diff --git a/README.md b/README.md
index 2b0fa88..178fc8b 100644
--- a/README.md
+++ b/README.md
@@ -11,5 +11,5 @@ Installation via conda:
 
 Documentation is available at:
 
-http://wrf-python.readthedocs.io
+http://wrf-python.rtfd.org
 
diff --git a/conda_recipe/LICENSE b/conda_recipe/LICENSE
new file mode 100644
index 0000000..376dd79
--- /dev/null
+++ b/conda_recipe/LICENSE
@@ -0,0 +1,32 @@
+PLEASE READ THIS SOFTWARE LICENSE ("LICENSE") CAREFULLY BEFORE USING THE 
+SOFTWARE. BY USING THE SOFTWARE, YOU ARE AGREEING TO BE BOUND BY ALL OF THE 
+TERMS OF THIS LICENSE. IF YOU DO NOT AGREE TO THE TERMS OF THIS LICENSE, 
+DO NOT USE THE SOFTWARE.
+
+Copyright © 2016 the University Corporation for Atmospheric Research ("UCAR"). 
+All rights reserved. Developed by NCAR's Computational and Information Systems 
+Laboratory, UCAR, www2.cisl.ucar.edu.
+
+Redistribution and use of the Software in source and binary forms, with or 
+without modification, is permitted provided that the following conditions 
+are met:
+
+- Neither the names of NCAR's Computational and Information Systems Laboratory, 
+  the University Corporation for Atmospheric Research, nor the names of its 
+  sponsors or contributors may be used to endorse or promote products derived 
+  from this Software without specific prior written permission.
+
+- Redistributions of source code must retain the above copyright notices, this 
+  list of conditions, and the disclaimer below.
+
+- Redistributions in binary form must reproduce the above copyright notice, this 
+  list of conditions, and the disclaimer below in the documentation and/or other 
+  materials provided with the distribution.
+
+THIS SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 
+IMPLIED, INCLUDING, BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 
+CONTRIBUTORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, INDIRECT, 
+INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES OR OTHER LIABILITY, 
+WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR 
+IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS WITH THE SOFTWARE.
diff --git a/conda_recipe/meta.yaml b/conda_recipe/meta.yaml
index 1aca5fe..a5d017c 100644
--- a/conda_recipe/meta.yaml
+++ b/conda_recipe/meta.yaml
@@ -12,41 +12,32 @@ source:
 build:
   number: 1
   detect_binary_files_with_prefix: true
-  skip: True  # [win32 or np>=112 or (win and py>=35)]
+  skip: True  # [win32 or (win and py>=35)]
 
 requirements:
   build:
-    - pip
+    - setuptools
     - numpy x.x
     - wrapt
     - m2w64-toolchain  # [win]
     - gcc  # [unix]
-    - libgcc  # [unix]
     - python
-    - vc 9  # [win and py27]
-    - vc 10  # [win and py34]
-    - vc 14  # [win and py>=35]
   run:
     - numpy x.x
     - python
     - wrapt 
     - m2w64-toolchain  # [win]
-    - gcc  # [unix]
+    - libgfortran  # [unix]
     - libgcc  # [unix]
-    - xarray
-    - vc 9  # [win and py27]
-    - vc 10  # [win and py34]
-    - vc 14  # [win and py>=35]
 
 test:
-  requires:
-    - nose
   imports:
     - wrf 
 
 about:
   home: https://github.com/NCAR/wrf-python
-  license: "NCL Source Code"
+  license: "UCAR"
+  license_file: '{{ environ["RECIPE_DIR"] }}/LICENSE' 
   summary: "Diagnostic and interpolation routines for WRF-ARW data."
 
 extra:
diff --git a/doc/source/_static/images/basemap_500.png b/doc/source/_static/images/basemap_500.png
index 6c23acd..5d9d86e 100644
Binary files a/doc/source/_static/images/basemap_500.png and b/doc/source/_static/images/basemap_500.png differ
diff --git a/doc/source/_static/images/basemap_front.png b/doc/source/_static/images/basemap_front.png
index 92ecd0b..c2eb6a6 100644
Binary files a/doc/source/_static/images/basemap_front.png and b/doc/source/_static/images/basemap_front.png differ
diff --git a/doc/source/_static/images/basemap_slp.png b/doc/source/_static/images/basemap_slp.png
index c67d70a..afd8258 100644
Binary files a/doc/source/_static/images/basemap_slp.png and b/doc/source/_static/images/basemap_slp.png differ
diff --git a/doc/source/_static/images/cartopy_500.png b/doc/source/_static/images/cartopy_500.png
index 828a54a..cc012f8 100644
Binary files a/doc/source/_static/images/cartopy_500.png and b/doc/source/_static/images/cartopy_500.png differ
diff --git a/doc/source/_static/images/cartopy_cross.png b/doc/source/_static/images/cartopy_cross.png
index 94171d5..fc7297e 100644
Binary files a/doc/source/_static/images/cartopy_cross.png and b/doc/source/_static/images/cartopy_cross.png differ
diff --git a/doc/source/_static/images/cartopy_slp.png b/doc/source/_static/images/cartopy_slp.png
index 7711026..9195c61 100644
Binary files a/doc/source/_static/images/cartopy_slp.png and b/doc/source/_static/images/cartopy_slp.png differ
diff --git a/doc/source/_static/images/matthew.png b/doc/source/_static/images/matthew.png
index d58b0e2..2224b15 100644
Binary files a/doc/source/_static/images/matthew.png and b/doc/source/_static/images/matthew.png differ
diff --git a/doc/source/_static/images/matthew_cross.png b/doc/source/_static/images/matthew_cross.png
new file mode 100644
index 0000000..81fe199
Binary files /dev/null and b/doc/source/_static/images/matthew_cross.png differ
diff --git a/doc/source/basic_usage.rst b/doc/source/basic_usage.rst
index b9e9be3..3bd5eba 100644
--- a/doc/source/basic_usage.rst
+++ b/doc/source/basic_usage.rst
@@ -36,25 +36,24 @@ Result:
 .. code-block:: none
 
     <xarray.DataArray u'slp' (south_north: 1059, west_east: 1799)>
-    array([[ 1012.22033691,  1012.29815674,  1012.24786377, ...,
-         1010.13201904,  1009.93231201,  1010.06707764],
-       [ 1012.43286133,  1012.44476318,  1012.33666992, ...,
-         1010.1072998 ,  1010.10845947,  1010.04760742],
-       [ 1012.39544678,  1012.38085938,  1012.41705322, ...,
-         1010.22937012,  1010.05596924,  1010.02679443],
-       ..., 
-        [ 1009.0423584 ,  1009.06921387,  1008.98779297, ...,
-         1019.19281006,  1019.14434814,  1019.1105957 ],
-       [ 1009.22485352,  1009.07513428,  1008.98638916, ...,
-         1019.07189941,  1019.04266357,  1019.0612793 ],
-       [ 1009.18896484,  1009.1071167 ,  1008.97979736, ...,
-         1018.91778564,  1018.95684814,  1019.04748535]], dtype=float32) 
+    array([[ 1012.220337,  1012.298157,  1012.247864, ...,  1010.132019,
+             1009.932312,  1010.067078],
+           [ 1012.432861,  1012.444763,  1012.33667 , ...,  1010.1073  ,
+             1010.108459,  1010.047607],
+           [ 1012.395447,  1012.380859,  1012.417053, ...,  1010.22937 ,
+             1010.055969,  1010.026794],
+           ..., 
+           [ 1009.042358,  1009.069214,  1008.987793, ...,  1019.19281 ,
+             1019.144348,  1019.110596],
+           [ 1009.224854,  1009.075134,  1008.986389, ...,  1019.071899,
+             1019.042664,  1019.061279],
+           [ 1009.188965,  1009.107117,  1008.979797, ...,  1018.917786,
+             1018.956848,  1019.047485]], dtype=float32)
     Coordinates:
-        XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
-        XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
-        Time         datetime64[ns] 2016-10-07
-      * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
-      * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
+        XLONG    (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
+        XLAT     (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
+        Time     datetime64[ns] 2016-10-07
+    Dimensions without coordinates: south_north, west_east
     Attributes:
         FieldType: 104
         MemoryOrder: XY
@@ -62,10 +61,10 @@ Result:
         units: hPa
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
+
     
 .. _extract_ncvars:
 
@@ -94,26 +93,35 @@ Result:
 .. code-block:: none    
 
     <xarray.DataArray u'P' (bottom_top: 50, south_north: 1059, west_east: 1799)>
-    array([[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,
-           1.00760156e+03,   9.87640625e+02,   1.00111719e+03],
-        [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,
-           1.00519531e+03,   1.00529688e+03,   9.99171875e+02],
-        [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,
-           1.01739844e+03,   1.00005469e+03,   9.97093750e+02],
-        ..., 
-        [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,
-           4.22949219e+00,   4.25659180e+00,   4.13647461e+00],
-        [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,
-           4.24047852e+00,   4.24707031e+00,   4.13549805e+00],
-        [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,
-           4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]], dtype=float32)
+    array([[[  1.217539e+03,   1.225320e+03, ...,   9.876406e+02,   1.001117e+03],
+            [  1.238773e+03,   1.240047e+03, ...,   1.005297e+03,   9.991719e+02],
+            ..., 
+            [  9.208594e+02,   9.059141e+02, ...,   1.902922e+03,   1.904805e+03],
+            [  9.172734e+02,   9.091094e+02, ...,   1.894375e+03,   1.903422e+03]],
+    
+           [[  1.219562e+03,   1.210273e+03, ...,   9.973984e+02,   9.907891e+02],
+            [  1.224578e+03,   1.223508e+03, ...,   9.985547e+02,   9.921172e+02],
+            ..., 
+            [  9.012734e+02,   9.052031e+02, ...,   1.897766e+03,   1.894500e+03],
+            [  9.137500e+02,   9.071719e+02, ...,   1.893273e+03,   1.893664e+03]],
+    
+           ..., 
+           [[  7.233154e+00,   7.224121e+00, ...,   3.627930e+00,   3.613770e+00],
+            [  7.226318e+00,   7.358154e+00, ...,   3.725098e+00,   3.634033e+00],
+            ..., 
+            [  5.354248e+00,   5.406006e+00, ...,   1.282715e+01,   1.264844e+01],
+            [  5.295410e+00,   5.177490e+00, ...,   1.256274e+01,   1.257642e+01]],
+    
+           [[  2.362061e+00,   2.376221e+00, ...,   1.151367e+00,   1.156982e+00],
+            [  2.342529e+00,   2.403809e+00, ...,   1.198486e+00,   1.155273e+00],
+            ..., 
+            [  1.732910e+00,   1.768799e+00, ...,   4.247070e+00,   4.135498e+00],
+            [  1.715332e+00,   1.657227e+00, ...,   4.036377e+00,   4.047852e+00]]], dtype=float32)
     Coordinates:
-        XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
-        XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
-        Time         datetime64[ns] 2016-10-07
-      * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
-      * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
-      * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
+        XLONG    (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
+        XLAT     (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
+        Time     datetime64[ns] 2016-10-07
+    Dimensions without coordinates: bottom_top, south_north, west_east
     Attributes:
         FieldType: 104
         MemoryOrder: XYZ
@@ -121,10 +129,9 @@ Result:
         units: Pa
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
            
                     
 Disabling xarray and metadata
@@ -267,10 +274,8 @@ Result:
         XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
         XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
       * Time         (Time) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07
-      * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
-      * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
-      * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
         datetime     (Time) datetime64[ns] 2016-10-07T00:00:00 ...
+    Dimensions without coordinates: bottom_top, south_north, west_east
     Attributes:
         FieldType: 104
         MemoryOrder: XYZ
@@ -278,10 +283,9 @@ Result:
         units: Pa
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
         
 
 Combining Multiple Files Using the 'join' Method
@@ -326,28 +330,19 @@ Result:
 .. code-block:: none
 
     <xarray.DataArray u'P' (file: 3, bottom_top: 50, south_north: 1059, west_east: 1799)>
-    array([[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,
-            1.00760156e+03,   9.87640625e+02,   1.00111719e+03],
-         [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,
-            1.00519531e+03,   1.00529688e+03,   9.99171875e+02],
-         [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,
-            1.01739844e+03,   1.00005469e+03,   9.97093750e+02],
-         ..., 
-         [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,
-            4.22949219e+00,   4.25659180e+00,   4.13647461e+00],
-         [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,
-            4.24047852e+00,   4.24707031e+00,   4.13549805e+00],
-         [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,
-            4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]], dtype=float32)
+    array([[[[  1.217539e+03, ...,   1.001117e+03],
+             ..., 
+             [  9.172734e+02, ...,   1.903422e+03]],
+            ..., 
+            [[  2.362061e+00, ...,   1.156982e+00],
+             ..., 
+             [  1.715332e+00, ...,   4.047852e+00]]]], dtype=float32)
     Coordinates:
-        XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
-        XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
-      * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
-      * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
-      * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
-      * file         (file) int64 0 1 2
-        datetime     (file) datetime64[ns] 2016-10-07T00:00:00 ...
-        Time         int64 0
+        XLONG     (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
+        XLAT      (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
+      * file      (file) int64 0 1 2
+        datetime  (file) datetime64[ns] 2016-10-07 ...
+    Dimensions without coordinates: bottom_top, south_north, west_east
     Attributes:
         FieldType: 104
         MemoryOrder: XYZ
@@ -355,10 +350,9 @@ Result:
         units: Pa
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
     
                         
 Note how the 'Time' dimension was replaced with the 'file' dimension, due to the 
@@ -388,28 +382,20 @@ Result
 .. code-block:: none
 
     <xarray.DataArray u'P' (file: 3, Time: 1, bottom_top: 50, south_north: 1059, west_east: 1799)>
-    array([[[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,
-             1.00760156e+03,   9.87640625e+02,   1.00111719e+03],
-          [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,
-             1.00519531e+03,   1.00529688e+03,   9.99171875e+02],
-          [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,
-             1.01739844e+03,   1.00005469e+03,   9.97093750e+02],
+    array([[[[[  1.217539e+03, ...,   1.001117e+03],
           ..., 
-          [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,
-             4.22949219e+00,   4.25659180e+00,   4.13647461e+00],
-          [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,
-             4.24047852e+00,   4.24707031e+00,   4.13549805e+00],
-          [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,
-             4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]]], dtype=float32)
+          [  9.172734e+02, ...,   1.903422e+03]],
+
+         ..., 
+         [[  2.362061e+00, ...,   1.156982e+00],
+          ..., 
+          [  1.715332e+00, ...,   4.047852e+00]]]]], dtype=float32)
     Coordinates:
-        XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
-        XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
-      * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
-      * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
-      * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
-      * file         (file) int64 0 1 2
-        datetime     (file, Time) datetime64[ns] 2016-10-07T00:00:00 ...
-      * Time         (Time) int64 0
+        XLONG     (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
+        XLAT      (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
+      * file      (file) int64 0 1 2
+        datetime  (file, Time) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07
+    Dimensions without coordinates: Time, bottom_top, south_north, west_east
     Attributes:
         FieldType: 104
         MemoryOrder: XYZ
@@ -417,10 +403,9 @@ Result
         units: Pa
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
 
                    
 Dictionaries of WRF File Sequences
@@ -459,28 +444,21 @@ Result:
 .. code-block:: none
 
     <xarray.DataArray 'P' (key_0: 2, Time: 2, bottom_top: 50, south_north: 1059, west_east: 1799)>
-    array([[[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,
-             1.00760156e+03,   9.87640625e+02,   1.00111719e+03],
-          [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,
-             1.00519531e+03,   1.00529688e+03,   9.99171875e+02],
-          [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,
-             1.01739844e+03,   1.00005469e+03,   9.97093750e+02],
-          ..., 
-          [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,
-             4.22949219e+00,   4.25659180e+00,   4.13647461e+00],
-          [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,
-             4.24047852e+00,   4.24707031e+00,   4.13549805e+00],
-          [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,
-             4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]]], dtype=float32)
+    array([[[[[  1.217539e+03, ...,   1.001117e+03],
+              ..., 
+              [  9.172734e+02, ...,   1.903422e+03]],
+    
+             ..., 
+             [[  2.362061e+00, ...,   1.156982e+00],
+              ..., 
+              [  1.715332e+00, ...,   4.047852e+00]]]]], dtype=float32)
     Coordinates:
-        XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
-        XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
-      * Time         (Time) datetime64[ns] 2016-10-07T00:00:00 ...
-      * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
-      * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
-      * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
-        datetime     (Time) datetime64[ns] 2016-10-07T00:00:00 ...
-      * key_0        (key_0) <U6 u'ens1' u'ens2'
+        XLONG     (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
+        XLAT      (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
+      * Time      (Time) datetime64[ns] 2016-10-07 ...
+        datetime  (Time) datetime64[ns] 2016-10-07 ...
+      * key_0     (key_0) <U6 u'label1' u'label2'
+    Dimensions without coordinates: bottom_top, south_north, west_east
     Attributes:
         FieldType: 104
         MemoryOrder: XYZ
@@ -488,10 +466,9 @@ Result:
         units: Pa
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
                         
 Interpolation Routines
 --------------------------
@@ -542,17 +519,15 @@ Result:
         XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
         XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
         Time         datetime64[ns] 2016-10-07
-      * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
-      * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
+    Dimensions without coordinates: south_north, west_east
     Attributes:
         FieldType: 104
         units: m
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
         level: 500 hPa
         missing_value: 9.96920996839e+36
         _FillValue: 9.96920996839e+36
@@ -623,17 +598,16 @@ Result:
         Time      datetime64[ns] 2016-10-07
         xy_loc    (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...
       * vertical  (vertical) float32 0.0 261.828 523.656 785.484 1047.31 1309.14 ...
-      * idx       (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...
+    Dimensions without coordinates: idx
     Attributes:
         FieldType: 104
         description: pressure
         units: hPa
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
         orientation: (0.0, 529.0) to (1797.0, 529.0)
         missing_value: 9.96920996839e+36
         _FillValue: 9.96920996839e+36
@@ -689,17 +663,16 @@ Result:
         Time      datetime64[ns] 2016-10-07
         xy_loc    (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...
       * vertical  (vertical) float32 0.0 261.828 523.656 785.484 1047.31 1309.14 ...
-      * idx       (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...
+    Dimensions without coordinates: idx
     Attributes:
         FieldType: 104
         description: pressure
         units: hPa
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
         orientation: (0.0, 529.0) to (1797.0, 529.0) ; center=CoordPair(x=899.0, y=529.0) ; angle=90.0
         missing_value: 9.96920996839e+36
         _FillValue: 9.96920996839e+36
@@ -760,17 +733,16 @@ Result:
         Time      datetime64[ns] 2016-10-07
         xy_loc    (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...
       * vertical  (vertical) float32 0.0 261.828 523.656 785.484 1047.31 1309.14 ...
-      * idx       (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...
+    Dimensions without coordinates: idx
     Attributes:
         FieldType: 104
         description: pressure
         units: hPa
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
         orientation: (0.0, 529.0) to (1797.0, 529.0)
         missing_value: 9.96920996839e+36
         _FillValue: 9.96920996839e+36
@@ -827,17 +799,16 @@ Result:
         Time      datetime64[ns] 2016-10-07
         xy_loc    (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...
       * vertical  (vertical) float32 1000.0 2000.0 3000.0
-      * idx       (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...
+    Dimensions without coordinates: idx
     Attributes:
         FieldType: 104
         description: pressure
         units: hPa
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
         orientation: (0.0, 529.0) to (1797.0, 529.0)
         missing_value: 9.96920996839e+36
         _FillValue: 9.96920996839e+36
@@ -893,17 +864,16 @@ Result:
     Coordinates:
         Time      datetime64[ns] 2016-10-07
         xy_loc    (line_idx) object CoordPair(x=899.0, y=0.0, lat=24.3645858765, lon=-97.5) ...
-      * line_idx  (line_idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...
+    Dimensions without coordinates: line_idx
     Attributes:
         FieldType: 104
         description: TEMP at 2 M
         units: K
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
         orientation: (899.0, 0.0) to (899.0, 1057.0) 
 
 
@@ -943,17 +913,16 @@ Result:
     Coordinates:
         Time      datetime64[ns] 2016-10-07
         xy_loc    (line_idx) object CoordPair(x=899.0, y=0.0, lat=24.3645858765, lon=-97.5) ...
-      * line_idx  (line_idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...
+    Dimensions without coordinates: line_idx
     Attributes:
         FieldType: 104
         description: TEMP at 2 M
         units: K
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
         orientation: (899.0, 0.0) to (899.0, 1057.0) ; center=CoordPair(x=899, y=529) ; angle=0.0 
 
         
@@ -1001,17 +970,16 @@ Result:
     Coordinates:
         Time      datetime64[ns] 2016-10-07
         xy_loc    (line_idx) object CoordPair(x=899.0, y=0.0, lat=24.3645858765, lon=-97.5) ...
-      * line_idx  (line_idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...
+    Dimensions without coordinates: line_idx
     Attributes:
         FieldType: 104
         description: TEMP at 2 M
         units: K
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
         orientation: (899.0, 0.0) to (899.0, 1057.0)    
             
 
@@ -1067,9 +1035,8 @@ Result:
         XLONG         (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
         XLAT          (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
         Time          datetime64[ns] 2016-10-07
-      * south_north   (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
-      * west_east     (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
       * interp_level  (interp_level) int64 200 300 500 1000
+    Dimensions without coordinates: south_north, west_east
     Attributes:
         FieldType: 104
         MemoryOrder: XYZ
@@ -1077,10 +1044,9 @@ Result:
         units: K
         stagger: 
         coordinates: XLONG XLAT
-        projection: LambertConformal(bottom_left=(21.138123, -122.71953), 
-                    top_right=(47.843636, -60.901367), stand_lon=-97.5, 
-                    moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, 
-                    pole_lat=90.0, pole_lon=0.0)
+        projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, 
+                                     truelat1=38.5, truelat2=38.5, pole_lat=90.0, 
+                                     pole_lon=0.0)
         vert_interp_type: eth
 
             
@@ -1122,7 +1088,7 @@ Result:
     Coordinates:
       * lat_lon   (lat_lon) <U3 u'lat' u'lon'
         xy_coord  object CoordPair(x=400, y=200)
-        idx       int64 0
+    Dimensions without coordinates: idx
         
         
     <xarray.DataArray u'xy' (x_y: 2)>
@@ -1130,7 +1096,7 @@ Result:
     Coordinates:
         latlon_coord  object CoordPair(lat=28.5581640822, lon=-112.678276173)
       * x_y           (x_y) <U1 u'x' u'y'
-        idx           int64 0
+    Dimensions without coordinates: idx
     
     
 Example With Multiple Coordinates
@@ -1163,7 +1129,7 @@ Result:
     Coordinates:
       * lat_lon   (lat_lon) <U3 u'lat' u'lon'
         xy_coord  (idx) object CoordPair(x=400, y=200) CoordPair(x=105, y=205)
-      * idx       (idx) int64 0 1
+    Dimensions without coordinates: idx
         
         
     <xarray.DataArray u'xy' (x_y: 2, idx: 2)>
@@ -1172,7 +1138,7 @@ Result:
     Coordinates:
         latlon_coord  (idx) object CoordPair(lat=28.5581640822, lon=-112.678276173) ...
       * x_y           (x_y) <U1 u'x' u'y'
-      * idx           (idx) int64 0 1
+    Dimensions without coordinates: idx
 
 
 Mapping Helper Routines
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 66bd51f..485bbcb 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -3,15 +3,28 @@
    You can adapt this file completely to your liking, but it should at least
    contain the root `toctree` directive.
 
+.. meta::
+   :description: Diagnostic and interpolation routines for WRF ARW data
+   :keywords: wrf, python, wrf-python, weather research and forecasting,
+              weather research and forecasting model, model, weather,
+              numerical weather prediction, model, matplotlib, cartopy,
+              wrf-arw, arw, ncar, ucar, cisl, ncl, ncar command language,
+              national center for atmospheric research, 
+              university corporation for atmospheric research,
+              pynio, pyngl, interpolation
 
 wrf-python
 ===========
 
+A collection of diagnostic and interpolation routines for use with output from 
+the Weather Research and Forecasting (WRF-ARW) Model.
 
-wrf-python is a package to help users working with the Weather 
-Research and Forecasting Model (WRF-ARW) output.  wrf-python includes over 
-thirty diagnostics calculations along with various interpolation routines. When
-coupled with either matplotlib or PyNGL, users can create plots like this:
+This package provides over 30 diagnostic calculations, 
+several interpolation routines, and utilities to help with plotting 
+via cartopy, basemap, or PyNGL. The functionality is similar to what is 
+provided by the NCL WRF package. 
+
+When coupled with either matplotlib or PyNGL, users can create plots like this:
 
 .. image:: _static/images/matthew.png    
    :scale: 100%
@@ -33,7 +46,6 @@ Documentation
    ./license
 
 
-
 Indices and tables
 ==================
 
diff --git a/doc/source/new.rst b/doc/source/new.rst
index 9da341b..59f1293 100644
--- a/doc/source/new.rst
+++ b/doc/source/new.rst
@@ -29,4 +29,15 @@ v1.0b1
   issues with distutils, numpy distutils, and mingw compiler.  Will attempt
   to find a workaround before the next release. Windows users should use 
   Python 2.7 or Python 3.4 for now.
+  
+  
+v1.0b2
+----------
+
+- Beta release 2.
+- xarray 0.9 no longer includes default index dimensions in the coordinate 
+  mappings.  This was causing a crash in the routines that cause a reduction
+  in dimension shape, mainly the interpolation routines.  This has been 
+  fixed.
+- Documentation updated to show the new output from xarray.
 
diff --git a/doc/source/plot.rst b/doc/source/plot.rst
index 7efbbe7..efbe5ca 100644
--- a/doc/source/plot.rst
+++ b/doc/source/plot.rst
@@ -40,9 +40,9 @@ Plotting a Two-dimensional Field
     import cartopy.crs as crs
     from cartopy.feature import NaturalEarthFeature
     
-    from wrf import (to_np, getvar, smooth2d, get_cartopy, latlon_coords,
-                    cartopy_xlim, cartopy_ylim)
+    from wrf import to_np, getvar, smooth2d, get_cartopy, cartopy_xlim, cartopy_ylim
     
+    # Open the NetCDF file
     ncfile = Dataset("wrfout_d01_2016-10-07_00_00_00")
     
     # Get the sea level pressure
@@ -51,16 +51,15 @@ Plotting a Two-dimensional Field
     # Smooth the sea level pressure since it tends to be noisy near the mountains
     smooth_slp = smooth2d(slp, 3)
     
-    # Get the latitude and longitude coordinate arrays
-    lats, lons = latlon_coords(smooth_slp)
-    
-    # The WrfProj.cartopy() method returns a cartopy.crs projection object
-    cart_proj = get_cartopy(smooth_slp)
+    # Get the latitude and longitude points
+    lats, lons = latlon_coords(slp)
     
-    # Create a figure that's 10x10
-    fig = plt.figure(figsize=(10,10))
+    # Get the cartopy mapping object
+    cart_proj = get_cartopy(slp)
     
-    # Get the GeoAxes set to the projection used by WRF
+    # Create a figure
+    fig = plt.figure(figsize=(12,9))
+    # Set the GeoAxes to the projection used by WRF
     ax = plt.axes(projection=cart_proj)
     
     # Download and add the states and coastlines
@@ -70,22 +69,21 @@ Plotting a Two-dimensional Field
     ax.coastlines('50m', linewidth=0.8)
     
     # Make the contour outlines and filled contours for the smoothed sea level pressure.
-    plt.contour(to_np(lons), to_np(lats), to_np(smooth_slp), 10, colors="black", 
-                transform=crs.PlateCarree())
-    plt.contourf(to_np(lons), to_np(lats), to_np(smooth_slp), 10, transform=crs.PlateCarree())
+    plt.contour(to_np(lons), to_np(lats), to_np(smooth_slp), 10, colors="black", transform=crs.PlateCarree())
+    plt.contourf(to_np(lons), to_np(lats), to_np(smooth_slp), 10, transform=crs.PlateCarree(), cmap=get_cmap("jet"))
     
     # Add a color bar
-    plt.colorbar(ax=ax, shrink=.47)
+    plt.colorbar(ax=ax, shrink=.62)
     
-    # Set the map limits
+    # Set the map limits.  Not really necessary, but used for demonstration.
     ax.set_xlim(cartopy_xlim(smooth_slp))
     ax.set_ylim(cartopy_ylim(smooth_slp))
     
     # Add the gridlines
-    ax.gridlines()
-    
+    ax.gridlines(color="black", linestyle="dotted")
+
     plt.title("Sea Level Pressure (hPa)")
-    
+
     plt.show()
 
 Horizontal Interpolation to a Pressure Level
@@ -104,9 +102,9 @@ Horizontal Interpolation to a Pressure Level
     import cartopy.crs as crs
     from cartopy.feature import NaturalEarthFeature
     
-    from wrf import (getvar, interplevel, to_np, get_cartopy, 
-                    latlon_coords, cartopy_xlim, cartopy_ylim)
+    from wrf import getvar, interplevel, to_np, latlon_coords, get_cartopy, cartopy_xlim, cartopy_ylim
     
+    # Open the NetCDF file
     ncfile = Dataset("wrfout_d01_2016-10-07_00_00_00")
     
     # Extract the pressure, geopotential height, and wind variables
@@ -125,12 +123,12 @@ Horizontal Interpolation to a Pressure Level
     # Get the lat/lon coordinates
     lats, lons = latlon_coords(ht_500)
     
-    # Get the cartopy map projection information
+    # Get the map projection information
     cart_proj = get_cartopy(ht_500)
     
     # Create the figure
-    fig = plt.figure(figsize=(10,10))
-    ax = plt.axes([0.1,0.1,0.8,0.8], projection=cart_proj)
+    fig = plt.figure(figsize=(12,9))
+    ax = plt.axes(projection=cart_proj)
     
     # Download and add the states and coastlines
     states = NaturalEarthFeature(category='cultural', scale='50m', facecolor='none',
@@ -138,13 +136,13 @@ Horizontal Interpolation to a Pressure Level
     ax.add_feature(states, linewidth=0.5)
     ax.coastlines('50m', linewidth=0.8)
     
-    # Create the 500 hPa geopotential height contours
+    # Add the 500 hPa geopotential height contours
     levels = np.arange(520., 580., 6.)
     contours = plt.contour(to_np(lons), to_np(lats), to_np(ht_500), levels=levels, colors="black", 
                 transform=crs.PlateCarree())
     plt.clabel(contours, inline=1, fontsize=10, fmt="%i")
     
-    # Wind Speed contours
+    # Add the wind speed contours
     levels = [25, 30, 35, 40, 50, 60, 70, 80, 90, 100, 110, 120]
     wspd_contours = plt.contourf(to_np(lons), to_np(lats), to_np(wspd_500), levels=levels,
                                  cmap=get_cmap("rainbow"), 
@@ -186,19 +184,18 @@ plot, see :ref:`cross_example`.
     import cartopy.feature as cfeature
     from netCDF4 import Dataset
     
-    from wrf import (getvar, to_np, vertcross, smooth2d, CoordPair, GeoBounds, 
-                    latlon_coords, get_cartopy, cartopy_xlim, cartopy_ylim)
+    from wrf import (getvar, to_np, vertcross, smooth2d, CoordPair, GeoBounds, get_cartopy, 
+                     latlon_coords, cartopy_xlim, cartopy_ylim)
     
-    # Open the output NetCDF file
-    filename = "wrfout_d01_2016-10-07_00_00_00"
-    ncfile = DataSet(filename)
+    # Open the NetCDF file
+    ncfile = Dataset("wrfout_d01_2016-10-07_00_00_00")
     
     # Get the WRF variables
     slp = getvar(ncfile, "slp")
     smooth_slp = smooth2d(slp, 3)
     ctt = getvar(ncfile, "ctt")
-    height = getvar(ncfile, "z")
-    dbz = getvar(ncfile, "dbz")
+    z = getvar(ncfile, "z", timeidx=0)
+    dbz = getvar(ncfile, "dbz", timeidx=0)
     Z = 10**(dbz/10.)
     wspd =  getvar(ncfile, "wspd_wdir", units="kt")[0,:]
     
@@ -206,53 +203,47 @@ plot, see :ref:`cross_example`.
     start_point = CoordPair(lat=26.76, lon=-80.0)
     end_point = CoordPair(lat=26.76, lon=-77.8)
     
-    # Compute the vertical cross-section interpolation.  Also, include the 
-    # lat/lon points along the cross-section in the metadata by setting 
-    # latlon to True.
-    z_cross = vertcross(Z, height, wrfin=ncfile, start_point=start_point, 
-                        end_point=end_point, latlon=True, meta=True)
-    wspd_cross = vertcross(wspd, height, wrfin=ncfile, start_point=start_point, 
-                           end_point=end_point, latlon=True, meta=True)
+    # Compute the vertical cross-section interpolation.  Also, include the lat/lon points along the cross-section 
+    # in the metadata by setting latlon to True.
+    z_cross = vertcross(Z, z, wrfin=ncfile, start_point=start_point, end_point=end_point, latlon=True, meta=True)
+    wspd_cross = vertcross(wspd, z, wrfin=ncfile, start_point=start_point, end_point=end_point, latlon=True, meta=True)
     dbz_cross = 10.0 * np.log10(z_cross)
     
-    # Get the latitude and longitude coordinate arrays
+    # Get the lat/lon points
     lats, lons = latlon_coords(slp)
     
     # Get the cartopy projection object
     cart_proj = get_cartopy(slp)
     
-    # Create the figure which will have 3 subplots, one on the left, and 
-    # two vertically stacked on the right.
-    fig = plt.figure(figsize=(7,5))
+    # Create a figure that will have 3 subplots
+    fig = plt.figure(figsize=(10,7))
     ax_ctt = fig.add_subplot(1,2,1,projection=cart_proj)
     ax_wspd = fig.add_subplot(2,2,2)
     ax_dbz = fig.add_subplot(2,2,4)
     
     # Download and create the states, land, and oceans using cartopy features
     states = cfeature.NaturalEarthFeature(category='cultural', scale='50m', facecolor='none',
-                                          name='admin_1_states_provinces_shp')
+                                 name='admin_1_states_provinces_shp')
     land = cfeature.NaturalEarthFeature(category='physical', name='land', scale='50m', 
                                         facecolor=cfeature.COLORS['land'])
     ocean = cfeature.NaturalEarthFeature(category='physical', name='ocean', scale='50m', 
                                          facecolor=cfeature.COLORS['water'])
     
-    # Make the ctt contours.
+    # Make the pressure contours
     contour_levels = [960, 965, 970, 975, 980, 990]
-    c1 = ax_ctt.contour(to_np(lons), to_np(lats), to_np(smooth_slp), levels=contour_levels, 
-                colors="white", transform=crs.PlateCarree(), zorder=3, linewidths=1.0)
+    c1 = ax_ctt.contour(lons, lats, to_np(smooth_slp), levels=contour_levels, colors="white", 
+                transform=crs.PlateCarree(), zorder=3, linewidths=1.0)
     
     # Create the filled cloud top temperature contours
     contour_levels = [-80.0, -70.0, -60, -50, -40, -30, -20, -10, 0, 10]
-    ctt_contours = ax_ctt.contourf(lons, lats, to_np(ctt), contour_levels, 
-                                   cmap=get_cmap("Greys"), transform=crs.PlateCarree(), 
-                                   zorder=2)
+    ctt_contours = ax_ctt.contourf(to_np(lons), to_np(lats), to_np(ctt), contour_levels, cmap=get_cmap("Greys"),
+                 transform=crs.PlateCarree(), zorder=2)
     
-    # Draw the yellow cross section line
-    ax_ctt.plot([start_point.lon, end_point.lon], [start_point.lat, end_point.lat], 
-                color="yellow", marker="o", transform=crs.PlateCarree(), zorder=3)
+    ax_ctt.plot([start_point.lon, end_point.lon], [start_point.lat, end_point.lat], color="yellow", 
+                marker="o", transform=crs.PlateCarree(), zorder=3)
     
-    # Create the label bar for cloud top temperature
-    cb_ctt = fig.colorbar(ctt_contours, ax=ax_ctt, shrink=.5)
+    # Create the color bar for cloud top temperature
+    cb_ctt = fig.colorbar(ctt_contours, ax=ax_ctt, shrink=.60)
     cb_ctt.ax.tick_params(labelsize=5)
     
     # Draw the oceans, land, and states
@@ -265,21 +256,21 @@ plot, see :ref:`cross_example`.
                            CoordPair(lat=30.0, lon=-72.0))
     ax_ctt.set_xlim(cartopy_xlim(ctt, geobounds=hur_bounds))
     ax_ctt.set_ylim(cartopy_ylim(ctt, geobounds=hur_bounds))
-    ax_ctt.gridlines()
+    ax_ctt.gridlines(color="white", linestyle="dotted")
     
-    # Make the contour plot for wspd
-    wspd_contours = ax_wspd.contourf(to_np(wspd_cross))
+    # Make the contour plot for wind speed
+    wspd_contours = ax_wspd.contourf(to_np(wspd_cross), cmap=get_cmap("jet"))
     # Add the color bar
     cb_wspd = fig.colorbar(wspd_contours, ax=ax_wspd)
     cb_wspd.ax.tick_params(labelsize=5)
     
     # Make the contour plot for dbz
     levels = [5 + 5*n for n in range(15)]
-    dbz_contours = ax_dbz.contourf(to_np(dbz_cross), levels=levels)
+    dbz_contours = ax_dbz.contourf(to_np(dbz_cross), levels=levels, cmap=get_cmap("jet"))
     cb_dbz = fig.colorbar(dbz_contours, ax=ax_dbz)
     cb_dbz.ax.tick_params(labelsize=5)
     
-    # Set the x-ticks to use latitude and longitude labels.
+    # Set the x-ticks to use latitude and longitude labels
     coord_pairs = to_np(dbz_cross.coords["xy_loc"])
     x_ticks = np.arange(coord_pairs.shape[0])
     x_labels = [pair.latlon_str() for pair in to_np(coord_pairs)]
@@ -288,7 +279,7 @@ plot, see :ref:`cross_example`.
     ax_dbz.set_xticks(x_ticks[::20])
     ax_dbz.set_xticklabels(x_labels[::20], rotation=45, fontsize=4) 
     
-    # Set the y-ticks to be height.
+    # Set the y-ticks to be height
     vert_vals = to_np(dbz_cross.coords["vertical"])
     v_ticks = np.arange(vert_vals.shape[0])
     ax_wspd.set_yticks(v_ticks[::20])
@@ -301,7 +292,7 @@ plot, see :ref:`cross_example`.
     ax_wspd.set_ylabel("Height (m)", fontsize=5)
     ax_dbz.set_ylabel("Height (m)", fontsize=5)
     
-    # Add titles
+    # Add a title
     ax_ctt.set_title("Cloud Top Temperature (degC)", {"fontsize" : 7})
     ax_wspd.set_title("Cross-Section of Wind Speed (kt)", {"fontsize" : 7})
     ax_dbz.set_title("Cross-Section of Reflectivity (dBZ)", {"fontsize" : 7})
@@ -333,25 +324,27 @@ Plotting a Two-Dimensional Field
     from matplotlib.cm import get_cmap
     from mpl_toolkits.basemap import Basemap
     
-    from wrf import to_np, getvar, smooth2d, latlon_coords, get_basemap
+    from wrf import to_np, getvar, smooth2d, get_basemap, latlon_coords
     
+    # Open the NetCDF file
     ncfile = Dataset("wrfout_d01_2016-10-07_00_00_00")
     
     # Get the sea level pressure
     slp = getvar(ncfile, "slp")
     
-    # Smooth the sea level pressure since it tends to be noisey near the mountains
+    # Smooth the sea level pressure since it tends to be noisy near the mountains
     smooth_slp = smooth2d(slp, 3)
     
-    # Get the latitude and longitude coordinates
+    # Get the latitude and longitude points
     lats, lons = latlon_coords(slp)
     
-    # Get the basemap projection object
+    # Get the basemap object
     bm = get_basemap(slp)
     
-    # Create a figure that's 10x10
-    fig = plt.figure(figsize=(10,10))
+    # Create a figure
+    fig = plt.figure(figsize=(12,9))
     
+    # Add geographic outlines
     bm.drawcoastlines(linewidth=0.25)
     bm.drawstates(linewidth=0.25)
     bm.drawcountries(linewidth=0.25)
@@ -362,12 +355,13 @@ Plotting a Two-Dimensional Field
     
     # Draw the contours and filled contours
     bm.contour(x, y, to_np(smooth_slp), 10, colors="black")
-    bm.contourf(x, y, to_np(smooth_slp), 10)
+    bm.contourf(x, y, to_np(smooth_slp), 10, cmap=get_cmap("jet"))
     
     # Add a color bar
-    plt.colorbar(shrink=.47)
+    plt.colorbar(shrink=.62)
     
     plt.title("Sea Level Pressure (hPa)")
+    
     plt.show()
     
 
@@ -387,6 +381,7 @@ Horizontal Interpolation to a Pressure Level
     
     from wrf import getvar, interplevel, to_np, get_basemap, latlon_coords
     
+    # Open the NetCDF file
     ncfile = Dataset("wrfout_d01_2016-10-07_00_00_00")
     
     # Extract the pressure, geopotential height, and wind variables
@@ -405,27 +400,28 @@ Horizontal Interpolation to a Pressure Level
     # Get the lat/lon coordinates
     lats, lons = latlon_coords(ht_500)
     
-    # Get the basemap projection object
+    # Get the basemap object
     bm = get_basemap(ht_500)
     
     # Create the figure
-    fig = plt.figure(figsize=(8,8))
-    ax = plt.axes([0.1,0.1,0.8,0.8])
+    fig = plt.figure(figsize=(12,9))
+    ax = plt.axes()
     
-    # Get the x and y coordinates
+    # Convert the lat/lon coordinates to x/y coordinates in the projection space
     x, y = bm(to_np(lons), to_np(lats))
     
-    # Create the 500 hPa geopotential height contours
+    # Add the 500 hPa geopotential height contours
     levels = np.arange(520., 580., 6.)
     contours = bm.contour(x, y, to_np(ht_500), levels=levels, colors="black")
     plt.clabel(contours, inline=1, fontsize=10, fmt="%i")
     
-    # Wind Speed contours
+    # Add the wind speed contours
     levels = [25, 30, 35, 40, 50, 60, 70, 80, 90, 100, 110, 120]
     wspd_contours = bm.contourf(x, y, to_np(wspd_500), levels=levels,
                                  cmap=get_cmap("rainbow"))
     plt.colorbar(wspd_contours, ax=ax, orientation="horizontal", pad=.05)
     
+    # Add the geographic boundaries
     bm.drawcoastlines(linewidth=0.25)
     bm.drawstates(linewidth=0.25)
     bm.drawcountries(linewidth=0.25)
@@ -435,9 +431,10 @@ Horizontal Interpolation to a Pressure Level
               to_np(v_500[::125, ::125]), length=6)
     
     plt.title("500 MB Height (dm), Wind Speed (kt), Barbs (kt)")
-
+    
     plt.show()
     
+    
 Panel Plots from the Front Page
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 
@@ -458,9 +455,8 @@ plot, see :ref:`cross_example`.
     
     from wrf import getvar, to_np, vertcross, smooth2d, CoordPair, get_basemap, latlon_coords
     
-    # Open the output NetCDF file
-    filename = "/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00"
-    ncfile = Dataset(filename)
+    # Open the NetCDF file
+    ncfile = Dataset("wrfout_d01_2016-10-07_00_00_00")
     
     # Get the WRF variables
     slp = getvar(ncfile, "slp")
@@ -475,29 +471,28 @@ plot, see :ref:`cross_example`.
     start_point = CoordPair(lat=26.76, lon=-80.0)
     end_point = CoordPair(lat=26.76, lon=-77.8)
     
-    # Compute the vertical cross-section interpolations.  Also, include the lat/lon points along the cross-section 
-    # in the metadata by setting latlon to True.
+    # Compute the vertical cross-section interpolation.  Also, include the lat/lon points along the cross-section in 
+    # the metadata by setting latlon to True.
     z_cross = vertcross(Z, z, wrfin=ncfile, start_point=start_point, end_point=end_point, latlon=True, meta=True)
     wspd_cross = vertcross(wspd, z, wrfin=ncfile, start_point=start_point, end_point=end_point, latlon=True, meta=True)
     dbz_cross = 10.0 * np.log10(z_cross)
     
-    # Extract the latitude and longitude coordinate arrays
+    # Get the latitude and longitude points
     lats, lons = latlon_coords(slp)
     
-    # Create a figure that will have 3 subplots.  One on the left, 
-    # two vertically stacked on the right.
-    fig = plt.figure(figsize=(8,5))
+    # Create the figure that will have 3 subplots
+    fig = plt.figure(figsize=(10,7))
     ax_ctt = fig.add_subplot(1,2,1)
     ax_wspd = fig.add_subplot(2,2,2)
     ax_dbz = fig.add_subplot(2,2,4)
     
-    # Get the basemap projection class
+    # Get the basemap object
     bm = get_basemap(slp)
     
-    # Get the x, y values
+    # Convert the lat/lon points in to x/y points in the projection space
     x, y = bm(to_np(lons), to_np(lats))
     
-    # Make the pressure contours.
+    # Make the pressure contours
     contour_levels = [960, 965, 970, 975, 980, 990]
     c1 = bm.contour(x, y, to_np(smooth_slp), levels=contour_levels, colors="white", 
                     zorder=3, linewidths=1.0, ax=ax_ctt)
@@ -511,12 +506,11 @@ plot, see :ref:`cross_example`.
     bm.plot([point_x[0], point_x[1]], [point_y[0], point_y[1]], color="yellow", 
                 marker="o", zorder=3, ax=ax_ctt)
     
-    # Create the label bar for cloud top temperature
-    cb_ctt = fig.colorbar(ctt_contours, ax=ax_ctt, shrink=.68)
+    # Create the color bar for cloud top temperature
+    cb_ctt = fig.colorbar(ctt_contours, ax=ax_ctt, shrink=.60)
     cb_ctt.ax.tick_params(labelsize=5)
     
-    # Draw the oceans, land, and states.  Use the same colors as the cartopy
-    # example
+    # Draw the oceans, land, and states
     bm.drawcoastlines(linewidth=0.25, ax=ax_ctt)
     bm.drawstates(linewidth=0.25, ax=ax_ctt)
     bm.drawcountries(linewidth=0.25, ax=ax_ctt)
@@ -526,13 +520,12 @@ plot, see :ref:`cross_example`.
     
     # Draw Parallels
     parallels = np.arange(np.amin(lats), 30., 2.5)
-    bm.drawparallels(parallels, ax=ax_ctt)
+    bm.drawparallels(parallels, ax=ax_ctt, color="white")
     
     merids = np.arange(-85.0, -72.0, 2.5)
-    bm.drawmeridians(merids, ax=ax_ctt)
+    bm.drawmeridians(merids, ax=ax_ctt, color="white")
     
-    # Get the x and y coordinate ranges for the cropped region around the 
-    # hurricane
+    # Crop the image to the hurricane region
     x_start, y_start = bm(-85.0, np.amin(lats))
     x_end, y_end = bm(-72.0, 30.0)
     
@@ -540,14 +533,14 @@ plot, see :ref:`cross_example`.
     ax_ctt.set_ylim([y_start, y_end])
     
     # Make the contour plot for wspd
-    wspd_contours = ax_wspd.contourf(to_np(wspd_cross))
+    wspd_contours = ax_wspd.contourf(to_np(wspd_cross), cmap=get_cmap("jet"))
     # Add the color bar
     cb_wspd = fig.colorbar(wspd_contours, ax=ax_wspd)
     cb_wspd.ax.tick_params(labelsize=5)
     
     # Make the contour plot for dbz
     levels = [5 + 5*n for n in range(15)]
-    dbz_contours = ax_dbz.contourf(to_np(dbz_cross), levels=levels)
+    dbz_contours = ax_dbz.contourf(to_np(dbz_cross), levels=levels, cmap=get_cmap("jet"))
     cb_dbz = fig.colorbar(dbz_contours, ax=ax_dbz)
     cb_dbz.ax.tick_params(labelsize=5)
     
@@ -573,7 +566,7 @@ plot, see :ref:`cross_example`.
     ax_wspd.set_ylabel("Height (m)", fontsize=5)
     ax_dbz.set_ylabel("Height (m)", fontsize=5)
     
-    # Add a title
+    # Add titles
     ax_ctt.set_title("Cloud Top Temperature (degC)", {"fontsize" : 7})
     ax_wspd.set_title("Cross-Section of Wind Speed (kt)", {"fontsize" : 7})
     ax_dbz.set_title("Cross-Section of Reflectivity (dBZ)", {"fontsize" : 7})
@@ -598,34 +591,34 @@ plotted using the standard matplotlib API.
     import numpy as np
     import matplotlib.pyplot as plt
     from matplotlib.cm import get_cmap
+    import cartopy.crs as crs
+    from cartopy.feature import NaturalEarthFeature
     from netCDF4 import Dataset
     
     from wrf import to_np, getvar, CoordPair, vertcross
     
-    # Open the output NetCDF file with PyNIO
+    # Open the NetCDF file
     filename = "wrfout_d01_2016-10-07_00_00_00"
     ncfile = Dataset(filename)
     
-    # Extract pressure and model height
+    # Extract the model height and wind speed
     z = getvar(ncfile, "z")
     wspd =  getvar(ncfile, "uvmet_wspd_wdir", units="kt")[0,:]
     
-    # Define the start point and end point for the cross section using 
-    # latitude and longitude coordinates.
+    # Create the start point and end point for the cross section
     start_point = CoordPair(lat=26.76, lon=-80.0)
     end_point = CoordPair(lat=26.76, lon=-77.8)
     
-    # Compute the vertical cross-section interpolation.  Also, include the lat/lon 
-    # points along the cross-section in the metadata by setting latlon to True.
-    wspd_cross = vertcross(wspd, z, wrfin=ncfile, start_point=start_point, 
-                           end_point=end_point, latlon=True, meta=True)
+    # Compute the vertical cross-section interpolation.  Also, include the lat/lon points along the cross-section.
+    wspd_cross = vertcross(wspd, z, wrfin=ncfile, start_point=start_point, end_point=end_point, latlon=True, meta=True)
     
     # Create the figure
-    fig = plt.figure(figsize=(10,5))
-    ax = plt.axes([0.1,0.1,0.8,0.8])
+    fig = plt.figure(figsize=(12,6))
+    ax = plt.axes()
     
     # Make the contour plot
-    wspd_contours = ax.contourf(to_np(wspd_cross))
+    wspd_contours = ax.contourf(to_np(wspd_cross), cmap=get_cmap("jet"))
+    
     # Add the color bar
     plt.colorbar(wspd_contours, ax=ax)
     
diff --git a/requirements.txt b/requirements.txt
index 1d4123e..83c125c 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,2 +1,2 @@
-numpy>=1.9.0
+numpy>=1.10
 wrapt>=1.10
diff --git a/setup.py b/setup.py
index 2e89f38..9f9894f 100755
--- a/setup.py
+++ b/setup.py
@@ -55,7 +55,7 @@ numpy.distutils.core.setup(
                         "GitHub Repository:\n\n"
                         "https://github.com/NCAR/wrf-python\n\n"
                         "Documentation:\n\n"
-                        "https://wrf-python.readthedocs.io\n"),
+                        "https://wrf-python.rtfd.org\n"),
     url = "https://github.com/NCAR/wrf-python",
     keywords = ["python", "wrf-python", "wrf", "forecast", "model",
                 "weather research and forecasting", "interpolation", 
diff --git a/src/wrf/version.py b/src/wrf/version.py
index 21f67cc..f913414 100644
--- a/src/wrf/version.py
+++ b/src/wrf/version.py
@@ -1,2 +1,2 @@
-__version__ = "1.0b1"
+__version__ = "1.0b2"
 
diff --git a/test/ipynb/Doc_Examples.ipynb b/test/ipynb/Doc_Examples.ipynb
index 1201825..a3c4c56 100644
--- a/test/ipynb/Doc_Examples.ipynb
+++ b/test/ipynb/Doc_Examples.ipynb
@@ -9,9 +9,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {
-    "collapsed": true
+    "collapsed": false
    },
    "outputs": [],
    "source": [
@@ -20,11 +20,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {
-    "collapsed": false
+    "collapsed": false,
+    "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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v6/f74fF40NsrWSSZmZnK/wEpFjMZpFpZGxcXNYaE8whADUXNrLXmDyTWbdjI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\nF96Nn8FXMS8pKVGm0tTgvwvNzc2orq7WPFbE6vQkP81nJHZ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HXF5ejkWLFmHRokVCHywl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\nwSQppWQLrb7p9Fu75YHpzPv3cCb+a4JH9Ci81hEEgbfenMmUJ15i9bJcn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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1184a72d0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "from __future__ import (absolute_import, division, print_function, unicode_literals)\n",
     "\n",
@@ -33,13 +45,12 @@
     "from matplotlib.cm import get_cmap\n",
     "import cartopy.crs as crs\n",
     "import cartopy.feature as cfeature\n",
-    "from netCDF4 import Dataset as nc\n",
+    "from netCDF4 import Dataset\n",
     "\n",
     "from wrf import to_np, getvar, smooth2d, get_cartopy, latlon_coords, CoordPair, GeoBounds, cartopy_xlim, cartopy_ylim\n",
     "\n",
-    "# Open the output NetCDF with netcdf-python\n",
-    "filename = \"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\"\n",
-    "ncfile = nc(filename)\n",
+    "# Open the NetCDF file\n",
+    "ncfile = Dataset(\"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\")\n",
     "\n",
     "# Get sea level pressure and cloud top temperature\n",
     "slp = getvar(ncfile, \"slp\")\n",
@@ -56,7 +67,7 @@
     "\n",
     "# Create the figure\n",
     "fig = plt.figure(figsize=(8,8))\n",
-    "ax = plt.axes([0.1,0.1,0.8,0.8], projection=cart_proj)\n",
+    "ax = plt.axes(projection=cart_proj)\n",
     "\n",
     "# Download and create the states, land, and oceans using cartopy features\n",
     "states = cfeature.NaturalEarthFeature(category='cultural', scale='50m', facecolor='none',\n",
@@ -84,7 +95,7 @@
     "\n",
     "# Create the label bar for cloud top temperature\n",
     "#cb2 = plt.colorbar(ax=ax, fraction=0.046, pad=0.04)\n",
-    "cb2 = plt.colorbar(ax=ax, shrink=.95)\n",
+    "cb2 = plt.colorbar(ax=ax, shrink=.90)\n",
     "\n",
     "# Draw the oceans, land, and states\n",
     "ax.add_feature(ocean)\n",
@@ -96,7 +107,7 @@
     "                       CoordPair(lat=30.0, lon=-72.0))\n",
     "ax.set_xlim(cartopy_xlim(ctt, geobounds=hur_bounds))\n",
     "ax.set_ylim(cartopy_ylim(ctt, geobounds=hur_bounds))\n",
-    "ax.gridlines()\n",
+    "ax.gridlines(color=\"white\", linestyle=\"dotted\")\n",
     "\n",
     "# Add the title and show the image\n",
     "plt.title(\"Hurricane Matthew Cloud Top Temperature (degC) \")\n",
@@ -107,11 +118,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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u048h+cnWiKhkGbbtWkqx/ynJJCI/oqnT7jtICLKyEvBC5P2LOFHJjU4TkPKQ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\nAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x13688b110>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "%matplotlib inline\n",
     "\n",
@@ -122,19 +144,16 @@
     "from matplotlib.cm import get_cmap\n",
     "import cartopy.crs as crs\n",
     "from cartopy.feature import NaturalEarthFeature\n",
-    "from Nio import open_file\n",
+    "from netCDF4 import Dataset\n",
     "\n",
     "from wrf import to_np, getvar, smooth2d, ll_to_xy, CoordPair, vertcross, getproj, get_proj_params, to_xy_coords, latlon_coords\n",
     "\n",
-    "# Open the output NetCDF file with PyNIO\n",
-    "filename = \"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\"\n",
-    "pynio_filename = filename + \".nc\"\n",
-    "ncfile = open_file(pynio_filename)\n",
+    "# Open the NetCDF file\n",
+    "ncfile = Dataset(\"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\")\n",
     "\n",
-    "# Extract pressure and model height\n",
+    "# Extract model height, dbz, and wind speed\n",
     "z = getvar(ncfile, \"z\", timeidx=0)\n",
     "dbz = getvar(ncfile, \"dbz\", timeidx=0)\n",
-    "\n",
     "wspd =  getvar(ncfile, \"uvmet_wspd_wdir\", units=\"kt\")[0,:]\n",
     "Z = 10**(dbz/10.)\n",
     "\n",
@@ -195,11 +214,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {
-    "collapsed": false
+    "collapsed": false,
+    "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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ud7PANZvdK+/aa7aY1NbWsmzZMpYtW+ZpXTCr3JrP4NcVZOeokb1dzy9evNh6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\nfz6VlZXMnj3btdidk6KiInr37m0db9u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SIVrMAn1uL601a9assV5OQibV3yml5iulvqeU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\nAROZa5TIQN0wAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1368cbf10>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "%matplotlib inline\n",
     "\n",
@@ -210,15 +241,13 @@
     "from matplotlib.cm import get_cmap\n",
     "import cartopy.crs as crs\n",
     "import cartopy.feature as cfeature\n",
-    "from Nio import open_file\n",
+    "from netCDF4 import Dataset\n",
     "\n",
     "from wrf import (getvar, to_np, vertcross, smooth2d, CoordPair, GeoBounds, get_cartopy, \n",
     "                 latlon_coords, cartopy_xlim, cartopy_ylim)\n",
     "\n",
-    "# Open the output NetCDF file with PyNIO\n",
-    "filename = \"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\"\n",
-    "pynio_filename = filename + \".nc\"\n",
-    "ncfile = open_file(pynio_filename)\n",
+    "# Open the NetCDF file\n",
+    "ncfile = Dataset(\"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\")\n",
     "\n",
     "# Get the WRF variables\n",
     "slp = getvar(ncfile, \"slp\")\n",
@@ -233,25 +262,24 @@
     "start_point = CoordPair(lat=26.76, lon=-80.0)\n",
     "end_point = CoordPair(lat=26.76, lon=-77.8)\n",
     "\n",
-    "# Compute the vertical cross-section interpolation.  Also, include the lat/lon points along the cross-section.\n",
+    "# Compute the vertical cross-section interpolation.  Also, include the lat/lon points along the cross-section \n",
+    "# in the metadata by setting latlon to True.\n",
     "z_cross = vertcross(Z, z, wrfin=ncfile, start_point=start_point, end_point=end_point, latlon=True, meta=True)\n",
     "wspd_cross = vertcross(wspd, z, wrfin=ncfile, start_point=start_point, end_point=end_point, latlon=True, meta=True)\n",
     "dbz_cross = 10.0 * np.log10(z_cross)\n",
     "\n",
-    "# Extract the latitude and longitude coordinate arrays as regular numpy array instead of xarray.DataArray\n",
+    "# Get the lat/lon points\n",
     "lats, lons = latlon_coords(slp)\n",
     "\n",
-    "# Get the cartopy projection class\n",
+    "# Get the cartopy projection object\n",
     "cart_proj = get_cartopy(slp)\n",
     "\n",
-    "# Create the figure which will have 3 subplots\n",
-    "fig = plt.figure(figsize=(7,5))\n",
+    "# Create a figure that will have 3 subplots\n",
+    "fig = plt.figure(figsize=(10,7))\n",
     "ax_ctt = fig.add_subplot(1,2,1,projection=cart_proj)\n",
     "ax_wspd = fig.add_subplot(2,2,2)\n",
     "ax_dbz = fig.add_subplot(2,2,4)\n",
     "\n",
-    "## Plot the cloud top temperature\n",
-    "\n",
     "# Download and create the states, land, and oceans using cartopy features\n",
     "states = cfeature.NaturalEarthFeature(category='cultural', scale='50m', facecolor='none',\n",
     "                             name='admin_1_states_provinces_shp')\n",
@@ -260,7 +288,7 @@
     "ocean = cfeature.NaturalEarthFeature(category='physical', name='ocean', scale='50m', \n",
     "                                     facecolor=cfeature.COLORS['water'])\n",
     "\n",
-    "# Make the pressure contours.\n",
+    "# Make the pressure contours\n",
     "contour_levels = [960, 965, 970, 975, 980, 990]\n",
     "c1 = ax_ctt.contour(lons, lats, to_np(smooth_slp), levels=contour_levels, colors=\"white\", \n",
     "            transform=crs.PlateCarree(), zorder=3, linewidths=1.0)\n",
@@ -273,8 +301,8 @@
     "ax_ctt.plot([start_point.lon, end_point.lon], [start_point.lat, end_point.lat], color=\"yellow\", \n",
     "            marker=\"o\", transform=crs.PlateCarree(), zorder=3)\n",
     "\n",
-    "# Create the label bar for cloud top temperature\n",
-    "cb_ctt = fig.colorbar(ctt_contours, ax=ax_ctt, shrink=.58)\n",
+    "# Create the color bar for cloud top temperature\n",
+    "cb_ctt = fig.colorbar(ctt_contours, ax=ax_ctt, shrink=.60)\n",
     "cb_ctt.ax.tick_params(labelsize=5)\n",
     "\n",
     "# Draw the oceans, land, and states\n",
@@ -287,23 +315,21 @@
     "                       CoordPair(lat=30.0, lon=-72.0))\n",
     "ax_ctt.set_xlim(cartopy_xlim(ctt, geobounds=hur_bounds))\n",
     "ax_ctt.set_ylim(cartopy_ylim(ctt, geobounds=hur_bounds))\n",
-    "ax_ctt.gridlines()\n",
-    "\n",
-    "## Plot the cross sections\n",
+    "ax_ctt.gridlines(color=\"white\", linestyle=\"dotted\")\n",
     "\n",
-    "# Make the contour plot for wspd\n",
-    "wspd_contours = ax_wspd.contourf(to_np(wspd_cross))\n",
+    "# Make the contour plot for wind speed\n",
+    "wspd_contours = ax_wspd.contourf(to_np(wspd_cross), cmap=get_cmap(\"jet\"))\n",
     "# Add the color bar\n",
     "cb_wspd = fig.colorbar(wspd_contours, ax=ax_wspd)\n",
     "cb_wspd.ax.tick_params(labelsize=5)\n",
     "\n",
     "# Make the contour plot for dbz\n",
     "levels = [5 + 5*n for n in range(15)]\n",
-    "dbz_contours = ax_dbz.contourf(to_np(dbz_cross), levels=levels)\n",
+    "dbz_contours = ax_dbz.contourf(to_np(dbz_cross), levels=levels, cmap=get_cmap(\"jet\"))\n",
     "cb_dbz = fig.colorbar(dbz_contours, ax=ax_dbz)\n",
     "cb_dbz.ax.tick_params(labelsize=5)\n",
     "\n",
-    "# Set the x-ticks to use latitude and longitude labels.\n",
+    "# Set the x-ticks to use latitude and longitude labels\n",
     "coord_pairs = to_np(dbz_cross.coords[\"xy_loc\"])\n",
     "x_ticks = np.arange(coord_pairs.shape[0])\n",
     "x_labels = [pair.latlon_str() for pair in to_np(coord_pairs)]\n",
@@ -312,8 +338,7 @@
     "ax_dbz.set_xticks(x_ticks[::20])\n",
     "ax_dbz.set_xticklabels(x_labels[::20], rotation=45, fontsize=4) \n",
     "\n",
-    "\n",
-    "# Set the y-ticks to be height.\n",
+    "# Set the y-ticks to be height\n",
     "vert_vals = to_np(dbz_cross.coords[\"vertical\"])\n",
     "v_ticks = np.arange(vert_vals.shape[0])\n",
     "ax_wspd.set_yticks(v_ticks[::20])\n",
@@ -338,12 +363,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false,
     "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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CtUIxg+XeNOkhmzfYMw3No5mwL02MVX9ocJq4eZ9T6sLUt2rYNIja9e0fde+2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JGGFub01ea4exLM7qss3d9H1T/XNQEWDPAvmAM4sxHM8nNdDSVrh0CnZGXgXJ3+qaiudjbydwpH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\nx0vtHCAzG7q3dCw7/j6YfxK+7gbXvwIrd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AwbnCYXdivALCvY49h25ZCJrMJ/C5UioFsV\nr/JD77be20dqhjJh55VT4OYOQm1Zrh8nwtjJ6n69bp06Ug8ugvkBcMcoLZOaASt2w/NfwI3D1JDx\n7Gfw52SouwqWbIc1e0XEtpcOl8epy/Rslrpto7KUYcuxqjnhzWfgrlfkxXi1TaU+xFcBxLSn1Z5/\nr5eaFo6kq7vNGfWqwSX19CgIFgscSJNO3r4Uka5PZyoT4gw/Q1y+ltWhTXXoEASdargmYdfyVVk4\nB5gbCSv7OkRFPQl3kghH0uDKbfpNj3ypiYC3YRhwflf4fbM392LlldGRDO4I1wzy5n5KhuDq+TNy\ns8bDxS+rQzcjG/bMzi06bLHk9pE+nl72DREpZnWP707WtXIsTd7BzvQGH0MWZP/2hq4lLHeHp0mm\n6LsCNDvdwZlM+DkK7rPJM1Uz5W48aFfDcwFU+1Vyk7ihodxazFZNhmdHKHBLMsserLmNwmC2QK2l\n+r96VaWgCmWIShHQ/RsH1zUo2CbIU9h1XM4RecuUOTni81zthWaM0qJBbXFv3vgFTmXCF6fEqbMH\ncwBnk+GNn+GNO5SZO3Ia3vsDLpuqm8hPE2HBNM227V6rTx+EF8dDwEoFbb1GwZw6EPG7mjCGP6ub\n1KRvVWJtWl2it5kWSZis71dyX1RXWJegQMsdmEzSrXOlXZdilizC/lTYlwZ/nVXDiV0mARxBlb9J\nCvBNq4m83S1YZaS+teDJAyobexrF5dDtSYERm+DFVvDADO/QFPIiKl7C1F8sh3f+qu9y+ZLAarVy\nencWNRrBN0+WzedyFy0K+OiDO4snu2gb/F2AibvJBIFO5cij6dJjLC0sFjiRCftSxVE9mgYR6RCb\nnftcsovvNg7QRGZQiLrIW1b3rI4bwBMHZa11XjECwrQcR4Ug0WahOKGFntf3zz1prOnrsBjzNH7r\nCYM3wMc2C8fW1eGqepJLybQqmLRb8k06DF+f0nf4adf8gfkfMTC8tqoWVTh3YRjGI8CdtqcfWa3W\ndwzD6A7MQWISx4EbrVZrimEYFwDTAT8gC3jKarUuK8l+K8VptT8VLiymynxJERGj0mpeZOdA9xbe\n3XdpcN9Y6dy9dR/4++XXvGoWpo7Y5bsU0NUJ1s3ltkzY/hF0ukcD0qhQdcU+0FSipsO7wFd/i8vz\n51cKWgJNsM1mvRT9r2alV22Hf/toBrsrRYRnk6HgyMDzA9eOZNlseQNBvjCgth6ukGSWEPORNN2A\ng32UWYnJUkZzdbw6j+2woptmqJ8G//r+0KAaNKkmblGTAGU5S3MDtVhhcyI8eVAdyA96WFeuMCSk\nSDuxZ2v4bFMjWrbzfHoyNcXCB1dHEp+q7umCaAUVGTcO1+PhD+GPLXB5v4KXS07TeZJdjOg9OlNE\n+822zFp8tuM9e7Bb01fnWHNb92inJtA60EGVKAtkmOHxA5Bm0TVSUBOR1QpfnRZlwTBE7/ggEh5v\nofdr+TmCOSjbYL5dDYi2dWNbrBI0HrABHm6e2zpwbgS8fATmdYLxhVQougblp4NU4dyCYRidgfFA\nb8AM/GUYxp/AR8DjVqt1tWEYtwFPAS8CMcAlVqv1jG3dRYAbJCUHKkVAtyMZ7vCygfGCf+Gm4flf\nD/B36MVVVCx4RDp6G2fC1iOwfB5MmO646e0MhwtsJY6QID2S06D/XsmUXLkNnntO7g7DnlWH6ebD\nIjr/2kPE5ibVYX8KdFwDY+rI37VJgHh7bVcpM3VjQwkLD9+km0tKDrzSBh5r4ZhplxYHUrW98kZN\nXw3myWZ1X+9IhhQLtAuEkXfD+MkK3p5qCf1tAWiKWdyeiAwFzacyldWLzVIXd8cgRwbQiv53vq/v\nTYZ+65Qd9DVBsElBqNmqrMvuZGUErqgHVz0Ip86qPF9Uc0xpkZUN170uJ5QHfm+G4eE7bVamlZUP\nR/DqDzD6POjRMrdLS0WD1SpXlMJ8ngP8IKMI/tjUiRJPH7dD5bweNcXP3J2ic8ceDFituqY6BqnR\n6M7GDiJ+RYLZAoM2Sq6ohg8840RpmXZUXaHVfRSg9XMKjvxMjmCuIsFkiJdnturhjDF1IHY41CmC\n3lCWUixVKDd0BNZbrdZMAMMwVgJXAu2sVutq2zJLUOD2otVq3WFf0Wq17jEMo5phGH5WqzU774Zd\nocIHdClm3fy8rQq/7agCo8qGXzfA5VPh5RvlIrFuh0ol6U/ClLe0zNlk+aY6o3o1ce7WxKvJITYJ\nRnSTZELXYFjzHVxdX+LE9nGrQxBMbQvtAx0SKavjZeS+JgHGXgMjusqCLDEV9kbCHZM1aw3zV0n3\njiYwpU3JS7LJObm75cobQb4w8RDsTIY6/vDaNJXC138Mn/0Lly/QTezR5lq2c7AeeTFsY+5Gj8Rs\neP24St4pOSKkp1oUuNXwUVY1OkeZnECTsn0XDoJagZCcATN+VEd0RpayzHmDQ/vz0vy1WGHVXm3v\nbJA/G0dE5ftcdtHs4v5NT7OSdCyLuBQdtzlHn6l5PcmbRCWW/LcqCxiGsuCFYU8kPDC24PfSMuGd\ncEmA3LRLXeJfnRZ37c4msrLyhvWbN/DsQfjmtLrPH28hqaJ3w2UTaMfEPBptbSpo00CqGeot0/XZ\nuxY8ul/0kiu3iaryTCtd/xMPyT7vzsbSz6yIlIAqlAl2A68YhlEbyATGApuB3YZhXGa1Wn8F/kcB\nWTjDMK4BtpUkmINKENB9eVpaQXW9rDkVVhPe/wtecuqcy8mBBUth/Gjv7rs0SLPN9huEiJDtAwwO\nUcelHTk5+QMoXx9YMgsuniA3CXuX3dEFyiL0HQ9fd8tvKv2s0yD8R091dy04KVubx+aKV7ZjvrKA\nAzrAzs9h2pPSQDubDW+Hw6TW4F+MwW53MnQOqtgDY7dgZee+nCLfUjtqBkqG4rJ+MPYRBbNPtMy/\nfqZFmlhnsxW8/XBGul1x2XL8WPCyMlK+PtAo1Ls80uJi6Q6ISYTENDgWDfe/Xocrbyt52uxkuJkv\nx59k/0k4c0rC21f0UxBXK1Dnkh3DJha+nYqCfu3zv7bzGDz5iSzLmhdCMdwbrmzVtmRlfpsHyIav\noiLDli60y3LMPwGDasFLR5W9eryFJiN23ckHvdxl7S3U8FXZtc96aOAPZ7KgXSOITYY1yTB2izKn\na1+DRVvhsW80Gc47dtrx5Sll0at4dJUPx5eHE748vMhlrFbrfsMwZqAsXDKwHcgG7gBmG4bxAvAr\n4sv9P2zl1mnAKEqICn9K7UuBfmO8v5+V06D13XD4lMzER/eQ9MDFbvgwlgda2m4OMYvhy9ch7Bp4\nOwK+f9qxzMmz0Kdd/nXbNYaX74NxM+GbT6VHF1ZLWZ2z2fmtv/LCMOD51vBcK/HGAn2g+QoJy14/\nVMvc8z5sioIvukojLrkYcgwHU+Gx/fBnLExvm1ttvaKJCt+4U4LHvQuxdmoWBr/Pgt73w6X1RKje\nkiRNvbr+MPGgMqSn/o+98w5vqn778H3SCYUOSlmFsmQje8geggoiOABREUEUERk/QBQREESQIVNF\nBEFcDGWKKCjIENl771FKKaW0tHQ3zXn/eJo3aUnb7ATsfV29IMnVtlQ2AAAgAElEQVRJzmmanPN8\nn/H5pMqEbIdg+HiiOAY4slRqLXGJ8Mwk8SsGGP9DCVo+aX3K9MjuVN595hb9OsjUaqNHxDElN9w4\nts+VukPhToIMVoWmQLdPRETZGFWVxZmqSj/qvOr2H0iwBmNbwjW3oLqfQX9yw20pk+rLiK+XlQUJ\nwMo67nH89uJwM3j2iLgV+XtKe87o7lDxDbgRC9//DyqUgIkr4IlgEVEv62t6Mfpkcef2MBaQN9/z\nqvkbt8360TOxhsnNVFX9FvgWQFGUycB1VVXPA09m3VcFeFq/vaIoZYE1wKuqql41/4Cy49YBnU6F\ngwkwpLTj9xVYBM4vEBuujQdlYk8Blo8yCPW6I5/OkH87vQPfbhWpAcguuJpXhqtnS/joK9H5O3oZ\napaDJ96Ex4tJP5g5KIqU/ACW1IYRXxoCum5N4OxBOYkpigQyAZ5SngQpMb1S2nA7JRM+vCAXie/+\nB6t+MuxHp3OvbF2iVlTy763K+7gqlISpVaH9ASmRBnlKY3h0umRg+k2RzNPvnzrv2K2liK/05bWt\nDU8vMT/loqoqJw6ko9NBYryOjROi2XlK/qY/jjB/4eTKeD41Ha7cEo/i6zEQESNiylF3ISFZtmlf\nBxo+kn046W6SZKurlYXKpaBGORFPzhnwJKVCkZ7SJzrWBZm5fXelnK+X/1hzS2wI9ROpz4Rkn9rs\nUSr783fGwviLsLbewxXMgbSUHLkHh2ZL+8+Wo9BkJMQmyuOvtofEFBl6OJ8MI89BqA98XkOGUE4n\nSptElcKykCvg4UZRlBBVVW8rihKG9M81M7pPA4wFFmRtGwj8BoxWVXWvLft164BuW6w0kD/nJDX4\nYH8YazRNu/UYPDsZKpWSEtBTDR0vzmop382VPqZWI8X4vmOw9MF9+ANM6yvbKIoo1nubOJF4eMD6\nGfDzLPG0/WasTNk1CoA2B2B1PcNIfn6oKvwcJaVCPV0aw/sZMi37VIgEdsYMzfF+fntDJvK8FLj4\nqwR4erX1M0lS0nUXvDVSSjUna/jGpxCwS8qmOe2hlu+AU+GSuQkqAsWKyGcxJEB6H0sESEm9ZGB2\neQtHo6oy/R1mZIvk5Qnz3oQXpsJTi1Q8PMyLsP9cncyUN2II8IN0LfRpB18PktK0JZlIa+P51HSR\nVom6C7fuSunzdrxkzu4kQtw9KSHrcooTZqEiWZWgovJ3KFNMgrP2deT8oA/Qmo2CaqGG56Wniwbg\nL6PzP0Y/X5j5OoxcIgsje/tKX0uR6VF9r9rmGJnObp61YK1QKLv0x/M5SsN5aeNNviTyUpsaPnyN\n/1dT4MVj0CpIPv9jf4RZ60QUGmDDWPm3SCE4vkz+n5YB096TMi1IqfZeprzHS2pZLr1UwAPHakVR\niiGl1kGqqsYrijJUUZR3kNPJGlVVl2Zt+w5QGRinKMr4rMefUFU1xtKdunVAt/eu6P14u0CiIDNT\nMlbXl8DKXbBhvyi8T3sN+lld4bY/AX4yzZiUCT1LwU9fSZ9Vi/fg8EVo8Ahk6kwHc3pqlIOPZku2\nYdxFWFwL+p4UZ4anDon6e4dgkUk4kwRtcpk43hwj3qvfzDPc5+EBU4fBkDmwragYYN9KlxVrUQ9o\nkqO8NihMmqcnXpJswZzqBk/L/fEyEZqhk4uLqsKUy9Jcre8RvKcV029rUVXJMjQNkN/ZN4+LqrdG\nFPJ3nTbP57dHS9P3/7TDYDl3444Y28fEQ/RdOHsd4pJEGuReigwK5EbOwQWQIMTXR/oiC3nL52X2\n63l/HvSs3g09psG2ydLLFpsI16Lhwx9h1WjMDuYAkhNVWtWS59nC7QR4/EOZnoTsvzPkPvjhoZEL\nrr4nL7ioBMqPlILSwVAmCEKLmfe+5MXQLrDnnCFDfTLcsuen/wN9yuT9ucuNi0nSs6bPqO2MlV62\n9lk2Vxm67G0UORdXJfOYzswNnQ76nZL9bHXz9hRLSdfBV9fBU5GJ9JVR8Pv/4IW2sH4sTPlZvIa7\nNLn/uT5eMH42ND8qfr6li2VNP0+EfiehdxkZJivoo3s4UVW1tYn75gHzTNw/GZhsj/269cdpYwyM\nfsc5+4q7BxduiiUPyMV1YCcJSF5uIz+Rd6DJu5CcLob27sKbT4pd2aMVDJmUtWOgwzg4ONP819lz\nVprxnzsKX9aANz6B596C7kelyXddtIh9fl0T+oTe//ySPpJR+3IsjJphOJZuTeFYaRHnTNCKQ4O/\np5wwo9rd/zpPh8DVVClpdjbKDh29B/+rYAjmIlJlf0fvif6dToVFESKRoNeymn7F0FieqYq4al5m\n4DfT4JPL4j/59hm43Cr3zEREqlihVTXxXlhCYor0a2o08m8uEmVWkZouJb97yRCfAsMWQnSCwZoq\nL56oD8vehYWbYe85GVIoGQiTfy5BrQ6FyMgSS/Pyyj+w8/PXkGEHO6uQAOkPLebgISlrSEyGT1fB\npgmG+z7fCAOfMv814rUypa5HpxoWK6cS5fPZIStA23tX5IE6ZVn2Fckhrts6x8LLnlOk6TpYHCHf\nt9fLwuAw+722u5Chk4nWLsWhtLcMPmyaBvWzzicdzVjE6Rd6iSnw0mTpjewYLFlM34esLF2A63Hb\ngG7/XSkR5KbnZG+6TZbS5Wf9RFPrsepw7IpYgenLXGWC4egcqPY29GolZTF3QFHu95otEQgfdIfm\n7+fesJ+TZx+DA1men/oy2MYl0i/y5qewZqJk8X5Yajqgq+8PBx6DToeh8PsGYVtFgfGzoOVxyYzU\nqQDvDpPgzhQVC8NnJiYFzyfJAMaheJFMuZwi919KgeV15cJnrF3lpck+JZipykSqPqBL1MoKXG+o\nnZwJv0RB7SLw7/fg3VW2CTKRtcnQwbAz0gAdFnL/45ag4rieI19vKffo+0D9fKXMmR/JafD2V7Dq\nXymRPtUAzkfCC82geYdCxNzK5NkqESSlQacGMHxtWUJKmU4rqarK9UsZXI22/fepFQZ7zzvvvGAJ\nT04UB5WbcfI3DQ0W/ceDF01vH58kkkKVsnrRjl+RITC9hdThBFk0dM2ytKvgK0M1eh7Lkd0uZUWG\nzVJ0OnjxuBxXx2DY0ki8lu2BVifyH3vj5X0YHCa9ta7qOfPzlEGvKynS+7p2kiGYs5R0rQTnLYMK\nyq0FOA63Dei+ug79Qp0n07BzKkTchnL95aKhzYRzN0Qu5fWO0KEOdKwPxQOkyf2vo4ayirvyUhuY\nsBy6mdmDqMnFL7dDPbiyUv5/4IJMcBlPvxlTrpD4NLbcB29ppecEZFv9ZKROB7/cEtkTS0jWiW/r\n/OsSzBXzEkHj4Wb2NXproLtRI3cRT0MwB9K3tzNO/GoBahYVz8a5WYNMsenww00pL318SXTBXjSS\nucntPXEn0jNksCE/dp2GZTukV6xxFXiptQSDPaZB+8PXePSlIDrWg0WDZYCob/0IFh8IpVTZ7KeU\naxczmPJsJDfj4Iu3bD/+ljXEm9jdArqvfoda5eSivf8cXL8DZ2/A38fh8teyzalw+emZVXqPT5ap\nYT2PVhCh4LSscnIDf/nR4w7luR7HZBHzlhUZOb2n8oF4WVidS8q+qNMo0pJRq4gMEjTYIz1n39Qy\nz73F3lxNERmoSymwe6b1wRzIINFn1eCtU7DvMTlPZKqiMVhAAfbCDU4R9xOeIuPh+79w7n7LhsCo\n52DxX9Kc/nJr8XGdvlp+1F9luxXvQsvRUoaa+br9m5ftSZliIvZrLxpXEdHbmIzchyVqFhGrnktR\nUN2EgcmhSyKG+2iOleq5JAjxyn3Frx8+eCdM5BNaBOau9aTffvEN8X/1UmBHnPTtDQqT/qHSOTIa\nSZmiATd3qtzOVOF1o0xkMW+Z+ht6Fo7Ol4ztxZuGx2/Hwy//Gsrxt+Jg9R6xWgMRb/73tCHATkmT\nBn1nntPzywYOXSjH26EubBgHhb1FcFofqJ7+Avp/DtNGxrFtsvSlfdJbev+2jrzBKysN0XVkuJbX\nm0Yy6jnR5LPH4qxjffjub9tfxxTaTJk0DcjK4MYkiIzRY9Xl9sVI2H0W+mTZQJ2/AfvPQ+92Mv16\n4qp8HhpWlgGjjnUl65aYBsWQhWIto0AoLCR7dldRpIRq7hCSszmXKD16lgZzO2Nh2FkpB4d4SdDa\nLFAcX/ISCR8aJgFfs/1wonl2qY9krXyfd8ZKy0VSprx/SZkSAJrjFZsXGTpovR9mVYPRF+yTQe87\nCea9JmXqAeVg5lX5Ha3plyygAFO4ZUA3/zq8VgYqO0GuJCfT+8lPzmyL8fRblVC4vAhe/gwqvAH/\n6yoTsNVD3S+4qx0mpuC5eUfmhjYTur8Fbw+CJ3Nk0moVEc20QeVE+Ll3GQjyguspYovzVbgEUBVK\nmH7tcsUlILyeKobgm2Kk1DLmggRMu5reH2yB4e8R4g29zPhsDDglUgNv9oYMLfSvJiXjpYvg/fMw\nv4aIKo+oIP/2OymfO31/WUqmYSADJPvy9mlY9hFUzMr0GV+gSwRm760sGWQI5gD8C2UXH07NgLMR\nhtuRd2DDAXgrq+fqxh3YeAAGZN2OiIEtx6Dv43L7bqIEzQ2zSuopaRKElMsKEjIzswZijIaK8gse\nP35ZyrQaTXbpjWvR8P53EoB++ZYEhvrf/VQ4/H4QZv2WfSxy5/s36NQQ/tctn51aQHF/g5h2egYk\npBhEx+8li5xIzazjioqTgKtr1mf/6i3YdgL6dZDbV6JgxynD+3njjljnPddMbntqJLOip3Lp7DaA\nVUMN/ZPT+91/rOG35dgsKcn/G+eellfpOhER75GLKLIpErTQ8ygU0sBfjSwvnWo0EOgN7YtBp0OQ\nrhrOy56KONY0DxRXhlJZgWF0GrxwFBoHwKzqlu3PmE6HxMrrjXKyKMypG2gN3l4wdTjM+EK8lt8t\n//DJu5jL7KuuPoKHE7f7OKXrpI/pxcGuPY6cpbOcXzw/X5l0Wvk+7DsPL06D0n1h9xmnHaJZjHoB\nvvjN8uelZcCGaEhMvf+xHz8TV4OyO2D2NRhxVhqkw3bCwutSGi3pLRNgpigVJEMWg89AjV0w8aIM\nK6yoIwHVY3shdDssum54jk5nWSZLq4MlN+DPryBhC4xbAgtmycV9zTfieDH4DHwfKUMgbQ6IHt5n\nc+X5qioDD8b+mEfvSTmsdW25/fcxg/6YOXh7SVZPT1ARWQjoKRNsCOZAerAG5Lj9slGZ30OT/XOa\nmCrBlZ6ou7DiH8Pt8NsQaeQgcv02LP4z++Ordxv6J8ONHp++Blb+I4MzZYtLMKd/fN4GGN4NSod5\nsmrxPQBGNLrGxBWS8TJ+/Zz7y+v2tej7by/5y3D7zr3s37d0bfa/R6AfNDfS/axQ0hDMgQTl+mAO\nZOhDH8yBTMMaD7yYW07X6eS4O02A+QPNe46eNsVEm1HnRgLaJ+9BrV1QqXD2jHVuRKfBs4clKBoa\nBmsb2NYHN6OqeEJvbQQ7m4oF19bGML8W9A41BHMgLRn/NIVAT2i8B65Y8P3UsydOyq0La8ntm2n3\nWydaS9OqcOIeFNkK3Y/lv/3DSFSatKwUYH8UNQ8RLUVRVNUJLg3GfH1dTOH/XOK6fqS4ROsMwBdu\nkgvi5o/tf0y20OI92DwBilho3p1XT5g2U7JBnh7w3GDYdVfuv9paBDWb7YN33xL3CVOE34a5H0Pn\nNwy9dfp9rt0jOmfV/OREXqWwBHOfXpHhB3PpfEhcGaoWhvGV4dUTELUq+zZ3EmD+BOg8yJDpArko\n+z0vF5FNMTLJ1/MoDCwHr2cJAJ+4KiVlLxvz3G0+gB1OEhU23pdOJ/1oe86KVMrM18Xj1xSp6bJd\nixrZM34pafDoEJi0phT1m/lw+kg6q4ffZNkO2DxRJgHt/T1u+wFsmQSebllfEF74VEqzlmbGhw2G\n5Tchur1jjssavrkush3jcxmuOnVPJIv2xIu3c8VCML2aDAC4kktJ8NJx6BoCY80cDNt3F0adk6Gv\nN8rCpWRouAdurRQpEntwJwEiY6HFcDjTUgZM1kVDmK9k7h52F4lF10WzcEUUqKrq0i5CRVHU8qr1\nWZhrSg2X/w7GuN0p8evr8P5A1wVzqir+rcOtKBP1aQ/jfsp/O2fTuZG4SAx5xrLn5fU38PQwTE7+\n8z38dUS07PQTeq+WgT9+yj2gCwuBmZ+b3mfnRvBiKZnOfPUEpOrgqxrSN5cfkalSvm0fDCvqyv9b\nBIpgcaOA+7cP9odxs+6/X6MRz9kW+6X08nm46OK99olhm0cr5H887opOB52yppaT0iTA/uz13Lf3\nzeqly8mMtVCvEtR7zJuD/6QyvMstRnSDqO+k5OwIHikDu85AWzv2htqb+pUkA2op/UbAdyOlly7I\nBfqbeXEwXi7E+++Ky4mekj7wWAD8L0wyW7udJASfH5X9YH8zGHkWWuyDX+pKS0hetNgn8iSbs4Zu\nfo6SKWN7BXMg55xgfzlHVdgJ5XzE73bmVVk8li8k561SPrI4ruYnXrJtc9H/fNDYGScT2iuiXH0k\nDx9uFdDtyTpRdHGhQKWiWBfMgQxJFC0EP/8jfWcBZgQgzqBuRVi+E4Y4cB9takspISZdyitXU+RE\nZA2+3rBioQjr/tQfNjeUMnxOIVRTvHIcdt+FyVXg3YqSJbiWInZi68yQbjx4QfZfuzyMngldrsmK\nuZCPlJDt3SMZmyCiv85m9HeSXVtxOYzRzcKZ+JI4GljKD9tgxh+lURSFrwfeYu6botnoSFrUkOlR\ndw7o1u+DjeMtf169SvBiaRHMnmFCuseRxKSLtt3hBBH+vpkVtCVmSW6cS5bAbVIVGWzISdv9ML/m\n/fe7mpnVpWzc5TD0Lg0jKua+becQ8aj1zsqSRadLhcAR/LJAqhylguS6kzoUfoqUYOfx3jJgc3t7\n1oDgRXikMDQoKpnDukXdc6L+bobh86MoogjQyF+G0ar5gY+HDLOMHQcMcvXRPny4TUCnqjD0jGRF\n/Jxob2RP6laQldekn2HQAlg8xHzJEEfSpbFkHcf9CJN6O2Yf3l7S/7P1jvTHrb4FP0+y/vXeeUd6\n4N6tIAKpUy7DRDP6WCoWlgvPoQTYHQcnEmHCRemZa5rLBTL2HswcB4PGQeORUN4Xrv4sj30zA+aG\nw/fD4dUcIshr92TvubKGa7fF/WHEYrG4a1XLttcDCdTiEqXHTkX6f4zL5xlayawN7wbDGoRz5LKY\ni1vKv6elb69SDS/+/SuFm7HQvbntx58fT9aHN790/H6sZfpqCCsuQzLW0P1NGD7DvgGdXjLkcIIE\nN4fvSebbmEJZXqN1i8KzJUSP0dymfa1Ogr7GJrLg7kDtonDwMXjnDLTZL9m6EkYLmJRMGUi5mqVt\nqZcTKeUt7jiOwMtTHCT0zJgHM3Ju9Jz8E3lHJqxPrJKqwbMlxM3GRyPe2IU84Gyi/O38PEXOyceC\n0q2+80pRRMA61EcG14p6yOvrW2rqFxVB5P3xYmW2PVZapGLSRXYmKRPqFBFNUh1i2/hluFROfD1k\n4CdBC1XK5HYkBdiC2wR0JxIlzdx/imuP4+otaZ62hqCisO8z+f/5CGgxWrweizpohWcJq0ZD4xEy\nhVnKQaWwzi/AL2ullHBPm3sAZQ4ro2BdfYN3a3KmeQKmTQLk5BKXASPOydTszxPzDpQ2H5aAUTtR\nbj+TNZ2bliHBXOVC8LQJ3bOKVn5O9Jy/AV0mSSP/thNw6aZtAd35GzDgS5ns9C8sU7SeGpkE1elk\n4tK/kFxIfn4P9l+Qz0Pz6jIAYAlXb8GLM2D8dyFcOp3BuF7RLBniHJu+MsEy0equ/H4Qpr5m/fM1\nCigWDEWk6yQjcvwenE2SAaOb6ff3wIZ4ScBWuyj8EQOHm9lvylKH7KvTQfi6lnv6uWo08FUtKR0/\neQj6hsKNVPghUgK4cr7iwrHfaBF+KQUedXAfuTnXnDLB0L2F/IxMhlkfitB6sk4CpHtaOf7Vt+BA\ngjzn+RKi51fcWwKzNsVEUio6TbKQf96RgCxNJw4lRT3ks7Hvrvw99XgpogfopcCFZAnoKhWWwZNW\nQfDbNMNkfRFf0z3F2kyZ2O/xqfQz/1enex2N2wR0nQ7Jl8nVf+htJ6Cf0ZdL6QrPN4PVH+T+nE9W\nyhTghQWGvqGqZUXOpO4wODLHteXX8NvwxueiSVfCgSvoPu3gk2/hSILo0M3MygJZ8zd9pbRMoSZq\n4YnisvIzh8hUKbHOGyNlYHN4rBoEe0l2IWWVYTrXxwv+/kQCN2P5Cj31Kpn3+rmhKNIcDTKE89FL\neW+fHwPnw+N1YN7BMLx95EquqippqSqeXgpXzmXw7KM3SUoVX9ncvGXNYcZaeC2rcX9Am5vMH5h9\nYve/TLC/9Yu4m7Hw/EQR772bDqeSsoK0FMkeRaWJRpoeRRHx25I+cpGt6Qe9SsmFO6/m+t9jYHe8\n/QYXvDUyfXo4Hp4/Cu2CpI/Wkiyfs2gUAP80hpLboU2QDCYEmliIxGXAmltwwMYsfH5sPwl9Qsx/\nn/wLw4TZuT+ekganr8ORy1LSjdwO39yQc2izQMnkhfrKEEYjfyjfWNpynm4E20/AitpyrYhPkkDM\nx8uw4LsdLwsOS12SPD2kWpW02nlmAf9F3GLK9cQ9qLMbLi002OC4CwO/hL9PwPkFuW9z8io8OlSC\npYtfZz+ZT10l5c4z813T87B+H3y0DJYOsz0AyY/rtyGsvzhFhPpIeSPIC9Z+aX1AezseOg6CO+lw\nvW3+2y+OkMGa44mQ8ItzMka2MGGZlETfeML6admkVPhiI8xaBxuulsM/MPcrQ0Pfa6wdIz6ttlDp\nTZnwPXlNsn2P2aD5ZQ1tP4DtTpoMtgSdTvyed04xWAbmte2VWyI1cyESLt+CHTtEn7GaHxxMgM7F\nZaFRuZAEaTX9wNcOy/CD8TDtCvxihh+ppeh0Ip771x0py202kd12JSlaud70LgMf5TH9Oua8lB0X\nznfesTkKvXqAj5fI89Q2013HkShdC6Zc7Y1bZOjW3JJxbXcL5gAWvJP/NrUrSGn17+MyTTrUaJp0\ndHdZ9QxbBPMGOOwwTXIqHD5eAftngLcT1Oe9PUV0+PWT0KMU7GoC756Hl4fA2q+tC65CAqCGH/yT\nLpkJr3xWsf3Lyk/TvZJtzSmKbC8SU8Qey9asVHS8NPlbG8ylpMET42XFvHh36VyDubg7mXzTK4KU\ndJFNsJXebWUI6OAs63vFbMGNZNqy0e5DaPwITP4F0tLhbrJ4uyamGLZRMBx/sSIQVgIqlpBe19Rj\n8LwPfFxFss29juUddFhLowCRy3AEGo24SbwVBv1OwOfXYIgbBBB6Wu6H50rm/77uiIP3HpLGfUWB\n553Q31qAa3F5QJeaCUsjYdlEVx8JHL1sfRZr6ycQd8/0ePvaMZLR6NVa+pWcxYAvYMNY5wRzIOXm\nk8tEyb//EKi6C5bXgVnXoEU/2LZIrKIs5ZU3Yfs0aHcAJj0ivSCaPNZEOlX6ijJ1uW9jKxqNfZxM\nbscbnCms4acdMlk9dU8YmjzelB/7RHA3CRo9Ih6/tvLxK7a/xsPI8atQtQwkp8rno04FEScuEWBe\nSe3cCpEGAZHYyOtzbitBXnAtGco7sMd3cS3RpGwVZLsdlz1YHimyJNPz6e/V6mRa/uJqwAmDbbZc\newooQI/Luxs+uyplhKZVXX0kUv6wlNR06TMAGYowVWYp5CNDCS9OM0wTOQNPj+zOBM6isA8sXwgL\n3xMbnmYB0nTbb6h1r3f9NgzqDi+XFh/VgK1QehssvWF6+613pNG3kwN7ugr72GdSKy4RyltgDZWT\nhZvh6XEheQZzB0dcY9NhmN4XCrmpT+iDjk4HnSfCyGdh0RCY/ab417auLUNI5vZHPTNCMkNrbsmi\nxJH0D4XpVx27D40GNjaEPifEf9XVfHRJNC3zw1MDDf1lKtgZXLnl3GtDAQ8nLg3oVBWmX4Hx77tH\n46w1EhTFX4GX7ps1v58WNaWxfsdJy/dhDanp+W/jaJ5uDJumiYJ8bIZM1lnD8avQpCoMmgYnlsH1\nH2RydewFefxyMnx2RTJzg0/Di8fgvYruqdOUk4zM/HutcrJsB5R7XT57By5AvWa5C8idGXONd7+F\nJUMlY2TqLTkdDr4vwG8HLDuOAgyM+haeqAdjX7TtdSqXhuVjxBqp7wnHlpafKyEDTI6muDfMrAbV\n/5UysqvYGyfXnGZmDIIsui6L0JlTHX9cINeeB+F8VYB749KS6+UUaZpt5IAeEWfRrSks2ykBlG8+\n2Y+hz0hPmzMEUd9bCq+0dfx+8qPhI7DuGzGKT0gxvc3mw9J4nElWZq04DJ1uePziTWhmVKoOLAIN\nKotZd6WdUNpHyiN62YZrPzpeKubvY1IiMTX96mg2HYaywTB2bRnOHksnuETuq6GRS2DhO4aJX1MB\nQuliorFXzobSr7Nxp2vf3UTYcABOzjPcl6EV+RJrdCg7N4JmX0OFPlDdgZ9jjUamUxO04O/gK0HH\n4vBbfeh6WDTUzLXishfzw0VcPD9tv5RMcWxYGAF/znKcxFMBBTgCl+bFxl2AURXsr75vDdtPWPc8\nvatEZzN6AHu3Fa0wR7PvnGRuBjjZhzcvPDxM++NmaOH5SWKv80ppGY6ZfQ12GmUy07Uyqm+Mny9c\nXw6bZolXa+0i4rtY3Ns5wtShwa4TwP7qbXkv1wyN5OlefnmWW0sF5e9LHFQEFg0W6YIHBXeqTu05\nBx3qZu9V9fSwbcgrqAgMLAsRabYfX148W0KGFpxBHX842BxitdDhgPSpOYtR5+GuVuRU8qLzIdFn\n2/WlTHE7E2uvQQUUoMdlAd25JPjtNoyf5qojyI61/QuNqsDOT2GiGRpiPl6Q6eAr0dvzYcz3sHGc\nY/djLzw04tEalyGTsc+XhBHlYcx0wzSmqb/Nc2/ApFHScL7wC7kwHUyQsm6ygy+CANXK2tff0RL8\nfOGX92HjQbh2MSPPbUsGypRlAY4jIUkEVY1RFNu9fvuMFNJ7VC8AACAASURBVOupGAe2Twwsa30r\nhLXMqi4adc8clt5DZ/B+Bfm3dB6LMFUVQd2+vcVr2tkU9NAVYCsuCeh0Kgw8JdkYa6YeHYEp43Fz\naVULWpkhYnsv2fGlohPXYOtkKOYGE2XmoNHAK93hvJHy/9vloF5ReHEoLBgNR87Bx8OzP+9qipRR\n0jNE8mPSHIhdCfdWus9nypH4+Uq5/72Okez4PZdaNiIlk2YU8zkj2P0vodXC15uhRwv7v3bl0lDc\nCz65JHZdjsDXU87HzsyWAbwWCk+XgPp7YOVNx++vblGoVhgK51INupoCTxwSL1JHSR3lhy3XoAIK\nABcFdBtvS/p7xlxX7N11/LhdesociYcbDJdYSqVS0v+mx1MjBuBbY2HGFUjMhIQcThE1/CBOK2ro\nevx8nRfM/bLLPq9jS4D/1dsw6RWY+Go0W9eb9sKqW0EkEfQ0qQqNhos3ZAG289QEmaZubGJK/2cb\nPyNaLVStIiLZDfbAOium8M2hZRD85ISgKieDw8SFYdlNmHzJcfvZEgP9T8H6XAK1+AzJFrYNgoPf\nSztFAQU8iDj98n9PC12PQO/S7jHZCrBur3P2cyMWdp8RMVhH4UjtNUfRpTHsjYfYrNLShSQpNa2o\nI+Wm2kVgag6rm2ULQf3VNr9YW6gZ5pr9GqPRQNemMPApODb/tsltPDyyZ1++HAg/jIAnP5JAL/ou\nzP1VNAudVf6yBwquP94LNyAlHUY9b/rxmuVse32tDny94O+louPmqIrcuxXEz9QVeGsk0Po5Cs4k\n2v/1nzkMg87Ar/XFfcOY8BR48yRU3AntisGYmdYLfNsLZ12LCng4cXpINfuqnIyHuJFtj7P6Jd58\nAkoHwfKdjttHueLw3reOe31H4OkhvTxtDkCzvSJIXH0X9DoOPdrBqy+4n/9fLTsEdOnp9lnUrPwH\nGg8vYfKxy1HiQmBMjXIihD36O3h1FqzZI+LGAx8giyONRjJYrkKrhWenwMr3ct/GVnuldK1hYEwB\nNkTb9nq5UcIHks30SnYUq+pBz2P2lTXJVGHPXTjfCpobDUOkZoosSdsD0ut47GuY94V7yIa4onev\ngIcHpwZ0Mekw8xpcXuReHpsNKjtnP+VLSElw1xmYs15WY4cvSfO/vRpil4+CQxfhkgtKKLYwbSb0\nKQNVGkBA1ip5wktykm1UxbXH5ihuxEKglR63xjzdCH4eHY1OZ/gQ6XQq375wjfX7oKMJ39YSgbBp\nImz+GHZ8CuN7iVXcg4KnhwQ8riLqLoT42+bykR/aTINTRBEPmeJ2FNX84C8nD0cYU8UPfnoUnjxk\nn+NQVXjuCDxeLPv9q6Og/E74+RZ8+R58/SWUc6MgylnXogIeTpyWYD6dCANPQ9MAqFDSWXt1P+pX\ngr6Pi8vA1WgIvw3/nILYHOUGb0/p5ShXXDTHyhY3XyajZBDEJNjHmspZ+PnCqM9g71lYsR2aBMCI\nbvDcFGjiZjqFqemiBfesCY2xv49J4G7Oe3/tNgTbQcfu0z5Q+S3Y+3cqzTsUQlVVlr8UzvaTcPIL\nKG7mgMyzj0Hr0VK2DyoCgzpDfJL0iAUWkRKnosjF0tXtEh4a1wV0MQnw4nTpR8yLv49Jls5ar1ut\nzpCZLu0D++OlTBjmgD7R9yrCB+dFL85V1PGHbY1h5Dn46KJ4QVvzORt9XqRYmgTCuqzFjE6FudfE\nmei3T6HxQ7pILOC/jVMCunQdPH1YmmDfmOCMPZrP0q0SYDmLYkXhdoL0fhUrmvuKLC0DbtyBiBg4\neBHW7bt/QtFDIx6RpYPExP5MhAwUnL7uut4yW3msOiSukguZRiNOCkUcLBJsKYoCj5oopy35C/p/\nLj2BG8yQjYmIkb+brXh4yIBEnxeiaV9H+q4OXYItk8wP5kB6wfT9YMevwFd/iMXZlF/kgnjxpmSN\nvD0h4lsIduEktUYD6S4qEyaniWTN7Dfy3q5KGdus1jIzDUMzc+eC93BosR/OtgA/O5+5axSRvlVX\nU9wbvnsUvr8BLx+HFfUsf42nisP6aAkOASJSxXosVQfb59rHss+RfLcVXnPiNakA+6MoyjBAf4ZY\npKrqPEVR6gILAF8gAxikqupBo+c0BvYAPVVVXWPNfp0S0P0QCcW8YKQZFlnOpnUt5+6vU0P4bK1c\n9PPCx0umP/MSJ83MlOAwMlbsoBJToaivXMgfZIzL8cal6M0T5aLz6mTnH5MxPl6GDJxOJwHP9DUS\nZPRsKQG2OUTGmr9tfnRqCEfmSD9cdDzMGwAB+ZRzU9PFQ9IrSwTXOBtSpyJ8NUj+/8dB6DsXvvqj\nBHWb+vBG3es8OgTCF4Onp1yAnm5sWfBoDtduSZbKVLbT04UZuuJFDf7NeWFrKU+baeih8/aCuV/A\n7QFS6ZhSBcrZOVNX0lvkUWq7wP0kJ31CYcF1y1ws0nRSUh12FpZmyUidT4JW+2FoGLw/w/16cU3R\nysnXpALsi6IotYD+QCNAC/yhKMrvwHTgI1VV/1QUpRMwA2iX9RwNMBXYZMu+HR7QqSpMuQxfjXb0\nnqzDFjV3a2hZE+b/Lp6ubczQrssLDw9xAsjQStZkwSD7HKM7svcsPHtEVtnNIuERN1hlp2XAR8tg\n6zFYc6oMpcM8mds53GyF+Vt3obkZRuHmUra42Mvlx59HYNY6cTgoFSS/h0aBWf0la1immJQK1++T\nAPFMBHy6IoTmHSSCGPldCfq1jWb5TpHiCfaHmetgw1goXxL+Pg6ta8KopbD5CGyaIPIyt+/CGznc\nS1LTYdsJKBkA734rQW7b2hIM/bRD2g10Ovh+OJQxkpPw0Mjn3tlotdBhnO2ereaQbtRDp+eLmTBo\nJNTZDVsaQUM7ZHj1DCkv3trfu4ke2jthMPoczDcjwEnSQs1/IdQX/moE9fzF4/nJQzChMrztJgL2\n5uDsa1IBdqcGsFdV1TQARVF2As8hutX6b2wgYOwbNQRYBeST6skbhwd0A06JZ2s7J/iXPii0qAEX\nI20P6PSE35YyUPjth2tKKjVdskcAcUnSGJ6qk3KiKwO6v4+JbEnfOVIS/mx7KCVD5auUnGZ+me12\nvAQszmbCcihSszDrfw2iVFk57tMfXGP2einhR9yBqDjxWB74VUlqN/bGr4ghfRe9NJrHqsMP22Hw\n0yKdsu8cdJsimbPwGHj3WVm0rB4t71MhH7h6S/rJujaVwKjndHGxqBUmgdy3QyWQ+2EbxCXC0dli\np3X0sui9TX1NfE7BdT10hy5Jv6f+OPIiJU0CWlO9luaQmXl/RqlYUVixEGaNkl6z5XWlv84etA+G\nsRfs81r24JUyYgMYlQqlTPQPn7wHj+6Goh7gpYEh5WBCVm/c+SSx8Xq3woMVzBXwUHAS+ERRlCAg\nDegMHACGA5sVRZmJdFM0B1AUJRR4FmgPNLFlxw4N6GLT4dsbMKis6/V9TDH3VxjW1fn7DSgsFzB7\n0aIm1K8M8zZIpu6dp11nS2VPDl6QjA9ISXHjpxIEtXdxBqFiSZkiPnwZ/o4Jw9PTkEZpVh0Wbobu\nLfIfYrmTKAMUthCfBEu2wBsdoaiZvYZTXoUxPyQzqHkynQcH0qStL7U+CePrT/PXbdj7dwqf/Az7\nPsvei9S0GhzNEgr/4jf4aDnsng7VQuHvrBJ5YjIMWQRjfpCevEmvwAvN799Hzv6hepVg7wx4bY4E\no083ksDZFRm6tAzwNTNg9/WGGjb4gaZn5i6lMeBj2D0UmuyFK60kkLYHRT2l56ysi3yKc7KkFnQ5\nLK5CbxlJBS0IlwC0WwjsjIPw1oa+wgPxEsxNqQJvTnXNcdvKvA3mZdsLcC6p2/eTun1/ntuoqnpW\nUZRpwBbgHnAUKb2+DQxTVXWdoijdgSVAR2A28L6qqqoiX3irBXQUNQ+9DEVR1Ig24rn6lhUimd9E\nwNAzkLzO2sNzLLH3ZMXrbG7GQqeJkr2w9yTqhUgp6T7VwHUWNvZiVtbnZsSzrj0OUwxbJLIV3X/M\nPh2h06lM7xhOXCKsH5v3a7T5ALZNtm1itNcMkb/5X1fJYJmLqko5dcdJKZHqA+U+i8pQsdr9q4Fr\nFzMY/UQkcUkSEL7cJu/X12qlv84U525IiTWwiPnHqychGZbvgMVbILCwZPvOREDVMjCki+Onb7Va\nqD0ETn6e++9nL/adk+/yd8Nz36b6S7CsDjSwU//iypuwKw4+r2n68WspcPSe9LY9UhgeC3C8fptO\nB832wZzq0Cyr51SzWYSWvRTpsTvfEop5Q4YOmu+DN3vDgKcce1yOxFXXJkez7bh8Xto+CkpXUFXV\npep/iqKoLLZBM6y/ku/voCjKZCACmKKqapDR/XdVVQ1UFEXv5aMAxYEkYICqqr9aejj5nv5CfbMH\nc4fi5QtvDquiYJ4de4Tsjau+MKWLSXmp53S5QNmTKmWkFyotA0YshitR9n19Z3IyHJrYIC+QkuY4\ni6tbd8G38/0aDxqNwog/wvjnNFw3bd6QY3vL963NlJ7C6ath5ykY/EkgMQmWvYaiSHZs3gCRNvl3\nGtStCG+1jOSfTSlERWjZsi6ZRVPjmdf5Gi83iOSNJ+DKovyDOcg72KkWal0wB+BfGN7qBPtnQp/2\ncD1GMnZ/HJKeP0fj6QmlAp3jUpFhJCycG5UKwXU7ivH2KAn/3oUTObxjb6SKq0LNf2HeNVnkv3QM\n3jljECVO18H2WLHxs6fRvEYDfzUWxwc9a7OmX5sGwKgKEszpVBh0Wgbw3njCfvt3BQ9LMHclClYY\nCem3qyPB3MOOoighWf+GIf1zy4BIRVHaZN3/OHABQFXVSlk/FZE+ukHWBHNgRcm1gT/EGZl9n0qE\n0t7yhTJmZ6x4EK6ZYM1hOR5Vda0yeFKaHENcolyk7ImiSOaiYz34YqPoig19RiQoHiSu3bJNVFib\nKcGzvVm2QyyzigSY/gB5eyv/H2Q4Iksw51eYtBKeaQyLdpVhTOdIPu1j22s+UgZGd5eG7BlDoom4\nI9IsdSuKFuKJedmHEtyB3u0M/z92Rfr+nIFGI6LQFc1oXv9pO7zS1rr9aHV5l1JVFTbHwICycCtN\nAhkvGzOUmUBEGjTaA3WKSpAWkyFBW79QuLjY8J2KS4Q+wyQjVtIb/rwD1f1k2zSd2Gndy5RAK1OF\npEyoW1RKoQEWtoT4e0rwtj4aupWAbiVFNLhNELxfSbb5IhyO3INtC12vk2gPXH2Nsoa0DNh50iBm\nXiYYerRw7TG5iNWKohTDIE8SryjKAGCuoigeQCowwMTzbFoKWRzQKUr24K2QRkzS9feFp4CHIrZN\n37zvvkHEJythXC/X7X/+7/Le2NpDlReFfERX7Fo0jP8JmlaV3q4H5SSh1Znfr2QKc3vKLKV6KOy/\nADPa5N5olGonWy9TRN+Fvh8E8PbYQHZtTiFTJz2G9qBnS/l50ChW5H5xbkexaDC8NR/+/Dj/bRvZ\nIIqdoZXhj9zQZwmfOyr/Pl4Mtpg5I3c2EZZGwpY74sziocDdDDmXN/WHq37w2QBZbAYVgaKF7tcd\nDCoCK76Eb7eI48l39aBkoAQix67AiWvSR+qpkaGmEgGwZrFYbg0vD8+UgCALArvXysggSKtA+PAC\nXE2BjVmf++2x8Mll+GeO4773zmbSSnFwcWdUFY5fhToVDKLjJY2EtB+GXm5rUFW1tYn7/kWkTPJ6\n3uu27NfmLpBKOb4855LgjxhoGySTYEmp5jscOJMxPVy7/woloHdb216j7RiY3V8GIvKifAn47HXp\nX/jfN9JA/2gF2/btDOxZtrEnfr5SdjOe/DQmKVHHthMwo59j9v9oBVizMR7GBvLTqGjG9nxwgnRH\nEVxUhI+dQUyC+fqB1WwYisjIzDtD5+EBd5bB6PfAvzGkHMr79Y7fE2/TY/dgxU14oyyMGywpAV8v\n0S309ICGleHLjbB6j5Tk88LPFwZ3yX6fosg5ydR5qVND+O5DmHYFXjsJHYPh5dLg5wFVCovcSG40\nC4LRlcTzdVccHG8OPhpYeB3GXIBlY217v90NV1+jciMhWQI1fbB29RbUDpPPo6+3aFgW4Brs3tbb\nIRieOgRHsibevt0Cr3c0ZOrcJY2cX2+KowkuCpds7G8LDYYGw2HjePNkFNrVEdHKb/6En3fJhK+9\nxWDtiTt8TkxRsSQkpMCxfWnUbXp/CnrXphQaV8nf4s7aX+9ylPTwgfiv/hd6UvKjeADcTbLf6yUk\nS39e+G2ZSL8ZC7fi4Fa8aOp1a2q/feVGRmb+gxeBRWDBfDhyCZ74DaLS5BzcrpgMLWgUKXl+dFGG\n1DoESyn1yIK8qwNDnoHGIyA5FQrbcUGuKNB3CrymyoT2vHGw5IaUi/fHw5AwkRrJrXTctQQEecDT\nR2BBhJR2l9+EPfMermAO3EcEWVWlfUWvVPHrPhES9/GSv2c3K2V5CrA/dg/ojt6DCoUMGSDj1Vta\nBsxcC2N62nuvlpGc5vpS8JtPQqvR8Eob6xtgJ7wEa3aLr2TvtjDnzfxT3J4eMLAT3EmAuRtEWPbN\nJ9xPViYx2aBB52wSkuVCXtuEvVeGVqZDFw+BAZ2iWLLn/qnQqIhMh9kLpaSJdMfv52QHnh7muRY8\n7IQEQGSc2OTdSZApwbgk6fO6myjBXnyy/G1T0yUrpXB/w4r+Ph8vKSOGBEgJqUwQNHxEdB4LecGz\nU8w7rt8PSquDNTZpGRnmy5HUrwxHF8K3k+HXaBh8BgI9JeN1JlH8X499Y5mv7EutYfav8KEDzteK\nIsHo+NkwPuu+a9HQaRgsjoBFtaBdjp7NE/ckWRCZZYGoIhp8/859+II5Pe5wrVr1r1zP9YLpxr2r\nBbgXdr+Mfx8JL5YynV3x8coezN24AxsPOH+8/PPf4P0XnLvPnPgXlmP4eIUEYtag08lF5rX28sV/\nZSasGGXeyi7YHz5+RTI8o74VmZOn7NSHZQ/2X5RMmCvw9ZJJzNx4rJpk3ybHw+C2kay9Goa3j+ED\n7+Wt/H8GLTcsnZJMTJGJ1sfrSpDh5QXhlzJITZf+pv86xYvC4UswZ718t4oWkh6v4kWhWhkJZIL9\noXSgBBK29jeae5GtW1F6Wa0hw4SwcF6EBsPYWfJ/VRWtxDMRMuhSs5zlGe/nHoNnPoEPujtnyKB8\nCTi1DDbsh/aT4fPqUNgDDifApRTYFANdQ2B7ElxYYFlw+qAyb4MMKzmT7Sfk89MuS++zxwPYU/tf\nxa4BnarCL1Gw6TPztg8Nzh7MHb0s3pLPNbPnUd2Pq4M5Pb1aiQdoYgoUseKiPGqpaIK1znKcSEyF\nt76Eb4YYGlQzdXlfFGqFicn4xoMw/BsY8CTUsEJz0N4cuiiNtq7AO48sp5enoZT6ekeY9xucOZqe\nrfTa5WU/fpoUy4b98Ewuut+xiZZd6J/+GC7fkgxS2WAIreDJqsWJdKibv2frf4HgojKs8uNI5+wv\nIQXS08XJIi9CbZgMtjSgM0ZRZHLZFkeVEH85hzhzYlQ/of/V27D+F/BUoH1XaFUMfqoHlQfAgrf/\nG8EcOCeYOxUuP/phqIIWjgcXu35Vv44AX40ECdZQr1L2YO6vI/Dvafscmzui0chI99q9lj83Pkma\ns1sb2YeN6SHl275zpN9n5BIo20+yoHmhKNClMUx7TURmx/8kZStXcircNskSZ1EtFK6czch2n3+g\nho9WlOSt+ZKFNsXVaAlCzOHXfXA2An67HsY7s4L5dHMZFEXhkVreXL5l4y/wkODpKb1izsLLQ6aw\nHYktAZ09mPSz60S9B3aCP5bAhsUwvBu82Eoyrp4eMi1bgPVE35WhFz21wh7MyfYC7seuAd3vt2FU\nP/s1s3esL1ZKen7eBWeu2/aakXfca3qyXHFR6beUbSfu98dVFJjeVxT/X50t/ULH58HXmw2uC3nh\n7SW2YcOekczT579Bekb+z3ME16KhYSXX7Dsv/j4mBvZ6Xm4NX4y8w+UcQV2TNr70exzeXWL6da7f\nNu/CNHE5DF8ME38KwcdXodurRSj/iKQQK1Tx5OJN9/o8/1fw9jTPSzYhGdbusW4fWq1rA7pjV0Tr\n0F04eU0WsQkprj4S52KrOHp6hsh06SkRKOf5Ah4+7BbQ/RkDe+Ol78KeGKf7e7bM3tv09SbLxUQ3\nHHCv6cmLN7Gqgf6voyIcnBNFES/MPz+W0muJQFjzAazclXu2KCfB/jDxZXn90d/L4IWzgwadmn85\nyxVUK5s9s9btMfiwB4x/JpLMzOxvUoP3S3H0iunXuRmXd9lIVSUIX/wXfH+sLG2fvl9cKzBYQ4i/\nyNEU4Fza14FlO/Pfzs8H6lu5MMnIdN1gEEhfrjuVNquFit5gm1quPhLnsiGfCosppq6SASqQhfrY\nF+17TAW4J3YJ6FQVnjwEP3/k+BOAcYA34MnsWY5pqw0f4tx4y838/cJCYNNhy5+391z27GVeeHpA\nQGE5QVtC9bJiIxboJ/p1+89bfpwPG6HB9/e+DewE91Lg7LH0bPdXq+vNxZumTeRvxkKZPFwsvvtb\nMqtfbCtNcAnTV3VFURixMITX5soEeQHOY3JvcQyZsz7v7Tw88pevyY10rWQCCxAeHSJtGMXcWGrJ\nEZhzzVrwh5xT9Izubv0wTgEPLjYHdLfSoNwOaBIALXMxdHYUipI9wBv1nMFZIEMLU3527vFYQ/+O\nIq3w7RbLnuftadlFfEQ36D5VVm7meIwa074uzHpd+rje+1aEJAswoCgQWgzibmdvqvL0VAguismJ\n11t35Tm5cfQyPDUwgKq1805TtutSmNph8N1Wa4784cKZiXdPT9g1DZb/47h9aF3cQ5epk7Kvu/Bo\nedEELEDaj06HG24P7OQYm8MCHixsDui+iYC2xWDPd64XQtRoDOVUL8/sE0K346XZ3936jRRFSqMz\n14mrhrk83cgyM/KnGsI/U2Vy7bU5ol0XbkFg5+EhZugTXobVu2HSCglEHUFCsuMyE1/8Bu3GwMAv\nxdx+7R44d8P8C5epwClDC9HxoMnx+Y+K0JKYajoTd+eeZGdNkZgCv/wLTduZp+j60qySzP7V/T7b\nDzv7zokmXX4stTLYdnXJtVcr+OB71+3fmH/PwB+HxZHgv8g3f2YfEOzZEmr+R9+LAnLHpstmbDrM\nuQbbZ7unGbLxMYUEiByHPuA7f0OkMV5q45pjM6awj1z0U9LNt0nr1FD8YF+1QOTRvzD0f0J+Nh2C\npybA/s8sk0wp7AMjn5NJqdnr5X0d8KR9Pfv2nYPKeRifX78tAxtBRUS7qnyIBEeli+W/qAguKs/p\n0UI0uv45BT9uFyFanXq/2Kx/YZEJKVtc7Nr8C4tQbWARwzbhtyV7mdM1olgJD8oGQ7+58v5oMyXw\nq19J/i2fS0D311FpJWjQwrwPQ6NWPgT6Qa8ZsHTYf7fU4ux49s0vYOen+W9nbc9XhjZvCR1HM+QZ\naDbKdfs35kqUDJB9P9zVR+IcDlyQLH6XrKGUIr7QwskVsAIePGwK6Pqfgqp+1suUOJuXjOxyq4bC\nI6UNt3N+gZzN7XjzZSxAtrXF6ihdK5p/1mbCSgSKMPH5GzD2RwlSujSWgMdWDl7M2w/w0CWRMahR\nToKp8NvSh3gzTspExkFZcFFDQFY2WAK58ctgzhvwuImhEmN0OinxnIuAS7dESuXGHelXMS53q8jv\n3aPxTULKeBAQpKFYCQ+CS2p4ZlgAl89o8SnlQckQD+qV9+TA57c5cjl3+7l1e0WLKzfOHU/niz43\n6dIYSvYvReEiCj0/Ls6k/jFsPe66z7CrcWbJ9VS49FMaB/a5UTGPxUleBBe1bgLenvi4SQ9f5dKS\nrdS40UCbPTkXIee9V9rK7UaPZB/e63Wf1XsBBdyP1V/XtbdgXTSsGm3Pw3Euxhm8xjk0z/4+Jhfc\nNrVxCopi2fRtYR/LSrQ5+euoWIf9dRQ2H5EUvjU9kFVDxYT+wAVYuFnKpXpRY18vUamvXFoybuZa\nnJ0Kh/91y/3xa9HQqqa8B9XLGixpcqKqInNw4474ch6+JEF7rTBpsD40O+8hHo0mKxAsDo/nc8wL\n/oB1e7VM/b0UUdczuXE1k1sRWm7dyKSQn4aIy1pOH0onPU1FVb3x0KSzdKtkS+/7/a/DEx+b7qRX\nVZXFb96kUil5z8+9GkVSmmQverWCFjXyOdCHGGdl6K7dkpaF3z9y7H5a1ZJBrwKkb/dkuHzmHzNz\nGMyduRkrLTMDO8ntamWz25e5kxJDAQ8OVgd0zx+Fd5+DF5rb83Acx75zsurJLSuSk/Z1s99evxfK\nhUCDynI7M9P81zKHpDTJ+phbuoxLtN4DFiQYbFsbBi2QQGf5Thj4lPg2+lohF9K4yv1BcWq6ZAEv\n3pT+j7gkQ5+XfpCgYkn5CQsxlJciYqBehdz3FWvm764oUhIOCRDRamPuJcPHKyUYNRedDr7fBn1N\nRHd92sOCTbBzYypPvOBHhXxEkffvSOWjnrfo2RKKGmU1o+/CiavgH3R/D0N0pJY5L9wg+i6sHPXf\nLa3mho8XbD4MTzZw3D50Oug2BTaMzb0HMidrdovMiTnZPGPqVDBfashRuEtb5pWsQazUB2ia2/h8\nnpgCX/0Bo56X26WLGYI5c9lz1nxlgwL+m1gV0B3NchEY7SYWWuYQl2hbANYth77ein+gSVWDhlxc\novR0WcvQLvD4WPj7E/P6Zgr7SDbMGlQVDlyERY+IOHGJAHhvXSjzet6g6bsS5DxR37rXNsbXW8qi\npqzEdDopkV6Ogt1n5f3MyDKZT0qDKaukr7B8iPS8hYVkDzRtXcEWLSy6VqfDzW8uVlV4vI7pxwr7\nyDEqZtaEmrTxpUtjaPWB2Lc9WV8+n1/+Lq0BVWoZftnTR9LZ8dFNlu0QCYNl71oXdD/s/DoWWo2W\ni6ij7Ium/AIvtrSsjNq8hnXBt/GQl6soUkj616wtG1vL6t3w2Voo7i9Z5zv35P54G9pMHM3NWDmX\nenjI+W3Or6K8oNHI+6gP5qzFnX/3AtwDqwK6Z4/AsI4XVQAAIABJREFUy6VFgPZBwd7G8/peBz2b\nDskqvGSQ3D4dLgGDuUHkO0/D8atSUjCn+bVkIETlYwCfG4oCnho5tt5tod2H8NFTN3ipNaQ/XpxX\n+sewaQI0fMS61zcHjUZ6kEKDpbRkzMSXZYAgMlbKq/vPw6p/IS1rEtVek3+924qTw6z+5gXRHh6S\npc2NQt4QG51p9v4HbQij/PJkxo2PodcM6FAX/joGfUYF8OeaZO7eySRiVSwbDkj29N9pUuIuwDS+\n3rDtE2g9Bg7Pccw+th6DPyZY9pxSQQ45FKfQs4VklqZbkMm2B5N/hr3T4UYs/HYAgspIxvKKG0km\nnQqXVgd93/CWY9C9ORTykPObvT3D7X0NK+Dhw+KA7mgCpOpgwWxHHM6DS85p2UtR0j/m4SGZnbV7\nxKc2rxV3cpr5ZZlDl6CBDdZYgUVkRVmvktiDnYmAEYvhPd8Y5r0J3SaLdt3/urpmgtnTQzJeYSH3\nB3z2wtdb2gZGLoEhXWwPlro1hR8WxvLiW+bVwhVFocvLfnR52Y/Y25lsWZvMjndjWfN5PLXDpHev\nfAic+FwyFQXkT5HC8l7lnES2BzqdTKI7MzvqqYHkVChs5vS7vXmhGUxaCeNflPfWWRT2EaeYiqVk\n2hagbR3oPCHv/lpHsuOkfB/1QtF3ErJPqluiOFBAAY7AooAuQQu9jsPUqtn7ftydrcekid6ZEgDP\nNMl+u2qoIZhLThNz5Jwp+Bt3oLSZq/kdJ20b2OjbXqzTJrwsWadyITCmh2TCpuwpz8Aa9xj5Riyv\nd7D/hdGdqFBSMnRjf4TXO2RvTM7J38dk+0q5lJ+0mRDgZ91xFAvxoOeAomRui0Wng0m9rXudAuQ7\ndOq6/QdEBn8tWV1LuZMAO0/Jgs5SqobCP6cd1xeo04kO495zcPSKTFumpGf1uirgpZEholdnw9oP\nHbP/qDjJdp2NgIg7MOll0cs8FZ5dQaFaKGh1IluUV6bcXqzZLd91ff9tpZJSGdHT2kkDc3pUVab5\nOxVk6grIBYsCuhFnoXUQ9J3iqMNxDH4+rtVzUhSoXd5wu7APjHzWcDsmAZZuERmSoCIycJFf/8yp\ncNvkKV5sBU3fhY9eMuzn8Tpi8fXvXylkamV6tKgFGnUPKl6eMPlVeH8pDH46936hRyuIHlRuFCtq\ne59L4HPF2TYzxrYX+Y8zurtMoR7/3L6ve/IazH/b8ucF+EHTqtbts1EVaYa3NqBLT4fj4TL4dPIa\nXIjMPh2vKNL3VaOctIx82MP05HfHcXD4IjQwow0jPR0uRMkw1JUouHZbBp1iErJrPepPb0UKSSa+\nYklITIWxP8nC6eLN+yWxnntMyrEL3rHu/TBGVWVwS9/fuPmwnO+aZy0EclZUnBFE5oWiQJCVC8YC\n/huYHdD9EgW/3YazSx14NA7CHcfcjcuYxf2hXwf4dqsMVySnwZ9H4PWO8nhMgkxJGXtCFveXHjPj\nQNESfL2lJ+XgRcN0askg+GkEDOwTzdIjZflmbCz7zhtOcA8znh7waR8pO3/ax3QGOiTg/vuMqVFW\n3s8TB9J4tLF1I6jq5hj8/wNBtCOpUU4y5J+stK8peYb57ZHZ8PSAMsHWPbf9ozB8cd7b/HFIBLIv\n3pQpaePJVI0ifapVQ6VHc0wP63r6fhgBHcZB54aSUYuOl0yeKTw0oqFXJhjCikPrWrL/KqWkjJof\nNd+RRe1Hve5/bPQL0GA4fDXI8oGRmATR9dMPae06Le+Pvmc5Z9Ds6oEUU7jjtawA98GsgC4uA3oe\nkymyh7n85kqC/WWFfCpcesb0wRzISjIy1hDQHbsi/VXr9to2jfp8M3kNY7mRjvXFXqd16QgC/WTV\n/F/B20syluN+kjKspb2DlUvDkqHQv2MUq8+WJaSU5dMb32+DGX0tfloBOZj8KjQZab+A7v2lpqe1\nHU3FUvlb7I1YDGN7yqBWjbKO6XktFQTT+0o/X7kQ+aw7qq9z7wyx4jN1rSlVTMqgX26EwV3yfp0r\nUXD4skFaKzEl+0CVo3pzCyjAVeQb0N1Jh2Fn4aVS9/eFPQis3wsd6plvqeVKapQTz8KcJxq9lpqe\n2mFQKhB6TJMJ0HQtpKRJMAbma+Q1egSWbLn//l/el9V+icD/XjN+SID00k1bDR/0yP7Yos3w5pN5\nP/+ZJjIcsW9MBF2WWJY+1WpVzt+Aunm4ZBRgPpVLwapd0L2lHV6rtGSerOXzDdCsBlyKlO+3tRk7\nU/gXFqkbRw8vdW7k2NfXk5/bzNL/QfsPJaAz1nq7Fi390vrFcOli0LW44XkV8lmcrt0D834T55lM\nnWQXa4VJK0WIv5SGC/tIpjMvQXJHotOJz/OLrVyz/wLcm3wDuvp74Mlg+OwzZxyO/alW1rZgrs/s\nrP6TL+x3TLnR93HpVWlcBR6vm/t2Hh5SHv12mPiE7pya/fGdp+Tio2/aPXxJArOcQqihwaaFS729\n/tvGz3UqilzClxtFTkaPuc3ITzeCWesgnwRCNqJvavl9yA2ql82/tFuAeXw7TLJ09gjoyhWXoRit\nFiLjIDxa3Eci7si0eNRdKeml5SJ8m5kJe89L1uh2Qv7ZJUt4tS10HA9/jDevpPmgkpQKW46KJmiR\nQhKAxSUaArjyJbJXNiyZRl6zW0TWx38XQvkqXnh5w6UzGURc1uKxO46LNyEhRbJ8QxZKL9+AJ+Vc\n7czSrEZTsOArIHfyDeiWfni/a8KDRG62UOai1z2KvGPfVbUpCvvAmg+gyySY9lr+73vl0jJ1NWON\nyG/oTyztcojf5pycXbNbnlu3ojxHp3ONNIk706khbDwA83+HQZ3lvrLF836O8XP7zIYvP75Lr4FF\nCS6RPV0acSWDmFs67t7JxMtb4d9p0azbJ4Hg6tHu2bvzIOLrLQ3/9vju/nNKMjcdx0swERIAJQMM\nOooVs6af88suPTs578WaKQp5S7Coz5Z/vkGyZZWzvKgHd5HFWvtxsGua4XlRcab75VRVrLRKBLpf\n5SJDK0NKIFWHeb8Z9Nw8PWQwCWBMdxEe/nd6/q+pqrI4i44X/2ljEpLlOz5rPXy9vTQ16hmiwLDK\nWam/odnLFNGRWna9f4OXPpNKySe95Vxqi3OPJdh6TSvg4UVR1dzNXRRFUdVfnXg0bsi7S+CnHbBp\ngvNWRrfiJKib1T//Po8MrawYi/vLicVSHh0CH3SHhpUNkh27TktZ1xn9kgcuwJnrYp3ljvx5BP4+\nLu+RJZIkvx8UCZjfDopkzrNTS1K+iif7P7zB1FVyMS0ZKAMwnRqI3l9Bf6r9aTYK/vkUPN3EZL7Z\nKNgzw7LnjFwsg0kvNJfgxPt5KQFeX5K9taL1aMnWr94N7ywQ3+JNEwzN/rvPwovTZJo+MWvSdc4b\nMKyrXX41q1izW1oUPDwkizl9jUwp57eo0emg9GuioVkyjyEPVYWB88WvOiIGtOsMjx26CJ0nSu/y\na4vLUKGKZVIIOp3KzsHhLN0qMjn1K8qxd2pYsCgzB6UrqKrq0ndKURSVxTYY3PVXTP4OiqIMA97I\nurlIVdV5iqKsAPTz7kFAnKqqDbK2rwMsAPyBTKCxqqq5jB3lzkOdl1m+QwRGbaFVTVnpOnNVVDII\n1n8ogdqVqLy39fKE+QNh23GRJLCUjvVk5Wusv1YiR8lvwR9SVtJzL9ngyWorY76H1+a43rMyN56o\nL9nPsT/CxOXmP69zI1gyDPZMFymafu1u0abMDfaeg3+mwukvYdtk2PeZaAEWBHOOwVPjHsHcsh1S\nrrPm6tW0Guw+I/+/EiW9gaWCRM7EGP138odtUDZYPndbjsLo76D+MOgxVUR69dOp3p5ieH8vy0JQ\nmwkvfApDF1p+jOduQP95UHuw9J/qS893E+V19UxfLe+DnmplDcGPh4f0rZoTDGk0Iv3UY1ru2+h0\nMGyRDJGtvliOMsXEJ1nPki3Qe3QgH+0sb3EwJ8eg0HZ+eZaeK8/u+DC6jSvOqG+h0wQ4f8PilzOb\nDK308xbgniiKUgvoDzQC6gHPKIpSWVXVXqqqNsgK4lYDa7K29wB+AAaoqlobaAtY5Vr8UAd07aww\nxM5J16agW29ovHUWZYLhm8Hw/Kcw7sfce3NATm4z+sHr80RXyRL6tpdeFGOqhmZ/3wZ2kgZjPat2\nG7wVAeb+argoWEr5EvLv38ete74zKO4v2dKIGMsXCJVLSwagZjm5yI7o6pppyf8qOjdxl+9QV84h\n3p5w9LJlz21fRzTkAI5eFY/j2uXhg+/l4g6S6dp7Hk5dg/X7xEkmLhE2HJB/5w6QjN57z0P6Gri6\nCL4ZItPz1d6GSm9Cy/dhzR6Iu5froZik6yR46iMpOXZqIL2GZftJ9mvhZslC63nvBSlZ66kVZn27\nx6jnpY9x67H7H0tMkYXiwYswd29Z/IpqGPiUBHgvzYDXZktPXkCwfS6BXl4KT/fyY+XlMFrVgpaj\nZRHoCLw8bdMgLcDh1AD2qqqapqpqJrADeC7HNj0BfYrgCeCYqqonAVRVjVPzKp3mQUHJ1c3J0MLM\nddLL93U+YpoL/hBV+R9HyO0mIyVTNPHl3J+jqlD/f1KWstb9I0MrQxj6E/PUVTD0GekJBPhxG/Rq\nLZnAnPtu+b4Eh693kJO9OxN5R2RFRne37Hmp6VCoOzSvLifinNOzBTiGzf/H3nmHR1F2Ufw3m14g\nPYFUQHqXKiAgUuSjgwgCCghIR4pYQERBkQ4CUkR6ERGRIoJSpEjvvbd0Ukivm83O98dNXALpCSUh\n53nywE59d3Z35r73nnvOWfm81n/8vEdiQHCE6Llt+ORJ0VyQbNKnK8HMFD5qB2ExQoFYu194ev4P\npdN6QjfoOk2EcGd9AJ79JXj1coIhbaRDs2sjAx8tK9x9ACN+hPvBcNUXMrrv7zwN1bwMIrs/7oJP\nV0HIOmmmSu2w1ybB/D9g+u+wdzLUyINNYWY4chV6zIL7ywz3n3+vSDDXpAp8tN0DSytZodOpTHjd\nh20nZDtnG1h/zhX30vk7W4+P07O4sy8/7YZfPxWeZb3yT97/XnYU1pKroigVga1AAyAR2AucUlV1\nZMr6xsBsVVXrpbweCdQGnAFHYKOqqjkkZqScuyige/GhqtDsC5jbH159JfNthy+RDFCn12DAArC1\nEkmDDvUz3mfRTiFdT0xHyDM/cO+BSAYoisycBy6UoPOfi1LeqeQBDSpKafNFhk8IePWHreOl0y4n\n+POUCMB+2T1zzk8R8g8NP4G/JmXdqPA0oUsW4r2tlSHg8AmBD76HfVPk9bzt0ol++JqUCT/tIvut\n/kd4m6+WgdcrwZHrsP6AHE+jgeiU0qWHo/x229fN+3fr2DUYvFgCxR1fwp+npZMz1ec4KFw0MwHe\nnSkd9SXt4PSc9IPH/Reh2wzYM9lgoZXfaPO1UGLmDBCazZgVMGGlE807PvnBJyaoXL+gxd5Jg4WV\nBkeX/I+ybl7S0rF6ICCBXIIWAsPFuuy1CjC4taGh5WVGYQ3oUo77ATAciAauAvGqqn6csm4RcEtV\n1bkprz8GhiIl2gRgH/CFqqr7czqcF4Bd8nSwYo9kQ56XXlB+QlFg8RDoOw8OTc28/DvjAyFed6wv\npOgvuwtXJLOAbkBLqPsxjOmYthySX3jUSmvLcdhwSNr+HYrJ+U7fhgGtZH1cIix4pLMtPlF8a1s/\nZ//CA5cMD+RO30Hy1pyVitrWlb8iPDtoNM83mNPrpekoXguRMdCunjgueDpBQhLExMG2kzB3m0gW\njXsnLVd31DLJuvVqKhOIDxdKBmx4O7kHtKop/LqcZH7O3oHiFlDWVV4/2vEOQrU4MAW+3w5lB0k2\nOjWYAwkY/UKh6ThxLXiwOvPfQbPqomvZ4ksJ6rKakOYGmz6XknGPpnLNljzWrfoozMwVatTPnYtL\ndlG+milnYjzQaMDcQi5OoK8O3zs6Ls8Pot5YaWp5u6FMYu1yQQtK0IoX9/NsaCk0yIkkW+wBiDuQ\n5Waqqq4EVgIoijIF8E35vxHQBXjUl8QPOKiqanjKNjtT1uc4oCu0Gbr4RINHX2HB7C3SoZaVcfv8\nP0RsOCBMfGw3H4NR7WFg64z36TVbOjlzayWWXaw/AGNXykPo8DQoldIHtGiwZBIf5zwm6cS0O1Wu\nICJGLNJGd5TXYdFiWN2zqbxO/Trnd5dZeAyYm8APf0qJad6HUlYuwosJnQ7enPCkRuOzxMfLpVlg\nx0R4GCWyIg/ChGvm7iCi4CbGcGoO/HUGyrmKCPp/7yFZSrBlS2beYf2okPjhqxLspbq//HlKJFbq\npfTW+YbIsbIT6Nq8K9nAG4tlbHvOS+NDRKwc8+5P2b8Why4LH/ivr8WfNr+x/QR8+INwVRdfeso3\nsTxCr1e5ckbLngkP+OMUjO0kXcw1ShtoKtlBQX/GvTAZukp5yNBdyzBD56SqaoiiKJ7AX0ADVVUj\nFUVpDXymqmqzR7a1RcqyrwM6YBcwR1XVXTkdTqFtiijIX/SMMKqD3FSz6nzt31I4N+PfgR2npET4\nza/yUMkIUXE5b6gAWLYbes7KvGnjUViaQb1yUK6kZOZcU5othi6BC/ef3N7E2BDMgQR8qcEcSCnr\nUfuzkEhY/MjPIOBh2o6wBK1sk1PYWct3qqK7ZDi+/TXnxyjCs8O5u4bv1vOAqsK6A7B6lLx2KA57\nJkmgdd0P9l4QjtuZORJ0DV0iy0C+o62/kklP2ZJpPWT/uSAZ61TsOQcnbhpe1ywtJdpUtK1rCOZA\nuG/ZzVq2T8kod/oOXN6HoYshIk4kTyZ0y/alAETkfNsX0Pprce/ID6iqKBCoqkxgU0vRLzo0GoVq\ndc0Y87cXP+wtwRUfkZkp2Qf6zTN0NGeFwviMK0TYrCjKZWAbMFRV1dSnTncMzRAAqKoaAcwBTgNn\ngdO5CeagkGbodMlC0i+MWkD7L8LCnfDb55lvN2411C4rAc/8HZLJ2j054xng/ktCiv75Y3FKyC4a\nfAJ3HkhWYOt4yfCt3idlnPQEVFfulXO1qQ1DFsuyiFhoWhV2fpWzGWp28ahwckik3DBTOXA+IfJQ\n7N/K8PrULYP/Y3yilMxSRUMX7ZTmk7sPIGZT/o+1CPkDvV4abo7milqcdyQnQ/1PhDParwVc8hYO\nZb8WMgnq20I6w5ftEcFqUyPYMBYSdfJ9e+sryWY526R1B1DVZ3df0yVLh33NMsLX+zDFLcd3RfZF\nth/HVR8RV3axhS3jwTEPrig//iUac2VKSPfw2BVOjOsTxsRFdrTolAPRyBcEIQ+SOT3Bjxm/wze9\nDDSUjKCq8hllt/HlRUNhztA9LxSA+UzOse6A8DwKI5pVl4fVo7P09OCcIlrboiaUdxWP2OTkJ7dT\nVej8HXy1Xjrodp01LJ+zFWp8BK59ZfZYfYTckHefg3N3ZLs7D2D1CVdqlBLuW5/vRYi57WS44ffk\n+YIj5SFVcpQbxkYw5H+yvKQddPxWAs/8xqOzdiebtA0Nnk6GYA7AzV60+VIRHiPXbtFOw/ij4iBO\nK5/DnUDJgqYiLjHn70GvFwmFgIdpNbv0+uxnPouQFhrNs3nQxSZIQ1EqLt6T34eRkTQKjGgLf5wU\n7bgxHWWioFdlwvnbUbi3VAzvL8yHehVESDw147z5qHDOHhU0f5aTVGMjmNpHfEMHtJLOV3V77oM5\nEEvBG0uk+77iUJj1e+40Le8+gC/WwrLdzvSZZM/aKx40amnJ2oPOfDkgjCtnE7M+yAsGpxJG/G+Z\nFytPuPLtrzJxzAwx8Yb7UhGKAIW0KaLPm4UzO5eKWf2kzHlkelql+EdR2kVueAFholFXr3z6Nj+n\nbklWbMs0IRYnJkng1/t7KQ2N21ACq2IKxWw0HB3nT63R0q0VFCHBmFYHpcobM2SNK/N6BmBqDIN+\ndOFup6A03rE+ISK/ctNf5AQ2Dxbf0iV/wVeL7bmyNoy9KeWkNnWeve5fKoyM0pakXB3kLyhcXsfE\nS0du0Akp93g5GyyZQB7u13wN6vzX/ST47ZHC8bvmK7yod5vI6+0noN8CCQIdiwtZvoKrSEMcuCwy\nEuO6igtIYf5OPw0kZBAMP56xjYgVjhjAFR/hmaU24Zy5LZPD1EnAmdsy8UltMvIJkf1TvwPlXNM2\nNgxrJ38g3yEXO+HMfb9N7KscbcQI3jsYqjxG/UodU2GDokgDSP+Wkq1bvhe2jYfyGYi3B4VLVv/E\nTWhWTSZUM7eItt+rDc1o1NLQyeVVzpR5mx35sHUwv58rSQm3gveIK1XOhKVHXelXPwB3x4w154pZ\nFvF4i5AWhbLk+jLgi7VSTv2kS/rr9XoJOBp+BhfmZUyqHrpYJE5avQq1R4vl1+Re8v99wZ6YmRui\nCFVV8bmjw6OMMXevJ9G+SiCvV4afrqR9Em1YHI3v5jBWjDQsW7tfmgk61YeSXexZOSGMOf3lxtym\ntmQwVuwTZfvpfV5cTbpxqyXDcvKWcJ32TM5bZ3D5waJ433ShXMPbV7ScPJiAkZFCpVdNSdKqTHwn\niIFvSefvZW8JErs2kv0v3RfifUavb/pL0JFKtvcLlSxjrZRuw7BoKaelCjwnaCVLmPqedMnyXTI1\neTqvE5PknKnfz/AYaXxJ7Yz2C5XJQ+2yhvfjHQwtU7JYF+5JlrRLQ8PrG/6S+ansKXzLR9efvytB\ncqeUAM03BCLjDM1AqRnRZzGh+Go9/LAT3m4ACwcbMoobDkLP2TnvpC6o2HBI6B7bvoBGldOuCwqX\nDvwapUVjb+FOaXxoM8KWWZ9GANC+Hsw4YbgHda4ZwPULSbi4GbHzRkksrfIuTZIQr0eXBNbFn90H\ncvJgAuO6BHFmbvqevAUdRSXX/Eehu13ExOeO3F/Q8HUP4eTsPZ/+eo1GMkv9W0DDTzNuiDh0BZpX\nFyFQrQ4u3gdUydqd2J+QZltFUfAqa4JGo1C2sil/XCnJlD1uTxzTsYQRd4PSLnN3kEaIkbu8uLgq\njC+6wZRN8oD94U/47jeDW0SjSjm7Fs8CUXESSDSuIoT7al2LU84VmoyTICI+GxWeo9ekvF1rFHj0\ng95zJTujaS/RlO/dJLasisXYRKFTH2uq1zOj9uvmTNtegh//Emu3ql6GYA2kYSSz155OUKes4bWl\nmUwEUhGXKAFeKryDpVMyFTf8xQfzab2+HyTdnqmIiYfwWMNrC1ORt0mFh6NoeaWiRmlDsJb6+uwd\n4aylt75mGUMwB9Ik8Ghnt5mJIZi7dB/qjIbygyAyNn/L32OWweSNsHwELB2etjysKDCj78sRzIF0\nt++cKM0X3sGG5YcuQ7WPYFBrmHnSi+F/enEl2ZNf73kSdyDiv+3uPXavadJWZiPmlgrd6z8gOTln\nD+zkZJXj/8QzdXQYW1fH8EX/UBqX8KOpmx/vNXnAkimR5FLIP0eo19Scnk3FTzwjJOnku1mEIkAh\nzNBtPS7Zh0fLfQUJ+y5I1uSd17Pe1v+hlF4PTs18u4+XSxkzvSaF7jOkPFvaRcqzDSrA3O3w+dvi\nk/jrZTdcPbMuW0RF6FnazZd2M0vy71eBJCbBD4MN6y/cg/fmwKb7XvzY0ZvV/8jD9v05zkzuFczR\n6aDTy8M7vdLw84RfKFROceloVEmCojFb3VnzfSQ1wqOZ+puUWtePSRs8BEfI+zEyEm5Vz9lQv1tx\n3nrHEmMThbdrBVLRHd7oWxxQMDKCgeNsuHcjiX+2x5GklYe6qqocXBXFVR+RrBnd8ek0jxQWaDrI\ndVv/MXiHiFRIcKQEk9okafoZ+JZ8lhkFTQEPJZhYPFj8TlfslWBz19dScs8Nlu2G994Ac1Nw7PX0\ndNkKKj5dJRnan4YLr67TFKjU3Y6+Y4o/se3wmt7suwDVS8GrpeHzfwxReUK8nro2vuj1oE+Gzh9Y\n8d2KzIl/J/YnsHZ+FEF+yVw7p6VUBRNavW3JvRtJVK5lCh/0wdTaFJ/Dvuzrt4l3PrTGxFShhIcR\nDVpY4FTi6dhAxEbr6VrWl7kD0k5EUhEVJ3ZtfZs/ldM/VRRl6PIfBY9gkAXS+9IXJCzYIST77AR0\nbg6SNYiOy9y2q5KHcLfSC+g2jBVu24ZDIgDqZCPyIceuQ+tacGR3PO8MKPbkjo/h2N54lu+BEx0D\nMdbAoiFPjtX/IVRSvDExhr5jizN0og3mFhqqeMp7frsh2PaA898/ySd6nth9Diq5w+v9bJkzLoIt\n50vi4GzEq43MuXJGw7b7xdnY25crPoaAbu95aDNZspKjOsCkX6BjPRj4jS1m5gqXT0tKz6SkKYG7\no0jUSWYp6Xgk3X50Y8gEgyJ2QoIeozNRBEdK4P3pSlgw6OXi1CUnSwPO2v3w6xHY982T5HxVlUDM\nyUYCuEkbpFTrZGMI4mytZdI3YikEholZ/Sednyyx+oRIefiPU5KxHN0R6peTIOPKD8J923teOF0Z\n8VhTEZ8Inv2gbnkwMZLf9g8DodVXMnH6+AV3SHlWaFBBNDRB9CovecOE/umr7o791ZWj1QJYecUD\nC4u0PwRzCw2NW1uw/w+x0tCn0wz2KA7ujGd831C6DSrGW12NCe/aH2MzeTQ+Hga+0qoM9efZcWhX\nAnaOGi6f1jJlRDglPY3o8L4VXQcUo7ht/qVWrYppmLa9BB+2ekBpl7QNMiB834IYzBXh6aDQZegK\nMs7dkS5RvQqXFmTvgd1mEiwYmLmVzJGrYiO0dHj2xpGa+WtfTx5sQ//IOrraty2ObV+HcOy66FTd\nWJxWYX7veclybDgk3pO/HYXp+91wcDaidwUfFgyUzMffZ6Wk9rjA8PNETDzY9BB9rzO3JbMz67A7\ntvZGBAfoWDIlksB/Y/ioHXRuIPvM3gI3A8Q8/MI9KTnfC4avVjuxZGQIA98Cn7K2rP42gmFtRRal\nSRUJrnedEb0yp+LyXbjuJ0HJqpHSvXz4qpR9R7R7vtflWWLdAXh/jmjLVS8lTSejUlTy9XqZCE3f\nLJlLD0f4rnfWmbSAhzBokTQGGWlE+sLcRPShewCeAAAgAElEQVS9glMqeg+j4c3q0qByeBocvyHB\nuUYROyfvZeDpnPl59HrpEL8VCE2rwLl78O80KGErJu4RsVIWb1kT2tYRm7yXEd7BEuTeWAyjfpJg\npecvGd974mL1//m0Pg5/7yRalAoAoMdQayYudEh3uz9/iWXa6HDa/94L9wYZdGVkAb1Oj99xf8KW\n/M6hnfG891Ex+n1SPMOx5Qb/Dvdm0xGRniosKMrQ5T8KVUD3MEpKKLmxUnkR8MZ40WPbehzOz8s6\noAsMk7Lo4emZb5eYJJIgHk7wba/s+T2+M01mg/9ehXlnsw7o/L11tCjlj4kx1C8vjQ6PmtCX7CMP\nLmMj6NZIgjuAOf3hq5/hzlIJWnxD5OH5frP0z/OsEZ8ovLeYBBn/T8Ph54Pg9xC+O+qJoihERegZ\nUseXknZi5XPFR8ogTYfbs2t2GMdvSOk1PEa60kIiYdMReHeYNX+uiOHAd2l5XOExkhWM1wpHxqGY\nBNeP8qx2n5PA7svuBVeHKie4HQDtvoHri8G+p3Ra+4ZCl9dg01Go7A5LR0hzTW6QnCzNIZFx8vmU\ndhEx4NgE8RsOCBOdxNTfZEw8fLJKRL7/mpS9c7i8D0FrYcbvMHOzZK1n9BXnhLX7RTT8zB3pXi+T\ny/dRkJGcLNzSm0vk381Xs0f3yAhzxoXz07QobB00HAv1eGL9mnlRrJgZRcedH+BSPYuoPJuI8I7k\n1qcruXpWyzfLHKjXNH/4IwnxelqV9OW3z0Sk+VHExMv9qaA1ThQFdPmPQkW7vXjfYFhdELHtCyFi\n92+Zvezcgh3wQTbS7WYmwv2pVw4mrM/eWGb1k6Dj7B2xqnkcOp3K5dOJ7NkSh6qqFLfV0Ksp/LDd\niYruBo7XocvCC3QoBsv/ceGTeSLfv2CglLEmrJMOx1Tie0KSZBRfFHy/Ha76SpblYbRIUsz8QMj8\n29cJG/n2t76YmYiRedvJovhvYgSt3rZk/OaS9H5T9i3vBrZt7Nl2UhoTmneyoqrXk5qJdtai/dW3\nOXz4lpRxHw/aWr0qQe+nq57NdXjeeKWkBFsnboie2/Ebkkk+dxeOzxSj+9wGcyBlU1tr6fatU85g\nQG9lDss/kt/Po79JawvRj/v7XNomEpDApOWXUKK3/M3/Q2gRGo1M1j7pDOfmie/yyGXw5hcwtI1Y\nhH3TS/xfA8Ny/14KKoyMJCO9/5IEtHkJ5gBGfye0hYiHeiLDDXXXmCg9CydHsGp2FN2PDcm3YA7A\n1suGuhtHUW96Bz5/P5SvhzwkMSHvDRTmFhqmbnKm6/QnG7CS9fJ7KEIRClVA16x6wW2GAAlsfh+f\nPW2ha76Sycouf0JRRJ3dIWs6HCAPtkaV5CEaGpSWhJKUpDKspg8ft3nAR11CCA3SM6+jL+sPwrn5\nIdQa4cScbWJp1GwC/G+SZJvWfhRE+Wqm7Dgl457aW7osi1kYyOnlXGHJsOyN8WkjNkFcNuK18pC/\nv0yCLXNTKb8m737I3q1xDP8RPmoHw9uCtTm4NC9Oo6H2FLfVUK6KKUevwf4pUkJycjViUg+xdBrd\nIYizdwy+mzlFOVd4vbJc58IORZGO0H7zYWmKldulBfDvdIPkyrNGaJSUaj9aKiV27yDh8X25XsYb\nsAquLoRvNorYdiln4dwpivD/Wr0K1xYJX7THLFi1TyZQJewKbpUhL0jSyfUsU0KkZbb39Uany30w\npCgKPx+R+nXHaoEAHP8nnrfK+nPzYhLdjg7BxuPJhov8QKUuFXnv0kgiH+rp1yKIuFh9no/ZqKUF\njSvLJPNR2FgVfO54EfIHL0GxpuDhTqC4E7xZPX1Vdv+H0HceLByUNSH7UdQvL1IJ2cWc/vDzIRja\nPoTle5yxsZOTndyfQFwijGwvpHEHZw2fdxW9sBbflqBKbTNuNYQv1oGVmUisLNsjZavoCD2VPERA\nuG1d4dOdup39MT1L7DglXWSWZpI5MTORZpHSLqAi76/igRBWjRSh2XcaiQTL8K9tuX5ey9RR4Qz6\nwgZzU/huk5Ty6jYx55yxM2G7g/mmF/Ruljcdu7cbwqwtkkl6o1q+vfUXDqoqmoXewRCbCLotOfvu\nPw38+ZVkbveeh6W7RSQ7Kk6+JxfmySTFvhh82Aqm/iZWXunpQa4eBSadxdYvPBb8Vsik4WXD7UAJ\nZKt4wtJh8O5MKD86iYo1cn8xXm1oTtU6plw+rWXZzAhWzoym7a89KPVG9rquIn0i8Tvmz8ObYUT5\nRpEYlYiloyUuNZzxauqJQ/n0uXkA5jbm1PllJBf7zufLAQ+Z9bMjSh47md6ZU4JP2z/g0y7P//tf\nhBcPhYZD9yBcUs9uGf++Cgx++lseXmVcJEPWrwX0bCqaXPsvwcifhKcVsSH9B4RPiJTxXO3TEqzj\nEoWnd3J29sfSaiLY1LHCztGIMVOFpHH9gpbONQNxLA5rTrlSuvyTKqxnjyTQp2kQHo6w1duT7mV9\nuPMA9vu7s6a3H+VchW/2IsM7GD5bLdm31ypIeXPJX+LicGS6lM8aVxHuH4ggrmtfOJMg3LrYGD2L\nJkfiVc4YdX8Yzee6c+WMlpBAHbq9YUTHw+z++TPWOVulWSBVQLgwQZcMjT83lJWOzsi9dMiLir7f\nC5/O2TbLTQstfj4Ia/6R8vbcbdLIteGOJxpN3oKguNhkalv7YWwMn39vhzJsSJb7RAdE8+egXfgf\n98fjdQ8cKzlyzbMlGptiJAeF4n52B/f33cfS2Yq6w2pTo291NMbpF7yS4pPYVPt7hn5lQ5vuefeY\n7VXWmynvGdxMQPjj0fEFq6GmiEOX/yg0JVf/h7nzBHwR0aFeSlboPTG8D42CZl9AzZESVJR2kTKT\nRToT11X7oOpwCfpqjpJZfyp0yTmXuijnCokXY/lpWhRTmnmzbW0M7mWMGNcV5v9VIt1gDqBWI3N+\nPV2SNRfcMTVTmLqjBP8Gu+PgbMSe8/BG1XR3e6Hg5Qy/fCJdkJe8pWy2864bdx+ImGmXhoZgDiS4\ntrOGI7sTSEpSsbLWMHa6LU4ljbhXohjr5kdx73oSXfsXo/FUN9bsF7Hg/MCYTiLMHByR9bYFDQv/\nlFIkwIPVBTuYm5fBBHnVqJc7mAOZlNtZw8zfJZibuss1z8EcgKWVEb1HF0Ong3nTdJluq6oqd/fc\nY8VrqylZuwSOfsdJ2LINv++WU2zwu1j1aEvxUX2IWrMJO98TqDO/4/LPV/ix+k/4n0z/x2xiYUKT\n5T2YPiac2Ji8l167TnBg3h9plxkbSZm6CC83Ck1AV7ts3kyjXyS42EmDxIAFIrY77h3Jql1cAL99\nJsFrdLwQiB/Hmn/g23VOrLnpyesdLPntqGFdcUsh1OpzcE95GA1urSRq2X8Rln32kN1D/ei9yYtX\nG2SubluppimOLlIX6FnvAXevy820TAnxZYyKy/44nifebyaBbZIO7t/U0b0xTNv85ARCUSST+kX3\nYFo6+3DxZCKKotCsnSWfz7FnxGTb/0RS3UoZ07F+xk4fucEnXWDlvvw73osAXbIEdMuGizF8djq0\nX2S8KN3bLyIeRktAt/of6DDWjjIV889/7f4NHZaOlkT7RRN6PTTdbVRVZVvvP9g1/G/MFk3D++uf\nUMxk1qzzDyL2t7+JnLWC6CW/kLD/BCTpsGjREP2+XTBpAr+0+5V/pxxBTefG7N7AndqNzdi4JDrP\n76VFZ0sOX5Pu1lTYWBVuykURsodCE9AVNng5w/cDRJdO+4jlUOkS4vsYFg2/Hk67j14vjRL13jDj\no1d98DseR78WhvWqKjO5nFgKJSXBze2RdH5NrMEm9xLeXHpY3dWba+O90113JNyDmq/JzbH9BEeG\n/whlPpQH9osO+2KSMd0wFj7tFMRNf1H933z0yW1nfiDSFN8PgK+7PkizzsgobbbB2Uayr/kFO+v8\nPd7zRmik2KQ1qgzvv/m8R5M/sM9mU9LLiPtBMlm96gvfjgjnfxX82b4uJs/H1etVLhxLpNu2rgAs\nrrQ03e2u/36D4MshWF/4B8t2zVB1OqJ/3EhAlXYE1uhE7OqtJAcEoz1zhfBxc/Ar0ZiHwyajDwrF\n6p3W2J39k9s777D303/SPb7T0C5sXZ13n65iNhrqlBWZmyIU4VEUioDOLxRu+D3vUeQ/mlUXM/vu\nMyU7lIoGFSVb0fuxh5yiyN/BP+MJDIczcwym5qnrHYuL9EN2kKSDozeEcN9trgvhMTB6mcjDpCdl\nMm0z9F+Q/rEsLDX/EYLf6mrF2VgPYhMLlsxMy5SuxDZ15HX3mfDNL+lnPLs0kBLS6X8TnlyJZAOK\ntbUX79x8RPVShvJkQcaaf6DSMMlorRz5vEdThKeJwDAYvgQ2HxMqQ6f6YGOvULuxGet/yHtG68ju\nBFzcjfBo6E7VXpUBODk/7axUVVWOzTyO/svxKOZmqFotwf8bSOzGXSS1W45+ehjxb20h2uFzYir/\ngLb/GfQTrqKxMCegZhcSj5/H2L0E/L6Bcz+dRxtrMBTX6/Soqorn6x6Eh+q5dyPvpsCvV4Lz99Iu\n8w0pnM/BImQfhSKgi0uUcmJhxPB2oiI/7best1UUMNZA4KaHGVoSLR4Cw36Ua5YeEpOE1xUZCx/+\nIAKuM054UfM1c/YHuFHnf5a4lDJm169x7NkSR3ioIcW2+oAzYzuRpdSAVquyfYAvrWqmNYp/UTF3\nm+H/dtYiK1PBDZb+5czf58ClN1i9IxnH1KydqYnw7z7pGERC/JMR38TXfdg2NYwL9/N3rO82lpLV\no+Xg07ekWePng3DTP3/Pl9+IihVdtu82wak5UkYuTPhhR8HISj8rhEULP9jYCL7f4oRfrIYIJwvc\nvIy5eEJLr+F5T2n+9WssZQZJrbvjqg4Ymxvz98g9aOMMQdfZpefQ6/RYdBQdqPDPZqNYmJPY8wjY\nusL3beATT1jQASZWhZEO8Pcsorxmo+++ipDOI0gOCsXIxRGvZp7MtJ3DN8p3fKN8xxSTaXyrmUrg\n2Qe07WHJjp/znqVLqm/3BP+2uKVILBXh5UWhCOjKu0FJ++c9iqeHvs3h5K2stwuOEM5dxUFO7L8k\nwdnjeKWk6KV1n2EQqIxLhE2H4Z8LMHwxlB8snqpaHcw+alBYd3QxZtbPTvz0twsXTyRy/byWQW2C\n+fS9UO5eT2L3V8F8sQ6OjvTJdJwf1/Ph6w3SIVoQ/EgfF28OjRIC8gNfHf3mOzN4ih27fd34Yo0z\nY1fAW1+JTmCrVyUAvH7hyQ/ijWriD2uUz79AE2PxjE114gAZa2AY9JoNFYbAh+lkUVfthVdHimPB\n08IrA2HwIglobvqLI8ajmLMVXhkkGehri0S3rbCh95tiG/ayQ5csVm3lB0Pn12Dwdi/eaGvJ+Hl2\n2DtreH9kcZKTVTq8l3dBPt+7OhwqiPyBxljD25ukvX5pjeWAZOeOTD2GuvQHFCMjtBdvEPfLTuJb\nboZbR+C7hlD1LfAMBMvN4HIKXK9CUgJMrg0e1bHq1Z6IifLDCus3CoAWs5vz9qbOvL2pMw4V7Fle\ndyWn/Nz4Y33eAzqN0ZMTAxsrqFkmz4cuQgFGkQ5dAYCtldgcJekyt3m66gsNK0LTNhbsdYceMyVL\nZGoiM+GDl8VCqm9zUbNvM1l04v69Kg/P1PLf+sMuVK1rhqlp+k8eNy9jxs2VCHr41za83yQI71tJ\nHL4mDgdn70KTDMb4UydvdHrxzez8iBimqopO3YsoO/O4r+wNP9Ea2zApjMg4sLeG+H3hvLPCnVLO\ncmOtNxbsrERjrlxVIXf73EnCxl6DjZ0RzZd4UcVPx65q+Z8y02ikoUajwActRKvuk86iBdiuvzXL\n5sWQoIW1Hxv2mblFyl2TNoge2MTu+a9z5WoHP/4lQsjR8XKdfEJS1tlLU9O1hWJ8X1hRWCsJOcX0\nzfDHSVh1vCRlKxva9dv1tKZVVys61wzgk5l574BRVZVbl5NoVMWgOF++XTncG7kTcjkYVVUJvRYK\nqorpq1KOjVm9FeuB3Yg0MoEfu4P9BjhbD3zeAH0k6GNBYwPqFmjiAas/JGrAWpQvS2M/bzxmr1ai\nSo/KRNyNoMGY+gBUersie8bs5cT3p9BoYOYnolFZ3DZ3M7q4feHUKJ3Xq1OEwoYCn6HzDhbD9MIM\nK3Po+6YYV/9+NOOSjS5ZtPgURWHiP54ANPgUvv4Z3pwAH/0EzSeIA0L/VuDpKALGf3m7s/GeF9dU\n+avVyDzDYO5xeN/WYWGl0Ky9JYNbw8Z/4ZX3Mo7Kuix1Z/Yxd1ztxX8wFZM2gPsHaWVWXiQ8WsJ8\nrYJ0mHV/HXxXwO/jpEHl0kktBy7DFW84GunJooMl2XjHEytrDcGBOt4qG8DAWn4kJ8vB4uPUdKVn\n8ooq8tHTb778qyhiMzX/Q1g7T9Ji6w7CzRS+TVA4+ITC6sMlWH7ajcNXocXEjMvyucVPw6GkHXzX\nG8I3SOcwiFPG6dlwYlbhDuaKIIhPFDu08ZvTBnOpmDT4Ifdv6GjaJg+K2ym4cTEJq2IKxUqmnZX1\nOfgeLjVc+KP/n/gfD8Cjscd/HF/tiYtExneFC39AqTpg1QJCvwWzKqD9EXTrwG4o+LaBY25w/wz4\nXkCxNCewYQ/8Pd/k0trLXPnlKslauVkrikKruS3puKY9RkZw7lgi7zd5kGsnjKiUieQT79cPLqff\nl1aElwAFPqAzMSrYdl/ZxaiOMLe/ZNNaTUy/nOodLJ2TAKZmCt8e8aTPdEeS9dBjkgN/PfDE1kq0\n6kAe2FU8wc4x96mYkwcSaNpWbrydVntxOsqD9r3SL5PcvqplTGM/zC00NKiY1gPzz9Pyb7VSuR5K\nviA0CvrMFbeOi/dg5V4YuhgqDoUErVg8jVkBdsVg8S7YckzkY1Sg1utm9G8JE98FY+OUAG+HaLP4\n39NRu6xYr+360IcT+xNY+l1krm2/MoOTDdQoJf9/NPh/rxlc/gH6pDTT9FsAe85BiT7QpAqUqWSC\ni5sxI9eV5ORNOHotf8YTHg2r90FFDymn9p4rjSTuDnBoqkjylHwBM7NPA7cCYNvx5z2K54u1+yWI\nL181/dnM5J8ceLWRGVM+Cs/zuY7uieeNdk+mRTVGGt7b25Pbf97G96gffjXb/LcuOfih8OZC74Fr\nFVkYsxUiGwOK/AVVhiRfiN0ns711Q1G1SehuemPVtzPOO3/EsaID9/65n+a81d+vRtV6ZhS3Vajb\n1Jxje9NvmsoKbg5StXkcrvYGH+0ivHwo8CVX15fkQQDCj6hZRsoVs7eIPl0qB+1BOIxfCzO3GqTC\nNRqFVm9bwdvSeXD9gpYrPqKVBsI9PJPHjkgLS4WYSAPp36pYxnMEr3ImdPzcAY1Goc23LkzpGcSw\ntvKQO30bBr0lXbjPE+fvwpr9cPCKBMjW5vDHl8I7/GKtLG/8gS0rp1pw/6aOGeNCOHULPu8KllYa\nxu4WS6FLpxIZ/8FDKnlAnSbmOLgYERgGK76CGiPB/rcg/lcLRnR6Ou/DOOWXvfU4dG1kWF7FU0Rs\np7wnfEt3BynpD1/vipW1hs3ve7NgB4zrCk3zSfz550MidP3VzxCa0rR4+o6M42VDaRd56L6suOkv\nlnkL/i6R4TZGRgrL/namRWl/OvW1omrt3EcoNy4moW/aNP3zmBhRtVcVbmy9hfGbBsKmYmwMOi1Y\n2ELIXVmosQN8gTHAp0AVQAGbfqA7Ddp41LJtKNbYHPvZnwHgut+dB+eCKNv6lTTndSppxP0bSbTs\nYsXJAwk0bp3zTKRTdyf+/DbkieXFLOWvCC8nCnyG7mXEqA7iXFD3Y+lgBOlsbFcX6r1hnu4+R0Z4\nM6BxIBPfFZ4bQIMKEgjmxQDbq5wJNy9lrw3fxEShyweSvXu1oRk+IVIurzxM1vdI/777TFHeDVxs\nJbg0NoIBraDdN8I/K1MCSjvDwHHFuTcvkKQdIcw96saxMA/e2yiBnKqq3LiopUINE1bsdWbZGXfs\nHIzwKGNMQpIce9YH8OunsO5jqF8he+OKTZCgqNds2HAwa1cUWytoWgU+mAffpuPf6+YoWod/npbZ\nvldZY4IDdczaAhfnw4TumfM1s4v7QSKjMqg1eIfI++hQD+qWzXrfwghjI6FQvIyIjoPWX8tkouZr\nmQdp5hYapq91ZHinkDzdn2Kj9ZjZZHyuxhNfJyYohuSwyP+WmVQrB/dOSiPE+e2gjwHHCWD0I+AJ\nTAA6g1ExCBoN0SEwZBM2re3QWD8STSmk+0ONq1CT0KBk1s2P+k9oPKeo38yMs3fgaub9Z0V4yVCg\nA7q7D15cztXThJkJbPgE1o2B0ctFgHXWFmgz3TDrjYowZM3uXk9i3Fo4NjOtdl2z6nK/6fPGA2Ki\ncmdJU62uKTcvJeV4fyMjha4NYdwakWUxMZZ/nzfcHcRSza2fC2v/dWH+DglCrvrAqGXgUByCA5L5\nbLU0mTRw8GfnEN//9t890IcedQP5vo0vDZpbYO8k5WxFUXBPKZN83Bma18j+mH47Al2myve9al8H\npm0WSZnkTOQvZvSVbOKMX53EFzMDB4lzd6H2K5LNPfNvIq72+ZMlnbMVmo2H0h/CugOwaKd8b/1X\nwrYJORO3LkLBR5JOMnOVPaDJQq9s7dOopQW1XjdjXJ+0tcX0ZIAyQrW6Zpju35PhegtbC4yMNZS7\n8/d/yyw7tcDs3o/gVAaqtgaXMWDdFtx/heLVwaIxmNUEq7bQqj04lYZStUk8fRmTauX/O87D6w+x\nK/tkY4eFvQXREXrcShvj4Jw7uouNnREd68OOdETez92RvyK8fCjQt1V7a3j1JW7Trugu/MFDV6QZ\nolwKJ8XvXhL17Xz/u/GtHRjAyPYGEnoqrMyhsifUf9OCWZ/ljq+iKArdB1kzb0LOTUTfnl+SPefh\n9cpieH/uLtx7AJ2+lVLh84BWJxnQfZODuHhSi14v13nuGU/+vuvGiB2eOJYwwkgDq0fBp13SujMk\n6+W6picz06MJvP45ePSTzFV2cOgyfLwCKnax4bM/3Onc15oVlzy4FQBfb8h4P4cU+a7NX4bQc6wN\nH/1kyOamIkELP+2GNlNlIrBlUihXfaHn7OyNLTN8vAKOXhehY60O1o6BhM0vF0UiI8za8rxH8OzR\nc5ZQKz77wz1H+01f48jFk1qWz4jk7nUtTVz9eNXSF602e1m75p0sOLQzc/Vya9diBF0w/CAtu7ZC\nHxGNvfot9FwAAVdB1wR0geA8DTx3gutqqG0NR1fDoI0QeB3tqctYvPU6APq4eLwP+FD6zVJPnC8x\nWksxGw2BPnkTJHylpwOH0+G5lncrPDaYRcgZCnRAZ2v9pKTEy4av3oXJG0Wioqm9Dx2rBzCso3Ar\nLp7UMvOTcPZfghHt0t+/pB0kJqi5bp8H6DbQmrCQZNYtiELNqhb4CMpXNeVoqDt9N0mzRlQcrD8I\n207CKxlTbJ4afjkETu9LJi5RBw1amGNlBn2/c0BRFMKCk3nLxYeupXzQ6qQR4t3GsPEwrJkXxcPg\nZFou8aRuOaj1ypPH77Tai6PhHjSoAHsvZG9MxkYiFlr6fiRGKSVQK2sN3+xxY+2BjM3evZyldHrD\nH1y9jKnbyoL/TYJL96UTLioOfj8GVT2hRn0pSd1JcSp7PPDLDb4fIPzDi/clW/jeG3k/ZmHBoLee\n9wieLc7cFkvC6cc8cSqRs4yUiYnCplMl+HlRNKPeCcXICEp4GGW7C9/BxYio8MwzeiVruRBy2ZAF\nVExMcNowi4hxc8H/Enx2EN4YDA5rIKQe3HOGuK5gZgUTz0AxJ0y3voPt18PQFBO+crU14/Fo5I6l\n45OEtkNf/0upCiJllNrxnhs0aGHO0Wvw8DG7PytzaYwqwsuHAt8U8bKjvJvIZgSEwS//wq//JjGw\nNaz0h35vBpGsh8PTMta/uhkAnVqYMfvTCN7ub429kxHFbHIW3CmKwtRVjkweFkbPRkG8O8Sa/3Wz\nwtQs65uunYPc4K/7SSasiicERYgA8tPGN7/AvD9Ep8/eWjTRfvjThVcqm2BVTMHCUsOpeM//5Aym\n9XjAtN6iLXf4qmQdImIhJBKmjgpn5aRwfrnkxpzTGZeULK00VP/Ann/WhDGgVdZjbFgJ/pgAC3bA\nN6X9WDIEqk33wrmkMStPu9Grpj82VtK5+qhIsy5ZHqJ6PdRtakaN18xYPyielhMlmPN0kn3MUvzP\nk5NVAsJk+eZxubuecQlw+Bo4FYfZWyEhCTwcC5/bQ17xMpHWk3TS1fz9ALIdhD2O4rZG7Lrpxva1\nMXi8YszYdyX4unNdi5mZgntpkwz3tbXXYGauEH43HLsy6evaOddw4ca2W8T9eQDLtm8AYFLpFRzX\nzyT0vY7YjB9IeN3J0OC9J3e+cxyTre9h2rgO1kN7AlB74zh2T/qXnn/3SPd87w6x5tjeBMJDckdz\nSUUJd2M6vSZ0hi/fzdOhipDPUBRlJDAg5eUyVVXnpSwfAQwDkoA/VVX9XFEUY2AZUAswAtaqqjot\nV+fNLKOiKIqqZpABeN64Eyh6Ox1fy3rblwk3/CRjt/+ilANHtMtYIDZBC1bd4ES4B9vWxvLt8DBK\nlTfmt9MlM+1WzQzBATp+WRLDnt/jWLnPBUeXrGfkNy9rGd4sEO/lz9Y5osyH8O44O0ICk6nxmhm2\nDhrqNE6fsa6qKnUsfHiwWh7ItUdDvR42NG5tTnycyphOwTStCo0rQ/uVmXOE1i+MJnBbGMtG5Gy8\nx6+Lf+zfwYbj37qi5fP/BVLOFYb8TwSbZ/wOu89D/fIwcbsrpcrJA2/191EUs9XQsIU5Gz/0Z8lf\nsHCbE292sOTSqUS61XtA9EYJWHOD1l9JqdnVXs59+jacnZv/AsVFKDiY/AucvAkzTxomRnlBM08/\nIh4ms/5wCd6u9YDP59jRZ3TmpM8JAx7i+Yox1uOGprv+/MoLnFt2nrCbYVivnotFG0N3VtJtb8IG\nfY3uvj9WPdsSGfomJERhU+o8CQdPoRlUOeYAACAASURBVLt5H7sZY7Hs0RZFUdD5BBDVoCPvbOmK\nWz3XdM93fM4JnO+fYNhE2zxJRgFcPp3IJ20fcG9Z2uX/XhEucJ2nIIuUX1A6gKqqz9U3RVEUlUq5\nz5JyTXniPSiKUgXYANQFdMAuYAjgAYwH2qiqqlMUxVFV1VBFUXoA7VVV7akoigVwFWiqqmqOW14K\nbMnVw1GslYqQFhXcYf3Hou21Zr8o8mcEc1Po1RQ+a+xLdITwOfqMLs6Yd0Nz3Vnm7GrMR5NtqdPE\nDN+7ugy30yaqbOjhzel/Ezh/NJEmz9AGbMcpmLoJqnvB7LHhxB+P4pu+IejTobQsmxHJ3q1xVDfx\nIS4Rdp6R5dW8IPJQJNs+D8K9tDFD/yfK99nRgIqL0WOecVIhQzyMfrKUUq6KKRtuedKwIkzbDBPW\nSZbzXLwnK655/RfMAfQeWQy/uzruXk/io52e7Pd1480Oki4yScme5KUDc8FAKf1v/kysx6qXKgrm\n0sOsLZI5Ley46S+Z5ZEbXfMlmAPoPaoYCXHQo4HwA94fmbXXa+9RxVjzfRTx4enfDC0dLTAyNaL7\nH92I6TuGhP0n/ltnUtYLl30rcVw3HVWvYhmyDCt1B6o2ieIfvYfb7b+x6tkORVHQXrxBZP0O1B9T\nP8NgDsDoxDEq1jDNMJiLjc7+l6NyLVOCIqTzvc9cqDtamuTqlTcIjBfhmaMScFxV1URVVZOBQ0AX\nJKibpqqqDkBV1dQ6vwpYKYpiBFgCiUDUk4fNGgU2oDM1AYsiAcUM4e4o/Lp3poM2E1WRRYOhWTX4\neYa07WuMoFR5Y/7+LS5P53d0MSIkMGPS746fY9n4Lwx5K4hyVU344xQEPITbAWIiH5W302eKEzdE\ns691bXiwRuRDFg2Bab2D+LCKN3sGGaTWew4rxv3VIf/5uY5YKv92bQQbDsGe8zC2RQDtFrmz6VQJ\nmi3K+i5av5k5B6/kfNzzd0DLYU+WjUzNFDqs8mLxRS+WX/NiwBavdMtbiqLw0WRbwkP0rFsQTQl3\nA+PiYVAyNUrnLagu5yaSOA1EhovVL6HOXHYwtE3B8DDOC4LCofN3MKYjeJTJxewlA8z5XJqvylU1\nwcQUdm3M2he1fFVTmnWwJGzq8nTXWzpboY3W4v6aG2//2pnobkNIun43zTZmDV7FbsoonH6bh+Oq\nqdhNGYVlpxYo5vIQSth/gqiWPWk1ryUNPq6f6XhuXtRSIwPZliB/HXWK+/Lb8miSkrKeVGs0CrP7\nSSPTmv2i73jxvlApip6Pzw2XgSaKotgpimIJtEGyc+VSlh9XFGW/oih1Urb/DYgDAoH7wCxVVXPe\nZUgBDehUNWsdriJIObpDfRjwQ8bXy9pCNMfa1hXJjsWTIylV3iRLInFWqPuGOUf+zjg9aG2jwSdE\n7MdqNjCj9itQaRiUGyxaa3Y94fPVwsuaugmGLRFbsfzA1z0k2OjSAOxSmmqaVYNrvsKNW3fAsK2l\nlQbP9xzxDpF9Fg2W5am2WHP6Q/u6MLieH7Exelo4+TCqljexMRlfv4R4Ncdq7snJULM0aA/kXT2/\nbQ8rHFyMOP6P4fPRJqq5yho+jv2XIDwGdk8qkibJCJZmhTugi0uEgQulgtJpdf6midYflm4pG3sj\nfj9XkpmfZO+5N/gLG35fEYNe9+Tvsrh7MRIi5Qdd6g0v3pzWjOgW7+L51YcknrqEmkE6VVVV4nce\nxOitNsT2Gk6n9R2p0q1ypuNI1iYT5J+Ms2v62TnvW1LV+HJAGNVNfRjwVhALJ0ekkaF6HK/N9qBW\nGXgnRUA8OCJ1fEXPyXxH7AEI+drwlw5UVb0OTAf2AjuB80jp1QSwVVX1NUSd+teUXeqnrC8BlAHG\nKopSKjfDK5AcunsPRKqjT/PnPZKCgTHLxSJtyvvSNfk4ouNEbqP6R/DxYkeq1jVjRKdgNp8tmetS\nSXKySo8GDxj6lQ1lK5tgbaPB1t5wclVVOXUokdIVTHAqYURigsrD4GSun9fiuyaEN2e4MrZ5ALcD\n5QHRZ3Qx9qyOZkZf6PVG7q5DVvhslfDPpq52oFNvQ/v07ataRjYP5M5Sw7YBD+G7TeJLWswCmo6T\nEnaDiuI20awatF6WPpcuLlZPq5K+XJgvor4gWdS9F6RM4mUQrUevF3mSeX9I1vKNqrDwgicaTd4i\nAm2iyopZUQz+Qmq4R/bEs/7jYP6Zkv1jqCp0mgK/fCLZgMQksH5HHChexPtGEZ4Nqg4XiaSv93ti\nZv50I9fW5f2Z95sjFapnPUPqWieQCp+2eSLoUlWVua7zGRM48r9l/if8ufbbdW7uuE1CWDzuDd2x\ne8UOVJVrdq9R+t5BvA/6oDFWaDyxMRU7lcfEMusZ0cW1lwhatYeV+1zSXR8VoSfIX4dXORN+XhjN\n8hlRhD6QSsesnx1p867lE/fkW1cS6VD1AWOn26Aei2TdAak87DwtVpAvKo/uheHQsT8PR2iW5XtQ\nFGUKYjPSASm5HkpZfgt4DZgEHFNVdX3K8uXALlVVf8vpaLLscg2Llhu3w3O2ZHoUpUukfegVIXPM\n+kBslxp+Kt1mDSsZ1l3xkRtwvxZCqt80MZRWVzzzPLMzMlKY+bMja+dFs2VlLL53kuj6YTF6DhXO\ni6Io1GtqIGyZmSu4ehrj6mkMHbzwuZPE/WCoVQbO3YM9q6OZvMGZ4V2CqVNWuIL5jel9wb4YTB/2\nkMq1TImN0pOcDNXrmxEWLWUkl5SKp6sD/JCSrUtOhtsPYGAr+PsclC0pciGtMziP310dKiI3kBrQ\nDV4Ex28KB+3yD4Zt/zoLm4/Cz6dduXdDy4jOoWxYFE2v4Xn7Qfrd01HC3RBgaxPUHJdoFAW2nwTn\n9+GnEXDsmgRz0/vkaWiFHld8RCS6fb3nPZL8x74LcD8Yfr7lmeuu1pygY28rFk2OZN5vWT8Qvlhg\nz7AO29EYa6jUpeJ/y9VkldgHseh1ejTGklZ2q++GW303WsxsTvi9CAJPBxJxPxJFgXL3DmNe0oru\n27viUN7hv30yg6pXubfvPsc+38nM9RmLxBW31VDcVvRE+44uTt/RxUlKUpn1aThje4aycJIxO6+7\npdmnXBUzjoa6Y2ysYPqRDUvtffAOhta1XsxM8JnbT5dS8yJAURQnVVVDFEXxBDoDDRCuXHPgkKIo\n5QFTVVUfKoriA7wJrFcUxQoJ8ubm5rxZBnRanWhXtUxpQIiJl5LB8y6nPO/zFyRoNPDNe/BBC3EY\n6POmwTHCxVZsmSq4yb8//i36daUrmnD1rJYqefBR9CprwoQFYlypTVTp11L4cnWbZM28t7CSD3jp\ncKjkAUMXw7yBwTjbQpvJcGLW0/F9/ext2HJMOGVmFgpXz2mpXt8MTyeRhnF5jMIWFA6TfgEXG3h7\njSfFBvnwzyXo+WPGpOgDXwZiZQbVShmW3QyA4T84Mb5nCMER4Gwry5f8Be9/48ArlUwoVd6Yn4aD\nWyu5fht6eHM7EEZu9ciVjmB8nCFqj4tVsUzfKz1TTOgmxPceM6VRCWBkh5wf52VCRTco9wxkeZ41\nYuLhvTmwYIfzMwnmQDL3rcoEcOZIArUbZX5febWBGUt3OTO80zZqhB9A219mZD6HxeklKT4Js2JP\n3u/sSttiV9o212MMvhLC5ubLsbbR8O1yhwztGTOCiYnCuLn2tHnXindfe0BSkoqJSdrrmyr/BJLl\nP37jxUl6BIaJIkVqDFHB7aWwv9usKIo9Ik8yVFXVSEVRVgArFEW5hDQ+9E7ZdiGwUlGUyymvl6uq\nevnJQ2aNLJ8CJewMHwTIg+fAJcPrZ92tpapSIixCzlGmBPz2uZDrUzNwjsVhyVAY3VEC9aZV4NZl\nLZ5ljQkOyJuS+aMwNVOY84sj3wwLy1YHbdD3fkTFGXxe5/SHr3pI59zdB5nbXuUVKnD3WhIjWgex\nf1E4nzXwwe9hWm28mHgZR+epYg02bbcrJiYKbVd4MfuUF6XLS/klJkrP0b1puYRNJ5ckXgvbDc10\nfNoFJr4XQmSsZPlAvueX7kPFmhJpGRkpvL7Ai9LlTbl6TsvkXySjN6Nt9pXzU1GmoglBfoYuZK+y\nxly4n3POzeReolvXsb7IJNQvb9C2K0L6MDKSpq7Chq83wJvVoUHzXOre5AKWVkb8sM2ZYR1CWDs/\nKkuh3qp1zFj5jwuLJkdismwJADe23qDuiNrpBnN5haqq3J24nt6jirPrhhuNW+f92jz6u00PTaqI\nZBDIvelp3ivTQ4IWjl03vDYzgdqP2DpaW7yYmcP8hKqqTVRVraqq6quqqh5IWZakqur7qqpWU1W1\njqqqB1OWx6qq2i1l+6qqqs7J7XlzPK2v9Qq8+YgP5bYTcOFebk+fcwRFyDmLkDvYWYs7wL8ZdFnW\nKw/nV4RRq5E5Jw8k5Ou5nV2NKVvFBJ/bmd+Q9HqV4T8KsX7reFlmbgpvNxQP1BHtnsyU5RcSk0Q3\na+mEcN5tDH99DaVdYO1ogzizXg91xkCFwVDJHT7b64lX2fSf0FfPJjK0TTC3r2r/W1ahuikL95Rg\n6BLJBgK8VUscFUCEWN/6Coq/Cw8ioEL1J4+97eNAvuwOS4eJP2wNMx829pTuXL97SdmSPlAe4eFV\nqS3yB0E57K1SFPlMPuks+564mbP9i1A4sOecCJsP2/QUuBBZoOZrZmw4WoJ/tsfRxNWPZh5+jO8X\nmuH2pcubsGKvC3M+jyD8bjg3tt6k/qj8r3/7n/Dn72ZzCA7Q0WNoWnkVvV7lyplEtq6OIfxh9iKu\nuJRGq8zUA0ACqNRf9sHLQv94mlBVUSdIhVYnepipsC8mf0V4+shz4bJzA6hR2vD6x7+EMP60UMIO\n3mv29I7/MmBwSmk1PfRtLg0n5pZw52oSiQkq925konuSQzi7GnE4k+5XkJKvmYlkhh8Xjt77Dcwf\nmG/DeQJmJrBwMHzZHdzswcZKJE3a1DFss+uMZDPPJXryyR6vTBsUajYwJzEJju8zvOeHwcm4uBlR\n2QOOXJMbovP78O2v8tnM2+xE+U7SrOBmD3sGib6kqqpcOpXIuaMJdKwPUzZJufPELFg3RiZWt65o\naV8xgHfK+RLom3ngbGwMAT6yjaIolHeVTt/cYNQy0eYrQvYwddPzHkH+IeAh9JojmX57p+cjPFi6\nggkr95bgSJAHf1535fBf8dy5rs1w+1LlTBj+tQ2bmy1FG5OUoYtEbmH04xJWNVqN/30d/+tuhaW1\n4R6hTVTpUC2QD1sHM67vQ07uz3riHB2pp1+LYODJqli7KgEMaR/8X5be8n8O+IfJujZ1xK87vxEd\nJ240qeM5cdOQ3S9umTYjV4Rnh3xnog1qndaA+7tfJetRhBcH9SsIpyG9VLyVObxWAc4dTsSttDHv\nN3lAm4oBefIcTIW/t46Df8YzdVR4pm34ZSubEB6T1vT+WWJoGxjeDsZ0Sn+930MJXoyNFW5e0hIa\nlPGM2dRM4ZcTLrhcimBac2/WdvOm/St+tC/nj1YnJUtFge6vS/l7+0nY8nUIDVta4OEIeyZLh2uP\nMt70fMWHz9o/4Jt3g/jxb5ExMdIYxlTSHsJD9dQsDcPaQHMvf/YP8c5wbB9+bsPyGVEkJshnW6cs\nXM6xNrnAN7RIyDQnGN3xeY8g/7ByH3SoB2UnvxgRvaWVhm+WOfB+4yBuXck4qOs1vDgjv7UlISye\n8MkLub3rDhHekbk6Z0JkAg+/Wsi1369z5sezzJsQwasNzfhqsQPXz2vZtsagl6fTqVStY0rrbpZs\nu1iSt7paZXn8YjYa1h6Sztgju9MGgO17WXFgRzzj+oSiqirmlsp/skr5hfhEKaWmYuNhWQZCIej1\nRuEvoxYEPFPZEm2SqKSP75a7/VUV/ELBwyn/xvSyous0mNYbyqbD3Z+xGTYdgZpvF2fZ9CjqNDFj\n7cESeTpfWEgyH7YO5qvF9iTrVKrUMcuUOD2lmTdVvaRJAWDFHhHO/ClFEuF54vXPoNs3jrR624rk\nZBUjo4zfR1ysHjNzhVrmPkzoBveCYFJP4RttPAw2ltCuLgxpDSOXiRuEkQacalhQXhvPoiHSDXv6\ntnz/36gm0jPfbJRjrfhIbqz/XIIhi6Q0HRYDERug7/fCsWtQERr/kP7D1udOEgf/jOf9j4rzSw9v\nkvXSQJNTtJ0EelW6coskS14e3AmEWqPhl7OulK7wYhEDj+yO57Peoey+44qlVcaZw9ccfXizvSXB\nAclcPaulVHkTGq7+APuy9hnuo0vQYbpqGScPJKBp3pSb8/dSpqIJoUHJuHoZ076XZOV+XxnDoPE2\njHw7hNm/OFGmYt6u0eXTEkVVrZOW77dzYywfvxtKn9HF8CpnQuDWMJYOl3WBYeIwk55kVYbvL1kC\nuFQbwA0H5d5TMuNLkmO8LLIlzxJZdrnmJ0xN0gZzQeGw+ZhkRLKDiFjxiiwK6PIOC1MxT08PIzvA\nzC2QdDABM3Mlz8GcqqqM7RnKqCm2VK+XPeKxs01agv66AyJYO+03WP5RnoaTZ9wNAmc3+emkF8yd\nG+uN5p0SRIXrGfi/YH4+WgIPR2hRU/iL49dKieJQqAchgckc+zKATlPB/6HcSBtWhH3b4jGpJcdz\nKC4cu0cxqafh/1Hx8NsRODMX/jcJPFN+H7pkWH9QAscNg7WUr/pkG6vnKyYE+cegqir6xvaE/BGW\nq2vSvIacByAiBmytM9++CIUDf5yE5tV54YI5gEatLOj4vhVD2oWwen/697CzRxKIi1bZsiqWa6oX\nyckqGxZFs6jBUuq9YY5VMQXfuzp87+iwtFYw+n975xkeRdmF4Xt203sjhSSE3lF6b0pHutKLwCdV\nEZEiKIpIFUWx0AQRRERQEFA60kQBBeklBoSEQEgnpCe7O9+PN2GzkJ5Nshvmvq5cyczOzsxuppx5\nz3OeYyERcU9LWopM0+dsaN7BhnP7jzF+tjPdBhh6xAVeTCM9TZxjH270YMawKDYc8Sp0n2x4MpDL\npPtAe1zcVfyvUwR+lSzoUkX/2pUQqOIt7L4ySUiGcSuExKNNHZE2TUjR64T3/QPVy0P1DIeUwfr2\ntgomTIkGdI/j5WoYzF0PhXM3cz54XB2EMF6h6NyPBbccbrrWltCgMgRGaTmX5F/kbSUlyKSlyAWq\n8KrpJ+xA7KyFb9GRS6IN17rl8Xw0qmREtgu2wjvZjCZP6QVH3r9P/X1PjnrpdDJDlkLNLffp/qqw\nOjj2wX1e7yn0bjaWEPkQvj7vh529ioCqKphXntsR94hPht1nhIbP2S7/rXt83aFHY3F+/L1Un4bt\n1UxcmKPjEaW7OVCtriW3/9VQpZYlWxbmb5uP80onMfoOIoh89YXCredpYcFWeLu/eaepNh+DRT/B\nJ79mb5JrCkxb4krb8qHUswpm5JuOTF0shph0OpmV8+L47st40tNg0ARxMVSrJYZNcqJ9D1sunEoj\nMUFH98H2BFS1IC5Wh6wD34oWWFlLjwKzkVOy3/bhXUm07CT8OarXs2LsLCdefi6cuV+5Uaeh8Stq\nW3a0ZeNxL4a3DefrWzCtn7iOdqz/5LJXQkSLxerlRUD3xzXxkJ9pQtyjidF3T6EEMCk3t5p+hsHc\nyeuw72zp7U9ZplkN+O2i+FuWRTeJTu9CUEa10ojnICVSy5WzOWtQ8otWCxYFfIBv82UAi7Z7MW+L\nSLVO6gG718cDwsrE2BqR7JjeN/v5besIrdvNa08OcapUEv4eYv9s7SU6N4CtJ6DiJG92/QXbT8Hb\ne/xwdhX5j6REHeNb3aOKtxiVnNgdgiNg6Q7hEZgf/rsPgz6GHvPA0kLv0WhvLarST8X4Ub1eziZz\nTdrZcPK3FNy9VCSmFM6KyMlepFwB1h0q+PufNnI6tswFnQ5mbICPd3nRqLXpmopJkoROB26eatZ+\nGM/pI8ns2JBA95r3+OePVJq2E4HV+NnOBu/zq2TJC4PtGTDGkVadbPGrZEmdhtbUbWyNq4c6X6Ns\nB7cl0bGP3aPpzi/aM3e1G6vmF06nlx9qN9Sf51lbGALEZWl7G59Ro9Uro7i3TR3T7SihkH9MKqB7\nnBY1RQN1EEHHij2isbpC0dHpxCgQiE4EB8+Lk7rb+zDjG5jyNUTEwUfTY3kQUzQjI51ORpWLziwn\nmrS14YeLvuy85IOVBUzuCW/0EvYYroPFiG5xkpNXWLMawmJkQtt7xMU++d1ExEFIJFSsYUFKmgjM\nTh9JxctF2AmkJOuHy37dlMgzFeHdQbByovDbu3Ablu8Rnnv5IdOC5rcLhvNr+ML5W/DHtFBu/Zuz\nlUn5ChaE/qfBv4oFOrnw36udtUi//XOzcO9/mrCyNO/RuSOXwMEGGrcx/Q7wPv4W1HjGEp8KauaM\nj2HvlkQmvuvMmn2eHNiWTJuuNniVN26y6kGMFmd3NV9/ZFjZVbuhFSE3NEYpMssOWSdsljZPN3xo\nOHxRjNZn0rE+aHdAgypPrkPBfDHpgC4riSniQG1WQz/v+2MQWMw39bKITidO8Pb1xPT63+DlhR4M\n2BTAjH7wy9+iwnR8Vwi9mMob/SOLtD1LK4nYSC06nf4ilpYmc/1C3qN/vgEWVK9rhXtvd26Fw6ev\nQN/mwuto5DJ4/as8V1EsDH8O+rWAhV1DebywaO4Q0Y0jIU5GJ4sRN/n3WPq1gNdegC1jRaQWE6ll\nxVsxzHzJcN2zB8CtNflvbzasPQSuhLvfGM6vWh6OLhC60wlt7tHY6Q79KgSzaWAw4XeFXUlamsw/\nf6RQzkfFhPp3iEuEn09Beu6OJ9nSupY+TXwzrODvVzAPZBmmrhMFS4Xt9VySbDjqSb0m1iz8xp19\ngb6s3uNFr+EOrFksRsq++Nn4ouyhre5z6rcUWnexIT3d8Prg6Kwi5GYhTrA8iLgndH6JKfBMAGz5\nXf+apVpkFrKidFsqe5jNv9TBFro1Mpw3pJ3hTW/VXlHRk0lJO2SbA1otqPsIe5JMAezlEKjVQAzV\nt10ewND33XCyE0UI5d3I0wg4L+wdVLTsbMuSabGcO5nKz+sTeNY6hFc6h+d7HZKkL5J4pbNoa5OQ\nDOf/K9Ku5cjpQDhwLvdlFgwXBRJbhxp6ffReH8DM3wKo18SakEhh5VNrkhcbDsPVO3DovCgUOfdn\nKnUDxEh0VlQqqFgAWZJaLcTLWe2CMqldAX6YDrfXQtp2WPOq0PCNbHiXHd8mMKJmCEuGhxOy8wGd\n6sNnY+D5ejB5DUQU0GT4o1Gi5RDA2gMFe+/TxtkbsPvv0t6LwrHuoBhpbvSRefjU2DuomTTXhebP\n6zW8qSkyy96JY/WecljbGP82uOIXTzr0tmXJ1FiesQoh5KaQZ3z+Xhy1G1pRsVrRRwSvnU8jLVVc\nFGVZ5ujuZEJvaVCpxHk/Nksz6TZ1jFuhqmCalGpRhLEZ381w+tNdYpQps/Q6NkEIx59mjmek5/pk\nGPY+SBApzIrV9YfCC4Ptid4Vw7IM+wlPX3EBtLYp/NP4m4tc2LI6gZ/WxLP9m0Q8vNV8fdAzT9uP\nTCrVtGT1VWHR0b0xuDuKqqzmNfJ8a6FoUi3vNlj2NvDbPKgxAZI/fUjv4fa4eui9AXwrWrA/Ql84\nsfqoD+vHhXHzPmg0UL2eJf/cFDYx6Vro30pfVVYcWFpAq9ri55Md8MvH0UzuKcykHx9oqeUPK/dC\nchq42MPojnlXrnq5Qru6oqXZd0dh0cvF9lHMngaVS3sPCs+yX2D6Bq8n+omaC1+8/wArS9h5yZvq\ndYsnZRxQ1ZIvd3iSlKjjzPFUJvWNpHItS9QW0GeEPW8OjKLHUHue72Wb71HOv46lULW25SPz5tgo\nLSB0IZIkMWCMIz+PCOb5Z4rlIymYAWYzQnfiasHfM62vPpjT6WDjEf1NOl3zdKZrZ30r/IgGtRHT\nP/wOXRoY2m/Y2qkYtzOAt/uLaR9/NVfOFq0KQa2WGDLRkZmfuuHsqqKct4qpg6LyLRB+tpk1japC\n/TdEm5klI4UFyND2RdqtHFGpxMhXXni6wPrJsPydWHaOz/2AqlXfig9PB3AxrQKWlhL+lS15+Xk4\nGSgqUVvMEFY+JcGbfeDIAhjVMXstl4sDzOovjI8HthEVx3vOGJqLZsdXE0V6J7QYu8WUBVQq80x5\nybIowqlez/RsSvIiPk7LzBFRnDuRQsUalsUWzGXFzl5F2262zFnphpU1XPsnjd2bkwgOSue1PpGs\nzOX69/u+ZIMuPR5eahyc9QdNy462WFkbnrx/Xjd8yF2xR9/R4eR1JWtV1jGLS0pKWuEq77KiUsHr\nPfU3L63OsMddTHzZL7hISxf+Z/4ewmgyNcPoeUQOrdQeZFZF3U8zWl9XR2cVR0J9+fGMD1/t9eSP\nAyloNPkTCL9z0J/m1YVHXodnRVP4rG3nSovezWH5ONESLCYy7ytm1pGNcTsDWHQygH6r/dDpQFPE\n47w48HWHpaOFrcGS7fDeJpjzvfhZe0BY4GTi5gRjOotlk0ugElmhZPn1L2Fe7exq+reOU4eT2fWd\n8FjcvPIhTV1C2bkxkS93lstXdwZj0rCVDR362OPlZ8GclW40amPD6OlOHNud/KjTzLE9yVz6W3/S\n1GtqZZA5qVzTMlcz9pCb6ZwKhGbV9fNeXQVVxoqqe0u18KxUKLuYRcrVxgra1jX+Ons100/bWhk2\nFL5xT7Qzeq4MDV9/slP8zkw7n/9PpA1rL8q+i0D/1b6s8L9LYipsWZ1A8+dtuXtbQ/dBdkUSQ9va\niZuBj78FnV+y45XO4Sz+1gNvv9wPR1s7FWN/8KN7pVAaVBZBXXF1jfjgB3hvUP6XH/6c6IM6/JlQ\nfg6ukOuFNztOzwqlV1PwdhEO6vUrwcF5oh2YKaBSiXPh8fPhZpiwZQmJFCJ5dYb+z8lWb2OikD0F\nPcZMga/2Q9sX7U2+GOLbzx6iUsssmPSA8FAtPYbZ41ZOXeKBXFY697MjKV7H0NbhrN7jyX/X00lP\nk/nlu0RGTXWidRcbg0yJi1veu52diwAAFOZJREFUKYLEeB39m4TRuost0X/EM60vNM0S0F36AupN\ngnHLYeObxfGpFEwJ03/MKiFsrQ1LuCt6CV+8TM4EmbcnXlIqfLhNBK3ujiKFfSNMaKVywtvPgkZV\nhZdZUrSWBa9HM21IFN99EW+0/Ro5xYnX5rowoUcEp/PRpNrdU83ycbD9JNR9DcZ+abRdMeCd/gVb\nXpKEZsxSDUGXCubdFxGmYdFPor+nWi36sJ6/ZR4jxlV8xMj3uwPhy90wbR0MaisKNOxM39GiVCno\nMVba3I2GX89AzWdz9jQ0BSLCNCx6I5b4BzLjZzvTc7g9Pn4WpRLMZa3sv/JPKg7OKkZPd+KrRXE0\nbWfD+HecObAtCci+60xepKXKeJZXs/HzePacFZ07/rymf71uAOydIzSti38q6qdRMHXMIqD7tRSq\nwSzUhlVBjathIDY9ftnQ9ysvAX1pY2cN22YKu49JPeC11aKKMeph7u/78JAv+8+Jm8+tS+nYO8KO\nDYm5v6mANG5jw5r9Xnw0PZYdGxLy9Ghq/EkAn58LYMPv3qw5IEY6jP3950c/l5VzN6HcMFF4E3Ev\n/0KV1BSZZf3uMqw91M8Qyi8bI2xLujcu2D6UJs72wq5l3WTwdhXzTHwQp9Qp6DFW2mQG6A1ammak\nrtHI1JKC2bIqnlHTHBkz05nJ81zw9i2ZRFRaqkzwDb3m7VZgOnu3JD2artPQmo597Og2wI6rZ9P4\n42AyDs4qNOmFv3i5eqhZf9ib3dd8ANHx4fEK866N4KtXhX564xFFR1eWMfmATqMFXxMpt85qNNu2\nrkj5ZXLgnBCdZhIcUTLdDApCpu+cJMHGKbDhsNARnnkzOMf3+AZY0KWBSD+npMPsL93oMcT4T7oe\nXmrWHvDk4PYk+jUI4/je3MUeyUk63u5zHxBarl2njbs/uQWIsgzHLhs6r5+4Jnqoju0CLTrmzzn/\nXoiGOe1D0Opg0Qj9fAu1GCE214Doxj1hd6OQO6b+EPg4hy8Kq6NqdU2zIEKthjX7PJnwrgszPnLD\nwqJ4T6DEeB17tugvAg8f6AgP1UdLlWqIbhOPo1JJvD7PhffGRDOgSRitC9ASMSc+HxrGmM4g7xIP\nVY/jntEqcdMxuHjb/I49hfxh8gGdhdo83Ky7NDT0E4uMEymKTPacMRSPlwYqlQjqZm6APWdFADLp\nBXhjrfA0yg5ZlrkdIdJpDjbQ7gU7Rk0tHmGXi5uau7c1/HspnXHdIzi8KynHZR9E64h6CDdWw4nF\n+TfhzS8f/KD/++R1Yb6cyYmr0GE2NJoC72yEv/6FhpWFjmz+VpjR8s4TZsOPEx2h5aU6d6lWHr6f\nlv++rebAtpPC/Fkhd7IeY+ZAfLKwW8nUwJoakiTRuottsQVyKcm6R2bEAJbWEk3a6R/ePLzUNG2f\nv4e5Ju2s+emsDz+f92HyvHz2+MuFa3dgQOucX498KLw79/8DDadAk6mGnq0KZQPTPDPLAI2rGQr2\nm1UXvTUzWb3PMOArKX6eBUPbiaDuxDVhBOvtCp8Nz97aP/iGhr/+hYByMGCyE67uxZsn+nizB2o1\nvLXU9ZHZcXb4+Fvw/mBoPh16zodaE41rMpxVrP79MRj1GRzJ6H3rZCe0Y7M2eJKugZ7zhGdbixrQ\no7Foo7bj5RB2jQwm8n72+Q21BagkqOYjCnKMwanrsGW2cdZVWFLSxPfVP5ebi4LA3Aoi2tTW93ou\nqyQl6h7p3mRZZvncB4+mbWxVjJmp7/lqZSVRzrtw10NJknB1VxutuEQlCeeCnBjXVZiL63bCoXnC\n2PqtDU8ut/kYWPWDqV/DjyeErEjqJTISCqaPyQd03x0p7T0wDu5O4Kjv08y4rsIOIpNPdwr9VSZZ\n/zYmmf5i22aKbQRHipG6/+5nv3w5HzU1/YQ9SP3mxT+MVLW2FZPnu/AgWouPf+7al+5fB7B0pxed\nG4ggtc9C4+1H1uvs6I7i9/ubhXfhkYvi+1o/JYLIh7DqqA8enZz55z8hGndzgFX7ICgMhtQL5ZsX\ngxlTJ5jRtYI58msS90I0uLipWX/Kh68PgedwcQFNLKIzzIj3YdDF0vVX/Go/DG6r70KikDPmlFKP\nS4Sdp4Xsoixx/lQqiQl6r6Dt6xIedV+QJIlX57igUpn2Pyo+TkdIFPhl0ynmcSRJaKe3zxIWVo/T\npBpU8BCOCAOWwGe7xLX/8MWc13kmCGq/KgK/zB+lAKN0MOmATqcrvk4ApsaU3oZdLLb8rjdxlWVY\ns7/oXnxZ6dcS9s+Fy8GweqLQyP26+clih7RUmZh4UbVYELF/URg93YkLp9O4fCZvEWLT9jbM3O9P\nYqqwzDAGsmyoMWlQRWjCjl+BSV8JrziVBG/0Ei2Qlg0Lo2ErG2ITRKeHF19zIjQaJnQTWkVHW+je\nSKRuv3o9kv517zKyRjDLhoTxVj9Y94cPn+yEymPgh+N5m/fmRPOMzM3E2XDxVpG/hgKTlCoE2a+9\nUPLbNkdk2bjndHHiZCeO4QcJGARA5sbWNfGP+hiDkKFkTdEOm+SEja1J3xafYN+PiXRrKAYN8kPL\nWqLgKnDlk69VLQ9/LoGgVXD+M1g1UVzrcis8i0kQ6dtRHcS9ZExn8zmuyxpSblofSZJkeVcJ7o1C\ntsiyOGEye3WmZRgCvz1ATGu14mbqWIRRkdZvQajGgkkfuPDCIL2QNypcSxvvUJpVh3p9nZi62LUI\nnyT/rFoQR4WqFnQfmHcBxt/HUxjRLpwpvWFyTzHiuPBHcQMqjP7y3E0R4Gb1KTwTJDo6dK4v9Hqy\nLJ52dToIeEVUALaoIXQsK/fqK7PfGyiKaWr5w4uLxJNxfDK8vEwEejZWMHiaMzs+jyM+WYyaTu8L\nS0YVfL+TUsFjICTroLodBJawRmvZThHsTutbsts1V/68JtrXdW5Q2nuSP778FRb+BPvCCu6zWFL8\ndz0dRxfVo1Tojm8TaNjKmgpVTLOQwxh82jUYfw+YPdD4605JA99RQi4Uss54642JB/ehIMtyqR5I\nkiTJUJQ04HOl/hmyYl6PIk8pkmTYeN3KUh/MgUiDbDqmn45+CNv/LNg2BrWBus4adm1MZM2HcY9E\n/Wdnh1LJC66EwJ8Hkx91dTiwPYn1nz7MU/xfWNp0tWHzivh8jQbUbWzFyA4i6G06Fb4+ALO/g7c3\nFm7bDapAz6aG8xpXE3YvmcUXmekylQo+fFl4+m04DKFR8MVYkQIG+GAL7Dgl0qCWFtBvkQjm+rWA\nip4w6yU4vDaOkEgIXgufj4UeTQq333bW8N838EYAzBpTuHUUhU3HxNO5Qv5oUdN8gjkQBT8Lf/Q0\nqWDu0I4krp7TD2mnpcpYZtGk9hnhUKaDufC7GtYd0stCjM2CrSL4+szI15O87LIUCodJB3TLd5f2\nHpgH9jYwvpt+2sUemmVJVYdGiZRtJqnpYpQvK6M7iaDt5SmO3LmpYe7EGDQamQeJ0PFZEUQ2amPD\n0rdiefhAx6p5Dwi6lMbSmQ+QZZmNnz9kVMdwo32mOo2s6T/GgZfbh/PdFw9JSsw5sLO1U/HWoQDm\nHA9g7qZyjFku5v8VVPgLR0H0TUPaQfR38GZvaF0bxq2AC7dhxS/lcHfMSFuoRP/gqj6iUvBkoBjJ\nGtUB2tURXRYcbEXQWJSuKN6u8NIEuL+n8OsoDJeDRUs559Iz4jc7zElDB1DbH9JK2Iop/K6GkJv6\ni9XxvcmcO6nfiQ69bamdpXiq5rNW+eqwUBaQZZl3O9/F3dHwgT8/rNyTtx/dzTARxA9r/+QDbmGI\nfgibjorshalZepUVTDblKsvC+sOz6BXdCo9xJ1IYUA5qK6avhwqRf1KqGNXadtufVfMfEh+nY/AE\nRwY1vMfDJDga6sv+n5JYsygOdy81b7ZOZ/5WaN7XgbpNrJgzNoYz8f7YOxjvOeHsiRSGtQnHwgIq\n1bRk/WEv3MrlfME+92cKHwwMp5KX6K164TN4poD9XrVaEYAV9ob7179CUPzBENE5Yto3okOHDLw/\nGEZ2KNx688vcKfD+TTg8v+Ra1y3YKkYch7Yvme2VFbRa8zEY9h8Nn+zxpl4T4xVH6XQyKckydvbi\nmnHuzxQS42VadxHebLcC07G2lShfwSy6VJYoW9fEM2dsDGEb9Gbe+SX6oXjwz+nYe5gEzoNE4d6d\ndcZ5+Pg7SGRQAH58C/p/qKRcjY3JjtBJkhLMFRf+5fTBHED18mJk6cWWwivv72Op1HjGkuAgDXdv\na1ixz4spC53x8FYzYrITL77iwJDXHJm/VaRqf92QgH9lccG9e1uTw1YLR8NW1nQdYIdGA0kJOv7N\no62WjZ0KjVZU8V5bUfBgDmDBj4Xc2QyaVhf2MDPWQ3wHT6Z84cG4j9xpUBnulYBVzawlMNoXwrYU\n/7YyOXEV2hm53/LTwMIiHmslxfVQCH8A7l5Fiz6DrqTx2069v+TVf9K49Jf+nG7Q0uZRMAfCnFcJ\n5p5k9+ZE5oyN4etJBQ/mQBRQ5PYgcSVE/P57qfFGkhtVgZ9mQsRGeKmVcdZpqkiSNFmSpEsZP5Oz\nzJ8kSdL1jPmLs8yfJUlSkCRJ1yRJKrRwxWRH6BRKh6pj4eN9PtR81oqocC1ju0Uw8xMXfCta4ltR\nXFjPnUwlOCidRROi2ThF+BlJnpZs+t272ExH1y6JY+lbDzge5mfg/ZSeLhN0Of1R2kWnk3nOLYQj\nC6B2hWLZlXzzzSFYdwg8ncHaUgjgl4429CcsC2i10OhNURWnUPbQaqHmRFHV3WFVQK7LRoRpCLqc\nTqtOIigLupLGjSvpdBsgcvFpaTIWFpi8FYgpo9HItHIO4ZVOsPR/xbONzLCgOGUBUq+yOUInSVId\nYDPQBNAAe4EJgD/wNtBdlmWNJEkesixHSZJUC/g+Y3k/4BBQTS6EQN1kR+gWbi3tPXg68fOAsBAx\nyubhpeaL7eVYODkWeyf9MdughTWqw9EMbSesPFoMcqRpOxs2fhYPwMnfkvn7uN5ULT5OR3oR+hUC\nvDLDmWU/ejCpbwRR4XrxR9R9LZc/DiPhodDYqVQSNf0gtBRMmx9nVEf4fTFsmyW6QeyaXfaCOYBL\nwVAv9/u8ghkzfoUo+mm/vAKJCTqunNULoEJvpfPzer1ppp29iprP6jVt1epYPQrmQJjxKsFc0Ti8\nM4nKXvDx6KKtZ/FPOevoJMn8NJ4mRC3glCzLqbIsa4HjQD9EULdYlmUNgCzLURnL9wZ+kGVZI8vy\nbSAIKJRq0WQDOsX6oHSo6AkhGyIfTftWtGD8bGcWTo41qGh9mCycySt7w+Wd8fhVsmDnxgQ0GpkW\nHWxp0lbfAufG1XQCL+jTKkd3J3Hpb/1N4V6Ihvi4vKtZu7xkz+T5LozrHkHoLSGU9vG3YMCmAByc\n9IdyaLRIEf17t3DfQbpxs8ZlnhNXRcpeoeCY2rGWkCy6A2RyORjWHoRhrzugVktPNJL3q2RJ35F6\nA00HJxXunmYiCjRDoiO0fDcripEdih5wvdm7ePSbSalCL/cU94u9DLSVJMlVkiQ7oDtidK5axvxT\nkiQdkSSpUcbyvsCdLO+/mzGvwJhsQGdVdivNTZY7kRAdD2dvGs7v8pIdHl5qXn8xkrhY8UgXGCra\nVo3pLET+gT/EkhquYePnT5aVNmhhTd3GeiF1+xfsDITVsVFaYiL1j4oHtidxPUsAePVcGtER4vUW\nHWyZu9qNSX0jc9TTLXsFjl6C1jNhWwHtWwA+3Fbw9zzNnLimBHSFpSSOtaw31sQU2JglwxSbIPwD\nM1Gp9JqswFCY9a34e8irwrXW2VVNnUZlqPEwcD9Uw96tiezdmlhsNkxFJTZayzstg+laMZS2dYxj\n3l1c99hp60Txw88ni2f9po4sy9eBDxGp0z3AeUTq1RJwkWW5OTADyFTQZheaF+pANEkNXWq60Bwp\nFD8x8XDmBhw6L/Re47tB9y/9sq0kPfhzEivmPmDBNx4sHRLG/GH6KkqdThhQ1m1vyxfbPY26j7eD\n0nF01j/57/4hEUdniU9nPeCTLeUIvaWhxjOWeJY3FE+fP5XKjJ73jWqIqWCILMOzrwv9nMpkHw/L\nLrKcUZGYkdVMTYdlu4QNDogAbvlumJExrdGKIC63vp8At8Oh0hh4vScMWOtn1qNusixzO0jDnwdT\nmP9aDJtPeiPrZL5fHk/Q5XQ8fdXUb2FNZJiWkBsaurxkh38VC+4Fazm+J5nEeB0d+9pxP1RDrfpW\ndHnJnsCLaZQPsMDRuWQO+m3rEpj9v2i6NRLG6V4uor+2vQ2UcxIel5IkrGXcHPO/3uK41357WDhU\nTOmd+zXBRDR0t4GiCEbCZVn2zmMbCxAjcL0QKdfjGfODgObAGABZlhdnzN8HzJFl+XRBd8YkA7qF\nWw2NcxWKh9OB0Ok9aFgFmlaDzkvL41cp97P7dlA604dE0btSGl0bGY7MvLUeNl9QM2ySE0NedTRo\nqVMcBF5M4+1R0XyyxQMPb/Uju5QdGxJo1Maacj5qZrW+w8A20L4uVPQS7zsdCDV8RV9bhaJxLxr+\n9wXsfb+096TskJwKthmDYLIsbpAjnhc3bK1WVGG/N0i8rtGKgG1yL/3yOl3RU2kx8TD4YxEQrrlS\nwWhN5IuD5CQdx/cks+/HJIKDNEiSvpMLgE4r41fZgqbtbajxjBXfLH2IjZ3E6GlO1GlkZaDpC7qS\nxqnfUrgXrMGzvAVtu9ti5yCx/6ckTh5KIfBCGv1G27NynshEdOhjy5SFrlSplf11Mypcy+GdScRE\n6ji2O5kKVS2Ys9IVWZYKZO8kyzL/Xkrn+oU0khJkdEdjCIkUhVbR8eI40OpEder0vvDuoPytd+FW\n0dvbmP/edI3IjPRtkXuwaAoBXXEhSVI5WZYjJUmqAOwDWgCDgPKyLM+RJKk6cFCW5QBJkmoDm4Bm\niFTrQQpZFJFXQHebokWvCgoKCgoKCgqPEyzLcsXS3oniQJKk44AbkA5MkWX5qCRJlsA6oD6QCkyV\nZflYxvKzgP9lLD9ZluUDhdquqWoGFBQUFBQUFBQU8oeielFQUFBQUFBQMHOUgE5BQUFBQUFBwcxR\nAjoFBQUFBQUFBTNHCegUFBQUFBQUFMwcJaBTUFBQUFBQUDBzlIBOQUFBQUFBQcHMUQI6BQUFBQUF\nBQUzRwnoFBQUFBQUFBTMnP8DlyEHJuPzLmUAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x10e6f2710>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "%matplotlib inline\n",
     "# SLP\n",
@@ -357,26 +393,24 @@
     "\n",
     "from wrf import to_np, getvar, smooth2d, get_cartopy, cartopy_xlim, cartopy_ylim\n",
     "\n",
+    "# Open the NetCDF file\n",
     "ncfile = Dataset(\"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\")\n",
     "\n",
     "# Get the sea level pressure\n",
     "slp = getvar(ncfile, \"slp\")\n",
     "\n",
-    "# Smooth the sea level pressure since it tends to be noisey near the mountains\n",
+    "# Smooth the sea level pressure since it tends to be noisy near the mountains\n",
     "smooth_slp = smooth2d(slp, 3)\n",
     "\n",
-    "# Get the numpy array from the XLAT and XLONG coordinates\n",
+    "# Get the latitude and longitude points\n",
     "lats, lons = latlon_coords(slp)\n",
     "\n",
-    "# Get the wrf.WrfProj object\n",
-    "wrf_proj = slp.attrs[\"projection\"]\n",
-    "\n",
-    "# The cartopy() method returns a cartopy.crs projection object\n",
-    "cart_proj = wrf_proj.cartopy()\n",
+    "# Get the cartopy mapping object\n",
+    "cart_proj = get_cartopy(slp)\n",
     "\n",
-    "# Create a figure that's 10x10\n",
-    "fig = plt.figure(figsize=(10,10))\n",
-    "# Get the GeoAxes set to the projection used by WRF\n",
+    "# Create a figure\n",
+    "fig = plt.figure(figsize=(12,9))\n",
+    "# Set the GeoAxes to the projection used by WRF\n",
     "ax = plt.axes(projection=cart_proj)\n",
     "\n",
     "# Download and add the states and coastlines\n",
@@ -386,20 +420,18 @@
     "ax.coastlines('50m', linewidth=0.8)\n",
     "\n",
     "# Make the contour outlines and filled contours for the smoothed sea level pressure.\n",
-    "# The transform keyword indicates that the lats and lons arrays are lat/lon coordinates and tells \n",
-    "# cartopy to transform the points in to grid space.\n",
     "plt.contour(to_np(lons), to_np(lats), to_np(smooth_slp), 10, colors=\"black\", transform=crs.PlateCarree())\n",
-    "plt.contourf(to_np(lons), to_np(lats), to_np(smooth_slp), 10, transform=crs.PlateCarree())\n",
+    "plt.contourf(to_np(lons), to_np(lats), to_np(smooth_slp), 10, transform=crs.PlateCarree(), cmap=get_cmap(\"jet\"))\n",
     "\n",
     "# Add a color bar\n",
-    "plt.colorbar(ax=ax, shrink=.47)\n",
+    "plt.colorbar(ax=ax, shrink=.62)\n",
     "\n",
     "# Set the map limits.  Not really necessary, but used for demonstration.\n",
     "ax.set_xlim(cartopy_xlim(smooth_slp))\n",
     "ax.set_ylim(cartopy_ylim(smooth_slp))\n",
     "\n",
     "# Add the gridlines\n",
-    "ax.gridlines()\n",
+    "ax.gridlines(color=\"black\", linestyle=\"dotted\")\n",
     "\n",
     "plt.title(\"Sea Level Pressure (hPa)\")\n",
     "\n",
@@ -409,11 +441,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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QdCi1Ghr3UP7mpL3vu3k1/q4ZDNfeeJlZlyQlzWPa+dTh+qZmBRm3YnoU2a1A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\nTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x1368cbf50>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "%matplotlib inline\n",
     "\n",
@@ -424,19 +467,19 @@
     "from matplotlib.cm import get_cmap\n",
     "import cartopy.crs as crs\n",
     "from cartopy.feature import NaturalEarthFeature\n",
-    "from Nio import open_file\n",
+    "from netCDF4 import Dataset\n",
     "\n",
     "from wrf import to_np, getvar, CoordPair, vertcross\n",
     "\n",
-    "# Open the output NetCDF file with PyNIO\n",
+    "# Open the NetCDF file\n",
     "filename = \"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\"\n",
-    "pynio_filename = filename + \".nc\"\n",
-    "ncfile = open_file(pynio_filename)\n",
+    "ncfile = Dataset(filename)\n",
     "\n",
-    "# Extract pressure and model height\n",
+    "# Extract the model height and wind speed\n",
     "z = getvar(ncfile, \"z\")\n",
     "wspd =  getvar(ncfile, \"uvmet_wspd_wdir\", units=\"kt\")[0,:]\n",
     "\n",
+    "# Create the start point and end point for the cross section\n",
     "start_point = CoordPair(lat=26.76, lon=-80.0)\n",
     "end_point = CoordPair(lat=26.76, lon=-77.8)\n",
     "\n",
@@ -444,11 +487,12 @@
     "wspd_cross = vertcross(wspd, z, wrfin=ncfile, start_point=start_point, end_point=end_point, latlon=True, meta=True)\n",
     "\n",
     "# Create the figure\n",
-    "fig = plt.figure(figsize=(10,5))\n",
-    "ax = plt.axes([0.1,0.1,0.8,0.8])\n",
+    "fig = plt.figure(figsize=(12,6))\n",
+    "ax = plt.axes()\n",
     "\n",
     "# Make the contour plot\n",
-    "wspd_contours = ax.contourf(to_np(wspd_cross))\n",
+    "wspd_contours = ax.contourf(to_np(wspd_cross), cmap=get_cmap(\"jet\"))\n",
+    "\n",
     "# Add the color bar\n",
     "plt.colorbar(wspd_contours, ax=ax)\n",
     "\n",
@@ -479,11 +523,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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VDB06FK1Wm+kra4l79+7Rtat1/uU5+f8gZAuyyFoSsKAYDQ6Ej0Hv7krlFjNK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0xmBUsazrgYFGXrAOCMj8F27fDj6H+nHck/BgXHw2uYdi/EenYb2jZj0HZ6u8jToz9t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ExQUBBNmzYlNDSUTz75hAcPHvDTTz+xYsUKWrdurY/KHjt2jCVLllhVitZRM7FPC3/88Qdt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\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AuXdc5pQQZ2dnBgwYUKgoRt26dQtttxMeHo6lpWWhjs1K/fr1CQ4OLvSyeGkjEomwsLDA\nwsKCdu3a5bhPYmIi4eHhxdpe8ptvvmHevHl89913Bf7bHD9+XKnwoCBoamoyadIk9uzZU6jjKyhb\njB8/nt9//71E8/elUmmRc0JjYmJ4+vRpkXPt9fT0SiXiOWbMGEBeN5Gens6pU6e4ePFijqtxkyZN\nYtmyZezfv7+EZ5k7gYGBgiWYYqUW3qcfjhw5UsngXx2o250gXZZEijSGyprywEq02AtNkQ41NOTC\ntZ7OZ+o9oQrUrl27YsUsD4q8Nj5y5EiActuWMzY2loCAAPbt26f2sY8cOVIsyfoNGjRQymPs06eP\n0vL+unXrePfunUpjvXjxolDeflKplODgYLVFUTt06MD58+fVMlZZxdjYGFtbW+rVq1ds59DQ0GDt\n2rXs3bsXZ2fnAh3bsGHDIp371q1bRTq+grKFpaUlISEhJXa+X3/9tcgRJ2Nj4xKxeSsO0tLScHV1\nZc6cOWhqaqKvr8/IkSPZu3dvtu/Xly9fIhKJuHDhAg8ePCilGWencuXKPH36VOm5gQMH0r9/fwAO\nHz6MSCRSW7OaoorYCFspz2yiuFPzHyJs5fUQydIXpMver6ZZancUoq8lRXluq1saFLnYSyQS4eTk\nxNq1a9U8tZKhWrVqxMbGqiw4Hz58iK2tLdra2vnuKxKJiqU4LD8UP4vCVWD16tWsWLFCqM4Xi8XC\n/K9evcrp06fZunVrgc7h4+PD2rVrC93dKyuJiYl06dKFe/fuFXuRW1nkzJkzdOnSBT09PdLT0/PM\nr1WVY8eOkZycXKDOSIVFJBKhra1Nenp6sZ+rgpJh1qxZfPrppwwcOLDYzyWVSmnevDl3795VS869\nOujSpQvXrl0rsV71nTt35ubNm0ilUjIyMrhz5w537tzB29ub58+fIxaLhWu4oaEhTZo0oV69eri4\nuJTKTeSLFy/w9fXlyZMnyGQyZs2axeXLl3F2dmbfvn1Cg5XQ0FBAnq4REBAguGKMHTu20KkrRRF6\nbyWRBGecpWrryQBkiBORSNPQ03nfbKCWb9loepo5xSA8PBxtbW1q1KhRehMqRYqt2EtRMblixYqi\nDFNqhIeHExsbWyBvu7CwsGxL/Xlx9OjREheymfMUNTQ0lPKX3717x2+//caCBQsAcHd3L1QE48GD\nB2pdIjc2NqZDhw5cvXqVTz/9VG3jlhc+//xzunXrRkpKCl5eXmqJ5A8bNgxnZ2cOHTokrJwUF1ZW\nVoSHhxfrOSooWebOncvgwYNp27ZtsUc5g4KCaNiwYZkRsQC1atXi4cOHQqMfdZKSksL9+/e5d+8e\nvr6+BAQEcPPmTaytrenatStaWlrUrl2bZs2aMWHCBBwcHHL93Xh7e7Nnz54iF6ZJpVJevHiBv78/\ngYGBhISEEBYWRkxMDOnp6YKIVny/VKpUCSsrK+rVq8eJEydo3749HTp0YO3atSQmJgo+7NeuXSMk\nJISvvvoKgF27dhEXF4eTkxN//vknvr6+am+WkCFLRVsk92N9J43HN+0ArfXlPtaVNCwEEQugrWVM\n1rBUhK20wGJWEdFVoA4xnDVfNjo6+qMVsnlRpIhszZo1iY6OLrdedxoaGshksmKbv+IDX5Z/P926\ndePzzz8X8oPDwsK4d+8egwcPzvM4FxcXwsLCWLx4sdrmcvXqVY4cOcLvv/+utjHLC/Xq1SMkJIR1\n69bh5OSk1vfM77//TuPGjfP1rj1y5IjgbVxQPvnkE65du1am3+sVFJy//vqLmzdvFvtn8uXLl4wf\nP17J6rCwFOV9nJlNmzahra1d4EYeUqmUZ8+ecf/+fR4/fsyzZ8+IiYlR2kchVJs2bUqrVq0YO3Zs\nob9LxWIxrVu35t69e0r5zElJSQQHBxMUFERYWBgRERFER0fz8uVLoXlRTuLUwsJCaGHdqFEjGjZs\nmK9jTmhoKFOmTGHChAn8/fffHDt2DJBHbc3NzQG5eDc3N8fc3JzAwEDi4uKEKvwjR44wfPhwlX/m\nzBFZmUxGpPgGllqdEYlESGTpPHj3K230lT29swrN/MhPiKp7vPz42G26ii0iGx0dLUT23McZHgAA\nIABJREFUyhvPnj1DJpNx8eLFYjvH4MGDS9QEujBs27ZNqTrXyspKaVnb39+fhw8fZovode7cmcmT\nJ6tVyDo6OjJnzhwkEslHl14wd+5c5syZw+TJk3FyciI+Pl5tfq7Tpk1j2bJlwpdTbhQlKlK/fn2u\nXbtW6OMrKJuMGTOGHTt2EBVVfC2GpVIpY8eOVVszFHVF97p06cKvv/6q0r5Zc3vNzMxo0KABtra2\njBo1isaNG+daNKcQmIVN09LS0mLUqFF07txZyT9XR0dH6KxXq1Yt2rZtS7169WjQoEGRHW+yUqdO\nHWrXrs2PP/6In58fIEIszlC6jhsYGBAXF4eFhQVxcXFUqVIFmUzG8ePHcy2QzY16q39n7NixfF+3\nkjyFDjGKLoOaIh3a6M8rsNDMSk5R2aKMmdexqojcnNwMKpBTpIgsyK2hirN/fXFRmGjpjRs3aNOm\njcrLX66urnz55ZdlOkqVkZFBx44duXPnjkr7379/n4iICD7//HPat2/Pnj17sLGxKbIBuYIJEyYw\nc+bMHC2u8uKHH36gVq1aTJw4US3zKGnevn2LsbExL168oEaNGmzcuJGFCxeqbfz09HTmz5/PunXr\n1JJ/m5X169erPZJcQdlg+fLl1KxZk2+++aZYxg8JCWH69Om4u7sXy/iFRSwW06NHD5WaDhSlOUF5\nWLlThUGDBnHq1Cka63xJfyPnXEXXkiVL8PPz4+TJkyqP/euvvzJ8+HCqV68OyK+XRkZG2XJlCyI0\noxrJXSksnmrmuF3SqCJmX4ufsNrXWG1uQeWJvCKyRU7iKI8i9uHDhwD8999/BTpOJpMVSLApKjXf\nvn1boPOUJNra2shkMl68eKHS/q1ateLzzz8HYMOGDUyePBlPT0/hdU9PT548eVLo+TRr1gx/f/8C\nH+fp6anUVri8oRCXiiXcghbf5YeOjg4rV65k+fLlamsrnJkGDRoAMHXqVLVVJFdQNli6dCm7d+8u\nlvcNyKN5hbUAzA2pVEpYWBhXrlwpdAGilpaWyuKysN7Qjx8/BuDKlSuFOr60WWgGC6rKi9BOnTpF\n30oH8xSxIA863Lp1S+l3FhQURGzs+4P++OMPnj9/LmzPmDFDELEAP1jnLGKjGkmyPa6MTc72UIhW\nQNgvv+3MzxUHEbZS4ZEbuhomrLRLLdZ5lEeKFJGdOXMm27dvV/OUip+SvAMWiUS4urpmW5qXSqV8\n8cUXGBkZCb57pcWVK1dYtWoV7u7uBb4x+fbbb7Gzs2PChAmAPC8rLS1NyH06e/Ys5ubmQmFYSkoK\n+vr6uRrnnzlzBi8vL6HDmqooigtOnTolCO3yhkgkwsTEhI4dO+Lm5lYs709fX1/++usv1qxZo1SN\n/fDhQ3R1dWnSpEmhxs3IyMDc3Jz4+Hil5/v378+SJUvo0KFDkeZdQeni6urK0aNH8+02VVgcHBzw\n8vLK8TVFEVJwcDChoaGEh4cTFRVFdHQ0cXFxgt+r4vPy6tUrzMzMMDU15cGDB5w/f77Q72tVI61r\n1qzhwYMHHDlypEAuB+U9GjvNNJJdb+QNGfq29sHEUJ7WoYgu5iZoO3fujK2tLbt27QLg9u3b1K9f\nHzOzvO0IcnMrUIhYfwfVbCdzorGXaiuthYnYFibam1+E9mNLM8grIlskIfv27Vu1t00tbm7cuIGj\noyM+Pj7Y2dkV+/myCrbOnTvTu3dvHBwc2LBhA2FhYfj5+alk51WcHDhwAGdnZ06ePFkgMevn58fU\nqVNxd3fH0NAw3/3d3NyoVauW0HnqwoULNGvWTPCyvXbtGmfOnFG5y1pmMn8p/Pnnn4waNapctU0e\nNmwYx48f5/z58/Tu3bvYvty8vb05dOgQP/74o/ClGx0djZ6enlryclNTU9m/fz9r164lIiJC6bVW\nrVqxZMkSBg8eXGK2RhWoh86dO3Pjxg21j/vPP//w5ZdfYm9vr/R81iKk6tWrU6NGDSwsLKhbty71\n69fH2to6W6rXs2fPqFu3Ltra2jg6OnL9+vVCv9e6d++Ou7u7Sj7pv//+O3/88QdXrlxR6Xvx+vXr\ndOvWDW9v7xLvxKcOLly4QO/evQGYXSUJHZGhEE009XmFRJbOrngrQP43rlq1qpALGxISgqOjY7br\nQ14sNMvdGSDCVsqVsckYdown+ZYphh3jsx2ffEu1a1t+gjYnMZpbmkJBxsgJVdINPhZBW2xCtjze\nRRb2Dvj8+fN06tSpwMI9Li4OFxcX3N3dcXd3z7NbjL29Pb1796ZPnz507NixxJtM7N+/HxcXlwKL\n2YMHD7Jz506OHj1a4Nydly9foqenJ3QlmzdvHhkZGezYsQOQ24WpmpPs6elJx44diYyMxNLSklGj\nRuHi4lKg+ZQmd+7cwcHBIcfX6tatS7NmzZQeDRs2LPQN0MOHD3FxceGHH34odssjqVTKmTNnWLt2\nbbaoW82aNXFycmLSpEnlMk3pY0JRGV8cSKXSYrmx6dixY5E8VidPnpytEK1mzZr079+f3bt3Z9t/\n/fr1aGho8N133wnP7d+/H21t7Ww2jIrvot27d+Ph4YFEImHOnDnF2vlPXSxZsoR169bRrFkzekd5\n89DqJi9qJlClVk8snmqi+8iXFfcN8ywubdasGdu2baN79+55nksRhVWI2MyisZavhpKIVYX8BG1m\nIauI8GZ+Li8hWxBUEbM5Cdlo8R0MReYYayp3+vrQBW2FkP1/FHeQQUFBBe6upLhrVmcv+T59+uDv\n70/Tpk25detWnnliLVq04NatW8X+ZX/gwAGOHDnCqVOnChTN9PDwYP78+Xh6eiod5+fnh5eXl5B6\nkB+BgYHMnj2bf/75B4B9+/bRr18/wcLlxIkT9O7dO9ffg0gkwtbWloYNG3LixIkC3bBIJBKePXvG\ngwcPuH//Pq9fv+aXX34p0VWH2NhYvL29uXTpEi9fvsTHxwcfHx9SU1XPizIxMWHDhg1MnTo1z/3C\nwsLYvHkz48ePp3Xr1kWdeoG4ffs269evz7Hgw9/fn0aNGpXofIpKWloaV65coW/fvqU9lQIhlUr5\n9ddfGTx4MLVq1cpz3+KKyBaFa9eu0a1btxxfu3HjBjt37uSvv/4q9Pi7du0iNjaWpUuXAhAfH0+z\nZs3Q1tZm79692USYk5MTdnZ2jB49mn379jFjxgxAXkvy+vVrYT8XFxdGjx5NgwYN0NLSIiYmRkjL\nSUxMLJaCzKLw9u1bXr58Sf369fn000+5fPkyI0eOxNXVlVFdpUTapCPS0MTiqSau11W7ITl69Chr\n1qwRalZyI3MkNrNgzBz9DJ8bne/5pMlJvFo8D2lyEtJ3Joh0DBDpGiLSNUCkI//X/IUJmtqGaGoZ\nENVAgoaRGdYh5ugaWiLS0EZDQweLQD00RNpKWqAo+bP5CdpavhpEZ9xGT6MqppoNSJG+QoqYShrZ\nO3KWNTGbkpLCihUrWL9+fZFXR4vNfqs8Mn78+EK1CG3evLna5/LZZ5/x7t07zpw5k81uKi4ujsuX\nL3P+/Hnc3d159OgRb9++LXYhO378eCIiIvjuu+/46aefVD7O0dGRnj17sm/fPqZMmQLA7Nmz2b59\nO40aNVJZyDZo0ACZTIa3tzfNmzfP5kJgb2+v9IFYv349c+bMQV9fbn49f/58fvrpJ/777z+MjIw4\ndOgQAwcOxNvbm/v37/PgwQNBqKpSvLJu3boSFbJmZmZ079493ygFyKPVT548EcSu4hEVFaVS28ra\ntWvz888/88svv3DgwAF++eUXdfwIKtGuXTsla7qQkBA2b97Mb7/9RlBQULkSsunp6UJUu7zc3Ht4\neNCjRw8yMjIAsLOzy1fIqvMmXh3s2bOHyZMnZ/udR0REEBISQlRUFNWqVcvlaNXo1q0bS5YsEbav\nXbuGjY0Nn332Gbt37872OTU3NycqKgqQpw589dVXaGlpcfjwYSIjI3FxceHMmTM8fvyYXr168emn\nn7J06VLEYjE2NjbUrVuXsLAwbG1thTFjYmLo378/Q4cOLZLdoVgs5sSJE+zYsYPk5GSWLl3KoEGD\nlFYpFf8PDAzk9u3bQhT59evXQqClffv2LFmyhO7du7PQDFxjNYCCr+oMHz6clStXcuzYMYYNG5bj\nPplzYnMSiwoR61BP7tPrFWye6/laVH3O6SsX8pxTcOaNq/J/FFdSkYYOyKTIZBLq1ZiEQ8NdeY6l\nTq6nLCJCfJ3uBttopT871/3KmkVXfHw8W7ZsYcuWLUydOpXff/+9WK4jH1VEtgLVkMlkTJkyhRcv\nXrBq1SqVo3WKNrP79u0Tjlm1apVSZzFVOHz4MAEBASxfvrzA8969e3e+kUgFdnZ2tGzZkpYtW9Kq\nVSvs7e2FbjQfG5s3b6ZBgwYMGjSotKdSrsjc7vn169dUqVKlxOcQGxuLlpZWvt6gr1+/ZsyYMUo2\nVzt37mTKlCn5frmEhoYyY8YMzp49q5Y5qwORSETNmjUF4aggJSWF2NhYatWqhYODA3fv3i3SeTIX\nfH3//feEh4czfPhw5syZw61bt4S/uUwmo3bt2mzevJmOHTtia2srONbo6elRs2ZNHBwcGDFiBH37\n9lVK6YmLi+PevXucPXsWd3d3EhISaNq0KXPmzGHhwoUEBwcLef+FYe3atWzdupVGjRoJNmorVqwg\nKSmJQYMGMWXKFHx8fIR21lKpFJFIVOw3L48fP6Znz56Eh4dni9hlTinILGIzF3Q19tLLUcjmlier\neC0/Gnvp8e9uHfS7TkKkb0zKhe0gFctf1DXEpt1WWjOJqEYSLJ5qFtnRQJWorFvSBHzTDmCiUY+v\nKwfm+bcpS2JWoSf27NkDwI8//iiscBSEYrXf+hg4ceIEcXFxpT2NEkMkErF7925WrVrFwoUL+d//\n/qfSccbGxgwdOlQQscHBwaxcuRJvb28OHDggdJPJj08//ZQLF/K+c85t3lOmTOHSpUvMnDmTvXv3\n4unpSVpaGjKZjLS0NNauXSt0c/vvv//o1q0b8+bNo2vXrh+tiAW5+8TNmzcRi8WlPZVyg0QiEUTs\nq1evSkXEAowYMQJTU9Mc009kMhlbtmxBJBJhZmaGu7s7w4YN482bN8hkMqZOnaqSWNm4caPQYrQs\noLCrysn/2sDAgNq1a6OhocGwYcPo2bOnSqsvb968ITExMdvzYrGY4OBgAgICuHLlCs2aNaNXr160\na9eOFi1aCJ+ZuXPnEhERweLFi2nTpg29evWiTp06/PXXX8THxxMcHMyhQ4cYPHhwtrz0KlWq0LNn\nT7Zt28bTp095/vw5EydOZPny5YSEhNCkSROhbkAVUlNTlRqUbNmyBScnJ27cuMGXX37JkCFD8PLy\nwtfXF01NTXr16qVkE6mhoVEiEXg7Ozs6derEvHnzcnw9a3FXZhFr2DFeKaXAK9ic5FumglDNSbCq\nWvDl7/AOUaWqpF7fi679Z4h0Mv29JBnED+ktiNecRKy/w7scH7mRnxCOsJXSrN0+hhtdJEEazJY4\nDaLSPfM8pqyg0BPp6en06tWLZcuWIRKJ2Ldvn/rOURGRzZ+wsDCsrKzK3NJaSZCWlkb79u25dOmS\nYKmVExKJBGtra8LDw7Gzs6NOnTqcOnUKTU1NZs2aRVRUFJUqVWL//v0q/R6HDBnCwoULi9W2SSaT\n8fr1a8HyJT4+ngMHDggtKRMSEnj48GG2rj0fKrdv3yY8PDzXZb4K3iOVSoV0oMxtOEsCRaRKEXXJ\nHBVWXJPv3LlDz549heXgypUrc+HChUIVEonFYtq0acP9+/fLjNNEQYp2FeLwt99+y/aaTCbDw8OD\nefPmER0djYaGBjo6OlhbWxMWFsbbt28Ri8VUq1YNDQ0NateujaurK5UrVyYiIoJWrVrRv39/dHR0\nOH36NM2bN6dRo0asWLEiz+tlQenWrRs3btwgNDQUS0tLIZ+/cePGgNz28PfffxeaqKSmphIQEICF\nhQV//PEHy5cvJy4uLldnmdjYWFq0aIGTkxMzZ85UaU5Z34eFJTk5mbp163Lv3j1q135fwKTIjc0p\nGquqK0Hm/VQVsQre3TlO4v++otqueF7NtoQ0ue+ttk0HTL87D7wvAssaJc5LtBbGFSEz1Xzesj1e\nvvrSt9IBbHXH5bhfWYrKZiYpKQkHBwfBb/7cuXN89tln+R5XEZEtIrVr1/4oRSyArq4uS5cuzfWO\nGRB6fIeHh3Px4kV8fHxo1qyZ0N7R19eX3bt3k5GRobLx9w8//MCKFSvU8jPkhiJKpcDU1FSpr7qu\nrq5SlC0yMlIpOp2YmEhwsFJWVbnF2dlZLcuwHwOZRWxkZGSJitic0NLSIjAwEEBYDnZwcCAhIYEt\nW7YglUqJj48vdDX8pk2bGDlyZJkRsYqGKffv31d6Pjw8nDt37hAbG4uzs7Pw/Jw5c/Dy8hKisjKZ\njCFDhtC8eXNq1qzJjBkzWLx4MZGRkURERHDu3DmGDx/O1atXiY6OJjY2lp9//pmgoCDc3d0xNTWl\nUqVKWFlZ8erVK7y9vTEyMsLT0xN3d3e2bdtWZBErk8mUVgEvX77MgAEDaN68OXv27EEqleLr6yu8\nXqlSJaVOgPr6+hw7doymTZty7949du3alac9opmZGd7e3qxfv55t27blO7/c/FwLg6GhIevWraNv\n377ZbkxyilSq6k4ACBHa3ERsYy+9XIWlbpshAKQ9PIdOI3kwQ2RgiF6n98Ixv0hrTuQXoc0vOvuq\nmREju0iop90ft6TxuCR0yvGGTp1/I3VSqVIl/Pz8iImJoVKlSvTr1w+RSMTt27cLPWbZuDJVUGbo\n0qWL8KWoYNiwYaSlpXHq1Kls+48fP542bdogEolITU3l008/BeT5V3v37iUxMZEWLVpw/fp1hg0b\nxr///qvSPOzs7DA3N8fDw6PoP1Qh0dPTU/J3tLS0FArZQN4EICwsTNgOCgri4MGDwnZ0dHS2L9uy\niuJvWLVqVaXq6gqUkclkgogNDQ3FwsKiRM8/qqty5x+ZTMauXbuEzmogd0N59eoVMpmM+fPnF/km\n3N3dnfnz5xdpDHXStKncdL9ly5bCc8+fP8fe3p5p06bRsmVLNm/eLBSygdyGy9XVFYAFCxYIqy8B\nAQH4+PgwfPhw4fd0+fJlpk+fjpWVlWA3Fh0dTZ06dZg+fTpPnjzhwYMHJCUlIZPJuHv3Lps2baJO\nnToF+jn8/PyU7BjXrFmj1IXMxcVFeF1TU5MTJ05w9+5ddu7cia2tLS1atMhx3NTUVLp06YK7uzsh\nISEcPnxYpWLbqlWr4u3tzebNm9XeWTA/vv76aypXrsyaNWuA7J6x+QnGgkZbIedoKsiFsmHHeCp1\neiMf+9h89NoORqSnj0ycgW7LfrmOp2pTBQWFFbMAQ4zPMLDS30SJb7ElToMUafYQbFkVswDVq1fn\n7du3gt5o3749IpGIgICAAo9VIWTzwdnZmejo/K09PhQ8PDywsbERoqkKfv31V1asWCGInJcvXyIS\niTh48KAQ9cmc96Wvr8/EiRPZvXs3c+fOZePGjchkMi5fvoyHh4dKS4I9e/Ys0xHCqlWrKln/1K9f\nn3Hj3t+tGxgYCG4KIP/iOnz4sLAdEBCgsrAvbhQuAYMGDSpQD/SistCsbF9sMyOTyYSoZHBwsNIy\naGnx4MEDpk2bhpaWFtevX0cmk+Hm5pZvh6SCoK2tzbt3he+YpE5iY2ORyWTZbqp79erF9u3buXfv\nHuHh4Tg4OGBhYUGbNm1YtGgRI0eOZM2aNQwfPpzDhw9z7tw57O3tc7xpmzlzJomJiVy7dk24kZ0w\nYYKQntC4cWNsbGzybQBz/fp1pTasmzZtIikpSdh+9uyZkpBdunSp4B0uEomYOXNmNjcba2tr3N3d\nefbsGb169VK6jnp6emJjY4OlpSVJSUl4eXkV2HGlSpUqeHt789NPP6nclEZdn+GzZ8+ybds2JpuG\nCM/ltcyeV6S1sGSN9lYaOgLJq5fo2H6K7F0q2nUd0DDIXlSpELCF6fqVG/m1xfU0P4akSXOmm8oL\n3X6Lr0ZgevZgU1mnfv36yGQyId+9UaNGaGtrF0h3VQjZfOjfvz81atQo7WmUGDKZjHHjxjFz5kwa\nNWokXCjNzMxwcnJi+fLl7Ny5U1hOjYiIyDVaM2nSJA4ePIiFhQWffvopz58/Z9u2bXz11VcqLSPE\nxcWppdNUaWFiYqLUGrNp06aMGDFC2K5du7aQ4wbyJgWZReTdu3eVKszfvXuXZ0MNdWBjY5MtIl/c\nRNhKGdU1/2Kc0iSziA0ICMDa2rpU5uF6XUPJJL1Vq1bIZDIyMjKUTPvVSVpamtCwpLRR/IyZ21Bf\nv34dbW1tvvzyS+G5Xbt2ER0dzerVq/npp5/o1KkTERERvHr1ioCAAPT19WnatGk2K0aF8DQyMqJr\n167o6urmOpeTJ08qLf//8ssvSsLY0NBQSYguXLhQSVgOHDiwUE1vFAI6JCSEgIAApk6diq2tLcOH\nD2f48OHEx8cTERFR6Ei8qakpPj4+bNu2jY0bNxZqjMKet23qTxxPzJ5ikJms4rWw0VhFlFcRgc2a\nT5t8y5Qqs+XpGqJKVdGq2wr9rhNzHE8RWVW4GBSEwrbVrWnaF31dSww1qrOgipQaWg6cfDsI54T2\nSvuVl0BBmzZtkMlkuLu7IxaLsbCwoH79+jkWYGalQsjmg4mJyUeXH3vgwAEuXLhAQEAAGhoaREZG\nAvICrP/9739Mnz6dIUOGIJPJ8uzkValSJfr378+hQ4dYvnw5R44cwdDQkDFjxvDq1at852FlZcUf\nf/whnP9DQ09Pj+rVqwvb9vb2SvZXbdq0oUePHsL206dPuXjxorB969YtJaEbGBjIs2fPCjwPb29v\nHj16JGybmJgoVTAXN0W1rikJFILEz88PGxubUp3LptiSLeTIyMhQWvIuLdLS0njy5Em2SKGiw1Rm\n8bNv3z5atWrF5MmTadOmDfr6+gQHBzN79mxmz55N+/bt8ff3p02bNsIxAQEBGBoaCqsku3fvVmqh\nunPnTqUoUdu2bZUE/uzZs5VyY9u0aZOnEC4s+vr6jBo1Ch0dHfr06YOBgQGxsbFERkaybt06pk6d\nysuXL4t0jsqVK+Pj48PevXvp1q2b0KwB3qe3ZHUUUAcmrUejZVQdN0O5PVNUIwn+Du+EiKdCcBY1\nEhs+N1oYy6FejGDfpUAhat8FNKTab/LVR9Pv3NFzyL0QViGMr4xNLtLcspLb9VFLUx9NjfcR/DEm\nt2mm+zXR4ttsfi0iTZq/ACyLKNqzHzhwgODgYJXchCqEbB6oYtnyodKzZ0/h4lWrVi3mzJmDrq4u\nEomEtm3bcuzYMZXG+frrrzl06BA6Ojrs3LmTyZMn8+bNm3yX5aRSKS1btmTQoEEMGjToo7WFytyC\ntkWLFvTp00fY7tixo9K2oaGhkhejh4cHly9fFravX7+uVGz37NkzQkJCsLCwUFom19TULLHCnk2x\n4PC3tsrdgNSJwpZq+PDhQqR78eLF2axhDA0NhSYdmSPsHwv29vZcvXq1tKcheKhmXQE6cOAAMTEx\nWFpaMnz4cNq2bcu3335L+/btOXfuHAEBAfzzzz/89ttvTJkyhVu3btG8eXM2bNjADz/8IIzz4sUL\nzMzMGDx4MCC/dmVuEjFt2jRq1nzfTcnS0rLI3YoKi4uLC6mpqYSEhLBhwwbs7Oyws7MjICCAnTt3\nquUcJiYm+Pv70717dxo2bEh3w20sNJN7mioe6mRUV7lDgc2gkwTH7Cfs5VEhWqmInBaWzBHXzOOo\n0khBpK2n9K8qFDRXNj9yE7MymUzphuJJ2vsudtvjTQjLUK24uiwybtw4lRtAVdhv5cHBgwfp0qUL\ndevWLe2plCp9+/YVqnVjYmKYOnUqAwcOZODAgfkeGxwczLfffsvff/8NwPbt25k9ezZnz56lX7+c\nk+YlEgm9e/emUqVKJCUlERkZyX///fdR+7wWBxEREYjFYuH9ffnyZbS1tbl8+TIrV67k8uXL6Ovr\n07lzZ0AeETYwMMDKyqoUZ60+FMVQP//8MyDPg9y2bRtt27bNVnBw//59peKij4mNGzdiYGCgsi1T\ncaBI7Rg3bhwHDhwAwNXVlVatWgn53b/99hshISH07NmTHj164OnpiampKZ988gmTJk3C39+fOnXq\n4OTkhK2tLSEhIdlawY4ZMwZnZ+dy06GtpHjx4gUtaw0kRTeJL3ROszu+vlrHX2gGXkPeF+cZPwzj\nnJ8DNfbsQ5LUPZuItfq5ZoGW5PMTwYoIb1HsujKTnwVXTvurQta0heAX+zGv3B1DvdpYPhaxJU6D\nTwx+5mrKe/edrgabaau/oMzaceWFSCTis88+49y5cxX2W4VlzJgxBa5E/RBxc3MT7GC0tbVZu3Yt\n33//vUoNDiwtLfH29mbdunWEhYUxa9YsXFxc8uwWduXKFWxsbDh58iRjxowBUKpArkA91KpVS+km\nrUePHnTp0oXmzZvz8OFDevbsKYhYkNuRZf6Cd3d3x9PzvSm3m5ub0vY///yjlAvt4+NDaGiosJ2U\nlFSqS9YikYitW7cikUj4+uuv2b9/PyYmJvTq1Usp9eX27dsfrYgFeYQ+c9GSqkilUqWc7qdPnxIT\n834J9/Tp0/j5+QnbR44cUbKUOnz4sPC6ohOQoqod5I0gMrcy/uabb9i0aRO9evVCU1OTzp07Y2tr\ny61bt4iJiSElJYUFCxZgbm6OsbEx4eHh2eac2YWkgvfUqFGDMZVv00m0GOeEDsydO1dt+fqZczgV\n4s9rSnXMd+4mZvpX6NT1yXH5v6hRz/ysuTLnzmbNoc0NxX6ZGzWok6yRWWvzcRjqyVfTHqb9DkBz\nPbmzzhCjfwB4nPZHscylpFB0m8uLiohsBYVi/fr1ACr1/r5w4QLe3t48efKEvXv35rv/mDFjmDlz\nptCIQdEas7RzEz9UDh48qOS2kJCQwI4dOwrVRjArmfu3h4WFoaOjIxRPXr9+HRNNggqZAAAgAElE\nQVQTE+zt7QF51bK5ubngd3rmzBlq1qwp5DFev36dGjVqCOIlICAAY2NjYbzY2Fj09PSEghqJRFKg\nDkUSiYQxY8Zw6NAh4bkbN27QqVOnov4aygUJCQloa2sLy3nBwcFoa2szaNAgPDw8ePz4MWZmZkKB\n1N9//039+vUFG6jjx49jY2ND8+bNhe0mTZoIdlk+Pj6Ym5sLeeHv3r1DR0cnxzSWjh07cvv2bbp3\n70737t1ZsmQJjo6OKrt8BAcHExkZiaOjo9Lze/bsYdOmTaSnp3Pr1i2lVAFFY4lDhw4pFWVWIEch\nOFeFJjNq1CgePnyIp6dnnnUSqozpNSQjx4YCabcXk3rzXySvX2G67D4a+ka5jpNXJFXVVrVFSV0o\nSkS3oII8t2KyQ/9qIkIDe70ZPHi3nemmL/g9vgYTTHwx02pa7iKyMTEx1KhRg9TUVPT09CoisoUh\nNTW1TBQ4lFXmzZvHuXPnVPJ57dWrF2PHjuXs2bOcP38+z30TExPx8/OjXbt2gDw/UU9Pr1T9ZD90\nsgo1ExMTUlNTSU4uetFCZhFZu3ZtJQeQrl27CiJWJpPRv39/JdP+AQMGKBXj2NvbK31pSiQSpdzp\ngIAApcJANzc3Hjx4IGyfOnVKydc36/bZs2dZuHAh6enpTJs2jQ0bNijZp7m5ufH48WNh+9KlS0oR\nxZLYzhyxPHnypNLPl9/2iRMn8ty+d++eUnFTdHQ0dnZ2REVFYWBggIWFhZKt15AhQ5S8TIcOHSqI\nWMW2QsQCNGvWTKm4MT09PVeLna5duyKVSrl06RJLliwB5B2AVMXc3FzJWxfgv//+Y/LkyRw6dIiQ\nkBAlEQsIjQC++OILlc/zMaHIxTQ0NOT06dOsXr2a9u3bF+k6IYyZJerZ2EuPlFv+pD95jNGwL4lf\n+wkySf51EvmJ05wiu+og89wLYgtWmKhy1qhshjgRsUS+YjLUyJ0H77ZTVbMpbkny4ISZlvwzWF7c\nCxS4uLgAZGvnnBMVEdlcOHnyJHZ2dtkuhhW8JzIykn79+uHm5pbtSyErMpmMq1evsnjxYlxcXHL9\nvV66dImTJ08KfcUnT55Mnz59+OGHH/Dw8CgzNkAfOsHBwZw7d45Zs2YV63nEYjFOTk5oa2ujoaHB\niBEjsLW1LTNdpDLz7t07oYUpyFMjtLS0hAttSWxra2sXSyV8Tnz11Ve8evUKf39/tVqyZWRkMHTo\nUG7fvo1YLObChQsYGRlhbW2tVNyoQCQSUa1atSJV4v/8888sWbKEwYMHK3X9yszbt2/JyMhQ6uZX\ngZzc2tGuXLmS06dPK90QqcqorlKhwj+zCOz+pyFRjSR4V7nGmw290KxaDY3qtiARY7rwnwKdQ+FK\nkJWrfzXOtl9W8hK8eRWHZUYVQVsYMZs5KhsSc5CY+Cs8f/kn00wj2RlvycTK/ux70xgbnSEMNDou\n7FueorL29vY8evRISGfLKyJbIWQrAGDv3r3Uq1ePTz75pEDH/e9//yM5OTnPFraZWbVqVTabqcy8\nefOGzz//nMGDBzNixAgGDx7Mf//9h6urK8ePH+fIkSPZTMIrKB5WrVrFpEmT1F7clZyczJYtW5BI\nJGRkZDBmzBiaNm1KQkIC7u7u+Pj4CH9jDQ0N9PT0SE1NRSwWM2TIEFq2bPnRWeKVBlpaWmhpafHX\nX39hbm5OYGAgUVFRvHjxgqCgIJ4/f46+vj6dOnVi+vTpKjs6dOvWjTp16vDHH39w7NgxVqxYgUQi\nwdjYmLt37yr9bf/991+6du1KWFhYkd6HihSFZcuWFXqMCnLGysoKX1/fAgcZuk7JEHJJFYJPIWJB\nbpEVMaQPGcEhaJo3QBLxGMPBKzH8bIEwRmYBnJXMItZBV54P7ZVmhVewudL+ObkYqEppCtrMYvbi\ng04Y6FrCmzjCxVcZY3KHvxLaMsP0Nfoayjdm5UXMikQiGjRoIFhKVgjZCvKlXr166OjoCH3MVSU0\nNJTp06fzzz+q3SkfPnyY4OBgnJycct0nPT0dJycnTpw4wYYNGxg+fDgA33//PSCPAlSgPvbv359j\nC8vU1FTmzZvHd999l804vrC8efOGpUuXsmLFCqGpRl5IJBLS09MRiUQEBQXh7e1NYGAgy5cvV8t8\nPjZ++eUX7t27x/bt2/MVHh07dsTT0xMzMzOsrKywsLCgWrVqVK9encaNG+Po6Mjr169xdnbm/Pnz\nJCQkMHnyZFauXJmnLVW1atU4cuQI9+/fx8PDgw0bNtCoUSO6dOlCmzZt+Omnn4R9f/zxR5ydnXny\n5InKP+PkyZNp3LgxGhoawg12WFgYbdu2pVu3bjg7O5eabdaHSPPmzXF2dlZq550fitzYzEK2sZce\nFk81BSHr7/COtEfuJOx4n+qhqpBVPO9QL0YQsSAXsiCPyBZFwArjqShkc5pjbhTWwQDkebKNdUYR\nnnGVZNkLvq2as0YrD2J23759ODo6CrUxFUK2gCQkJAB8NHZPYWFhfPHFF6SnpyvlDKpK06ZNlXL5\n8sLb25tNmzbx559/Fvg8b968oV+/fty8ebPAx1aQOyEhIbl2qkpOTubXX3/FwsJCcJAoCsuWLWP+\n/PlFWr7dt28fLVq0yNP5ogJl6tati6WlJSEhIdSoUYNJkyYxY8aMbPs9evSIOXPmEBwcTGJiIoMH\nD2bTpk0qtbx9+fIlkydPxtPTk1atWtG5c2eqV69OjRo1BBHs6enJ999/T1JSEomJiTg5ObF161YW\nLVokRHXr1atHjx49cHZ2xtTUtMCfd0NDQ1JTU6lZsyZisZh+/fqxZ88eJBIJ48aN4969e8ydO5fR\no0d/NNf44qRfv34MHz48x5vh3Og6JecCr8zbIE9J89jzPpWm8kI3dBrmXXyZWcSCcjQWECKyWfdT\nB/kJ2+ISs8nvwjDUq0180gPsnrdiS5wGHfRX0Mng+xyPKw9CNisVxV4F5P79+8TGlsO/dCF4/vw5\nAwcOZNu2bWRkZBTYP9Hf379A7TobNmzIvXv3CtWtq3LlypiamioVvFRQdPL6+xkaGvLdd9+hq6ub\na26hqoSGhlKlSpUi5yCOHz+ew4cPK1l9VZA3qampjBo1igsXLmBtbZ2t7ePdu3dp3bo1AwYMYNy4\ncTx+/Jg3b97wxx9/qCRiAapXr86pU6cIDQ1l6NChBAcH4+bmxtatW5k6dSp9+vRh586dLFmyhMeP\nH9O9e3e2bt2Kjo4Oenp66Ovr4+fnx8SJE3n69CnW1taFyouNi4ujdevWLFu2jPDwcJ48ecKaNWvQ\n1tbG1dWVjRs34ubmRtOmTYU20R9q98CSoEmTJirnyC40k+fG5uexquiS9bRdGpXGbhOeF4d7q3Se\n3MSpQmjmJGIddMNzfaiKukSxKh60mSOycW+9SBe/wbSSPO2qikYjOugrr1opOgKWRxGbHxUR2Y+c\n+/fvM2HCBMaMGYOHhwdnzpwp0PGLFi3CwcGBoUOHqnzMv//+y4IFC/jkk09YvXp1gYpXPDw8WL9+\nPWfPnq3Ikyxhfv31V2rUqFGgv3Vmli9fzqJFi5T6zRcWmUzGjh07MDExUbIOqyBnmjZtyrFjx2ja\ntCna2tpYW1sTGRlJ1apVqVKlCgkJCaxbt44RI0aU6OcqMjKSGzdu5Gp31a5dOxwdHdm8eXOBxv3y\nyy+xs7NjyZIlPHr0iL59+yKRSDA1NeWXX36hV69egFz0Hj16lNWrV3P06FE6dOhQ5J/pY8PFxYUD\nBw7k60ijKBg7uP59++uskcfcBFz8z4PJ8L2MplVzqq64ked5Phnjj4NuuBCBzZofqyBrxLagKMbP\n9fVcorMFabSQV2Q2NxsuINeua+VZxFZEZCvIlVatWnH58mWuX7+eZ95qTrx+/Ro3NzcGDBhQoOO6\ndOnC7du3ef78Of/991+BjnV0dKRGjRqcPXu2QMdVkDM+Pj7cuXNHpX1nzJiBrq4u8+fPx93dvUBt\ng5OTk9HS0lKLiAX5RW3WrFlUr16d3377TS1jfsh8/fXXQmqIh4cHNWvWJCUlhdjYWJYtW0ZISAgj\nR44s8ZtDS0vLXEXso0ePePPmDVu2bMm1IcrcuXOpXr06NWvWxMLCQrguPH78WFhhatGiBVFRUcTE\nxLBu3Trmzp1Lhw4dkEgkVKlShalTp7J582Z69eql1LCjAtVo0KCBUgMRBQvN3j9yIrNIU0RgcxNu\nxpPlpv6ScG8kybn7vRp2jBcEpJKAzUHEZo22OsSG5PrIifwitrlFZ4viV1tBzlQI2SzExsYSFRVV\n2tMoUapVq8a5c+fo2LFjgY5btGgRy5YtE+yICoKGhgYZGRmFqkRevHgxGzZsUIvP6ceOlZVVgRpN\n9O/fn02bNqGrq8uCBQtUNqi/cuWKEAVTJ3369CEqKuqjSQUqLPPnz0csFnPy5Em++eYb/v33X378\n8UdSUlIYNmxYaU8vR4KCgggJCcHCwoKNGzcSFxen9PqlS5c4ffo0ISEhREdH888//zB9+nRkMhkv\nX77M0Q928ODB+Pn5Ub16dWbOnIlUKuXNmzc8fPgQExOTCuutQnD//v1sHTAXmr33iFVsg/JzkD2q\nmFtEVtOwMgYD5Y4TbzZ9lud88lvez1wAlp9YFY5RQdQWZC6qitm8Ugyy+sm+SVIt7eJDpELIZiE0\nNFSl1qsfO9euXSM6OlpwFCgMFhYWPHr0qMDH2djYMGnSJBwdHblxI+9lpgrypnLlylSuXLlAx2hq\navLJJ5/w888/ExUVxdKlS/O8qZBKpfj6+qqca1lQFi1axMqVK0lKSiqW8T8EpFIpenp6rFu3Dj8/\nP54/f66Wzm3FyZAhQ0hLS+Po0aM8fvwYe3t7LCwscHBwYPr06YwcOZL9+/djaGgIyH0na9euTZ06\ndWjdujVNmjTJNcJ86NAhjh07RufOnbG0tGTjxo0EBQVhZJR796gKcubu3btKjTGyitisdP/TUCju\nUvjIZo7EZm6KkBnDfgtBSxdJpC/pz/LOj1dEYTOjaIbgoBuumnh9FJDz87mI2tKOzKakRyCWfJzB\nnQohm4XWrVsXqHjpQ+LSpUsYGxszbdo0jh49mmt/9ePHjzN79mx27txZpKXIcePGceLEiUId+9VX\nX3HixAkWL17M1atXCz2HCgqPSCRi5MiRzJw5EycnpxyL8BISEpg9ezbt2rUrthbDRkZGrFq1ikWL\nFgmOIxW8RyqV0rNnT+Li4vDy8mL06NHZImhlFZFIRMeOHXF1dSUsLIyQkBDWr19PpUqVOH36NF26\ndFHa/+rVq7i4uOTbBUxfX5/U1FTi4uIIDQ3FxcWlxBpNfGj4+/sLucWqdI+KaiTJFmnMvJ05hzSz\nmBWJRJg6XQLgzcbe+Z4n87K/UvFWVgH6KEB4ADS/40fbh0+zvZaTsM0qaAsqZlVBlcIvAIsqn6Gl\naVjo85RnKoq9KhC4evUqBw4c4Ouvv+b8+fOcPn2a7t27M2XKFBo2bMizZ8/Ys2cPPj4+/Pfff+zb\nt6/QhT8gLx7S0NBg+vTphR7D29ubpUuXFrhIrQI5e/fuZdKkSUUeRyKRCBXo06ZNQ0dHB5lMxvz5\n81m+fHmJLNnGx8ezbNkytmzZolJbw48BsVhMhw4dCAwM5M2bN8yePVtoxfqh4+/vT2xsLJ07d87x\n9fj4eCpXrlxRNFpEmjRpgru7O3Xq1FGKxmYtOIqwlSp5xOZHboVgCbsmkB70HxpaulRdq7yilznK\nObPJXaXXsgpYM/e7jFh1Ee/g13RtURPf5/FoaoiIT0qjhqkBn1ka0bpGJTpYGmMz4r3Vn1eLhtnm\n6mWmHPzKrRAspwKwojRLyK3gq6LY6yPmxYsXBATkvJzwMdClSxdiY2N58OABq1ev5t69e3Tr1o0l\nS5bQvn17FixYwPPnz2nVqpXwKApmZma59lpXlebNm5OSkkJQUFCRxvlY6dmzp1rG0dTU5Ntvv6V3\n7944OTmxatUq5s+fz7hx40os79DU1JRFixaxadOmEjlfeeDMmTOEhYXx5s0brl69+tGIWECw1soN\nU1PTChFbBGQyGYsWLcLf35+NGzeqdExelfYgF2yKR24YffU7pKcieRWSZ4pBZjGZWcQG+kZxcOJe\nOs88QR0NGTMG2THDujKPxrbg/ujmvDkzkeOf2dCkqgHXwhLoe+QxvRee5fSt57naU6qaZpAT6kwx\neJngobaxyhMVEdlMPH36FAMDA7W35CxPpKen88UXXzBixAhGjRqV7fXz58+zY8cO0tPT2bt3L7Vq\n1Sr0ucLDw5k8eTLu7u5FmTInTpzAw8NDqSNQBaWLVCqPymholPy98oYNG5g8eXJF4Q7Qq1cvWrVq\nxfr160t7KhV8IIjFYiZMmCD4Suvq6vLy5Uu+tzYkyk5+Y5BTRFARqc0ptUBB5sYIOYlZxWupnod4\n+8d0QEb1/70RXs/arUshKGdelluDzfk3EpcdVxn5TVcWNjWlweMI0rs3RudKLh0tT/qRMaAxh/xe\nseVJLE3qmLL7267oaMsFedborCqR2cLYcqkakX2Z4EFVIwfqPNHPcf+KiGwZplmzZqSmphZ5nEaN\nGn3UIhZAR0eHgwcPsmnTJoKDg7O93rt3b7p168aFCxdyrAouCI8ePSpyVBdgwIABXL169aNzmyjL\naGholIqIBWjTpk2hOtR9aMyZM4fXr1+zdu3a0p5KBR8AKSkp9OjRA21tbZydnRk3bhwZGRlUqVIF\nkUjET3FaeATVZvnv/vQ/fj1X0ZSTiFUINVXzQfU7jETTvD7IpKRc2aX0mqKoC5SF5Pk74Rz9nwe7\nL8xh7JwevOjZihvzPictXcLf+vqsjEzmx5hUrlavTJLj/+fzD2qKtqYGY5uZ4zm4MQnJ6cz4Ofeo\nZ34FZIr5FRfVTRzR1Mg517s8i9j8KPdCdt++fTx+/BiRSFRhx6QmjI2N2blzJ6NGjcrR1mjBggXc\nv3+flStXFuk8hoaGvH79ukhjAGhpabF582YmTpwoRAIrUI3du3eX9hTUTrdu3fI1Z/+QiY2NpU2b\nNty8eZObN2/meUPx5Zdf5lsYVZ4pa+/vWbNmlUuv2jNnzmBoaMiVK1dYvHgxUqmUAwcOoKWlhUwm\nw8jIiF69epGRkYG9vT2ff/55gVoLZ21Pm1sEMvPzleeeAA0tklwXIn2X83e/V7A5XmlW7JfoMf4n\nD6av6IdFnaoAiMUSfvv+LPW/PsYPbs8INjXhorE54/58TJWhf1LP4xXzjKuQ3KUh6d0bo9nblr+W\n9sD50jMSktNV+rkK22yhKOSWH/shU+5/4kmTJlGlShVWrFhRJLP1yMjIiihOJhwcHFi9ejUDBgzI\n5t8I0LJlS3r3zr9yNC8cHR3x8/NTy++9R48e2NnZsXz5ctLTVbvIVAB9+/Yt7SmoHU1NTRo0aMCT\nJ09KeyolzoEDB2jcuDEjRozg7t27+Ra9ubq6ftApOWXt/b1jxw62bt1a2tMoMApnmLCwMHbu3ImG\nhgY7d+4EICMjg9TUVM6fP4+mpiZpaWlYWVmhpaWV41h55b9mJaecWsXxmlWt0OsqL1RN2P7eBtIr\n2Fx4ONSLQSqRsPCrPxm0ewam04fhZWbN7ap1WfbjVS77vGW8+0rG3dxEy60zqLluBZ1uHmJA2AWs\nFk7D9VI0NosucqGWJQBVPIMY2aQa3++/i84VfyUnA5lMRmxMIukphbPvVFeubFD6x9csKOd3WjlB\nIYDu3LlD/fr16d69e6HHkslk1KxZU11T+yDo1asXiYmJfPvtt+zbt0/t42tpabFnzx7Gjh2Lh4dH\nke1v1q5dy7p163BwcGDdunVoaWlRv3596tWrp6YZf3gUJce5LDNhwgQWLVrE1q1bP4qCnrdv3zJw\n4ECio6O5d+9egey1goODCQwMpF+/fgQEBCAWi9HUzLsop7xQFt/fFy9e5NmzZzRt2hSxWFwuft99\n+vRh69at1K5dG5C3pVXUUIwcORJHR0datmyJjo4OFy9eJCUlBQcHB45lGqOWr0ae/rKZBW5mAWvx\nVDOb+b8Co5HrSbt9iIyAG6SHPgBaYtgxnuRbpoIwfHn9Hpo1zEnpM5QdT+T5qYaH1xJ+/RmV957k\noFcdDLWURaRDvRgGDqhF2/bD2PztcTZ/ewyTfeNoB2xoVYdmE4/wVZ/+fLvwLNceZk9pG7V/Fm3G\ndcv1Zy0oeXU9y0olDUukMgkaorL9nlIn5Toi27q13BLj7l25zcbJkycLPVatWrUqhGwODB06lAcP\nHhTb+I0aNWL8+PFMnDixQC1Pc0JHR4eVK1dy7tw5Dh48iJubG7NmzcLR0ZGDBw/y7p1q+VcVlH90\ndXXp27dvubVlu3LlCm3bts1xNSQzMpmMH374AWtra9q1a4efn1+BPWKfP3+OjY0NAQEBrF69usyL\nqvKMgYEBfn5+NGzYELFYzIkTJ8rF79vR0RGAv//+G5lMplQIvH37duzt7UlNTeX06dNMmzYNZ2fn\nPG8g8xJleTkb3NxfBe9/PhPcA0QamphMcwaRBm9+7Crslzm6+TYglCqtmwjb7x7c5cnusxj/eohU\nnzo09tIj+Zap0uPqX43xSrNCJBIxZ+0gosPj+PXcc7xaNKRaZX2mfd6UWdtvcP1RFBumtmfp9pHs\n/a4bS3eMwnZgW1wnbMd57DYiH+afM6tuzLVaflQiFspxRFZxgT9z5gwDBgxAR0enoitLMSASiYo9\n73TGjBmkpKQwfPhwDh06VOTIrKWlJa6ursJ2REQEEydOxNfXlw0bNhR1uh8Mvr6+xMXFCV9SHxq9\ne/dm/vz59O7du9yZ3SckJHD37l26dOnCtm3bGD58OMbGxjRs2BB7e3v8/f0ZM2YMK1euxNTUlMDA\nwAJ3aMtMYGAg9evXV+NPUDbYtWsXU6dOLe1pCDRt2pS7d+9y+/ZtHBwcSns6KqOvL6+CzynfWiQS\nsWfPHkDe8VFXV1dokJATighrQVMMohpJkGQkoa1rSuzcOmiYWlBl+Q20G3VGq5EjYv/riF+GAO8/\nB17B5qRdvo1l//eNM1Jv/kulAYNJe9ZIGNviqSFRjSSCiI5qJMGrozk76nXBwSycBiO7Ef0oFK8J\n3aEFLB0j5cytUH6d68ikz5oI7gUNgT5ftGZzNztOzfuDaJ9Q2k30Q+urSWjqaAtzcKgXk6t7QQUF\np9xGZBX5mYpl44cPHxZ6rPDwcK5du6aOaX2Q2NraCheq4mLhwoX06dOHcePGqX3sKlWq8OLFC5Yt\nW6b2scszderUUWot+SEyadIkDh48WNrTKDCDBg3CysqK5s2bM27cOPbu3cu9e/fo0qULmzZt4syZ\nM2zdupUtW7Zw69atQovYrl3lUawPUcSC3NGkLDFz5kyAciViM5OXVeKdO3cYPnx4ni4ZikIkuXjM\nO2qYW9GSqVVvZClv0Kxck9eLbYldUB+TaQfRqGZNypWd2fbP6PaFIGRlUiniF1FIU21o7KVH9z/l\nnbBcr2tw/X/auF7XwPW6BhZPNUm+ZSoUiyU3b0+U93NhzKTUDLo0r8m8HTe53uD9CojCfuvb0baM\ncZlHyuu3nF38Fzc6juTBop9JTyiZNtp+aX+VyHnKCkUSsqq0oysu7t69y8CBA7G3twfk3UUKi6Gh\nIc2aNVPX1D449u7dy4ULF+jzf+ydd3xN9//Hn+fmZg8iQQgSO0aNhtSuFbOU1iylihadWtoaLbWL\narVmi6rxtVulVq0itRUltgQJIZG9c8f5/XF/uRJZN3FHbnyej0cenHs/5/N53+Tee17n/XmPLl34\n5Zdf0Ghyj1d6Vt59911u3rxp9Hm3bdvG66+/Ljz2T+Hi4oKbm5ulzTAp9erV48qVK5Y2o9BIksTk\nyZO5ePEiR48epXfv3vz77798+eWXODk5cevWLU6cOEG3bt2eaZ2S3o67YsWKljYhGx07dgSw2uoq\n+QnZoKAg4uLi8r05zi9GtiAqXNOFKrh7636HdvU7oo2LQOlVk7hZ7dBGhZLx314Sd/6W7TyXrj2w\n9yjN41OXePjOmyT/fRC3fvUBnVjecCR3GaSJvsf9fq9w4JtDJN0OJyZJ5rvXFtM/cBEvf/QH/1x+\nSLpKi3bLcf05WctvNR7Qio9OfUPDPs1oNjIQu1Iu3Fq2Od/XWJiEr9xuBPQ3Csrm2Zo3lOTSW2AE\nj+x4T8sI2qZNm/LHH3+gUqnYvDn/N0dBlClTBg8PDyNZVvJwdHRk8+bNLFmyhOvXr9O1a1dUKpXJ\n1jN2o41Tp049UyKgwLpxcnKytAkGo9FoWLdO500ZOXIkVatWpUaNGmi1WmrWrMlvv/1GcnKy0Tyo\nIhHSvHh767LfL1++bGFLCk/VqlW5c+dOns+PHTuWDRs20LZt2yLnOzwtzrJ6ZWOTdMnddk66XBa7\neoH//28HNJEh2FSsQ+kPtxIz+5sc15BDPxzn6LBZOKlisFGloXrYtEBb1OHB2PpWQxsXQ/C6o6RG\nROFUuTyaMmXxLOXAqy19AfAu65ztvNOeVfWe2VIVyxA4uS9nj9yh1vsDCNt+2GjXt7wS4ABK21R/\nLpJcMzFaaIG5xezp06fp1asXALt37zbv4s8p1apVY86cObRq1YolS5aYZA0vLy/u3btn1DmdnZ2N\n0jCjpLF06VKj3zQURzw8PKymWcbZs2cZOnQoHTp0oHnz5pw8eRKlUsmxY8fw9fWld+/eRl2vpHtk\n//vvv0LVMzUX+/fvt7QJhaZLly4FjunTpw/NmzdnxIgROZ4ryBtbUKhBRIyuNnRawi0AbLx0TQvs\n6nXQ/Vu/I0qvmkiuZUk9/qRpQerJIKImjcdz+lxe3vEDmrR04pcNzTH/mTNnWLJkid5JI2ekYlOq\nNKVHvofS2xtJoUCVkETTpZOYc2gcAzro1q9Q5smN8tOdvQBcypUiJTwSWzcXHDxLk3j9Tr6vU1B4\njBoja24x+/vvv7N06VJWr15NrVq1Cj4hF8LCwvjjjz+MbFnJZvz48axevcDzN40AACAASURBVJpP\nP/2Ua9fyaO1XRHr06GH0v0eVKlXy9SQ8r/Tu3fu5uGsfOXIkc+bMeeaqGObgyJEj9O/fnyZNmhAW\nFkZ0dDRqtVofQmVsSrqQrVGjBvXr17e0GTkoqUIWYN26dezfv5+jR49m29LOLeY1M1Y2L09seD2t\n/v8RsX8BEBOu+91pEyIBUPo0BsD+/wWtc9ePiVvyPfL/h8DZN/THuXM3Ug7u43ykL5KLG06taurX\nzNQtMTExvPfee9jZ2XH25hhS9n6Hst7HPPr0PZL+/IMXvx1HwLIvcfbRhav4lnfBRqngQqPa+f4+\nHEs7o1WpiNh3HFkGlxp5dw/Nr01tYfk3dZHR5iruGD3Zy9yhBqNGjeLQoUPcvHkTSZIKfbHy9PSk\nQ4cOJrKuZOLo6Mg///xD27Zt6devH+Hh4Uab+9VXX+WXX34hIiLCaHO2a9eO33//3WjzlRS8vLye\neY5evXoxZ84cI1hjOlxdXXn//ff5+OOPiYyMtLQ5uXL//n2GDRvGP//8w+PHj5k7dy4PHjxgzZo1\nyLJMqVKlTLJuSQ8tcHJyMtnv7lmwRiHbrl07gAJ3t2xtbdmyZQsDBgwocnOa8HpavQc389/HCUEA\nJF/V7cBmBB8EQM5I0a1bswUA9k1eJyP0NukXzgGgcHSk3NwfyLh5HVX4Pcp+s5D4dav4PbU/QWWf\nJEV17tyZlJQUGtm/x62I5ZRzbU3C0jdR3Yqm1IjR3K+bpemCZ1XONq6NrZ0NKpVa/1hunE6vDLLM\npa+X0WzlVBRKpVEqFhTkwfaz7/9c7LiBCasWmFPQtmvXjlu3dNsNtra2xMYaHjDt6Oj4TB3Bnlec\nnJzo0aMHM2fOZPr06XmOCwsLIyEhweB5K1asyNy5c+natSu3b982hqnUrVuXjIwMo4csCODmzZtM\nmDDB0mYUSK1atZgzZw7Tp083WbJiUZg0aRLVqlWjYcOGrF69muPHj7N//35atmxJcnIyb775pknX\nz7yZSUoyTza1QFeT1RqTvTKTZY8cOVLg2BYtWtC9e3d69+6dzStb/nIa8clXDBJYT3twA2rp2g0/\n/H/PrN0hnaBVXdOFEUi2unJekkIBOBD1xVjUUbob19QzJ9HExqJwccGp1cuUnbWA9OADnA+fxPlK\nQXq98lVlRzq6LOKVgNu4V+qI/Ut90cRHUHrYOzns27byHxyd7HF2fVJG7HR6ZZ1wzXIM4FqjCqrE\nZNSpaWYru+WkKPtc7LiBGcpvmUvQVq9enfj4eECXvHX9+nXTLyrglVde4ezZs0RHR+d4Lj4+nipV\nqhTa+xAYGMjKlSt5++23jWUm48ePZ/To0VZ5ATEVixcvfuY5vv32W8D4CXqmwMXFhVGjRrFw4UJL\nm6Jnw4YN2NjYMHr0aFxdXYmOjubu3bsEBQWZJUkt80IXGmr+wu3mwhjvc2MSGBhoaROeifwqF2Rl\n+fLlRERE8MknnwAQlPwlSxMqs/dcI7Ry/snCmSI2q5it5vU2/VurqezZB4DouzsASDuVM9nbrkZz\n7PzqEvnJGGIXLSB53y6cO3fHxl2X1O0Y0Jwyn+1FZQ9/X+nG8bIbCaur1nuCH9e043Ho76QFrcX9\n0z9RuOhEfKYITUtI4dcF+5m9ZhiSJOXpjQ2wD6NuYjAJ10Kp0KkFiTeFM8UUPJOQLUwpDXMIWjc3\nN31ogZ+fH3/99Ve+48PCwli9erXR7Zg2bRqxsbG8+eabTJkyxejzFyckSWLq1Kn069eP1atX079/\nf5o1a8aYMWMIDAykVKlS1KxZs9DzyrJs1G3PLl260LBhQ7744gurEF3moE+fPs88R2Y952etHGIu\n6tWrR3p6Og8fPrS0KQAsWrQItVrNgQMHSExM5Oeff9a3ATUnJVnIGuN9bkyeFyGrUCg4fvw4u3fv\nZkdCX0JUu/At/yaujrWwUdjle25e2kKSJFrW3cSANhrqVP4MgPSzunJbmsd39eNsa7VAE+eAW783\nkGxtcWzaDKeX2yMplZkTARIOzQagdXTidMgYth13Z2fwi/x5pSlnNtcloYoz7pP+xsajSrbY1dMh\n5Vk34wA1ujelXhMfvYjN9L4G2IfpPbNajYZVPWdTY1RfSr9Qg6RbYQb97ozFiZTpJb70FhjBI1vY\nunCmFrQ2NjbIskzDhg3p3Lkz33//fZ5jK1WqxKBBg4xuw5QpU2jSpAl2dnZMmzatxAunHj16MGbM\nGKKiovjyyy85ePAgb7zxBmvWrKFTp076rjCFwdvbm4sXLxq12sCMGTOIjo5m4MCBnDt3zmjzWivl\nyz/7FlemR+/TTz995rnMxahRo1i+fLmlzQB09UTT0tI4efIkw4YNY/jw4RaxoyQLWWO8z41JkyZN\nAHj82PoURoUKFQq12+ng4MDly5dxUpRFRkOFMl1Ra1OMYkvZLjNoMzKDJjV0HvfoCS8QOdIN1b3/\nULiWRZuWhOQxnNLvfoBz5+7Y1aiFrFIRu+R7YhfOI2FFH9CqcRv6I6XnXqDpoNvUavMTNVospMx3\nN3DtPweFY846237q09xe+TvdZryRpyc2k9PplfEY0IuQVdt5sDsIVWKyUV67oQQ4fm7W9SyFUUIL\nMt3xRfHQmkrUXrhwgVGjRjF27FiGDs1ZagN0F2FbW9tcn3sWfvzxR0JCQvRbmFOnTjX6GsWN119/\nnfHjx1O/fn2cnZ1p1aoVfn5+1K1blzNnzhR6vgoVKvDWW28xceJExo0bR1RU1DPbqFAoWLFiBe+9\n9x6zZ8+mbdu2bNmyxSqy2YszgwcP5v79+5Y2w2Dc3d3x8PDIcTMzc+ZMk6+t0WgYOHAgzZs3p0uX\nLgwdOpQVK1ZQu3Ztk3fPy4+QkBCLrf28ofx/r+ChQ4csbEnhMbRyQVaUSiXn05YwtPRFnO190GrT\nAEhIuclvx9yf2dHj1G4kbUZm0OAVXfJX7PRWJPz0FtpY3XdS8nF3Ypaf5uGHc3gwqDcZ165gV9uP\nct8vx+W1qdg36ILC2Z3brR0J71Kb+680QLJ3znWttP/Oc7jzKBrN/ZjrnrpKIrnFxZ4OKc/pkPIo\nbGyo+W4f2u5eTIKLD7HNi+Y4K0w736zYSPl7vksKUlHfRJIkyQPa5J00kVd7ufwwhQt8+fLljBo1\niurVq+sTwjJJS0vDwaFob5CCkCSJnj178vDhQ06fPl3ivbJ5ER4ezoABAzh27FihA881Gg1KpZIq\nVarg6+vLvn37jPr3unPnDpMmTaJly5aMGTPGaPNaA9euXSM8PFzfaehZuHv3Lr6+vsTGxha5Vaq5\nkWWZcePGMW7cOCpU0BVYlySJDRs2MGDAAJOtGxsbS/ny5fn1119JSUmhWrVqtG/fnrCwMCpVqmSy\ndfNDkiR69OjBjh07LLK+qVm0aJG+NWxxQZIkRowYwc8//2xpUwrF5s2b6d+/8NnwmQ6r+dESShs3\n2tT7gyOXu4FWy1iPNP24rM6wrBoiLydZbk0BkmMuc27bi/pjtxErsavTlrRzv+Pcwh2ndk++8zJD\nBmRVOtjYImckIyfFYOPpk21Op+YxJO38nZi50xmycgQv9Hopm3h9mqwJXQHVHuX6eA678ym99bSQ\nza+rV1bmPYb09HTs7e3znNtakCQJWZZzFREmE7KZFAdB+/fff+tLh6hUKpRKJVFRUfzxxx+5Fm42\nBqNHj2bZsmXExsbi7u5u8gtkcWb48OG0atWKYcOGFeq8jIwM7O3t+fjjj/Hz8+Pvv/9m/fr1KBTG\ny1HcuXMnZ8+e5euvvzbanNZAamoqarXaaG17M29S6tatS5kyZQz+cXNzs1hmbUpKCp9//jnDhw+n\nUaNGejtMfdO5fPlyFixYwJUrV1AqlZQtW9aiZcEkSaJ+/fpcunTJYjaYkqioKMqWLWtpM7IhSRI+\nPj5WV986JiYGDw8P0tPTsbMz3NuXKWT3J43hYvpSHO0qkprxgM7Oq3jBwfDrQqagzVpnNjcxG1zj\nFrHzuiGnxiMn66oYOfeZjnPnj3T/bxFL/NZHZAQfQJsYjaxOR06JQxN1B9Xtk5T5Mgild10c6twm\ncesGkvf+iazV0m7tZDo31YXKGVPIJh/Xeabz+i58FiE7e/Zsq6gsUxAWFbKZFEXQgvFEbUhICNWr\nV6dv375mSUzJ9CZOnDiRhQsXkpycbNAFMjQ0lMOHD/P3339z+PDhbDVaY2JicHc3XsFkU3Pv3j18\nfHwYMGAA4eHhTJkypVAewPT0dPz8/LC1teXq1at89NFHBAQEMGTIEKPZePLkSX799VeWLl2a7fFM\nL+Pt27etqtZmamoqdevWpWzZspw+fdps686dO5fPPzdOPNaPP/5oNg+aVqtl0aJFuLq6UrlyZQID\nA0lISMDJyYnw8HBCQkIICQkhNDSU0NBQ/XFewtPQ79PmzZvj6enJn3/+yZ07d/Dx8Sn4JBNRo0YN\nqlSpYnVb3Tt37qRnz55otVqrKzMUGBjIzZs3rU7Igk5Q3Lx5kxo1ahTqvHEeMt/G6HRADdve3Fbt\npJXjTAIcxyFJRdMHp19TcS0gLYfQu1L/ITHTWuE55zLa5Fji5ndHHX4Zu/odKfXhNiRJInHjZ6ju\n/IvrwHnYePqS9s96tCmxyKo0HNsMo1RvDx5Pm4ScmoJT2444deqGJEnZhGmedv2/YDVUxKojrhPz\nVVPcvzyGbZWG2Z73O+3Apd3dKV97KOWq9wMKJ2Qtya1bt6hZsyarVq0qtCPraYqFkM2kqIIWnv2P\nolarycjIMFvv9datWxMUFMStW7eoUaMGp06dolKlShw+fFgvVguqlerj40Pbtm159dVXjd6e0lTE\nxcVRr149fVvQ06dP4+PjQ5cuXfj111954YUXDJ5ryZIlvPfee2zevBm1Wk14eDjjx483mq2JiYm0\nb98+WxxvUFAQrVu3BnReYVPEUZuCiRMnMnv2bAC2b9/Oq6++amGLCkatVhMfH09MTAwxMTHExcXR\noUMHfRyhOXB2diYlpXAJKA4ODlSrVi3bT7t27WjQoIFB5/v6+nL37l369+/Pxo0bi2K20UhPT0eS\npEJ52CzNTz/9xLvvvkubNm0Mqmta3FCpVKjV6iIlwlqaxMTEIu/k+Nh25J5aF8s6tNQl/kh8jSaO\nY2nkMLpI851+LfcyXlf9k4j+vC6e82/oH5NVacgaNQoHXd14OT2Z2HndcGg+EGXlF0g/+zs2HlWw\na9wdZbnqgM5z+zSZ4vR0SPk8RW1uQjbr41lJPu5O+sU9JK4bizbuATbla+D29nKUvv5ICgV+px04\nvqY86vRY2ozUNZjIqxPa01hayMqyzMsvv8yxY7pav1FRUXh6Fi0xqlgJ2aw8i6jNSlH+WI8ePTJ5\nNmtiYiJubjmzHrPi5eVFu3bt9D/Vq1e3uHdh4sSJhIaGsmHDhkKdl5GRQefOnfn7778B2LJlS7bS\nN9evX6d///7s2rULb29vg+bUarVMmjSJLl26oNVqWbFiBevXry+UXQXRq1cvpkyZQuPGjVm1ahXD\nhw+3qm2/o0eP8vLLLwMwdOhQfvnllwLfQ4sWLWLMmDFGDdOwVn788Ufu3bvH5cuXGT16NLVr18bH\nx8dk8fNRUVH4+vqSkpJiVTdKxYWpU6fy9ddfM3ToUIPKJ545cwa1Wk3z5s1Nb5wgX8Z7QoacCCiw\nk5y5l/E3h1I+4q3SF4s8Z3g9LYfe1FUDyOqZPbapEp7zb2b7LvQ77cC1AJ2glWyUqELPEvdjf2yr\n+uPwUj9sa7fGppROF+QmYp8mNyFraFhB1pjY1KO/kHr4Zxzbv0vS1i+RU+L0z1Vv8T2u5V7iwvbm\nNBscju+9CjnWLEjImkPv5MelS5f0N/njxo1j3rx5hZ6j2ArZrBhL1BbEvMe6Qv1//vmnSUpvPc3K\nlSvZvXs3bdu2pWXLljRu3NjiQjUvvv32W8LDw+nQoQM9evQw2NshyzKjRo3ip59+AmDevHmMGzcu\n17HHjh1j3LhxrF27llq1ahXKPlmW6d69O3PmzDHY82UIFy9eZMSIEXh4eLBv3z66dOnCtm3bzOa5\nLyoxMTF4enoiyzJKpZLIyEiDQ0+io6Px8PAwsYXWxZQpU4weK71p0yY++OAD7t27pxfGkyZNYtas\nWbz22mts27bNqOuVdIYPH86qVav48ssvmTZtmkHnpKamotVqcXbOPRNdYF6yViqSZZmlsRUYXvoG\nP8S4FbmK0Zo5ifr/Z4rZoN9rUmbiYRSuntmeuxagSy7TxISTdnorqtun0Dy6RcV1v6L0yikSC8IQ\nr2tu5Jfcpb5/FW1CJK6H/iHswhyU9h6o06MpVeFlutbMGQJUkJBdunQpo0cXzettTD744AMWLVoE\nwJUrV6hTp47B51qFkM2KuUStKbG0S78oZGak9unThyFDhtCzZ0+aNm2ab6zlvHnz+OwzXWHqd955\nh2XLlhUo1E+cOMH48eNp1qwZ06ZNK5RgHDx4MBMmTKBevXoGn2MI9erV48qVK7Rp04bq1atz584d\n9u3bVyy9ZbIsM2TIENat0/UJP3r0qD4UQlB0vvjiC+bMmWPUOePi4nB3d6d8+fJ899139OnTh/Ll\nyxMbG0toaCi+vr5GXa8k0759ew4fPsyyZct49913LW2O4BnIKlh3Jg6gjI0fx1Om5vq8IeTmlT22\n0Ru3t5dhXz8w2+MA1wLS0KYlkfLXD9j5vYxk64BrZ1dsPM2XFJifkM3E77QDSY/Pc/HPQDQqXav3\n3HRXcQ0tyI1Hjx7pW2N37NiRv/76K0/NkJSURHx8PN7e3vkKWaMoxrCorcSnXDXGVEDR6tIWN7LW\nyTV1zVxj0a9fP9auXcvWrVv56aef2Lt3L2fOnKF+/fo5xm7ZsgVJkvjss89o164d6enpLF++3CBv\nc/PmzTl69Cg1atSgVatWOcqi5Ufjxo2NmpSSmShy5coVdu3axZEjR1i1ahXdu3dn7NixRlunsDRp\n0gRJkkhLS8v2+LZt21AoFKxbt47Jkycjy7IQsUbCFPWES5cuTZMmTWjRogUTJ07E29tbXwpHiFjD\nqVKlCocPH2b79u1CxJYA5j1+8rPn2mxuOC3S51RkPl8YKgUraL/WWS9W1RmJyIlRqO8/0SUVr9vo\nY0v9TjugcHDBqdOH2NVqiW1Vf9Ju5L1DaIjoNPSc5OPuJB93LzB0IfO1uHg2psXQKNzK60JjHkTv\nMmj94ihiQdegRJZlli1bxoEDB1AoFBw4cADQOWni4+P1Y69du0ZSUlKBcxpFyFbyfB1XxydtSEMf\nrSVdFWOMqbOJ2qd/ikqMxvDOJMamuIvbwYMHs3nzZv7880/mzZvHwYMHCQ4O1mfuHz9+HEmS6Nev\nH97e3sTFxXHo0KFCJ4ooFApGjRrFzJkzWbBggcHnBQQEFJggZyiJiYnY2Oi+2IKDg+nWrZv+uU8+\n+YS4uDh++eUXo6xVWHbv3g2Ao6Mjjx8/JiwsDEmS6NOnD9WrVyclJYXp06cXef78Ot49r9SvX5+L\nF4seq5cXW7Zs0e86uLq6UrZs2RLfutpYZJYkCgsLIygoqMgJjOL9XnypWrUq33zzDa1bt86WdJkp\ndIuCzdl/UFZvhnPnD/WC8UFtjb5UV2Z4QWbiVyaZIjO346efK4iChGph5pIkCXdvXcWfo8E9DT4v\nK4XpyGYO3n33XVJSUvD09CQwMJCyZcty/vx5Tpw4oR/TpEkTateuXeBcRkkNliQJKctUlTx6ofj/\nXsqyLHM/ejsVPXqgkIybiVwUMavWpPAwNphKnjVzPGepkIbcxKwl76b69u3L77//Tu/evUlNTeXo\n0aO0adMmm7f17t27RukJ37lzZyZMmGBwJmzlypW5ceNGgeMKIjQ0VC/OHz9+nCNeVJIkli9fTrt2\n7Z65bEhRKFeuHMnJyTg7O2ergXn58mWjhFUYs4RZSaFu3brcu3ePhg0bFjy4EPj6+urDQKpVq8al\nS5dKRF1HU6NSqfQ3yIWNp3sa8X4v3gwfPpzr16/j4+NDp06deOedd2jUqBGlSpXSXwsLcvpUClbo\nr+HbE36hUuMepGBcb6q5yK2TV+Ljf1EqnFFrk9Fo07FR6HZ2DNUt586dM0gUmpPExESmTZtGjRo1\n6NSpE/7+/ixbtqzQ85hEudkqXbFR2OvvgFLrVCPi/39/Gm0asUnnTbGsQShtnKjk2SvX5/Lz/hrT\nI2wIeYUm5PdjTHr16sWuXbs4fvw4bdq00T9+9uxZZFk2iogFnWd2wIABBldI8PX15dGjR7mWS5Ik\nCUmSsrXbnDZtWo4WuUePHtWL2IyMjDyTnpydnVGpci/vYg6yZmTPnDkTWZaNFhtcpkwZo8xTkrh+\n/XqhExALQ2pqKomJuqSU6Ohok61jjUiSxLBhw/R1eJOSkvQiNjw8/JlELIj3uzUwd+5c7t69S+XK\nlRk/fjwNGjSgYsWKqNVqxnsa7riSZZn76n9oYvtRjrjYrKEFmfiddih0C9jMBK9ML60hwjf9yiUi\nJywnccsktImF91Qp7d1Ra3XXvfO3s4e9PZ3rlJsj7I033ij0msZGo9Ewbdo0vb3lypVj9OjRBAYG\notVq6dSpE6NGjUKSJB49KrhebyYmEbJZXfiSJOFcpj6SJPGgtoaIWloeeD35ElepE40WhmBuzCls\nDcHYYrdbt27s378fgB07diDLMv7+/ka3e9iwYfzyyy8GF5P39vYmKioKlUqVrTB9poCtXr26/oOx\nfv16AgICqFq1Kunp6axYsYKXX34ZX19fZFkuMJmrQoUKBAUFFf3FFZE33niD9957j3bt2qFWq5k4\ncaLZbXjeaNeuHWvXrjXZ/DNmzKB9+/YA2RqdCHSVHFavXo1CoWDhwoX63ZnY2FiDS/UJrB8nJyfm\nzJnD6dOnuXv3LnXq1OG7774r1BwyGhQo8b3mnKPe6qE3k3OI2cwwA0PFbPJxd06HlNeL15R9PxAz\nrT73B4wk+a/d+jFZxz8Y/hlRE2eRcfMEqX/9iDYh705+udlx8c9ORN5ch62yFO4uTbkVsfzJ65W1\nrIirzto4f5K1hos/c/Hdd98RF6crJ2ZjY8NXX32Vay6NJEns27ePq1d1cc1eXl588sknBq1hkqoF\nubWMy4uM1Ehsz5/F26MHAOmqGBQKO2xtXAo4s2hEJ5zCw+0lk8z9NNZafcESYQ2vvfYas2bNws/P\nr8Cx/v7+HD9+nGbNmnHhwgXUarU+1hV0pUbGjBkD6Cox2NnZ0avXEy/8oEGD9Fu9+XHlyhWaN29O\nQkICqampJqsrmhthYWEoFAqTXMRv3rzJ9evXeeWVV4w+t7Vz4MABwsPDeeutt4w+94svvsisWbPo\n2rUrgwcPNqlotkbS0tJwd3fXJzga8zP33XffWTR5U1A0Hjx4gL+/Pw0TZ/CCw3D94087jp6+1i6N\nqcDoMhH6sZkVDSB/wZopavPDuUVsNqGafmkf6ed24PzKZyRtnohdo+44tnji/ZRlmfjFA5FT4rCr\n1wHHtsNROOe+Q5CXbaq0aKIOTOVWxHJerr+HI5e7Etj4JB6uTfG+LHEg+T0upi+lnE1j3ih1nO+i\nc5/n1KlTvPSSafXPr7/+SqtWrahevfozzdOnTx+2bdumd3CZvGrB0+TWPi0v7BzLIbXopvfihleJ\n4Uapk/rn0zIeodEW/OYyBI02A5UmseCBRqK4eWwNxRLJaP7+/gb1epdlGVmWOXr0KBcuXADIJmIB\nRo8erW9v269fP3r16qWPDRozZoxBIvb69esMHDiQ/fv3884775CcnFzgOcakcuXKJvNE+fj46D2D\ngux07NiRhw8fmqQZxsCBA1mxYgVAobbNnheCg4P1IlatVhv1xtESce6CZ6dixYpcuHCB/9y+5Hr6\nVv3jWeNhM8l6jc3qnqsUrGDIF64M+cKV9muze2kzheu1gLRcRWxeCVtZH7er3wlNVCiyVo1z7ymk\nHlmJNjVB/7wkSZR+fyPun+3Fufv4QotYAFsHD/xrLKJ86Q4EXdE1GTpwvoV+/kCXJXR1WUOk5jxb\nEzrlubtpipCmnTt3cvbsWf3x0KFDn1nEAoUK6zNpHdnCeGbzIin6P7SadNzKNQUgPfmBTvwqlIUS\nzMUNa/PWmtpLu2nTJkJCQgpMgskMb0hISCAmJoaHDx/mWzHh/PnzvPjiiwDs2bO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ykvU3DgwAECAwOLfXkpSyNJEgMGDGDDhg2WNsUgJEmibt26ue4O5EaXLl1YuXIl3t7eJrYM7t69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\nLywJxJHoL6oMAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x10e6f2ed0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "from __future__ import (absolute_import, division, print_function, unicode_literals)\n",
     "\n",
@@ -496,6 +551,7 @@
     "\n",
     "from wrf import getvar, interplevel, to_np, latlon_coords, get_cartopy, cartopy_xlim, cartopy_ylim\n",
     "\n",
+    "# Open the NetCDF file\n",
     "ncfile = Dataset(\"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\")\n",
     "\n",
     "# Extract the pressure, geopotential height, and wind variables\n",
@@ -518,8 +574,8 @@
     "cart_proj = get_cartopy(ht_500)\n",
     "\n",
     "# Create the figure\n",
-    "fig = plt.figure(figsize=(8,8))\n",
-    "ax = plt.axes([0.1,0.1,0.8,0.8], projection=cart_proj)\n",
+    "fig = plt.figure(figsize=(12,9))\n",
+    "ax = plt.axes(projection=cart_proj)\n",
     "\n",
     "# Download and add the states and coastlines\n",
     "states = NaturalEarthFeature(category='cultural', scale='50m', facecolor='none',\n",
@@ -527,13 +583,13 @@
     "ax.add_feature(states, linewidth=0.5)\n",
     "ax.coastlines('50m', linewidth=0.8)\n",
     "\n",
-    "# Create the 500 hPa geopotential height contours\n",
+    "# Add the 500 hPa geopotential height contours\n",
     "levels = np.arange(520., 580., 6.)\n",
     "contours = plt.contour(to_np(lons), to_np(lats), to_np(ht_500), levels=levels, colors=\"black\", \n",
     "            transform=crs.PlateCarree())\n",
     "plt.clabel(contours, inline=1, fontsize=10, fmt=\"%i\")\n",
     "\n",
-    "# Wind Speed contours\n",
+    "# Add the wind speed contours\n",
     "levels = [25, 30, 35, 40, 50, 60, 70, 80, 90, 100, 110, 120]\n",
     "wspd_contours = plt.contourf(to_np(lons), to_np(lats), to_np(wspd_500), levels=levels,\n",
     "                             cmap=get_cmap(\"rainbow\"), \n",
@@ -560,11 +616,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<cartopy.crs.LambertConformal object at 0x11fd1a8f0>\n",
+      "GeoBounds(CoordPair(lat=21.1381225586, lon=-122.719528198), CoordPair(lat=47.8436355591, lon=-60.9013671875))\n",
+      "GeoBounds(CoordPair(lat=25.9246292114, lon=-119.675048828), CoordPair(lat=29.0761833191, lon=-117.46484375))\n"
+     ]
+    }
+   ],
    "source": [
     "from __future__ import print_function\n",
     "    \n",
@@ -596,7 +662,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
@@ -605,7 +671,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "<cartopy.crs.LambertConformal object at 0x115374290>\n",
+      "<cartopy.crs.LambertConformal object at 0x11f8c54d0>\n",
       "GeoBounds(CoordPair(lat=21.1381225586, lon=-122.719528198), CoordPair(lat=47.8436355591, lon=-60.9013671875))\n"
      ]
     }
@@ -636,11 +702,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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IVeHFESOgSyrc/CKccLl0nRYVqGrpsYGwYML+oxHUKgoGoR6szZEM1KJswQR4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\ndC5z/g9Fh2v/P+n+MgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x11ad7ac90>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "\n",
     "from __future__ import (absolute_import, division, print_function, unicode_literals)\n",
@@ -652,23 +729,25 @@
     "\n",
     "from wrf import to_np, getvar, smooth2d, get_basemap, latlon_coords\n",
     "\n",
+    "# Open the NetCDF file\n",
     "ncfile = Dataset(\"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\")\n",
     "\n",
     "# Get the sea level pressure\n",
     "slp = getvar(ncfile, \"slp\")\n",
     "\n",
-    "# Smooth the sea level pressure since it tends to be noisey near the mountains\n",
+    "# Smooth the sea level pressure since it tends to be noisy near the mountains\n",
     "smooth_slp = smooth2d(slp, 3)\n",
     "\n",
-    "# Get the numpy array from the XLAT and XLONG coordinates\n",
+    "# Get the latitude and longitude points\n",
     "lats, lons = latlon_coords(slp)\n",
     "\n",
-    "# The basemap method returns a Basemap object\n",
+    "# Get the basemap object\n",
     "bm = get_basemap(slp)\n",
     "\n",
-    "# Create a figure that's 8x8\n",
-    "fig = plt.figure(figsize=(8,8))\n",
+    "# Create a figure\n",
+    "fig = plt.figure(figsize=(12,9))\n",
     "\n",
+    "# Add geographic outlines\n",
     "bm.drawcoastlines(linewidth=0.25)\n",
     "bm.drawstates(linewidth=0.25)\n",
     "bm.drawcountries(linewidth=0.25)\n",
@@ -679,10 +758,10 @@
     "\n",
     "# Draw the contours and filled contours\n",
     "bm.contour(x, y, to_np(smooth_slp), 10, colors=\"black\")\n",
-    "bm.contourf(x, y, to_np(smooth_slp), 10)\n",
+    "bm.contourf(x, y, to_np(smooth_slp), 10, cmap=get_cmap(\"jet\"))\n",
     "\n",
     "# Add a color bar\n",
-    "plt.colorbar(shrink=.47)\n",
+    "plt.colorbar(shrink=.62)\n",
     "\n",
     "plt.title(\"Sea Level Pressure (hPa)\")\n",
     "\n",
@@ -694,11 +773,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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l7cXNtwdqjQN56afRFiTg0GMi7n9ZQthpL7RFaSSd/xfBvd6qcOxB5y0b2z9Ot+ZI/7zk\n5ubyww8/8Pzzz9/qpljFy2ZrDJUYcliVO5Jujs/SxfHJKmmPFn7C3qKXAfgzuQh98cUXzJo1i6ys\nLDw9677aZmFhIVFRUURHR3Pq1Cm2bt1KTk4O33zzDSNGjKiSfv/+/RgMBoYMsX7O07Zt2xg9ejQA\nW7ZsYcyY6u9dgKtXr1JQUECnTp2sqmPUqFEIUVto3+pZuHAhL730Uu0Ja2CKxz5+z5/CUOePCXOY\nQkKnimFaLT3vzJ9zTYHLgCyL21NmT8N52Ejc7nmgSesH6BNidWCB2st0UBZCy0nK5NLW01zafpqr\nBy5RnFtI8IBQOk/sg09IALoSHUiJg5sTAeFBuPpVv4py1JZTdBzTvWpd6XEAXItJYd/Gczwyu+I9\nsmXVCdqFN6ddZ0shopuOrPR8rly4QfyVNHb+epqSIi3vff8EAYG1PwsiD8cR1qMlH8xaycuf3oeT\ni8NNaHH9OOqrBG+5fjSalX/9im4PDGTU3++rJVc1ZZW0JHXvCfyH9KwxXdaZywB4dS1fh6SyfrIW\nQ34eeWtW4vH4X8u2WdJgTU3q05UXxyynQUK2Jpw8XLh/yQyuHbnM5r//yOZ//ESPKYPpPmUQQT3b\nWnx4m27yoyUt0RUWs63/ozQb2Zfu85/Hzt217ISYP+RMHVr+YC0XhHUVtTUJ04plV8VcgJr/llJy\n1r0Q+7Ch2IcOrrUNpjpy//sCxUdWovZtg9PQJ/Hs9yXNN58mdfJg+h115Mjph7AL6UPYaS9KCm+Q\ncfU3dNpc9KUFVF0FtSL/X0QsgLu7O0VFRSQkJBAUFFR7htsQB5UHQ5w/YHfhnCpCVmsoLBOxGRkZ\nCCG4cOECYWFht6KpdSY+Pp5Zs2YxderUOovYlJQUpk6dyuHDhwkJCaF9+/ZERETw2WefMXjwYNRq\ny/e5nZ0d+fn5VrcxNTUVX1/liyInJwc3N0sri1YkODiYTZs2ERYWhkpVN4+t/v37c+jQIQYMGGB1\nGxuLl30hyG4wI1y+5EzxYtx6PFhhf+VnY1MLWBOVX5TOvZLJWvw52gvn8X1rwU1pQ2NgeqcBpF9J\nZsfP+zmz5jBZ19JoP6ILHe/sxpi3H8K3XfN6f9AM89SiOXGcFq19quy7fiWNonwtaruq90ivoe3Z\nvf7MTRGyulI9x/deZvWS/Vw4cY22nVoQ1MaXiY/1Y/jErmg0dXtX63R67Ow1ZKXnczt/u6fdyMHr\n7H62rDrB7g1neOqVO7lrSg+O1aOsouwCPI5uwN/NqcJa25VJPxyJvbcH7h0qLgrYJySlQWJWuLii\nCWqJoaQYlYNj7RluAU0mZE207tuB6dvfIiUqgZMr9rHswU9x9HBh0Myx9Jw6BI2DXZU8fRziWfzC\nz/j07oyDnzc773iadtPvp89fJwMVvzAqi9qKD9qqnW4ubs0f0vV9QEf1Ka4iZgEKsy4g/JzReOyl\n6KQjdm3rtgCRUAnUzUNxnTAPhy6j6XjUkWyVHR0OCVBD324/A1BanEHi2UU06/A4LcKn17m9L/uW\nC9qXK68wboE/s/idM2cO8+bN4/3336+zuLjdaGV3B4WGVNJ0kfhpIsq2/5ijhOV8yvMSPj7KCywk\npPKiSLcXUkpatVJWOF2+fHmd87366quEh4ezfv16nJ2da89gxM7ODq22utj01XPq1CnuvPNOAA4e\nPFirNdbEsGHD2Lx5M+PGjatTejc3N0pKSmpP2ARUvvejPY+i1gWX/W6MZ2Njob3wBxmv/w11i440\n/3Etai/vJq2voZZYc/FqMBiI23eRnQvWkngqjoh7+zPpsycJHtgRdR3Fm8myWi3t/Dm886JFIevq\n5khuZoHFbL4B7ji7NY0wKSoo4fyJ65w6EMOFE9eJOh1Py3Z+THy8P+//8AQOjlXf+3Ul5lwSXfoE\nc/rQFQaMCm/EVjeckuJSkuOzmDnxX6hUKoI7+LN0zxzcPJRVi/ukx5VZamsjIy6FtMtJOHm60GFU\nV4QQBBNfZeQaIGXPcVzbBOHSqlmjHg+AEAKVqxvCrnyBPpcBWbfEKlsdTS5kTQR0DGLsu1O48+0H\nubztDEeX/kH3hwZZTHvj3HUSV23mrRvfclKGEHj3ELTZeeiKiimMT6GP2erdlkRtVSttuaW0KYbJ\nqhOzwtGNwkP5aKO3o/IKBGlA7WN5aXJT2x0jXiTxoScpPrIKhy7K0KZ7s4FkXF1P55KJpIQppyzp\nwmI8mg1CW5SKs1dYtcdmzpShEISqVgGb0MlQ5ppgSvtnFLQqlYoXXniBBQsWMG/evFvdnHohhIpw\nh0eJLPmWEZrPAThU+C7phnOMd1nJ+rx7AWVo29HRkTfeeIO33367piJvGaYh/oyMjDrnycrKYt26\ndcTFxVklYgHs7e0pLS21Kk9JSQmOjsq9nJiYSGBgYJ0tZc7OzvTt27fMMtumTe0vrIa4FdQX8/s/\noZOB3MIorpz5hjt7nLytBKwhL528n1+l9PIB/Ba8j/Pg4Y1eR2O4D5gLVwCDXs+1I9GcWXWQyLWH\ncXR3Ysjsu3nq17kWDTfVllubgDWSdDWDjJQ8ju2+jEot6NAlEDdP5V7x9ncj+lxitXnvmNC1zu2p\njcL8EtZ8t5/ta06SeDWDDp0D6TG4Hfc/M5iw7q3w8nVtcB0Jcem069SCTr2C2fbLCTr3Csbdy7rn\nQlNxfG80f3tgCWqNilc+vZ8xD/aqkqYuIjbpzFXyUrLxDvan450VXUYqi1gpJTe2HsS7ZziOfk0j\nLA0lxcjCQoSZMeh2ErFwE4WsCZVKRccx3S369JgoysrHt20APz3+BWPfe5g+/ZtxpLgjUZ8s48p3\na/Eb0pOu7z6HY4BP2YOoJkELTf9Qrixm48e0RQPoHZxpc0FyQ1eMPuUKhqwk7NpVXOTGZUAWhrxc\ndEmJ5Cz7Dn1iZJngNZXrGzyJiwnbEIkOgMDJoz3ZSbsI6fdJrW1LCtWXWaLNRao1mFty/0w0a9aM\n/v37s3LlSh588MHaM9xCqvvACND0YHfh3xjh8jlx2i0cKHqDlurhJOuPk64/x31u2+gcMhCAGTNm\n3MQW151169axf/9+Vq5cibd33S1qy5cvZ+zYsVblMWFnZ2e1kNVqtbi6Ki/cvLy8Mmt3XfH19eWu\nu+5i586dtQrZwsJCkpNv3mqjla+vhE4GSkoz2HtuIq36vUt2x3Jrzq0UsYaiXIoPLKdw+8e4TbyX\nZl/uQOXi0mjlN6bF1Zzc5Cz2f76Jo0v/wMXXnYjJ/Xhm6xsEhFnn2lRXAWvi2J7LDBzTCd8AdwwG\nA9Fnk8iLVMRri9beqNUqOnYLIup0PB27VRRCjs72loqsM6VaHVtWnSDycCzH90bTbUBbXl34AKFd\ng9BYcGdoKMnxWUx4tB/7Np+j+8C2t4WIjTwSR0ZqLt9+sIVXPrufYXdH4GLB0l1XS2xeag6ho7vV\nms6g15O0cR8Bw3tj59Z494c5pYnxlMZewWnoHWXbboaItWQYrMmtokFC9mhJy2pv6vogpUQIQcjg\ncF44+hE7F6zl2Pd/MPa9h/E6sAn/khS6ffQwJ87msmfCLHp/9TrePZWhhZoELdyczjc9/M1PQqcr\nHaBVB1LcUsn/6WVcp3yCPv0aat9yPxZDQQFFp46T++MytJGnQKfDe+aDGEorlzsWAJ02l/S4tbg3\nG0hxbgx2TgFo7Cv6x5qL17r4CtckcOsrfm8Xhg8fzpIlSzhz5gxduzaeBeJmkaI7gT2KuFqTNxaB\nGndVa44Vf8wgp/lc1v5CviGRKe77adas8YeWGkp2djaTJ0+mR48ePPCAdZN0zp49y+DBtfuYW8Le\n3h6dTmdVHkdHR4qLlfstNDSUXbt2ERgYaHXdarUanU6HRlP9I9bZ2Rl395r92huLylZYAIOhlP0X\n7sMrdBLNO/4FuMUCtjifop2LKdz5NU79e9Psm+U4dGz40HFTWF3NSbmYwO5PfuPsr0fp/tAgnt31\nDv6h1l8z1gpYExMf71/2t0qlIrRruXBOjEunbacWuHk6svY/h6oI2foQH5vGgS3n2b3hLNHnEuk+\nsC3DJ3TloWeH0Ta8eYPLrw693kDr9v4ADB7bmYWvrkU+LG/qqIbBoNw7e34/i72DhktnElj59V4K\n80twdXdkxMRuVT4O6ipgddpSDv17OxGTLa/mbG6N1ZdoubH5AM3vGoTavv5uGjWhvRKN1JbgPHgY\n0LQaypJwtYYGW2RNndsYgjYvORsXP/cy3yGfkABOrNhLcV4RUZtPkRGbzNh3p9D1fsiZ3odThVWt\nJZYELVgWtZYst42F6cSYXgz6KxdxHj0LfVIUqDWofVsjdaUUH11N9lcb0Z7aUCG/LCjAZZhlVwm/\nX/YT0OFx4o6+RlH2ZVp1nwuUC1aTiA06ryp7aZn/bS5MTX//tKfc5cC07+N042SQP7GINTFt2jRe\ne+21P6WQ7eTwBOdK/sMN3TGaa/pxQ3eY86VLaakZjpu6JfuLXucO588JtBt4q5tqkY0bNwKwdu1a\nq/MmJSWVRQ+wlvpYZDUaTVmehrwge/TowalTp+jduzcpKSns27cPX19fMjIyuPfee8vSRURENOgD\ny97enuLi4jJ3iMpYErCgGA32pDyN3t2V4N7vNYqAra/fnDQYKN6/jMLtH+DYvTctlv+IfbsOtWes\nhaayvJpIj7nB5n/8RMwfZxn0/DjmXvoCV1/rPkzqK17rSmCb8gtAr6vZ9cxESVEpqTeyUatUFBVq\nib+SRuLVDDJT8zh96ArpybkMurMTT70ymoi+bRps1a0rKpVgxD2KpTInswBHZ/ubKmJ3rDvF28+s\nIKx7S3Q6A24ejly9nMKMN8aRk1lIq3Z+9RaxAFd2n6ft0HCSzlzFI7CitjEXsaW5+aTuOUHghKEV\nhvsr09BoBfqMdJz6KB9JTamRGoNGcy1oDOvs2XVHOPztDu7919ME9Qwh6cxVWvZsi16ro/OkPmya\nt4LlUz9j/EeP4RHowzC0HC2BwvgUci9fxT00GOcg5eSZP8RqErWVfxcc9GoSgatp0wtZkIXuxiXs\n2vSiaN8PFO5YjD7pAsLZE+cJr+E2KYKiA3vRJyeBnR36jHTUPr5V2pPYSY1PnnIDO6UUkHx5GR4B\nA4BQgCphuMzFrDmWfGFNmESsOX9W9wITXl63l19PZSz1OYCvJpzhLovYnj+NRz1O8Gmmcn6Huyxk\nWU532ttPpoeTEmbsdjxHU6dO5ZFHHiE4OBiDwWDVy6d79+6cOnWK++6zPmxNfXxkhRAIIdi+fTuj\nRo2qd1gzd3d3cnNzAdDpdHTt2hV/f3+io6PZuHEjo0aNwt7enqCgIM6ePUvnzp2rjb5QEy4uLuTm\n5lYRspbcCEzEBcUTc2AmpUXpdBm3hUt9a58QV104rPqmM6G9dJH0d14Hg4GAf/4bhy4N+9BsiHit\ny/tLSknMrnPs+3wjcfsvMvSlCTzwzQwcXJ2sr6+JRWxdKMwvIS4qmYyUXDLT8og8HMehHRfx8HbB\nYDBg72hHyxA/AoN98PZ349k376bbgLao1TffuCGEQKNRo9Pp2br6BHdN6d3odZieT2ePXOXQzosk\nx2eRdC2D6LOJlGr1vPb5g7i4OjJgdBh29hr0egMqlbD4TLNKxO49T/zxK4QMCSfsroohtsxFbHFK\nBlmnL9Hi7iE1PketFbHmWsd0D8vioir7GoPGFLAmGtVHtqHW2YHPjsG9hRdrZ36Di587fu2a0/PR\nobj4uBEyKIyZe9/jpye+IPl8PB6BPhRlF+D4x2q2vLUOv4HdOfXKZwTePYSIt5+tUG51VlpLmD+I\n62thMPeX7XjUkag+xQiVmtKki5RGHyL7k3EI7yBkxnWEiwstlq/EvkNHAJz7lofiKTq8HztdOzQB\nzSq2R63hQucUijI9CfGeW5Zel1hAWs4B9IYi+qXcU6tLQG2WVpOwut2EUX3Jzs7GYDDcthEMapqE\n19H+IfYUvEym/hITXdbzW8EEluV0R6BiolvFeM634znLysrCy8uLnj17cvLkyTrnGzRoEPPnz69X\nnfURsqCIlYSEBKBhVlm9Xk9RUREajQadTse+ffvQarX069ePkydP0q9fP0Bxfdm7dy/Dh1s/mcnZ\n2ZmCgvJlJafcAAAgAElEQVRZ6TUJWIPUcYqlxK15jWahT6Cau5RoTfX3grWi1BpKr8aS88O3FOzc\nitfMl3C7b0qN1qXaqK+AteZdlZeaw4+PLiIzLoXhr9zDw/+djaOb9QIWbo2I1esNnDoQw9XLqdy4\nnkn02UQunLxOUIgv/i088fR1JbxXa55/dwJefrWHnLtVbP75OH7NPQju0DCLY2XOHI7l7WdWoC0p\nxcHRjrun9qXXkPZ4+XWnpLiU8O6tCAiqqAeqE/TWiFgAXYmOYXMmoKnkJmAuYguuJZF/NYnmd1oO\n19dQC6yJvJ1qSi8fwK7N4EYVsU0hYE00yWSvhgjaLpP60mVSX9Kik/Br34Ljy3bTqk/7sheKZ5AP\n14/GEDq6G2d/PULCiVi6f/wiAcN6kx+XyKVFK5AGg8WHYn3iqdXXOmsSs0U5MegS81D7h6C9uJui\nXd+iCe6J0NjhcMcz+Lz+IKKSH52hIB+ViytO/QZRdPwIslSLXVCrsv127QdQenEXau8govoU0/6A\nnpzkA9jlu6FS2eHnMRCseK7XJHpuN0HUEF544QXmzp3Le++9h739zRkOA8sC1dp+VQk1nRwe54/C\nWQx0Khd2L3pbH17qVuDp6cmGDRsYP348y5cv55FHHqlTvp49exIZGVmvOh0dHesVfkur1VaYhBUZ\nGUlEREQNOSwzYsQI9u3bR1paGmFhYfTu3Rt/f3+EEERFRZWlS05Otnoym5SSlStXcv78eVq1akWb\nNm2Y41PuL1h5UYPzrju4cuglNA5edL7zV5LGd6M6id6UAlaXmkLWl59SuGsHbvc9RNBv2+sdTutm\niFcwfticjGXlU1/ScWwP/vr7vFoX97ldiI9N49SBK5w6cIV9m88R1MaX8J6taN7Km/ueHkS3AW0t\nTky6XTEYDHTq2Yrg0IaJtlKtjmN7LnNs92X2bjpHYX4J+TlF2NmrWbJlNgEtvcpCZlmLtSJWX6r4\n8ZuL2MrRCXIvXaU0J5+AoVUjITQES7qmNOYw9hFjGtVtoylFLICo79CZEEI+WHTUqjzWPkBKi7Ws\ne/47UqISGP7yJJCSHfN/YcCzY2h/RxfWPLsEhKDIM4B20x/Ap1f5xADTxDFL1PfLpTYxK42O4EKl\nojTuOAXr34cr51DZuVKcF4u6TU/sWvfEbcqHSjpj+5x7JSPslRVKio4eQtM8ELuW5cK1+PQJ1J5e\n2AWHVHB9yF4RCxp7DLmp2IcNp8MhA3npJ/FsPqTMvcDkWlCTiwH8bwnWmsjLy+ODDz7g/fffvyn1\n1WRlNXclqEtsX4PUszJ3KG6qVgx1/oR/ZwfSxu4u7nXfWG35txtjxoxh69atJCcnExBQ8324b98+\nFi1aRE5ODtu3b7e6LoPBwOeff84LL7xgVb7Dhw+zatUqFi5cyM8//0xSUhLPPPMMsbGxtGnTBicn\nJ6vcALRaLSqVqsLEr507d5atRial5MCBAzg4ONC7d+3DpWlpacyePZuEhATc3d05tTWbhz32l+2v\n7At7wrCYayfeocOQf5N634hqn4tNKWANBQXk/Odrcn/8Abf7H8bjqWdQe9bP2lMfAVvfUcIb566z\netpi8pKzGTZnIgNm3NkoL/imssgaDAZiLyZzeGcUO9edJis9n15D2tO1fwhd+7fhxN4Y7nny1i3A\ncbMpzC8mP7eYtd8dID+niAemD+GtZ1YQfyWVDl2C6DWkPUPv7oKXnxvZGfmUavV06GL9RD2wXsCa\nuLDxBCV5RWXhSCuL2KzTl0Al8Iqw7DfemHrGkJeBPj0OuzaNJ5gbS8Tu/ca+aZaotRbzE1SXB4ud\noz0PfDODi5tPsnfR77SICKb7lMH8Ous72ky7n+jdF3AM8KH7R1M4P/8bei56tSwgcE0Pm/qudGHJ\n1UDqSik5/TuFmz9Dd/00qNSofYMxFGbjOvHvOD77E2GnPLjYPRth54guMwFd3HHUAW0pPrMZQ04q\npecL8Hz6OaTBQNGh/XjPfrlCHY7delJy/izamMtA+YxGuzY90aXEoHJ0Q6hUnHPfToRmAlA+4ct8\nghfU7E5wOw5JW8O5c+f4/fffmTt3brVp3NzcCAgIqHGCzK2gLn2vEmoGOr/LutwJDHP5lBEuX7Kz\nYCaZ+kt4q0PrVebNZsuWLQghaNasWbX+p3FxcYwZM4bc3FxmzpxptRA1UV8Xkr59+7Js2TKklKSl\npdG5c2eOHTtGeHg4O3fuJC0tjdGjR9OqVasyl4masGT9NxfCBQUFlJaWWrT6SilZv349hw4dYurU\nqXTp0oW0tDSio6MZFneMG6XHKJVPE6P9DftuY1GJ8kf69TbZnNtyNwZ9MV3H7+L66FYWrbBNKWCl\nlBRs3Ujmx+/h2LMPgWu3oGlu/UpSN8v6aqI4t5Bt76zm+LLd3DX/Yfr8ZcRt65KUmZrHuePXiDwc\ny56NZ1GrVfS9I5SZ74yn+8C2Fdp9YOuFm9au2oRdY4r5kuJS7B00Fd77Ukq+eGMDvy8/AkBY95Y8\nPXoRXfoE8+Vvz+LsWnF5W1Oc26O+bcraZn4M5u01pamveDWRn5aDEKCd9BBHS6renemHInHw9cCt\nfesq++orYIuOHqL4rAvYOWDXqivCXrE8S4OB0uiD2He/u17lWqIhIrauK7PCLYgja8Ia94OwsT3I\nu2MiAJFvLaYkv5j0w2ex93KnIC6R5mMGcPGTH9DlW17BpLEpvX4GbeRWtJf2URp7DE3LzrhMnId9\n51FgMKBPvYLK3Q+Va/nMw7BTpuU425GfUUBsyVkce99HydF52LXqTmn8dUqvX8Wxh+UvIYdOXdBe\nukjp9UgYoPSdIqzbgfF6loW5RPUqIOyEckOagpubW2dr43YUP3Vl48aNvPbaazUKWYDRo0ezcePG\nCrPHbwWWJtPVho86DIGaVN1pujs+x86CmfwnuyNzfG7j9RorkZKSQkBAAKNGjapiadVqtdxxxx1M\nnz6dF198scEuIKZwOdYghOCtt95iz549PP/88+zevRuDwUBhYSEODg74+flx/vx5Lly4QGZmJpMm\nTbJ6sQaA/Px89uzZg4ODAxqNhsOHD1eI0LBkyRLee+89unfvzvjx4wkNVT5WUlJS0J/rT55jIvbC\nlQB1Ty55HqZdSVdcHJWRnKRQPWrpSsuuc0i9dwTXqxFhTeoHG3+djHdeR5eeiv9Hn+PYs26rG5q4\n2eIVlFHA4z/sZtu7qwkd3ZWXz36GW0DdllK2BksCqSZRZEqjK9Vz4cR1Th+O5XJkArEXk8lKz6dT\nz1Z06dOG+UufqNGimODqU604awysEXbmgrEhJMalM3XAR/g2d2fouAg0dioObLtAWlIOhfklzJ4/\nEbVGzej7epSJVyFEjW21tK+yeG2IiD1a0pLChBTyogsJGDHJ4gdm6v6TuLYOxLllVcFaXxGrS01B\n5eaOfdggpLYIXXwkUlsM0gBCYBc+vNFcCm6WiIUGCtmahu/rSm3RDsytuNrsPC5/8RMA+qJiPCM6\nUJSYSsK6XXh171hl7WW9trTRYqzpMzMo3LWdrH8vQxbn4dBzIs4jpmP33I+oHM0c41VqNC06Vshb\nebEEV5+u2IcpLyWHPvORanuKT32PISMN96lPVtsG+9Awis6lUXL2TJXZvVJXinB0xfHrBWg7z8be\nyQ+oeEFYssqai9Y/q4A1MW3aNObOnUt6ejq+vtWrwrCwMFavXk18fDzNmze/7RdKMGdPwSuo0NDG\nTlk2dYZXMouzmrGn4BWGunxUJf3t+GHi7+/PihUrmDp1Kr/99hsTJ04s22cwGMjJyWHo0KGN4sdc\nXyuav78/hYWFrFu3DkdHRy5evEiLFi0wGAz4+vpSWFiIRqPhwQcfZMeOHWVL2tYVKSUHDx7krrvu\nQghBTEwM//rXv/j222+5ePEix48fp7i4mHvvvZfPPvusLN/LvnBFm48KNcUyAwfhiWjehuLiGEpK\nU3FxbFX2ASuEIO3+UTffCqstIfubr8j98Qc8nnwGjyeerjIPoDqaOupAdZQWazn2/R9sn7+GwG7B\nPLHmZVr3bXgIsLpQnSCSUpJ6KZHEk3Fsi7nB9WMxxO69gG+7ZrQd2omWU0bwZKCa1h380dSy3K2p\nDikjq2xviJhsqEWyIVyKTODskTi2rDrB1FnDGTGpG3s2nqUgt5i/fzkFjZ0aN09nAgI9OerbhvON\nUGdjHK9J02Sfi6HFGMshE7NOX8I5MKCKiK2PgJVSkrc+F336NaSuGIcuyrNK2Dth19ZyzNrS62fQ\np8Uh7J2RhdkgVDj0mlynCZk3U8CaaJCQjXz9C7q+P6shRQBVfUKqI+qz/4LRwqIvKSHvknIDxi79\njdYPjcE1pPxLVErJtr6P4BjgTbOR/Wg2uj8e4SGojA/U2twLpJSUnDxG7qoV6FNTKD55DOdhI3C9\n713sw++weoZtZTHb8agjF3vkURpzBGnQ4fnwaFQu1S/hZ3Jp8LgXio5dwZCfh8q1XEAbclPRXTtN\n8TOvYne8did1k99sZR/N0aNHs2HDBkaOHMkrr7zC+PHjrTrOW4lpiPerr77ijTfeqDGtaf/8+fNv\n60gGlQm0G8QF7X/J1Efhre6IiyqAHo6zOFb8Mb2dXsZZ5Vclz+0oZh9++GEWLlzIpEmTyMzMLDt3\njo6OLF68mMcff5wjR47g6dkwa1h9LLImgoODCQ4OBpTh/44dO1JQUEB0dDQRERHs27eP4cOH1yts\nVmlpKRpN+VDo008/TWJiIhMnTuTLL7/EwcGBzp07k5CQwLfffkthYSFbXvck3P5Rmmv6Ea39lWxD\nLKpOg3DM8Cc99wCprUop9q95idmmFLAApdfiSH15Fhr/AAJXb0TTom7+hrfC+mri3G9HWfv8t7SI\naM1Tv75Ky17tGlxmfZFSciPyGmd/PcrplfvRFpTQul97fEKa0fvx4Tz0/cwKsWozjP8siVFLosvB\n3ZnCzDycvd2qTVfXshoDa90PLp66zoWT19m1PpLk+Ex6Dm7PlOeGMWx8BCcC2tJp8IAqLgABt0GY\nM0saR+NsWfAVXEtCGgy4tim/d+rtRhB5mqxPf0A4e6L2b4uwK3ensGSIzP/lH2ja9qXkxK/KqLJ7\nAEU7F+P26KJaNU99BWx9xas5DZrs5R4egsbJkZLMHHz7ReAe2hrvnuH49IvAzrVxl47TZuWyvt3d\n6AuVh7O9rycT4zax2m0AI/ctrTDRy4SuoIiU3cdJ3n6IlF3HKE5Ox3dAN1xat8A5yJ9EbXNUbu5g\n0INagyE/D+35s2ivRKOLv4bKzR23hx5F7euHY4/eaPwDGhyOwvxk67S5nFWtxmnA1LJtNS3cAKBL\nvkHxyWO43jWhQluklBQfWI7ToEerXFDVXSjmCx+YEELw7LPPsnTpUgoLC+sdR/NWIYTAzc2NAwcO\nlA0L10RsbCx79uzhySert4Q3hLq4C1jLLzljuarbgpPwZcKgZIQQ/LxXOcfVuRjcbkIWlGvW9AFR\n+TqbNWsWCQkJ9VpEwZyFCxfy0ksvNagMqPjQN4XS2rFjB2+88QZHjhxhyJAhVrdr5syZZVbnp59+\nGpVKxfz584mJiaFfv34UFBQwe/Zsjhw5gkPMaLQylxKZzV2u/2Wv1xIKS67TrvmzJGas56p2C807\nPoVvm3uqXdygqUVs4Z6dpP/jVTyeeQ73h5+odbTuVopXg8HApS2n2PPZBrKup/PANzNoO6RTg8ut\nL4VZ+Rz5bieHl2xDGiThd/ei24MDad2vQ6POHs9OyCDmj7P0emxYo5XZVEgpOfXTfi5tO41epyct\nKpHCzHxCR3cjeEAoPaYORlWPj8ibzd4EV0qzc6v4uabuPYH/kIoxY0tz88k4dp5mIxRLaUNCauWu\nzyV31Tyc+09BOLiAythXxmet1Jci7BywDy1fOTH1aXcc+z1EyZnNyKIc3KctJXfJE3i+thP7kIoT\nUW+2cP15r7ppJnuN3P0daftP4dyyGZnHz5N3+RoXFvyHrNOX8OjcjsBxQ2h57whcQ6xba9oSFxf+\ntywqAEBpVi5Sr/zOi75mUchqXJwIHDeYwHHKiSpOzST90BkKE1IpjE9Gm5SFIT8PVCrQ6xFOTjiE\ndcbl7kloWgSiaRHU6CuHmFtmNfbuaHzaoc9MQO1dsY+qE8xqP3/0qSlVJ50VZqO7EYWhIJOoPko4\nG1M95svVmlPZKgsQoO7FV199xZEjR+jbt2+tw/S3Gw8++CArV64kIyODPXv21Or+EhISwqpVq25i\nCxtGnj6BFpoBXNVtwd93VNn2sT3PsvlEF/Z4/5u2zZ+u4g99O1plhRBcv36dVq1alZ03Ex9//DEh\nISFERUXRsWPHGkqxnrS0ND799FMWLFhgVVtNaDQa9Ho9wcHBXLt2DRcX69c5/+tf/1omYnNzcxk/\nfjzTp0/Hz8+PTZs2MWbMGKZPn45c8wpj1B3ABXSymI35D3PYbzUdAmZyImYWkVdfI1PGYO8UgEfz\nobdExBrycsn4eD7Fh/bj9+mXOPXuV2N6awVsYy6DDhD9x1nWPLcEe2cHBs8aR/cpg6rE77xZFGTk\nsWP+LxxbuouwcT2Z8sOsRhev5ngG+ZCfllP2XFzz3DcE9Qyh71MjmqQ+a8m9kcXFTSe4cfY6Vw9d\nQl+qZ9DMsajt1Ax4ZjQturfh6Lc76fXYMP6mupfn9rxLyOCGL2PcVBwtaUnMkm+IW/Y7d19cV2bV\nVCZxVRxtMuj1pOw+TuD4oQ2uN+8PO4r2/YDrQx9h5139qIghN5WSM5uxjxiDzEtDHRhG8eGf8frH\nPrLeHYxdeyXCRdHub4lIr99S4eY0hvXVEg0SsnZuLrQYq4SM8OxcPhyjKyom/eAZEn7bxY7hf8Wt\nXUtCnphIy3tHVmtOrwltTj7RX/6Mobg8JqTa0YGCazcASN52iOApY2stx9Hfm6CJ5UHHtY0UQLiu\nFO3+DsdBjwLlfWDXti/amMPI0mI87lEmh1UWqeYht4RajVQNxVCYjcpZuRG0F/dgyE1F7dmcklNK\nKCbHfg8R1afiV1PlyV9AlUUTJrmt49/ZLXFyUtwTHnroIXbs2NFYXdDkzJkzh5UrV5ZZyHbt2sUd\nd9xRY56bGVO2oSTqDuDd5WFCkzIpLk0t2+7hEk6A5wiORU+ntf8jJHRy+lOI2ZYtW7J48WJmzJjB\ntGnTykJSOTg4MGDAAE6fPt3oQjYnJ4cPP/yQyZMn06ePdROQTLi4uDB69Gh8fHyIj49n7969Vlll\n3d3Lh4ePHj2Kt7c3oaGhxMXF8f333zNv3jzGd5hPd8eZZemSO9sjo5shUe7jiOD3iFSvxP5qPu2H\nLObKkKqjYE1thS06fID0t17Dqf8gWqzZhNrdw2K6mxkyyxLJ56+z/b1fyIhNISchg/uXzCDsrh6N\nIhhPrNhL/NFoJi36S53zGAwGjv+wm03zVtDlnr68fO6feLSoXzxda4jdfxFpkMxR30fvJ5R34aq/\nfkXE5H44eVr/QdZQ0qKTuLDhOBmxKWReTeXqoct0HNONoB5tGTO2Ox1GRqBSq0k4GcvJH/fiHxbE\nby99j4uvG2p7Df8a+g8+NaypvaJbSNbpSxTG3yD+1z9oNXkkAIbSUjzC21ZIl7z1IM3vHKBMRGuA\nNsnb60bR/iW4THwdoapZOKrc/bHvOATtmU2AwPPF9WTMaV9mtc1ZPBW1f1tKDv0EnX8gIfKfNOv4\nJBp7y/d5dTSVgDXRJI6BGidHmo3oS6/P5zIh5ndCZ08lfu1Ofg+dwNm3FlOUlGZVeYefegPfgd1o\n8+REvHqEYefhiq6giM1d7wfg2s9bOD77Q1J2H8Og09WpzMZaBaMupD7tjqEwh7wVL5I2u6qvjH27\nfji2T0QbfalaS2zBQa+yf5q2fSiNPV62zy50EMLZHbuOw1B5BIBBT0nkZnQpMVzsrSwzZxKxlf+G\ninEn3dSKZbh/19E88sgj7Ny5s/4Hfgvo1UuJ+rB48WIAPvnkk1vZnEYn35CIq1MbOge/TVrOAVKy\ny8/PsC5bAdhwNBioGhQfmsbVoaFMnz6d1q1bM3LkyAqrVKWlpeHj41NDzvrRrp3y0d23r+WJDnWh\nd+/eREdHc/jwYcLCwigtLa3zKmK6Ss+okydP4ufnx4wZM1i+fDldu3bFZd/fKJaZFBhuUGzI5kTg\nHxy7PJ2C4lha+irRNtI6udC841N4thhG3LCqz426iNg+ISk1/qsOKSXZS74kbe4L+Mx9E983368g\nYutaTrXtaiQRqy/VEbX1FIvveJPWfTsw6Z9PMffSF4SP61lvEWtyg/lu4gd8Mfh1HNyc2PfFJk6s\n2Fun/FnX01h8x5sc+vc2/vL7PO79atpNEbEAi+94g6uHLnHX/KkcW7qLUf9Q3qF/937sptSfn57L\nyZ/2sf3d1Xzc5QW+GvYGqZeS8OvQgt5P3MHf4xbzyIoXGfa3CXS8s3uZ60DiqVj2LNxA0uk4WvZu\nx4+Pfc5bN74DYPUzX9+UtluLyS8279JVkBD593+VjSpXdqXKOnMZz4gOqB3sG6RNDMXFFK6fj0On\nUbWKWBPCwQXUdtiHD0ftodSd/ck4nIb9BV3sMboNWQdAbuoxYo+8QuTGMVa1qalFLNyE8FsqOw1B\nE4YRNGEYeTHXufzlz2zu+RAtxg6i/YwH8Olds19SzLdrKUpKw7t7R3IuxhH+8hMETRpOYWIq11dt\nI+qz/1KSlsWVJWu4sqTil5mduwtBk0fQ8p4R+A/r1WgRDGpClhSiSzyPyqMZGXM74fOhErcvfXZL\nvObuIGvBSE7mL6KH6+wK+Rw6R5Cz+gb6zG1omrVH5Rtc7YPWkJUEZvuESo3aL0Qpp8to9JkJSJ0W\nobajNGoPkW7Q6rIzrj7d0NgrlqCarLODnRewr3AuX3/9NcuXL2fjxo2MGzeu8TrpJjBzpmLJ2rx5\ns8V+DAwMpGPHjoSFhZGUlES3bt0ICwujWbNmTTas15jYqV3p1f5fHIp6hDt7nMDZIRAhBMO6bGP3\n2dHcyNxGc+/RtS5TfLsQGxuLWq3G1dUVKSU5OTmcPn267MOksTl37hydO3fm4MGDDBhgfYB4tVpN\nYmIiLVooMVGFENjZVX2+GAwGzpw5w+nTpzl16hSRkZEkJCRw4cIF7O3tyc7Opm/fvqSkpDBy5EiE\nELzsCx6qELL1V/BRh/OH68dkxh+jufdddAl+l9RwR6D8YzSllY7KtrTaRGxdxaV5OtMLVur1ZH32\nIXnrVhH461YG9AWrlhKsrq5GEq9SSqK2nGLvot+J23cRz1a+TP3xRTqMsH51NkusevorPIN8GTL7\nbr4e+RYZk5PpOLY7Pz66iLZDO+EZZPnjS0pJ5JrDrJ35DUNfHM+wORNuqo+nQa/HoDNwcdMJxn/0\nGJteX8H7bZ/lpZOfsLDHHI4u/YM+T9Q8emVVfcZJtOlXkjm+bDfewf7s+WwDXq39CAgLYvKXTxMy\nJLxOz9vi3CKESvDzk1/yatQXzHObyrfj5jNi7mR2LljL2PkPV5gEdysxn9glpaQgXlklsCQ1k6SN\n+6q4DkiDgaIbaXh17VAnEau9Fkfhzq0gQeXqimg+g9JLe5U49mp7nEc9h8rNOouFQ5fysH+uD39C\n/o9z6NFmIQd2f0d67GoAIn8fSYtOz5F0/l91KvNmCFgTN3VlLxParFxil64n5t+rcfD3YfDqj3EM\nqHrzl+bms7nbgwzb/C/cQ4NJ2ryf9MORRLz9bLVlFyamkrh+N/Hr/iBtX9U13QPvHoL9h/+tV7uh\n9tW9Sk5uIGfxVLzfPETm2/0B8J5/mszXu+E0+nkMWUmUHFtD36nXKlhRDAWZ6K6fRRM6mJIjK3Ho\nPBqVmw/6rCTyVryI9sxmfD68gNo7CH1mAvrkaOxCByPUyreILjkaXdJFHHtMwFCUiz71Cnatu5eV\nH3pYQ37GaXTaXAA09h64+nRFqMq/ZUwXXuA5waeZKoY6f8KewjlA1S9IvV5PQkICsbGxFv+lp5eP\nYXfp0qXey4w2BK1WS0xMDJcuXeLixYtl/6KioipY/mri4MGD9O/fv95taGwL6LGiT2ne68Xy39Ez\ncLIPpHPrv5dt+/VwEMXaGzw0pFzsVBazt5uLAcDly5cJDQ3lvffe4/PPPyc1NRWDwdCgD4uaJnuZ\nyq3PMzAuLo6ffvqJxMREjh8/ztGjR8vKSk9PZ9euXaxbt45t27bh6+tLnz596Ny5Mz179iQiIgI/\nv/LoEtevXycjI4NOnTrxiO9ezpX8QKJuH6H2D9K2zwfoDVrUKsX9xXw0xeQPW7DtS1xGl7sg1CRi\nKwtYXVExv4dOpP30++k076+1Hnd+bAInZn+IQaen15ev4da2bhFnqm2PUbyeWnmA5VMWMuvgB7Tu\nV7ewVyd/2seKqf/kY91qVCqVImA3n2Tr26vQFhQzct59hI/vhaNb/ZYarY4f7v+YyDWHmbblH5xZ\nfYgj3+3glfOL+KiTYpwwtcectMtJrJn5DblJmfR6dBgbX1tOr8eHMeX75xu1bTWhLSzhdc9HMRgM\nNAsPYtrmf/BOy2mMmDuZuINRxO69wILCn7BztOxqdXlnJOv/tpQbkdd4J20pLj5uFtMBbP77j+x4\nfw09HxnCtSPRtBkYhkGnw7ddc0b9436r7+ktb/7M9ndXY+dsz9CXJuDbthk/P/llhX6vzsUgKz6d\nPz5Yy8GvtxI8IJTn9zftqo7mQrY4JYMNHSeWuUW6tmvFqIM/kHv+Cr79lA+rlN3HiPMbgcqp/DrV\n3Uii8I9tFOzaTvEhZdU+t6lPoGnWHE1Ac5zHjkelUpGzqZiSQz8hi/NxvafmSD11RUpJ2jQPWnZ7\nlfjTyiqkLTrPJuncIgY+mcOB7z0IHfodfm0foDgvjqKcGIpyYshLP0lRTgylxemU5F8tK8/Bzpd7\n+tfvQ1dKiZQ6VCq7ppvsVV/svdzp+OIjdJg1heTth3HwsywOcy7GoXFz5vKXP9Hl7WdpMXZQmU9u\n1h0zMhgAACAASURBVOlLlGRkl83uM+Ec6E/7GQ/QfsYDFbYXp2aSuGEPHp3bEds0hwWAQw8lXFXm\n2/3x/TSG9L+1I3/VPJzvfoXC3z/C+53jlBxbw5EVrRniXO7ze6ETaFp3pfTMJjQtwsj69G70ieWR\n7+zChqHyVKw/Kjc/Sk6ux1CUi12rrujTYlH7t8Wxh7Kql3BwRRZXFGqX+umAzmU+s7qSbHKSDyCl\nMtTh6BpEYod2xgeMGodDvmUiFmpeKc0Szs7OhISEEBISwrRp06zK21jY29sTHh5OeHg499xzT7Xp\nFi1axHPPPYdGoyEzM5OoqCiioqK4evUqnTt3blAbzJehbQwEosJyw2qVE3pDYYU0E/rEVXA5gKq+\n0Lejv2yHDh1YtWoVCxYsIDVV8f81GAz1Cm9VF0wTyfbs2cPQodVPsEhMTOSXX35h1apVHDx40GIa\nLy8vBgwYwKhRozh27BgDBw5k/PjxfPTRRwQF1TzZ9cKFC+x8RBmuyzFcxVMdQheHv9DKfhgJGGoU\nsSZ0ydG4jXNF5WB5DoIlC+zVn7Zw5Cnl5dfi7tr9e6+t3MqplxfSfsYDhM15HJVd/V8fJgGbeDqO\nhT3mMO/KV7j6e/D5gNd4eNksej4ylPV/W0pOUiaP/lTxQyQ3OYu3Wyiiu1Xf9mRdTeXYD7uJ2nwS\nbWEJd771EF0m922SkHpHS1qS5+oPwPcPLGTMiZ/hux181Gk276Qt5Q2/J3gzZBbjL/0GKC/imCVr\nOPv2YlQaDSVpWWx8bTkA/Z4eVW09TYGuWItKrcKg05N6KYkrey4wYMYYdi5Yy1vJ/+GtZk/xTtDT\nvJv+AwB5qTlse2slB7/eWqGciHv74exdNVRk/IkrnFl1EGkwcGrlAaYufwFtQTGdJvQh4t5+Dfog\nLczIA6C0UMueT9czJ1KJrfxRp9m8ePxjPuv1MpFrDxMxuR85SZn8sWAd+7/cVKEMjYMdI1+/z2L5\nBr2e+GNXKM4tBCEI7BaMq591fqCWQmzlRl9DbW9XJmQLktLZ9fZvjP54Cgadjj3/vUT+ut/RXvgA\nXWKC5YLVapyGjUDl4YnnU9PLNhcc9ELjyf+xd97hUZXp+/+cM2daJpNJ75VQkkACAWmCVAUExYqK\nq66662LF7rq6rhV1YXXVXWxY0LU3LIgUIRGkhN4DJIEUEkp6nX7O749xhkwyqSTA7u97XxcXMHPa\nnPOe973f572f+0G6uGuuLCmbdW0mhQKkbtHTYOrvIbEAZXtfBWD9+657cvCXP3Dwl/Y04QJGfV/8\ndckkRXRdtlJvzqPRUkh1w04Sw29Ar41qd/uzEpHtCC0zzXc/4dKWDJ53DyfXbuNE9lYqc/YgiAL2\nBjMj3nicgJQuVBQ5DQ1KZ+y3FGsT5XdHoorsj99Fd1H/n3sJfHg5NQtcg1XIgkNUPtyfsD6zSJ38\nMQDbKp/HvOFj5ON5nuNICZn4XzcfTV9vsm7duQxBHwCKjKDRI8UMRNB6J3pYti5B0BrQDJzspZVp\nyzLD0lCM314XxRcQiC0KYUn9JejEYGxKPf00V/D7+X1ITk6mT58+JCQkeBLC/tvRUxZNbaEniewW\n80sM1z/oIbKllUs5ePQVJg3uXELeuR6Zfe6553jiiSf44YcfiIqKYtiwYR3v1A46erbNo7KlpaV8\n/fXXfPnll/z6668+tw8NDWXWrFnMmjWLIUOG8MYbb7Bu3TrWr1/PVVddxeWXX86FF17YJSeDa03Z\nxKsneH1WbM9CHHKKXLdHYhtX/pvGLx8DIOaH1Wj6ePug+orCLomcjGyzEzIqg8mr3+7QI3Lvs29T\n+OlPjHr/GUJHpnf6t3ldRzPpgMNqJ2vBt4y7/1IeM7rsB+/65VnWvrKUPUtymPjw5SSOSeH9y19E\na9Qzr8a1ivbxDa+w41PXs7ng3hnkLPoZh83BBXNn0P+iDE9yUHfQWT/znY+9xsF/foSgUhGQmsTk\nNYv4JtyVODVxxRtkTb2DwS/cS+LvLmbV2JtpKj7u2bf/3OvJeOZOVNr2E0x9ySzaur7OSjJqy6p4\nof9d2JtcpEoboOex/Nd5MtxlPThn1ZO8ddHTrfZTBxrJnH8/CddfjKhSeZ2vsbKegl/2YWu08P2D\nHzDmzmmo/bQERAYy9IZxPTaZ+M/1/2TnZ67nLogiiWMGcOMn9/NM3J+4YO4M1r32Y6t9RJXI1Keu\nZew909EFuMbHtu6hftlX9LswA51Rj6IolO0qpOrISVKnD0XSti9JbK/dFLz/LdvvX4Bs7Vg/r05K\nxm/iRfhNughtRiaCSoUsy1TNfxZNfBL+l12JedfprYDAKQ7gi8y6v7M2lpHzSaLn86C4aUgaExq/\nKAKjJ6APSEYfkOy1oituyibQkIHZdpQg/8yWh+4QFttJahpdK7f+umR0mggq6jYSGeRKAO61iKyb\nEJ5ONRZfsFbUoA0xeTrXsLGZFLzzDbbaBvY+8xaJN15C2qO3otKoKXj/W46t3NglItvbELR+mOZ+\nSe1rsxD0JgS/QGoWTCP0lSIq7kug9l/X4D97AeWfPkxl0VJkp9mzr9RnBAFzFkNTDXJTHYJKhb14\nN+r4U/ouKXYgqtAEbAfWIuhNyJZ6VC2IrO68K7DlbwKn45R/HKcar3tW5m64Ov945FHxRB9UuZZH\nNfu5OO9DBARAJEyVwT33nJmEhP+Db9jkBiS8Jw/hpvFsyJ2N2XYcvSayw2Oc65rZxx9/HIvFwuLF\ni/nqq696/Xx5eXn069evVbQoODjYQ1jHjx+P1KwylaIoHt340aNHmTRpEp9++ilTpkzxqZNtC+1N\ncMoTZXfl6fZJ7PJXsO3/goTN+ykakUbppZMJff5ljJdd1WEUdnLWO57lzbZgrapl653PU3ewkAuz\n30UX3rU+oC2SJTtlVj79Bbu/2cQz5Yt5ZfgjLBz/BNcsuoPYYcn89NdPSN4ykPs2/51XRvyZh1Sn\nImnJ4wdSUXCcw2v388j+V/EPC0Ct1/o8T3voLHFtCXWAPwgCitNJQ0EJux7/F1M2fcTKUTdQutSV\n8LXrL6+y6y+uKFbo+UM4/z/z0Ee3LlbSE9fma1tf991hsXlNWOwWO/+6/BWM/ROoP1TkRWL73HIZ\ng56Ygz6qdSPdUB1G/aEiyjfsJHfBYoKGpKDSaRn61pMETXdZNJ3Xw5ZpTVX1nn8rssyRdbk8E+da\n6WtOYqf87RrG3XdJKweGju7nYXUMg/xdY6EgCMQMSSKkTwRlu4uIH952gYyOjmutqEG2OxFNgYhG\nI+p+KagCTGgzz0OTkoao06HpN6DN/UVRRAqPIOD6m07bwx5oVZQJvDmBG1pDNGNuqaW2LBtT9Hhk\nRxP1J7fgsNcTGD0RlaT30sDWNuWi9kuhtmkfYQG+q5W1h9LK76moyyEj8TkEQaCs6icaLIeJCJzY\n8c70kLSgvQhnd0ju0SWrOfLRMka89VdMqX2o3n2IsHHD2PvMW1gqaqjPK2bfvEVkPH0nybdcjux0\nYq2s4fDi7wnon9CuD9uZcivQpk9FSh5B3ds3E/rPI1Tcn0TlnwfiN+1+mpb/k4binQDITjOa9Kn4\nz56PFJaE4nRg270c9YCxiCYn9vyNqKL6Y8v9BUV2IEX0RbE0YN2zAuw2hMh+KOY6MHn/LmdFEc6y\nA6iT2k6WcTdcd4NsXtrSZBhIrNoVeZEVJ+XO3axZsxNFUZAkicGDB5921aX/Q9dQ5thIhOSKULrl\nBWrJSEzITA6VvsrgpBc6dZzmZPZckxgIgsDMmTOZN28eFosFna775Q47g759+5KdnY3dbmfChAle\nhNUXCgsLueuuuyguLuaxxx4jICCAGTNmYLVa+fXXX5EkiQsu6Nhv0U1inYodEe8I4tGBMtS4/u1+\nJ9uq0qVUmWj8ei9l119BXNZmKp97gorHHkC3ZSl8cson19FkYUnkJGS7g9DRGUxavajDpd7jq3PY\ndu98oqaez8j3n0bSez8Lp81O9bZc6g4VEnXRaA9R60yEUOOnJSItlmO7i3gp80Huyn6Gn/72GV/c\n9gYX3DOdm79+hMVXzeeVEX/22m/AtEwaT9YyZ+XfCB8Q0+nl6u6SVl9Q+/shatTIVhtOs5XCj5eh\n+u3euEuoA0RNG8PYLxd4qkmeSfj6vbV1duRmBYsVlYqKDbsAUPnpGL342XbHTmtlDVtuf47jq3Mw\nJEYTPDSVMZ/N9xmhb+9+dyepz1LjWvLXGfXYzTZUGglbo4XJf7mS8Q/MbKXX7erzDh2ZzpIvtzBj\nRixag+tZmmsaaayoO63j1l/5CImXP+SyzVQUzL/+gt8FEwBoWrsG3bjOJdf1NIntzOflBZ+jMcRw\nLPcdAiJGMch8CdUNuzCY7WjU3tISs7UMU1AqtY17qazPQS0FEmjoWJbXaCmh3nwASfRnYPxfPe+z\nKKg9kdjOoNffsO5Ebfv+6WpUeh0bfvcXDInRaEMCCRo8gMbCUvredhXRM8ay+68LKXjvW5JvvRxR\npcJe14ghIYrclz6k6PMVDH/zrz1eXayrCPrzKsr/ZKLi/t/qXFsbaFru0vZohswg4Na3EPUB2HJ/\nQQpzbSOoJLSZl2Dbn4UqvA+awdOx7V/tIrB2K/biXYjGMKS4DHDaUSwNXudUHHYcR/egmOvRnneF\nJxmsPay5sdFnY3YTHlFQESFlMmmSawB+4biDXbt2UVtbC7gyuDMyMjxlRv+bUFBQ8F8jkah07idT\ne1erzzP7/IPvcmIRBQ3pia2XBn3hXCazMTEuA++FCxfy4IMP9vr52tPHuvHzzz/z9ttvs3r1aubO\nncuSJUvQaDSUlpaye/duMjIymDhxIoWFhezcuZMhQ4b4PE7LKKxVqUEnuKKcRwfKLs36b2qv0v4O\nBIR2S83qx04AUcR+JJ/Syy4i4s3FDLxmBFvmPMvn+hHMqttA8VeryLn1SaBzUViA/fPfJ+/1zxn+\n5hMeb8uWOPmLywIweGgq45MsQNcISur0YRzff5S60ipeHvYwc1Y+SWxmH354+AOKNufRf8pgDq10\nEa2YzCRkp0za9KGM/OOFbSYkQc+SVl+QjH4IqlORTafFyqHXPgEg8sJR1O4vYOg/HyZ25oRevY6u\nQhBFHA1mDEkxBA4eQMT4YfS59fI23XycFiuCWuJk1haKPltOxaY9RF44istLV7Wa1HQFzZ9PZ0lt\n+pUjSR6fRv+LBpMwegC7pH6e7/YBWLt9OYAryh4zcwLLf97kiloLAn6xEQRMGsrmbh578+EIl7nQ\nb1IXQRAQfvMstx3MRZPacSW5xg1ByPbzsB3e0qqyVlfQnSpckQNudq3QqqciVLvef1dOhhloOda7\nOq1A/8FYbMdQiXpKK5cSHTydEzVZCAjIigOL/TgxITOJO6Cn3LGTansWo/xcsijKwKnY2GN9l4Yo\nIOjCTl/rGZsqtoyEdkRsk268hNgrJlG3/zCBGf2ozyvGWlFNwrVT0YYGkjD7Ygo/+pE+t1yGIAj4\nJ8XgnxRD/NUXseXOeVTvOED4BUPbPH930NVZkSAIBM/bQdXjLr2IbtwtGK95oZWe1Rc0aROxH9mG\ns6oUTdpkHKX7UOrLXVIFjR5Ba0CuOYbSVIs6+ZSpuyCpsRe63BrUfdv2yXTLCtyDpPv/LW25fC1F\nS5LEZ1OHeciPw+Fg9+7d7Nixw/O73VZW5zoWL17M0093jvydbSg4EcXWr6xeG8W4QUvZnn8f/WPu\nQavunCj3XJMZZGdn88ILL3gKVDz00EOUl5czb968Xkv46gwOHTrENddcw7PPPsu7776L0Xgq+hMT\nE8OePXvIyHCRw8TERNauXUtlZWUrD1xfUgKb0kBFfx0W/W9VCs355BvWo42Jxq+pjCMTW7u5NHcl\nUAUGIgaHIFeUI9fVcvIP1xHz0oNM2/4Zy4dex5cBLmux0PMHM+nnt9uNYNbszefEL1s48sFSZKuN\nMZ8v8Bltc5gtGLOX4renmDF3X4xfUPdITb8LM9jwxgosdU1Yapt4feIT3PDx/Ux96lpWPOWq8hY5\nKB5zdQODrz6fiY9c1kr/2tuk1Rckgx7Z7kDUqgkfN4y+f7qaiMkj2P34vzm5bjsX/fqBzyX5sw1j\n/wSuLM9G7e+H7HCQ98aXHhIrOxw0HilFFxWG4pTZ8fDLlHy5CkQBXVgQKQ/9nj63XE7o6IwO9dRd\nwWZrXKfIrP+9c/HHtVBRabPTlFfUquTr6UIQBKIu6r5DjRud4RrO2ho0A1Jbfe4uftSca2jTL6Jx\nxavdIrI9UUa2eZ9RWb+JIP9M9Npor+0VxYmiKMiyjcITH5GZ/BIN5gIaLYUIgohR34+6plzGlv+e\n4rLVlAv+GMV4UrXXex2n3LmHEvsvjK14lqBq0acXui+cFdcCaPthNye4an8/Qka4wtOiRk3V9lzP\nd3mvf074eJeptWx3IKolZKcTUaWiZk8+pkF5HiJ7JosftIQUnkz4oroOtvKdcKdOGoZsrsN+4BcU\nRUYdl4EYEIbcVIvzZAGCxuBFYt3Qj74eW/5GBHX7jbh5pKetBt8y090XJEli6NBTkwZZltm/fz/7\n9u1DEAQURSEhIYHk5ORzyqM1NzeX+vp67HY7Wm3XNXZnG83dC6KCphIRNInVuyYy/bw9nT5G8zLF\nZzsqe+DAAVauXMkLL7zAokWLWLZsGVFRUVgslm6Vge0JKIrCs88+S3JyMnfd1ToaDpCZmcn27ds9\n78C4ceP49ttvueyyyzy+sL5wdKCMLEdjrs/BX+9akTkeX0+o8TJy43IR1OVIeBNZX9ZampSBWHI2\ngN211L3jwZcJSEn0fD9p1VuEjW0/+UJRFPIXfU3RJ8voc/NlRF8yjsbCslZE1n/VEkp3HCF4RF/G\nzp2O3tT955I4egB28ynnFnuTjfevOJUpHZQYTuTAOGa9dbsnWceNs0Fg3Qgffx7DFz5G9IwLENUS\nR7/NImvKHaiNfkxa9RaawLZtqc4mBEHwrFKKkoSjsQnZ7qBq23623PU8jgYz1vIqUCDxpku4rGQF\nilNG8tOdlkNFR/BFZn09X6fNTvnabQiSCk2QiZo9eQSm92u13dlEe1xDURQv//fmaE5cfQbMZGfr\nz9pBdwkstO//mhRxE/nH3kaWrVhsJ4gKno4gCBh0iZysycJPF09U8HQAzLajyIqFqJIA4tXxQDwI\nkKBxRVqPO7ZR7thNuuoWz/GNYhyTDf+iwrmHIFU/rzGuPZw1ItsW2orcBgxIJHzcMFaNu4XQkenY\n65tIe8R1A9wvWWXOXirW78TR0ETNtLls7k2frZ5EO84Roj4ATdpEFEXBUbIbe8luRD8TUmLb2dyC\n1g9VUAyOk4eRwl2FEpo3bF/i7gMjLEz6j4GyAU6iD6o8f7vR3EbKTXrc/29JgERRZNCgQV7WVUVF\nRWRlZXkcKUwmExkZGV1KjulppKam8tRTTzF//nyeeOKJXjtPT1twNYf7RRcEkdTYRyg49jaVdTmE\nBHS9atXZJrOXXnopd9xxB7fffjs6nY5bb7317F0MUFVVxfXXX8+KFSva3S4iIoI9e7wnDxdeeCGr\nV69mxXW+l8fcnbMoqpEVu2clxHnCTN4oEbXkLU1ozxtW07c/9h05OH9LjJZtdqp3HCB0zBAmrXqr\nw8lj+a872PnoqyCKXLj2fRqPlGKI815NcRMNZcYwZFkhYVR/SrYWnFaRAY2flvDUGI7tLgJArVeD\nIGII8WfUbVOY/JcrPBHYzdY4Gg4fxdFoJjC9H3lvfknkhSMx9o3v9vm7C11YEIk3zOBE1hY2/+kZ\ngjNTSLn/BmIum3BGCxx0FYosU7v/MObSkxxa+Bknsraw79lF+PeNI+XBm+hz06XITieK3YFKd2Yn\n9h1NTGw19dTszSNs3DBUGjVOi5XqHQfP0NV1Dh0FzJSGekT/37Sl8ily1tFKr+NEPmJAx8G40yGv\nbnSmiEFC2HWcqFlNmGk8J2uyiAiaRIDfAAL8XElrNnsVFttJDLo+hB6RqZWLoMUwX+HYR671I2Kk\nsRTbs6h1HiFddysGMRxZcbLXshiTmIxJldApMnvOEdmW8GocVz5C0IjrcDocBMTEsfmwmqbs1diP\n5NO0NgtnRTnGq67D+LyrPKkiyz26DNJbEAPCkOtOIgaEt7mNIAio4wcDIDfVYM/NRq47iXbkNa0G\nKtuhDcgNFZ7tWzbwthq8ezBtniXtbkAPh566j26y4/67MwQoISGBhIRTS0G1tbVs2rTJU9ZTFEUG\nDhzoZRR/JlBbW0ufPn3O6Dm7j/bbsr8+iSF9FrBq5xiG93uD5KjbOnVU9zM+25FZk8nlUXj33Xfz\n8ccf8/rrr3PHHXeclWtZu3Yt119/PVOnTiU7OxurtX2hXMsksacT/al0xiJwkGDVqaxkXx1yZZxM\nIK7JpG1/NRrJu9fvqEpXUoqeXI0aZ6MZlZ+O4KGpjHr/Gfxi2x/8nFYbW+95kcL/LGX0f+YRe/lE\nj9dp/PHdNNTUYVjv8vPd22AhZdoQNr61ij4XpJL743b6Tjw9j2X4TSe7rxhRVKHSqhl37yWYHroP\nUZLY6gB+q+YrO53U5xUTmNGfY6s2YuwXz9Fvs4i5ZFyvOtb4IidNa9dQteA5AIIffxHN+MkcA44V\ndXy89iR1vs51uo5Ast1BfX4xRZ8t5+h32Sh2B4bEaKKmnk/4xOGk3n+j1/aiSuXRdJ4rsNc1UPrj\nWtQGP48UorH4OHV5rhseOrpnKrZ1F51d8bXs3I5u+CgUh8MTme2MXNGy6Qv8Ln0UxWFHbqhEFeia\nZJ5u1LVlqfrOQi0FEBvq8mVvspZQXrueMNMpp4KBxUMoc2xiiHQBKo2aMvtGimw/oxdDsSkNyDhQ\nFAfR0hj6a6/ihGM7ZqWCWmchdXIxsmIjQ3cbRvGU/3ZHErhznsi2hDrWNQOXGxuomv8sdZ9+SMhf\nnyV03j9QBQYj+p1agupJEnu6WYPtRUQVZRg1W9YQFBPfrlGxG6JfIJq0iciN1TT99LKrVrKoQps+\nBVVoAs6TBci1x9FmdL4msq+Xwh2V7agRdYf4mEwmr+xup9PJvn37vCJbwcHBDBw4sFejtrt372bA\ngLbtT3oCPRGNleW2Z6TNZ6wpsQ8Q5J/JxtzfYXc2MCDmvk7LOc62zMD9nN0ygurq9glcV3Dy5Em0\nWq2HLLeHmpoarr76aq6++mpef/31Lp2n+bMOUaVQbM/2ENmWJNY9kEiVgewOWAm5MmhO9V8dEVhw\nEZ0DAkRPH0vx1z+T+dKD9Pn9zA6feX1BCb9e8zCy1c6oxc8Sf/VFnqjrutwt6MamgiCQPH4gTruD\nxvI69i/dhik6iNqjlQyYOoTje4s5sv4AA6YMbrX03xk4HU5KaiUUGUzDUpj40+tIfm1kUK/dRti4\noUh6HfqoUOwNTTjqm6jacaBHiGxHZES2Wmj45gsavv8GZ20NIX95Ev3YCV2WSnVV5tYdcttUepLG\nI6VU5OzhwEsfIhn0xF19EcNff9ylcf3tmou/WkV9QclpV2frTThtdio27sZR14hfdBj2ugbUAf5o\nTP6YUvtQsXEXgUP601hYhin1zAYkuvIsaz4txDC+L6JOh2XbZpzmSTRuaJ1k7Pb1FwQB2eGg6cf5\naDMvQbBbsO77GVVoItFr8hHVBpSwEV4e8R2ho2hrd0rKRodcyonqVd4cQdB5+WLXyIdpkk8QQjrx\n6gmoBO/xPESVRoQ0lFL7BqKkkUhC69WAGueRdq/jv47IuiEa/Am6/1EUp5PGVT8hRUShnuh7Gc+W\ndxB1Yh+Es7iM7YYvourqWFwNoaOqG80hGoLQjbkBe242oikSMdjVIYlB0TjKchEkjeecfddZUGlM\nne54fTXq3iQ3bueD5qiqqmLjxo2sX7+ekSNHIggCycnJxMXF9ZjWdsaMGbzwwgucd17bNmXnAsrl\nnQSp2i7d2ZzMRgROZMSAd1m79xISwq6jOsM70t9eh3W2yGx1dTXz5s0D4He/+x1PPfUUERGnr21X\nFIWPP/6Y22+/HbVazYQJE5gwYQLx8fEYDAbq6uooLS1l6NChpKWlsWPHDhYsWEBtbS2PPfZYl87V\ncsLiUKw4FUubBBbc/UEKGlK8tuksiXUjc8EDDH5+boc+r7LDQf7bX7P/hXfpf/d1DLj/RlQatZdG\ncdgN4/ALNrLryw0cWrULlUbCUmemqaoBXYCeqMGJHNvjioYZI0wdktiWy8aORjMF73zDwdc+xZSW\nxIy9X+Pfp+3qZ9bKGlR6nVemvNrfj5iZ48l/6ysqcvZ0u0gDtE9I5MZG6pd8Qe3iRWgHpBJ4573o\nR409q2NJe+Q2780v2fvsWxj7J2JMjmXymkVtEv2oaWMo/OjHc5rIFrzzDU6zFb/YCAxJMRS89x19\nbp6JrboOQRRQ6TQUf7mK+gNHCBw8gOChKT2eBOYLHZFYd9KWG0pjNbbCSaijqzHvUKNJ8yaxiixj\n2fgJqtAEcDqQYgfRuPI1DNPuBwFsB35hsH0WwnEBYsFpb6DmWDYoCn5BaWgN0bQHX31+86hsd0gs\ngFYdjN1Zzx7Lu6TrXJW+GuQy9EIYKkGNoiiEqFIxinHEqX1XD5QE13sdoz7f81mRbTXlzl0M1d6H\nIjiocub63NdzjG5d/TkC0c+P0L/Nw5yzgaoXnwGNBr8x3jdLURQqX3wa24H96EdfgHbIUHTDhqNJ\n7u+xwugIPeHh5kuX6kb0QRU1RheRleWOK4Akr23kYMoJpPA+qEwRiMOvQrE24CjeiTpxKJq0SQgq\nNbaD65CiUrAf3sLWHe/RL/ouHNYqguNnoNYGoigubWXz62hLI3s2EBwczLhx48jJyWHSpEkoikJB\nQQFZWVmebSRJIi0tjdDQ7oU9RVEkMDCQ48eP95rLQk9oZI/Zt5Cind3uNs3JbHTwxUQGXURewCZC\nmem1XVtLSi2dKs4kmT169CgvvfQS4FrWHzeu45KpHSE/P5+3334bSZLIzs4mICCALVu2kJ2d386U\nkQAAIABJREFUzapVq6irqyMwMJDo6Gjee+89jhw5QkJCAnfccQcffvgh4eFtS33ccD/XErtIpNSE\nWnCRujpnMQdidxMZNNVr+/aKG7jRVRILrrLfHaHp6Amyp99FYKCGe9c+TURKLHC81XZ+wa5kpQHT\nMtEZXQPuzi/WM+LWScgOJ5JGTVBc+w3al+axsegYeW98QdFnPxE0NJVx3/4T06C+HU5KrZW1PhOo\nBFEkePggHA2NVO04QHDmqcnA6Sb4ylYLTSuXUfWP59Fmnkf4S/9GN3hoxzueYShOJ3JNNUsffg7L\n9q2IBgMRn/7oWbk8ALRXk72mVEN1N+9VTxdCagmnzY69toGwMUMwl5XTVHyc2JnjObl2G8eWrycw\nvR/qwAACBiRgPVGFsW8ckqF3LTe70q68eMNvbjN1S5sQg2Jabes4ugftkOmIhmCast7BdngLhiuf\nRqk5hvP4QQZbr6CZBTAqtT9BMS6f1caqPdjMJzCG+k7obG8cP50x3h2FddqTMUhRHHdsxSxX4C9G\nUynvR0FGQMSsVJKontrB0bwRpOpHgsb1+wpsK0hST293+/9qIuuGfuT5xCxZjuJj+VUQBKLe/QRH\nWSnmnPVYdmyj/vOPcJQdRZ2UfOpPQhJSTCzatHQvgtsTJLY52nMKKNz2DMXbn0OX+zvsBTlISech\nxQxEO/Ial4ZWo0MV2Z9ddQtpetyl0fKbMhf/Wc8h+AVi3r0CKSGThq+eQK4+huP4QZwlrpJvgtaf\nfXtWEhQ3nYPZt5A25RtEQYXGEIN/yKlI6OloZ3oDFovFY8ckCAJ9+/alb99TlVYcDgf79u3jtdde\nY8KECQBoNBoGDhzYaV/bOXPm8Oc//5m5c+d66XjPJThoRCd2TFa8IeC013e82W/wNXk5U2R20KBB\nzJw5k9TUVHJzc3nkkUeYP3++1zaFhYWUl5cjSRKCIBAbG4vBYOCjjz7C4XAwe/ZsAgMDyc3N5Ztv\nvuG1115j5MiRfP311x7ZQr9+/bj++ut9XUKX0XxyEitdwBH7ck90obZvANH+pzrfniKw0HUCIdsd\nFLy7hL3PvsW0x69k/P2Xdmo/N4kFGHKNSwMnatqWGbWVsOO02sh/6yv2vfAuyX+4gvFL/03goLar\nJbWEsV88RZ+t8BlZ1AQZqdl9iORbL3ddw2kSWEWWaVzxI1X/mIc6IYnwl19HN6y1M8zZhqIoNGWt\nouKJR5AbGgi44WaiFn+OFB2DcIY0rs3vdW+QWpVGTV3uESIvGk3pj+swxEfS59bLibl0PIJKRfT0\nseQt/JzgodMwDUzusOxvd9Ft8vobZHOdJ6HbefwQmrTW1aqUxmrE33Ja1KnjUaqOEvVdDqJKiymy\nfRJnCE6nunS1z+96OhjlS2aYoHYRznLHXpI03nLGE47tBAgJiIL3dVQ49hGsSsGuNKIStOTZvsFP\nCEMQTlHSGvkwoBCuGtpq/5b4nyCybrSniZWiYzBecQ3GK64BXEtG9oI8bIfzsRcdofHn5ThKirDl\n57mWLMLCEQ1GnNUWxIAIpNg0xMAYpJg01P1GIRpOLeG5B6DGDUHITbUodguC1oB1+/eYtuURknAp\nZZdmIggC9oIc7Ie34KwqZfPm5aDIaJw66poOAi4ibtnwMQDOE/lYAWdVCZastxGMoSj13qyiaeVr\nWPeuQp00HOuO73HWnsBWuA2sZgxT70GTMQ3RL5DaN27AtmcF1SXLACja9hwhCTMoXnEZ425zWeC4\niUzzxh+7T0RRZGrkAuDMW50sXbqUadPa1vq6q4z9/PPPTJrkqpJis9nYt2+fx9cWXPrLlJQUn8lk\nkiSxYMECXn/9dVJTU5k8ufMVRc5lBOgHYDN3bYBxt4EznQAmCAJvvPEGw4cPZ9q0abz77rvs37+f\njz/+GJPJxPvvv8+DDz5IdHQ0oiiiKArFxcUoisKYMWMIDAxk3rx53HjjjbzzzjtkZmby2GOP4XQ6\ne0Vj3TLCLggCfTQXe+6bezhrOSk80yS26egJtl19D37B/tyz+kmiByd2af/OwheJle0ODv37M/Lf\n/gr/pBgmrXqrSwQWwFxWTvXOA0RPH+vze2NyHObSkz1iseisrODE3NtQ7HbC5792ThJYAGd1FSfu\nuQ25uoqIfy1CN7T7Rvk9hd4qVx9/7VSMfeOImXEBgiii0mhcJWRnuPIrkv/oSjrqCRJ7um2oJYlV\nFAV7QQ7ITtQp41BkZ5v2W82hjuxHSnE6cqQDsRMFjQBCSyTC6wWvFdaeQme9xsOk1smfhbafCVdl\nYhYrMSsVBIjx1MulWJVqDtm+BhQydLehEfyJU0/skLC2hf8pItsViAYD2owhaDO8bW4Umw3F4cBZ\nfhK5qQFLbiRydSmOsgPI1WWYs96m7p0/gEaPFDMQ42XjsQaNxLw2i4Yf1+Eo3Q+SBsVchyZtEpVR\n/Slbex2a6ikIGj3W7d+jHXYZon8IAy78HNlpJSC/ksoYB8Fx0xBEiQ2rx+I4vBn9xDmIpnAav33W\ndW3NSKxoikQ94AKcVSVIJ05iO5CNlDwKufYYuvSL8Jv+MKLmVEQl4I/vYF77Po7li7A2ltBYuZ3G\nyu2AiNNpozH7DTQjr2aHmM0Q540E7a1gZ/hqqi0W/IUYvm6Yxp/zDjFlyhQGDBjAokWLiImJ8ZCK\nRx99FEVRuPPOOzEajYwePZqRI0dy++23M2ZM12svu1FYWMjVV1/d7jYVFRVeSTwajYbMTO9lFofD\nQW5urlcymSAIJCYmkpiYiCiK3H333bz00kv/tUS2pRYz0D+DQ0c/Izb9vi51cM0js2eyaEJ0dDQ/\n/fQTV1xxBVVVVaxfv54JEybw4osvct9997FhwwYGDjxVDcdms3Hs2DFPFD07O5slS5awevVqj976\n5Zdf7vHrbM8X1o2eJrBdhcNsof7VhWx4/ScyZ1/AzJdvRuwFB5e2orAVm3az8y+vodKoGfbKI0RO\nGd0tXXvtgSOYj1WwOceJpm/Xiup0BfaSYk7MvQ2/CZMJmvvwOeV37YazrpaKvzyAecsmAn73+25d\np6IoWLdvQTMoA1GrQzQacVRXIQW1r60+W3AT1uBhqWiCTGhDvcuid9UmrLc85X1GYiuKEP1DkCJd\nASB7wVbUPooaOCtLPHKD5qu07ZHYlpFWm3EYVfVbCQnouclXT/T7Ck6StBe5/q0oNMilhGkyPP8/\n6lhHvbOEZE3nVonaQq8S2ZMP3YMmdSDGWbNRBXScLXwuQNBoEDQazKUuIiRFApH90KRO8GyjyDJy\n3Qkcxbuw7vmI+q8+RXfeSAwzH0OdPBJB6+dl/WWY/hCNP7yAoNYT/MQ6xIBwrwYbXa1CdTyLCIuW\nsgFORk/8hf1zTyL6BeIo2oFccwz/q5+l9p3b8L/4PEw33IL10AFqP96CbvRsnGUHkCQ1qrAkRL0J\nJDVYGqAZkRX9TPhNvZf6qhJCj1RQdXQlsqMRkFn/3m/edocfBqDc+AZV9ZvhtzHWILiE5EOHDqWh\noYHCwkLi4+MZM2YMv/76K9deey1ffvklAAsWLECSJBwOB3l5eXz00UcMGzaMrVu3du95dKKj/u67\n75g5c2a720iSRHq6d0KIoigUFhaSnZ3tyRYtLy9ny5YtpKWlnTUT/p5CfNhs9le9wYm8j4jsf1OX\n9m0pMzhTEoOMjAzWr1/PE088wQMPPEBOTg5//OMf+d3vfudFYsE1YWkuBXEncvUWepLAQtdJbGeI\nm6Io5L/1FYf/+T5h/aK4I+sZItN6PpmnTRmBzU7Bom/Y//f3SH/ydpJuntllb9XmZMNqScZhE5H3\n70XT91SyY0+RWMVmpeKpx2jKWkngHfcRcOOt5ySJlc1mTtx5K5qUNOLXbEL0717RhYYflqAbMgxH\n4RE0A1LRj76AhqVLCLzxDz1ynZsPR/SKzOB0E7h6syhSW/JDZ3Up6r6jPP9XbE0uh6EWiF5b7NK7\nFvs+fmeSsjSSCbuzo8JLvYtyx25CVekIgkCDfIwKxz4ipFO6ckEQMKpivf7fVgJYV9FrRNa8ZROW\nHVsR/f05fvN1aNIGEvr038+Yfqc3IYgiqsAoVIFRBN/uMp5v2ZibyxxEQxDG67z1fs1xNLkR3Y5T\nxFYQVagMruOpE4eiTnQ1hpiPFwIuIt204kfUcZOR+pyHOmEIjUv/jt+kOTQseQYpdhDOEwXoRs7y\nHNPthuB38YP03x/BwexbqTuxHrv5JC7HhFODcVX9ZgCMxFNPMY1KGQJqGhoaPNsMHz6c9evXc9VV\nV/HNN994/R6Hw2X+aDKZqK2tZdu2bRQXF7N9+3YCAwM5cuQIGRkZDBvWdlGHrqCmpqZTiTktIQgC\nSUlJJCWd0t5NmjSJ+vp69u7dS1NTE4CniENMTAzJyclntVxqe2hpHC2p9AwIvJWjx37tMpEFb5nB\nmUz+ioyMZNGiRYCraMXNN9/c+yftAF0lsR05j/QGiT3563by/jwfa72ZyY9eSWjfyNMisV2tnlW9\n6xA5tz2FLjyE8T/8i6DBbbtseJ2nHZKhTUlDndQH687t2EuKcZSWgCSxmVMFP8zHgtG3bXrgE7LF\nQvmf52LdvRNtRiZxqzZ0mxx2hJZjQ1efvb2kmJP3zkEzcBAhjz3dbVtJuakJ2/69+E+7BMv2La5j\n5x/EUVKEecsmNH374ygrRTuw+w4Q0HtktivnP1NoN4dGkT32WM6a4z594lM262ivNXRF4yogtkrg\n7ipOJworCX6sa3qMDN2fOOHYSr71e6Ya3+n28bp07t46cN0nHxB0x1yMV89GbmzAsmMbgkqFYrNi\nLy5CHZ+AoDk3y4L2dIJXS7RM8rJZyjGpXY28vWQr93U1LnsJTerlqJPOI2Wzjl3aJQiGIOJXFlJd\nHc1xvxLUya0rO7nO2wdZZSdm0FwCo8ZzMv9j/OyBNKpraSjfzCzjaoodP9NPcxV2uYF15scYqruX\nbP6AxaLgcDjYtm0bVquV888/vxWJTU9PZ8+ePdx1110YjUZefPFFwFUQITw8nEGDBrFmzRoAvvji\nC2bNmoXVaiU/P79VxK2oqKhHLJi6CqPRyMiR3vdPURRKS0tZv349Tuep5yMIAvHx8R55Qm+gzlmM\nXuw6UQcIMgzmUNlir8/aIlnteQmfbY/ZswlfJLYtS62eJrDQMYk1l5WzZ9YdlGwtYOZLNzPk2jEc\nXL6jTT1eW/Xtu1v2VXY6OfTqJ+S+9AGDX7iXpBsv6TCq2RWyYdu7B2dVJYrZjGK1oDgc2EuKUcd1\nr6qXvfAwJ+b+CU3aICLf+Rh1UnK3yGFzi6WujBntbduyfdR//w3V/3ge05y7CLj+5tOKFjurKlCF\nh2M9sA/L9q3ITY1oBqQiHTmMpk9fmlavQIrtmUppvZ0I1tE5extd5QjOsv1o0iZ5fZayWYfDVodK\n7TuJtzmJ7QyhDTIOpaphGyHGrmmme0o6FqTqSx/NdArtK7Ap9QzR345DafLpC9vT6BUiKzc1Ydu7\nG0EUUfdPQZeRid/Y8diLjlD3yYc4Skuw5u7Ff8blmG6dgyqwd4ljV9DVBtod0ntghMWLNNjN5ejU\n3qb8Lf1k3dtXl66mZOc6gk8E4bfTBjGTGGy9AkfwJBqr92MIySDq+EFCNP050kZehSiqUWsDCe83\nm+HqeygpX8KxquWYgqOpSwjkguLnASi2Z5Gh/RMp2mv4x/rBrFy5krFjx5KZmcmBAwe44447uO66\n63j55ZdJT0/nueeeo7S0FHAR123bthEVFcXSpUvZtGkTd911l4fE9u3bl9mzZ/PQQw9x3XXXMX/+\nfO69917++Mc/ekrb/vjjj9x0U9cjib0Bd5Z8bKx36EeWZYqLi1m7di2yLCMIgieCGxUVRXJy8mkn\nG5U61hMndW4JpmVUVhQ1mOsKOrVvy3bpxv/PZLYjEtubUVhonwQ0lZxg39/f4+jnPzHtqWu56fMH\nUetdg0bC6AEcXLGTvDV7SB6fxlZHote+3SWtLWGtrGHDDY+hOGUuWre4TT/Y0yEZYkAAtnVZGC6c\nhio4BHtxIfaiIwg6LfaiQnB2zmWl/ruvqX7l7ygWC0H3PIhx9k2dIobt9fE9HfRwH0+RZRq+fBzb\n3pVEvPH+aUdJwVVMKPDW2zHnbEAdn4A6PhFHSRH24sPYCw+jinDZD7r7r55Cb0Ro3cc8k+QVuve8\nFVmGZlHS5n1sQ8V2TJEXtNqnO24DGikQu6O2y/v1JGTsREjDsCv1xKi7nxvTVfQKkRX0eqI+/JKm\nX3+h+pX5hDz6JFJMHFUvv4h+xGhC/vIkckM99Uu+RK6pRhUYhLOyAlVILxWkP8fhtNchqVzLWs0H\nRl+kIihmMkExk8kdbub4j/MxjDif4E+/R6X2JzjuYmqPrSUwahwavyhSNgttJ5kED/Scz1CfwMCE\nv2LQeQ9u8eqJLPC8FwPo2/eU52NKSoqn6tH5559PQ0MD999/PwEBAYiiiCiKDB06lMrKSoYOHcqw\nYcMwGAyYzWbCwsIoKysjKiqK4uJij83Sq6++yt69e/n5558BMJvN+LtrU7eBo0ePnvGyts0hiqIn\nYaw5FEXh+PHj5OTkYLfbKW5mDyyhJ1DVF70Q0rmBVD5GgKp7kZIAvzQkTRC1JzZiihgNtF90oy0y\n68aZTP462+gsie1MAZOOSKwv8tDW4G+vb2Tf8+9S/MG3jPzDZPr/+QpGzZmCWq/lyIYDOK12EATK\n+4+gPjyYnFdX0v+uxA6vsas4+m0WOx5+mfhZF5H+7F2ttLA9RTI0/QZgunUOgkaLdcdW5MYG1H36\n0pS9Bv9LLse8Lqvd/e1lR6n/5EMafvqBsBdfQZCkc9aRAFxtof7j+3GW5RL06CoctcE4Nvje1nB+\ndSvz/Y6gH3k+zsoKnNVV6EaOwZafh2ZgBo7iQhSrFcfRkm5Hu3sDbbWjM0FiuztRkRurPQWJ7AU5\nSL/JA1v2rUoz+QH0hF2W0Epe0Dy44e67e7Mfj5KGU2xv/50EqHeWUuXMpcyxkSG6O9GLId0+Z48T\nWcXpRFCpkKKiCZg1G+uubVj37cGycxtyXS1iUDC2vIOuzunGWwGw7NhK3ScfYC8uQjdkKIF33Icq\nMLCDM/U8Tnd23ZVlppaEYZ//CgxBA9HSdoWOAyMs2It34TxRgJgbhBQ/mKbVbxLkDEFr6ucZCP0C\nT0V3O1MpLNg41JPs1BLuwXxBBW1qQyVJItDH8woJCeHdd98F4Ouvv8ZsNvPII4/w9ddfc8899zB1\n6lS+++47jh49Sk1NDQDr1q1j2bJl7Nixg7/+9a8oioIoiowfP96npvaHH35g9uz2CwWcDbgjslFR\nUQAsaxaUtStmapz5VCh7Wu2nEQIIEvuiFU8lRyr4fjZtoXnHJan8iNCPxlyb5yGyHcFX8Q5fyV/w\nvxmZ7ckoLHQuEquYzQjNymv7IrGKLHPkP0vZ89SbpE9L55F9rxAQGcRXd75FyeY8HDaXNr0oOAVr\neTWRo5M5tmID9roGnFZbj/ps7v/7e+S9+RWj3n+aiAneS5m9QTDcycL60adsuASNBlGvxzDFt8+m\nZfsWGlevoHHpt/hNuJDo/3yFFN3ajL4lelta1hGaVryKo2gngQ8tRdS1r9v1yM2aXXNn2psqJNQT\nONKdNxLzhrXox4zDnL0aTS8kZncnKnumo63Qc8/eXpCDJn0q9sNbEPVGRH1AKxIrO20I4qmBoask\ntuXqG0Cw/1CqG3aQUdy+vKCnSayiyJQ61nPrF3Y+unYbwaoUn4WAqp151DldVQE1QgA2GhimfwCN\ncHqJ1T1OZC3bNiMGmNCmpLlOEB2LYrPS8ON3iAYDjrJSahe9TuCd92K46GIc5Sdp+PYr1El9CX3y\near+8Tx1n31I0O1ze/rS2kVPNeDuHMduqSAgfBS2pjLMdQWYIse2GalTBcVQ/fepBP9lNfaiHcRV\nxFN9YhWi5IeloZjA6Amt9nG/QO1F25qfr/nL4W7w3VlOXrVqleffV155JeAqPwqwZcsWFi5cyN69\ne7nkkkv49NNPMRqN6PV6ZsyYwcqVKwkICGDZsmVkZWUxZ84cSkpKWLlyJa+99hqS5Gq6TU1NPkn0\nuQy1oCdM8r1UaJVrqZbzsTXLQHXKVortWUjoCFAlYhAiu7T0p1WH4rBUdvk6W7aXs+UxeyZxNkhs\n/ZIvaVj2HRGvvo2g1zMy+WSrbWr3F7Dt3vk4LTYu+OofTDvfm+AkTxjEL0d0HPr3Z4SdbyLm0vEA\nREwagSCpqN5+gJBR6ae9ZGyrqWfTrX+jPq+YqZv+gy7CFUU5G6RD3YaeU1EUzL+soeKpRzFMvYSw\nv7+KflT7y5xnm7y60bDkGaxbvyHwge87JLFtoaukVpuShnnjrxgmTcEwdUa3ztmT+G8msACO0v1I\nUSnY9q5CihmIKjjG57hbX7ENY5grONMdEtv8b3D1Uxp1EKa9taDxvX1vYEEFXBWwnMWlF9DY2Iju\nu4OMH+8K4MwvV9i9ezcVFRW8dSUEin1J0FxItTOfOrmIvurLekTG0uNE1l5USN2H76BOSkYVHILc\n2IAqOAR1fAIB1/8ebVo6+vPHUrPwFfzGT0IKC0fQ6VHHxSH6G1GFR2DPOwj0vFanLZxpEtuyUWv9\nE7CZjyM7LNjNJ7GbT6Dxa10uNWWzjm0n30OKHYhx6XJUan+k4CT6jPw7gighqvTt3q/2lozbQm8u\nQYwaNYorr7ySTz/9lOJil/dIba1LyzBlyhQAsrKyiIiI4KOPPmLlypXU1dXx4osvkpWVxc6dO7Fa\nrb1ybT2Nzpap1YomIkXvyHO82lUJxq6YqXMWUqUcBB9RWq1gIkBMRCcEec3Wg/wzKT70GWTc79m2\nM5F6aB2dbW4D87+mmW35fE6HwEInSey3X1H30XuEPPYMop9fm1GrxqJjxF11Icm3XfnbEr4rWWuz\nNY7aoDi+eH8PAQOSiJoyioiJIziRtdnjECNbbVQfKqJi4y5SHrixU9fuC4cXf8e+ee8QOfV8xn6+\ngK0lMe2WPz2TUBQF28FcGpcvxbJlI0qTmcA77iXg2hs63PdcILGKLNPwxaPY9v5M0F9WI/p3f5m1\nOdy/rbf8insCZ4O4Qu88d0V24jieR2y+lqC4Kajy2y6ZKzvMqKT2S+p2RQrg/r5IaC0v6Em07Otz\ncnJ4LXcwRqORrKwsLr30Uqqrq9m6dSsqlYr09HQGDx7M8t+Cz6X29WiEAE9FsJ6A0NaScoc7CoKS\ntK+oze8bln2P3FCP37hJCDodNYsWYrrhVqSoaOo++w9Nv6wm8o3FNP36C3WffIBt725UIaFIsXEE\n/P6P6M9rnXXf2zhTHVpLQllTlo3WEIPWEIcotU82HbZ6Gqv3ojf2wVyXj0Yfgd7UtWo5vtByRtjW\nS9NbhKWgoIDU1FR0Oh1paWkkJiZy1VVXcc0113htl5CQwNVXX82aNWvYuXMnEydOJCMjg5tuuqlV\nEYRzEZ0hs92FRa6hTi7EolQDAuWJLvJld9Sy8cBN9J/4LsawYWgM0YiiutOEzI2W7dbdZtxt5Vwk\nsy+//DIPPPBAh9v1NImFzpGH2vffQt0/Fb8x40hjG43Fx/BPikUbFoTk17mJ56GFnxMxcTjm4xXo\nI0OwVtQQkJKENjQQQRQ5tnIjjoYmDEkxiBo1gQOTO/0bwEWydjz8T4q/WMGIt/9GSf8rzymvVXPO\nBqoX/hNr7j6koGCMs2ZjumUOgtR+nOZcILDgur/1Hz+A8/hBTHd+gmjonetqrz3WLF5E4M239cp5\nzxWciecd9PHXqNT+hCTM9PmONHclqinLJq2+bTLX3QCSWa6iVj5CpNQz9pbN0bKPz8/Pp6mpiYyM\nDDZv3kxycjIhISEsW7aMiy++mCeffBKDwcDJ+Q+ioFBoX06kNAKD2PXJyz8qBRRF8dnx9Jr9lv90\nb4N6ubqaqpeex3DxpdQuXkTok8/T8MM3WA/sx3TrHPTnjaTi6cfQjx1/Vkhse3AL6nsLssOMrekE\nKrURjdQ6Etscksbo0Tpq/LwbQ3vWXec6goODycrKYvny5Tz00EO88847XHXVVQwYMIAjR46QmJjI\noUOHKCoq4qWXXgJciVZr1qxhzZo1vPLKK3z22Wdce+21Z/mXnD3oxEB04qlKdWLgKTI2IPY+Th75\nCv/QIdSfyEFRHNgO2FofRJQQTeGoAqNamXe3JU35b4/MNiexpysj6Go/4SgrxVldjRQRyfon/4Kx\nbzzOJjMRk0aS9PtLUfu3H7EBCBrcn/qCEqp3HiRkeBq26npqc48QOjqDoIz+hIxMp2bXQQRBwFZZ\n06XrM5eVs/PRVzmRV0HEkjUcDQ7hXKCwtvxDmDeso+6j93DW12O66Q/4X3ENqqAgDBMu7HD/c4bE\nOuzULrwOxdqIae6X3ZYTdAYdRWdlWe41C8EzjbPxfFM266gPTPHIBVqiZbAotERCNjl9lmU9nVVQ\nvRjMScf2bu/vhrsvbysfoqqqipKSEiZOdK0YCoJAdnY2NpuNESNGIAgCI0aMYOTIkRRfuAudTock\n9eedMV0jsRd+vIJFs9oPuJ6xErWhz/yd+s8/wrw2i5DHn0E/eiy1ixchqKRTxFUQsBfkweSpZ0xW\n0Bn09EvRcrk2KG4qiuKksugHQhMu88pi7G10N0uyp0lLUFAQY8aM8SpnK4oie/bs4d1332Xt2rUc\nOnTIax9Z9ha6V1VV9dwF/Y8hLe5R8nMSEUdqMEW5EmYC61oTNMXpQK49gaMsF8Xa1Oo4uwMg/oAW\nBIHGsCDiSqPRqEM4OvC/UzPbkyS2+d/t9RlNWT+jHZyJKjgE4+ybqPvkA2pef4Xz5t1D5KQRHP02\ni+KvVhF72YROEVlRoyZy8ki0wSaMAxJoPFxK8PCBHF+5kWPHKrBW1pB4/XQOvPwfoqeP7fB44Fqq\nP/bTr2y46yX8L76EyDdfQjT69rs8U7AV5NH40w/UffIBgt4P7cB0Qp/7B47jZRgmTUFcSNVIAAAg\nAElEQVQw+GM/dADzhnUIOh3awUO9CvCcK+TVDUVRqHv/dhBVBD704xnr930RWu2AVKy7tqPPPO+M\nXENP4mw/V0VRiPlxD5XmckISvDXGbY2v0QdVmP0GUN90EJMhrdeuq7Mcqr0+29d3DoeDtWvXcvnl\nl3s+GzZsGJmZmZ6k8GXLljFixAjCwsL44IMPSE9P5+DBg8wrS+Lx6I4TT487tqITQhg9ejQlL3/B\n1+0sGJwxIitIEgG/u9nrM3Xf/jQtWoi97CiCIOIoKfZkpbofgNsF4X8Zxw68i0YfgdYQS/QhtVfj\n62yE1f3CdCUq2x0S6yYqvUlWampqPLZbarWa22+/nTlz5pCenk5ubi7V1dU4HA4OHz7sRW7vvvtu\nGhsb+eqrr8jMzGThwoXk5OQwcuTI/5lIQ1fQ0r0gNGAUlcU/Ep02p819BJWEKjgGVXDb2d3HU2BA\njgaHtYqSmOPYrfsJKVY4EQNhhSLXmuD2b733kSSJoKAgQkNDCQ4ORqPpuQz67sIXie2ujMAXfCXd\nnHzobgSNFr+JrqihKigYdWw89u1rqT+YSuSkEcRePpHDH35PY/Fx/GLbj14oikJDYRnmY+VoQwLR\nBpuo3Vfgcs2Yej4A9QUlnMjegqASsVXXd3jdOYdCqHzxaSyb1hP65Dz8xk3qcJ/ehDV3LzWvv4p1\n9w78Jk8l/OWF6EaO8fST5o2/eqpyaQakAi4vc8uWTSDLSAmJqGNOWQsq1kac5YXI9RWuohGCgGIz\no02fcsZ+k1xfScNXf8VZfoSgh5ed0eCFG83bp37EKOo+WfxfQWTPNnF1Q1EUopfuxFpfRJPTQnjf\n6z3ftTe2ur9TiXqccutgQU/kpIRLmZx07iRC6lhu152x/KeffmL6dG+3ELftptPp5IcffmDSpEkE\nBLgmv/fccw9arZY+ffpw5MgRwNs3v3kOyYIKuCu4gh2WfyPhx5y42cRIfwDaZrJnjMj6gn7EKFeV\nlTtuQYqMQnfeCPxaLAsdu2kW6qQ+GK+6zjXD/h8hJO5obFPNAVSSHkkTQED4CITq7kWh3Rnl/63S\nguZYsmQJl112mddngiDw6KOPsnv3blJTU/nll188CWEAWq0Wq9XK448/js1mo6amhjfffJNPP/2U\n9957j379+p3pn3HOYVDCk2Rtv4SgmMmnras+ONIG+JOy2dX7OKN+66CHuDriZbO8O0iHw0F1dTUV\nFRXk5+djt7uMdVeuXMnUqadWYJr/7YbBYMBkMmEymQgICECvbz+psSP0VBS2LfgqSarIMifu/iOC\nRkP4P/4NuCbpqqBgJjw8mTz/Sio27kaQVNhrGrDXNGBKTfJ1eC9Ubt6LLjwYU1ofdOHBrg+b3TtF\nUag/WIhKryV4WBqhozN8HsedcOOsraXib3ci19UR9fESVKaet2LqLOxHi6la8BzWXTvwn3kV4S8t\nRGg2ATJvWIcUl4CmfwpNWT+jGz7SQ2hFPz+PU4G98LCL7KpELPuMCFo/VKFJqGLSPO3IWVWK4+g+\npNiBrS+khyE3VlH7+mzEoGgCH/gOQd31JNyehihJIHcvX6a3ca4Q1+aI+XEvdksVgjYIjV+kl1tQ\nZwNE1fXbCA907dfTCdV6MYSTjh0dbtcdErt27VpGjRrlMxhhs9n44YcfuOSSS9BqT1X0cv/bPQ77\nSn5uLmXIty1hsPZ2oqQRnUpaO6tEVtBoMd1wC6YbbsFx4jhSRGt9aMS/FlH/9WdU/O3PKBYLhhmX\n4T/zSjR9Tj/BqTl662XpyCnA2liG1hCHryz0rqIrZNZXcldLT7q24I7KNm+IPRmhraqqIjKydVsQ\nBIHBgwcDMHbsWP71r3/x/fffM3HiRHQ6HevWrWPJkiUAHDx4EKPRyK+//sqwYcMoKirCYDBgtVox\nGntPh9ZTaPkseqKjCzYOo3/Y7Rzd8wr9xv77tI8H3rpZX16z7nYhSRJhYWFexSscDgd79+5lwoQJ\nbR5fURTM/4+99w6Ponrf/1+zvaQ3SEIJofceQhWlCwqCFVCxIzbsiF3BivVtQQXFhooFKSogvYOE\nTiAQIIEkhNTNZnuZ+f6x7KbtpoP4+f3u68oV2Jkzc2Yzc849z7mf+7FaMRgMFBcXk5GRgc1m820r\nj8oEGKC0tJQNG8rMuedP8NQkV6ChsK0GuVVDQRsVMoUGwaFGJleTluxGqKMStLrxQ5Ik3AX5CEoF\n2gGeCm3Gn77DmX4c5AoM05Lp9NQdFO09ypkla5Dcbgb9Mg9VeM1L+TKlAplGhegoV3GjHMnPXbuT\n6MG9UAZX9WmsnC1uO7CX/KcfQTtgCNGvv49MV7OsobEhSRKlP3xD6a8/4jh+jNDb7ybqlbf9E2qZ\ngFhagmSzomjeAtFq8RHZ8lAmJKJMSMS8PRxVB//nlUfEY89JvehEVnJYMbxzLcrWSQTd9IbPNP/f\nhE9iUM/E78bG5UhcyyP+z6MUZ68jJCYZpTocbUyZZ2tdVjklqjoLNLZLkD95QUPm6iNHjlQZx8tj\nzZo1jB8/3mePWR3K9yMjI4MtW7aQnJxMl3e2MzIugTW3JNfa7edfJbLl4Y/EAsgjIgm75wFC756B\n41gq5j+WkXvHzSiatSBo3AR0w0ejiK5fHXov/i0S6510baUZAQXiFwuVSUd9UP4N6lJrI7VaLbfd\ndhs333wz8+fP5+6772bChAkYjUbWrVsH4Ctva7FYcLlcvrfCFStWMHbs2MtGgx0IdmchVkcOYfr6\nl6es/IISqutAlmGz7/+1teGqDpWTwCpXkQmEs2fPEhNT/bMrCAI6nQ6dTkdcXOBiIYHgTUTwDoYt\nlB7z7syOZrSilZwEM6LbistRzKkOpUguBxx3Nsqkrulcirsgn3PTviNs+iOounTHumsbxu++RJIk\ntMkDaaI3suuuF+n41DSCWzen6aj+CDIZhkMnanUOU0YO6rBgBEnCcOgETUeWFb0o3H2Y0A6JPhIb\nyObIdS6H0uW/UrLoC6JffiNggYGLCdFsxn5wHyXffolYVEj4o7PQDhgccAXOlZ+HPDIaV+45NH2T\nse9PQdWmXcDj12aMV7bojjNzH8qWF8f9xF1yntKvH0Qe14Ggye9c9uPPxcblTljLwzu+OW1FZJ36\nhZZ9XkLWgGIGLrcFhUx3Uf1dYxS9yHT+jUzw9PPuX1wkJSUBdVtlSUtLIysrC7lcjkKhYNAg/zr7\n/fv306VLl1qRWC8OHTpEly5dSEhIIDMzk/3799OxY0eSkpIYcYFP1IbMXjZEtiYIgoC6Y2fUHTsT\n/siTWLduwrRqBcUfvo26Sw90I8agHzayzmVu/82HyXh+BwWnfqdF7xdQ6/z3u65ygUD71uY49YnK\n1vTZxYRXfxMUFOSL4i5YsIDPP/+c119/3befWq32VQ4DmD59OnPmzGHgwIFkZGRw+vRp7r777stG\nR+v9G6xK6YHVkcP1A41YRBs6WSOU4hUEFGZ7oydTeslsdVHZysjMzKRZs2aN1odA8CclUKAnr5MG\nNZ7n/1iSDaW/xg2APHIXxR+9i27wUHT9B6HrPwjLhrVYd28n7OEnKP3pe3q/ci0pkkRI25ZED6o7\ngQpqlUvBjgOowkM5rulP2hdrEYJCOLr4BIrIZqii2tfo9VryzQJKV/5O+PSH/hUS6zaWkP/EQ7iy\nzxJ07URCpt2DTF19EMB58gTKFgkoYppQ+vNilNWs0NV2jJeFxOA8c+CiJBq7ctMxfj4NWWRzQqZ9\nelmRWG+JW0WTpjjOZKJq0fKinuu/hPIv6JIkce7oZzTtcFe9SGx50uqU5OC0NkrhAn/j65NRHveC\nBNVI33a3282WLVuqXQGrDKfTyenTpxk9ejQWiwVdgFUao9FIUVERPXr08LvdHw4dOkRqaipRUVHE\nxsZyxRVXsGnTJpo3b15l37cLYF41j8x/hsgC2Pan4DiWSsjNt6K7cji6K4cjWixYt2zAvOZPit99\nHUWLBPSjx6IfeXXAyi9e/FuRWC9CmvTHZjrL6V1PIpNr0JfIUTe9m8iQ3g3WunofrvLHKf9Zw2s6\nl6H8G1NDyeyhQ4do06ZushGn00nLlp7BNyEhgWPHjgGe5WyXy4XFYqF9e4+4/N577+Xzzz/njjvu\nAKBZs2YoFApiYmJYunQp7du3Z/bs2fW/gEaE1ZFD0/ARrPynPTbHOZ6IbHiUMDZ8DPtOPkHB6d+I\nTpzUCL0sQ2UyW5MtV1ZWVp0G1briYnjD1hZuwzkKZt1C+IyZhNzsKULgzMlC0ycJdbceyLU6kCR2\nnYzBfDgd19jBNR7Tf0S1CfTtznk3CCrQDR+N40QaroxTqJKrdyiQJImCl57B/NcKIp99GU3fZByn\n0htdthXw/G43hvkfYvzhG/Qjrybmf5/XSGDtRw8jXSiC4jh5HLG0FN3Q4Sib+x/r6zrGK1v1wXXq\nH5Stk+rULhAklxPz8rlY/noXzaDbCL71g38lsasmmLeHI2kmYdu6ENXk2xr92P8lBJq/CzOXowvv\njDYk0fdZbeZRf+RUKWiBhhV9qqvTgFwur+L0UxPWrl3LiBEjAAKSWPAULrr22msDbq8MURQxm80M\nGDCA9evXk52dTZ8+fXA6nURERNSpj/AfI7L5sx7FdTYTZZt2GL9eQJP/fYFMp0M/aiz6UWORnE5s\nKbsx/bmcnMnXIQ8NRT92AkGjx/k0UhcbdameJQgCkttGnNiDcF0vXFFWjmXPw5VppnXbX+sUIfRH\nXANpZv09fP6Wg92SEzeOgHWQAxGUhpDZdevW8cADD9SpjcvlqvD/3377jZKSEh577DG+/PJLwDNg\naDQaOnb0ZDW3atWK06dPs2TJEr7++ms+mHKKjZZv6Nq160UlsrVZJikfGW8TO52tqZNIVI5rlPMr\nFcHEhA3l/PFvyNz7Kk3aTqUDTzQ6mfNHZqHifVFQUFAvuUBNqI7AevvmxcUgsQDysFi0AwZj2/sP\nQddcR/4sT1U10ViCfuTV6K+5DndJMbl3TUbdpT9nW0/gbCNUyRJkMtTtOyKZSrEfPYy6Y5eA+5Yu\n/hrbji3EffcrbkMxuNwYv1lI+MynEeQynJkZKFu3RabVNrxjlSA57BS+NQfr1k3Efb8UZcuEave3\nHzmEu7gIeXgEspBQ3DabJ6hxy21+dbFQPwIl04fjtBqRRLHBicViaQEln90OCES9expZcONU67pY\nkGmCMKcJNIbJ2n+NvHoRaP62FB/FajxJs66e57gxAkER8g4UiyeIkAeWxPwbMBgM/PDDD/Tu3ZuE\nhIQapQLbtm1jwIABtSbkx44dY926dSQmJpKbm0vPnj0ZM2YMOp2OnJycCklitcXlsZZaS7jOZoJC\nSclnH2FZvwbb/hROdy5bBhGUSrTJA4l+5U1abPyHqLnv4M47T86UyZwZPhLT76/iPHOwSkJIQ9Fh\nt8b3Uxk13fCa4ARiI8bQJGwo8RFj6N/+G1rE3Iy5sOaMw/IoXzq0/P/riqzOom/i/7V0DB8WBWEW\nc/nH+k69jldXuN1ulMq6LfIGBwezf//+Cp+Fhoby1ltvAdCkiSeSdeWVV/osQ+bPn4/RaKR///4U\nFBRglTwM69ChQzz66KNYLFVtUS4ljBZPmea4SA+B7aGZ0WjH7t3mQyLdrdEEJ5B18D1spjO03daw\nFQDJYSXvnhCOJdl8z5f3Hix/T5UnmY1twO7VantR/rze/lwKEutFzBvvI9lsnLmiL8o27Wjyvy8I\nmTIN24G9uM6ewZ2TjapdRyIem9Xo59b0TkIeHol11/aqP3v/IW/Wo5R8s4CmX/6Aql0HxJIS7EcO\nohkwhNLff8b053LM61ZdFOtD0Wzm/MP34kw/Tuy3P9dMYlMPIY+KRjfoCkRjCTJ9EPKYJuiuHBGQ\nxDYEyjbJOI9tqnd7d+EZit+5hsJnuqJo3o2wmb9d9iTWC1WCtd5tzdvDfT//FZSfuwORWJejlIKM\n32nSZgqCINQ7ClsZIfLmlIpn69xnqH+gKDIykvz8fACOHz/uc5JZvXo1RqOR3Nxcdu7cyfTp08nO\nzvYFfgLh3LlzvkTe2iI3N5cZM2YwZMgQ+vbtS6dOnYiIiECj0ZCYmFjzAfzgPxWRBVC1bYcj3TPJ\nm5b/BoAj7SjZE0dTvmSuIJPhNl2FdvhVaK4ScZ3eg23vMko+nerR2/a7AU2fiSjiG2ZGXF0ENi5N\nzo+b5QwtXk1eUyMtizoQqu/km0wl0U14poPQiLKbJbejDGXb8eQefA9DzmZEt5XmPZ5CJgv8p/JG\nXb1RMO//y3vL1hVZnUUs2zx131OsH7Db9gZ9tY9X2S9QdPFS6mW3b9/O9OnTq3yenp4OeB42mUzG\n448/TmJiInl5eURFRfneIP/8809auMu+3/fff58RI0YwYsQIrFarT4t7KXH+8OcAaA96fHJbKUf5\ntpWPntc2sao8VIowerf5AIDtUS+w+wfPUvIQpaPe5E40lRWj2LJATeRrBwj5/U8c7W4l4Uysr9/l\npQaNQWL93X/+dN6X2pbOmwne5MPPKf39F4InXO/5fOTVmNf8iVhaQtRr72JcvOii9UHRNBZF09gK\nn0luNwUvz8Zx/Chxv63GlXEKS+ZmBJ0OQalEAJ9DgGixUPDqcyhbJqDtPxh15/onHXrhNhSTe89U\nVO06EvnCnBqlBACi0Yi6U1dfe/e+PehHeZI1JYcdV042yoSKE2BDyJRME4QsqgXOjL0oE3rVqo0k\nitj3r8T+z2/Y9/+Bute1hD3xR63bXy5wZNTNCuy/RFq9qMuqqSRJ5J9aQljclah0TWqcS8uPw7UZ\nk+vqjtJQdOvWjTVr1pCQkMCBAwf44YcfuPXWW5kwYQILFy6kbdu2jB49GoDrrruu2mNJksTOnTtr\nTNitDEEQfBHZ+hLXyvgPEtn2mI4eQdAH4Uj3TPLWHVt92/09WIJMhrJ1ksfy5Po5uM7sx7ZzCYYP\nr0eQK1Ek9ETZuh/yqAQULXsiD6u+TGxtUP6GPylby9m/3yZL15HgxOEU/7yWPjccoPDMSjqHlVUC\n8U62MoWGlr2eAcBhyeVc6ufEdwkckascja387+pQXYKXhFjhd11RVzLrcDjqlPHoxVtvvcWLL77I\nq6++WoEc/fDDDwCkpKQAMGzYMCRJqvL2GBoaiqPQiBwVbjxlW6dOnUqTJk04duwYO3fupF+/srLJ\nZrMZvd6/3KKxsN/2KQAHLvx2YiXV9g09NPdX2K82g2V1f+NmXR/l7P63kEQnxdnrgQH16q+grqif\ncpec5/TuZ3DZi0jN3Upo7GAGhrxeYZ+66rXKo6EE9mJEY105x7Dt/hll2wHoB5QRGC+JBbAfPogj\n/TgyXRCSxYxMe+ksrkRTKXlPPYJkMRP10us4DuxF1alLFYJq2bweQasjeNJN2HbvwLTyd9yGYmRh\n4Sjj65+c5zh9knO3TCD4ximEP/p07bWB5YrjyCOj0PRNxnkiDXdBPqhUKGLjsGzZiDw0DFXX7nXS\nHAYqK6yIaY0rOxVXdmqNwQ7nueOUfv0guOxo+t9C0PWvII+sPj/jcoW622gK5v1F1BNj/pMkNRDq\nQl69EN0Ois6uQiZT0cEwEGqo7lzXRC2zmIdWqD6SWblMbPnP6gNBEBg1ahRHjx5l4sSJxMTEsGTJ\nEsaPH8/o0aP9JloFwvr168nIyPDlp9QWQ4YMYf78+QwYUL+5xh/+c0RW2caTtKNq287jwwhYtmcA\ntXs7FAQBZcueKFv2JOiGubjPpeHMSMGVkYLj4GqcGXsRdGGo2g1E2XYAqi7DkYfF1njcyvBNoJtB\nyPFEis22DDRZR7AYjgIgV4Ygt6sr7l8JKl1TXM5SRJcDWSXPwcqR1/qi/ANYngw4VSJY609koW5k\ndsWKFT5heV3QrFkzHnjgAZ577jnmzJnjI7NeIuv9nZqaSufOnatIS8aMGcNXX30FQHJyMjt37qS4\nuJjiYk9U7YYbbmDs2LEkJiYyZ84cjEYjpaWlvupjFwNu7LRX3ch++ycAbDDP5JB9AT0099crs9Xb\npjLZa3E6HMVdZjL3zuXcsS/psGMgx/vXXXojqCsSe8luBqAgqhTrgR04LLnQ8/UKUdnYWkqRa9IU\n1ycC653YGkJoJYcVR+oG7AdX4UzbjOSwoul3I/LQqi/Ckihi2fA3RW/PJXL2S6i79cBx+iTysEtD\nFtwGA+fvn4aybXuinptfobBAZWiSBmDbuQ3Tb0uQx8YRNPEm3AV5mJb9QviMmQCIZpMngquqnZ7N\nfuQQuXdPIfyxZwi5cXLNDfxAkMvR9E7CumUDqjbtUbUrM4VVxjfHbTBg3bYZe3oMyjbJ1Wpcy5dn\nDUhm4zvhzNiL/cg65NGtkEd5Jmz3+ZOIhnO4i7Ox7fkNZ/pO1J2HE3LPl//5gj2K2PbY9iyldGso\n//allCefgZ5Tf89xeUvB+hBYALspC1PRQWQKLR0tI6CaKba+FlqF7sM0VwwNuL38vNnYq5teycDQ\noUNxOp18+eWX3HXXXQBs2rSJDh06+CR5/uC1yoqOjqZXr7qtOqxZswaTycTatWvrlCBWHS4rIuu1\nAakOqrYeYbQQ3A2xZC+ykBhc2an1Op8gk6GI74giviMMnAp4Jhx37nEcx7fiSF2H6ednkce2Qzf0\nbtS9xiOo6p74YLJloFZGYXcWIGvSEgzgdlmRK2p3rNiO95Bz9FOSVI8BNFg2UBs0OyJDbm9YRNaL\n2pLZjIwMJk2qXyZ9XFwcM2fO5LXXXuO5554DIC8vj86dO/uI7Ndff+237ZdffukjsvJymsBhw4ax\nbt06zp49y/z58yu0CQ4O9hjdu93IZLKLYqeT5lgCQCfVVA7ZFzT68csjrvMMdnzThLNh7ZH6zkRQ\n1E2n7DV2l1wXjPntHo2xdOG322WukgC24nkZ516reJzy90l1BDZQhPlSSAhEmwnbtu+w/PUu8qZt\nUXcfg+6qe5HHdUKQyfyOYYJMhjw6hph5H6Hu4qmu5S4qRBZ68Yms21BM7p2T0SQPIOKJZ2skWzKN\nBt3QYcCwCp8bFn6KMycLx7GjKGKa4C7MR9Whc0APcC8sWzeR99TDRM1+iaBrJtap744TaSiaeaJE\n7qJCbPtT0A26wi+BloeFeXS0ThXOYxtBkKFs0x9BWXHfmuaY8lAm9EISRcTiLJzpO0ESQZSwbFmE\n89gmtEPuIPSuz3GdPfyfJ7FeaJJvxr7tO7SDG9e9oCZURzprIqSVt9eXwAIY8/7x+FeHdSAy3YZS\n7z9g0RAPWIdkRpKqFkTw4lLaWGZnZ7Nr1y4GDx5Mhw4dGDp0KAkJCRdKyfrHkSNHuPrqq+ukjfVi\n1KhRKJVKrrqq8UpfX1ZENtCbcXm4Sjy2KIp4zxuFPL4TzpO7AHAX5+AuPIOqTXK9+yDIZCjiOqCI\n6wBD70ZyOXAcWYdl3XyM3z6Cqt0gtEPvRtV1VK0HLrPtNHpNK+zOAqLtieQC1pITNDsXB7XgsipN\nBFK5Zdj62Gj5i7r6exDLf1ZGYD2/C11H+aqkU71soC6FZjYmJobY2FgyMzP5qHdLX3QVID4+nsWL\nFwdsm6SZxW7bG3z44YfMmjULi8VCnz59CAsLo6SkhLVr1wKeQgxWqych4tChQyQlJZGUlESPHj1I\nTExk+PDhtG/fvlqJRG2cC8YHL2VZqUejlO3aDkBX9d21/i7qAk9kP5zek1I4vnk64nPLkY27F0Gt\nQ91jrCeC7bIj04XVeCzJYb7w20tkTQC4nZ7Py5NZQ5YIJRXb11YyUBmXgsBKLifWTQsx//E2qjbJ\nhD70k1/z/EAv5JpuFfcVi4uqaDsbG678PM5Pvx3twCGEPzarQS9cITdOoXTpz4TedpfvM9v+FMQS\nQ4XoaHnYDuwl/6mHCJ16Z0ASG8iCSLRacRfko+0/CPuxVCSzGf1VI/0coQzm7eEIalB1ugrJ5cR5\ncieSy4GyVR9kOv9G8DXNOYJMhiykCa6sI9i2fYcjfSe6EQ8QctuHyDTBSA5rFbL8X4YiOgHbriWN\nnoxZGQ0hmxcLDst5Ys6o0KhiKDEfJixitN/9GlrI4IxzLa2V/qORl5LEgsem8pFHHmH+/Pm8/PLL\nDB48mC1btgTcf82aNaSkpBAfH09UVN18+8FTCKex/cMvKyJbHSS3x2KpcJanhKAirtOF3x1wHt2I\nLLIFJR/egCvrEDFfGBvtvIJChbr7GNTdxyDaTDj2r8S8bC7m5a8Rcs+XQPUJEHKZFrszn5iwoRSV\n/oNekwCA7lgmJnkBQVpPPfXyhNTfpOzvza2+0djqHsLypEHaWjEiWypm1et8lxJ33HEHb775JvAM\ng07s4JO9++jVqxfZ2dkAgR8gSUBLDK1bt+b5559n9erV3HfffQQFBTFv3jxyc3M5ffo0brebkJAQ\n7HY7Dz30EDfccAOjRo1i3759LFq0iJdeegmZTMZnn33G9ddf7/9ctUBb1QSeiJT42zSdA/bPAHBJ\n9c8o9qI6vaw+ois9xm/h1M6nOL99Ma4T21D1HIfzxE4kU0GtLIS8EdgyIuv5LbrM/vYmq7OIKLnI\nL9mKwXyQIcX3oRS0ZHUWKTDuJKdwJaF5nWkSNgyNqmpSQUMIbF1kBbY9SzH9/CyK2PaEP7YMRbPA\ntla1hdtYgjpAAZf66BMrk2fXuRzO3XETQeOvJ2z6w3UiseXP7z2uLDiEkFvvrLCfpkdvnBmnsO7a\njrZfRc2bbd8eit59neCbbiX4hsmY165CFnwhcVKhgAu2eZLLhSCXo00e6GvrLinBtmsb2qtGYtm6\nCWWLBJQdqteqVv7OBIUSVfvBSJKE69Q/OK1GQsbHA7XPgZAkCce+lZh+fR5ZcDSa5JsJvvMzZJqy\nKJ0r+wjy+Itb2vZSQzPoVqyr30c/5rFGPe7lSF69iEuTcyZ/Gza5HrlMTexFILFvF8CuXbv4ekz/\ny6YoxvXXX4/dbmfSpEmEhIRw//33BySykiTx999/M2rUKF+5+LogPT2dxYsX80sQvzYAACAASURB\nVMILLzS02xXQICJbGylAXREoKivIFYQ/u5HiN4aD24Xh3WsAfKJ6RVxHHIfXNGpfKkOmCUKTfDPq\nfjdh2/QlxW+O4GzHx2nW7VEEP64CcWly9JpWGC2pBGk8hDVIneA5lqCkaXhd9KBVo6A1RWQD6SID\nofJ+LhVgg5OOFRd60DCJQbXnzsqq1zJFZchkMk8hBNGGQqZh8YieSJLE9u3bGThwIFlZWQiCQGZm\nJi1alCVkfLbzRu68cxWFhYUMHjyYwYM9BvUHDx4kNjaWgwcPMmzYMPbt28f8+fPJz8/noYceAuDb\nb7/lpptuYsCAAT4bsBtuuIEJEybQo0cP7r33XmJjK+qsa1tDekTQfIbpP2KhoR1HHd9ztPB7Jgb/\nQaKq/hWY/JFZr95aEGS07j+PREliT8LjONN3IbkdIFdSNGcIqo5XEDzlvYARKMnmicB6NbKS3QJK\nDTjLSKOPfGZ5BvLM89+jUASjVTVlW+TXaJRNKDi1jcjgJLokvITBdIBTuV8hCHLaxz9CbsfGjRJV\nV6bXeToF6/rPcBzbTOj0b2ptlO+PCFaGaCrFeqRVo0W9zNvDUbdNw3H0MG5jCUVvzSF06h2E3ftg\nnftc+XPvNfibfJUJicjCIjCvX4NMH+Qp7yuKuIoKse/dQ+TsV1BEx6AY7p8YALgL8rFsXAdqNY60\nVNxFRcgjoxB2bUfTpx8yTfUEqDriLwiC7+8mGndiOZGGIjYOVeu2AduJpQXYdv+Mdcs3AATdMg91\nl+F+95VspgrE9v8CFGGxiG2Ssaybj25YVUeY2uJyJq5elJ9Di0376ZYwx+99XlsCe9j2NSHy5rgl\nBzutc7gldGuF7d27d2fSz9tYddOwKm0vdTTWZrOh0WhYv349Y8aMQRAEJk70rJxkZGTwzz//0KNH\nD9q2bQt45ul27erve5ubm8vIkdWvqtQHDR5BL6VvnDKhFzHzi4j+JB/NBU2raYknY0RyWECSkDdt\ne9H7IQgC2qF3ETF7I1mmtez6oTVn9r+JJLqq7Bt0IQJrd3ruUP0FQmuyZQQ8vj9yGpLvPyJb2RvT\nHyo/gJX9NQNhUKefASgRPVqZX0s9E5EkNT6hXb58ORMmTKhX28qE8J577iHhxc8qfDZgwADf2yRA\ny5YtCQ4OJjc3F4AePXqwd+/eKnYg3bp148EHH0QQBBYsWMAzzzxDXl4ekydPJisri6eeegqAn376\niU8++YQrrriC9evX07lzZ8aOHUtmZiZxcXF+30BrO2jJBAX3hJ/iwfAi1EIYv5WOZV6hQJE7rXYH\n8INmR2RIkuTXU1l02ynOWo26xzg0A24h9M7PCH9+KyF3fobj0BqKXx9GyadTsaUsw3lyN66sI762\nRS/0Aco/l+YqjgZeGGMkD3nuO5z4yPEoBk2iOMqKShlB91Zv0jz6emSCgojg3oSNeAJlnzHsML2I\nxXCs3tddHtV5Rzoz92P4eDIl829FHt+JiBe21bvaU3l/zfI/rvNNEQ3nGnIJPkgOK/ZDazCttSAL\nDaPozTnohlwZkMT6609N11Ad5GFh6IYOR5PUH23yQNzGEgqefoTI515F3bHmaKU8KhpFbBy4XITc\nfBvysDBCbr0T3cAhDSKxlaFq2x7doCuQaXUUfZ6C8+TuCs+AM30XJZ9No/DZnjhPpxB80+tEvLAt\nIIkFkMe2x35odQX51/8FqNoOQNGqL+bVH9apXU2+rJcLvFaVXkiSiID/fIe6RGFTbO+xxDgMtRBK\ntmsbZjG34vaUFE6cOOG7794uKPu51FiwYAFLly4lMTHRd93eggSff/45N954I4MGlVUILCoqol27\ndnTpUr8VqYKCAjp1apjlqT8I9S0OIAiCFGgJvzGitLUdnByp6zG8V5EARX+Sh6C8dA+R61wark8e\nRR/emdbJbyNTeM4dlyanqHQva/b1rdJmYvCftFKOJrtL9d9/Tns3LpcFw7p5dEt42e92LyoT4Lou\ngQQit6Lk5nzKh2yyPFHh82Tt8yRrZ6MQav9dB3pY582bxxNPPOF/Yz0wd+5cnnnmGZ6Okfk977Jl\ny3zEOT4+noMHD9a6NJ7VauXMmTPk5eUxeLBn6dJr/wXwxx9/+AovbN68mSuuuIIRI0awZk3gFYPa\nRGe9KHClsqjEQw60QhR3hZ1AI6tZvwpwzP4TkfJORCu6sjp4DgJymoQNRaduQVbh7xhjFaj18Tgs\nuQgyOUW3TPQlzqg6DkWym7FsXIAzbQticQ6ixYBkNqAb+RDqpOsRi7MxvOtf+zX4bnuFSSLr4Ps0\n6zaz9hcOHjschQ7xguY2LO5K3/NWX5SPxoqWEkq/ewRn+i50Ix9CM+i2ixZtE10urOs+Rj/qkQYd\nx5m5H8lSgiy0CeZV7+PYvxL9pFfQXXFnzY3rgNqO66YVv1H09ms0+eRLX2JbdXDl52H8LYOQa5t5\nyCzgOpeNIja+2nYNCaB4r0UsNWL4MR1Xdir2vSsQjbnohs1A0//mWmnCvZCcNhyH/kbZ8Qpk2kvv\nO30x4cpOxX5iJ/qhge+ny520lkegVcyi0hTM9kyaR1XUctd1Hi11Z/GZoTlTQ//hu5K+xMh7cFvY\nPt8ctGHDBq688sp69b2xsH//fnJycrDb7X79YgVBICwsjOTkZFatWlXhZW/jxo31Ki1+7NgxzGYz\nvXv3rlefBUFAkiS/eoyLouS+lFFaVaeriPnCSNQHZxGCPUvT+TNiyLsnBOfpPZekD4rY9qie+oYC\n4Tjbl3XCXOxxUchp78bWpztD7nFw42AH/dp/RbjMYx/2W+nVvFMk48fNclbv7UtWwe9+I51xaXJa\nnAwmJnQQhzJewuooe7urKRJbW0mBF4EeWJkgp6/2cW4e4uamwS6uDfoFBTp2Wl/l/SIt8woFVpvu\nxioW+W1fGzS2XmjChAk+twJ/GD9+PJIk8f3335OdnU1kZCSdOnWitLS0xmNrtVratWvne1MVBIEH\nHniAmJgYpk+fXqEaSqtWngj8qFGj/B4L6kZiAaIUnoS7CcHLsEoFfFQczm/GcYhSxftBkiS2WV5k\ni+VZ8l0HcUk2zrv2UuA+xEbzE7Qr7ENi02nYnOdJPzcfh6sY9ZlcRLeNJm2nEhydRMc9OhDkSKLn\n2IJaj37UI4Q9/AsRL24n6s1U9JNexpWbRsmnU3FlpxL6yK9E/S+HqHdOor3yXl9/tixQs/kLFWmb\n7sFmyoIAGbvVwVx0hKCIbsgUOuSqUJ/HaH1RnsS6slMxvDMOQaklcu4+dMNnXNQlY5lCAWLDk9Qk\nqxFVxysQS87jOLQa3eiZaJNvaoQeVkRtxnTb/hQKXnmOpgu+q0JiK0eATZv1FH2egmmtBXXXUdhP\nl0VuqyOxDZ1fyhNyyS3iOv4VlnWfoWo/kOCb30aTdH2dSCyAoNSg6jkO1+k9uPMDZ3v/F6GI7+RJ\nANv3h9/t/xUSW1NOSW7x3zQNL1v2bnZEVi89bLDck4fxvTGJWbNmkefez1v5EikpKfz111//qjY2\nPz+f0tJSHA4HSqUyYNGDa6+9FoPBwIwZVf3rZTIZbnfdx63jx483epKXFxclIlsZ9YnQNmSgsu1a\ngnFBWYa3btRM9BNfRJBdHKuq8rDu+AHHktfoPSkFharszdz7EOUW/02fnFGc7eQmt3g1R868RoFx\nW4VjBGvb0qnFbFrGTEYmlGlvRVHkeM6HyAU1cZHjOF/8NwUR5QZlSSQkHyKD+xETNqReD2FA4/xK\nukqf/ta5lVWmOzCI6b5tCcrRjNB/Sqg8we+xKkdHRVHkvffe4/HHq1YOqyvKuyPMnTsXw3vP+j1n\nZXz++efcd999APTr148NGzagrUeN+Z07dxIbG8u2bdsYMWIE0dHRtG7dmilTpjB79mxOnDhB164V\nEwTrSmQrY4dlDtuszwMwUPsq/XXPVdjukmzstM5Fwk1n9bQqtb2zOouYbWdRKyPJL9mC1L/iMqrT\nVsAh2yJ0IwNrLSWXA9NPs5BsJk+E0GlDHpOIdsBkNP1u9CTNHPiL0h+eQCwqSxpU65vTZuD7RLQY\nV+MAL4kujm+ZToues7GbPKUdw+KuqPkLCoDyJNa6fTGmn59FP+ZxtMPvvyRjBYD9+E4kiwFNj8D6\n0Zpg27UEd0ke5hVvoL/2GeSRzdH0ahx/xkDwN6Y70o9zbuokol5+A/2oskIv/sZy5+k9SFYjyvZD\nEOSXLue4fL8tWzZQ8NIzqDqPJ2jiywgqrScx7MwBxNIC5JHNUcS2r/M5nGcOeKy/mje8EtrlBPPq\nD1H3uQ5FZJlp/qUisQ5LLnJVCHJF/QqI1ERiTdbTnD6/iK4XVj0bmtD1ww8/MHnyZIqKioiIiOCp\np55CqVQyc+ZM0tLSGDhwYM0HughYuXIlxcXFtGvXjg4dOhAa6t/Jw7uSWBmtW7emdevWJCcnM2TI\nEHr16kV4eM1cbdWqVSxfvpyHHnqoxrK3gVBdRPaSENnKqA2xbYyIrtuQS8n/bsB15gAAstAmhM9a\n6zO2vliQv/skDksOnUb8XMFtoOkxifySLTQJ8ywrVJYF5JdsI/XMXM4Vr65wPI2yCV0TXqZ17D0A\nmKwZFBi3Qp9hqHQVM7nj0uTkFm+g2JSCPtdKsubZasvblkd1EdxARLY8itxprDHdS5Zrs++zaHk3\nxgX9SKSi4s1bnlhu2rQJQRAYMmRIrfpZHcoT2dWrV7N582aGDRtWa8+6d955xydxGDlyJH/++WcF\nb9naQpIkioqKmDFjBkePHuXQoUO+bX/99RejRo3yEbeGElnwyD+WlV7HSacnMe+64JW0VnnIRIEr\nlVPOP2ihvIqmCv/LOpX/9uXvzcLMlQgyBXmThtaqL5IoYt+3AuexTdhSfkc3/AE0fScij27l28e6\ndzm2LV/jPPx3hbZxnR8gsd+byOT+Dfsd1jwKTi9FpYtFJlehDWmNJqR1QD/G6uAlspY1H2HZ+Dlh\nMxY3yI3AXZyDPDyuzu3Mf72Hfsyj9T6vK+sIxe9eQ+i9i1B1qPszJNpMgIRME1zntt6xXJIkzk2d\nhH7MNYROvSPg+O0uyMR17hjKhN7Ight+44vGPGQhtS+RqR9QjOR2U/TOa1j+XkXUq28iitf472vh\nGVy5JxDUepSJSbW2W5QkCeexzag6Bn7Jkpw2JIcVmf6/Uz1LFEUsS19GfeV9KCPiLgmJzTv5EyEx\n/TiwYhh281kG32Wt00tmeQLrcltxuUsruJ84XaXkG7ei1yRgc5ynd3bDvU29848gCAwcOJCzZ89y\n5swZ3njjDZ5++uk6Hy8/P59Tp06RlJRU52huWloaarWahIQERFFk4cKFTJ48GZ1OV+OxTp48yY4d\nO1iyZAkGg4GUlBQsFkutztuqVSt69+5N9+7dufHGG1m5ciU9e/ZskKTisiOy/uAdEC+GJEGSJKxr\nP8a0ZDaKFj2IeH5zzY0acj6Xg+I3R5LYcgZN25WZSpec20pwdJ8Kmr7KFUjKP3gG00FSz77OmXyP\nMf64pJO+5DEILC3wHsPuKOLk+QWMNM5CFEVKxTOcd+/HKGaglUXRWT21SlsvoRFFEZPtBIWlu5EJ\nGnTqeLTqeLSqOFoerdkz0SyeZ6P5MY46FiNHxaOR9ir7eB/4d999l5kzZ14Uz0Kj0cj8+fN9SVle\neMljoEjtiy++yCuvvMLff//N8OGBEz2qw5w5czh58iSLFi2iT58+7NnjkboEBweTnJzM999/73Nq\nKN+fhhBbm2hgoaEdVinf5/d70rECndCEWGXgZKXqqmMVZ28gLO4KBEFW50pYzpO7saz7BPe544S/\nsM03eFp3/oSy7QAUkc1pv0tN/skfSd8+E5e9mNYD3ie+c+CSzOAltL+hUIcT1XJ8vXWyey0fYV76\nChEvbMW+byWmn2bR98ZUMkfUfgms/ApQfcZE8+oP6q2TdZ1Px/DutejHP4t2wJQ6t3ekbcEwbyzq\nvpMIvferevUBwPzXu9hTlhH+9OqA+QmOoxuRhTTxeYA3FIUvJePOTiX6MwOCTIbrfLon2i/IkOxm\nnBl7UXcfgzLBU3lIP6AY0Wwi78mHkWxWYt6bj+1IQo3nkexmn1e5olWfGjWwrqzDyEKbBiTqjvSd\nGN4cibxpWyJfTanbRf+LEG0mCh7yvKhFzD1Al4zG+Tv6Q+ram2ne42kO/jESt6OE/rfmsuPbpiDI\nGXJ39TaElaOv2YUr2HLEkw8hIOemIY5y21YSFzGW5qlyzjg30kI5tN59rjyXjB8/nuXLl5ORkUFC\nQgIvv/wy06ZNo0WLFhQVFXHgwAEOHjzIgQMHfD/VLdlv376d/v37+91WWlrKokWLfInJXnzxxRfs\n3buXp59+mp07d/LKK6+Qmlq/AlLlsXr1akaNGoUoipw8eZKUlJQKP0ZjxXFw1qxZPPPMM4SE1F8/\n/p8gsv/X4DixA+PCe4mcu4+OKUEcS7LhSF2PqtNV1dr9dNitqZM/bE1kNqdoFbJTxwABvawpUfJu\nRMraUyye5LjjZ7RCNG6sFay1DE0994Re05LI4GTcbisW+1lsznNozhQh4aneJF2wBIuQtaeV8uo6\nE1Hvg79o0SJGjRpVxaKqvqhMUrdu3cqePXswGAx0796d7feU6YIuZqao1Wr1yEGOH2fr1q08/PDD\nvm2CINC9e3f27dtXpc+NEaEtj0CG85VRXVS2POpKZiXRTf70CKLey/BFoMx/f4z2yvuQKRR+S1HW\nFO0pzPwDhSYCt6MUtT4eXXjHKlFZSZIwFx3Ebs4mJCYZpaZqMt/RdZMxRoL9n1/oN/k0uxZ7osa9\nr9+PPrwT2Yf/R3B0X3Ku6VGlrfPkLorf8FjoyWNaE/HC1iqlemsD+/4/kYXHoWxZ9Rw1wfDxZJQJ\nPdGPfbLObS0bvsC0+HFk0QlEvXawzu29cOWeoPjNEUQ8t9lnh1gZjtQNKFp0QxZUvQ9xbSCJbvLv\n89xHYY8uQ9lxKM5jm5GFRKOI74RozMORugF10g0VoqjK2D3kPXwvmt5JRD77CpZ/KkZyayrI4/Wj\nFW2lyKNaomjSxv+1Ht0UMBprWjYXy8o3kYU2IfLt4/+KXlJy2sifEUP403+jbNOvVm0sGxdg+t7j\nKdv92i0YcjaiD+9IVMLFkbDs+DYepy2/jMACvSbuZu9vScR2vJe2gz6q0qb8vGlz5LHt6E3kl5QF\nrQZ3Xkp8ZFl/DebDKORBdDjpcaqpC5GtzbxhNpvrXMa8ffv2dO/evcJPfHx8re6TpUuXEhkZyZAh\nQzh27Bg///wzCQkJjBw5kvT0dCwWCwkJCT4rrYYgMzMTi8VCx44d2bNnD23btq0iU/j1118pLi6m\nRw/PuNanT58GnfP/J7L/EorfGo26+9XoRj2Mu/AMktOOomlbREsJkrkYeXRCwLaVCa0/78/qkr0C\nkeHKkgCTmIuOqCryg+q0spVx3rWfs871SIgICKgIpa16IlpZzS4AbxfAjh07sFgsDBtW1VevMfHW\nW28xc+ZMno0rW7a+VJYnhw4dYtKkSZw4ccL7QDJ37lxmz57td//GJrO1xcUis0UvD0SdfCO6kR5j\nfvOaj9Bf0NzWtl669/8t/z6L4dxm9OFdcNry0IV3wm4669dKTB/eEae9CJvxNJEtx1bYdv7EYtI2\nTqPL6JUcXjUOgKSbj7P7R4+GuOd1uzi9ezaG7HV0Gb2CvEkecuIuPEPhrDIJQuSbR5FHVJ9hXx1E\nUcT69//qHJU1LZuLdd2nRM07UefS2cZFM7Bt+w7NwFsJmfZxndqWh7som+K3RqEf+yTawbf73cdx\nfBvymETkYTW/qNZUTUq0GCh4xEOWI+bsRdGkDc6MvcgjW/gioG5DLmLRWZSJZW4xjqObKPniDoIm\nvIB2yLQ6XKF/uPNPYz/0N6KpEP24pyosdzuObkTVcWiF/SVJonBWF8Sis+jGPEbQxJca3If6oPjN\nkYTc8xXFr12JWJJL0PVz0I16OOD+ormYgpkeKV5Ei7F0Hvmbj1QV52zAXHDAf8ML+4TkCRiinFiL\nj+J2WUhImosupJX/NuUgSSJbFnie+743pvLPkk5EtryG0NghnNr5JF1GLSOixRjf/nFpciRJ4njO\n/9h3skym0zRsFN1bvU6IvgNymbrC8Z3711Tw464Nka3rfHHXXXexefNm2rRpQ2JiIiaTiZdffpmW\nLVs2+kvMypUrUalUjBw5kj/++IMFCxawZMkSlEpPufH09HTatPH/8lUfLFq0iM6dO2MymSgpKeGa\na66pUK7dZrOxffv2RitFWx2RbZDKvuSLu9Bf/USjLRX9X0PwtI8per4P2qF3YT+4GkWzzpj++RXL\nck+B+aDJ76K78m4kUUSQyRCN+chCPEvNnkm7TG7gj1h6fWQbgiBZ7avcBBLAN1H0oImiLJpkEQs4\nbv8FB2UOAPGKATSV9/M7SXXq1ImffvqpWiLb0BK3rgtVhFQq/9rLi40uXbrw0ksvMWXKFB/hmjhx\nIiUlJQEF95cDGuMeA1D3ugbzL8+D04Z+XN11YuWhDW2LNtQTVZAkCUPOelTaJqj1zTAbjiK5y2Qs\nlpITaEPbENGibIwy5Gzi4B8jUGo9EbnDq8bRb0omu75vye4f29HnhkPsXZrMvqX96H7tJtyOEg6v\nuoZ21gWkH3oZsciTaBY+ez3KVoGjDDVFlb3EXCaTgVD7VRjnmQNY/noPV/YRwmdvQFBpsaz+ENMv\nzxH5xhHkF5Jx3IVnQXRV0CYDFMzuhpifQdCUd9ENrX/ZY1d2KkVzrkA3fEZAEus89Q/yiGa1IrGO\nU/8gWUoCera6zqdT9JxHJhD1wRmfs4BoKvLJByRRxJW5D3X3MpJj37cS47cPE3rf16jaD67TNQaC\nPLoVCAKWFa9jWfE6oQ/8gLJNMublr+NI20rQzW8gCDJkwdEIQZEUPuEhEGFP/Imq/aAajt74sB/4\nC1WnK3Gm76Tw6Y6EzlyK48BfmH55DvuBPwl/alWVNuZV72P+1eN/3XvSXvQRFfXj4XFXEh4XWPMY\nlyaHCwqdnKFurMbTpG26C7fTTOcRS9AEB85VEQQZ/SZnsGtxAsc23E77KxaStukuolpNJCiqF4dX\nj6fflEzUulj0+46z7OBorA5PEqlMUBGq64ZKGY5ek8DRrLex2rMI1rZDq/bch2H5KnprPYS32H2C\nUvEsMgLPDXWZe3Jzczl8+DCCINC2bVsWLlzo2/bdd9/hdrsbncSuXbuWhIQE8vPzAY+zzvfff+8j\nsUCjkliA6667jh9//JHi4mIeffRRfvzxR0RR5NZbbwXgzz//JDc3t9GIbHVoUERWP+EFrBs+Q9BH\noO4xFlWXESgT+17SLNTLHYb3r8NVkIl4viyrXxbdCtGQCy47isS+4HaiHXo3pYtmoB16N+pe4xH0\n4YjF2YjGPFoVdkShCqHV+bYewbpYSrC24k3pj2zEpcn9RnLrkpFZU4JXbSCKImddG8h37/fVJ1MR\nQhv1BPSyaN4u8OhkH3usfuUQa0NyP/nkE66//npiYmIqRDsvpQm1w+FgxYoVvtK1QUFBzJ8/nylT\nqmobL0ZEtvy1Vnf86vSylVGXyKxp2VxsW79BHtcBWXA0+rFPoYhtV21EtrYJJVbjadwOA7qwjjXq\nZUvz97Lv92QAkqdms/M7TzQ16ZaT7P6hNQC9Ju7hyOrrsJvP0nXMnxz6qyxy0/Gq7ym8xX+CUPn+\nV4fK31v5CHUgSG4X1s1fYV7+GrpRj6AdejeCWo9973KUiX0pfKoDAKoeYwmdsZjSr+7HtmMxioRe\nhD+zDkQ3+fd7/vANJVT2/X9g/OYh9GMeQzv0Hr+V3pxnDiCodCgqFalxZafiLspG2daj95NpgnCc\n2I5lw0LC7l1Y5ThQ0S88+rNiBJkcR9oWXLnpKBN6oGzZ09OvI+tQtR3gi1Bbt3+P+beXCH1oiW+f\nhsKVfZSil/qhG/kw6qRJFM/xROr1E55DkiQsy+YCEPbMOhz7VmJZ9R4AUe9nINPXzqu6sSCJbgSZ\nnLx7PNrEiLn7KflkMu7sVHRXP4GyZU9KPvWMP9Gf5CMo1YjGPAoe98wv6uSb6Nf123qfv3LpddHt\nIDNlDsa8XTTv8RQymRxRdJF18H3C44fRvHvFpMfCzJUcWTOR1v3fpTh7LUVn/qTvTUf556eqwbPm\nUTdic+YRFz6GDs0fr0AWi00HsdjPEB85jvjDAhYpj/OuFKLl3TCKZ4hXDqhyPC9qmiMkSeLQoUPk\n5+cjSRJNmzalc+fOCIJQZV5zuVy89957PPlk3aVA1WHPnj1ER0fzxx9/0K5dOyRJ4tSpUz4nnouJ\n/Px8oqOjyc3N5dtvv+W2225jzZo15Obm8uijj6JQNA4fvKjSAkl04zq9B/v+P3GkrsddkIm622jU\nvSeg6jwsYCnL/y9AP6AYyemk+NP3CRozHuPPh3Eb83Ce3IWg0nmMy6+fA5KI48BfqDoOxZ1/GvcF\nAisLj0MyG3BlenSUMkUQan08Ma1vRqZQE22IweEswmw/S2LTOwkP6lbFCSFQmdqG2Is0BixiAen2\n37FTwriXJQwGA3PmzLlo53vttdeYPXv2v0ZivSgtLWXx4sUsXLgQmUxGeHg4S5YsITi4asZ4Y5NZ\nf9cb6Bx1IbNe1IbUiqUFWLd9h2Xtp+AwEzzlXTT9bqywT2NkQxdnr6fg9G9EtLgabUgiTnsx2uBE\nbKUZpG26k7guD3Fym2dJNXlqFju/84SOPJNkJ0Ci54Tt7Pu9bIJr1u1xEvu9XuE8dSHb5dtURnVE\n1usCYV42F1loE4JumIOyhafOefml9vBn1uFM34XpZ49cJfSR3xCNeZR+VbHEaOTrhxrk3GLbsxTT\nj08Tev93AaudubKPgiSiaFaxqpd1yzcIulBUPa/Bun4+luWvEzT5HTT9bsCy5kO/8grLuk8x/fg0\n8vjORL60AwD74bUomndFkMmx7f4Vdc9xvuqOith2vnOZV7xO2KPLfJ81ZoQBngAAIABJREFUFAWz\nuhA6/Rvse5ZiWf0BAJHzTmCcfyvO9J2g1hPx/BZf5Bgu6Kfn7P1X9LBeAhv13mkKHvVE5kPu/w7X\n2YNYVr6FvGk7wh7+mcLZnvtJ0/8WbDs8/tsRc/ehiGld7+fRn7zNO4ZYDCfISHkFfVgHQmIHUpr3\nDyU5G0lImktwVEWt+PHN95Gb9hW9Jv7D3t8qFhcK1XWhX/uvOFvwC1Z7Np2aP0+Ivmrk0WQ9DUdT\n6KD2jDUFrlTy3PvQClG0UgX2+A40R5jNZlJSUnA6nQiCQJcuXYiJqeqe4S9A89Zbb1VJPm4oLBYL\nBw8epF+/fr77zGg0Nii5qj4QRZHFixczZcoUsrKyCA4OJiysbp7MgXBJNbJuwznsKcuw712GKzsV\nde/r0A66FUVCr3o9yKKlBJnu8l16DYTyFmPWXdvR9OyDoFJh2haGK/so7oIMkMlRJvZBHiABwl1y\nnsJnulaoU18ZYfoeGMz7CdV3RSkPpWPzJ4mP9Oj9nK5SwlOLCJO38ktM/m0yC2UDxTvvvNMoPrL+\nsGTJEp+I/t8msl7Mnj2bDz74AIvFgiiKAZ+NukROa/p7BrreS01mwUPcVK37UvzGCOTxnQid/i1d\nzjSO76Zt03fsPu6pQqRQhyNXBgMy7KZMtKFtiWg+htb930Z029n6pecFwruMCZ5Er5RfyibTkJhk\nul+7sV4WX/5QWyIrOW3Y963E8te7IJOjn/A8qi4jfPdK3j0hKFonEfbQEgpmevoui2xBxAtbKXq+\nD6IxDxQqwmYuxTDPow+O/uhcvRLSvLDv/4PSbx8h9JHfULbwX7XLdT4dyVZaYwTUbcj1RJHlCmTx\nXQga+ySanhV1zMYvp2PbsRjNkDsJufV9nx+xsm1/X+KgI20r7uJsZMFRqDt75Emm31/F/s+vhD64\npFFIrDs/A1lYLAWPt0GylqDqOorgKe/4tNKawdMQdKFYL5BbL+QtexL+6NJLHon1wl1ynsInPBHx\niJd2UvrDkzjTtnhW/npeg+G98QCEv7CN4lc83qbaK+8lePI8oP4vldUlLJcfQ4znd5N7/BviOt6L\nUhvD0fW30H3cuirP2uYvKi779+/wHS1jbsFgSuVI5kuEBnWhU/NnkMmUVEazIzIsYgFp9iX01M4g\n17UHJXqKxDTaKMf7HXu9Y6UoiqSnp9OuXTtOnTrFqVOnEAQBnU5H7969q5WquVwuPv74Yx55pOLL\n2U8//US3bt3q7afqD4cPH6ZJkyY+F5z/i/jXkr3cRVnYdvyAdeu3yDTBaEc+iCbphlpLDySXg6IX\n+6HqOBT99a/Uy+fwUsOfR65l22Y03XogCw6pk72YJIqYlr2KZDbgSNuKIFegtsixFHsyjGM7PYDj\nbAqFpTsBaBo+mmLTHpLbf01YUA+Onn2La23vA5dfRNYL74CxcOFCOnToUMEouqG6WC/mzp3Ls88+\n6zumv/P/G3jwwQf5+OOPGTNmDLfffjvXXHMNOl1Fw++6kMzq/qY1Xae/81TnK9xQqYGXuLlLzqP/\n/ksMORtp2fsFwmKHguC/3nlt4Nj8IzvTPJZ3Cnkwva5P4Xz6Ys4fX0SviXtRqCpmEUuiiy0LPd/5\nNUmnWLE7scL2gdOKkCvrV92r8rIqBP5+yhNZyW7GsuELLGv+hyK+E7rhM1B1G+37TpwZe5EcNsSi\nMxgXeiqnhdz7FYJKR8lHnopeQZPnoWjWFcNbF6JNciXRnxY0KCrozs+g6LUrCXv454DaYHfhGUTD\nOZSta5cNXzL/Vux7Pd7HKFTohk1Hf80zCCothbO7484/TfDU99FecSeS24X9wJ+oOw9HUFd8Tqyb\nv0QzaBquswex7fgR2+6fCZn2MfKY1lWkDfWBN7IZ+sCPiCW5lH7nKa0cfNv/sO1dgfOwp/x0xEs7\nKXrJI1sJe3qNh/R2HlFrD9qLAcntIn+6h0gHT/sUyVyM6efZCEERRLyw3SdJAYh8MxV5RJn1XF2I\nbGO47WTuexO3s5TEpDkVjmlzFLH/9Cx6t34HpcLDA86c/5n03M/p1GI2TcP9a3XLj4kHrQswi7k0\nU1yBjQJaq66pUHDIi7cLypbq16xZQ05ODoMGDaJVq1YkJiZW2T8QHA4HH3zwQRUZgSiKzJs3r1Gj\nshs2bGDo0KH/atWwi41/3bVAEkUcqeux/PUOYnEOurFPoUm+qUZCW/rj04iGc8ibtMF+4C90V92L\ndsgd9ervxUR1BR4cJ9IQtFqUzcpsaRrilStaSohddYiCjOVEJV5P0MkCjme/T7OoibSInoTJeood\nx6ahVkYQqutORHA3uhYNw9SpBWplxajA5UBmyxOsefPmMW7cODp08AysjUVkyy/vXC4RWS9MJhMf\nfPABa9euZePGjRw/ftyvPUr5ftfFUQJqf511IbPVRWZrQ2bNaz6id5in8ET5DGWFOhxBkBPT5hZc\ndgPG8ztQ6eOIbDGO2I53+yWVDksupq0LKbUcJzP/B+Ijr6NVk6nEhF3FzmO3kVO0ArkyhIHTqn4R\nnmxnkZ+2VIzkJN18otpkFH8INJHXRGLB833orroX64bPMf/1Hqp2g9BfM8tvIm3pj09jXfcpqLRE\nvXUMw7yxuLIOAxD17imMX96L4/Ba3/6KFt2JeH5Lna6lMiTRjeHtMah7jAuY5e4uOY8794RPeyu6\nXJ4yvNXAeeYAxW+OBMcFb1ClFkEThFTqSVrxanklpw37wdWou1+NoKgadXOkbUEW2QLDGyMQgqMI\nmf4tisgWiCW5uHKOoohtXy85hSRJSKZCXPkZGD+7HbHoLEJIE4Knvofxk8kAaJJvRjf2SYqeLys2\nEnzHZyiad0Wm0SOPboUr7zSOI+uQhTVB07N6ffXFQsn827Cn/I6670R0w+73WccBaAZOJWTaJxX2\nv1gk1gt/Y4gkSRxdNxVZUQHBuvZ0afECqWfnUlS6j2BdW0qtJ0hscjfFpt3YnQUktV+IUl51TPA3\nFkqSxPLSG+iiuo3m6itRCRUDY28XeIoAZGRk8MsvvxAWFoZOp+P222+nRQv/tnI14fXXX+fJJ5+s\nohNtbHnB4cOHMZvN9OtXuxfI/yL+dSJbHo60LZiXv4ZozPNU/Bk8ze/bquvccYrfGE7U22kIKi3O\nzH2IpQUo4johluSibOW/QtGlRk1Vylz/j73zjo+qSv//+97pM+kVQkKH0HtvggoIAlZ0VXS/a9d1\n7b2uHQsidsTFil2QIipdmkBcCD2hBhISIH0yvdz7+2OYSZuZzEwm4O7+Pq9XXjD3nnvOuTP3nvM5\nz3mez3P6FFJ1FeoutakOm5v0oe4Ak7LXRLV5N6nxtYEbJlsB63ZNwOk243JX45as6NRtGNdnFXH6\n2m22c01kGwYfvVYGw/RPMFr/YrNJZl0SPHv2bO677z7fcX/tnwts3LgRp9PJuHHjmDt3Li+//DKn\nT5/mrbfe4uab60eTByKZkboT+EM41l9onlXWvPJdBsbXupIYT23BaStHoTIgSy6qitei1rciIWMc\nNtNxTh34FLupkOyxn2CpysNmPIz6RBluycrB4neI1XWhVeIEMpIupnVSrc9bwakFnNDtpW3/x1Eo\nayWqGk68siyzJf8GumbcRXLc0Ea+5sHuualJPBQia1r8Eo7dvyLGJBEz/UWUbXoErdNxYBNVr3ki\n8w3THkfddzKVz3vGAN3Ym7HvXoFUfrzZ8lpemJfPwrF/HQn3LfY7XkvmClzHclH38EQoW9d/gmBI\nRDvQs3UtWapxHtmGuvu4RgaMiudH+7IveiAAMskv7UTQxeE6sQ/ZYQlq2bTn/oR185dINWUkPvhT\nozacx3YgaGLCss5KVqNH/7ZVF8TkLERtLPbdK6h+yxOsmfDAMpwF232R/QBCTDLJsw4jlR/HsftX\nQMBVkg+yRMy0x7DlLEI36vpGFuVgCEYow5XBs278nJpP/17vWMqswz61nFDarItICGxdBHqfZFnm\nZMUKDhS/S5vkqXTO8GS1dLmd7Dz6MAZNW7pl+c+GF2hMXGd+iDghi67aK4kRPYkdHHINp1zbuWWh\nR9WmU6dOtG/fni1btjBv3jwuuugiOnfuTP/+kQUKFhcXs3jxYu644456x7///nu6detGr16RZxL0\nBpmlp6fz888/M2bMmLAsxv9paDEiO+YWR9gvEpxJ4XdgI449q4i54lm/ZRwHNmP69jEU6Z2IuewZ\n32racfB3TN88iqrDAAyXPeOTYDlXaIrIWjasRTeqvsk/GtnL6g40DQcTo+UAJ8oWs7PgUSb0/4N4\nQ3cKTn3B3uMvMLb3inpkti7OFrFtSK7qks4psV8xJ3cInTp1ilp7b775Jvfee2+99vz142zD5XIh\niiKiKJKcnMx3333Hli1bEEWRiy++mN69a31GIwn8iuT+okFmmxoTum3TUrTrTTL73Bu0XF3IsszB\nDbdTfnw5hsQeJMtd0KnbIMtOOra6CYM2sMWkYR9DmXy91wSzsoY6iTdFZGVJouzRnuhGzsAw7fGQ\ntwdlWfYpEwAkPZeDbePnWFa8BUD8HQvQDGi+9c9Vkk/lqxNJenydX+1ryWbCeWAjmj4XAWD792IU\nKe1QteuHZKnCeSQHUReHsl1/HHtWoek3ud719tyfMH50M7LdDGo9qk6D0Y+/G0GpQjAkoczs2WRa\nUuMX92Hb+TOGcbeg6XNRoyAz8CgfKDsODslFTaopx3k0B3XviY1+D9nlpPyR7kjG0yjb9sN1PBcA\nzYjr0A2/BgQBMb4VkvE0rsLdqHucj6DWIltrcFeVIGhjUHceFrR9f0RSlmVsNUexm44jiGri0oYg\niEryhnjS3brLjyPbTAgqTdBUy66iPVQ8OwLDFc9huKjxO3i2SKwXkbyf/hBo/pJlmVzbBxS7NjNM\n9wQuLNhkz7z9wIoYBgwYUE+mCqCgoIC5c+fywgsvsHbt2oizO65fv57CwsJGyjSRuhccO3aMdu3a\nUVlZiVqt5uOPP2b//v2MGzfOp4bz34oWJbIQ/qowGBpmITL/9Dqyy+7xm6qzGjf98Az2HUvRj78L\n3Xk3Rq39cBGMyLpKipFqjKi7dqt3PNpEFuq//JLkxC07QXahUnp8u9ySg7W7LkCvyWRE968C1ns2\nyGyg6PnXyjyRlp999hl33XVXswhn3WsbbuP8WYhsXVx33XX88ssvVFRUIIoikiTVE/iPVMGgpcls\npBqz4RLZumjuNma0JuBw2wX/Y6XrxD4qXptE6uyCiHzc3FUnKX+o/uI08cn1EWUKawjZYaXylQno\nzrvRr1uX7LTh2LMKdb+L6/VdMlfgPPpvRF08yo6DPZOQJOHMX984WYDkpuyhbGRzJeo+FxFzxXMo\n00NfyLqK86h4aRzYzUBgAi/LMo4dy1D3n+Lrq5c81+27u+okrhN7fYFjgWD7YxHGuR793MSnNviU\nJALBvnsFKNUIAEGIebt8A0p1HLLswmnzzC/e/mlj26OJaYfktlFzehsgc7y7E0GlRXZYcR7cjOvk\nQdQ9xqFI74wipT32HUvQnXczrsJdyJZqBH18wGejKRJ7Nt+dcBDIlaDEtYVC52+UuLbQW3szKsHA\n+0f7kpQUPPiuvLycl156iVmzZrF27VrGjQuslxsIx44d45tvvglIVsN1L7BYLLz77rvMmDGDgoIC\nDh8+TP/+/WndujWSJJGSco6y6JwltFhCBC/86UBGCqn6FGJsim9rSJHeCdvmBb7zssuJoFShzOyJ\nq3i/Z9vmHMK8ObEemfWSVMOIShyH8tGPHtfoXEuj7X4NoOH3tO+QkWibOh1BUJAYMxC320zOgTuQ\nkTBo2tKz3RNnpU/+UJdQegnXV199xfjx4wNf1ER9dYmbS7Lx0ktvkJ2dXa+Mt80/Ez755BN27NhB\nYWEhV155Ja+++ioWi6VR8Ne5hD9N4kgSJkiSBGEoAERj8jwbE3DdyTSQBdtfemrZYUFUG5DtZgRt\n+IFlioRWpM0zYt30BTVf3EvKq/mIsc1PBQse6SshJgnt6P9rdE52u7DvXoGmXy0xlEzlHgJrSETd\n80K65+ig3DM3uI7novRDoARRgWHa47hL8om58nkEZehJS2SXk5oF9yEaEpHsZgxXPBfQCi0IAqoe\n47Dn/ODLAiaodcgOK8gyYlwqgi4Od2lBkyQWQDvoMrSDLmuynBeqdv1wHNyMok3PgC4O3bZpkVId\nuBzVCIKCmGT/hFOh1JGQ4dGvLelq9RBypx0xvhXC3lVoh14NsoTr5AHU3cfhPLDR47NrSMRZuBvX\nqUP1UuyGYoX9M5LYQIaXGncRu+zzQBZIVw1gqP7RsMb8uLg4rFYrbndkC3WbzcYHH3zAiy++GLBM\nt27d2L59OwMGDAhYpi727NnDli1b2LZtG4MGDeL06dOMGTOmSVL+v4CoZi6IBqG171iKbcOnxM6Y\n7dm2KdyNqsMgZLsJQReHbDdh27IM8+IXibv1Y98q2GvJld2us56QwR9BrV5YhqDoH7RMJPA3EYL/\nrc42ydOQz6QgEAUF1ebdnK5eh9cHDSD/xGwM2k6M6fmjL+tJSyNQENeNCfkMflnio5HZPnLbHC3V\n7ba3+Onuu8POd322sX79etq0acOQIUMYOHAg7du35+GHH2bq1Km+wLezCe9vE+p3Hy6ZdVhKUGkD\nV/5nnDCDIdguhvdegrkXCNo4JKcVd/UpxABEtuF7X5d4eI/rRs5AN3JG+DcQAO6KIiwr3ibx4V8a\nWYolUwWmxS8gW6pxlxag6jQE2VbjIbBnJMLq9rHbNi07dWVIlcWgVKNqPxAxNtnjZpa/AVXHwegj\n2Flz5K3DeWATAKkfVjdp0Ra1MWgGX+G3nGQ8jbuyGHW3MWH3IxS4K4oQ9QnYc5cjjL4BxRn5MHdp\nAbLdTK9iT9yHqFCj1gWWUbLVFGCu2IMhuS/amCxa/fg7xzJPohl0GaLmzP2dCYhTZZ1xT6pDnFVZ\nvXHkb0DSJyLGJv9Hkthg75xDNpFjfZ1M1RjaqyegFmLCNlyoVCp69OjB0qVLUavVYRsVnn32WZ56\n6qmg6ZanTJnC66+/HjKRjY+PZ+zYsXTs2BGlUonT6SQ9PT3kPv03o0UYX3MIrX7cLYjx6dR8cR9i\nfDpiQmt0o25A1MUhO+2Yf3weyVxJ7IzZqM9khgHA5cC2fTHm5bMwTH00rJVyS8BdehRN7wmYNzev\nHn+DTFMDj9caJFLf76d71iNniKyMRpWG3Xkah6sSh+kPFm/NpEvGXRy1xDJa/1LzOh0CvGT2oZRa\nwrTf8QXJTz3vt4wX/vxr/R0HEAWlXxJbt84/g2V26NChPj1ChULB9OnTWb58OV271m4XR0rqo32f\n/qyyEB6ZtZuOoTa08XuupSdMm+MUSkUcSoWu6cIN0FJuN4pWXRB1cdj//SOqyYG1lKORKCIcmJe8\nhG7UDShbZzc+98tsYq5+FclUDjYjiuS29ZLfNOyrLMu4Tx1Ed/7tCKIC59E/cBb8G0feBnQT7kIZ\nH9mErOk1Hu3wa3Ge8VMNBYHIrhiXhhjXWNQ+WvCm0VV2HoFl2UwfYRaT29I5P4XK6lUkZnp8Mb2G\nGXPFXqzVB9An9kCfkE1VyQbU2hSS202hovBXHOYTaAxtUPfsgfPg70jGU8imCrQjr0NQBX5e1Nmj\nsecup7d1CgR55f5sBLYpSLKblaY76Ky+lK6ay4HIx74pU6bw8ssvM2TIkLBIbEVFBVlZWU1eE4zk\nNoTD4WDmzJlcdtllKBQKJk4MnMThfxEtarpsOJiFSmy1A6ahHTANV3EeygyPRcpdcQLTd0+A5MZw\n6VP1RK4ta+YiW6pxHtyMIrktss3UrH4bRlQ2y4LqPLYjKv5pEFnmoEBonTSBwV3mUly+nApTDmpF\nMg53ue/80VOfcdBtZLD2YbTi2Q2iy7XOpbu6sTWpofXWnw5sXTLsLe9Je1u/bFFREerb3mfmzFjg\n0ejeQDOg0dTPfvfkk0+yceNGHnjgAWbPnu073hwLdSRSZuG219D6GAh2cxGxqYMbHT8bk6YgqNh3\n/EUGGa8iTdkvqFZuc4hroIx6/vskoB1xHfacHzBMut8v0Qo0drYUuXUc/B3H3tUkPf+H3/NiXDqi\nUomYkA40TUIFQWBA3APkiZ778OrQqjoNw7p+Pu5WXRsFgYUCy+oPcB7ZRsKDP/0pNTRlu7lRAgpR\npUY36npku8Vjha0BYsFq9KQxl2WJk3nz0RjaoE/sTkqHy6go/JUjPS04av6N/oLbARvy4DG0/fUQ\n+oRsRL0NBAHZYUXROhvZZg5IZL3PjCxdQvlxj4ZvYuZ4FKr6/fwzktim3sm15vvopJ5GtuYKoHkL\n+Pbt2zN16lRWrVpFXl5eyLtjSUlJWK3WkMr27duX33//neHDhwcsI8syP/30E+effz7dunVj3bp1\nIdX9v4SzugcfrqXWS2JdRXswL3kZQRtL7HVv+KRLrJsWIFUVI9WU1QYiCKIvmKBh4FioaA6JlWUZ\nyVgatbzeEF0y26n1zVSatjOm/TLUyiRW5Y7C6igCwOX2BEu8U5lId9V1TI79/KxMDuUuj5/z/Krs\nJhMW+LOmeo/V3RJ/rcxj3fz111+ZOHEiP/zwAwUFBTz//PPs27ePu5+fw0Bd43SY5xKSJDFnzhy2\nbt3KVVddxYcfftjoGQ5327+58EdmmyJpTRFah7UUTUxWo/KRIJCFOBA6HUihlXQ3ec6vUQuxZO6t\nDSqqW0+0ra9ei3Ug1yDdeTdhXf0+qd/+QkqHy0IeI6MZaOuF7HZh+uZRYq58PqIkNOGMVaI+DsNF\n92JaOjNsIus8tBXzsldIfHQlioSz4xZVF44Dm0Gu/4wLah3K9gM9bm52M9bfv0KR0r6R32/WfhXa\n2LZwJoOoy1GDQlm7e6SL7wLI2GoKsNUU4LJX4CqpQLZWI0tuBFGBIAgYkmqVTVSdhiLbjB6f6wY+\n0v5+E0FUkNDmAkCipjSHhIyxvnP/iST2iGM5ajGWbPUVUduBysrKIjExkVOnTrWIm9fEiRN59dVX\ngxLZ1atXc/75Hlm7+Pj4/2qJrUjRLCIbSaAHREBoM3thuPI5BE0MgkaPLLnB7cSe8z2y20X8HV8g\nVRYjGU+j7j4WRbJnkjwXK3TnoS2ougR+KCNFNMnsoC4e4WuboxRJciAKeiTZRqyuMzVWD6nc71xA\nB/tF9NBGz+euIbwEaZ/jM7ZYXgxobQ1EZoNZGT113UPm3B947LHHmDhxIldc4Vmlfzq2FzIronov\n0cCyZct45513OHLkCFu2eLK1zZkzp550WKRozsAeyDLbFIkMSGglJ6KorFcmVETDSmoQW5Gq7EON\nVESColOj800hHEu19zuq+x00JLPZW9VUFedTabWhjevQIuQ0HJiXvISgi0MzOPpyPoHGfu2gyzB9\n/zTa825E6UfiqyFku4XK2dOIv/3zekFLZwvu0gJEQ2KjhBWSpdqTQrfjYNynj6AbcR3dc/0YRhp4\n1pjKc1HrPJZtQRB9gVx1Ud7fhLv8OM689YCMIr0L4PF9zd6i5PiOl2ndejQnzquVomtqzlCqPQsV\nh/UUDstJ1PpWOKylQKvgX8BZRCjvpSS72Gv/nHH6N3i9PHqL0L59+/Laa6+dU2kru91OTEwMCoVn\nrGyYXOH/IwoW2VC3E/3BX8BCICjTaiccQVSAqCD+719jXvwCFc+NQpHSDk3/i9H0nxJ2P6IF2eUE\np7XFUul6v6NoEVqtOpXJg/dgtORRWr2B1Pix2Bwl5By8DYerHIt8OirtBEOu9X16qf8P8E9cA0l1\nNfzsj+x6zl3Ba2VX1Cv3WhmMM/w5/GO9qKqq4pJLPOLxSUlJSJJEeno6r7zyCiNHjmTw4Ppb8eFa\nZpubJS1SMgt+dI5LxbNKYP1db5UqSFKEb2GpuwvQEOFYyb1kVrJUsXPZtThtpaR0vBJ9Yi/AFXa/\nogXTj89j376YxId+iSitaqhjU+NyfXG16sTuwz9g377Ed1TUxqDqOwllA4urZcVbqLuPQ9N7Qth9\njBTuqpO4Tx0ESQJRRJ092neu9n60wOVU//Y7loqDtK5oTEj9IaH1aKzGw1QUrkCpSSQ2dVAjQ4yg\nUKJM6whpHouc6+RBKotWgSBSXfIb8a1GI7nt9DwYvsUuNmUA5sr91JRtx2k9TXtuCruOlkCo732u\n7QM6qabyfmX0LfNms5lWrcIj9uEY0YYMGcK6desYO3as3/Pjxo1j6dKlXHrppWH14X8JUaP2zSG0\n0PQA2Eiyxu1CUGk8ci1qPdb183EeTEYecyMoVOckt7XzwEZUXUc1XbCFEI5IuxcaVTKp8SNJjR+J\n3VlG7pEHcblrAAU17hMsr7mefY4vuDEhnySF/0QKkaLUtRcBBYnK2ojaYAShLtGt6xPrr2zd4/7c\nDqY+z58KKpWKyZMn43K5WLFiBRUVFRQWFiKKIgaDoekKmkBLkvZwt/fDrTsYQmnXXx1mqYQs1diQ\n+xHO9xfMp7vhYrRqzhWouvcj5i/LcJUVsPPIAnRcHXpjUYR958/Ytn5H0hNrEWPCl+9q7gJbqY6h\nP38lb2LtWC+ZKrDv/Am76YzEoSDiOrYDe/4Gkh5Y2qz2QoGraK8noA0Q49NRdRlZb24JlLhAoTSg\niW2HzVSIto4bTTDo4jqhi+uEy15F1YnVIIjEp49AVGoDtNUbMnsjS24SMsZirT6ExpAR0X3q4ruc\ncWeAyhNroXlhJlFBqCTWLTnoPGM3c+fObZF+WK3WFpW4Gjt2LK+++mpAIvvNN99w1VVXtVj7/w2I\nuo26qXSOkSJQ4JiraA9SzWlirnwBZVZvEIRzQmJlu9lDoMPQQPyzQaNK4bzeP7Elbwanqzbxb3tt\ntNT8qmz+GrebVFXkKfXq4pXTEiNivmS0PrDOXkM0DOgKRFYhsC+tF0ufgvvvj7DzLQCDwUCbNm2Y\nN28er7zyCo888ggAF1xwAa1bR25liCaBDbalHk5wUygIdRJrWC7QvUtIAAAgAElEQVRUP1eLXIpO\nCG1yag6JbehW4EXeEBuu04dxF+d5UqqKIsq0jtj/vbjJNpobjOoPsiRhXvyixy82FBLbgl5b9cf6\nDPJGXg94UsbWfPJ3HMdzMYy7BfuuX7HvXunpjqhAlT0aVVb445NkNYLLiRib7MnGVZyHmJiBIikL\nqaa0UQIH//2sRemR74hPH0FMch/MFXuoKNyHLr4LLnslakMGGn3w91mpSSAx80JkyUX1qc1ILhuG\npF4BSao365k+ob6hIdK5WK1Lpfj4z7RKnIAonBtf2VDff1mWSbh3Jg/f6j9DaDQQSaxNpImm/CEj\nIyMqxoz/ZrSos0VD62DLENtBVBlMaEzt0J3ogFwkkz/UjlRTjhCT5PcB9Oen1VwNXMfBzSiz+kR0\n7Z8JamU8Q7M/x2jJ49T++exx/Mt3bqP1CaYov0YlhC9d1BDjYmfRW31zWNcEdh+o/6+//zcktn95\nw0BJSQlv9G79p3ExeP/993nsscfqyW6tXLmSpKQk5s+fz9/+1jizUl0E8xeO1j025dIQiXU2moFV\nodclIzSRlCESlQcv6pJYf2OKZDVS/d4MDJc/Uz+6PMgivG7ilUBk1l9ylqYgO6xUvz8DQZ+Apn/4\nKW1bWhas2zYtdlMRuUvHkZQ1EddzOY0i8iWHDee+NZj3rfWQbMmNuueFIRFb55EcBKUaQRcPshtV\n9micBzbiLjuGutt5vj6ECpU2BfUZsmpI6oUhqRfW6kPo4jtjqdyPy1aGIal3k7uYgqgkobVHostc\nsRtz5V7UulQMSX2bJFbeut2SDbPtOMl7kijvFdrzYEjqRWmrA7S2nxsViHDGg16zPqWwUAh76z8c\nuN3usHRkLRaLT04xVIwePZqff/6ZSZMm1Tt+8uRJ4uPjw6rrfxFn1XTZUpGQCRljOXZha/KG2Mgf\nagfAtOhZzIuew112DKmmdoZpiUHXXVqAdfUHWH55M+p1+0Mgsh2t71cQBGJ1nRgf8z43xR9klO4F\nksXeHHeu4d2KZP6wvoFDjnzvaYf1PTKUI5hX1SGs6+rKbNU95g9N+dnedNNNfPrpp0HrONtQKBR0\n6NCB119/vd7xm2++mUceeYSNGzc2WukH89k8Vwg2EWXuFUk4KZC5V/T9nW3YpEo0QnB5uWh8n8EW\n7pZf3kTVtg+6sbcAHgJqGFGJqssocP7g+1z3XEN4j9f9a+q8v3qMH9+BoI8n4f7FIe9meSUOz4a2\nrcNykj2/Xkrr7jfTZdQ7dN/R+LcT1Vo0/SZjmPgPDBP+gW7C3Tj2r2uybq8CAG4XUvVJVO364z6x\nD0Gto/2RJLr/Oyase5RlGVl2+6ykXujiO6NUxxOXPoz0Yzr4/VesjpOAZ9xuauw2JPUmKXM8an0G\nZUcX4naaA5bNyFdwqORDTlaupNK0A6VCT5VpV8j3ABCT1IeSip9xuoxhXddchDMe3L2jkJKSEkaM\nGNGCPYLp06fz7LOhW3yXL1/OhAnh+W4PHz6c3bt31zsmSRLbtm1j2LBhYdX1v4izHv7WXF/aUKHp\nOwnTD09j+XkWAAn3/Yi6h0fCwh8RjNQS664sxl15goR7fvC4F/wXQK30rAAVgshex6ccsf9MuVT7\nkjllM7Lsjmh7Mdf6PqmKPmSqRgYkkMGUCqIBTz1K0h5R8HyRjacytVG1WjYXd999N6+++irFxcVk\nZWXx0UcfodFoGD3aE1ySk5PDoEGDfOWb6ndwZQf/320odYbze9SdoExSCeWu/cSLHVCKZ0/k33tP\nmzfv58LSzpyJrYs6HkqBbZc7gcDjinR6Awl33I1uWFW944kzOlL1rxVwnmes8kc8mwtvnebNiTgO\n/o7z6B8kP/9HI/Llt9+mCiyr3qOLYirxAQhepGo2fttz29nzyzQSMy8kq+9DvuNNBQqLoohUfRL7\n3jVoep7f6Lz3+uqSjcSknkfJvg/I6HknbJapKDqBqFATlxm+6Ly5PBdDQvegZUz9O9M6ryvVlr0Y\nzfsAUCj0SFI/RFEV9Fq1Lo2U9pdQfXKTX2UD7/zaMf1vFFcsIyl2MEpFLEbL/rDuQxffmdZJXSmt\n3oBWnU6MrnOLuhmEu6C9fOnvzJ+/gh49evikqVoKt956K+PGjWu64BkcO3YsIpWD5ORktm7dytCh\nQwHIzc1lzJiWyTL334ZzpuMQbULbUNJG03cSmr6TkB1War58gOoP/krKG4fJGxKV5nxwHd+Jpq9n\nO6Ch8PXZRiTBXk1hpO454sR2bDA/gRWPisEm69Pssy/gpsS8sOrKtc4lWdGTTHXggLhAfrDhZqgK\npfwtt9zCBx98ANxbr80/AwRB4LnnnuPpp59Go9Hw97//nS+++IL+/ftHRc8wkBtGwzKRfh/BJiYR\nJeXuPI45VyPh8B0Fyc//61+pIRadmIpeTMcgtMIgpodNhocNG8a7775Lfn4+2dmNs1Y1F17XikAk\nVj+8gooXTqNIDOCLqjg7fomy5Mb05YPEXPpk0CxQXti2L8V96gADWv3TJ5/WENEefwp3vo5Km0qH\nIS8H3E4PaDFt9zqVB3/DuHEOhoQupHS4vFERt9uKQqmjTe97fK4mKm0KSnV8RPKNhqQ+VBavweWo\nrKfx2hAl3SSg+5k/cDjNmE5tRZKcgExC6/MCLiwEUYksN1a2qPvdi6KKNsmXcqpqFbG6rggokFw2\nX+BYKLA7yzBo21Fp2kFR2SK6ZT2IKESfMoRDYo3u40z7YjenT7vo0KEDl1xySYvLbAqCwPXXX897\n773HnXfe2WLt3HTTTcyZMwdJkhg+fDhGo5GEhLObmOg/FedckKylLbSCWkfsdbORbSaq3rqShHsW\nIiiic9vOw1tRdYwyM/6TwDu4CIJAH+3N6IU0lpr+ghtPxpJKKZ+t1pnEillkq6ejEIL7BO2zLyBJ\nkU2W2v8Ks640Vl0CFczyF45F0F/ZFzsnsM3iYEjo2QdbHG63m+rqam677TaWL19Ojx496N69O7Nm\nzWLWrFlnrR/BAuuaC72YTldN+CmkJUnCThUmqRiLdIpiaTNWZzkSLvwT31pMfb5+prejR4+ydetW\n+vbt69NnBI97h06nw2AwoNfr0Wq19f6v0+nQaDTo9XrUajVarbaeruNDKUDPxu3XtazadvwbAFWX\n4CR6SMdTAc9tO9L8HOv2nB8QNHo0Q5tWSbBu+AwxpR0Dk5/wHQtEWqM1lhf8+zlO5n9C3ykrIyYr\niRnnkZhxHkW75zQ6Z67YgyGxB0A9f+n4VpFvVQuiAl1sB0zlO4MS2YZQqAzEtx5FRr4Ct2SjrGgT\n6QnjAn6XCmUMLkeNTwfWb18EgVaJ4yk3bsPYNQXHyY24nEbcThNxqYPRJwa2HBu252N0liLJDkRR\nQ7yhJ1WmXSTFDgj5nkJByMoEsoPjzjU8vTGDmJju/PLLL8yYMSNsX9RIcdNNN/HCCy+EVLY5xPqe\ne+7h7bffjvj6/1WccyLrRbCVfHMHRkGlIe7WT6iacxk1Xz5I7HWzQtpGCwbJZkJ22htlUPlvRWfN\nNO5R1/CL+Ub22T8jXuzIfttXlEm7qNYdZbj+Sb/XeUmQRSqlh+66JtsJJKsVTNKoqfoCqRkALWJh\niBRvvvkmn332GTt27KC4uBiNRsMjjzzCvn37eOWVV7jnnntYunQpK1as4MMPPzxrCT/+LD7Eoiii\nIwmdmASEFp0eyKIsyzLLli1DlmVatWrFkCGeBanL5cJkMmE0GjGbzVitViwWC+Xl5djtdmw2Gw6H\nA5vNhtPpxOFw4HZ7xqelTwGIHLc7OVXthhUyCALqDhaqDtW2bd24HmVaK6o/+xeIAkhyvX8TjfsZ\nHITENhfmzYnIDiumhf8k7q/vNPkcSaYKJKuR/jW1W+3+xutoGiNOH/6W04e+ZsClv6PWN5+04yeK\n3G4pwZBU+xzZTCc8eqytR4csmVUX+/qU4TywEUVWR5StLyZ1W/jd9HyHKsQtEm7JRka+1u/3Gps6\niOqTG0jIGBvC3DkQR9EqEjMvxFS+E4f1NLqE4Ls6sfpsjOV5ZCZfiiS7UIjRJ4yhktjTrp1YpNN8\nXXEhLpeLt956i+uvv564uLio9ykYjEYjn332GTfccEOLtvOPf/yDd955578+yKumpoY333yTnJwc\nlixZ0vQFQfDnmcWDoCmfK7v5BBpDm6DKA4IoEn/751S/ew3V71xN/B0LEFSaRuVChfPARtS9w/eh\nqgvJVoNl6SvETA9tpXeuIQoKJsd8Sj/NHaQq+/JWhSel4ibrUwA+MlvlPsJO21xG618CvINseHIk\n0feJ9dQpSRJ1YxxNUgmSJCGeA8m2uti7dy/33Xef77MkSTz00EPcfffdLFq0iPnz5/PYY4+h0Wiw\n2Wxcf/31/5H+U57vv2U0ZxsimFuEIAikp6fTsWNH9uzZ4zuuVCpJSEgIe0vvoRQYpPO4FUjZbkxn\nxiB/Pq4KvQHTL8uI/+vNjUik21hN7Np5ja7ZdiSdIR1P+Syxda21oVpn66oYWFa9hzKrjy9uIBgs\naz9EP+lB2O753NIk1u2ycGTLw/S48OvokFg/cFhOotalIUkSx/54GpU2BZUujfjWo6ks/BWHrZyE\n1qNDss7mDbHhLNyNfKwade+JzV5gul1WKjKsnHR8Tz+3/8yKgqhAloO7ktX9TZSaJJy2CgxJvbEW\n/EhV8RrU+tYYEnv4teyKgoKMpMmcrl6Pe+hoMvKbdUv10BSBtUrl1EiFGMQMjNIxNEI83xnHA7B4\n8WJ69uxJWloaR48epUOH8AKGm4PWrVuTmZnJt99+G1TXNRoGhrvuuot169Y1u54/ExwOB/Pnz+eJ\nJ56goqLCdzwlpfkTfbNm77oP5LmKQD6w4Q62fln/Ye62Tev7qwtRF0fCvT+CqMD0vX8LYihwleSj\naNWl2Q9s1aypWFa81aw6WgJN/Y4ZqmG4ZCsyEmkKz1bTJutTfFU9ik3mf/K75TlybK+y2Vo30lNm\nm/VVLFJpwHpD8duE0Pw2/ZV5MFlGoVBw2LHMd2yg9m422/5JkXNT05W2IP7+97/X+5yZmYkoitx5\n551cffXVrFy5kjfffJPly5eTmpra5JaaxWLh4YcfDni+JXyBQ5HdsnAardDyuxih3N/gwYPJycmJ\nWnsN5bYCBWrFXHIlruITWDeua3Su+l8fUHXxvWw7kl7vDwIT1iEdTwV1Q/DCMKISWZYx/fAM1vWf\nEHPVSyHdm6DUICoDpxSOhMR6I/X91Vd6+DsMyX2IS49etLYsuyk9uhCL8QgApordxCT35cTu2WT0\nvJPMPveS3uVatDFZtO5+M+36P4LLUc2x7S9z6uCXZxZg9ZE3xMa+7kXIdjOyuRJ19qiokJia0hzi\nM8aS3G5q0O9WqY7H4ar2e67hdTEp/TGV78Blr0KtSychYxxOaymWqnwqT6zEXLGnUR0utwmNMimq\nfs9BtZ2lUg47lrLa/A/yHd+yzfoyNe5C/lXpkSO02Wy0atWKpKQklixZwsyZM+stQlsa9913H+ef\nfz7Hjh0LWi6aGrL/DcjJyUEQBDQaDXfccQcVFRXceOONFBQUIMsypaWBOUGoaDbzbEhgW4rMBnqZ\nTub9i8Ssizi06V4O//6Q3zJ1IShVxN04F8f+dZh+eAbZzwDVFKTK4nopcyOB7HbhKtiOfuqjlD3a\nm4oXx4Z8bUOCHmhSiPS3CIWQfFblIbAVbk/Al5pYKt2H2G3/iL0Oj6zVXvsn3JPsUXIYpLufAZp7\nybV9EFGfgiU/aKq8FztsHt+jtqoLmFvZDoBYRRaj9M9R4tpCpetgRH0LhG+++YY33niDN954g08/\n/ZSjR48GLDtr1ix69uzpyyCzdu1ahgwZwscff8w111zDHXfcwb59+xg7dizJyckYjUbWrl0bsD69\nXs+LL3qSTXgn4YULFzJnzhzfVni0yGxRT8n3zDT17Bjdx4gRI8s+FCqauq/8/Hyqqqqw2+1s27aN\nzMzMZrf5UErohE5QqTCMn0T1xx/WO171yTxir7zWRxqDoSHJDQX2XblYf70V++4VJD25zpPuNBQE\ncMMqznZHTGIDXS/LMifzPyat81/Crjc4BBRKA6bSPzxBTwoNlUWr0MV1CphoILntJNoNeIzYNE96\n6Lwhtnp/ANbNC5BdjkbXhirZ1bA+gLj04VQWrUShigl6bUzKAA4mhLYQEwQBZBmVNon4ViMRBBFz\n5V7cLgupHS5HctuoPLGWyhNrMVfsRpJdmKxHiNE1b56ri0DzUblrP2vN97Pe8ggyMr01NyLLEoP/\nz8YXxeN95f744w8GDhzI8OHDmTRpEpMmTaJXr+gk6PmzoaysjMLCwnPdjajgiSc8fvU7duw4I08n\n869//Yt27dpFrY0WcS2IdpYfLxq6GJQd/RGA7ud/weZPU8jq+yDGU1uJSe7bKK1f3YFC1Ccw+II1\n7Fs5HfHwP+gy+j0ODA99FSVo9Mh2C4Im8iihmgWetFL6C+7AsnQmMdNfwLToOfQX/r2e321dNYaz\nodkYCqrdx6iRjzEl5muWmTwTTkfVVPKcX3K+/m02Wp4kXTEArSKJ3y3PkarsQ3vVBPRiKkKQtVNT\n7gQNU82GizWWe0hNTcV8yd3UfHS83rmemr9yyP4jUJsut7kqBidOnOD+M+nDiouL+e2331i0aFG9\nMrIsEx8fz7Bhw/jyyy/p27cvzz77LP369WPbNo+T3bfffgt4tAaHDx9OXl4ep0+fZsWKFQwfPhyt\n1v9zoVKpcLvdvmAkrVZLu3btyMnJ4Ysvvoj4vprzXtdIhaQoQg+CCReh/F5paWm89957pKWlMXHi\nRDp37tysNr3JD+qOMcFks8xrVlCz6FtSnn6xzrGVqDp2RpXl3zfTa3Ft6GLgPdYUjF9/TtWH7xB7\n+dW0+ephbPnJISdPEPUJqN56hlbxM0FsvhtBUH3dqv3YzUWkdYxemt68ITYYcicVuctRpHbmpPE3\nFL17Yv1tPjGXP0wZTUkvZgGNyarr9GFEfQKCLg4EIewMUA1d4Op+7uwcQ+WJNSS2Cez64QlQazxv\nBcok54iXia9wICo8uzlJWRehi/MsZmJTa+X8HNZSyqo343QbSVZEJ5g5mFHFKpcxVj8LGQlRUGB0\nH+etA73Izc2lsrKS2FiP24PNZvONdWvXrmXy5MlR6Vu4yM7OJjc3l379+vk9Hx8fT0VFRaO0tiUl\nJbz99tu89FLgnRBJknjvvfcwm80+v/3/dJw86dFLDvR9RQMt6iNb9+GNJqn1rujXr/f4qZzY8w4A\nbfs/waZPEuk9+VcS29TXfWtEAnVaek9aRt7a/2Pn0nF0My9AF9chJD1ZZWZvXEW7UXUaGvE92DZ8\ngrrfxVS96YneVmZ0w/jB9WiHX+Mjst4+/1kIrBfzqtoDECt6LFmXx/7CwpqLABigu4sBursAMEnF\nzKvsjBsrnVWXMS3me4L5yoZCTiP1m61yHwbgt99+o0ePHrRV1p8g9GIKdqqb1UYwZGRkcM011/g9\nV1ZWxqZNm8jNzQXgmWee4ZlnnvGdj4uLw2g0sn37dux2T8KPvn37Mn78+HouBocOHSIuLo60tDQA\ntm7dSm5uLtdeey179+5FoVAwd+5cRo8eXY/I2iUjoqCKSsa2pmCWTtJJNaVF6g510ZGYmMgNN9zA\njz/+2Kz0v3XhJQ9N6b4OanuCDUvn027yMDr2VZJyhqD+tjWGLPtuyhjXpJuAl8zW/RwMrpMlVL71\nOhlfL0HVtl1I/awL3egbyHIb+ePQHDL73BvydZGgsmglhqRezQ7G9aLueC7ZzQimcpDd2HMWoh9/\nV7Pqdp86jCKtI7K5CmQZ2W5G0IaWQKGpeebQaC2tfmx6R02pSeRY8mlU2uSAsSS+ttxODgyX6HYm\nCM1LYhtCrUslLSF6mbL8kVi37OCEaxOy7EYnegZcp2zilGsHN3xpRqsdyfbt23G5XLRt27bRIkGn\n0+Fyuc6aakFdTJkyhdmzZwckZt27dyc3N7eRvu1dd93FwoULAxJZSZJ45JFHuOeee8jMzOSnn37C\narVy+PBhMjMz/2OluEpKSlq8jbPm1Fo3k09z3A+8JNZqLwbgwn4bOfbvf6KL70r+b56Upw1JbCAo\nVDH0GP8tqR2vYuey8ykrWEz2VnWTA5Gg0SM7rBHfg2WtZ0sx/uaPfO4FFf/0+IMpW3UJduk5R4lz\nKwDXxv3OV0aPHqxF8jyotyeeqFe2xl2EGysJQle6qa9ml30ePTWhR3xG04/zG6NnUPG+VNNiv29U\nZtrzQj0SG277ixYt4p133gm7bykpKVxyySU888wzrFu3jpEjR9Y7n5aWxrBhw7Db7ahUKlQqFdde\ney0LFixgzpw5fPvtt+zatQun08mVV17J99977u2hhx7i9ttv58svv2Tnzp1kZ2czePBgUlNTWbZs\nGcuXL2d+VQ/eroxncc3llLp2sc36akg+XpG+wxKOs5oEIRAyMzMZP348X331FRaLpVl1ea2xoZDD\n3U+/h7mgmK73ziBlaK1l+rxrOqJrk0bq7/MDXtuUj2wgX9nqT+ZhmDDZR2L9IVDWL/AspNX6NNyu\nyMe8UFBx/GeKds+hw+AXmy7cBBpu1wPohk7HbSzF+sePOI/kIAbZUZOMpbiq/E/AssOKfefPvpTk\njvz1uEuPImqDuwJEgqbexZjkfpjKdwKBLbGAJ2W7IanR+ZZGw3HCKlVQ4FjBCddm2ihH0k59IQYx\ng+OuNVRKB1lQPgqTycTmzZv561//ypQpnkXvgQMH6mk+jxkzhvXr15/Ve/FCFEW/PtNe9O7dm/z8\nxtFxCxcurCf11xAff/wxt99+u8/VadKkSSxdupSDBw+eVV/gaKOsrCzofUcD50y1oLnuB+t2eyyA\nwpmo+PHdVrFka1tSOlwRVj2CIJLZ5170ST0pyHmKgpyn6DDkRbLlKb50tw3hOn0ERUrk/h2mLx9E\nTG5LzTePAaC/4HYsS2cSd4fHShaqBTYUJ/zMvWLY33EwkrLA6CHcVZLHwnlrwnE+rGpLsqJHI9/H\nFGVvJsd8jk2qYJX5Lgbq7qVGKiJWzIx6nvuG19YlpLIsUSMdZ7R+JhdccAEAWrHxVqrXd9QhWaiU\nDgC1K+68vDwWLVpETEwMEyZMaCSk/+2336LRaIiLi2PXrl107doVlSp4lh5/OO+88/j+++/rWQoP\nHTrEoUMe/San08l7773H/fffz6pVq3j++eeJj4+nS5faBVBeXh5FRUUcP34clUqF0+n0HQePi8IV\nV1yBIAi0FsdygeFtvjNeiMV0itPuHSjQMEB7d8Bt0kDPlMlWQIy2fdj3HA2E87zYbDYOHDhASUkJ\nsbGxrF69mqlTp0bU7kMpUHy52y8JrOsO4MXBr1Yz7psXSejRsZFltfX44Zz4aQPHvvmVdlfXKqL4\nI7D+1Av8wb5/D+blS2iz8OfwbqwO8obYSP1+LQmtR0dcR1OQXDYKd71Bu/6PY0jyI8QbJWj7T0GR\nmIGyfXA9VOvvX6G74PZGxx1560GhQt3zQgSlCndJPridyC7/c0UgNEzg4w9KTSIueyUqbWAC6nlH\nm154ugp3ouoemoGnJVLJV7kPU+U+glZMpJ1qfL2xxSCm8V7FBb7PV1/d2K2kqKjIN3aDh0ympKRw\n6tQp0tNbRtkiUsTGxmKz+f9t//a3v9X77HK5WLx4MUeOHCE+Pp5OnWp9kkVRpF27dmg0mhbdlj8b\niNbOVyCcc/mtSIiWLEtUW/bSs+3TrMwdDsDpqnUAZI8NbNEIhqTM8SS2uZDKohUc3vIghTtn0abg\nblLaX4ogiPUGHVfhLjQDIstv6Ty2A4DEh3+l/JHuHveC2R73Au2AaWGR2FAzeUXyHQdCjNgGk3SC\n5aYZJIidybW9C8CM+MZBBypBRw/NDIqdW1AKGizSab4yjuTimC/prvG/ze5Fc/xTG7oGbLJ6tun7\na+9kg+VRlixZwo2X9eECw9t8XX2er/z2F0Yw7rUP+fjeQh78vB+vvbbS55yu0Wh47LHHsFqtLF++\nnGXLapUP1Go1BQUFvoQFTz/9NGPHjmXgwIER9d9LPEeNGsXGjRsbnX/ttdeYPn06CxcuZNCgQfUG\n8sTERGw2G23atOHYsWMMGzYMURRxOp0UFhbSvn179u3bh8Ph4Oabb+bggm4csi8lVsgiRsigr+EO\ntppfpNS9i4ti/hV6n11Glm3rxIPJMj8YJzMt9ntUwtnJNBHOc2K321mzZg0ajYbY2Fhat27t88EL\nF97nJm+IjVBy+skuF4KoIHdDObEptUoEdclom4tHU7h4HWvf/wPDxIsb1eH1ZTWMqGySxMoOO+Uv\nPkP8LXdiO9AVDjThuxvET7Ygbi8DEx4M2l5zcGLfe4iimvTsvza7rkAE0VWSj7usAFWnYYjKJrak\nJXfAMuouw33/V6R3QjKVoUyvs5AcYguYQjccN7HjY1Jpu74wKJEFUGlTcVhOBZQq8wQ0CyH570aT\nxLbZI3DS/Qc2qZJ4RQfaq8f7LdfU++t2u31GBi9kWcZut3P8+PFzQmQHDx7M+vXrA0ogesfwhrj+\n+utZtGgRR4541DMEQWDChAlccUVjA1xpaSklJSVceuml0ev4OcJ/PZGF8ImWW/IMDIdLPFv0I7t/\ny6b9VyEKKrIOx4SVqrXudowgCCRlTSSxzQWUFfxI0c7XObLlYZKyJpF+4jISWo/BZiok55sbUHUd\niSKjO9r+U1H3CD0PsyK5LQDlj3iyqsTdNI+yf2TQbuDTlP7wDDW6vxCb0j+sfoeCaJHZ2xIKmVXh\nsaZOjf2Gz6sHkq2+Kihpccg12OUaCpy/AlDo9ETb10hFZCiHkalqbOmJpo7sTtv7AHxTPRaAXr16\nUebejU6o30CmaiQdO1p5f/OQeitgi8WCXu+5P51O12jQsVgsrFy50vf5qquu4qWXXuKzzz4Lu6+y\nLLNjh2exc8stt7Bx40YefPBB7rzzTn777Tc+//xzOnXqxI8rD/4AACAASURBVKBBg/j8888BOHXK\nQ2j27Nnji+JNTvb4WW/ZsoWhQ4eSkZHBunXr0Ov1WCwWTCaTx5d2HmzcuJHRo+eQ0UlPcnF3umtn\nsNX2Ikp0uGUHiYquZxJH1D4/lpI4YnSdidV3RaNMQ6iTh/2o82dKXFtpqwr9vYgEkSx0NBpNvSCR\n3NxcDh6MXK3C+06ZNyfWI4mBtvjFpGRiLq4/MTUks1mXjGX/k/WDAuuSzLok1p+11lvWuvlLJIse\nRYd7fdcFg2FEZaN2fPUJjQlatCBLLor3fkD38z9DFMPfxaiLQCRWMpUjm6vQ9J6I7LTj2LcWVNp6\npNQLV0k+4plxulFf7eZ6nxVJmSiSGqteBOqHv8Ddet9zHQj6RFz2A37rqQtDUu8zurD+CZ3rSA7K\njoOD/nbRJLCS5IRdv3NMdpCuHEgr5aCAZf29wxUVFezevdtHXkVRZNiwWim26upq1qxZw/nnn3/O\nkgaMGTOG2bNnBySybdu25ddff2XcuHEsWrSIrVs9Lnk5OTlMnDiRyy5rOrOh0+kkNTU1qv0+V2jV\nKno+1/7wpyCyEB7RUir0jOuzmrW7PFsN8QbPVtT4/p6HJZyX0p+DvCAqSe14JSkdrsBStZ+KYz9x\ndNvj2E3Hz+TCBueBTTgPbEK1bze8GPqELcYkkzL7KGX3ebRvjXM9FoiMHndy7PNWOCaMgRCIbFPw\n5x4QynfclO+jIAg8kCQxq0Lk82qPxXFKzFdBr2mjGENb1ViKnBuJETLYZZ/HLvs8WimHsN7yMFfG\nrmi0Wo9mwNWtiYXMqdBzyr2deLGjb4sqRdl4C/PCCy9sdMxLYgNBr9dzySW1FvpevXqRmJhYL3Vp\nqNiwYQM//PADAF995fle33rrLVwuF6+88gp/+9vfyM7O5rbbbgNg8uTJxMXF8fXXX7NmzRruvPNO\nFixYwJo1a5g/fz433ngje/fu5dFHH6Wmpga9Xu/782LUqFHYbDZeeeUV5j3/OE7Z4wt51Lmcauko\nQ7WPM1pf32/RUlZGXtt9lFT8isNV4fPly7F4rNL7bF9y2rWTWvIrYhDTsUotIGDbDOTm5jJ6dPO3\nzBuSxIYE07R0IZWzZ5L81AsITQSobDuSXk/yyp+l1Ft/QwJdF64j35Fw4+XEjDIGtbY2vI9Qy0YL\nR3OexJDYPaq6sQ3hOr4LVfexADh2r0Dd5yIk4ymcR3JQdRxcr6y77DiaQfWJhmQ14sxbj6pzdPoY\nSlCxIAgc7+bgZLfgqjVeaS1/6LZNS2WRk8SKwANqtEisw1lJeU0O6cfVtFGOajJt+WtlHrK2Z88e\nKitrn+GkpCRGjhzpd/x0Op2sWbOGSy+99KxlNvSHQH6yRqOR7777jqqqKlavXs3+/fu5+OKL2bx5\nMwAPPPBAyG1s27at3rzyn4z/CYusF+H4zaYnjOXiwXn8lNON5X94CEliTN+I2g0U7SkIAobEHhgS\ne5DV7yGsxqMU7X4TbWxHTuyZg8NcRM3prdTclgaJ6bTvcAvVk8eizOwd9CUTY5JJfa+U0jtTcexZ\niSGpD7uXe3x+k9s13k70199gCEZGo6EkUZfMAljk0xiEwCuuYvdGBuseZmLMvyhxbWGf/QtixSz+\nsL0OwPc1E5gU8xk9Ndf7vb45klvgcXF4MFnm9XKBaukI1UdhlK42m1o0rb9e1PV1Cgdjxoxh6dKl\nAL4o1f79+3P99dejVqtZtmwZU6ZM4dZbb/VJe11/ved7mzFjBlVVVVx77bW8+OKLPh1Zk8nEZZdd\nxuOPP+471hAajYaX/zkHm+zJuHJpzDI6qSfzVfUozHJj66JeTGFA0Rig1iKxk4fop7uT36wP0kE9\ngWzNdN85SXJRI52gzBWdoIVoBQIWFxdHFPnsfV6C7YwManuCrbv0IIhUvPkarT75Bt3g5hOhpoim\nl9ga59sRE5LqHQsVdcsbRlRiPrPhEG0pQFP5Lk7mf8rAy5uXmCJUYug8vBVVl+EIShWKpEzcpw43\nKqfp7X8LXEzMQIyNvqRJoN9TltzIztAC7DQxmdhNRWhi6luHbTXH0ARJtxstEltt3ovDVcmg4okI\nKv9znyzLVEtHMUoF3P6jwNq1nkx6vXr1on//po03siyzdOlSpk2bdk5JrBeiKHLs2DGWLFni84k1\nGAxcfvnljSyQH3/8cVh1G41G/vjjD9LS0rBarWRnZ0dF7/pc4X+KyHoRqnU2VteF6aMsfLfRY106\nWbmaVokXNHGVfzSVBhdAF9eBrL4P4rJXYjcVEJPUF+PprZzM/xdUFFFQ/iT8AUkv7aLrviQOj9Qh\nKP1vlQkqDakfVlN6azzmil0AtBv4jN+yDfsZDXi/30hdDgRB4P4kF29UKHm/sjV3JpaiF/0P8qXu\nXAZo7kMURTqpp9BJ7YlEFRDJsb0KwDrz/WSrp6MU/E+Q0SCasiwzTP84W60vU95+AZx+ovmVnkHd\nNLjNxerVq4Ha1H2PP/44AwZ4glMuvvhiHnvsMb788kvOO+887r//fioqKpg+fTqxsbEkJibSoUMH\nPvroIzp06ODzhf3oo49YsGABjz76aECf0GvjtvJjzTSmx60iVuEJ3GutGkKBc6Xf8v7gkj0KAE7Z\nglWqQC3EoBDUiKISHck+ybY/A2bOnEl8fDwHDhwgK4B+azAEUyuQnU6Wnn8/9v17UXfuQszkaUFJ\nbEP3grpoykrqzx3AcegAzoP5KFuHn3zCL+ltoWRFJfvn0abXPzh6fgoE0HMNRppDIbDu6lOI8a2Q\nrEZkl8NHRqWaspCJqaiLw9XAraAlIdWU4Ty8FXXPxjtE/qBP6EblidWNiKzVeDigFm205pIa6yHc\nkpX+RWOgDr+0SKWUufdSuysjEC924OuqcRER0V9++YXx48dHtNPVEkhMTGTp0qXcdNNNTe7a1dTU\nAPDYY4/x8ssvN1l3XFwcd999Nzt37mT8+PFs3rwZSZJo27bW5UWWZV555RXcbjfXXHMNHTuGmODk\nHOB/xrWgIUK1zipEDX8Z42Z5Ti/W7Z5A3w4z6Z7VdIYvfwiFzGpjsqisPkTnEbMBiGs1jKqSdcSm\nDqLi+M+4nUbEec+y5egPxPzSH91zvyKoAuvBdr/FQc43PbAaD6FUx0XU77oIRRapLokN9Rp/EAUF\n9yU5mF2h5r3KVO5KrEQrNta6k/GsXhviPMMrDNc/SaX7EL+abqTQsY626vOb3JKKBF6CucXyElfF\nnc93+8ezH4FnLWb0en2zrbLRlApr3749O3bs8El5TZs2rd75Z599lo4dO/LPf/6ThIQEjEYjCxYs\nqDfAp6Wl8cUXX7Bp0yaeeuopbrrpJgoKCoIGNiUpO3Nj4j7K3XkUOg+RpRpDgXMl/bWh6206zxBZ\nFxberUymu/o6Lo71qHFUS0eIEduEXFcgROu7TkxM5KKLLqo3OUQLpU88AIKAqNVi372T1p81lnsL\nhCEdT7FCbDzRN5XAwGeJXfAJVR++Q/yNt6PuFJ6cXzBXhbrw5y8bCqmsC6mmnPIF35D05G8Eo1Th\n1tsQ7lOHUHUaimPPStR9LvIddxXnofLjI/tngPNYLpp+Te/ONYW6vut1ES0Sa7EXYXOc9JDYOvDK\nNGYpx9RTqIn03d24cSN9+/aNODCzJaBQKLjyyiubJLHgUSe46qqrmDlzJjNnzmTu3LnceuutQa9J\nS0tj/HjP7sCIESNYt24darXaRwoFQeDRRx+ltLSUt99+m2efffZPYan2h5a2yJ41HdlIESrJmjx4\nD13b3MPOo4+ybvekiNsL9oL7SwOrT+jGkKv3k9n7XtxOI0p1EmVHPT6OprIdtP+tnG7btHRcVx1Q\nE3Dw1fvI6HEHh39/gAMb7oyob+EgXC3fYIsJhaDi3iTPRPNOZSIO2RRWX9RCLOnK/vTU/JVl5mvZ\naZvrOxctwtKwnm+NF1JUVAR4toIOHDgQ1fYqKiqaNeAuXLiQJUuW+D4LguCz0oInY9fNN9/M559/\nTn5+PjNmzGgk9aVUKpk+fTpvvvkmycnJDBs2jL/8JbS0nzus77DVOhMAm7uCaveRkPvuotYiC2CS\narWFje7jxCvah1yXPzTnN9q8eTPz5s2jrKyMRYsW4Xa7w87GBLWZvILB/NNibNt+p9XHX9Nm4S8I\nQXQU/eq/So3HCi95bUhi62rAOouLqPzgLVrN/4rxz04NqC0bDfhL2RoOrBs+Qd3tPBSpHVqgd7UQ\nDYk4dv6MMrNn/d9alqKWeCHaEAIoJliq8rFWH/I7l2hjO2A11neVEBUaJFf93yZa84jdWYZm34F6\nJFaS3Rx2LCNGzKS1amiTMov+4Ha72bx5M6tWrWLdunWsXbuW1NRUMjJaNrV1uHC5XCFbhxUKBT/8\n8ANms5l+/fpx2223IQhCPfWbptCtWzefMk5dpKamMnToUH766aeQ6zrb+J90LWiIUK2zAzq9QUrc\nMDbvv4av1yu4arQDMcCKNBjq5gJveAxAfeAIhWXbEZUG0jv9BaU2gdjUgYy60YS15iiy20ll0a8c\n3fYYOd941AnUhjY4zCcYeu1RNIbGVqnOI+egT+jGoc33YC7P5eLuW+v1oSW0/UKF1/0gEPlVChru\nSTIzp8LAWxWx3JNk8WWJckgWFDRtYe2uuY61lvt8CgZ1CUtz3Qr8SXm1adPGZ03Ozs7m22+/Zfr0\n6f4rCBNr165l1KhRzapj6tSpyLLMkiVLuOSSS3xBaPPmzePmmz2JPwYPHsyRI0do06b5Vk4v9tm/\noEYqJFmRzW/mhzFTgk5MC/n674wTgDouBtQmG6iRCmmj8kx6kVjAIyWxx44d8ykTDB48mDfffJMO\nHTrQqVMn2rdvH3Z93nHI3+6Nu7qa6nnvIMbFk3jfo6g7Ni/9bUPS6s+NwAupxkjJjCtIuP0fZyyx\ngZUNwm1XdruQTBWIMdER1ZdlGXvuMgwX3R+V+oJB2aYHyjY9/HUivIrc/iWVWgRSA7kpp43y42vQ\nx3dFUKgpO/I9KR0uQxBrp3BdXEcqT6xGF1frn69LyMZSnUdMcr+oziGt97g56txCO3XtbpFFKqXY\n9TsdVBc12lVzyXamL/03q1d7fH4FobEcmCAIuFwuBEFg6NChxMREP8FENBFJZjG9Xs+OHTsoLS2l\nS5cuPv3q/8feecdHUa1v/LuzPb0RQggttNB7IEhvghQDiggWsF6velUEvGIXuwKCeu33Zy+AF1BE\nQECatEAQCBBaCCUkpNdNNltmfn+su2yyPdkEuNfn8/EjmT1zzpnZnZln3vO+z5OSkkK/fv3c7iuK\nIjfccAM//vijQ57wsGHDeOaZZxg9ejRqtdr3g2lgNDSRlXnj4uN0R5lMmhvZQIlTbuBNPmep7ijr\nUi2uK5OT8lEr63bzdUZkTeZKisr3Ex02hPNtisk7/R1moyUKGdpsCCHRl3+Muae+4dLJrynN3lyj\n3+tmFSNXOleeLLqwgSPrLT/uaYNNPkeL6uOaVl8YpHLeKbKkR8yOqEYuU3G8ehlN5X0IV3h+oO+r\nWsieqle4Oyyd94su59TUdtuqK7G17lubEF1//fX8+uuv3H///Xz00UfOd/YBixcv5rHHHnOaTuEr\nCgoKbBIsMTExNt/qefPm8cYbb/h9KWleFJglI3KZkp/KbuGkcQUA3lzrW3Vz2a93jBg8FqFHIVOz\nv2oxW3SXiYsv32NdSOyFCxf47rvvCA8Pp0OHDrZtzZo1Izo6mq5du9bp/E0fKpLd0WyLQtoTytKv\n/o/ST98n6tXFBFznXJqnNmrbzSbG5/Lrcz8RNus+l7mx9mNKZjPG0ycp/mAp8tAwol583atxvS0a\n0+0KRzSZqFy3EFXn4ajqYc1thTEzldKPZhH50n5kysZ/8EpGPaZzh1C28+5YTDknaHcsDE2wxQin\nvukOLsfJPo658DyKlj2Qh1peQFqsP011ZQ7hsSNsEWRRNFKctZHIljfU2L/44mbCm9esE5Hv3UHT\nsGF+mZ/1+ZJjTCFS0QmV7PLK0/Hq5SSob6nRPtu4ByM6Hlmrpnfv3m6X4UVR9Ms9s7Hw3nvvce+9\n96LR1L3w8fTp0zXMbL777juSkpJo1cq14VJubi55eXl062ZxBrxw4QJHjx5lxIgR7N69m6FDh9Z5\nPv6GKIrI5XKqq6vrbScsk8mQJMnpDfva+dX8CW+IWmhgF6YMtFRfr9rdhOKKg3Uay5pKYP8mW1C2\nk6hQi4WoQhVCbOe/0aLHHJp3m42pupALhxZx4dAico5/RpM2N9Eu6U06Dv2cuB5zCYu1JN3v/Dyc\n7Z+oqCxxtLHrWnkDY/tY5rtsh8KmmXslkdVF9OoFQiUL5uFwy8Pv7SI1omSiXMzyisQC9NPOpbv6\nfjbpHrQtndWniMq6T23VA3sCNS8KuqduYMmSJXz88cc0adLEK4tWT/DXDdla8BUREUFWVhbl5eUM\nHz6ct956C0EQmDRpkksXmbrgrQJYXGhJUwiWN0dOAA+Fe3fyhwUuZG6kxGMRegZqX7BtX1KkYWGh\njJwWHzu1bmwotGjRgieeeIL77ruPoUOHMnToUJo3b45MJqNbN/fKIt6idlTUcPwYYQ/N9prEgmPE\n1NsIqqirIPvOqZzr14ncxx5A0SSaiLlPeT2ut0oGgQOLCR5STtDEJzFeOoVu3dtou593UDaw/88T\nKje+h3bwzCtCYgHEiiJkgY5EvnLLJzX+TkjRkJCiIXZXro3ENhTM+WeRTAbU3cbYSKwp6yiGqjwi\n4kbXSIMQBCWBEV0pL/ijRh8BYQnoio/Venb5J+Bk/+w1UlGDxAK0Uo7kgtFiG1tiziTDsJZweXuW\nl45k0KBBHnNJryUSC3WLyNpDFEVOnTrFN998w8MPW+oQpk+fTkJCAoWFhS73CwgIoLy8nM2bN7Nu\n3Tqys7MZNmwYu3fvrvNcGgpFRRYeVl8S6wnX1i/nT3hDZlWKUKYNNiLIVGw40IfM3K/8MrYoGRFF\nix2hPckVBIGIFmNp0WMOLXrMIaLF9WQf/4SiC7+iK06jovAo1RUXavR1+OfRnNrxEE3Tjbb+AMIC\nu3HjAEtu4YrfA9Eb8v0yd3/AE6nVCGE8GJ4HwOIipc/LdwMDXiCg0xleeOEFl238WVhlxaOPPsqu\nXbsoKChAEARKSkrq3Jc/iLA9NmzYwNatW5HL5QQFBfHbb79hMpl44IEHWLNmDVqtloSEBPLz/fc7\neasAIoROmKlkedlISs3nyDL+TrH5tENbg6Rjb9Vr7Kh8muPVy5GjItu0x/b57t276du3LydOnCAh\nIQGZTIZWqyVN/39IkucXJH9+39HR0Zw+fZqlS5diMBh83t9dFNl49gyVO7ag6e1+idAZUs40dSCw\nnpQKKndspTo1BWXrtrRYt43IpxcgBNe/YNR+jNqpDNHzxhP19K2U/fAdJf/+0IHQ2rd1BbGiEMPR\nzWgG3OKyTUNDHh6LWHzRYXv0GclGXq3FbPryszVIbENFY83F2ShiO9XY1v5UDCqt8xcbTVBLjPqa\nF0ebrJYEn/BPTrS1lsLbmgqtEImAijT9Z5ikStqqxvNeUaRf5nI1oi4R5H379rFo0SLeeustFi1a\nRHl5OZcuXeLdd99FkiRWr16NXq8nKiqKvn37UlVVU35t69atPP300yQlJTFy5EgiIyMpLy9n//79\nDBw48KqKxgK2FcSGxjVJZME7MiuTCdwyuIrmkcnsPTGL/adcF1J5i2bh4ygoq/nm4yz3SB0YS1zX\nf9Cixxxa93uFZh1n0qT9bQRG9iYs7noUmmi0YZ3JP/U9h88+69CHVhXDzddZJDtW74mhtDK93nOv\nC+oizRUgNOGB8GwAtlXN84nYKWVaep39hnfeeYdz584BjpFVX+BpH/vPk5KSbGQwPDzc5rB1pTFm\nzBjbMpIVcrmcDz74AEmSWLx4MSdOnCA6OhqZTMbx48f9Mm4P7f3cFpKCUdLxaUk8W3SP8nVpX3JN\nB2xtiswn+Kn8JlRJm7nhSTUnY5+lctpD6MJS6dKlC4Ig8J///Ie8vDySk5MpLS3liSeeQK/Xs0F3\nD4uK5CwslPFL+R1UiNkOc/D3S0uXLl1sRV6nTzuScm/hjMwUv/c2oXfcjapdB6/7qUsxli3qqZ2K\nqkt3BC8LC2sT07oaHwgaDWGz7ifktlmU/fAdpV9/jmgyeb1/9f7VKGITkEe29Fnf1p+QRMcc59yW\nRofitcrSUwSEdWz4CYkmB7nGyuJ0AiMcjVvA8txpW9yTgAPHaq0cyur9Mu3u+WqWjJSYM9CJubZx\nJEnignE7ZqoIFVo5NZv5X8SRI0dYvHixjbwWFBQwe/Zs5s2bx7x587jllltqfFc33ngja9asYdCg\nQaSmphIQEMDUqVNtLmdms5lbb72VwsJCtmzZQps2bRg1ahSDBg1yKPi9GpCTk9Mo41wTxV71xeAu\n/+HkxXc5kPEYVYYcBndZ5XknF7AkqfvG/wVBoEn8FJoArXs/RWXpGSp2fY5CHkh+sIITWYvJKVrP\n2N4Halg0KuQBTBtsZNkOJev2dyV5QA4alfeFN/WFPYn1VaorSGjGbSEpfFOWyHvF4UweXOT1vp+V\ndKHvv17muuuuY/3W9UBXhza1CU598mjt+4qKisJsNqPRaOjduzepqak2DVdv0dgSKLNnz2b27Nm2\nwrBOnToRFhZWwy2nLrCcx37cG37ZwnWb7p98V3odSlkQIEOGjEf+eTcLFixAqVQye/ZsBgwYQH5+\nPosWLeK7776jpKSEkJAQsrOz+emnnxg4cCCSJDEvCs4Y1rFZ9zDHDF9zzGCR6Zoc/DNtVeMbJPIO\nFtOJzMxMDh8+TOfOToqAvIQ9CdMfO4Juw1oi53vWgq7LGA7FVyYTlWvvA9FMk4Xv+tRn7b4qfngO\neVQrtMPucdneGeG0ElpTSQklS98i5LZZKGLcF3WYS3Ko+PFlwueudToXXyCZTRQ+1Z2oN475vK8p\n7wzyJq0dtmtH/t32b6vEmCBXI5oNCHKV36KxFasWgCQRNMXu9yKaaqhoiLoiLnSVEe5mcUiriqFU\nlwaBl190BZkSCTOyPx/vSnkwRlMZSoX7aL039+dCUzpflfbl7rATVImFFErpgIQoGWmm6I9aCOW8\ncSvQMCtndYVer2fGjBkEBQXVyTrcWxw9epQNGzZgNpsRBIH4+Hif6yXGjBnDv//9b2bOnElKSgo/\n/PADCoWC+fPnM3bsWHr06MHXX3/NqFGjrnoLW6t9ekPjmiayvoj5d2j+DyKDE6k0OC4nWfsCzxFI\ns6hHLjgmd9tHVD1p0QaExhMwbgGxJ+T8fmwqzSLGc6loAyeyliATlMRFTSZIY1nKkskEbh1i5si5\nBSjk7iMvDVno5U61wBVyTQe4PeQA+eYDHpUPauOhhx4iIiKCxO4j+PqHD5kyZYpX+9VWO3B1M3WX\neysIAgaDgYULF/oslH/27NkGF392hUmTJiFJEgcOHKgh11Uf2L8UvFUAcyNfp6t6FgA6KZfPL/VH\nq9Xa2gcHB7N27Vo+++wzhg4danMde/nll1m5ciUvv/wyX3zxxZ/2jgLxqnHEqyySQToxl92VCwiT\nt23Qh2CXLl3o0sX3iJFVdqv29W0uLSX3vttBNCOP9I/zk+FsAMoOjiTSphX77RcElJ5nyM4PUGgh\nxXuFtBqo2vUtlRuWEHLvv+s8V0VYGGGz/0nZ/32IuntvtInOjR8k0UzF90+iSbzZuYqAjyhZPBGx\nKKtO+5rzzqDu6mg2UJtwHE/U02F3f8ry9nDpxsQ6jVUbhc/2xXzpJMG3vV1ju6JVL4zpW0CuQtGi\nK8bTe1H3GMdxHDV77Z83gkyFWaxGLljyjSXJhCC7/GgPCehEqe4IkSE1C9t8uZ+bpGq+KOlBsWjJ\ncQ8SYhBkcYDj93jesJkRb55g8+Z2NjvwK4Xz588zYMAAW2TQmXxVfXD48GE2bdpki6q2bt2aRx55\nxGfTBvs0hb179/L6669TVFTEqFGjMJlMpKen06dPHwYOHIhCoaB///51do9sTEyZMqXeARVvcM2m\nFtQFkSH9aRHlnhB5ygkymEpQKhxF/+3hixZt26Z3YzCWIGEirslkmoVfT17JNtIvLOT4hUVk5HyK\n0VRB11bPoZBrXfbrb9SOxtaFJBupIEbZi26ae2z9+ILp06ezZuN3PPnkk/Tr14+lS5eSl5fntO1b\nBfW3sq2NuXPn+vzGu3XrVoYPH+6fCdQRvXv3Zt4870xBfD1XMpmMSEUnIhWdWFY6rAaJtaJ169a8\n+OKLNYwGmjdvjtFoZP/+/axZswa5XE6+6XCN/QKFpowK+hf/V5zg26SuMCpWfo9k9n5p3R7OcmMB\nVK0ra0RjaxdRaY9upf3fb0GhdV0x7Snaabp0ivLPHkDVczya/p6l59z1JwgCYfc+iDk/l/KVyx0+\nN2akUPz6KMSKQoKmvOhxLE8wl+ZiPLmToOlv+byvWJaHEOL9dX0ySeJ8e9/0sZ1BMlSRd18I5ksn\nCXv8J4cIuBAYjqrzCJTx/TBdOFLDvMEdIkOSKCzb6/JzuaAlNKOCZkdMfL9dDgd3+nQv3lW5gCVF\nGorFE0wI+p65kVINolwbu6teoqKiol6pWTKZzCY5WBds3boVmUxGq1atyMnJ4cMPP0SSJJuttz/Q\ntm1b0tLSeOyxx5gzZw5z5szhpptu8pnEDh06lA0bNtj+Hjx4MJmZmSQlJdGhQwdSU1NJSkqiU6dO\ntr579uzpt+NoSAQEBPCPf/yjwce55olsQ0YhnRG48qpTBKpbe9zXvmrUmfqB9d/NIscxvPt6OjR/\nhH0n72ddaldM5nI6tZhLQos5NI+cRGbuF6RfWEj6hYVcyPsBUXR8aDbUeahPv3VdYLcnVyNHjuTI\nkSO89NJL/P7777Rv355x48bxzTff2Coia8NKat1F9Tx9XlcUFhY2uGaeP+Br6kXtc+XruevUqRNH\njhwhKSmJV155hZEjR/JT+c018sMa6jupL+ZF1YzGbXZIiwAAIABJREFU2i8vVx8/RunXnyOVl6Pq\n2sPrPr3Ni3WlAhDcoRWXNu1xsodzOKQmGPUUPdsHgLCHvvM4viszhtoIGn8jyrbtyZ3/IaLJhGTU\no0/9kZL3biFgxN8Ie2wVMrVnJyRPKJxrkSwKGPE3n/c1XTqFormvEXnHu5np4jF0a70j0uaCc+Q/\nZHlhiXzjGKpOw1yPpFSj6jjIlmLgLhoLIBdUiJKlcDHuqECTczWLtKr/WMcP5WMoMWcQKsTzfdkQ\n0qtdf+dWZBt3s7BQxq6q5+mguoU5ESIJ6mku29tfvxMnTiQ7O9tl4METVq1axebNm5k7d65tmzd5\nv0uWLEEmk9mCCTt37kSSJP72N99/J54wfvx48vPz66220LdvX44dq5keY5X06tq1K8OHD2fSpEn1\nSoP6b8c1T2T9BXcpBfaEVhT1fo+MKuQBtGoynbzSHQDkFK2nRJcGgEYVTYfmD9GpxVw6tZhLSGBn\nTma/ayO2l4o3/rlM63/Ulxz7q3ZfpVIxduxYVqxYQW5uLoMGDeL999+nf//+7Ny50+P+/orQeoOr\n1SLQHs5kyLxFXclmnz4W0nTkyBEmTJjAmjVrUMgCSNW/bev3aoar+0PRGwsIvX0WACEzZnrdX11M\nCqwIW/8O+b//wZnPfiTn1901+rISZHvi6Yx85j9oybVv8oF3J762Pa4zowbrf2bdCLSD76J0aTL5\nj7dD9+PLhD28DM2AWx2KmeoCwylLsW34kxvrtL88Oh5zXh1zMexgLs5Gt/ol8u4LwZRtKbAs/26e\n5e+ck7Z21Uc2UTjfksPa5P185BFxXo/hzNa8NuKOCrQ6H0tYWi4GqRylnSzWFyW9CJZb0qM+K+3M\n9UH/pq1yImsrZrC36jWn/VWLpSwpDOTbsoEAPBiez6TgZS7vbdViKTes2MKWLVvYunUrv/32G6dO\nnWL69OkcOXLE62O1R3JyMq+99hqLFi3i888/58yZMwiCwJ49ji9vBoOB6dOnI5PJmD17NvHx8WRn\nZyNJEgMHDqzT+N5AoVDYirDqC1fP8ICAAKZMmXLNSZM1Nup1dryJfDUGGssEIPDwGdpd8M273FuE\nB/cmJnwUIFCiO8bFwjUYTI5Z/qGBnUmIm20jtnIhiJMX32Zf1SL2VS0iy+iZ2HmD+p7TfNMRQoV4\nv8zFHhqNhqeffpqdO3fy5ptvkpyc7LEy0l714Gr4vV6LsEYl6wqlUskjjzwCwM8//0yXLl1YtvFt\ntlbOYejnPzNnzhxkMhkTJkxwGWm/0qidGysZqtH/kYr+sEX3OXDseP8NJrh+ITrz2Y/IAywEZ8fU\nJ2p8lnKmqY1kutJ1LV5iSa+KeOWgSytUZ6jdjz15rQ3D4XUYs0+iHXQHQdPfROkHEwUrSt68HqDO\nfQqhMYilnmWBrBJcoq4YmfZyoZQ1RaDyl4VELbYQ4qLnEyl++0YCJ/zT8vdzfSlZehO6Na9TunQK\niriuRH9SVm/dXFdpa00UXSk0HaXAdIQouaU4ttB8nHzzQb4q7cWs0COECx1YXjacjupp9NXMZUfl\nU6yvuPvycUkSGyru493iMExUMjVkE3MjJQIExwvfLBnJMv7OOcMmbl9/gqFDhzJ8+HCGDRtGZGQk\nkZGRaDSaeuVxPvnkk0ybNo277rqLixcv0qRJE5KSkjh//jwA2dnZxMfHo1ar+f7775k+fTrV1dVk\nZGRcE6ti9rASVUmSWLduHQcP1k37/n8VfmOAV5og+IPMeir0KjWfIUwe3yDEWZApGNxlNUkJX9Kt\n9dMUlO5k6+HrESX3b3xNQpMYVTaPfto59FHPRpSqbaR2u+4psgy/+zwXd+fB2+K688bNxCv9+GB3\ngsmTJzNkyBCvPKYb67fpbw3Z/xaIokibNm344IMPAJg6dSoxMTG0bduWiRMn8v7777NlyxY6dOjA\n+PHj/RbpqC/sybuu+BiHVP+h+sAaKje+R97jDxFw3RDkkZZ8S0Fdd4cfbyHq9ejKTOTttOQXq3te\nVtTIe/JDLt4yEXXbdBvpPNu3E5ldWlHyzlTEyhKqdnyB8egmQu79N4po/79oVu36lrKvHqX8q0fR\n9hpP8LTXMOWfw3j+sMt9fJHgqtz0LwCiFmXUeY6eVk3sNWTBkrsq6ixzLP1wJoYT2wme+S+Mp3ZR\n8Hg8oY+tIviOdzAe20LB4/GEPb6GoBmLMBzZiO6nV9GOfYyI53fVeb7uUPtZZJSqUMq06MQ8KsVc\n5kRY7tefl3ZldNCHtFdN4ZeK21HLQhkd+CFHqj/j69L+ZBh+ZlGRQFr1p/TVzGFupEQrZc1CLUmS\nyDMd5JxhExdNO2mq6MPyslEkJiYiCAKSJPHbb78RGBhI3759ycrKcutQ5Q2+//57WrVqxZAhQ9i7\n15IH3KpVK2QyGc2bNyczM5O3334bSZL49ttvG1x4vza0Wi0VFfXPn+7cuTMbN25k9erVDBkyhMce\ne8wPs/vfgd9VC/xdcOMLfFEx8BUGqQKlzLmtrL/GNZiKaRo2kq1p4ynRHSBI057zed/Ruuntbvez\nqgEIgkBL1QhaYnEQ26t7CzPVpFS9hQwBCZEYeR/iFMNcLlXYH4e139rHZv3bHaGXMKMQ6n5Tcac4\nYI9p06bxwAMPYDAYePDB+usE1wfXmsWiL6jvi0BeXh7h4eHMnDmTO++8E5VKxb59+3jttdf417/+\nxXvvvUfXrl0ZMmQIPXv2ZO3atUyaNMlzx42AfVUL2bbdUjynTBiKZKhE26c9qs7dCL3jLs6PTKr3\nGNaUAFuagCg53V65dROK2OZEPvkc+oOpBAyzFMTodoUTMLQ5+WsOc2GEJVIZMe8ZWm7bx6UHn6V6\n/0oKHrUU36n73eRVcZcvEPXlVK5fgn7HF6i6jSF8/maU8RZjiMAhs6hY8zrKlt1d7m+fh2uFJJrJ\nfzAaVZeRBIz8O8qEIVQsm48yYahPxVq1IRmqfI6MygLDMRdnI5blUvrOVGQBYUQtPU/Rs30pXTIZ\nWXAUUUvPU/h0T0oWT7TtF3Lvp2j6+2784CylwF0RMUATRU9OGlYgM4IMBS2UFnH8uZES/1fSmeVl\nIxgX9AXhQgd2Vj1LZ/WdXB/4KRt097KqfCKBsmbcE34KlZPnXLH5NCXm0zRV9CFaYSk0sr8nVFdX\ns27dOoYNG0ZYWBi//vorI0aM8Pm4neHs2bPIZDLi42u+eG3ZsoVhw4Z53Y/BYGDVqlVkZmYyduxY\nvxRMTZo0iZUrV3LnnXfWaf8DBw5QXV2NwWBgx44dvPTSS8jl7r/nv+CIBpPf8lXL01+oL6l0JRGV\nY9xDC+XlanR7uS5/kWetKgZRMiP/U0u2TcxMUjMeRW/IJVDTGpO5AgkzbZrO8qhlm23cS7SyO61U\nI2nF5TfrLMPvpFZfln0JFeJpp5yIINT8KdT3mCS/Zci6x+TJkzl37hzz58/njjvuINhLcfiGwKFD\nh0hIaPyKe3/Y+Hrqv75ENjMz0yZlZrWqTEqyEMCpUy+TKkEQeOWVV3j88ccZOXIkgYHOXx4bC3/o\n32dbpYXEthu4lLK77gJqRhElXQUBo7yrMPcEK3E9HlVOgl1BWGJ8LilnmmLMzEAI7UvA0JEEDL18\nXefdF4JMpSb2ux+RqdXk3DODordepuitlxEiWxL+3E6KF1istUPv/8wvc7XCmJlK5aZ/Yb50irAn\n1qNo6mhJLQv07PBUsfIFZNpQtIPvRAiKBElCHtkCw+H1GA6vt7ULe6zuOuAApqwjKOIsy+8JKRpb\n8Z7x3EEkfQXgWC2vW/Ykxoy9BM1YRODE+ZQsnkjBoy0Jvn0J8iatKXk7mYJHWxKY/By61QsAiHj5\ngNNz4Qne5MWCYyAhQIhCkkRiFdehkNUk6neHHeOn8ltYVzGTgdoXGBP4Mb/q7udYtUVTdVrINloo\nndsqGyQdJeYM2qgu/8bt7wfZ2dn88ccfTJw4EblcztGjR4mJiUGt9p/9sNFoRKlU0qxZM/bs2VND\nEcUVKioqWLFihS1VSS6XM378eKZNm8aCBQsIDAykffv6pQrGxcXV2VExLS2N/Px8EhMTSUpK4sYb\nb6zXXP6X0aA6slcqOuvvyKwomZCQEGSOb0q1byb1HVeQyRnefSNVhhyCNG0JD+rJvpMPoFE1JUjT\nhvKq0+SWbKV761fomNHK5XgXTb/TRz3bcb6qQcQxyPZ3vukIB6rfQcSMDIGqnDDimtyE6k/x7Loc\nj7+Kz7whUEajkU6dOjFt2jTuvvtuVqxY4Zex6zK33bt3M3Om9wU//ppHQ8MfaRkXLlywFXx5wsSJ\nE3niiSdIS0tjwADnmqQNjaqqKr7//ns26x6iebfHiE98lRMDXEtshdw2q17jpZxp6lHJIDE+lx9T\nU1B1vhz9kSQJjEaC7/qQ8s8eIHu65WGoue4Ogqe/ReXGd9H9+IqNxDb5oLAGeXMFb5f7qw+vp/Td\nW1B2GkboIz8gD3VexCaTzIgGPYLKOUnT7Qqn6vevkMrz0a28bBKgTBhK0NRXUbZNpODxeALGPY5M\nXr/HlmSoQqYOtJ0HK3EUxb5kH30ful0mstbzFPbPXyl+cywV384BIHKhRbqs/GvLEvCA27PY+228\njcQ2eS8Hmdq3lzB3BNZTNNaKSEVnBxJrxaTg5fxe+Ry7ql6wbeuleZiRga4NNSRJ4pxxI+2Ul0mW\n/f3g0KFDVFZWMn68JY0sNTUVpVJJ9+6uo+91gUKh8Ji2lZWVxerVq6mutljIa7VakpOTiY2NdWj7\nzDPP8NVXX7F27Vq0Wm2DqBo4gyRJ7N69m/Lycrp27erg2PgX6oZGMUS4UtFZfyHD+LPX+Z71JdEW\nYhwMBJPVRSQ2YhyT+p+15XXlFm9lS9pILhas5mL867ST7rdp+tkv+Ut4t8zdRNGVJorLzlknI7I4\nl/s1ZtHi8SyTKYmNGE9wQM2kfXcGBxdMW2im8A8B8URmAwICmDBhAiNHjqR9+/bs3buX/v39V1ji\nKtrpbE5VVVWNHkGsbQDhbLs7+CPa6g1ycnJ8ypeLjY0lMzPzihHZ+5sd5etSSyFMfOKryAQF4Ehk\n9YctWpmafvWfZ20ym6i+YNle3QLRaOLCfzZhOH6M4DuS0e2ykB7d2rfQrX4JgKjX3gb1jZR+eCf6\nnV+h3/mVpSOlBox6Il89bFMNcEdm3ZFYawpA9dHNVK59C+PpPYQ/udFj4ZUqYQiGo5vR9Lp8H7Uf\np2LZVLRD70Y79B5kKg3637+icvOHGI9vo/T4Nlu7oCkvuB3HWzgjjYKgAMn5vVsmkxHxzw3o1r2N\nbuXzFM5tj3bUg/TptIjUH3qy52uLEoEqsDmhbx/zWb3E2yisFXWt0xgUsIAoeWdOGJYzMWg5gkxB\niTmTMvHsny1qztss6ckx7iHPdJBAoSkv/toDsDjzbd68mdatW9Ojh0V2bufOnURHR9c7yuktdu/e\nze7du20Et0mTJsyaNYugoCCP+wqCYAs6vP7665hMJp/1X71BamoqvXr14tChQxQVFSFJEomJiYSE\nhJCenk6zZs3+a9PRGhON5uzV2GTWX1HZc4ZNtFAMRS7zXjbGW5ew2u2tqL2f/U1xS5plOdEk6jhw\n+hGiQwYREtiZzI6VKHFvQegJWV1EAoilffPLuaYmUc/Fgh/JKrQs58mQ0Sa/E6JyLK5qBfPNh+it\nbtxkda1WS/fu3blw4YJfiawvuBakt7xBQ5BbSZJQKBRep0E8++yzTJs2jVatWjWohI4rxCj6EhbY\nA3Xznn9GYi0kVpIkKjcspfyrLRjSj2LOt+hk+uu7tyezkiRRcDqH7KPn2PPPj5AMAYTM+gyZ0kJ6\n9HtXoO59I8GTu3Fp5i0UzJ8NzEbRujeRb53AmLGXsg/vBKOeTqO+p9CJJWtteIrEiroKKjd9i27t\nQoKmvEjA+HluSawoioglOYhVZRgz9qLpNd5pPmzllk1g3kDlz2/YtinaJhJ08wLkkS0pfm0koY+u\n9Dh/b9DyuAr+DNL5SiA1/aag7jmeqt+/oOrXd0nlfYKb9KU8fz/B0f3RvlI3STB38DYa6y0S1LeS\noL6VIvNJSs1nCJG3pqXStYlLG9XYGtdrVVUVGzZsYPjw4YSGhgKwadMmOnbs6LMToreorKxk5cqV\nNSxPu3fv7rP9qzPce++9fPDBB3UW7u/atSv79u2jX79+NbYXFxdz7tw5SktL6dmzJ7169bJ9dujQ\nIdLS0ujUqVO95v4XLGhUi9prLTJ7yZRKqDwejeCbH7gnTdrabX0h3Nd1WsbO9GlEh46gafhwgrRt\n+XFPHAZjIVMHVyHIFGQb99JEXvelHfuXAIWgoVV0TRFsZdFBDlS/R8kFI+khEpG5AbRVTiRUYYm4\nSUh+fcv0lli1bNmS9PR0v43rKxpbscCeFNYnT9ZZPw0Fb+c3bNgwbrrpJn744YcrQmSNUiU6/Vna\n91rGObvtUnkBuv88V6++a9vO2sNKYmUygc9e2kT60uWEtYul3/Mzye45g8rdEYCFcOb9/QEwGQHo\nNHcmldOfQvnxM5z+aAWF8zra+gyaPBX9y0mwy7LfcTzfz0RRRCwrQywswFxcgOH4Mcq+/wrT2bMo\n23cgePKNmPXliBfTMV3885qTyaD2NSCTIQSGI49sgaqdzHbc1v9LZjMXk8cQeuc9KDr8A1lQJPo9\n31O1+QNMGSmUZaTYunJmKesrxLI8lBrXP/KIVpcjxs4i1vKoVlQf2UTw1FcIHDubgsfjKc/fT8g9\nn6AZ4NoswB18JdP1xVsFsGPHDpo1a0a7dt7ndouiyL59+yguLmbSpEk2pYK1a9fSv39/n10Q3eHg\nwYNs3boVURSRJAm1Ws3EiRPrrYLgDFFRUZSVldW5WHf06NHMnz+fPn362PbPz89n3759TJ482eEl\n9/Tp06xYsYKXXnrJL/P/C41MZOHaIbMl5gxkyAiT+y5R4+2yT20bWG8IbYsmNzNGs5dd6TNIO/ss\nZ3L+TbWxAJAwGIvQqKK5aPqdpr0fJUtwvvRfH8QdFUDRG2OPnsT8uc3YrIK0wtXoDZaHsKEsjePC\nctopJ6EQGucmLUkSK1eubLBcJ2/IdGNHZJ1dS57m6e7as/+ssVIO3KF///58+eWXlJSUEBbm3hba\nHWofszfHlRa3FypV7FuWQGTvdOQRzQFL9XrkWydQtz6FuSCf3L/fRcjtd3vo7TI8OWMB6POKOHW4\nGN3KFUS//jbT+hVirjaSsft3qg8qULctInpPHpFL51F5MZeMT1aSvvALWPgFMqWcDg/fyvkjIei3\nfgyAsl1HSj7/BIASq06/IMNwpqaxiyq+ipKTku1zISAQeVg4osFI0buLCLvrb4Td+yAyuyVYb47H\nCkPaFkSTCcF+CddswnjmNKVnTgMf2zYr4roRPOt9JEMlFd/OJfKNY44d1gGdjjWnVH/GRlJrk8iA\nUM/L4kJoU8wll5CHxRD9SVm95lMXElv7nn7BuB2zVE2ALAaQnN4X7H/zR44coUmTJrRr510hWmFh\nIampqQiCQL9+/WxRWLPZzKeffsqMGTPqVWRbVFTEqlWrKCm5rJvesWNHHn744QZZ7neGmTNn8swz\nz9C+fXumTZtmK0j1BoIg0KJFCw4cOECvXr1Yu3YtcXFx9OrVy+GZkJmZycqVK3n88cf/a1bwrgY0\nOpGFxisCq2t6QUaHAhRHzzro6Pkb9vPzZZ4RwX2ZkHiS7UduJDyoJ4GaVhw++xzZRT+jVIQhimUN\nlnfjLC9WqQiqIREWVyZQbDrFoepPEDHYtjeV9yFOMaROc/NErCRJon379mRnZ/vct6vxwPvfql6v\nR6msv2uRr7A3e/AEb663K/Gi6Wq8ly/eyqpVq4iLi2Ps2LHMmDHDaYTDWX/1OY55UVA9qTfGE5Uo\nWvem9KNZiKU5SLoipOpKZCoVKBU267rQWfd51a+3pC/tpY8wnSlA3qwrqFQYKvQo1Eq6dTSSHtUE\n1DFEd2iBXKtBEaSl6rbnkCSJyM3vk/rom5x873tbX00+KkYmyH3SarWHJIrkP/EIoTNmEf7AI3Xq\nwzq2uvMdlCx9i5AZd6Jo1hxTfi4XJ40m+NY7UHZ+FHlUS/T7/kPV5g8xnT9E+eeWFCdZQJhPbliu\nkJCiAQEkD9rc9u2dRWWVLbphSN+GPCzGq/Zu5+MBtdMKnAUmJEy0Uo5id9VLrLtkSelydT+oqqoi\nJyeH0aNHux1XkiT2799PcXExkZGRjB49usZ1ZzAYWLNmDWFhYWRlZXm9RG4wGFi7di1nzlx2VgsO\nDiY5OZno6Giv+mgIxMXF8eqrr5Kdnc0nn3zCoUOHSE5OZsKECR6fV7/88gvh4eG0b9+en376ifHj\nx9fQs83NzbU5nEmSRIsWLQgP922V9y+4xxUhslc7ispT6Ke84UpPwyOGdP0RgFLdMfSGHFJOXn6g\nhlRM4sTFd1CXVzMsYBHB8uZe9elNBNeb1IlwRXv6KC5HN0RRJNu0iwPV7wAiEhIy5MQpBhEt7+0V\nuXW3fH7u3Dn443qW7/mY22+32CUuX76c48ePe+zXGXwlQjt37vS6Kv9KwNtjqR2VtYcnsuwu1cGV\nkoW7eT3TXM3qgtVkZ2fz0UcfMWvWLFJSUnjppZdcvjR4st99+nQJU6bcTWBgIKNGjWLMmDFotVpC\nQ0NrPKjligC0A29DMuox551BLMr6c9lcQqrWQ/Wf7SKboGjmWBVdV6ScaUrW1qMoYpoR9rcvCBys\npSTe4rEeCaj+1JM9Ug1UQ2JErk2aq2jUQ0yrupmE4sP88tQ3XJr5BtWnXedXOlNJsLe71afuo+Cl\npxFCQol68Q2Htr5EYwEUYWEoWrQEraUgUqZUIZaVUv79V8BXtnby6LYEzViIMX0b1X+sIWrRaZ/G\n8QSlJpKB/66kqFtE3Tv5835lT179SWK9zYu1pDMJnDGupYV8KKmpqej1esaNG+e0/a5duxg+3HU+\nbGFhIQcOHECSJPr27UtEhOM5qqioYOPGjSQnJ2M0Gvn000+dEllRFNmyZQuHDh2ypV0pFApGjRrF\n5MmTvTq+xkZsbCzh4eH885//RKfTsXDhQkuhX0QEt912GxqN4/e2bt06nnjiCfbt20dycrLtPrJ9\n+3aMRiNNmzZlxIgRtu2pqals376doUOHNuqx/TfjihLZxojM1iUq2/S8FhopuOaPorTggI6EBXaj\nRJdGsLoD5dUnSTv7PNlFFser9qpkEuS3ejWX+sDd/oIgOEh/iaKJc6aNHKhe8iexlQGCT+TWijZt\n2gDQXzO/hhD3rbfeSszGz1hSqHW1q1P4urSelpbGww8/7NMY1xqcnRNn164zMtzsKfft3I8Zy4sv\nvsjf/vY3pk+fTr9+/fjyyy99kvg5Y/iFU62f5JPW55kwYQK9evVi1apVzJo1C7Bo2i5ZsoTExETb\n9ai57naK37weDFUE3/UhVds/w3QhDQyVtn5V3esmqm5vI2sPSZIwnj1D6D82IQSEAcU1CsCspLU2\n7I0TEjuFc+v/PUxKNaREFztt5wrW/s0F+eT+416iXnqTgOGjkdVjhcc+J1jU6VD8mSYiDwunzdFz\n6HaFI5mMVP+xhqrNH2DM2EvFt3MBCLhhrk82ut7gwtiOGFfvIpy6r7i1TFcSVlq3tCl/kVgAI5UU\nmNLopJ6BVohk+HDYtm2bTXfVHvn5+ZjNZoflekmS2LdvH6WlpURERDBq1CiXqx4FBQXs3bvXRtjk\ncjkGgwGTycS2bdtqWKvKZDKSkpL8UpDVmDh//rzN4KB3b4tznvVl2mAwIJfLufnmm21atnfffTdr\n1qzhwQcfZN++fYDleafX6xkzZkyNvo8ePUp5eblPRg5/wTOuiohsQy9n+qIiEHdU4Hwjifnbjwl1\n16AVZHJG99qDwVTCiaylHM96E1EyMDjgdQB+1f2NI9VfoJGFkaR9jkjF1VEpKQgK2qjG0YbL0QMr\nuU2tfhsZMhvBjZb3dOtINi8KkrTPIpPJ+L/0iTz66KOsXr2aZcuWMTP0aeZFdat3zqc7cuvsAfHf\niCuR324977GxsWzevJnPP/+cCRMmkJKSQkxMTI12tWGWDOyuWsD+qsWsenU5AwYMICrK0vDxxx/H\nbDYjiiKff/45119/PVJZOJ2mb0MwaDHnHAezCXmzBBRxXYh4ciPVRzaiW/4I5pJiJKMBbWL9XL0c\nCK0ogihRtf1zAsdeVv5wpjPrjJQ6yHfVwYW2R9hJNt14NyEzZhI48nrfO/gTTtMZlM7za2UKJZp+\nU9D0m2LbJplN9daMtcKePHbap8VTokXemf8QHX+TLeI64qtAsjtaUhJiT8jJLREwx/oWha09D38g\nvfpbYhUD0QoWwwlRFCkrK6txLxJFkV9//ZWTJ0/aXtyssKYIjBw50mMeekZGBpmZmTbNWCvCw8N5\n5513SEpKYvbs2dcUaa2Nb7/9luTkZIftsbGxPProo4DlnH3zzTccOHCAd999F4PBwJgxY9i5cyfH\njh1jxowZiKKIVns5eJKTk8Mff/xB586d6dKlS6Mdz/8Krponb2Pk5nmKfloJZW5LPS1zGnYutVHf\nqKxc0KBVxaBWRnLLYAOCTG47nk6q6Zw1bmRn5TNIksjwoCUECc089ulrtNiVrqwvcE5uRbLNuzlQ\nvYQJCyQWL7ZEC5o3b864ceMICbHIjlmjCBUVFYwYMQKVSsXy5cv5oex6bgr5BfA+euaNbqw9/krc\nd4/Dhw+zePFiAIKCglg/N44QoSXBQks0gveycQqFgnvvvZf8/Hw6duzI1KlTefDBB22RkydPFPJs\neyOVYgFl4jnS9J9ipIJZYWlMmNDWoT+5XI5cLue+++4jICCA22+/nWObplNVdhpZmy5o+t9C0LTX\nEQIsBS4R9/cl/O7tlP/wHcXvLfaLfmwNCAJCeHOMmalujUVcRVYT1RdIqW5h06C13w4WTVpPyNuW\nSlCb5gxdfBspZ1y3cyajZd3uEgaD689qwV8KD9+zAAAgAElEQVQk1hnUgXHoKy6gCXJ+PgwVlvMV\ne0JO7AlHbejCFiKXGoDEuovG1r63HtF/TqWYi0FexnnjFgC2b5dx3XXX2e5HhYWF/P7774wZM4ax\nY2sqFJSXl7Np0yaSk5Pd2qIajUY2bdpEq1atGDXKUTnirj/d7v4bkJmZyYwZM9y2UalU3HXXXRQX\nFyNJEhkZGaSmpnLPPffQv3//Gi8RlZWVbN++naZNm3LDDVd/uuK1iquGyELjkVkraqsGWNH5Ym/y\nxIM2T+nGgD/dyGo7kO2tepVD1R8xNGAhOyrnY6yoZErIGpf714eQujqn9elfEATihOuIU17HHIux\nDvOiIN2USdFr31BZWcm+KqgQcwgRWpE7cDAh3MGXufczYcIE7rzzTo62u5ePP7b87czp5S80LLp3\n787jjz8OQElJCb8/cZZS8xkuGndiQudmTwEQ+ZMDW7YIAmFhYSxatIg9e/YwevRo2rVrxznFOT6O\nr8JYrkYrRBIki6WZcgD9tfNRyTyLpKc+MpXYiG9RNO9NhyEfcn6Mc6kfmUJByK13EHLrHT6cAUfi\nZyV89tt0v/yEEBiBqn0SAd3PA6G2z+yjstb0gtqE1kpUvSGsrpCzfidRST1s/TtLZag979rbXZFZ\nddeeFH92BFXHwXWenz+gCW5NecEBl0QWLpNK+3tVdkcz2R3NnA8x4G3CQ0PIa+nEPM4ZNzE66CNU\nsstE237FOi0tjeLiYqfWp1Z5KPucTmc4evQov/32G127dqVz587+PISrDsuWLWPixIletxcEgaNH\nj3L+/HkSExMRBMFGYkVRZPv27QCMGTPmmo5SXwu4qogsNK6trSsyFSjEkGc61PAT8DMKy/YRGtjV\nYXtH9a20UA5nb9VriBjJNaVSZr5AiNzxJm5PMv1p82sPf0mChSnacObZvwPQS63nUPUn9FDfxznj\nJi6Iv/Gvf8GJEycYMGAAYWFhPP/886xfv54VK1a4jUD8t+BqkNCyYs2z8CePJSwsjKaKnjT18kXR\n2TFUVFSQm5tLly5dGD16NKmpqajVasLCwvj5uZoP5sP6TwFYvNjx9ywIgi3y+YceNN2GAZDOGvjV\ncVzTGQMytdoSLVQpkSmUyBQK5C1aoelYt5Qde9Kn23oedY9xyGOKkIeEOrStTSrt/3aX/+otsS0/\nfZ7sX3Zww+EfnI5nm6eHQq/aZPZy+3EYz7x9xYmsTFAhmT1Hh60BBmtaga/whcT6Eo3VmS8RLu9Q\ng8TaXydWnVhnFqjnzp0jIyPDbYSwsrKSLVu2kJCQwEMPPcSSJUvcFon9NyA9PZ1p07zXAj558iQV\nFRXceOONdOrUyUZiDx48SE5ODkOGDGl0p8f/VVx1RNaKxiS0zhAp70yB6ShRisbLZ6lvVDa/dDsd\nms922N5SOQyAM4a15JsPoZNy+Kn8Jm4O+RWNUHd9zvrA3k7XF7j6PZw1/kqccjAKQUNb9QTAQpxe\neOEFPv7Yok8ZHR3NqlWreP755wkPD0cmk9GsWTOuv/56p9W53qKoqKheOooNhauFxJpEA7Ja1ZO+\nrL44I+RBQUEEBQXRtm1bkpKSbA+geVHQ10Vdn5VIuxojpq+I+CdhsYo91c6B1PbNRdJXIRmNYKhG\nNJrAaKT6+DGqNq8ndOZ9CIHOo7+1yV/tv0VdMaZzfxAwboClfzfwVLTlK6zR3hNLv0Ez+TYOFrfH\nYyKpB7gku1dBdEomk1kMHFwgIKcSWrt5mXdhZWuPhjQ60EuFqGWXX3Ss14fZbEYul2MymZzqxB4/\nfpzi4uIaBbG1ceDAAYqLixk3bpwtktjYZi9XAsOGDeObb77htttu89h269atpKSksGPHDrRaLefO\nnUMmk3HkyBF69OhBz56Nt5r7F65iImvFlTJQCJG3INOwgSgaj8jWNwLqyVFrWOBiguRxNFcMZFX5\nRH4ov56bgtehFS6TOH8aKDiL7vrboMGKYvEU8UoLgbX+ZuZFQddFbYiJieHSpUvk5eXRtm1bXn75\nZdt+GRkZ/PDDD1RUVCBJkm2ZLSoqilGjRnmVhrBlyxYGDRrksd3/KsrFcwQKziN73qK+0WVPJhHO\nrj1nhTyCSgUqx0VlVdt2iHo9pV98giq+HYGjLTne1cePUbVnJwCGszVF1lUJQ1C2vKy8UP71bGTq\nMuRBQWj6WirqXUY2fSSynpQOALZ8/AeFP+2i+aoNbvvyVXarNpSt+6DbsBSZXIWqbzKKMM/5+vXF\n8UQ9CSkaTIYKdMVHqSo9gULt+GAxGSq4dPxTzPqMGttjT8htUdnjiXo45p7Y+UpifbWh1UvFCKjI\nMu7g87xEdu8+QHl5OQaDgfj4eKfpAqmpqSiVSpKSnBcolpSUsGPHDnr37m3LOf9fwrBhw1i0aJHH\ndlVVVcybN4/FixeTlpbG8uXLiYmJYezYsX/lwV4hXPVEFq4cmQ2Xt6fIfJIIeYfGH7wWvInWWuSr\nasKeTAYIUQwJeBWTVE1r5VjKxQts1D3ApODlDTLn2uO7SlnwR5EYYCPx9r+VmTNnMnPmTPLz89mw\nYQMLFy6kuroatVoNQNu2bWnb1rEIKCsri40bN1JYWFhju0qlon///jXsCM+ePXvV6iJacSWuIev3\nbP7jPM9s8r+1pD9gT2LrunxshaDREP63f1C1fw/F7y5CFhqKPCSMsFqGCVYiWJXyH6oPr0fdbQxh\n01tRsbwKbb8JiKUlqNq0dbqPMzhTNLD/zN1+Vpjy8yh4YT4xH36BPMz1WPUlsQCqjoNQdRyEWF1J\ndcoP6PMyCLrpRZ/7SUjRIIoixqpLVJae4GzECUR9xeUGtSxzs84rEBRatCHtiIgbQ2XpSYc+Faog\nEtVzuNR0c43t9iTWXJKDEBrjsK/9vHyBJxLr7N6okgVz7/dKRo/uR0pKCj169LAVve7fv58OHWo+\ns37//XdiYmJcunnt3r0bk8nEhAkT/mcLVzMzM2uooLjCzz//zGOPPcbgwYPZunUriYmJTJ069X/2\nvF0NuCaILFyZB3GYPJ5Mw4ZGI7KuiJ43JK+wbB8hgc6T8WtHQxUyNTeHrKNaLOPd4lD2Vy2mr9bN\nums94cm9rPbx+YvY2kfhmjRpwk033cTy5cu59dZbWbZsWQ33FYc5xcUxc+ZMh+16vZ4dO3bwzjvv\n2HIrjx49+lcyfy3Yf9dl4nlatXIUaPf1mq6P/a4nOCOxvjo1WaHtOwB170TE3BwUzVwbkWgTb7L8\no/xrij/8EVPuJWTBIUgV5cBl0uiMPLrKla1rykHBc08QcsttqLu61ub1B4m1h6AOQDv4Tqr2rsCU\nexohPA6x8ALmwnOIRVkWUlqLjFrR9LyC1JYmmp5XoNREoQmJpwu3cGZMQA0iaf/9VVCTZDojslZS\nGRN+WWPW/reRkKLhcNBxlJ2G1efQHcZzBWf3QVEyAdCyZUvy8/MZPLhmvnHfvn1t/5YkiV9//ZVu\n3bq5XF3asmULnTt3pmlT1y89sbGxZGZm2vS6/xvx448/8sADD3hsl5GRwalTp2wuksOHD/+LxF5h\nXDNEFq4MmZXLGt921BWJc1eE5Sw/1tNy/oaKewHYWjmHTON6hgUsoonCsTigoeDpOH2BNRpt/Y04\nIzxarZYVK1YwfPhwnn/+eV599VWfb0AajYbRo0fXsHhcbF9SfxWj9vXjrxcGTxj7cmmD20/W5b5g\nH421EgpPUVnrUr+7ynywrA4ILkis437jUZ5Ip+TT9zFmnELmxD3I3Xzs+3QXnXXZx+YNGDPP0PSd\nTzyO0xBQ95lM2af3oOpwHUJYM4SIONSteiIEu/5S41I0ljzmWin+CSm1/67by4gVrn4P9SEu1jQF\nVyTW0zWZZdrO1/lDUKvV7Nixg/T0dPr16+dge2o2m/n5558ZNmwYoaGOhYNgSTdo1aqVWxILMH78\neL755hv+/ve/u213LSM0NJS8vDyb0YErPPzwwxw8eBCj0cj+/fsblNy/+eabDBs2jMTExAYbo6Hx\n1FNP0bFjR6eBIX/hmiKycCXIbOO+ab1XFMGYwE/poJ7iubEdnOXHurshSpJEtnk3/bVPEy3vwY7K\n+aytmMGssDSfCY7BWIxKWfcHXX0JVbEpgyChuVe/DbVazdKlS7nxxhsJDw/niSeeqPO4VlxrhRAN\npUZhD/vvU7xRdBqxvlKFnPVFQ5A63ab1hEy7HWW7Dgjh4ZSv/oHg5Jtt4zmT6gJHUmxPYt2lFVhh\nLiul4Ll/0vSDz5C5sP1tSBILICgUaIfOwnzxOJre3ssfeQtXS/2i2eIz7IxQuiKwRzucRdD5nu9d\newxfc2KtMEtGJEm0pUYNHjwYSZLYv38/xcXFhIaGotfrEUWRiooKxo0b53Ll6eTJk8jlcuLjPbtm\nhISEUFlZ6bHdtYw77riDBQsWEBoayhyrzqMTBAUF2WoiTp482WBGOElJSezZs4e1a9c2SP8NjYKC\nApo0aQLAV1995aF1/XDNEVlwTmYP6T+itXIsofKrMxfPG6wuS0YvFROj6Ofzvs7yY922l8l4IPyy\naHqGYQ3phm+RJPdpALVxqXgTW9OuZ+qgSuSC2qc5+KsA7JzxVxLUt3lNjHQ6HbfffjsHDhxw2+5q\nkq9yB+tx218X7ubtzfmuS3qLL9+nP0lsXaOx9YFb0f86oDrtIEETpxAwbiIlb79B1eE8jIUdUHdy\n7sfuyuLWF+h2haPfvxV1tx5ouvdyOUZjQN1pOKaQplSsfpmASU81SqqOOiCW0EMXQeM+AmcPc3a6\n27SChlAqKDZlcNa4ARNVSJKZ1qoxNQpTZTIZ/fpZnhnl5eUEBga6PH9ms5mcnBwyMzORJIkhQ4b4\nfb7XKhQKBQsWLOCjjz4iKyuLuLg4j/uMGTPG9gLhL0iShEqlwmQysXbt2muygOyjjz6ypWmcPXuW\nL774Ar1ej8aH1SZfcE0SWaj50K4Qc9ioe4ApwWv9SmQtpK5xIrKnDT9y2vgjYwM/55eK2ykyn+DB\niEsO7ZwRzMKy/S7zY71FC+Vwjhm+YlnZcBJNq1ApPMtySZLE1rTrUSnCKSzbi9FcSvNI/0ZUvInW\nmqjyyR1KkiR69+7N119/XeOBUBdkZmZecYMFZ6TVGaH1lFbg7uWltgKFLy8f9hqy9UVdCOjV/jIi\nmUwY0o+immMhcBFz5iOKIqUfLiVwoCVn1VsHrdqpBZ4itMaMvQhNHPVBG5PEWqFo3pmAkGh0K58n\n8IZ5CAHeX9N1QWBEF8pObCSwFpH1lF7i6/3C2+irKIoUlO/iUtV+JDub9GAhjk7q2233uHLzRTZv\n3oxMJiM6OpquXbtSVFRESkoKoaGhDBw40KHvffv2UVxcjEajoVmzZvTt27eGhepfuIx77rmH119/\nnZ49ezJhwgS3bVu1asX27dtp3bq1X8Y2GAy2aPvBgwfp0aOHX/ptLBgMBsLDw6msrCQ5OZmFCxfa\nzs3dd9/t1ctBXXDNElm4/IDSai1LI/N/i6ZfP5nTpd66PABLxAzCBMeKdn+jUsxndXkyzRQDEDGQ\nZdrOlGDvlxPyS7c55MfWdjDzRDwi5B2JknejUDjHyl2RtGl6N11aPoXekEPGpX/Tv+O/HfbZcdTi\nGDMh8TQrd0USFzW5zkTWPppn/29vCJP9Td9deoFMJuOhhx7ipptuIjk5mQceeIDg4GCysrKc+ox7\nQ4C2bdvmYP3YmHB2rPbnwFWE1hcSWxv1jaBfTSkF7tRA3OVW+iMiakX5im+RR0Shat/Rtk0QBOQR\nUYgV5VQdblnDFay+Y9qTVMlQhUwd4DZ9oTEhBEcRmPw8lWteRTNgOopm7Rt0vCBtW8qrThOsdV7N\nb48jzQ8gKFwbS9SOxoqiSPDB05wp24PBXFLjs6rqbORCACpl2GVNWplAeGAvons/Qst014/mYHlz\nRo2y5F/n5uayefNmLl68SFBQEAEBASxbtsxm3X3+/HnS0tJITEy0RW3rCo1GQ0VFBUFBnl3yrmUo\nFAqeeeYZNm7cyAsvvMDcuXNdHrMgCH5LLSsqKiIyMhKAixcvXvEAia/Ytm0bw/60ltu1axc//fST\nTSWjqKjIIYfbn7imiSzAmTNn0Ov1rFu3zu2F6ioy5Q7lYhYtFMPqN0EPkCSJ94sthTDjg77l05J4\nOqqmEa9yvpzgrODLWX6sN1ax9miuHMidoQf43DiEKsM5MnP/j8zc/7N93rf9B8iQIQiWPLryqtNk\nF62ld9t3WLff8tbYt90HfL9dzq1DfJcxcjZHKwH3NgLojniWlZUBcNttt3HPPfewdu1ajh07xvjx\n41mwYAEvvPCCTb7GFxQVFXkl2dKYcPb79gd5dEb4vNUJvpLk1VmKiJXsN0a+sDsYMk5R/N5iIuc/\n7/CZqlNXqtMOAS09Fpc5Q217WWcEVQiKRCzNdfl5fVBXYiwoFARNfo6KNa8RNHG+0zbWl4z6LOXH\nnpCDtj05RettRLZ2NNY6jin7OJLJiLL55ZUvURQRC89jzExFLMkh67zj47RZVTyxkePRqGoWO5pE\nPccvLCEhztHAxhPsf8tNmzZlx44dlJWV0bx5c0JDQykoKODgwYNUVlYSGxvL+PHjfR7DGUaPHs26\ndeuYOnWqX/q72jF69GgGDx7Mm2++yYgRI5xqhUuShMlkqvdYpaWlNhJbXl5+Tb4sWElsQUEBUVGW\nG/68efN48803G3zsa57IWjVArbkX6enpHvfxxTWsoWU1vi2ziFP/PTyXD4otD52Jwd97ta+VNBwP\ncZxjXWxms7sKxJwdQZCmFefzvydI044K/WnUyqas29+NCv1phnZdi0msZOcxy80sLLArVYYshnRd\nw+o99Sd0zjRma//bniyZRD1CLddzZ4T2H//4BwAxMTGkp6cjCAKxsbHcfvvtvPrqqyiVSt544416\nz78xcTVENq80EbzWUfjSM4Q9+ChBExx1iFWdulD4xioCRtY/CpsYn4t9Qb9uVzhStQ7D0c1oh9/n\ncr+6wF/5wzJNCKLJgKBwLZPnD4QEdKZUdwxdb0tEXFd8HH35WXKGtERBPKack+j3LEMWFInh+I4a\n+wphzVC26UPXzAQHBYXYE3JwUTagEDQo5M4/tL+/ebMqdPPNN9f4u6FcpTp06MCaNWsapO+rFQqF\nAp1OR0JCgtPPU1JS/KIokJOTA1iKx65FEgtw11138dlnn9lI7KlTp1zqFvsb1zSRPXLkCGARe7a+\nLbn6wTlDXaK0/kShKZ0c016Sg1fzRYklF+6RiHJEyYQgc//VWG92h1ruI8Tg3uPdl5zGSv052ja7\njwEJXyJDxvGsRRzKfJLY8LFU6E+z7cjlt/sBHb/it8MjkAsBVBstJ3Nsn4NejVN7ft6iNkGvPrCJ\nOKVz33b7SNyXX35JYmIi06dPByy5Tdb/63Q6zpw5U+982caGPxU8rJGoulZTg7vIf+Nr7NZekfh/\n9s47vKnyfeOfjKbpoHtRWqAtUErZo+yhgArIEAERBES/IigCiigIluFAZYgyFXGAKFsQZAmywZa9\nS6HQUlZL90zbjN8fMWmSJm1WS/XHfV29ICfnvO+bkzfn3Od57+d+DKOy1SEaW3TlIiV3knny/Z6I\nJCllNKyFp/xRynItJoa6OlnD6l1QGiHN2/YJIp+6SNsPs2r8uhHX8saoK4uwCEoFCMu/DmoqdlmD\n0uhrLdKSfkd+LQafkIGk39pKaogIqaImJckXQSnHdWDZiLkebum/tOV39BjVA3K5nA8++ICpU6ea\nLGHu7+/PoUOH6Nevn019aXhLq1attKuH/zbMnz+fH374gdDQUG7cuFGl99J/tYt7kyZqz1NN9aWk\npCSr25qXpv9XFXD7JzFta+4AClQpDHU7wtcZNViYYb537cOsg7S+11uPRGiW4zUE1hJNY7uGP9Hq\n7pPUvuKAQCAkNOBVBrS7T1T4KjxdS6UbLtJ6JKX+CkD/dsnEXBuNd412eLhUjg+tqchshvIavsKy\nJu66BO/27dsA/Prrr8TExDBgwABu3rwJQJcuXRCLxYwePZqDBw9aPK5Hbb1lr7kaeE1k1s33XrjC\naDJMRXOsKhOudCt13QtXaF8b6oZtha2RR+mu76gxYBAiienfu0vnAGSXLhAVmmLSH1bzniF5Ndlm\nh0yQrafk6jb85k/DtVO2xZ/F3q4NxlF+yW0N4qJkNnnFAnjX7kteZhwlsodk92yPpHZTlFkPELp4\n4lCnrKODLirDqeAxHj3mzZvHBx98YJLEAtStW5caNWrYpb9ffvmF3Nzcfy2R1ZynoKCgKg8I/WuJ\nbFqa+s64b98++vfvj7u7e4VGxpagUJmBVFC5SQ8OAmeeq/E7AN6iRlwrXg/AKPeLZrfhniLUXuxt\nTcIxdryjgxdSiR8FRckUlaTQut5yxKIa5MtucD9zJ37uXdkRq07I6N78sE39WwvDm50uUZniAx3C\nhgPqxAiAn376icTERPLz8xGJRMyePZuvv/4akUhk0UVEqTTuj/pfgKVzSfPgZBxVF/msKMqqmRvm\nRGMri6BEhabQ1PUqyVv20216Wf1i/nFPbZTT9ZlnKTy8n9ib/mb5wlZEdkH98JW1bBHtvpxIh3a2\nfRZzYE00VlmQg8Ch6rLqBQIB2Q29SGiUjTioCZKIrkgiuiLysjzL2tJorCbYYGnQ4VFAIBBoKxr+\n1yGRSIwmAVcWNKuFvXqVrYL4b0Hv3r05fLjqeUD1/tWUAw3779GjB6DWltgTQ3+/wrcpEZUeoQ2T\n9FW7BSiucFa2hM7Oc/EVN7aqLWu8Pw1hSlvrIq1Nv7a3qBc4hud1ojEqVBTLM+jUaAs7YsM5f2uG\nFSO3D0xF2u7Kj9JQMpTuHdUuCydPnmTEiBEcOHCA8+fPM27cOE6ePEliYiJHjhwx3ogRnD171iIp\nS3WGYUTfcJsGFUVuyyOIlR2VNexbM1ZbHBpMwdqIZFRoCmkxFzn24vsE9euGo7f6RqlLUl06ZOq1\n79ShC/l/7rKsH8dkohyTy24PTSHwwjqkgkIC+3TWbrMEhp/dUDqgIeKaP2sgi1mPtN0Qi46xJSqr\nOVYc2BCBo7PZxxk+7FhCYj0eCKo9cTVEs2bNiImJedTDqHRs2rSJxo3Nuw/LZLatBuhixowZHD9+\nHIXC8oTp6oBly5YBpZrfqsK/61ekA6FQSHFxsfa1vZd4df3coHKlB6Pcz2v/39ZpqtnHPZCfxktU\nVh9b2aVHBQIBgzrmAerSuAA3H3xPQdEtsvMvVFq/YH7ETYMSlboaTYA4ikLVQ2bOnEmPHj24d++e\n1iPQ2dmZAQMG8Pbbb3P79m2uX79u1lj+/vvvMnXObYFIJOLs2bMcOnTI7DHYA6bszswlfNn5l1l3\nWH0DP3l9HCqVSvt7lClzEFP5kbVHrXc1BxrCeDF6GT7tmtJy0RSzjpM2b0Xx9TiTkTBzo7UAhffT\nOD3pC9os/UC7/Bd7098iwmm4b2XYdalkeQidLY+GaWQG5pJavX1tXA61NBIrFXiTpyzrFV6d0bVr\n1/80kZXL5cydOxc3NzeefvrpCvc/fvy4zbZmupgzZw4Ab7zxht3arEpock8mTJhQpf3+a4ksgIOD\nAyUlJYA6G/3BA/tdFKpy+UQgEPCy+2UAjhXMMvu45JKDhIgfjYepWORE36ib2tf3MnYgEkqRSgKq\nTDeaKU+ghrD8pT8HgTP1HAZwsEDtyJ+9WP2g0Mf1F6b4lC6VtWzZkoyMDLKzs82OyspkMrtmmCqV\nSr799lu6detG+/btzTrGVr2nhgBWRARNaWMBBIJSjWfC/W95qDjPggwhZwoXk6tMpIbQtPemPWAJ\niX0U0VjdZf302EvkxCfScPJIxE5SvX3KQ43Bw/E58E25WlldxBYFE1ukf95z4pM41H8CXcf1xKed\nWlduKYnVQPcYlw6ZNIyV2hSB1UXxzZMIJLY//FREastst/C6pRuNtSa5q6Y4inslx0y+X90KeSiV\nSlasWEFiYuKjHopdsWTJEhYtWsTs2bPp06cPr776Kk899VSFxxUVFZGRkaHN0rcHBAIB/fr149tv\nv7Vbm1WN1q1bs2nTpirt819NZEFtj6EhszVr1rRbSDs4OJhbt25VvKOd4CNuREvHiZwonE2W4mbF\nB/wDXY1mVeusXKR16NZkr/Z1s5B53HywinsZVWPRklSyl7oOFeuJBrj9Ri/X1QAsylDfICMc1Xqk\nxo0bc/HiRUaMGAGoy9e+8sorZvUfGhrKwoULWbhwIQsWLGDZsmWcOnXKpoegQ4cO0aBBA20CY2Wj\nvDmju92YpEDzfg0ntUba46KaYN0pOQrA9eIt5Chu4yaqzRSfR28XVh6JNUbUbU0gMoRSoeDc1K+I\nePdlHL0sK2nZoa0KhaxIb5slpDF5y372P/k/6v1vIB7vqx/qrCWxxvq39VwplUoKYzaS98c8VDkP\nce4+1qb2DGE4Pnt/t5Yi6LIQT2E4Ocqy8o/qiqNHjxIQEEBwcOU+mFYlMjIyKC4uZtKkSTx48IDX\nXnsNPz+/ig8E1q9fT25urt3HtH69Oldm8eLFdm+7KrBqlbp4UlUmrf2r7bc0EIvFyOVyxGIxgYGB\n3Llzh1q1atnUZnh4OHv27CEkJMROo6wYT7ou4kzRV3yXFcZkL+UjsYKyNGIV4NmdejXHcuP+CuLv\nfg3A6RsTyCm4RkSweUunluJeuILAayLSAgqQZptXxCDScQRhDs+yJFOtrb4k+4nG0lH4+vpy4cIF\nFAoFM2bM4LvvvmPOnDlmnfvnntP3/szLy+PIkSN8/fXXWjKrsfRycHCgSZMmtGvXzmS9aU9PT65e\nvcprr71mtubbEk9kU9B8578eEupVAquoTc1xgn/KON/9J7p0V370n3+PEa4cQrBDN+sHVwHMma/G\npDYVlSEFdcTNFsJjGDm9sXwjArGI+uMsM5SPCk2hJK8AoaNEKyGICk0BM7WtOdcSOT58Gp03LyCw\nt1oKYyuJNYS1xQ+UsjwKD/+ISl6EtJSOY7YAACAASURBVFlvnNpWntm+PcmrLdFYzVxUByGMz9/q\nFo0FtcPLZ599hoOD+a461RHXrl1j165dKBQKTp8+zcKFC7Xbly9fbnY7tWrVMlokwVZIpVJCQ0OZ\nMGGC1v/834SmTdWrPR988AFLliyxS5sV3Yv+E0QW1PpCDZkNCgoiOTnZ5rq+mnaMPYHag0AYw3jP\nDJZkerEp9ykGu/1pcr8U+Rm8hJWTaGSpTrJ1/aXkFt4gJWsfABKxL9fufk2+LInW9e0zkY1CZRnp\nlgo9eddbxZacvuzOf5kzsq/4QnUasVjM/CeK2S/9ltTUVDIzM/Hy8uLatWuEh4dX3PA/cHV1pVev\nXkazTouLi4mNjWXlypXaFQRdeHt706JFC/766y+6du3KypUrAbh8+TKRkZEm+zRWtcpSaL5vw7ls\njMzq+s1qHig00BDYe/Jj+IlakKo4i5xCJMLqZfBdHomtiOyYIyswJLAqlYqU/TFc+fx7nvzzGwQW\nOF1o2qqXeo77Xm5WOWVcVbXAOTiAgnsP7U5gDWGJZ2z+nq9AIMKpy8sIpY9+jgilrijzMhC6mrZb\nMoQlJPbflthlDEKhEC8vL+7cuWPz/bUqoFQqOXjwIKdPn9aWk61duzZvvPEGEomEvLw8fvzxR8aP\nH4+3tzdnz56lRYvy7dZA/ZuOiYmhcePG+Pubp0+3BMePHycgIIC9e/eaJXOobggODmbp0qV2I7IV\n4T9DZEGfzAYHB3P79m2blkEiIyPZs2dPlS6lSIWe9HJdza68kdwu+YvaDk8a3e92yQFaOVpe3rAi\nWJPsA/BE0z2sPyxBhYKs/DMIBY7cuL+CFmHzEQmNRyANiZDFEFh3Yxjotp2E4u38ltsPoVDIWM+7\nZCn3k5qaipugDt9//z2jRo3itddes5uViEQioVOnTiaf4B88eMChQ4cAdWQAYMGCBbz77rtMnDiR\nJk2a0KpVKxo3boxYXPqz1ZBYexVHMEaKjTlZaMig7nd4t+QYrsJa5CrvUE/6HKmKs7YPyE6oaC6b\nE62zhsQCXJm7iltrdhD1bTRuDU2v8BiWlNVud0ymqUsBu27eoSB1J67PPFvmfV1otLGatrLXrEAZ\nUJe0dqMo/IdkWhtBNTzOmtK5AMqCLISONXDqZp6MpyogqhVBSfJFHCO6lrufNbZslpDY6hiN1eCl\nl15i3bp17Ny5kzFjxjzq4ZRBXl4eW7ZsITU1VbuqFhUVxeTJk/UeABMSEoiLi6Nbt24UFhYCUL9+\nfeLi4ioksocPHyYnJ4c333wTd3fLJELmQkOOn3766UfuVW4N1qxZQ7du3SguLkYiqdzKfPAfI7Kg\nJrMKhQKRSETt2rVJTEzUZtJZA39/f+7fv0/NmjWNvm940bEHmYh0HMHRgg/YkNOdSV4yxALjpQyr\nm4fpkM4y1h9RLzu5SEPILYwjX3YbN+cGdu0n8JoIuVKGAOtJcJikL296prM005sVmbV4xuUn3vVW\nkVD8B5++/w6fTf0Rf1ELu0Q8zUFAQABjx47lhx9+YM6cOXz00Uf06dOHd999Fx8fH/r27UtsbCyH\nDh0yac3SZlkQe8e0wF0YZtXc0F1l0CXIGnQdozBZ416AiBTFKcIlQ7hWvIFa4k6cZTGVKcO3JnHL\nWDTWXkvOxiKxSet2c33FRp6OWYtTzYovDoZkNvamP1ERyXzn34O8Qf7If1xZ/vFpt4itof/gnb/n\nDzzGTqDwnFpuVdnFDHTbN0WUi87txKFpxVnhVQlxrUhkJ36FcoisNZKC/wqJBQgMDASoFG2oNbh0\n6RL79u1DoVCgUqmQSqX079+/wuDTlStXSE1NZfVqde6EUqlk4MCB7Nixg2PHjtGhQweT8rL27duz\nb9++SiOxGpw5c4aWLVsSFxf3r7N57NpV/Rv6/PPP+fDDDyu9v/8ckQU1wdOQ2bp163Lz5k2rta7N\nmzdn9+7dJomsIewVGXvNI5GFGWK+znDlHe+yS9HVEQKBkOc7ZLL5uCe5hXGEBbyOq1MoJfJcHMTq\n6ic2R2H/QWrmX/i6d+JOUKl1lCVQ6ya9eNdbxeac3uzOH8U52RKGuZ3giGAqaYpLBDSEeZfU2an3\n79+nbt26No+7PGjs5Hbu3AmgjdAeOnSIGTNmaO3CjEGpVDLGK4EUxVkSSv7QfUdvPzFOeIki8BU3\nxUlofAnVmptpLXEn7sgPIVNl/PO6o/qNSoom2Oo+YCl5rYj8GZLYzPPxnHlnHvK8AjpvXmgWiTWF\n2KJgLbmtJU0lUlPBy4hPbKxPCBTpa2CFLi4UXauBYzP9fa2NxhqivKisKamByLs2JVcPIu443KIx\nVCaEUldUJUUm36+sSKxGLlLdSSyoI55SqVQbxazqvrdu3aotbAPqhNs333zTbN1uSkoKjo6OuLi4\n4OzsTL169ZBKpezZs4devXrh7OxMcnIyu3fvJigoSFs9VFfSc/XqVUSiyi9BrIkMR0ZG/it9ZR0d\nHYmOjn5MZG2BLpkNDQ0lISGB0NBQq9ry8fEhLS3NbJsNe5BZoUDEcPdY1mZHcbrwK1o5TdS+lyI/\ni6ewgd36MgZriYKD2I3GdWZzKWkmCQ++QVbygLvp2xjQ7h5Sif6yqS2ENqfgKgGe9rEee95tJ9eL\nt7It9zkWZooZ53mfq0W/cPDyZALErRH53+fevXs8fPjQrlYrhrh4UV3RrU8fdbWnsWPVmdv79u3j\n66+/5sUXX8TX19fosUKhEE9xfTzF9cvtQ6bMIU1xketFWyimNKu070ewcGFplH/bdHAR+jPnUDgN\nGzZkZm1nAiNFBF5zMRrVfMJlIWuyW5FUotZJf5Ol1s8dK5yFUCAmwnEYTkJvS06H3aEZt7kkVkPC\nLCWxib/s5Nz7i2gy5w1CXnoWoYP1l1ndCG1UaArpPdsTv2w9L73docy+upKCfB0JQd6vNXAMy9B+\nHms0ssbOgS2RXUl4J4qKCyk8uQWnNgOtbscWaIipOfPBmsIH5pBYD2E90pWX+DGjbJnt6ogzZ87Q\nuHFjTp48Wan9KJVKjh49qtePo6Mjffv2tWqF9YsvvuD9998H1PkIy5cvp06dOnTooP4dzZs3j169\netGoUSNcXV25f/8+np6e7Nq1i8LCQtzc3EhLS2Po0KEUFBTQrl0VlMQDtmzZwsCBA0lPT8fb+9Fe\nPy3FmjVrGDJkSJVUwPzPEllQ35Q1JzEsLIzr169Tr149i9tp1aoVe/bs4ZlnKiZO9lyKriluQ4Rk\nOAcKJhHuOARXoToqfLvkL60+trIsjUxV+DIHjWpPIyllLbmyeO6mbyPA8yl2nmrMc+1TtfvoJg1Z\ninvhCkguX1phaVGI+pIBvOmZxtJMH5Zn1uSnn37i4ChIUZyGe+p9ohsoWZZh8XDNRmFhoVYPdeHC\nBTZs2MAnn3wCwMSJE5k4sfRhxtHRkREjRjBy5Eg6duxo9oVCKnQjSNiRIAd1xNTYXJ3iAy0dleQq\nk/m0WxzZihjkFJJ1B0DF9YASUKnwT5bgliogB/AogV4uP+EuDEUkkHKraDfHiz6khBz+KpjAXwWl\nBtnOAj8aO44mUvoy3iLLlsyMzUdDYm3LA5KxqlWmYEwPm3LwJOenL+aJvStwj9B/cNZEUA39XcuD\nocwAb3/c5OeILQrWa+/Az2XPo2bsNQTZqMTWZ5obSgUMK49ZC8cmPcnfWzXJIIYwN7pqbD97kViA\nVUmd2LJlC/DvILKXLl1i5MiRnD9/HplMZtKBxVJcvXqVvXv3IpfLAbUsJy4ujgYNGmhzAjIzM81e\nGdXFmDFjWLlyJTVr1kQul/Pw4UMtwdJA9/pZu3Ztrl+/TkBAAEFBQVoOcfDgQUBt0ejmZp5bjq3Q\nOON0796dc+fOVUmf9sKgQYMA+O677ypdT/2fJrJQangvFAqpX78+8fHx1K9fftTKWBseHh5kZmbi\n6Wk6mqEhlcbIpSnCUBH61PiZq+lrWZEZyLveapKjQqFdinrU3pzGIBSI6NZ0L9tj6wJQv+YbHM8e\nRmLwHRxRa6w0We9Wo5xEL3PJtyHZdRJ68663io05PRk1ahQNGjSg8EYwycr9AFyUfQd8YP2YdZCX\nl0dKSgpbtmxBpVKRmpqq54HctGlTmjZtyscff6zdVlhYyI4dO1i9ejU7duzgu+++47vvvtNrt6a4\nLY0cR9BQ8qJJ6YA5EAqFuAvr4E6d0nmWDbEDS2jFPzdzCQRlq8+f0lFJAQ/IlN8gQ3EFiciVbs5f\nIlOmIxV6IlcVkSa/yH15LNmqBGJlnxMr+1yvzzrip2gsHUUD8WBEIn3iZeo7NTaHrHElsKbIgSFS\nj57hxIjptF/ziUkSaw/cTquBhrZqZAe6S/guHTK144u96U/alTvUnFyv3EisxibOEOboXW2CyrYl\nU1PjNoQp4mpqPlgjI9DAHBJbej/wqlK/TVshk8lwdnbmySefZNeuXWUsCM1BUlISf/zxh548oW7d\nurz++utIpVKKi4uZOXMm0dHR1K5dW7tPeno6S5Ys4Z133rGov5UrVzJ27FgcHR2ZOXMmhw4d4rnn\nnmPJkiVaeyt3d3cePHhAQEAAAB07duTYsWN07dpVj+QqlVVvi/nJJ58wffp0SkpK/lXWZ5rz9Prr\nr9tMZOelwfxyTvt/nsiCPpnt2rUr9+7ds7iNtm3bsnfv3nLL1mlu+OZac5lLRMd53md5Zk2yFDfx\nEIUixYt0+VWgbHna6gIXaTD9293l2OUXOHJlAFIHf3yvy3F2VIJQHdHQRDYs1c0GXhNhzqVft/Sq\nJRjs9ifxRVv4Pf55XnyxFXe2fsZVl/m4RR1j9uzZTJo0ySahf2xsLEOGDCEpKYmXXnqJ3Nxctm3b\nhkgkQiqVMn/+fKMPTE5OTgwePJjBg/W9Nq9evcrPP//MmjVrSE6O4b48hv3547UPPrrQkPfyVg00\n81Jz/qb4CMsQyXvhCqK2lF5UhUIhrgTiKgkEuph1HlQqJcnyg1wo+I44+a8kyfeSlLeXaw4bcQ3u\nBAgAlfrfO6WfxVVaD2HH3mb1oQtjpMUeBBbgz66vkBF7ia7bv8a/m37JSkMSG+WYXG5U1pR7gS5i\nb/pz4Liazmo+g4bA6raft2s7AgcHim42xFjOqPxeHBkzo5A0fxaPN38p874hebX0fJVHfpVKJVhZ\nPESlVJIR3RpFyg18v8kyamlWnhzA5MOOQFAuia3oOmXOtSbs4xUIBOOoW7dulRbdsQcOHz7M5MmT\nefjwIbt3765w/1u3brFr1y5u3bqlJYkBAQGMGDGCGjXUeRO7du3ixIkTiMViOnbsyBdffEF0dHSZ\nqone3t4IBAKLZH4ahIeHc/LkSZydnbXX7h07dmiJ7LBhw1i1apX2tVQqpaioSG9Z3NnZmV27dtm1\nLLk5mDZtGtOnT+fw4cN07969Svu2FWvWrNEWG6pM/L8gsqAms7bYWAgEArOfxCyJkppDZl2EAXqk\npKnT/zhaEA3MqTQ/Ww2CLpclMebCSRJAjxaHuJ+xl0OXerHjZD2CfQcTMmCtTcu/uQUJOEnUkV1z\nSLApmUF5N50GjgN511GFbHcWLo4ZJDkvY+fOnezcuZONGzfy+uuv07VrV635c0VQqVRs2bKFzz77\njBs3bjBixAjmzp2Li4uL1ie2f//+fP/993z//fcEBgayZcsWsrOzEYvFtGvXDmdnZ6NtR0RE8Mkn\nn2hlCGB6PpT3mXWPMfUQoBtJt/ZBQQOBQEhthyep7f4kz/KLXpumoFQqOVXyJUGYT2TtQWDBNInd\nETGA/MR7RM54jYAe+to5ayOx5pBZlw6ZyO/dJeTBZfo84UVU2i3IhVhHdWJrSU4emYsX4EYjIs7r\nR+fjomTITm8jZ4X6JuM+bo1V47QFRSd+xbHNQLOjqhrI714hY5b6PLtP2KRHYs3RspYXsfdPEplc\n5bc1STVNfoUfsyNhHHTq1IkDBw7Y1F5V491332Xbtm289dZbRonkuXPnOHTokFYeAGqXg5EjR/LN\nN98wefJko+2eOXOGOXPmEBMTw5o1a/j0008RiURGPV3Hjx/P559/zowZMywa+19//cUrr7yCXC7X\nVk1s27at9n1nZ2dkMv3rRIcOHdi6dSv9+vVDLBYTFRVlUZ/2gq3c5VHipZde4qWXXqr0fv7fEFlb\nYe5E0iWmlZmFWl8ykNWrVzNy5Mgy/VY3+HuqvXAlzjVJzTqE4+XlBIrHm3WsMaL6IOtP6vgN07sh\nVUSAdMms7r6a7abIrlTogRQP+udeQO5RhEToypXENSxc+BkTJkzgq6++4q233mLPnj1MmTIFoVCI\nh4cHd+/exc/Pj379+tGtWzcSEhKYMWMGNWvWZPHixXo/bk0Wbk5ODmPGjGHz5s2MGzeO+Ph47fc7\nceJEFi1aZNY5g/Lng+F75sxT3Qcaa2/o5RFfs+UgYdkIE1xMvm+LH6zucrzhNlPYFtIL2YN0or6N\nJmRE+f6ulsIcMut+5CdObdyL75n14POP1OCqPyW3k0h57zMUSXcp8ipbbCBv04cU7PkKh4gn8Hxn\nm03jtBbKnBSEzh48HOOOY5vncR/zA/DPtVYhR2BE15u77n0K96urL/kueYDA0dmqRCwNDI+9IxCi\nVMoRCktvjZr2FMpihAIHk6Tb1AOdXFXELt9mWn9oWy0hHwWGDBnCxo0befbZZ/n6a3UFx8LCQhYs\nWKDdp379+owbN86ob6hEIqGgoKDMw/ixY8do1kxtp9G2bVstuVQoFCxYsICGDRvyxBNP0LGjWtPv\n4OBAYWEhixYtoqSkhPz8fKZOnVquVvejjz7iww8/ZPv27YSEhGij4AMHlk0y1I3Aurq60rt3b44c\nOUJJSQkdOnQoEyV+jOoBgbVMXyAQqP6tTwnW4OzZswQFBZnMGrcV1pBQv/fnMXr0aL2nY3uTWVtt\njjS4IP2dwqwrOD2QoVIV0SxkboXHGEsIuxeuIPn8lwQ3Ky0GYQ87Lw3MiS4WKjNgWDRLly4FwMPD\ng6ysLACWLl1KUVERPXv2JCUlhZUrV3LlyhUuXrxIrVq1WLFiBbdu3dIrPXjlyhV++eUXvYiqUCjk\nxRdf5PTp08TFxXHnzh0CAwOt0mfpzolCZQYzrhSzoHFAucdUlCxnOC8qOm/2mEf3whUUZF8nL/0C\nfqHPa7db4kJgDBWRVVPYGvwURWlZdPj5U4Kf76HfZgUk1tqEL4CsH1fi8fJreuM+/8HXxH35M94z\nPqLwdBbyP7/HP/J/uPq2wrtOX4TCUlJ4enNr8jMu4DIgGpc+75o9Dqg4km3o8mBKWlCSdI7Mj7vg\n9upKVLI8cteqf88+i+9Scv042V8PxvnZ93HtPx0AZUE2aRPV58y571RaB8wp06bhdcDUalJ5Edm0\nW1tx8miAi2ejMm3uPBlJTmEc/dvewclRP+nI1Pw/UfAxxwrV9kO//vorQ4cOLbPPggULTEYrqwPa\ntGnDqVOnWL16NWlpabz9tuWFeC5fvkx8fLxWU/vbb79x7do1XF1dGT++bFBDoVCwZMkSJk6cyO+/\n/86FCxfo1q0bnTp1YuHChVqd7KJFixg/frxekRhj+Pzzz5k6dSoA7dq1o3PnznzxxRd6+1y4cIGE\nhASjul+VSsX+/fvp0aNHmfceo2rwT2Ta6A2wejnqV2NcvXoVpVKpl+moUqnYvn07p06dqvLxzEuD\nt99+22gJuHlp9o8GW7N8rHvD8L/vxq3Y6aTnHEdczUqWWvrZJAJX5s2bx+uvv050dDSNGzfWvjdp\n0iQGDRpE48aN6d69O+vWreP8+fNs27aNAQMG0KtXrzL1sxs1asRTTz1F9+7d6dWrF/7+/nh4eLB2\n7Vr69++Pl5cXQUFBODk54eLigkAgoHv37nqrBBp7sPXr1zNnzhyGDBnCTz/9xNGjR5GPeJt8pZr0\n/Jb7rNl+uJaQzzuRyjJ/ugi6LLSpRKdmLpUUpuEgLWXm5kZgDQlYVGiK9k8Xmzw7szX4KYozS1XY\nB3u/ScKq37SvlSVyNvl0pSgti/Zry5JYc6AhulGOydq/iqBSqVAWFGjHD6AoLuHqvJ9IC5oFQPrH\nHyI78Suus/aTwmWu7htKbOxzXG1TiFJRzOGVEvIzLuA+6TeLSWxF0CWtyoJ8sjc+oDj+mN4+SqWS\nzK8HITu3E0nzPuSseo3Cv3/F+9MLAKS9VQuBxBnnpydSsONzUsf5IovZqCWxbYZcKUNiA6+JjD7M\nWvPw5OrTgvyMS3ptHr38POsOi+jeXF3lb1tMEFn5aqu8bUf8yTq9ukw790timZ8u4FjhhwwaNAil\nUmmUxIJa+56Xl2fxWCsbKpUKDw8PTp06xe7duxk8eLDVS9yRkZHcvHkTUOtmk5KSmDp1qlESq+lb\ng379+jFjxgyysrL45JNP9JLjQkJC+P777/Xuy4b3aYD333+f1atXc/bsWUJDQ2nWrBlvvfWWnidt\n06ZNuXHjhtHxxMfHs337dss/+GNUCR5HZM1EZmYm9+/fJyEhgb59+wLqpZXz58/j5uaGWCymQQPb\nKliZG03VJan79++nsLDQqFm+rdFZW6NourKAxNRfuPXgJ8QiV1wcg2lZz/gyue4xuhFZPRnBhUUE\nNZ2kfW1rRFY3cmMu2dJ8B9nZ2ahUKoqKipgwYQIbNmwAYM+ePRbVyF6yZAmvvPKKdulNpVJx5coV\nIiMjEQgEzJ49m2+++YaUlBSkUin5+fl4enoyZswYgoODy9wQPD09ycnJwcfHh5SUFNo5TaeD0ywW\nZqgjc6Pcz+Mrbsq67K5EOb1PqERfc1rR+TBnbtgiIdCF7neflrgNqVs9XL0irZYRGIvAKoqKKcnO\nI/NsHIcHqOeWb6cWdP1jCSdGTOfu7wcBaPvDHGJenQlKFZ23fElgr45l27dSUlBelDbmmhepb4+j\n4MCfuPTpz7Ob1JHK439D8hNq7Z775B1kL9C/DnhOfI/Mr/QjT96fXkDkW9dkX0qFAmXuQ1TZD1Bm\np6LMTUFZkKMtbiEJKdT+vzjRGUndAhAIKE50QlKngOJEZwQOUkQeNUEoRJ56E5eeb6KU5ZH322xk\nMZsgPx3XwZ8g9KlDznK1zMZ7/nUyP30SZUYy0k4jceryMpmfqmVJbv7tadb3YJkVCUt/+xU5pSiV\nSvIOLKFhUGnUsViexZbjag/PvlGJWjeWQTX2cKV4LVeKVtPOaQadnD+iWJXLN5m1KVKpV2hSU1Mr\nXMWLiYkhLy+vWiXyKJVKren/yZMnad26NdOnT2f69OkmtfoVYeHChUyaNInp06czd275K3JFRUV8\n++23ZR76NWPTdRK4du0av//+OyqViho1apCRkUFJSQnNmjXTi65ev36dkpISsrOz2bZtG0qlskxU\ndt68eUyZMqVMn7du3eK9994jOjpaWyThMaoW5UVkH2tkzYSnp6f27++//6Zdu3bIZDIkEglpaWpW\nYyuRtQbdu3dnzpw59OjRw26efhroEhFbSW1dv2HU9RvGgQtPE39vMVnO6TwZWDbBpKIbk1JeXMb1\nwFYY+2wVLa1r3Cl03QtWr17N888/z4QJE5DJZBZppYuLi/VuEAKBQJsEplAoEAgErFu3DlCX/2vV\nqhUuLi6MGzdOe4ynpyeZmWrilpmZiYODA3379uXIkSOcvDYfL5F6ubSu+Bl+ym6Gu6Au2apEHGSu\nhDj00pIEYyTWFLG15xwxhDHSUSJLJ/WZlgjdyiexlsoIMk5e5kCvNwh9uT8Dkvdy6+c/OD/tKza5\nd6Te64Pon7iL3+s9S8zoaAB6Hv0Jr1ZV4xqilMspmDQUBJ4EfP8rKW+/wc7/eZG79gckvh60+eZD\nTr35qZrEOjgh7fYKsj+XASoyv1uKtNMIZEfVv7W6bT7m4dkdakMI0JpCaP8FQIDQxROntlJKBGE4\n1G0Brt5GvYod/rnklScnEFw/QeHhH8nb+hGq3Id4TttP4bG15G2cjtDdH58FCaRNDiP93fq4jV2N\nMvMueeunITuqjnQ2fHINfmEv6LVpTzmRLox9RonYg8GdCtl41IntsXUZ6X6W3Xmj2ZT7NE+5rMRD\nGMrxwln8XVhqlbd79+5yHW500aJFC5YvX15tiGxRUZH2XqLxXl+0aBEjR460msSC+uF87ty5ZkkT\n1qxZY9K33fA7Cg8P15LPjIwMVq9ejbe3N3///bcekS0sLMTX15dGjRoxevRoJk6cqE00vHPnDkFB\nQdSsWZOkpKQyGubg4GA2btzI0qVLHxPZaojH0gILUbNmTUQiEcnJycTExLBt2zaaNGlCly7mWQ6V\nB2vlAO+8845WdF8dqnzdC1eUSdLSkBKRUAoIyLp/iGteMXrvmYPMe/tx9++k149NfrRGoPm8xpbI\ny4OjoyNDhgzhwYMH9OvXz26OEkKhEIFAwJ49e3BycuLBgwf8/PPPtG/fXi+T1jDyI5FIeOONN9i4\ncSMKitiZNxwfYVMuZm6knsMAslWJANwq2cmyTF8eyi/oHa97Hgy3GYMuqbUlGlved3qvZia4mq5w\nU55Zf3laWJ+OzXGpU5Ob329le3g/5PkFPJ92iJCX+3Hjm01sq9sLlVw9ph6HvjdJYu3pF6vB3e2H\nKcnJx++rb3Bq2wGXHk+Tu241CEUUP8zi5OsfacdGSSGyP5ci9AvBIbI75OcjO7oGoWctfL/NpmDM\nBFyeGo9Lz3/+ntL/12/mcPxmDsPn3V64dH4Cj6G1Ebr5asmD7vk11/lBUr89Qo9ApF1Hg8iBzLnd\nEUikeEzZhTI7hbTJYXh/eh6HBh3JWTGSvPXTtMd2fDlTj8SakhFUBHOvE6baFgklTPZSIsSB1dkt\n6OT8KY0kL7E3/zVtNTuA5o5voFKpzCaxoP6dVpcSpNnZ2VoS++DBA+rVq8fmzZuJiIggPDzcprYd\nHR1p164dfn5+5e6Xnp5OZmamxX7vAF5eXkyaNImDBw/ywgv6Dz9yuVzrw/rWW2/RqVMn/vzzT27f\nvs2ePXsAdVLb5s2b9Y6TyWRsv/hBiAAAIABJREFU3LiRBQsWsHjxYovH9BiVj8dE1gq0adOGgwcP\nUrNmTd577z1iYmIqvU+N7tUY2XV1dSX2swiOHDmi9749tLL2kBdobiD3whV0abwNv3ovUpx/l7Rb\nW8o9ztj/CzLjcPFuZuwQo/tbA3PlBeUVwNDAnnrl4OBgbty4wfbt2xk3bhzr169n69at2huPbhau\nVCpl3759tGjRggsXLhAi7gWAWOCIq6srz7j+QF/XjTRxfBWAQlU6P2U343bJwQrHYQ6ZLU8vWx4q\nLGagUpmsYlYega0ooUsgENB87kSETo4oCmTELVjDtnp9UCmUeLcr9WPqdWEj3lGNy2nJflCpVJx5\ndyEnx31M87kTEPyz1Ct0cgKFApQKnor5GadapcTA441JIBShTL1JyWV1IQ9Js174fHHVZMED3T9z\noVuAwRw4Nn0KSfN+uI1fh0v/GRTuW0bWvF74LEoEIP2DZkga99Tu79xrMl1eK0bkUOpQYW0U1vLr\nQdnzFHRZ/TD5jncx/qLWbMntjadITezuyo8iEbjxlmc2Z2VLrRpjZWL27NmMGzdOT3caHx+vXb3R\n4P79+3h4eACwbt06atSowebNm8nJybGImJvC+PHjzYo6L1myxKqEMl3Uq1ePli1b6m1r0aIFZ86c\nAWD06NHs37+fvLw8tm7dqvWGlUgk5ObmsmrVKubNm8eCBQv45ptviIqKIjw8nIiI6uvd/v8Zj6UF\nVqJv375s27aNv//+myFDhtitXV3SY8nSdAPHgbz3dDTH8swvV1oRbCUgpm4gYkf1xTL5/Hz+rJtA\niN9s7oWrzd3Lu1nFRclwOV9+aVpd0qyBJTdAS2UGhmS2Mi3XNHBxcdGrlHLkyBFOnjzJ1atXadOm\nDfXr12fdunXk5+cDMHz4cF544QUKCwspLi4GYHGGB1N8BlFf8hwhDr2QCrzZV/AGF2UraUYXbUTd\nkippFaEiT2JT86U8LWxF5MsSR4LAZ7vgVNOXvBu3URTKoBAS1/4BSjUBeDZuKy51As1uzxbI8ws5\n1G8CspQMeh75gRr165CozpXBe9osXAcM5t6g3uxt+xIN3nqR6ys2oiqRk7VsEc5P9aZg704AvN6P\nRlzPeFKXucTVnP00bgXlkVvFzRikHYYjbNwTxxbPkjGrHWmT6uI54zBZ8/uQv2WWeswfn6Fxkv7D\ngtWlrHVgOI/Mrd5l+Nsf4XGSXXmjtW4Ew9xOEOjQrkp++9bA39+fWbNmsWLFCtatW8cLL7xA+/bt\nycjIYNCgQWzYsIH4+HgaNlRfg/Pz85k/fz43btygY8eOPP/88xX0YD/s37+f1q1bV+hCYAoKhQKl\nUmk0wi0QCBAKhSgUCpycnGjQoAFeXl5lbLiee+45/Pz8tAUcNAgLCyMjoxJrlD+G1XhMZK3EyZMn\n6dWrF0lJSRw/fpw+ffrYvQ9LLozz0iA1dTxffvllGSuXyvaYtSTicS9cQZhyAfcuLwMgPfE3Mu/s\no2nvnbj5t7W7TKCyYIyQBV0WWuzPag+0bt2a1q1bk5GRgYeHB8XFxSxfvlyvHrhYLNZW0tEd3xQf\nEQ0c1TeqVoqJ/Fkwltp57wBNOXNjEsG+g/F1L5vQZE9UBoEFy221BAIBLT6fyPGRM1Dkq8tnChzE\noFTRN24bToHlJ+3YS1YgS0nnxEi14fvTJ9cidipLuBwjIvF8dzru6ZeIX/wrAC0WTObK+uNaEhu4\nYQfybOOSJ2MuDsZQkY+tJVDJixE6qjWW4lqN8F2ezsPx/mR+rB6juHZzPGccIuKkk95xlpBYa+ZS\n2X5KI5emHmB7uf7AUy7fIhKol6qrK4kFGDt2LKNGjaJ58+YMHTqUoUOHEhcXx7p165g1a5ZeYCA3\nN5eZM2cyZcqUCiUA9oZSqeTw4cPMnj3b6jYSEhKYNWuWnr+tLjp06MDvv/9O165dOXz4sDbpTKVS\nkZeXx4oVK4wmewH8+OOPjyQP5jEqxmNpgRXQWHvEx8fTrFkzgoODefDgwSMZyxSfUpLq5+eHn5+f\ndvlEF5V1obWUeOZnXqEoPxmhyAlXn1bU67SU4GZvk5qw3qzjq7rOtTGYIrGG0P1uykNeXp5dEvW8\nvLwQCoVIpVI9ElsedOeFtzgSIQ7kFFzD8dQZ4u8t5m7674D6Qp9bmMCdtK3cTd8BVKyJ1YUpiYGl\nxENSt6BSSKwGNXt1QuqnroIlcBDj2aQBA+/vr5DEgmXesKYgzy/k6ND38WjWgK7bF2tJrDFC2XFM\nW1xr16TFl+ob79nJCyiKPQFA7cOncYw0LymlvHNl6j1jkdcKpQYGLjcCsQN+KzKo8dIi3CduxuvD\nwza5EhibS3FRMqNzyZwiChXN6X8DidXAycmJa9euER8fD0DDhg1ZvXo1a9eu1e6jUqmYM2cO06ZN\nq1IS++effzJ37lxmz57N66+/blNbDx8+RKVS4e/vz40bN8rYhTk7O9OnTx92797N6NGj+fDDD7l0\n6RIHDx7k999/RyaTGbVCKygooE6dOnrVwB6j+uBxRNYKnD9/npYtW5KVlcXp06cJCgp6pD6AuhfS\nESNG8OGHH9K8efMyS/CWJh/ZUp7WFDLv/InEyY+Oo7O0N62U+DXkpZ0hL/0Crt6mS77W2XefXGfT\nRv7GbmT2yG42RzNrSn5gzk0uNjaW5s2bWzM0uyJA3BolJWTnX+LcTTU5yi28zuWkj0nL/ZuM3FMI\nECIrSSHE/2Vqqr5BJFBX8bEmIdAQ5kRgs+IrbttaEqtSqYj/+heKM7IB8GrdiG5/LDEaETXar40R\n2aL0LI4Pm4ZLcADNP5uoLb1qutJYAJFTX+H6io30T95L8qY/ufTdbgJ/2YqgnKVZ3QcBa8+VVVCU\nlLFOAnDq+or2/+Yu9xvC0vlUHsQiV7wvZoHQq8J97UVi/fz8tJnzlYn69eujUqnYuHEjQ4YMYfjw\n4bRv357jx49z/fp1mjVrhpdXxZ/bnjh37hxTpkzhypUrBAbaJt3ZtWsXHTt25PTp01y8eJHk5GSe\neOIJvX2ys7N58OAB7u7uDB8+HLFYzMGDB2nSpAk1atTQJrnp4syZM7Rv315rSfYY1QuPI7JWICQk\nhMTERMLCwggODubYsWMU/GNUXh3w6quvsmzZMpPvW5KAZKuRfZn2mkzEr96LepEXWV4S6Uk7OLOl\ntdFjNDekzLv78Krd2+g+lQndaGJ5hM3Ye8YeGgy3Xb58uUxiQlVCMxfEAindnBdy/f5ypBJ/2jdc\ny930bVxMmsnD7CN0bLSR/u3u8kTTfdxN38Y3+Q1IKN7B7YgivfYMM8R13SVMZY+bIh1lkpAqiMhb\nSsxUKhU51xK5vfFP/uo+hsRfdtLz2E+0/X42T+xcajaJtRVH7rtxsM943CPDiPpuppbEmoJuEYWH\nLYZw9MdzZD41nlobdphNYq2FJUleunBs2Zeik5tNvm9tqVlLV4Uq6qdBSlMeys9V2I49I7Ht27fn\n2LFjFe9oJwwePBilUsnNmzc5fvw4oK629eKLL1bZGDRQqVSIxWKaNjUdxDAXzzzzDPv27eOrr75i\n6dKlnD9/Xq/ogUqlwtfXl3feeYeLFy8SERFB/fr1mTp1Kr1798bPz49Dhw5x9+5dvXZzc3NZvHjx\nY41sNcXjiKwV8PDw0FYXCQoKonfv3mUqiVQVjF1M69ati1QqJS4uTivgtwWmyJu99KxJp0sr9RRk\nXUPs6IWiJBcnt1DtdnWiVx5iifEl88qKxmpgbnRaNzKr+3+N7yyU/c5KSkrs7gFsLfzFrXCUufCk\nYC4hD58mxC2UDXk9kSvy8HRphkAgwN/jCQZ2SONu+naOx80m48RwwoPeoVHwVB5ElBIwc+aHpTpY\n+d07ZK3+TpuApYvaPrnEGWlHIBAidpYidnPFwd0FB1cXHNxcEDiIiH1tDgX303BvUIf6bwwhqP8T\nCB3E1AizXSZgLhRyBafenItn83BaLJis95BnKCmIvelPVGiKVsYQe9OfouueyJO+1+5jWCZWA2si\nsYb9W0tiAcT+9Sg6Y9/qSJZKUyoisUGXhRSLmnG56Edq86TRNipDShASEsK2bdvs33A5EAgEhISE\naF87OzuTlpZWpbKCkydP6lVGtBV+fn60bt2anj174ufnx7Rp0wgLC8PFxYWCggJEIhFisZjOnTvj\n4uJCXl4erq6uODmpddnDhg3jxx9/5MyZM9SqVQulUsnKlSuJjY3lyy+/NFuy9RhVi8dE1kroEtfq\nOLn/97//ER0dzZw5ZWuSPwoYVuvSRdTQ6wCc3NiEWyejyU2NQSiWEt71e9wDOmj3S61dQn6UzOzl\nR0MvW1v2tbRcq+7/p/iUJbPVFcEOXRjreUf7OtChHV41osgvuoWDuHSeB10WEkR/anXsS74siVPX\nx7H7Rg8iQzbhIK14adLaRC5xYC08Rv5P+9ocQqZUKpHn5FGcmYvsYSZ5Ccnc33uc+7uP4xYRQvhb\nLwIqCu6lEr/cPK22IeqIszikAoQCNckW6FYcwHgk+R/9XsLhK2Scu0vYqwOIX/wrKp1ko6y0GmUO\ni/PJBeD2P+8VJzqjzJFyd9QkXJ+bidivlGyaW9nMEMY0ubaQWC2EQpTyYoRiid5mY7/p8n6T1jxE\nm0NiASRCZxQYn5+V9fu1l9OMpVAqlUyZMoUaNWowY8YMPvnkE2bOnFll/R84cIB337VfqeQGDRow\nY8YM7espU6awatUqraRFIBCQk5ODSCSiuLiYgwcPlqmK6evrS9euXXn11VcJCgpi4MCBtGjRolre\n5x9DjcdE1gpkZGTg6WmHi3olY/jw4Xz77bd6Vk32hGHpWFP7VARpjTooSvJQKWRk3f0LBAIEIgnn\nt3ejy2vFNo3RVGEGXWJti7WP4TkwVfNdNzKrQXUntRoMEq6nRJpPrsF2DWF3kdahS+MdHM2awoU/\netC0zz6TZNZa3aIxGBKygjsp5F5Pwr1xfaS+nsgeZnJ/zzEe7Iuh4PYDcm/cpjgjB6m/NwFPtaPz\n5oX4dijfk9iscdigjVWpVMR+/xdtln1AwJNRZd7PMUIoG4amEOWYzJKrpVIcDcksOLASgWwH2Qkl\nALiPeEXvWEtIrF2IqwEc2w6h6MQ6nDqP1G4r78HU2O/THBLbMFaqN9fMJbGm8G/5rVqKTZs2MXr0\naI4ePcpHH31E//79K62v5cuXk5ubS7NmzbS+tBpLrMpCq1ataNWqld62q1evMmvWLFavXk1iYqJ2\ne0xMDMeOHePWrVts2LABNzc3xowZQ0FBATExMXrFZx6jeuExkbUCSUlJlS7KtwfCw8PZv38/CQkJ\nhIWFAfp+p+bacpmzrG4OoSsPQrELwc2nUrPhK9y9tJS7l74CID/jElAPZbEMgUEUx1IY6jbLixKb\n04apY43dfCsqeVudYOhl7Cz0AXxwv2y82heol+9D235O4snpnPu9M42f3oaTe2nChLkE1lwNZ2PH\niyR8f5z8pHuUZOeReTaO3IRk3BrUJfP8NRzcXFEUyvDt3JLA3p1wqROIe8MQJD4eiCQOZvVRFbi2\n9xzyYjn+T7Sx+NiofwgtwBJak3/cE+cnXkMSfAGRlydFVy+Rf3AfLt16aPevCKZIrCExtBZij5oU\nFWRRnBCDJMy8DHBrJUymCLJ5JLZ0W1WS2MuXLxMREYFQKNS7blcWbt68yZAhQ+y6vG8KBQUFvPfe\nexw9epTPP/8cuVxuc3KXNYiIiCA6Oprx48cjkUiQSCQMGzaMtm3b6rkSnD9/HgcHB1JTUxk6dGiV\nj/MxzMdjImsFWrRowe7du03Wgq5OGDduHNHR0Xz00UeV0r7uTcEWTapAICCkjVoG4Rnci7uXl+AT\nMojTm1vCdiec+07DMaKbrcPVgzk3SF29qzn7l7ePLvnTvXkaWsRUN1T0EKP5zAIEhER9iqNrXc79\n3gXp0I+QdhhmF8s0lUJBSdItis6fJXtkL/bcuoP/E1G4R4Yh9fUi6Lkn8WnXFJGjBJVSSe6NZFxD\naiF0eLSXOFluISd/PMDpnw9RkJFHSMeGdH27L4HN6gLw12e/8czsoZRYeY6MWX45BKu3FcddRSWX\nA9bLCcB6JwFTcHl6AoXH1lKYdhuntoPt2nZ5MNdiS6lUUqJUrz9UJYnNzs7mwIEDbN68GZFIhKen\nJ8XFxUyaNKlS+isoKEAisS04YAk014FOnTrRqVOnKusXYMeOHdSrV0+bMxIZGcnKlSsB2Lt3b5mo\n7YkTJ0hKSqJx48acPXv2saygmuMxkbUStWrVqhK7FFshEAgYOnQoq1at4tVXXzVaOayqYG5kRepS\nE6FIStpNtV7R078reZf34/zUBLv1a44sAkpJXEX7xhlod82NTufk5ODs7FzhOKoKlt64jZ7bRmNw\n84/iwr5XkB1bg7TzKBxCWiOQuiJ0ckfgaPzz6kZjFVlZFOzbhez8GYqvxVGSdAtnnxoIgCaLp+Lb\npZXJyKpAKMStQR3LPoiVKE9WkH4rhdWD5wPQeUIfglqFcn7T33z7zEeMP/oJ9y8m8fD6fZoMbMsZ\nI88yxoilhpDGFgVrE790oTmHuVs34dS+M5KwejaRWCidv3F2XFl16jic4mtHcFm5BGWTdypdI2qJ\nT6z/1Plsefl1qrgeAAKBgPHjx+tt279/P2vXrmX48OF2708qlSL/50Hnv45evXqxbNkyjh49Sps2\nbWjWrFRSJBaLy8y/Nm3akJWVxbFjx7Tlax+j+uLfsdZZDdGkSRMuXbr0qIdhFiIjIykoKODWrVuP\neihmwdkzgpbPxWhfe9bqjiQ1G6FQiEqlIuv+YRRy2+zObJETaKAxW9csuRpbei2PxE7xUeuyWrc2\nbjtWldC1ZDO3kEN5cPVujuf0Qzh1H0vRqd/IXjyYzI+78PCdELKXDUd2cguKh4ko89XES0PAlPn5\nZC77ijt9n6TwxFEcaofg/X40/S5v5NmrW6k3bjABPdpVK3mAMShK5Pw0aB4RfVoxMeYzWo/sRkBk\nbZ6eOYRn5gxlYYvJ/PbWd4z+7X3ENnyW2Jv+ZUioUi5Hfv8unXrWsIrEmtLG6j6oaWzRbLHzkoR3\nxjfsBRJPzkAuy7K6nYpgLonV/AbEYnGVV7UCtJnzuujevTtCoZB9+/ZZ3F5eXh7Tpk0zaeulKdda\nFcjKysLV1bVK+jIGkUjEW2+9RbNmzUhKSmLLli3act3GcODAAbp3745cLq82jjKPYRqPI7I2oGnT\npvz5558EBQURERHxqIdTLt588006us7kRIF1EgPdJXZLYK2+zdmjAa2eP83pza0QihwpKriLC1B8\naS8XdgwmqOk7hLb9zKq2zYE5EVhz2ykvAWzugCvszhxn1RirAuV936b8YDWERyB2QNpqANJWA7Tv\nK2V5FMVsoPDoT+RtmoGqMAORjy/FvfuhLCyg5IbawaLmd2uRhKt/U1Vq2m8BTEVjFSVyNr7+DS4+\nbjwVPRihgYl6u9d60mJYZ8SODojE1slxjEVQNaSy6FQsTbqXlRxEOSaXkSKYS2LvhSu0c94eXrRa\nUuwaTN02c7h95mO86/Snhm8Lm9vWwNRDpLWFSyobbdq04a+//uLJJ/Vtv1588UVWrlzJl19+qZUh\nSaVSxo4dq40kGupp9+/fz7Fjx5g5cybz58+nY8eyZaZ37dqFh4dHJX6iUvz888/VQmfapk0bkpOT\nOXPmDCtXrsTPz4/09HT8/f2JjIwE1NKS7du306JFCyQSSZVbkj2G5XhMZG1AYGAggYGB3L59mx07\ndpSx8ahOEAqFhEtKJQZVISuw1WfW2bMxQU0nc+vkhyiKswncfp6bfmr/Xlmu/aPL1joYaGCNllCF\ngumBpTo1wwS8R3GD1Yxhig8Qaf5x5UWmNRBKXXHq+go+054D1NrXossXyP/jd2Qn/8YhrB4+s+Yi\ndFFHb8qS2Edforg8yHILWT1kPgKBgBHr3ilDYjVwdCl/rhgSzKjQFG30NSo0pcx50d3fqV0H0n+e\nQ0CPtgjFYj3Crfm/LqE1JK8uHTL1tmlIrD0IrDEIhWLqtp7FvSvfoFQW4+5vexlQW0lsUlISdepU\njTxFg27duhEdHV2GyAK89tpreq9v377NtGnTiIyMJDk5maCgIDZs2EBAQAAPHz4kPDyc6OhoANq2\nbcuyZct444039Nq4du1apelvDZGbm4uPTxVr2UwgODgYPz8/9u/fj7OzM4mJiTg4lK6KCIVCXFxc\nyM3NxcnJ6TGJ/RfgMZG1A2rXrs3Nmzcf9TAqhK84EpnsIAkJCUDp07slpWsro2ytKagTwD7mzoUF\nCMSunPu9M66DPwHAvWZXAApzEigpTMPNjjc/e0VjNTC0/NLgTqSSrDsqyC57jOYcT/ERPjIyq+nf\nWKKb4Wcx55wYI0ICkQhp0xZIm1YciVMUFSG0MoJZVfhp8Dw8ankz6JuxZkdbjSVs6UKXtBoSWGNR\nVoD6b7zAta9+IWJyqc1VVNotYn1KDfBjb/qbJLG631Ucxgss2BuBjV7n9rkvbCKylhBYU5g0aRLT\np09n5syZVbKsrFQqWbVqFSkpKYwePdqsY2rXrs3s2bNJSkpi5MjS7zghIQF3d3c90tizZ09CQ0OJ\njo5mwIABNG3alLVr1/Lw4UO7fxZj+Ouvv/TcAKoDHB0d6d1bXSXy/v373L59m+DgYK28o0ePHhQX\nFz+WFfxL8JjI2gnVPfNcQ1JvRb/BD/c/BD4GKjfiZ429lSEEQhGBjceDUsm9K8vI2zgdAFluIiWy\ndM7v6EFx/l0cXYLxqz9c63xgLTRjNfSgtIf1UHkJYBqpgeZ70jwwaAoqVPQ96dqq2Qu6Y4Gy9mWW\nwFoipBtplD+4R6Bn9cgeNiYruPhbDHdO3+TlTVOslgyU26cREmt6Pw9cw4JIPXoGuvsSlVa6gqFJ\nFNMlsZo5bqwqWHnfnb29ZgUCB6MFEypCeSsp5ZFYY78XoVDIhx9+yIoVKyolYnn48GFiYmJwcHDA\nwcGBrKwsXnrpJYsjwFKplPDwcL1tpuy6wsLCmDNnDlOnTmX79u2MHj2aUaNGWf0ZLEFMTAzTpk2r\nkr4qQmFhIRs2bGDYsGE4ODigVCoJDQ2lVatWHD9+nC5dumj3vX79erVeZX2MUvwnk71UKhXx8fFV\n1p9Coagy0bytEAgEDB8+nHqffFNlkT5bS8VmNwxA/vZneAX30m57eGMd57Z1RqUoIfyJ1YS0nUtK\n/E+UyNKt7sfScpfG9jNMACuvr3vhCnL8VCa9WTVQk1mzhmBXyYhmfphjPVaerMJe0TxFejqJJXXt\n0pa9cW3vOTaMWc7/dnyAo2vZpB1LUJ6DAJhfgOH5F+ojPrwPWU4BsT4hetFYDQFtGCvVktiqiLpW\nBP/6w3kQ/4NFx5QXhbWUxGrg7OxcaWXH/f39qV27NpMmTeLNN99k+vTpVSZjaN68OaNGjaJ27dpV\n0l9qamqV6XDNgZOTE7169WLq1KncuXNH69e7b98+srLUCYclJSWoVCpcXFwe8Wj/PVCpVI+UA/0n\nI7INGzYkPj6+0qOkSqWSPXv2IJFIjIrpqysiIiI4cuQIV69eNZqkVhkWXebaXRmD320HgmOlxEWv\np8bhH1DmpuN9W4lY4oFv2AuIJTUQIObupaWcWFMT95pdadpnDwJB9XhO05BaY2TPLVUAOg5uuoUT\ndGUc5UVmLf2ODKO3po6/E6nk3kDjCV3mwp7kSJGVgdDT227t2YLYomAtoUw4fJm1L33Fy5umUKdt\nA4vbsQS6JNbYsYZR2/dfa8mWReu54+pN27FPcUFUX0uUn1zjwr1wBcmT7qO5ZevqYx8FsZU4+yEv\nVmttigtSKcpPpoZvK6P7WhuFhUeb3BUeHs6OHTseSd/Ozs7k5+dXWX8//vhjlelwzYWfnx/Tp0/n\nyy+/1LpCuLu70759ewAcHBwQiURVep7+7RAKhbRs2ZLTp08/kv7/c0T2q6++Ij4+nr1791Z6X7m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D788EMWLFig2fbfgAvsKhjDZdnPAESXzMNTZFzsmRPRM6fyl74IpPr/6n3xxd8AakEIHj3G\nUbh5Bt4DXqfg+6kgEoNSoOz2JbLevu93mPNRH4JmRyG2o5hVZN7EtV3lN8V7X47GtfmjeA9+u8I+\nQxWVdMW8oYIGda64mPTZGIqi2zKn2FwRa01lL3lBEbd3HuHKys2gVOJdLxS34ADqDn2c7j8sQuJl\nX2sxY5jjSqCN+lp4YvxlzbkRWYnE+JrmpmAsGqu93Vhk1taOFqE1BnAr7gOCPd7CS2yf9QQnT55k\n8uTJ5bZduXKFqKgoXnrppXLVqQRBYP78+fTu3ZtRo0YxZ84cunbtSlBQ1SifbAlxcXEcPnyYmTNn\nAlCzZk1++OEHJkyYoHmoW7lyJe3ateObb75BJpPh7u7OSy+9RI0aVaOQhikUFxezfft20tLSNNua\nN2/OtGnTkEgqyqHBgwezZs0aysrKKC0t5fbt29StW9emYyotLcXd3R0vLy+HzyZby7Bhw+jfvz/j\nx4+nf//+TiuKILL0jROJRMqq+qYHBARw7949ZDKZTacCjGFKRFabKVOmsHbtWoYNG8aOHTtsMgbd\naKylkYqYmBiuXr3K+PHjy21/1m8/2wpUFU9+/vlnTr1q2tS/OWkFasGVcm4Z9dq/ZfJ5upyveYzc\nj+5/HkEfnyf7vbbUXJVB5tRa+Dy/EorvIY35BUVyxYIUkoad8HvxGyS1m1s8BkMU7f8S7wGvVdiu\nFqjy5HhyF/TEreMQ6m78qly0zRwhYYqBvL7iCeptqa2FCg8Xtl4YZ6qQzft+LQETVWLDXCFbmpVH\n/LzVJG/dT1CXVjR95VnqDn28yq4UPrRRlSJgjsjXFcHahRUiGqdzecUmWk4bV26/+ndzLLZMSTEw\n12KrMsIuihEEBTHSJQS7tKap+7By+62NxoLKE3zNmjWEhISQlpaGIAgkJSUxa9YsNm/ejFwup02b\nNgwZMoQNGzbQq1cvTbqAIAjs3LmT4cOHWz8QJxAbG8uxY8d4663y99ojR45w8uRJXFxcKCoqYsCA\nAU63ijSX2NhY/vrrL0BVkc/d3Z2hQ4eabRd16NAhUlNTCQwMtEs6YEpKCvXr16djx46cPn3a5u3b\nG/V91J6aUCQSoVQq9d6wH6qIrJrMzEzc3NyoW7cuGRkZDuu3Zs2aZGRkmPxU8s0339CrVy/NU69C\nocDFxXarwq25wUdERHDy5Elu3rxJ48aNNdt/yR/AtMB7rMz15z//+Q/9vHPp4PGKDUZ7nzpXXEht\nUoLIxbrLs21mT4QXCzi23h+UAtnvtQWgLEtl3uzZYxwiFwleA6ehuH0JxC4U7VlC6YkteD35JsV/\nLidnbheCl95EuHcXl9DmNp3mN4R3j1zurHsXAGX+Fc027f2ViQlD+bL6IrDqa8SwmBXbLZ1AjS3L\n2OqS8ddprizfSMZfZ2g4dhBDr/6BW4Cv8ROdiCmRWH1FEiLcU4jISuRL314V9sXcDMFP63ddjL3/\n6s/IliLWFGcC9TUrFkvo5vUeibJ9HC9eSFePmUjEbjYRsQAffvghgwcP5sSJE7z9tmoGZOLEidSp\nU0fz/5MnT2osk7RzXsVi8QMrYo8fP05MTEwFEQvw+OOP8/jjjyOTySgoKKjyEefU1FR27txJcXEx\noBI+rVu35s0337Ro4dl3331HcHAwDRo04Pjx47i7uxMSEkJMTIzNXQbq1avHnj17GDx4MPPnzzcr\nxaUqkJ6eTkhICAMGDGD//v0O7/+hjMgCHD16lMcff5z169czceJEh/QpCAJHjhzROCiYyvnz5zV+\ne1lZWVbdMGwVkQXV65kzZw4LFy4sdyNQ97Gz4D9ckW2hhrgZLwZcqTS6ZUpEVl2aFSDefQe5tw/h\n6dcA31qP4Fuzq1WrYKUFScT8XD6y2muyTG90UZF9C7F3MAUb36D05Fbw9IeSe3gNehufkR9YPAZt\nig58iXd//RHZ0oTz3JkwCqVUisjLm4axCRWmfiv7P+gXExG/qWYndK+JGcHlt2n/f0Yw5YougP2s\nyoyJKXVE1lg0VigrI/t4PFe+2ETexRuEz3iBBqOfdHragDaG0iPMEbHq49Wf/a/DVak0+oQslI9o\nm4O5i7xMEbLmiFhdpEI+p6XL2Hz5v9SvX9+ssRkiOTmZd999l27dumnM3h92jh07xtmzZ3nttYr3\noapOXl4eO3bsICtLdaMSiUQEBwfz9NNP4+dn2SJabZKSkqhRowbR0dHUrl2bpKQkUlJSKC0tpUOH\nDvTs2VNTTdSWzJo1i08++YSoqCizdYSz+emnnxg3bhw7duxg2LBhxk8wk8oisg+tkAVVfsvevXvJ\nyclxWB7Pn3/+Sc+ePc1egZiXl6cZ46lTp+jcufKFQMbQFSeWkpiYyM6dOyvk8arFbJLsfqrB5IAk\n/F30T9mYK2RjSj+nTptpgMC9tMMU5agq0CiVSkQiES6uPtQI64+Hr3lTRNm3dnNxv8onMqT5CzTv\n9Y1GgOsTaEqlEunJLShuxiKN/Y3gz2/YxEtULWT15R3mrx2INPYEKJUgkdDg77OIfcpHEU0VF9q5\nsvrcCfShK2TB/mLWlIisMSGbfzmR62t/I/X3Q7gF+dFo3FM0fXkULh7uNh2rLdCe8te3TzstQB/a\nEdnXwk8RU1pPUxRBY8OlK2R/+JaA5ycB5kXBzRGytojGmpK73fKTdSgUCtLT05k1a1a5HFZLWLFi\nBc8//3yVKCHrCA4fPsyVK1d4+eWXnT0UoxQWFrJz507S0tI092pvb2+eeuopwsLCbNpXfn4+mzZt\nQiKRcPjwYV544QU6d+6sCS6dOXOGnJwcSktLGTx4sE37VtOsWTOuX79OWlpala6Mpo/OnTtz+vRp\ncnNzbf639K8VskqlUhPFc9RYlUol27dv5+mnnzY7gqj2rSsuLubbb7+tMuUMN2/eTMOGDenevXu5\n7WqRUyrkszLXH4D+3l/T3qP8zdGSylAnpZ9Vmh8rk2aRm3oAeXG6RtwCuHoEUyNsAG5elad33Dw5\ni9R4VVneFk98T+7YkZUeX5Zzm+x3w3Fp2BnXpt2QBNbFs/dkRK6WiSRDObLypNPkff4kSqlKKIq8\nfai9YQvu4W30t6NHZLT8x2KpMlGha72lG5FVb1P/rp0rq2uob60tkzk5sgPml3/Sl+Xmk7rjEHf2\nHSfz2GmavjyK+qP649ey6todgWEhe2hjS5PeD7XQjWicrnIl0FnQpc/NoOjAV3j3fxUwL/fWlkLW\nWgEL5a/V/Px8lixZwrBhw6xygfn444957733LD7/QeOjjz7SeJpXJfLy8ti1axfp6ff/Ljw9PXnq\nqafsWga1pKRE4xigUCj4/vvvGTlyJIGBgcjlcs1am7///pvatWsTGRlJ3759y6Xd2Qpt3SKXy/Uu\nQquq2FNz/etyZNWIRCJNjudbb73FsmXLHNLn4MGD2bNnj9n1usViMUVFRYwdO5ZJkyZx6NAhNm7c\naKeRms6YMWOYO3cuHTt21Dud4i72450gJTsLRnOg6BVOlXxuNNXAGP5ZLuXM/HVx8wgmpOmYCtul\nhbfJTtlLWWn5L2oXN39qhPXDw0f1hd/4kcU07DyP4/se4cqhiXBoIoHzTiKpG653PC6BdQlcdJb8\n715GenAVoKTkrx8Imh9j9msru5eO2Fu/OCjcNlcjYlUoUSTfwj28jUkry4EKRRP0U/5znBFcUdBq\nE3bRtrmyluTE1g9WGYaXSUvJ/PssOacucu3rbdTs0Z7agx6ly1fv4R7ob7Mx2orKoq+6x6nTRIy9\nPxHuKUSEp5QvhGAsLcGMLxZLHk7MFbGWeBTrXp9+fn4sWLCAH374gcTERJ57zjIPaPUahQdJNFjK\n0aNH7Wb9aA7Jycns3buXwsJCzTYfHx+7RFqNsX79epo1a4aHhweZmZma62jfvn3k5+fTqVMnSkpK\niI2NpW3btvTr149169axYMECmy8YFYlEFBQU4Ovri6ur6wPlZCASiUhOTqZ+/fqMHTu2XOEEu/b7\nMEdk1cydO5cFCxZw6dIlWrZsafwEG3D37l2uX79usQXYN998w8svv4yPjw/5+flOX11dWFjI0qVL\nKySh6+bkJsr28WuBylZqSsAt8ttZdkO6nPI5LeupFlnYQkDJijPITYtEXqwSE+n1ZCASI5K4IfYP\nJf9rlTuD2D+UwIWnEXvoTw1RCmVkvqz6khcHN8S1SQTy6ydw7zgUj4hRRr1hAaSn/0CQleDerAcu\nQeUjaYU7FyOL/5Oy9Bso5cXwj3WYuEYg3gMG4z1gMB5dHkH0zxeuIXFrrkVSZSJDHVE3FJFV96cd\nGdeHNQu6ujS8w5VlG6nRsSXnZq/Axd2NoIg21B/9JEFdWlncriPQJ2QNFTkw1T3gtfBTqnZK6+lt\nSx+mRmQdIWLBfCFrLFXq008/1dhHmUtaWhrbt2/n1Vdftej8BwlHR58FQeDkyZOcPHkSQRA0wqxm\nzZoMGTLE4gIUtuTQoUN069aNgwcP4u7ujo+PDxs2bGDVqlW4uLiwevVqevbsSdu2bTl69CiPPPII\nKSkpiMViu0RlAS5evEibNm0YOXIkv/76q136sBdff/01//vf/4iMjDTLyaky/rWpBdqov2AFQXCY\nKDx69ChdunSx2Cj61KlTmifnvLw8/P2dG22KiooiNzdXU71Gja6YLRXusTJXlR/TpdlqmtZWleOt\n7ItLO/2gsCSR7IITNKhVPuJqy4igWowJMinya9EobidQdvsS0ugfAXBp2AXPJybh1vJxJIHlfQMV\n6deRHt+MPPEUkpCmeDwymsIdi1Akn6XGrINIQpvdfy3b56MsyUccGIbYPwRlUS7FB1chZCfj2uQR\n3NoPxqPrSFyCK06bebRJovRsHNlLVqG4Gav3dYh9/fAaMBiXeqNxa9ELkcS1QlTPGruusIviCkJW\n+/3TJmdxf7wGv4NHu4EV9lkjYkvPn0P47mMyjpyiRoeWNBw3mCaTRjr94c4UyrkKGCg1WxRdQ5MO\nosZoRNaIKNaHtpDV7cOa9BBHpxMYYteuXYSEhJgVbUxMTOSXX35BEATGjBlj1+lrZ6NQKPjqq6+o\nVasWY8ZUnM2yBRkZGezdu1ezCAtU373t27fn8ccfr7IR7+PHj6NQKOjevbveMW7evJl27drRunVr\nSkpKiIuLc4hP/YYNG5g4cSJr165l0qRJdu/PljRs2JBbt25RWFiIt7e31e1VC1lUuVT+/v4MHDiQ\nP//80yF9ZmZmkpycbNXCraysLGrWVBnz37t3zyYrMq3hs88+Y+zYsdSpUweovIrYHwXPcVX2C3UC\nBzNWtLvSdrWF7LW0r2lQ6z+4SfQni9tC0FY27V6wdTYlB74EwHvUQlXhBB3E/iG4tuiJJOB+Mv69\nr18AlAgl9yi7ew2Ruw/K4lxcWz6OSCRGKLmH7NxeXFv1xX/KOvLXvYzs/D4AAuef0vjVGhMYZTm3\nKT3zB6VxO5Bfi9b7Grz6DiRkxTd69xkSLbqCVlAq+OvCMHILzzKgUyx57ULLHa/7HmbNDEcoziNo\nfiwugeUj8aYIWXnyLbLmzqTGW+/i0b4Tisx0she8D1fPUX/Mk/i3bETDMYOMtuMMim7d4eysL3h0\n8+Jy23VFpr70ArVnLJTPOzZH/Cc/3oUab81CXMuwK4G+vGylIFC4+W3cWvXFvaN5qVBgnYhVY0zM\nGhKxhYWFjBo1ir1792oeakyNygqCwKxZs2jdujUTJkywyhHFEnbv3k1ycjL/+9//HNKfVCpl5syZ\nzJ0712gZdWO8+OKLvP7669y5c4fLly9rZmKUSiUBAQEMGjRI8/1Qlbhy5QpDhw5l3LhxvPTSS2al\nL5w8eZKioiJNdPHgwYP069fPXkMtx7hx4/jpp59ISkp6oB60BEHQ2InaQiv+a3NktfHz8+PgwYOc\nPXvWYX3+9ddfjBgxwqo2goODUSgUDB06lLIy+/p5msL06dOZM2cOH330kdFjh/luJVG2j5TiQ+Ct\n36tUjXbkr6ysyKCIBfMqgOnD2Ip73+c+wmfEXO6tGod7x6eQ1GpS4RhFZhLyhEOUFqrK4KIUEAfX\nR379OJKwtnj2ehFRjbpIAuvioiV2yzKTkJ7eidg7EP9XN6NIu4Q0+idy5nYBFwm+45YBL2iO1xdV\ndQmsi1ff/1Hz/f+U21d2L53SMzspPfU7IgOlDstysslZNALX5o/i8/T7SE9tR37lGK7NenDWw5s6\nV8X41XqEtBYNCL0MGYV/41urGwfP9sT/aiua1vkfdYOG6H3/Ra4eICsmb+VzBP7fEYp2LER2+QiB\n/3fY4HtdlpdH1ofvUbx/j2abUq6gaP8esj+ZT/PnB9L61/fJjr1QZSOwV7/8mTMzVAsHTc2H1T4W\nLI9YpzzZixpvzsSje0+y/u9t/F7yw6ObqkiJUihDJC4vJNVVBZVKJYVbZlESuRoA16bdK7RtDFuI\n2MqoLAp7/fp1mjVTzXxYcl2IxWJCQ0N54YUXjB9sY9LS0hgyZAgTJkxwmJDdsGEDs2fPNlvEKhQK\njh49Snx8PDExMXTp0oVNmzaxfv163n//febNm+fwhwBLUSqVXLt2jXnz5jFv3jzN9rCwMKZMmcKL\nL75osGpXly5dOHfuHAkJCdy5c8ehr3nTpk24u7vb1GPeEYjFYq5fv+6YtUn/loisM4iKiqJRo0bl\nzLMfBq5du8a+ffs0/oOVRWXVVCZitUltLZTLjzWGJYLWkJDVLnFrDUJhDvLrJ1Bk3NS7X54Sj8/T\n7yP5Jz9WKMqh5NiPlMbtQJF4Cs9+U3EJqofIKwBJaHNKLx3Gu/9riNzKi9PKUgcMCaOcpYspijyJ\nS1ADSs/vQ+wbjFf/15BfP4FSLkWRehEh+xadn4nDO7Atsb+0JfyJH5AWJOF2M4VriZ/zVM8kxCJJ\nhZzZ7A97UJZ6Adw88ez1Xzy6jCB3cX/cOg7BrVUfXOu1A7ELLrVbIoubS/73azXj8ujajZqLl+NS\nK4T8H9aRv3kDj349k9C+jwCQ8nsU/q2a4NfcfhEJQaEg9fdD1B/V3+TjdzR4EllOPg3HP4XovVWa\nffoKFmhjbOGesR0M32cAACAASURBVP2pIwZS4/V3KNyxjeKDf1Jr+dfc+2Evpad34DdlPa7NepA9\nowV+L63VCNviw+vwiHiW4oNfUrxTFTl27zwCvynfVRC8xrCliK2sUIc+9u7dq7E+0l7VrVAo+OKL\nLzQFDIyxdOlSpk+fbvI4bYGjnXQSExPZtGkTzZo1Y/Row1UYi4uLOXLkCJcuXSq33cXFhS5dutC9\ne3dWrFjBm2++CcDo0aPZunUrTz75JHv37rXra7AHUqmU7du3s2bNGo4cOVJhf7169Xj55Zd58cUX\ny1lg7d+/nzZt2lTJiPPDTnVE1kn06dOH2NhYCgsLadu2rbOHYzOaNWtGbGwsx48fr2DJBdb514Zd\nFHPZjOyJypwNzMGW9eHFPoG4dxiMPmMuQRAQfl+A/Fo0paez7q8kF7ng3mUkruG9USSfQ3bjJEol\nCElxAJRG/0TAzD9BqcQlQDXFX1leo76padmNa9xbt5q6OyOR3+2KUJKPkHeHsqxbePW9X50tZ1Fv\n4n7tTNDH55HX8OVm40za5Y+ARuC29wDnk+bSvpEqIl9amIpS4Y9I4qqKyALISig5sp6ybJWvqezM\nLhAEind9inDv7v0Bubjg2bM3LoGBCIWFFO3fQ+HO3wAYsGcpvs3ui1ZZ9j08atnXC7ro1h2OT/g/\njk/4P57JOoLEW39UGyDvwnX2dR0LQJ+D35BYu2JesC5qcaudSlCufxPyVNPGjcDzibmIJHXIeH0S\n/tN+we2OnIw3X8H/1Z9RlsnI/+a/+L3yI+6dR5C/bjK4SPDo+gzya9EUblJZ2rm16oP/61tNrlRn\ny78PbcwVsYsWLWLOnDl06dKF2NjyeeMXLlzQO/W6fv16srKy6NChA3379tUISWdEEtX3y+zsbLv2\nk5aWxnfffUdoaCizZ8/WvNbU1FQiIyPJzs4utzjTzc2NHj16MHDgQJPely1btjBixAjGjBmDSCSi\nuLhYY1/1IODh4cGYMWPK5QpLpVJ+/fVX1qxZw19//cWcOXOYM2eOZn9YWBhPP/20pnhRNVWH6ois\nA4iKirLZyr2qxNy5c5k9e7bJFU5MicgqBBnnSlcT0uV1s8djqZjV57lqr+pVYNhDVk3ZvXQUiXEo\nMhNRyoopPrgaCrNwqd8BAI9HnkPk4YNro8641G1t8ItHV8jmrVlJ8dFD1Nn02/10hLw7UCbHJeh+\nhSTZlb8o/HUuIhc35Emnqbk8ifBzKkNwWUkmp3/rSo8m35PfLIDTv0XgUiccpawEUCJk3dLqUYT3\nM/Mo+lWrGppIhO/E1fiNbAaCgPSMSqiLPT2RnjqJuEYgA5dPqDBdfHnFJpq/NsZu4mNfxDhaTp9A\njU7h7G3/LAC993xJyBMVS1Gem/Mllz//AYAGp68gdtdTRU2noEFli7PUmCJkcxf3R37jJAHTd1L4\n+3wUN2Pxf+M3iv9cjvzKUfxf30pJ1BpkFyPxf3UzJcd+RHbuftqGuG4rgmYfqhDd14el4tXUaKy5\nIrZ///4cPHiQGTNm8Omnn+o95sMPP+T999/XXCfbt2/Hw8ODQYMG8ffff3PixAlNekVaWhqff/65\nSWO1BZs3b2bs2LH89ttvVqecVcaiRYtIS0ujUaNGiEQiTf6qSCSiVq1a9OnTx+yIYn5+Pt9++22F\nCPbNmzdp0kSVenXhwgVat25ts9fhDG7cuMHOnTsJDg5m/PjxlJSUsG3bNtasWcPff/+tOe6DDz4o\nl55Qjf2pXuzlRAoKCrh8+XKV8O2zNcXFxXz66acm/0GrhezRovfwEocA6gVeYrp4qqaszpaspp5r\nb0ratzB7PNamGThCzCqyU5Bf+xvPbv8x+RyhJJ+CTdMpPbMTZCW493kFSgoQ+wQgrhFm0B/Uo7kC\nSYOGuDVriUtAAEkdmxM4Yw7+EycbFU3FB76kaMciXEKbEzin/NRb0OadZJ76ClHN+pTkXabRI4tJ\n7eRF3udDUJbk623Pa8hMvIf93/3KPAZSHwzlll5Z8RMtpo2tdMzWcPCJSWSfiKf+cwPo8tVs9nUd\nS1FSGmFP99Es4FKUSPk1UFX+1X/KawS+McPk9o2lGuhS2eeTPTeCsjuXCXhnD4VbZ6NIPkvA9D8o\n2rEI+Y2T5YStNn6vbkHsG4hbk0fKbbdltNWalAJDIlZ70cgvv/zCqFGjDLZ569Ytdu/eTY8ePcjO\nziYuLk7v4i9BEEhMTNSIMHuTkZFBSEgIffv25eDBg1a1JQgC165d48SJE+VKtKpxc3OjW7dudOrU\nyeoHv8LCQpYvX46vry+TJ0/W68Ajl8s1ldXWrFnDlClTrOrTmSiVSpYvX06/fv04fvw4LVq0QCQS\n0aFDB2JjY+nbty8ikYiwsDBSUlKcPdx/FdVC1okcPXqU7t27ayqDPGwcO3aM1NRU/vMf48JMLWRP\nlSyli+f9J/u78lNkKM7iKvbBDR+auA8xuxqYurytKWJWHYHVJ1TtLWZLYn/DtX47JCFNzT5XyM+k\n4Kd3EAqzkF/5C4DgpYmUxu9FEtYalEokYW0008VCaTGuNWOR37iGLOE8+b9tocarbwEiZLe8ywlg\nsbc/LiHNkNRpidgrgJKj31Pw4zT8X9+Ke7sny41DWaag6L2elMmLCaj9GC16r+NyhJS8lc8hi/8T\n/vHmFUncKUu/hteQmfgMv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orXe4UXuJy6TGerCInYC1eJP26SANwlQfh4NsXDtSYSF59K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\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KMqmpX6IomlQ8xiQ4OJjo6GgOHjxIWVmZ1v07OjqMMg7UxcWFxYsXs3fvXrOY1cLatWvZ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\n/wOmR+Kn4xyOGQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x10e6f2c10>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "%matplotlib inline\n",
     "from __future__ import (absolute_import, division, print_function, unicode_literals)\n",
@@ -710,6 +800,7 @@
     "\n",
     "from wrf import getvar, interplevel, to_np, get_basemap, latlon_coords\n",
     "\n",
+    "# Open the NetCDF file\n",
     "ncfile = Dataset(\"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\")\n",
     "\n",
     "# Extract the pressure, geopotential height, and wind variables\n",
@@ -728,27 +819,28 @@
     "# Get the lat/lon coordinates\n",
     "lats, lons = latlon_coords(ht_500)\n",
     "\n",
-    "# Get the map projection information\n",
+    "# Get the basemap object\n",
     "bm = get_basemap(ht_500)\n",
     "\n",
     "# Create the figure\n",
-    "fig = plt.figure(figsize=(8,8))\n",
-    "ax = plt.axes([0.1,0.1,0.8,0.8])\n",
+    "fig = plt.figure(figsize=(12,9))\n",
+    "ax = plt.axes()\n",
     "\n",
-    "# Get the x and y coordinates\n",
+    "# Convert the lat/lon coordinates to x/y coordinates in the projection space\n",
     "x, y = bm(to_np(lons), to_np(lats))\n",
     "\n",
-    "# Create the 500 hPa geopotential height contours\n",
+    "# Add the 500 hPa geopotential height contours\n",
     "levels = np.arange(520., 580., 6.)\n",
     "contours = bm.contour(x, y, to_np(ht_500), levels=levels, colors=\"black\")\n",
     "plt.clabel(contours, inline=1, fontsize=10, fmt=\"%i\")\n",
     "\n",
-    "# Wind Speed contours\n",
+    "# Add the wind speed contours\n",
     "levels = [25, 30, 35, 40, 50, 60, 70, 80, 90, 100, 110, 120]\n",
     "wspd_contours = bm.contourf(x, y, to_np(wspd_500), levels=levels,\n",
     "                             cmap=get_cmap(\"rainbow\"))\n",
     "plt.colorbar(wspd_contours, ax=ax, orientation=\"horizontal\", pad=.05)\n",
     "\n",
+    "# Add the geographic boundaries\n",
     "bm.drawcoastlines(linewidth=0.25)\n",
     "bm.drawstates(linewidth=0.25)\n",
     "bm.drawcountries(linewidth=0.25)\n",
@@ -767,11 +859,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/ladwig/miniconda2/lib/python2.7/site-packages/mpl_toolkits/basemap/__init__.py:1662: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
+      "  elif fill_color == 'none' or fill_color == 'None':\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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1kEk99GeiCUFCBAtAe3v3sykmTZoEwDvvvENGRuyBjtYaJkVFRbab/ykFBSP6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\ntQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x13688bf50>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "%matplotlib inline\n",
     "\n",
@@ -782,9 +893,8 @@
     "\n",
     "from wrf import getvar, to_np, vertcross, smooth2d, CoordPair, get_basemap, latlon_coords\n",
     "\n",
-    "# Open the output NetCDF file with PyNIO\n",
-    "filename = \"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\"\n",
-    "ncfile = Dataset(filename)\n",
+    "# Open the NetCDF file\n",
+    "ncfile = Dataset(\"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\")\n",
     "\n",
     "# Get the WRF variables\n",
     "slp = getvar(ncfile, \"slp\")\n",
@@ -799,28 +909,28 @@
     "start_point = CoordPair(lat=26.76, lon=-80.0)\n",
     "end_point = CoordPair(lat=26.76, lon=-77.8)\n",
     "\n",
-    "# Compute the vertical cross-section interpolation.  Also, include the lat/lon points along the cross-section.\n",
+    "# Compute the vertical cross-section interpolation.  Also, include the lat/lon points along the cross-section in \n",
+    "# the metadata by setting latlon to True.\n",
     "z_cross = vertcross(Z, z, wrfin=ncfile, start_point=start_point, end_point=end_point, latlon=True, meta=True)\n",
     "wspd_cross = vertcross(wspd, z, wrfin=ncfile, start_point=start_point, end_point=end_point, latlon=True, meta=True)\n",
     "dbz_cross = 10.0 * np.log10(z_cross)\n",
     "\n",
-    "# Extract the latitude and longitude coordinate arrays as regular numpy array instead of xarray.DataArray\\\\\n",
+    "# Get the latitude and longitude points\n",
     "lats, lons = latlon_coords(slp)\n",
     "\n",
-    "# Create the figure which will have 3 subplots\n",
-    "fig = plt.figure(figsize=(8,5))\n",
+    "# Create the figure that will have 3 subplots\n",
+    "fig = plt.figure(figsize=(10,7))\n",
     "ax_ctt = fig.add_subplot(1,2,1)\n",
     "ax_wspd = fig.add_subplot(2,2,2)\n",
     "ax_dbz = fig.add_subplot(2,2,4)\n",
     "\n",
-    "# Get the basemap projection class\n",
+    "# Get the basemap object\n",
     "bm = get_basemap(slp)\n",
     "\n",
-    "# Get the x, y values\n",
+    "# Convert the lat/lon points in to x/y points in the projection space\n",
     "x, y = bm(to_np(lons), to_np(lats))\n",
     "\n",
-    "\n",
-    "# Make the pressure contours.\n",
+    "# Make the pressure contours\n",
     "contour_levels = [960, 965, 970, 975, 980, 990]\n",
     "c1 = bm.contour(x, y, to_np(smooth_slp), levels=contour_levels, colors=\"white\", \n",
     "                zorder=3, linewidths=1.0, ax=ax_ctt)\n",
@@ -834,8 +944,8 @@
     "bm.plot([point_x[0], point_x[1]], [point_y[0], point_y[1]], color=\"yellow\", \n",
     "            marker=\"o\", zorder=3, ax=ax_ctt)\n",
     "\n",
-    "# Create the label bar for cloud top temperature\n",
-    "cb_ctt = fig.colorbar(ctt_contours, ax=ax_ctt, shrink=.68)\n",
+    "# Create the color bar for cloud top temperature\n",
+    "cb_ctt = fig.colorbar(ctt_contours, ax=ax_ctt, shrink=.60)\n",
     "cb_ctt.ax.tick_params(labelsize=5)\n",
     "\n",
     "# Draw the oceans, land, and states\n",
@@ -848,31 +958,27 @@
     "\n",
     "# Draw Parallels\n",
     "parallels = np.arange(np.amin(lats), 30., 2.5)\n",
-    "bm.drawparallels(parallels, ax=ax_ctt)\n",
+    "bm.drawparallels(parallels, ax=ax_ctt, color=\"white\")\n",
     "\n",
     "merids = np.arange(-85.0, -72.0, 2.5)\n",
-    "bm.drawmeridians(merids, ax=ax_ctt)\n",
-    "\n",
-    "# Crop the image\n",
+    "bm.drawmeridians(merids, ax=ax_ctt, color=\"white\")\n",
     "\n",
+    "# Crop the image to the hurricane region\n",
     "x_start, y_start = bm(-85.0, np.amin(lats))\n",
     "x_end, y_end = bm(-72.0, 30.0)\n",
     "\n",
     "ax_ctt.set_xlim([x_start, x_end])\n",
     "ax_ctt.set_ylim([y_start, y_end])\n",
     "\n",
-    "\n",
-    "## Plot the cross sections\n",
-    "\n",
     "# Make the contour plot for wspd\n",
-    "wspd_contours = ax_wspd.contourf(to_np(wspd_cross))\n",
+    "wspd_contours = ax_wspd.contourf(to_np(wspd_cross), cmap=get_cmap(\"jet\"))\n",
     "# Add the color bar\n",
     "cb_wspd = fig.colorbar(wspd_contours, ax=ax_wspd)\n",
     "cb_wspd.ax.tick_params(labelsize=5)\n",
     "\n",
     "# Make the contour plot for dbz\n",
     "levels = [5 + 5*n for n in range(15)]\n",
-    "dbz_contours = ax_dbz.contourf(to_np(dbz_cross), levels=levels)\n",
+    "dbz_contours = ax_dbz.contourf(to_np(dbz_cross), levels=levels, cmap=get_cmap(\"jet\"))\n",
     "cb_dbz = fig.colorbar(dbz_contours, ax=ax_dbz)\n",
     "cb_dbz.ax.tick_params(labelsize=5)\n",
     "\n",
@@ -885,7 +991,6 @@
     "ax_dbz.set_xticks(x_ticks[::20])\n",
     "ax_dbz.set_xticklabels(x_labels[::20], rotation=45, fontsize=4) \n",
     "\n",
-    "\n",
     "# Set the y-ticks to be height.\n",
     "vert_vals = to_np(dbz_cross.coords[\"vertical\"])\n",
     "v_ticks = np.arange(vert_vals.shape[0])\n",
@@ -899,7 +1004,7 @@
     "ax_wspd.set_ylabel(\"Height (m)\", fontsize=5)\n",
     "ax_dbz.set_ylabel(\"Height (m)\", fontsize=5)\n",
     "\n",
-    "# Add a title\n",
+    "# Add titles\n",
     "ax_ctt.set_title(\"Cloud Top Temperature (degC)\", {\"fontsize\" : 7})\n",
     "ax_wspd.set_title(\"Cross-Section of Wind Speed (kt)\", {\"fontsize\" : 7})\n",
     "ax_dbz.set_title(\"Cross-Section of Reflectivity (dBZ)\", {\"fontsize\" : 7})\n",
@@ -911,11 +1016,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<mpl_toolkits.basemap.Basemap object at 0x11ac962d0>\n",
+      "GeoBounds(CoordPair(lat=21.1381225586, lon=-122.719528198), CoordPair(lat=47.8436355591, lon=-60.9013671875))\n",
+      "GeoBounds(CoordPair(lat=25.9246292114, lon=-119.675048828), CoordPair(lat=29.0761833191, lon=-117.46484375))\n"
+     ]
+    }
+   ],
    "source": [
     "from __future__ import print_function\n",
     "    \n",
@@ -948,11 +1063,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<mpl_toolkits.basemap.Basemap object at 0x11ad7a850>\n",
+      "GeoBounds(CoordPair(lat=21.1381225586, lon=-122.719528198), CoordPair(lat=47.8436355591, lon=-60.9013671875))\n"
+     ]
+    }
+   ],
    "source": [
     "from __future__ import print_function\n",
     "    \n",
@@ -972,11 +1096,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "ImportError",
+     "evalue": "dlopen(/Users/ladwig/miniconda2/lib/python2.7/site-packages/PyNIO/nio.so, 2): Library not loaded: @rpath/libgeos-3.4.2.dylib\n  Referenced from: /Users/ladwig/miniconda2/lib//libspatialite.7.dylib\n  Reason: image not found",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-15-e40e8bd95652>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mNgl\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mNio\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/Users/ladwig/miniconda2/lib/python2.7/site-packages/PyNIO/Nio.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     81\u001b[0m '''\n\u001b[1;32m     82\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 83\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mnio\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     84\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mnio\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0m_C_API\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     85\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mImportError\u001b[0m: dlopen(/Users/ladwig/miniconda2/lib/python2.7/site-packages/PyNIO/nio.so, 2): Library not loaded: @rpath/libgeos-3.4.2.dylib\n  Referenced from: /Users/ladwig/miniconda2/lib//libspatialite.7.dylib\n  Reason: image not found"
+     ]
+    }
+   ],
    "source": [
     "# SLP\n",
     "from __future__ import (absolute_import, division, print_function, unicode_literals)\n",
@@ -1061,20 +1198,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<Ngl.Resources instance at 0x115391f80>\n",
-      "GeoBounds(CoordPair(lat=21.1381225586, lon=-122.719528198), CoordPair(lat=47.8436355591, lon=-60.9013671875))\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from __future__ import print_function\n",
     "    \n",
diff --git a/test/ipynb/SLS_Example.ipynb b/test/ipynb/SLS_Example.ipynb
new file mode 100644
index 0000000..565cb0d
--- /dev/null
+++ b/test/ipynb/SLS_Example.ipynb
@@ -0,0 +1,125 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "\n",
+    "from __future__ import (absolute_import, division, print_function, unicode_literals)\n",
+    "\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.cm import get_cmap\n",
+    "import cartopy.crs as crs\n",
+    "import cartopy.feature as cfeature\n",
+    "from netCDF4 import Dataset as nc\n",
+    "\n",
+    "from wrf import to_np, getvar, smooth2d\n",
+    "\n",
+    "# Open the output NetCDF with netcdf-python\n",
+    "filename = \"/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00\"\n",
+    "ncfile = nc(filename)\n",
+    "\n",
+    "# Get sea level pressure and cloud top temperature\n",
+    "slp = getvar(ncfile, \"slp\")\n",
+    "ctt = getvar(ncfile, \"ctt\")\n",
+    "\n",
+    "print (ctt)\n",
+    "\n",
+    "# Smooth the SLP\n",
+    "smooth_slp = smooth2d(slp, 3)\n",
+    "\n",
+    "# Extract the latitude and longitude coordinate arrays as regular numpy array instead of xarray.DataArray\n",
+    "lons = ctt.coords[\"XLONG\"]\n",
+    "lats = ctt.coords[\"XLAT\"]\n",
+    "\n",
+    "# Get the cartopy projection class\n",
+    "wrf_proj = slp.attrs[\"projection\"]\n",
+    "cart_proj = wrf_proj.cartopy()\n",
+    "\n",
+    "# Create the figure\n",
+    "fig = plt.figure(figsize=(8,8))\n",
+    "ax = plt.axes([0.1,0.1,0.8,0.8], projection=cart_proj)\n",
+    "\n",
+    "# Download and create the states, land, and oceans using cartopy features\n",
+    "states = cfeature.NaturalEarthFeature(category='cultural', scale='50m', facecolor='none',\n",
+    "                             name='admin_1_states_provinces_shp')\n",
+    "land = cfeature.NaturalEarthFeature(category='physical', name='land', scale='50m', \n",
+    "                                    facecolor=cfeature.COLORS['land'])\n",
+    "ocean = cfeature.NaturalEarthFeature(category='physical', name='ocean', scale='50m', \n",
+    "                                     facecolor=cfeature.COLORS['water'])\n",
+    "\n",
+    "# Make the pressure contours.\n",
+    "#contour_levels = [960, 962, 965, 967, 970, 975, 980, 985, 990, 995]\n",
+    "#c1 = plt.contour(lons, lats, to_np(smooth_slp), levels=contour_levels, colors=\"white\", \n",
+    "#            transform=crs.PlateCarree(), zorder=3, linewidth=1.3)\n",
+    "\n",
+    "# Add pressure contour labels\n",
+    "#plt.clabel(c1, contour_levels, inline=True, fmt='%1.1f', fontsize=8)\n",
+    "\n",
+    "# Create the filled cloud top temperature contours\n",
+    "#contour_levels = [-80, -70, -60, -50, -40, -30, -20, -10, 0, 10, 20, 30]\n",
+    "contour_levels = np.arange(-80.0, 10.0, 10.0)\n",
+    "plt.contourf(to_np(lons), to_np(lats), to_np(ctt), contour_levels, cmap=get_cmap(\"Greys\"),\n",
+    "             transform=crs.PlateCarree(), zorder=2)\n",
+    "\n",
+    "# Create the label bar for cloud top temperature\n",
+    "cb2 = plt.colorbar(ax=ax, shrink=.80)\n",
+    "\n",
+    "# Draw the oceans, land, and states\n",
+    "ax.add_feature(ocean)\n",
+    "ax.add_feature(land)\n",
+    "ax.add_feature(states, linewidth=.5, edgecolor=\"black\")\n",
+    "\n",
+    "# Crop the domain to the region around the hurricane\n",
+    "ax.set_extent([-85., -75.0, np.amin(lats), 30.0], crs=crs.PlateCarree())\n",
+    "# Set the map limits\n",
+    "#ax.set_xlim(wrf_proj.cartopy_xlim())\n",
+    "#ax.set_ylim(wrf_proj.cartopy_ylim())\n",
+    "\n",
+    "ax.gridlines(crs=crs.PlateCarree(), draw_labels=False)\n",
+    "\n",
+    "# Add the title and show the image\n",
+    "#plt.title(\"Hurricane Matthew Cloud Top Temperature (degC) and Sea Level Pressure (hPa)\")\n",
+    "#plt.title(\"Hurricane Matthew Cloud Top Temperature (degC)\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 2",
+   "language": "python",
+   "name": "python2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/test/ipynb/WRF_Workshop_Demo.ipynb b/test/ipynb/WRF_Workshop_Demo.ipynb
index 9e5a51c..9c6eaaa 100644
--- a/test/ipynb/WRF_Workshop_Demo.ipynb
+++ b/test/ipynb/WRF_Workshop_Demo.ipynb
@@ -69,7 +69,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
@@ -81,24 +81,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "ename": "NIOError",
-     "evalue": "Unable to open file",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNIOError\u001b[0m                                  Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-2-9e6cb63ecf8c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0mfilename\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"wrfout_d01_2010-06-13_21-00-00\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0mpynio_filename\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfilename\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\".nc\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0mncfile\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen_file\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpynio_filename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[0;31m# Alternative using netCDF4-python (for reference)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/ladwig/miniconda2/lib/python2.7/site-packages/PyNIO/Nio.pyc\u001b[0m in \u001b[0;36mopen_file\u001b[0;34m(filename, mode, options, history, format)\u001b[0m\n\u001b[1;32m    733\u001b[0m     \u001b[0mmask_above_value\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_get_option_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0m_Nio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moption_defaults\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'MaskAboveValue'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    734\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 735\u001b[0;31m     \u001b[0mfile\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_Nio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_file\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mhistory\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    736\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    737\u001b[0m     \u001b[0mfile_proxy\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_proxy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'str'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m__del__\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m__del__\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcreate_variable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcreate_variable\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcreate_group\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcreate_group\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mclose\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mclose\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mNIOError\u001b[0m: Unable to open file"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
diff --git a/test/ipynb/WRF_python_demo.ipynb b/test/ipynb/WRF_python_demo.ipynb
index ada58a5..e554721 100644
--- a/test/ipynb/WRF_python_demo.ipynb
+++ b/test/ipynb/WRF_python_demo.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -25,119 +25,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "scrolled": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'P' (bottom_top: 50, south_north: 1059, west_east: 1799)>\n",
-      "array([[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "           1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "        [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "           1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "        [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "           1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "        ..., \n",
-      "        [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "           1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "        [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "           1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "        [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "           1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "       [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "           9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "        [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "           9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "        [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "           1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "        ..., \n",
-      "        [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "           1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "        [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "           1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "        [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "           1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "       [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "           9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "        [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "           9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "        [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "           9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "        ..., \n",
-      "        [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "           1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "        [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "           1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "        [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "           1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "       ..., \n",
-      "       [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "           6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "        [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "           6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "        [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "           6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "        ..., \n",
-      "        [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "           2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "        [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "           2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "        [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "           2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "       [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "           3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "        [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "           3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "        [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "           3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "        ..., \n",
-      "        [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "           1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "        [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "           1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "        [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "           1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "       [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "           1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "        [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "           1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "        [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "           1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "        ..., \n",
-      "        [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "           4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "        [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "           4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "        [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "           4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "    Time         datetime64[ns] 2016-10-07\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: perturbation pressure\n",
-      "    units: Pa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "p = getvar(ncfile, \"P\")\n",
     "print(p)\n"
@@ -152,27 +45,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "dims:  (u'bottom_top', u'south_north', u'west_east')\n",
-      "coords:  Coordinates:\n",
-      "    XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "    Time         datetime64[ns] 2016-10-07\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "attrs:  OrderedDict([(u'FieldType', 104), (u'MemoryOrder', u'XYZ'), (u'description', u'perturbation pressure'), (u'units', u'Pa'), (u'stagger', u''), (u'coordinates', u'XLONG XLAT'), (u'projection', LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0))])\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(\"dims: \", p.dims)\n",
     "print(\"coords: \", p.coords) \n",
@@ -189,118 +66,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'P' (Time: 1, bottom_top: 50, south_north: 1059, west_east: 1799)>\n",
-      "array([[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "            1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "         [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "            1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "         [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "            1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "         ..., \n",
-      "         [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "            1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "         [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "            1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "         [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "            1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "        [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "            9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "         [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "            9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "         [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "            1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "         ..., \n",
-      "         [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "            1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "         [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "            1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "         [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "            1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "        [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "            9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "         [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "            9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "         [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "            9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "         ..., \n",
-      "         [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "            1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "         [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "            1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "         [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "            1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "            6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "         [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "            6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "         [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "            6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "         ..., \n",
-      "         [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "            2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "         [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "            2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "         [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "            2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "        [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "            3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "         [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "            3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "         [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "            3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "         ..., \n",
-      "         [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "            1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "         [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "            1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "         [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "            1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "        [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "            1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "         [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "            1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "         [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "            1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "         ..., \n",
-      "         [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "            4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "         [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "            4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "         [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "            4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "  * Time         (Time) datetime64[ns] 2016-10-07\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: perturbation pressure\n",
-      "    units: Pa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "p_nosqueeze = getvar(ncfile, \"P\", timeidx=0, squeeze=False)\n",
     "print (p_nosqueeze)\n"
@@ -315,35 +85,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'P' ()>\n",
-      "array(1227.2734375, dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        float32 -117.922\n",
-      "    XLAT         float32 24.9454\n",
-      "    Time         datetime64[ns] 2016-10-07\n",
-      "    bottom_top   int64 0\n",
-      "    south_north  int64 100\n",
-      "    west_east    int64 200\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: perturbation pressure\n",
-      "    units: Pa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print (p_nosqueeze[0,0,100,200])\n",
     "del p_nosqueeze"
@@ -358,190 +104,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<type 'numpy.ndarray'>\n",
-      "[[[  1.21753906e+03   1.22532031e+03   1.22030469e+03 ...,   1.00760156e+03\n",
-      "     9.87640625e+02   1.00111719e+03]\n",
-      "  [  1.23877344e+03   1.24004688e+03   1.22926562e+03 ...,   1.00519531e+03\n",
-      "     1.00529688e+03   9.99171875e+02]\n",
-      "  [  1.23503906e+03   1.23367188e+03   1.23731250e+03 ...,   1.01739844e+03\n",
-      "     1.00005469e+03   9.97093750e+02]\n",
-      "  ..., \n",
-      "  [  9.02625000e+02   9.05328125e+02   8.97203125e+02 ...,   1.91794531e+03\n",
-      "     1.91308594e+03   1.90972656e+03]\n",
-      "  [  9.20859375e+02   9.05914062e+02   8.97054688e+02 ...,   1.90585156e+03\n",
-      "     1.90292188e+03   1.90480469e+03]\n",
-      "  [  9.17273438e+02   9.09109375e+02   8.96390625e+02 ...,   1.89047656e+03\n",
-      "     1.89437500e+03   1.90342188e+03]]\n",
-      "\n",
-      " [[  1.21956250e+03   1.21027344e+03   1.21426562e+03 ...,   9.94968750e+02\n",
-      "     9.97398438e+02   9.90789062e+02]\n",
-      "  [  1.22457812e+03   1.22350781e+03   1.22536719e+03 ...,   9.95195312e+02\n",
-      "     9.98554688e+02   9.92117188e+02]\n",
-      "  [  1.23416406e+03   1.23213281e+03   1.23096875e+03 ...,   1.00164844e+03\n",
-      "     9.99859375e+02   9.85984375e+02]\n",
-      "  ..., \n",
-      "  [  9.04843750e+02   8.98484375e+02   8.92843750e+02 ...,   1.90071875e+03\n",
-      "     1.90286719e+03   1.90006250e+03]\n",
-      "  [  9.01273438e+02   9.05203125e+02   8.92703125e+02 ...,   1.89767969e+03\n",
-      "     1.89776562e+03   1.89450000e+03]\n",
-      "  [  9.13750000e+02   9.07171875e+02   8.91421875e+02 ...,   1.88942969e+03\n",
-      "     1.89327344e+03   1.89366406e+03]]\n",
-      "\n",
-      " [[  1.20172656e+03   1.20346094e+03   1.20319531e+03 ...,   9.78507812e+02\n",
-      "     9.78507812e+02   9.76671875e+02]\n",
-      "  [  1.21393750e+03   1.21051562e+03   1.21349219e+03 ...,   9.85695312e+02\n",
-      "     9.85578125e+02   9.76945312e+02]\n",
-      "  [  1.22267188e+03   1.21804688e+03   1.21915625e+03 ...,   9.88117188e+02\n",
-      "     9.84898438e+02   9.75968750e+02]\n",
-      "  ..., \n",
-      "  [  8.98218750e+02   8.91429688e+02   8.84273438e+02 ...,   1.88932812e+03\n",
-      "     1.88850781e+03   1.88640625e+03]\n",
-      "  [  9.01734375e+02   8.92593750e+02   8.85296875e+02 ...,   1.88271094e+03\n",
-      "     1.88282812e+03   1.88099219e+03]\n",
-      "  [  9.05312500e+02   8.94609375e+02   8.85382812e+02 ...,   1.87590625e+03\n",
-      "     1.87586719e+03   1.87628906e+03]]\n",
-      "\n",
-      " ..., \n",
-      " [[  1.24006348e+01   1.24196777e+01   1.24147949e+01 ...,   6.25048828e+00\n",
-      "     6.28613281e+00   6.29248047e+00]\n",
-      "  [  1.25273438e+01   1.27272949e+01   1.27109375e+01 ...,   6.41284180e+00\n",
-      "     6.36523438e+00   6.29663086e+00]\n",
-      "  [  1.27395020e+01   1.28625488e+01   1.28344727e+01 ...,   6.48413086e+00\n",
-      "     6.40771484e+00   6.31005859e+00]\n",
-      "  ..., \n",
-      "  [  9.12524414e+00   9.26342773e+00   9.24536133e+00 ...,   2.20981445e+01\n",
-      "     2.21533203e+01   2.19575195e+01]\n",
-      "  [  9.09448242e+00   9.29077148e+00   9.23999023e+00 ...,   2.20502930e+01\n",
-      "     2.20822754e+01   2.17778320e+01]\n",
-      "  [  9.13598633e+00   8.91821289e+00   8.85595703e+00 ...,   2.16904297e+01\n",
-      "     2.17297363e+01   2.17011719e+01]]\n",
-      "\n",
-      " [[  7.23315430e+00   7.22412109e+00   7.22167969e+00 ...,   3.60498047e+00\n",
-      "     3.62792969e+00   3.61376953e+00]\n",
-      "  [  7.22631836e+00   7.35815430e+00   7.37670898e+00 ...,   3.75146484e+00\n",
-      "     3.72509766e+00   3.63403320e+00]\n",
-      "  [  7.37817383e+00   7.43383789e+00   7.41967773e+00 ...,   3.79614258e+00\n",
-      "     3.75366211e+00   3.63256836e+00]\n",
-      "  ..., \n",
-      "  [  5.29272461e+00   5.38378906e+00   5.38549805e+00 ...,   1.28234863e+01\n",
-      "     1.28681641e+01   1.26816406e+01]\n",
-      "  [  5.35424805e+00   5.40600586e+00   5.38232422e+00 ...,   1.28093262e+01\n",
-      "     1.28271484e+01   1.26484375e+01]\n",
-      "  [  5.29541016e+00   5.17749023e+00   5.12133789e+00 ...,   1.25754395e+01\n",
-      "     1.25627441e+01   1.25764160e+01]]\n",
-      "\n",
-      " [[  2.36206055e+00   2.37622070e+00   2.40991211e+00 ...,   1.13354492e+00\n",
-      "     1.15136719e+00   1.15698242e+00]\n",
-      "  [  2.34252930e+00   2.40380859e+00   2.42382812e+00 ...,   1.19824219e+00\n",
-      "     1.19848633e+00   1.15527344e+00]\n",
-      "  [  2.47290039e+00   2.41503906e+00   2.41552734e+00 ...,   1.20556641e+00\n",
-      "     1.20312500e+00   1.14428711e+00]\n",
-      "  ..., \n",
-      "  [  1.77978516e+00   1.77050781e+00   1.79003906e+00 ...,   4.22949219e+00\n",
-      "     4.25659180e+00   4.13647461e+00]\n",
-      "  [  1.73291016e+00   1.76879883e+00   1.77978516e+00 ...,   4.24047852e+00\n",
-      "     4.24707031e+00   4.13549805e+00]\n",
-      "  [  1.71533203e+00   1.65722656e+00   1.67480469e+00 ...,   4.06884766e+00\n",
-      "     4.03637695e+00   4.04785156e+00]]]\n",
-      "\n",
-      "\n",
-      "<type 'numpy.ndarray'>\n",
-      "[[[  1.21753906e+03   1.22532031e+03   1.22030469e+03 ...,   1.00760156e+03\n",
-      "     9.87640625e+02   1.00111719e+03]\n",
-      "  [  1.23877344e+03   1.24004688e+03   1.22926562e+03 ...,   1.00519531e+03\n",
-      "     1.00529688e+03   9.99171875e+02]\n",
-      "  [  1.23503906e+03   1.23367188e+03   1.23731250e+03 ...,   1.01739844e+03\n",
-      "     1.00005469e+03   9.97093750e+02]\n",
-      "  ..., \n",
-      "  [  9.02625000e+02   9.05328125e+02   8.97203125e+02 ...,   1.91794531e+03\n",
-      "     1.91308594e+03   1.90972656e+03]\n",
-      "  [  9.20859375e+02   9.05914062e+02   8.97054688e+02 ...,   1.90585156e+03\n",
-      "     1.90292188e+03   1.90480469e+03]\n",
-      "  [  9.17273438e+02   9.09109375e+02   8.96390625e+02 ...,   1.89047656e+03\n",
-      "     1.89437500e+03   1.90342188e+03]]\n",
-      "\n",
-      " [[  1.21956250e+03   1.21027344e+03   1.21426562e+03 ...,   9.94968750e+02\n",
-      "     9.97398438e+02   9.90789062e+02]\n",
-      "  [  1.22457812e+03   1.22350781e+03   1.22536719e+03 ...,   9.95195312e+02\n",
-      "     9.98554688e+02   9.92117188e+02]\n",
-      "  [  1.23416406e+03   1.23213281e+03   1.23096875e+03 ...,   1.00164844e+03\n",
-      "     9.99859375e+02   9.85984375e+02]\n",
-      "  ..., \n",
-      "  [  9.04843750e+02   8.98484375e+02   8.92843750e+02 ...,   1.90071875e+03\n",
-      "     1.90286719e+03   1.90006250e+03]\n",
-      "  [  9.01273438e+02   9.05203125e+02   8.92703125e+02 ...,   1.89767969e+03\n",
-      "     1.89776562e+03   1.89450000e+03]\n",
-      "  [  9.13750000e+02   9.07171875e+02   8.91421875e+02 ...,   1.88942969e+03\n",
-      "     1.89327344e+03   1.89366406e+03]]\n",
-      "\n",
-      " [[  1.20172656e+03   1.20346094e+03   1.20319531e+03 ...,   9.78507812e+02\n",
-      "     9.78507812e+02   9.76671875e+02]\n",
-      "  [  1.21393750e+03   1.21051562e+03   1.21349219e+03 ...,   9.85695312e+02\n",
-      "     9.85578125e+02   9.76945312e+02]\n",
-      "  [  1.22267188e+03   1.21804688e+03   1.21915625e+03 ...,   9.88117188e+02\n",
-      "     9.84898438e+02   9.75968750e+02]\n",
-      "  ..., \n",
-      "  [  8.98218750e+02   8.91429688e+02   8.84273438e+02 ...,   1.88932812e+03\n",
-      "     1.88850781e+03   1.88640625e+03]\n",
-      "  [  9.01734375e+02   8.92593750e+02   8.85296875e+02 ...,   1.88271094e+03\n",
-      "     1.88282812e+03   1.88099219e+03]\n",
-      "  [  9.05312500e+02   8.94609375e+02   8.85382812e+02 ...,   1.87590625e+03\n",
-      "     1.87586719e+03   1.87628906e+03]]\n",
-      "\n",
-      " ..., \n",
-      " [[  1.24006348e+01   1.24196777e+01   1.24147949e+01 ...,   6.25048828e+00\n",
-      "     6.28613281e+00   6.29248047e+00]\n",
-      "  [  1.25273438e+01   1.27272949e+01   1.27109375e+01 ...,   6.41284180e+00\n",
-      "     6.36523438e+00   6.29663086e+00]\n",
-      "  [  1.27395020e+01   1.28625488e+01   1.28344727e+01 ...,   6.48413086e+00\n",
-      "     6.40771484e+00   6.31005859e+00]\n",
-      "  ..., \n",
-      "  [  9.12524414e+00   9.26342773e+00   9.24536133e+00 ...,   2.20981445e+01\n",
-      "     2.21533203e+01   2.19575195e+01]\n",
-      "  [  9.09448242e+00   9.29077148e+00   9.23999023e+00 ...,   2.20502930e+01\n",
-      "     2.20822754e+01   2.17778320e+01]\n",
-      "  [  9.13598633e+00   8.91821289e+00   8.85595703e+00 ...,   2.16904297e+01\n",
-      "     2.17297363e+01   2.17011719e+01]]\n",
-      "\n",
-      " [[  7.23315430e+00   7.22412109e+00   7.22167969e+00 ...,   3.60498047e+00\n",
-      "     3.62792969e+00   3.61376953e+00]\n",
-      "  [  7.22631836e+00   7.35815430e+00   7.37670898e+00 ...,   3.75146484e+00\n",
-      "     3.72509766e+00   3.63403320e+00]\n",
-      "  [  7.37817383e+00   7.43383789e+00   7.41967773e+00 ...,   3.79614258e+00\n",
-      "     3.75366211e+00   3.63256836e+00]\n",
-      "  ..., \n",
-      "  [  5.29272461e+00   5.38378906e+00   5.38549805e+00 ...,   1.28234863e+01\n",
-      "     1.28681641e+01   1.26816406e+01]\n",
-      "  [  5.35424805e+00   5.40600586e+00   5.38232422e+00 ...,   1.28093262e+01\n",
-      "     1.28271484e+01   1.26484375e+01]\n",
-      "  [  5.29541016e+00   5.17749023e+00   5.12133789e+00 ...,   1.25754395e+01\n",
-      "     1.25627441e+01   1.25764160e+01]]\n",
-      "\n",
-      " [[  2.36206055e+00   2.37622070e+00   2.40991211e+00 ...,   1.13354492e+00\n",
-      "     1.15136719e+00   1.15698242e+00]\n",
-      "  [  2.34252930e+00   2.40380859e+00   2.42382812e+00 ...,   1.19824219e+00\n",
-      "     1.19848633e+00   1.15527344e+00]\n",
-      "  [  2.47290039e+00   2.41503906e+00   2.41552734e+00 ...,   1.20556641e+00\n",
-      "     1.20312500e+00   1.14428711e+00]\n",
-      "  ..., \n",
-      "  [  1.77978516e+00   1.77050781e+00   1.79003906e+00 ...,   4.22949219e+00\n",
-      "     4.25659180e+00   4.13647461e+00]\n",
-      "  [  1.73291016e+00   1.76879883e+00   1.77978516e+00 ...,   4.24047852e+00\n",
-      "     4.24707031e+00   4.13549805e+00]\n",
-      "  [  1.71533203e+00   1.65722656e+00   1.67480469e+00 ...,   4.06884766e+00\n",
-      "     4.03637695e+00   4.04785156e+00]]]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from wrf import disable_xarray, enable_xarray\n",
     "\n",
@@ -577,291 +144,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'P' (Time: 3, bottom_top: 50, south_north: 1059, west_east: 1799)>\n",
-      "array([[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "            1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "         [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "            1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "         [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "            1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "         ..., \n",
-      "         [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "            1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "         [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "            1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "         [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "            1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "        [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "            9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "         [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "            9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "         [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "            1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "         ..., \n",
-      "         [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "            1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "         [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "            1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "         [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "            1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "        [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "            9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "         [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "            9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "         [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "            9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "         ..., \n",
-      "         [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "            1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "         [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "            1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "         [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "            1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "            6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "         [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "            6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "         [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "            6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "         ..., \n",
-      "         [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "            2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "         [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "            2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "         [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "            2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "        [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "            3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "         [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "            3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "         [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "            3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "         ..., \n",
-      "         [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "            1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "         [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "            1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "         [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "            1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "        [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "            1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "         [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "            1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "         [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "            1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "         ..., \n",
-      "         [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "            4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "         [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "            4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "         [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "            4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "            1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "         [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "            1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "         [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "            1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "         ..., \n",
-      "         [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "            1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "         [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "            1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "         [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "            1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "        [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "            9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "         [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "            9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "         [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "            1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "         ..., \n",
-      "         [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "            1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "         [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "            1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "         [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "            1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "        [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "            9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "         [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "            9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "         [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "            9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "         ..., \n",
-      "         [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "            1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "         [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "            1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "         [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "            1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "            6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "         [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "            6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "         [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "            6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "         ..., \n",
-      "         [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "            2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "         [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "            2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "         [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "            2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "        [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "            3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "         [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "            3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "         [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "            3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "         ..., \n",
-      "         [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "            1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "         [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "            1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "         [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "            1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "        [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "            1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "         [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "            1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "         [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "            1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "         ..., \n",
-      "         [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "            4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "         [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "            4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "         [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "            4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "            1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "         [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "            1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "         [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "            1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "         ..., \n",
-      "         [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "            1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "         [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "            1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "         [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "            1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "        [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "            9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "         [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "            9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "         [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "            1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "         ..., \n",
-      "         [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "            1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "         [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "            1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "         [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "            1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "        [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "            9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "         [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "            9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "         [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "            9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "         ..., \n",
-      "         [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "            1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "         [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "            1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "         [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "            1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "            6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "         [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "            6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "         [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "            6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "         ..., \n",
-      "         [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "            2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "         [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "            2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "         [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "            2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "        [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "            3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "         [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "            3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "         [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "            3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "         ..., \n",
-      "         [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "            1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "         [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "            1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "         [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "            1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "        [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "            1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "         [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "            1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "         [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "            1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "         ..., \n",
-      "         [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "            4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "         [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "            4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "         [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "            4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "  * Time         (Time) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: perturbation pressure\n",
-      "    units: Pa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from wrf import ALL_TIMES\n",
     "import numpy as np\n",
@@ -881,292 +168,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'P' (file: 3, bottom_top: 50, south_north: 1059, west_east: 1799)>\n",
-      "array([[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "            1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "         [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "            1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "         [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "            1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "         ..., \n",
-      "         [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "            1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "         [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "            1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "         [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "            1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "        [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "            9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "         [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "            9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "         [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "            1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "         ..., \n",
-      "         [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "            1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "         [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "            1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "         [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "            1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "        [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "            9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "         [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "            9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "         [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "            9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "         ..., \n",
-      "         [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "            1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "         [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "            1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "         [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "            1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "            6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "         [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "            6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "         [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "            6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "         ..., \n",
-      "         [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "            2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "         [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "            2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "         [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "            2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "        [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "            3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "         [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "            3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "         [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "            3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "         ..., \n",
-      "         [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "            1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "         [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "            1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "         [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "            1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "        [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "            1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "         [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "            1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "         [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "            1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "         ..., \n",
-      "         [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "            4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "         [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "            4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "         [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "            4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "            1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "         [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "            1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "         [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "            1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "         ..., \n",
-      "         [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "            1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "         [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "            1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "         [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "            1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "        [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "            9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "         [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "            9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "         [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "            1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "         ..., \n",
-      "         [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "            1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "         [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "            1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "         [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "            1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "        [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "            9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "         [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "            9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "         [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "            9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "         ..., \n",
-      "         [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "            1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "         [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "            1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "         [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "            1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "            6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "         [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "            6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "         [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "            6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "         ..., \n",
-      "         [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "            2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "         [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "            2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "         [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "            2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "        [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "            3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "         [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "            3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "         [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "            3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "         ..., \n",
-      "         [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "            1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "         [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "            1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "         [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "            1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "        [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "            1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "         [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "            1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "         [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "            1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "         ..., \n",
-      "         [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "            4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "         [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "            4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "         [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "            4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "            1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "         [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "            1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "         [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "            1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "         ..., \n",
-      "         [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "            1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "         [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "            1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "         [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "            1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "        [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "            9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "         [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "            9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "         [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "            1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "         ..., \n",
-      "         [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "            1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "         [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "            1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "         [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "            1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "        [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "            9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "         [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "            9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "         [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "            9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "         ..., \n",
-      "         [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "            1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "         [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "            1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "         [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "            1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "            6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "         [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "            6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "         [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "            6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "         ..., \n",
-      "         [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "            2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "         [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "            2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "         [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "            2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "        [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "            3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "         [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "            3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "         [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "            3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "         ..., \n",
-      "         [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "            1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "         [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "            1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "         [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "            1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "        [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "            1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "         [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "            1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "         [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "            1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "         ..., \n",
-      "         [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "            4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "         [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "            4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "         [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "            4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * file         (file) int64 0 1 2\n",
-      "    datetime     (file) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07\n",
-      "    Time         int64 0\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: perturbation pressure\n",
-      "    units: Pa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "p_join = getvar(wrflist, \"P\", timeidx=ALL_TIMES, method=\"join\")\n",
     "print(p_join)"
@@ -1184,294 +190,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'P' (file: 3, Time: 1, bottom_top: 50, south_north: 1059, west_east: 1799)>\n",
-      "array([[[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "             1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "          [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "             1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "          [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "             1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "          ..., \n",
-      "          [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "             1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "          [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "             1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "          [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "             1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "         [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "             9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "          [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "             9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "          [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "             1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "          ..., \n",
-      "          [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "             1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "          [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "             1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "          [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "             1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "         [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "             9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "          [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "             9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "          [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "             9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "          ..., \n",
-      "          [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "             1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "          [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "             1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "          [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "             1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "             6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "          [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "             6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "          [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "             6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "          ..., \n",
-      "          [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "             2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "          [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "             2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "          [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "             2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "         [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "             3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "          [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "             3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "          [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "             3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "          ..., \n",
-      "          [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "             1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "          [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "             1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "          [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "             1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "         [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "             1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "          [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "             1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "          [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "             1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "          ..., \n",
-      "          [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "             4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "          [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "             4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "          [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "             4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]],\n",
-      "\n",
-      "\n",
-      "\n",
-      "       [[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "             1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "          [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "             1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "          [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "             1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "          ..., \n",
-      "          [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "             1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "          [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "             1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "          [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "             1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "         [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "             9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "          [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "             9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "          [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "             1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "          ..., \n",
-      "          [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "             1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "          [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "             1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "          [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "             1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "         [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "             9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "          [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "             9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "          [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "             9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "          ..., \n",
-      "          [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "             1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "          [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "             1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "          [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "             1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "             6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "          [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "             6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "          [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "             6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "          ..., \n",
-      "          [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "             2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "          [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "             2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "          [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "             2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "         [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "             3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "          [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "             3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "          [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "             3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "          ..., \n",
-      "          [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "             1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "          [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "             1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "          [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "             1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "         [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "             1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "          [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "             1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "          [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "             1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "          ..., \n",
-      "          [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "             4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "          [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "             4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "          [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "             4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]],\n",
-      "\n",
-      "\n",
-      "\n",
-      "       [[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "             1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "          [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "             1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "          [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "             1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "          ..., \n",
-      "          [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "             1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "          [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "             1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "          [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "             1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "         [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "             9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "          [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "             9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "          [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "             1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "          ..., \n",
-      "          [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "             1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "          [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "             1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "          [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "             1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "         [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "             9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "          [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "             9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "          [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "             9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "          ..., \n",
-      "          [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "             1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "          [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "             1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "          [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "             1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "             6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "          [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "             6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "          [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "             6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "          ..., \n",
-      "          [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "             2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "          [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "             2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "          [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "             2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "         [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "             3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "          [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "             3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "          [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "             3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "          ..., \n",
-      "          [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "             1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "          [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "             1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "          [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "             1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "         [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "             1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "          [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "             1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "          [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "             1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "          ..., \n",
-      "          [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "             4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "          [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "             4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "          [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "             4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * file         (file) int64 0 1 2\n",
-      "    datetime     (file, Time) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07\n",
-      "  * Time         (Time) int64 0\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: perturbation pressure\n",
-      "    units: Pa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from wrf import ALL_TIMES\n",
     "p_join = getvar(wrflist, \"P\", timeidx=ALL_TIMES, method=\"join\", squeeze=False)\n",
@@ -1488,379 +211,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray 'P' (key_0: 2, Time: 2, bottom_top: 50, south_north: 1059, west_east: 1799)>\n",
-      "array([[[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "             1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "          [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "             1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "          [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "             1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "          ..., \n",
-      "          [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "             1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "          [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "             1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "          [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "             1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "         [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "             9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "          [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "             9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "          [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "             1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "          ..., \n",
-      "          [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "             1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "          [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "             1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "          [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "             1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "         [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "             9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "          [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "             9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "          [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "             9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "          ..., \n",
-      "          [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "             1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "          [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "             1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "          [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "             1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "             6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "          [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "             6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "          [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "             6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "          ..., \n",
-      "          [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "             2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "          [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "             2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "          [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "             2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "         [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "             3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "          [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "             3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "          [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "             3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "          ..., \n",
-      "          [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "             1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "          [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "             1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "          [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "             1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "         [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "             1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "          [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "             1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "          [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "             1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "          ..., \n",
-      "          [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "             4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "          [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "             4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "          [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "             4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "             1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "          [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "             1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "          [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "             1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "          ..., \n",
-      "          [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "             1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "          [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "             1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "          [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "             1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "         [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "             9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "          [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "             9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "          [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "             1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "          ..., \n",
-      "          [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "             1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "          [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "             1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "          [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "             1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "         [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "             9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "          [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "             9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "          [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "             9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "          ..., \n",
-      "          [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "             1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "          [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "             1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "          [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "             1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "             6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "          [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "             6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "          [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "             6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "          ..., \n",
-      "          [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "             2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "          [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "             2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "          [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "             2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "         [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "             3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "          [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "             3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "          [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "             3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "          ..., \n",
-      "          [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "             1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "          [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "             1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "          [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "             1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "         [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "             1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "          [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "             1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "          [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "             1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "          ..., \n",
-      "          [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "             4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "          [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "             4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "          [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "             4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]],\n",
-      "\n",
-      "\n",
-      "\n",
-      "       [[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "             1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "          [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "             1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "          [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "             1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "          ..., \n",
-      "          [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "             1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "          [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "             1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "          [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "             1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "         [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "             9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "          [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "             9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "          [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "             1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "          ..., \n",
-      "          [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "             1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "          [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "             1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "          [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "             1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "         [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "             9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "          [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "             9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "          [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "             9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "          ..., \n",
-      "          [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "             1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "          [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "             1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "          [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "             1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "             6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "          [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "             6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "          [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "             6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "          ..., \n",
-      "          [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "             2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "          [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "             2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "          [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "             2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "         [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "             3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "          [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "             3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "          [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "             3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "          ..., \n",
-      "          [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "             1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "          [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "             1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "          [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "             1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "         [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "             1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "          [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "             1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "          [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "             1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "          ..., \n",
-      "          [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "             4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "          [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "             4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "          [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "             4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "             1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "          [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "             1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "          [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "             1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "          ..., \n",
-      "          [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "             1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "          [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "             1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "          [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "             1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "         [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "             9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "          [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "             9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "          [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "             1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "          ..., \n",
-      "          [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "             1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "          [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "             1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "          [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "             1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "         [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "             9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "          [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "             9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "          [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "             9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "          ..., \n",
-      "          [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "             1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "          [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "             1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "          [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "             1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "             6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "          [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "             6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "          [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "             6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "          ..., \n",
-      "          [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "             2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "          [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "             2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "          [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "             2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "         [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "             3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "          [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "             3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "          [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "             3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "          ..., \n",
-      "          [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "             1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "          [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "             1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "          [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "             1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "         [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "             1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "          [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "             1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "          [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "             1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "          ..., \n",
-      "          [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "             4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "          [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "             4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "          [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "             4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "  * Time         (Time) datetime64[ns] 2016-10-07 2016-10-07\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2016-10-07 2016-10-07\n",
-      "  * key_0        (key_0) <U6 u'label1' u'label2'\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: perturbation pressure\n",
-      "    units: Pa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "wrf_dict = {\"label1\" : [ncfile, ncfile],\n",
     "           \"label2\" : [ncfile, ncfile]}\n",
@@ -1878,292 +233,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'P' (file: 3, bottom_top: 50, south_north: 1059, west_east: 1799)>\n",
-      "array([[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "            1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "         [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "            1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "         [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "            1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "         ..., \n",
-      "         [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "            1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "         [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "            1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "         [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "            1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "        [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "            9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "         [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "            9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "         [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "            1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "         ..., \n",
-      "         [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "            1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "         [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "            1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "         [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "            1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "        [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "            9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "         [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "            9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "         [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "            9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "         ..., \n",
-      "         [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "            1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "         [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "            1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "         [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "            1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "            6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "         [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "            6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "         [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "            6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "         ..., \n",
-      "         [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "            2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "         [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "            2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "         [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "            2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "        [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "            3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "         [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "            3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "         [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "            3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "         ..., \n",
-      "         [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "            1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "         [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "            1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "         [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "            1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "        [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "            1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "         [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "            1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "         [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "            1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "         ..., \n",
-      "         [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "            4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "         [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "            4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "         [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "            4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "            1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "         [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "            1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "         [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "            1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "         ..., \n",
-      "         [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "            1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "         [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "            1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "         [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "            1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "        [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "            9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "         [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "            9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "         [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "            1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "         ..., \n",
-      "         [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "            1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "         [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "            1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "         [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "            1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "        [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "            9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "         [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "            9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "         [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "            9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "         ..., \n",
-      "         [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "            1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "         [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "            1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "         [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "            1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "            6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "         [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "            6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "         [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "            6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "         ..., \n",
-      "         [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "            2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "         [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "            2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "         [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "            2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "        [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "            3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "         [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "            3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "         [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "            3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "         ..., \n",
-      "         [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "            1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "         [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "            1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "         [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "            1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "        [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "            1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "         [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "            1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "         [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "            1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "         ..., \n",
-      "         [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "            4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "         [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "            4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "         [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "            4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "            1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "         [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "            1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "         [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "            1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "         ..., \n",
-      "         [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "            1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "         [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "            1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "         [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "            1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "        [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "            9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "         [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "            9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "         [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "            1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "         ..., \n",
-      "         [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "            1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "         [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "            1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "         [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "            1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "        [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "            9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "         [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "            9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "         [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "            9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "         ..., \n",
-      "         [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "            1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "         [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "            1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "         [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "            1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "            6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "         [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "            6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "         [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "            6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "         ..., \n",
-      "         [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "            2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "         [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "            2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "         [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "            2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "        [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "            3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "         [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "            3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "         [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "            3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "         ..., \n",
-      "         [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "            1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "         [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "            1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "         [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "            1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "        [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "            1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "         [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "            1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "         [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "            1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "         ..., \n",
-      "         [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "            4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "         [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "            4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "         [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "            4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * file         (file) int64 0 1 2\n",
-      "    datetime     (file) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07\n",
-      "    Time         int64 0\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: perturbation pressure\n",
-      "    units: Pa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "def gen_seq():\n",
     "    wrfseq = [ncfile, ncfile, ncfile]\n",
@@ -2184,294 +258,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'P' (file: 3, Time: 1, bottom_top: 50, south_north: 1059, west_east: 1799)>\n",
-      "array([[[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "             1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "          [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "             1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "          [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "             1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "          ..., \n",
-      "          [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "             1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "          [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "             1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "          [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "             1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "         [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "             9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "          [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "             9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "          [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "             1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "          ..., \n",
-      "          [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "             1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "          [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "             1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "          [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "             1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "         [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "             9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "          [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "             9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "          [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "             9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "          ..., \n",
-      "          [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "             1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "          [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "             1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "          [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "             1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "             6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "          [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "             6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "          [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "             6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "          ..., \n",
-      "          [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "             2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "          [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "             2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "          [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "             2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "         [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "             3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "          [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "             3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "          [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "             3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "          ..., \n",
-      "          [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "             1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "          [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "             1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "          [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "             1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "         [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "             1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "          [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "             1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "          [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "             1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "          ..., \n",
-      "          [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "             4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "          [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "             4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "          [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "             4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]],\n",
-      "\n",
-      "\n",
-      "\n",
-      "       [[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "             1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "          [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "             1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "          [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "             1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "          ..., \n",
-      "          [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "             1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "          [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "             1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "          [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "             1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "         [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "             9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "          [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "             9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "          [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "             1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "          ..., \n",
-      "          [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "             1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "          [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "             1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "          [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "             1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "         [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "             9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "          [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "             9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "          [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "             9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "          ..., \n",
-      "          [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "             1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "          [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "             1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "          [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "             1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "             6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "          [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "             6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "          [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "             6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "          ..., \n",
-      "          [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "             2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "          [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "             2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "          [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "             2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "         [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "             3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "          [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "             3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "          [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "             3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "          ..., \n",
-      "          [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "             1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "          [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "             1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "          [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "             1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "         [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "             1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "          [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "             1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "          [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "             1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "          ..., \n",
-      "          [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "             4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "          [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "             4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "          [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "             4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]],\n",
-      "\n",
-      "\n",
-      "\n",
-      "       [[[[  1.21753906e+03,   1.22532031e+03,   1.22030469e+03, ...,\n",
-      "             1.00760156e+03,   9.87640625e+02,   1.00111719e+03],\n",
-      "          [  1.23877344e+03,   1.24004688e+03,   1.22926562e+03, ...,\n",
-      "             1.00519531e+03,   1.00529688e+03,   9.99171875e+02],\n",
-      "          [  1.23503906e+03,   1.23367188e+03,   1.23731250e+03, ...,\n",
-      "             1.01739844e+03,   1.00005469e+03,   9.97093750e+02],\n",
-      "          ..., \n",
-      "          [  9.02625000e+02,   9.05328125e+02,   8.97203125e+02, ...,\n",
-      "             1.91794531e+03,   1.91308594e+03,   1.90972656e+03],\n",
-      "          [  9.20859375e+02,   9.05914062e+02,   8.97054688e+02, ...,\n",
-      "             1.90585156e+03,   1.90292188e+03,   1.90480469e+03],\n",
-      "          [  9.17273438e+02,   9.09109375e+02,   8.96390625e+02, ...,\n",
-      "             1.89047656e+03,   1.89437500e+03,   1.90342188e+03]],\n",
-      "\n",
-      "         [[  1.21956250e+03,   1.21027344e+03,   1.21426562e+03, ...,\n",
-      "             9.94968750e+02,   9.97398438e+02,   9.90789062e+02],\n",
-      "          [  1.22457812e+03,   1.22350781e+03,   1.22536719e+03, ...,\n",
-      "             9.95195312e+02,   9.98554688e+02,   9.92117188e+02],\n",
-      "          [  1.23416406e+03,   1.23213281e+03,   1.23096875e+03, ...,\n",
-      "             1.00164844e+03,   9.99859375e+02,   9.85984375e+02],\n",
-      "          ..., \n",
-      "          [  9.04843750e+02,   8.98484375e+02,   8.92843750e+02, ...,\n",
-      "             1.90071875e+03,   1.90286719e+03,   1.90006250e+03],\n",
-      "          [  9.01273438e+02,   9.05203125e+02,   8.92703125e+02, ...,\n",
-      "             1.89767969e+03,   1.89776562e+03,   1.89450000e+03],\n",
-      "          [  9.13750000e+02,   9.07171875e+02,   8.91421875e+02, ...,\n",
-      "             1.88942969e+03,   1.89327344e+03,   1.89366406e+03]],\n",
-      "\n",
-      "         [[  1.20172656e+03,   1.20346094e+03,   1.20319531e+03, ...,\n",
-      "             9.78507812e+02,   9.78507812e+02,   9.76671875e+02],\n",
-      "          [  1.21393750e+03,   1.21051562e+03,   1.21349219e+03, ...,\n",
-      "             9.85695312e+02,   9.85578125e+02,   9.76945312e+02],\n",
-      "          [  1.22267188e+03,   1.21804688e+03,   1.21915625e+03, ...,\n",
-      "             9.88117188e+02,   9.84898438e+02,   9.75968750e+02],\n",
-      "          ..., \n",
-      "          [  8.98218750e+02,   8.91429688e+02,   8.84273438e+02, ...,\n",
-      "             1.88932812e+03,   1.88850781e+03,   1.88640625e+03],\n",
-      "          [  9.01734375e+02,   8.92593750e+02,   8.85296875e+02, ...,\n",
-      "             1.88271094e+03,   1.88282812e+03,   1.88099219e+03],\n",
-      "          [  9.05312500e+02,   8.94609375e+02,   8.85382812e+02, ...,\n",
-      "             1.87590625e+03,   1.87586719e+03,   1.87628906e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[  1.24006348e+01,   1.24196777e+01,   1.24147949e+01, ...,\n",
-      "             6.25048828e+00,   6.28613281e+00,   6.29248047e+00],\n",
-      "          [  1.25273438e+01,   1.27272949e+01,   1.27109375e+01, ...,\n",
-      "             6.41284180e+00,   6.36523438e+00,   6.29663086e+00],\n",
-      "          [  1.27395020e+01,   1.28625488e+01,   1.28344727e+01, ...,\n",
-      "             6.48413086e+00,   6.40771484e+00,   6.31005859e+00],\n",
-      "          ..., \n",
-      "          [  9.12524414e+00,   9.26342773e+00,   9.24536133e+00, ...,\n",
-      "             2.20981445e+01,   2.21533203e+01,   2.19575195e+01],\n",
-      "          [  9.09448242e+00,   9.29077148e+00,   9.23999023e+00, ...,\n",
-      "             2.20502930e+01,   2.20822754e+01,   2.17778320e+01],\n",
-      "          [  9.13598633e+00,   8.91821289e+00,   8.85595703e+00, ...,\n",
-      "             2.16904297e+01,   2.17297363e+01,   2.17011719e+01]],\n",
-      "\n",
-      "         [[  7.23315430e+00,   7.22412109e+00,   7.22167969e+00, ...,\n",
-      "             3.60498047e+00,   3.62792969e+00,   3.61376953e+00],\n",
-      "          [  7.22631836e+00,   7.35815430e+00,   7.37670898e+00, ...,\n",
-      "             3.75146484e+00,   3.72509766e+00,   3.63403320e+00],\n",
-      "          [  7.37817383e+00,   7.43383789e+00,   7.41967773e+00, ...,\n",
-      "             3.79614258e+00,   3.75366211e+00,   3.63256836e+00],\n",
-      "          ..., \n",
-      "          [  5.29272461e+00,   5.38378906e+00,   5.38549805e+00, ...,\n",
-      "             1.28234863e+01,   1.28681641e+01,   1.26816406e+01],\n",
-      "          [  5.35424805e+00,   5.40600586e+00,   5.38232422e+00, ...,\n",
-      "             1.28093262e+01,   1.28271484e+01,   1.26484375e+01],\n",
-      "          [  5.29541016e+00,   5.17749023e+00,   5.12133789e+00, ...,\n",
-      "             1.25754395e+01,   1.25627441e+01,   1.25764160e+01]],\n",
-      "\n",
-      "         [[  2.36206055e+00,   2.37622070e+00,   2.40991211e+00, ...,\n",
-      "             1.13354492e+00,   1.15136719e+00,   1.15698242e+00],\n",
-      "          [  2.34252930e+00,   2.40380859e+00,   2.42382812e+00, ...,\n",
-      "             1.19824219e+00,   1.19848633e+00,   1.15527344e+00],\n",
-      "          [  2.47290039e+00,   2.41503906e+00,   2.41552734e+00, ...,\n",
-      "             1.20556641e+00,   1.20312500e+00,   1.14428711e+00],\n",
-      "          ..., \n",
-      "          [  1.77978516e+00,   1.77050781e+00,   1.79003906e+00, ...,\n",
-      "             4.22949219e+00,   4.25659180e+00,   4.13647461e+00],\n",
-      "          [  1.73291016e+00,   1.76879883e+00,   1.77978516e+00, ...,\n",
-      "             4.24047852e+00,   4.24707031e+00,   4.13549805e+00],\n",
-      "          [  1.71533203e+00,   1.65722656e+00,   1.67480469e+00, ...,\n",
-      "             4.06884766e+00,   4.03637695e+00,   4.04785156e+00]]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * file         (file) int64 0 1 2\n",
-      "    datetime     (file, Time) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07\n",
-      "  * Time         (Time) int64 0\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: perturbation pressure\n",
-      "    units: Pa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "class FileGen(object):\n",
     "    def __init__(self, ncfile, count=3):\n",
@@ -2512,48 +303,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'slp' (south_north: 1059, west_east: 1799)>\n",
-      "array([[ 1012.22033691,  1012.29815674,  1012.24786377, ...,\n",
-      "         1010.13201904,  1009.93231201,  1010.06707764],\n",
-      "       [ 1012.43286133,  1012.44476318,  1012.33666992, ...,\n",
-      "         1010.1072998 ,  1010.10845947,  1010.04760742],\n",
-      "       [ 1012.39544678,  1012.38085938,  1012.41705322, ...,\n",
-      "         1010.22937012,  1010.05596924,  1010.02679443],\n",
-      "       ..., \n",
-      "       [ 1009.0423584 ,  1009.06921387,  1008.98779297, ...,\n",
-      "         1019.19281006,  1019.14434814,  1019.1105957 ],\n",
-      "       [ 1009.22485352,  1009.07513428,  1008.98638916, ...,\n",
-      "         1019.07189941,  1019.04266357,  1019.0612793 ],\n",
-      "       [ 1009.18896484,  1009.1071167 ,  1008.97979736, ...,\n",
-      "         1018.91778564,  1018.95684814,  1019.04748535]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "    Time         datetime64[ns] 2016-10-07\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY\n",
-      "    description: sea level pressure\n",
-      "    units: hPa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "wrf_vars = [\"avo\", \"eth\", \"cape_2d\", \"cape_3d\", \"ctt\", \"dbz\", \"mdbz\", \n",
     "            \"geopt\", \"helicity\", \"lat\", \"lon\", \"omg\", \"p\", \"pressure\", \n",
@@ -2577,19 +331,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<type 'numpy.ndarray'>\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from wrf import to_np\n",
     "masked_ndarray = to_np(vard[\"slp\"])\n",
@@ -2599,7 +345,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -2626,47 +372,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'height_500_hPa' (south_north: 1059, west_east: 1799)>\n",
-      "array([[ 5882.16992188,  5881.87939453,  5881.81005859, ...,\n",
-      "         5890.14501953,  5890.23583984,  5890.33349609],\n",
-      "       [ 5882.71777344,  5882.17529297,  5882.1171875 , ...,\n",
-      "         5890.37695312,  5890.38525391,  5890.27978516],\n",
-      "       [ 5883.32177734,  5882.47119141,  5882.34130859, ...,\n",
-      "         5890.48339844,  5890.42871094,  5890.17724609],\n",
-      "       ..., \n",
-      "       [ 5581.45800781,  5580.46826172,  5579.32617188, ...,\n",
-      "         5788.93554688,  5788.70507812,  5788.64453125],\n",
-      "       [ 5580.32714844,  5579.51611328,  5578.34863281, ...,\n",
-      "         5788.15869141,  5787.87304688,  5787.65527344],\n",
-      "       [ 5579.64404297,  5578.30957031,  5576.98632812, ...,\n",
-      "         5787.19384766,  5787.10888672,  5787.06933594]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT         (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "    Time         datetime64[ns] 2016-10-07\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    units: m\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    level: 500 hPa\n",
-      "    missing_value: 9.96920996839e+36\n",
-      "    _FillValue: 9.96920996839e+36\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# 500 MB Heights\n",
     "from wrf import getvar, interplevel\n",
@@ -2688,78 +398,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'pressure_cross' (vertical: 100, idx: 1798)>\n",
-      "array([[          nan,           nan,           nan, ...,           nan,\n",
-      "                  nan,           nan],\n",
-      "       [ 989.66168213,  989.66802979,  989.66351318, ...,  988.05737305,\n",
-      "         987.99151611,  987.96917725],\n",
-      "       [ 959.49450684,  959.50109863,  959.50030518, ...,  958.96948242,\n",
-      "         958.92980957,  958.89294434],\n",
-      "       ..., \n",
-      "       [  24.28092003,   24.27359581,   24.27034378, ...,   24.24800491,\n",
-      "          24.2486496 ,   24.24947357],\n",
-      "       [  23.2868309 ,   23.27933884,   23.27607918, ...,   23.25231361,\n",
-      "          23.2530098 ,   23.25384521],\n",
-      "       [          nan,           nan,           nan, ...,           nan,\n",
-      "                  nan,           nan]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    Time      datetime64[ns] 2016-10-07\n",
-      "    xy_loc    (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...\n",
-      "  * vertical  (vertical) float32 0.0 261.828 523.656 785.484 1047.31 1309.14 ...\n",
-      "  * idx       (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    description: pressure\n",
-      "    units: hPa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    orientation: (0.0, 529.0) to (1797.0, 529.0) ; center=CoordPair(x=899, y=529) ; angle=90.0\n",
-      "    missing_value: 9.96920996839e+36\n",
-      "    _FillValue: 9.96920996839e+36\n",
-      "\n",
-      "\n",
-      "<xarray.DataArray u'pressure_cross' (vertical: 100, idx: 1798)>\n",
-      "array([[          nan,           nan,           nan, ...,           nan,\n",
-      "                  nan,           nan],\n",
-      "       [ 989.66168213,  989.66802979,  989.66351318, ...,  988.05737305,\n",
-      "         987.99151611,  987.96917725],\n",
-      "       [ 959.49450684,  959.50109863,  959.50030518, ...,  958.96948242,\n",
-      "         958.92980957,  958.89294434],\n",
-      "       ..., \n",
-      "       [  24.28092003,   24.27359581,   24.27034378, ...,   24.24800491,\n",
-      "          24.2486496 ,   24.24947357],\n",
-      "       [  23.2868309 ,   23.27933884,   23.27607918, ...,   23.25231361,\n",
-      "          23.2530098 ,   23.25384521],\n",
-      "       [          nan,           nan,           nan, ...,           nan,\n",
-      "                  nan,           nan]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    Time      datetime64[ns] 2016-10-07\n",
-      "    xy_loc    (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...\n",
-      "  * vertical  (vertical) float32 0.0 261.828 523.656 785.484 1047.31 1309.14 ...\n",
-      "  * idx       (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    description: pressure\n",
-      "    units: hPa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    orientation: (0.0, 529.0) to (1797.0, 529.0)\n",
-      "    missing_value: 9.96920996839e+36\n",
-      "    _FillValue: 9.96920996839e+36\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Pressure using pivot and angle\n",
     "from wrf import getvar, vertcross, CoordPair\n",
@@ -2785,142 +428,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'pressure_cross' (vertical: 100, idx: 1798)>\n",
-      "array([[          nan,           nan,           nan, ...,           nan,\n",
-      "                  nan,           nan],\n",
-      "       [ 989.66168213,  989.66802979,  989.66351318, ...,  988.05737305,\n",
-      "         987.99151611,  987.96917725],\n",
-      "       [ 959.49450684,  959.50109863,  959.50030518, ...,  958.96948242,\n",
-      "         958.92980957,  958.89294434],\n",
-      "       ..., \n",
-      "       [  24.28092003,   24.27359581,   24.27034378, ...,   24.24800491,\n",
-      "          24.2486496 ,   24.24947357],\n",
-      "       [  23.2868309 ,   23.27933884,   23.27607918, ...,   23.25231361,\n",
-      "          23.2530098 ,   23.25384521],\n",
-      "       [          nan,           nan,           nan, ...,           nan,\n",
-      "                  nan,           nan]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    Time      datetime64[ns] 2016-10-07\n",
-      "    xy_loc    (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...\n",
-      "  * vertical  (vertical) float32 0.0 261.828 523.656 785.484 1047.31 1309.14 ...\n",
-      "  * idx       (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    description: pressure\n",
-      "    units: hPa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    orientation: (0.0, 529.0) to (1797.0, 529.0) ; center=CoordPair(lat=38.5, lon=-97.5) ; angle=90.0\n",
-      "    missing_value: 9.96920996839e+36\n",
-      "    _FillValue: 9.96920996839e+36\n",
-      "\n",
-      "\n",
-      "<xarray.DataArray u'XLAT' ()>\n",
-      "array(34.527950286865234, dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        float32 -127.399\n",
-      "    XLAT         float32 34.528\n",
-      "    XTIME        float32 60.0\n",
-      "    Time         datetime64[ns] 2016-10-07\n",
-      "    south_north  int64 529\n",
-      "    west_east    int64 0\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY \n",
-      "    description: LATITUDE, SOUTH IS NEGATIVE\n",
-      "    units: degree_north\n",
-      "    stagger: \n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'XLAT' ()>\n",
-      "array(34.527950286865234, dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        float32 -67.6011\n",
-      "    XLAT         float32 34.528\n",
-      "    XTIME        float32 60.0\n",
-      "    Time         datetime64[ns] 2016-10-07\n",
-      "    south_north  int64 529\n",
-      "    west_east    int64 1798\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY \n",
-      "    description: LATITUDE, SOUTH IS NEGATIVE\n",
-      "    units: degree_north\n",
-      "    stagger: \n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'XLONG' ()>\n",
-      "array(-127.39892578125, dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        float32 -127.399\n",
-      "    XLAT         float32 34.528\n",
-      "    XTIME        float32 60.0\n",
-      "    Time         datetime64[ns] 2016-10-07\n",
-      "    south_north  int64 529\n",
-      "    west_east    int64 0\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY \n",
-      "    description: LONGITUDE, WEST IS NEGATIVE\n",
-      "    units: degree_east\n",
-      "    stagger: \n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'XLONG' ()>\n",
-      "array(-67.60107421875, dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        float32 -67.6011\n",
-      "    XLAT         float32 34.528\n",
-      "    XTIME        float32 60.0\n",
-      "    Time         datetime64[ns] 2016-10-07\n",
-      "    south_north  int64 529\n",
-      "    west_east    int64 1798\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY \n",
-      "    description: LONGITUDE, WEST IS NEGATIVE\n",
-      "    units: degree_east\n",
-      "    stagger: \n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'pressure_cross' (vertical: 100, idx: 1798)>\n",
-      "array([[          nan,           nan,           nan, ...,           nan,\n",
-      "                  nan,           nan],\n",
-      "       [ 989.66168213,  989.66802979,  989.66351318, ...,  988.05737305,\n",
-      "         987.99151611,  987.96917725],\n",
-      "       [ 959.49450684,  959.50109863,  959.50030518, ...,  958.96948242,\n",
-      "         958.92980957,  958.89294434],\n",
-      "       ..., \n",
-      "       [  24.28092003,   24.27359581,   24.27034378, ...,   24.24800491,\n",
-      "          24.2486496 ,   24.24947357],\n",
-      "       [  23.2868309 ,   23.27933884,   23.27607918, ...,   23.25231361,\n",
-      "          23.2530098 ,   23.25384521],\n",
-      "       [          nan,           nan,           nan, ...,           nan,\n",
-      "                  nan,           nan]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    Time      datetime64[ns] 2016-10-07\n",
-      "    xy_loc    (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...\n",
-      "  * vertical  (vertical) float32 0.0 261.828 523.656 785.484 1047.31 1309.14 ...\n",
-      "  * idx       (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    description: pressure\n",
-      "    units: hPa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    orientation: (0.0, 529.0) to (1797.0, 529.0)\n",
-      "    missing_value: 9.96920996839e+36\n",
-      "    _FillValue: 9.96920996839e+36\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Pressure using pivot and angle\n",
     "from wrf import getvar, vertcross, CoordPair, xy_to_ll\n",
@@ -2969,135 +481,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'pressure_cross' (vertical: 100, idx: 1798)>\n",
-      "array([[          nan,           nan,           nan, ...,           nan,\n",
-      "                  nan,           nan],\n",
-      "       [ 989.66168213,  989.66802979,  989.66351318, ...,  988.05737305,\n",
-      "         987.99151611,  987.96917725],\n",
-      "       [ 959.49450684,  959.50109863,  959.50030518, ...,  958.96948242,\n",
-      "         958.92980957,  958.89294434],\n",
-      "       ..., \n",
-      "       [  24.28092003,   24.27359581,   24.27034378, ...,   24.24800491,\n",
-      "          24.2486496 ,   24.24947357],\n",
-      "       [  23.2868309 ,   23.27933884,   23.27607918, ...,   23.25231361,\n",
-      "          23.2530098 ,   23.25384521],\n",
-      "       [          nan,           nan,           nan, ...,           nan,\n",
-      "                  nan,           nan]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    Time      datetime64[ns] 2016-10-07\n",
-      "    xy_loc    (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...\n",
-      "  * vertical  (vertical) float32 0.0 261.828 523.656 785.484 1047.31 1309.14 ...\n",
-      "  * idx       (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    description: pressure\n",
-      "    units: hPa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    orientation: (0.0, 529.0) to (1797.0, 529.0) ; center=CoordPair(lat=38.5, lon=-97.5) ; angle=90.0\n",
-      "    missing_value: 9.96920996839e+36\n",
-      "    _FillValue: 9.96920996839e+36\n",
-      "\n",
-      "\n",
-      "<xarray.DataArray u'XLAT' ()>\n",
-      "array(34.527950286865234, dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        float32 -127.399\n",
-      "    XLAT         float32 34.528\n",
-      "    XTIME        float32 60.0\n",
-      "    Time         datetime64[ns] 2016-10-07\n",
-      "    south_north  int64 529\n",
-      "    west_east    int64 0\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY \n",
-      "    description: LATITUDE, SOUTH IS NEGATIVE\n",
-      "    units: degree_north\n",
-      "    stagger: \n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'XLAT' ()>\n",
-      "array(34.527950286865234, dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        float32 -67.6011\n",
-      "    XLAT         float32 34.528\n",
-      "    XTIME        float32 60.0\n",
-      "    Time         datetime64[ns] 2016-10-07\n",
-      "    south_north  int64 529\n",
-      "    west_east    int64 1798\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY \n",
-      "    description: LATITUDE, SOUTH IS NEGATIVE\n",
-      "    units: degree_north\n",
-      "    stagger: \n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'XLONG' ()>\n",
-      "array(-127.39892578125, dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        float32 -127.399\n",
-      "    XLAT         float32 34.528\n",
-      "    XTIME        float32 60.0\n",
-      "    Time         datetime64[ns] 2016-10-07\n",
-      "    south_north  int64 529\n",
-      "    west_east    int64 0\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY \n",
-      "    description: LONGITUDE, WEST IS NEGATIVE\n",
-      "    units: degree_east\n",
-      "    stagger: \n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'XLONG' ()>\n",
-      "array(-67.60107421875, dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        float32 -67.6011\n",
-      "    XLAT         float32 34.528\n",
-      "    XTIME        float32 60.0\n",
-      "    Time         datetime64[ns] 2016-10-07\n",
-      "    south_north  int64 529\n",
-      "    west_east    int64 1798\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY \n",
-      "    description: LONGITUDE, WEST IS NEGATIVE\n",
-      "    units: degree_east\n",
-      "    stagger: \n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'pressure_cross' (vertical: 3, idx: 1798)>\n",
-      "array([[ 906.375     ,  906.38043213,  906.39367676, ...,  907.6661377 ,\n",
-      "         907.63006592,  907.59191895],\n",
-      "       [ 804.24737549,  804.26885986,  804.28076172, ...,  806.98632812,\n",
-      "         806.95556641,  806.92608643],\n",
-      "       [ 713.24578857,  713.2722168 ,  713.27886963, ...,  716.09594727,\n",
-      "         716.06610107,  716.03503418]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    Time      datetime64[ns] 2016-10-07\n",
-      "    xy_loc    (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...\n",
-      "  * vertical  (vertical) float32 1000.0 2000.0 3000.0\n",
-      "  * idx       (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    description: pressure\n",
-      "    units: hPa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    orientation: (0.0, 529.0) to (1797.0, 529.0)\n",
-      "    missing_value: 9.96920996839e+36\n",
-      "    _FillValue: 9.96920996839e+36\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Pressure using pivot and angle\n",
     "from wrf import getvar, vertcross, CoordPair, xy_to_ll\n",
@@ -3155,65 +543,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'T2_line' (line_idx: 1058)>\n",
-      "array([ 302.07214355,  302.08505249,  302.08688354, ...,  279.18557739,\n",
-      "        279.1998291 ,  279.23132324], dtype=float32)\n",
-      "Coordinates:\n",
-      "    Time      datetime64[ns] 2016-10-07\n",
-      "    xy_loc    (line_idx) object CoordPair(x=899.0, y=0.0, lat=24.3645858765, lon=-97.5) ...\n",
-      "  * line_idx  (line_idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    description: TEMP at 2 M\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    orientation: (899.0, 0.0) to (899.0, 1057.0) ; center=CoordPair(x=899, y=529) ; angle=0.0 \n",
-      "\n",
-      "<xarray.DataArray u'T2_line' (line_idx: 1058)>\n",
-      "array([ 302.07214355,  302.08505249,  302.08688354, ...,  279.18557739,\n",
-      "        279.1998291 ,  279.23132324], dtype=float32)\n",
-      "Coordinates:\n",
-      "    Time      datetime64[ns] 2016-10-07\n",
-      "    xy_loc    (line_idx) object CoordPair(x=899.0, y=0.0, lat=24.3645858765, lon=-97.5) ...\n",
-      "  * line_idx  (line_idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    description: TEMP at 2 M\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    orientation: (899.0, 0.0) to (899.0, 1057.0) \n",
-      "\n",
-      "<xarray.DataArray u'T2_line' (line_idx: 1058)>\n",
-      "array([ 302.07214355,  302.08505249,  302.08688354, ...,  279.18557739,\n",
-      "        279.1998291 ,  279.23132324], dtype=float32)\n",
-      "Coordinates:\n",
-      "    Time      datetime64[ns] 2016-10-07\n",
-      "    xy_loc    (line_idx) object CoordPair(x=899.0, y=0.0, lat=24.3645858765, lon=-97.5) ...\n",
-      "  * line_idx  (line_idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    description: TEMP at 2 M\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    orientation: (899.0, 0.0) to (899.0, 1057.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# T2 using pivot and angle\n",
     "from wrf import interpline, getvar, CoordPair\n",
@@ -3263,322 +597,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'temp' (interp_level: 4, south_north: 1059, west_east: 1799)>\n",
-      "array([[[ 296.12872314,  296.1166687 ,  296.08905029, ...,  301.71026611,\n",
-      "          301.67956543,  301.67791748],\n",
-      "        [ 296.11352539,  295.95581055,  295.91555786, ...,  301.63052368,\n",
-      "          301.62905884,  301.65887451],\n",
-      "        [ 296.07556152,  295.91577148,  295.88214111, ...,  301.61499023,\n",
-      "          301.60287476,  301.63961792],\n",
-      "        ..., \n",
-      "        [ 286.52096558,  286.41018677,  286.36764526, ...,  286.04336548,\n",
-      "          286.06069946,  286.11782837],\n",
-      "        [ 286.53607178,  286.43389893,  286.39651489, ...,  286.04037476,\n",
-      "          286.05493164,  286.1048584 ],\n",
-      "        [ 286.52865601,  286.5005188 ,  286.465271  , ...,  286.06069946,\n",
-      "          286.07052612,  286.09399414]],\n",
-      "\n",
-      "       [[ 288.80395508,  288.80670166,  288.80947876, ...,  301.71026611,\n",
-      "          301.67956543,  301.67791748],\n",
-      "        [ 288.79626465,  288.80310059,  288.81011963, ...,  301.63052368,\n",
-      "          301.62905884,  301.65887451],\n",
-      "        [ 288.79147339,  288.79580688,  288.80395508, ...,  301.61499023,\n",
-      "          301.60287476,  301.63961792],\n",
-      "        ..., \n",
-      "        [ 271.22460938,  270.93789673,  270.89196777, ...,  285.03686523,\n",
-      "          285.03970337,  285.13150024],\n",
-      "        [ 271.07727051,  270.83752441,  270.79229736, ...,  284.97970581,\n",
-      "          284.98345947,  285.08605957],\n",
-      "        [ 270.91799927,  270.88964844,  270.86120605, ...,  285.03256226,\n",
-      "          285.03521729,  285.03738403]],\n",
-      "\n",
-      "       [[ 209.65953064,  209.66604614,  209.66989136, ...,  208.95401001,\n",
-      "          208.94740295,  208.94108582],\n",
-      "        [ 209.66082764,  209.69885254,  209.70175171, ...,  209.00111389,\n",
-      "          208.9921875 ,  208.95361328],\n",
-      "        [ 209.67224121,  209.70568848,  209.70872498, ...,  209.00645447,\n",
-      "          208.99705505,  208.96684265],\n",
-      "        ..., \n",
-      "        [ 216.40664673,  216.40771484,  216.42254639, ...,  211.59529114,\n",
-      "          211.57124329,  211.55671692],\n",
-      "        [ 216.40037537,  216.40324402,  216.41850281, ...,  211.59181213,\n",
-      "          211.57377625,  211.56642151],\n",
-      "        [ 216.39074707,  216.39753723,  216.41374207, ...,  211.59292603,\n",
-      "          211.58309937,  211.57679749]],\n",
-      "\n",
-      "       [[ 222.51194763,  222.51513672,  222.51472473, ...,  219.25039673,\n",
-      "          219.25816345,  219.2625885 ],\n",
-      "        [ 222.50579834,  222.53179932,  222.52944946, ...,  219.27270508,\n",
-      "          219.27102661,  219.26333618],\n",
-      "        [ 222.51419067,  222.53814697,  222.53460693, ...,  219.26870728,\n",
-      "          219.26971436,  219.26559448],\n",
-      "        ..., \n",
-      "        [ 219.11134338,  219.08581543,  219.08602905, ...,  218.29879761,\n",
-      "          218.30923462,  218.3787384 ],\n",
-      "        [ 219.09260559,  219.07765198,  219.08340454, ...,  218.2855072 ,\n",
-      "          218.30444336,  218.37931824],\n",
-      "        [ 219.07936096,  219.08181763,  219.10089111, ...,  218.31173706,\n",
-      "          218.34288025,  218.3687439 ]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG         (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT          (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "    Time          datetime64[ns] 2016-10-07\n",
-      "  * south_north   (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east     (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * interp_level  (interp_level) int64 200 300 500 1000\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: temperature\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    vert_interp_type: theta\n",
-      "<xarray.DataArray u'temp' (interp_level: 4, south_north: 1059, west_east: 1799)>\n",
-      "array([[[ 296.12872314,  296.1166687 ,  296.08905029, ...,  301.71026611,\n",
-      "          301.67956543,  301.67791748],\n",
-      "        [ 296.11352539,  295.95581055,  295.91555786, ...,  301.63052368,\n",
-      "          301.62905884,  301.65887451],\n",
-      "        [ 296.07556152,  295.91577148,  295.88214111, ...,  301.61499023,\n",
-      "          301.60287476,  301.63961792],\n",
-      "        ..., \n",
-      "        [ 286.52096558,  286.41018677,  286.36764526, ...,  286.04336548,\n",
-      "          286.06069946,  286.11782837],\n",
-      "        [ 286.53607178,  286.43389893,  286.39651489, ...,  286.04037476,\n",
-      "          286.05493164,  286.1048584 ],\n",
-      "        [ 286.52865601,  286.5005188 ,  286.465271  , ...,  286.06069946,\n",
-      "          286.07052612,  286.09399414]],\n",
-      "\n",
-      "       [[ 296.12872314,  296.1166687 ,  296.08905029, ...,  301.71026611,\n",
-      "          301.67956543,  301.67791748],\n",
-      "        [ 296.11352539,  295.95581055,  295.91555786, ...,  301.63052368,\n",
-      "          301.62905884,  301.65887451],\n",
-      "        [ 296.07556152,  295.91577148,  295.88214111, ...,  301.61499023,\n",
-      "          301.60287476,  301.63961792],\n",
-      "        ..., \n",
-      "        [ 286.52096558,  286.41018677,  286.36764526, ...,  286.04336548,\n",
-      "          286.06069946,  286.11782837],\n",
-      "        [ 286.53607178,  286.43389893,  286.39651489, ...,  286.04037476,\n",
-      "          286.05493164,  286.1048584 ],\n",
-      "        [ 286.52865601,  286.5005188 ,  286.465271  , ...,  286.06069946,\n",
-      "          286.07052612,  286.09399414]],\n",
-      "\n",
-      "       [[ 209.65866089,  209.66516113,  209.66902161, ...,  208.95243835,\n",
-      "          208.94581604,  208.9394989 ],\n",
-      "        [ 209.65994263,  209.69796753,  209.7008667 , ...,  208.99952698,\n",
-      "          208.99060059,  208.95201111],\n",
-      "        [ 209.67137146,  209.70481873,  209.70785522, ...,  209.00485229,\n",
-      "          208.99543762,  208.96522522],\n",
-      "        ..., \n",
-      "        [ 216.40563965,  216.40672302,  216.42155457, ...,  211.59411621,\n",
-      "          211.5700531 ,  211.55552673],\n",
-      "        [ 216.39936829,  216.40222168,  216.41746521, ...,  211.59066772,\n",
-      "          211.57260132,  211.56523132],\n",
-      "        [ 216.38970947,  216.39648438,  216.41264343, ...,  211.59179688,\n",
-      "          211.5819397 ,  211.57563782]],\n",
-      "\n",
-      "       [[ 222.51194763,  222.51513672,  222.51472473, ...,  219.25039673,\n",
-      "          219.25816345,  219.2625885 ],\n",
-      "        [ 222.50579834,  222.53179932,  222.52944946, ...,  219.27270508,\n",
-      "          219.27102661,  219.26333618],\n",
-      "        [ 222.51419067,  222.53814697,  222.53460693, ...,  219.26870728,\n",
-      "          219.26971436,  219.26559448],\n",
-      "        ..., \n",
-      "        [ 219.11134338,  219.08581543,  219.08602905, ...,  218.29879761,\n",
-      "          218.30923462,  218.3787384 ],\n",
-      "        [ 219.09260559,  219.07765198,  219.08340454, ...,  218.2855072 ,\n",
-      "          218.30444336,  218.37931824],\n",
-      "        [ 219.07936096,  219.08181763,  219.10089111, ...,  218.31173706,\n",
-      "          218.34288025,  218.3687439 ]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG         (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT          (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "    Time          datetime64[ns] 2016-10-07\n",
-      "  * south_north   (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east     (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * interp_level  (interp_level) int64 200 300 500 1000\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: temperature\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    vert_interp_type: eth\n",
-      "<xarray.DataArray u'temp' (interp_level: 3, south_north: 1059, west_east: 1799)>\n",
-      "array([[[ 222.51194763,  222.51513672,  222.51472473, ...,  219.25039673,\n",
-      "          219.25816345,  219.2625885 ],\n",
-      "        [ 222.50579834,  222.53179932,  222.52944946, ...,  219.27270508,\n",
-      "          219.27102661,  219.26333618],\n",
-      "        [ 222.51419067,  222.53814697,  222.53460693, ...,  219.26870728,\n",
-      "          219.26971436,  219.26559448],\n",
-      "        ..., \n",
-      "        [ 219.11134338,  219.08581543,  219.08602905, ...,  218.29879761,\n",
-      "          218.30923462,  218.3787384 ],\n",
-      "        [ 219.09260559,  219.07765198,  219.08340454, ...,  218.2855072 ,\n",
-      "          218.30444336,  218.37931824],\n",
-      "        [ 219.07936096,  219.08181763,  219.10089111, ...,  218.31173706,\n",
-      "          218.34288025,  218.3687439 ]],\n",
-      "\n",
-      "       [[ 222.51194763,  222.51513672,  222.51472473, ...,  219.25039673,\n",
-      "          219.25816345,  219.2625885 ],\n",
-      "        [ 222.50579834,  222.53179932,  222.52944946, ...,  219.27270508,\n",
-      "          219.27102661,  219.26333618],\n",
-      "        [ 222.51419067,  222.53814697,  222.53460693, ...,  219.26870728,\n",
-      "          219.26971436,  219.26559448],\n",
-      "        ..., \n",
-      "        [ 219.11134338,  219.08581543,  219.08602905, ...,  218.29879761,\n",
-      "          218.30923462,  218.3787384 ],\n",
-      "        [ 219.09260559,  219.07765198,  219.08340454, ...,  218.2855072 ,\n",
-      "          218.30444336,  218.37931824],\n",
-      "        [ 219.07936096,  219.08181763,  219.10089111, ...,  218.31173706,\n",
-      "          218.34288025,  218.3687439 ]],\n",
-      "\n",
-      "       [[ 222.51194763,  222.51513672,  222.51472473, ...,  219.25039673,\n",
-      "          219.25816345,  219.2625885 ],\n",
-      "        [ 222.50579834,  222.53179932,  222.52944946, ...,  219.27270508,\n",
-      "          219.27102661,  219.26333618],\n",
-      "        [ 222.51419067,  222.53814697,  222.53460693, ...,  219.26870728,\n",
-      "          219.26971436,  219.26559448],\n",
-      "        ..., \n",
-      "        [ 219.11134338,  219.08581543,  219.08602905, ...,  218.29879761,\n",
-      "          218.30923462,  218.3787384 ],\n",
-      "        [ 219.09260559,  219.07765198,  219.08340454, ...,  218.2855072 ,\n",
-      "          218.30444336,  218.37931824],\n",
-      "        [ 219.07936096,  219.08181763,  219.10089111, ...,  218.31173706,\n",
-      "          218.34288025,  218.3687439 ]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG         (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT          (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "    Time          datetime64[ns] 2016-10-07\n",
-      "  * south_north   (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east     (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * interp_level  (interp_level) int64 30 60 90\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: temperature\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    vert_interp_type: ght_msl\n",
-      "<xarray.DataArray u'temp' (interp_level: 3, south_north: 1059, west_east: 1799)>\n",
-      "array([[[ 222.51194763,  222.51513672,  222.51472473, ...,  219.25039673,\n",
-      "          219.25816345,  219.2625885 ],\n",
-      "        [ 222.50579834,  222.53179932,  222.52944946, ...,  219.27270508,\n",
-      "          219.27102661,  219.26333618],\n",
-      "        [ 222.51419067,  222.53814697,  222.53460693, ...,  219.26870728,\n",
-      "          219.26971436,  219.26559448],\n",
-      "        ..., \n",
-      "        [ 219.11134338,  219.08581543,  219.08602905, ...,  218.29879761,\n",
-      "          218.30923462,  218.3787384 ],\n",
-      "        [ 219.09260559,  219.07765198,  219.08340454, ...,  218.2855072 ,\n",
-      "          218.30444336,  218.37931824],\n",
-      "        [ 219.07936096,  219.08181763,  219.10089111, ...,  218.31173706,\n",
-      "          218.34288025,  218.3687439 ]],\n",
-      "\n",
-      "       [[ 222.51194763,  222.51513672,  222.51472473, ...,  219.25039673,\n",
-      "          219.25816345,  219.2625885 ],\n",
-      "        [ 222.50579834,  222.53179932,  222.52944946, ...,  219.27270508,\n",
-      "          219.27102661,  219.26333618],\n",
-      "        [ 222.51419067,  222.53814697,  222.53460693, ...,  219.26870728,\n",
-      "          219.26971436,  219.26559448],\n",
-      "        ..., \n",
-      "        [ 219.11134338,  219.08581543,  219.08602905, ...,  218.29879761,\n",
-      "          218.30923462,  218.3787384 ],\n",
-      "        [ 219.09260559,  219.07765198,  219.08340454, ...,  218.2855072 ,\n",
-      "          218.30444336,  218.37931824],\n",
-      "        [ 219.07936096,  219.08181763,  219.10089111, ...,  218.31173706,\n",
-      "          218.34288025,  218.3687439 ]],\n",
-      "\n",
-      "       [[ 222.51194763,  222.51513672,  222.51472473, ...,  219.25039673,\n",
-      "          219.25816345,  219.2625885 ],\n",
-      "        [ 222.50579834,  222.53179932,  222.52944946, ...,  219.27270508,\n",
-      "          219.27102661,  219.26333618],\n",
-      "        [ 222.51419067,  222.53814697,  222.53460693, ...,  219.26870728,\n",
-      "          219.26971436,  219.26559448],\n",
-      "        ..., \n",
-      "        [ 219.11134338,  219.08581543,  219.08602905, ...,  218.29879761,\n",
-      "          218.30923462,  218.3787384 ],\n",
-      "        [ 219.09260559,  219.07765198,  219.08340454, ...,  218.2855072 ,\n",
-      "          218.30444336,  218.37931824],\n",
-      "        [ 219.07936096,  219.08181763,  219.10089111, ...,  218.31173706,\n",
-      "          218.34288025,  218.3687439 ]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG         (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT          (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "    Time          datetime64[ns] 2016-10-07\n",
-      "  * south_north   (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east     (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * interp_level  (interp_level) int64 30 60 90\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: temperature\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    vert_interp_type: ght_agl\n",
-      "<xarray.DataArray u'temp' (interp_level: 2, south_north: 1059, west_east: 1799)>\n",
-      "array([[[ 290.30715942,  290.31643677,  290.32040405, ...,  293.56903076,\n",
-      "          293.60928345,  293.65011597],\n",
-      "        [ 290.27703857,  290.27856445,  290.28756714, ...,  293.58224487,\n",
-      "          293.61831665,  293.6444397 ],\n",
-      "        [ 290.24746704,  290.23773193,  290.24575806, ...,  293.57839966,\n",
-      "          293.61178589,  293.63757324],\n",
-      "        ..., \n",
-      "        [ 275.76394653,  275.79260254,  275.81439209, ...,  285.15744019,\n",
-      "          285.18417358,  285.26242065],\n",
-      "        [ 275.72103882,  275.74673462,  275.76733398, ...,  285.13076782,\n",
-      "          285.14141846,  285.21652222],\n",
-      "        [ 275.68835449,  275.70935059,  275.7298584 , ...,  285.1668396 ,\n",
-      "          285.16848755,  285.17074585]],\n",
-      "\n",
-      "       [[ 270.08929443,  270.08450317,  270.07733154, ...,  266.69506836,\n",
-      "          266.68942261,  266.68600464],\n",
-      "        [ 270.0682373 ,  270.015625  ,  270.00662231, ...,  266.71917725,\n",
-      "          266.71395874,  266.6864624 ],\n",
-      "        [ 270.04724121,  269.98675537,  269.9744873 , ...,  266.72360229,\n",
-      "          266.71829224,  266.68701172],\n",
-      "        ..., \n",
-      "        [ 258.06445312,  257.94726562,  257.86956787, ...,  261.26638794,\n",
-      "          261.23574829,  261.31130981],\n",
-      "        [ 257.99954224,  257.89916992,  257.84133911, ...,  261.25057983,\n",
-      "          261.2315979 ,  261.30838013],\n",
-      "        [ 257.93939209,  257.90509033,  257.87435913, ...,  261.2855835 ,\n",
-      "          261.29364014,  261.29907227]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG         (south_north, west_east) float32 -122.72 -122.693 -122.666 ...\n",
-      "    XLAT          (south_north, west_east) float32 21.1381 21.1451 21.1521 ...\n",
-      "    Time          datetime64[ns] 2016-10-07\n",
-      "  * south_north   (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east     (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * interp_level  (interp_level) int64 850 500\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: temperature\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)\n",
-      "    vert_interp_type: pressure\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from wrf import vinterp, getvar\n",
     "\n",
@@ -3666,60 +689,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'latlon' (lat_lon: 2, idx: 2)>\n",
-      "array([[  28.55816408,   27.03835783],\n",
-      "       [-112.67827617, -121.36392174]])\n",
-      "Coordinates:\n",
-      "  * lat_lon   (lat_lon) <U3 u'lat' u'lon'\n",
-      "    xy_coord  (idx) object CoordPair(x=400, y=200) CoordPair(x=105, y=205)\n",
-      "  * idx       (idx) int64 0 1\n",
-      "\n",
-      "\n",
-      "<xarray.DataArray u'xy' (x_y: 2, idx: 2)>\n",
-      "array([[400, 105],\n",
-      "       [200, 205]])\n",
-      "Coordinates:\n",
-      "    latlon_coord  (idx) object CoordPair(lat=28.5581640822, lon=-112.678276173) ...\n",
-      "  * x_y           (x_y) <U1 u'x' u'y'\n",
-      "  * idx           (idx) int64 0 1\n",
-      "\n",
-      "\n",
-      "<xarray.DataArray u'xy' (x_y: 2)>\n",
-      "array([552, 814])\n",
-      "Coordinates:\n",
-      "    latlon_coord  object CoordPair(lat=45.5, lon=-110.8)\n",
-      "  * x_y           (x_y) <U1 u'x' u'y'\n",
-      "    idx           int64 0\n",
-      "\n",
-      "\n",
-      "<xarray.DataArray u'latlon' (lat_lon: 2, idx: 2)>\n",
-      "array([[  28.55816408,   27.03835783],\n",
-      "       [-112.67827617, -121.36392174]])\n",
-      "Coordinates:\n",
-      "  * lat_lon   (lat_lon) <U3 u'lat' u'lon'\n",
-      "    xy_coord  (idx) object CoordPair(x=400, y=200) CoordPair(x=105, y=205)\n",
-      "  * idx       (idx) int64 0 1\n",
-      "\n",
-      "\n",
-      "<xarray.DataArray u'latlon' (lat_lon: 2, idx: 2)>\n",
-      "array([[  28.55816408,   27.03835783],\n",
-      "       [-112.67827617, -121.36392174]])\n",
-      "Coordinates:\n",
-      "  * lat_lon   (lat_lon) <U3 u'lat' u'lon'\n",
-      "    xy_coord  (idx) object CoordPair(x=400, y=200) CoordPair(x=105, y=205)\n",
-      "  * idx       (idx) int64 0 1\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from wrf.latlon import xy_to_ll, ll_to_xy \n",
     "\n",
@@ -3764,7 +738,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
@@ -3775,32 +749,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<cartopy.mpl.gridliner.Gridliner at 0x11d3ade10>"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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5HwhFnCB2Dql6EBKTJ9aBzmZ/hgycPl5XnjtKLV9xHqkJbDwIsY7WXbkRWUWw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xHHEIj/uQC0+5849hjG+VyGLIMDl8G4scxgFM0h38fOQ62Yt9OBc/fgzz3pf5xRUfDghchK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\nGCUIV1BQUFBQUFBQUMhi/g+I7Riuw89tfgAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x11165c750>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# SLP\n",
     "import matplotlib.pyplot as plt\n",
@@ -3840,33 +793,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<cartopy.crs.LambertConformal object at 0x1389848f0>\n",
-      "<cartopy.crs.LambertConformal object at 0x1226116b0>\n",
-      "GeoBounds(CoordPair(lat=21.1381225586, lon=-122.719528198), CoordPair(lat=47.8436355591, lon=-60.9013671875))\n",
-      "GeoBounds(CoordPair(lat=25.9246292114, lon=-119.675048828), CoordPair(lat=29.0761833191, lon=-117.46484375))\n",
-      "GeoBounds(CoordPair(lat=21.1381225586, lon=-122.719528198), CoordPair(lat=47.8436355591, lon=-60.9013671875))\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<cartopy.mpl.gridliner.Gridliner at 0x12bd28450>"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# SLP\n",
     "from __future__ import (absolute_import, division, print_function, unicode_literals)\n",
@@ -3941,32 +872,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<cartopy.mpl.gridliner.Gridliner at 0x13093c710>"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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9jdDMVK5cuYteT1JnzpzR7t27tWrVKs2aNUujRo1S//799eyzz6pR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\nfn4+DR48mNqx+pA35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h7w4b81DnGXs2HqrI/eP7VG268c8TjAH59//vkrWo/jxo3Drl27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\nNzc3yMnJSZzoMzExQbNmzSAQCMAwQjBZIRB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zALuVrfBnh6MIsIxmr/O5Avhdj0TQ/ThE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Tyb8D7ZxQOXxtzErfk+SiS41+aHGDRoUKEUhYrw8fEBEWHkyJEA+PuCiM/4XVgU1y9OaKQK\nhI/g/6cJH+jiIieZIwxP3rFjR4nv+9G+dyLB7Wh7GVH+cXAZegdjJcvRiGkrVs6ERqzQcH3w4AGI\nCHXq1Ml121lZWXj48CG2bduGSZMmoW3btrCwsICJiQlMTExgbm6Oli1bYuTIkVi3bh2uXbumlJiN\n4zhUIktMpqO48RevllYkMQFg+vTpSkRQQRAdkoQ+Emc4/earlPyvoIiNjVV5X5qYmIAoe+RLdHS0\nyjLJycmIjU5FB9ODWD7pRqH3mxOrVq0qNtnyb0Pr1q1FAiQ2lh92LFhqzZw5E4CqP7ViGTt2rIo6\nUNOx5SSgTE1Nc1WwpqVmYajtCQxsfFBpvfLlyxcr+WhMTIxKHPXq1VOyFdrr6IQ6zBD0ZPZhmPER\nXNn/BnI5q5QA7ujRoxgzZozStvJL+KgOa9asUSacSAczWqzH7LLuWGp5AV5O72FeNdsDVpEIa968\nuThd+KYIpbBWZT47X2Ol7gn8Jj2EmtQADMOgffv2SsPEFUexKI54yw3R0dGQkQz1ZA2xvvxf2Gtz\nBClRBe/McnZ2FutJMplMSfnOcRzq1q0LIoI2o4UHh+/iSncXuNfehWhv9eRTzs6dwigwWZYV32Xj\nx4/PVYGrLslmfEA4Hv/MC11utNmIJ3NPIPz8M2TEp6J94x/FeArTiZDTooaIsGTJkiKRBopWQ0QE\nj6NuCJi8Gb7df4Nvz9/xcZ+H6M2dGxYvXix2YkokEjRp0kSJiC0MhI46hgjzGrXA69Gz8HHdDrCp\nBfuWcRyHChUqqDzntra24ruxINsQ1PNH+nTEi8lD4evmUqTjUbRAFJ9zmQzm5ub48OGDuNzUqVPF\n+YrtB3U+xYod2WzCZ6R67EH8qkFI3D4VqRd3I8RpFTYObgV5VLBSLIoe4jmLRCKBsbGx0vs1t2UL\nY0WVGxTrAjmLOtJ57ty5eXZicxwHLjMVbPgzZF5axtuWHBoKLqVg11wYzat4jYT/jYyM0Lt3b4wY\nMUL0zy4pRERE5HpeiAjl9aTYu6gT0s50BnuhK7h3J8C9dwcbsAsc+33q7XK5HGZmZihTpgwaNGgA\nfX19GBsbw8zMrMhKd5Zl/zUkcpMmTYqdgPt7gOPk4JIC+GeHY8GlKycOXbp0KfT09JQ6Cps3b64y\nOj0hIQHHjh1Dnz59xJHmdevWVeqkVsS+ffsglUqxdOlSzR1L9GmwD34E610f7IupYEO24NH5n4Xn\nplSTmaW1UCnjTzWN/5Hd3wCZcakIOnBP9PZ++osb4p4WvRH3vZGZmIGPl9/Be9YVnKzHZ7y/2NYZ\nt8edx9N19/DxyjtkpXyb5H+ahGAN0r9/f4wYMUJt5aNVq1Z5eggHBQWhRo0akEqlkEqlqF69OgYN\nGoSDBw8Wa8jn9u3bQcSrgaysrCCVSnHlyhX4+fnB2toaVlZWGrcsKSg4jkN6gmrDrzB4/fp1rqTV\nvaWPsLvSYfjvD0R6QgaSwtQ3PhU/3J9ffMGBWq6iBcrH2xF4cyoI+6vziS/3VTuGM32uqCjSL468\njgvDPHlSfOodsFksUlJSVGJzd3cvUPIvIRGNv78/gOwh1YLPe0Hx4cMHVK9evVDr5ERO4lGoqHyv\n+0aAOlsO4fe3SJrLyllsr+uB5dLjWKlzAqvKuuMPmQsmSdZgufQ4Tk+8n2eMxSHkoqOjcfr0aSxb\ntgyDBg2Cra0tqlSpIpLhwjUaXH45Zugfhce5K7nGUVisHXwTfSTOuO5ceNWsQK4Kz4BiIicBgjey\noI4VCPL+/fuLiStvXQgu9L7/v0NxJJKQ7FDRBkhdmTdvnlInSklhypQpaoeHS6VSWFhYqE1w9MuY\nQ2gs24kyxPvdVq9evUhksjrUqlVLJY4qVargmV8A3Bz8MdzYFQP0DqMOMxgy0lXyIlbM5yGUy5cv\nFzmWW7du8TGQFhpTP4yl/ZhIzhhjbY/4T9nXplevXuL+FDslctZJ6tWrVyilpTyTxeuL4VipcwLn\nZzzC0H4/QSqViuelWrVqePbsmbi8op+4VCrN9Tthb2+PskxZzNf/A46GzjjS7DRSPxfOeiomJkaF\n9Jo1a5bY+cnJWWwf9Sd211gDN0tHHG+3G7HPVL2c09LSlJLX7dy5s1BxCJg7d65IClpbW6vt7DbX\nrQhjLX08cP0HYaefwG/WcXjaOcBn+AFEeQaKtn/v379XOq6CkrCKqFatmsq9OHz48AJf//T0dKVn\nYUCvPoi9/QxPh6/B8wkbEXf/JbLiC2b/kdPGRyqVwszMTOneyQ+K3wttiRTXpszFm1Ez8dntPFg1\nnQh5oWvXrir3jlQqRf369fN9j2zZskVc52fbeoiYNRppAUX3RhcSNucsMpkMNWrUUFIGjx07Vpz/\n/v17SCQSpXVev34tLssmfka61xnErxmChPWjkHbHDVwmf+1ZllUrhMg5KkTdO7lx48YqI0SICJMm\nTdJows8bN26oJZdlMhk6d+6Mbdu2ITBQ1YJIHeRB95BxbIzoy51+oC+ynroVmOgGgDZt2oixmJiY\nYOzYsTh06BBev36tdN6/BXK+10eMGAF/f39wSR/BXh0K9lRLsF7zNGpBUhw4ODhAS0sLenp6MDEx\nga6uLipVqlSsEXYJCQkwMzPTYJQlhwMHDuCHH3743mEUGFxSANi3y8AGTADrVYcniX078/972YB9\n0AIuh7ZDIpHA3d1dXO/FixeQSCTiyD+5XI5OnTqBYRjo6+ujXbt2sLe3x4MHD3IdHbh8+XJIpVK1\no4k5jgUX7wMuI7rgx8LJwb6352N/vQBcerZw4d9CZpbWUlr5U03h33J//CcuFpspR8RFf/gM2w9P\nOwf4TjuK2AfB34TQyYmgoKACD+vMCxkJ6fhw4Q2erffGvakeuNj+MNwsHXG60T74zLuGkDOvkBya\n8F2OsbDILWP4Tz/9VGAfwEOHDqFcuXJ4+vSpRklEQdkkEOaKjbEWLVp806H81atXLxK59q0Q6PoO\nf1sdVyGyASD0Zrj4+8IwTxyzO6PkGX6y2yW8Ox8CR0Nn3F2iOiw85NpH3Jrvg7dv36okKomLi1O5\n7jkJQFtbWxARoqML/oEHeI9VxSQ1RYGmSFJNQxjWK/g6Kw55/VbgOA6+B97BY95jeG15BWOqAiLC\n44PvsVx6HGM78uppFxde8aWomiopKBKYcycuxhTmGNqW5RM16evrw8TEBDVq1BAbrqtXr8aFCxcK\ndW9NsDiJQ0sK971UR/w3bdoURNl+8ElJSSrLKBLkHMdhdn8PtCi7F04b/fDhjWaS1Px/watXr8Tz\nmzNRolDWrFmjVn1akti4caMKaaNIcNjY2Ihk3759+0AkQT3ZatSQjkejRo2K5YGqDpMmTVIh3w0l\nlugs3Yz+Ooexe9Z9xEakKCVWnT9/vhLRS0To0qVLseswSYnJqEudMZL+wmQ6gtY0HmXJWPQaVlRU\nzZ8/X4n0sre3V4onP1uYnIh6HoetVhewXHoczt1vIitdrjRyTXiH6OrqKjV45XI5tLW1xWUUFbxR\nUVEgIrTX6YL15R2xq8phBLq+Q2ZK0RSHzZo1U4qHYRi0bdMWL089xZWernCzcsT54UdhpWMBhhgM\nGjRIaX03Nzel9YtzLykmBJRKpdDW1sa+ffvAcRzk6VkIPf5IKdGkp50DHk5wRuTlAHDybFHD+vXr\nxe2MGjWqyPFMnDhR5T6WSCRo3bp1vuS547Yd2NRkEP5uMRoOjfsj4M+jeDZiLXy7/4bXi/er+HLn\nh9TUVBUSVSqVQk9PD5cuXcp3/eXLl2cTjWX0ELRsPd6Om4ukh0UjmX///fdcO9isra3Vqs4vXbok\nLqenJcPNOZMQMWs0Es6dKFIMAtLT0/N8/9WsWVMpng4dOqgsJwgjAL5ekvHsJuLXDkX8yv5IObcD\nXLqqKMTMzEytdUulSpVyJbvVFU2ouLdu3aoi5vj48aO4jypVqmDatGk4f/58gdtVXFY65AHnkX5k\n5FcV9xBkXv8TWY9dcvXlzguenp7YtWsXXr9+XSrapoqjeDh5BriEILAXuoG91BdcQuGsdEoaiomx\ntbS0YGRkpJGRYsXNb/OtwLIsDA0NwabHgOOyv3WcPBnse3twn/8Bl/BIrZUO98kDrI8t2MfdwUXx\n6nCOk4PLLLn6L+vb6SuxXQfss6F8ebMIXNRJsE8Hg/WqAyMDmUrS5g0bNsDMzEw8jgEDBsDAwEDs\nDBI6cRmGMLanAR49UBYBCsKH8+fPq8TExd0D+7g7H9OLKSrzlZbNSgIb5AD21VywgbPAetUFF6X6\nnv63kJmltZR2/rS4+LfcHyV6sZ48eYIuXbp8M8KQYznE3HqNB2MOwtPOAQ/GOiHKMxCcnBX9NUtq\nmLEA4YNVEkgKjseLnY9wre8JMdnlmSb7cWvMOQRsfYBo7zCwmaUzcWdgYCDat2+PW7duFWn9DRs2\nwNzcXMNRqRKTgiXF9xjCnzOW06dPY/369d88DnVgs1iRuD5mdwYHarri2tQ7uLfsIT6/4J/vp7tf\nYLfpERxtfho+XxNtOhpnk+Kurc7xft+1lT+o7y98wMONz3CsxRm1Vi1hYWFYvHixkppIUwRzz549\nsW3btkKvJyA9PR1E6v2mvzeEOIRGh+BH/738+9zd3UFE6Nu3LziOw1arCxjAzFQ6V3369AFRwZLT\nFRWKnW8AcPq3p5hER1CRaomdXoLX7dChQzFkyBDY2dmhWrVqojLczMwMDRs2RK9evTB79mzs2rUL\n9+/fFy1P5jQ9j8XtC6dWFfw9jxw5AiD73lI8P4JySjg/6gjysKAEtK34N5pq74at1m743g6HOixa\ntEijKrP/CnIO3ycibNu2rcQS7RYE586dy5NM0ZaWA5EERAwMmAawlM6CrZYjHnuVjPeoYI/BFwY1\nqSt6MgfQRrIChtrVlN4x6obaa2lpIS6u+A3Rl/9EYlXjy5hCx9CRZsKATJX2I5VK0bBhQyXl++7d\nu1XiUVSe5wd5FosHu9/i+LB7WF3OHY62l/HqfBiyMvi6l0BW5ySYiQhLly5Vuo8EOzYivrNqxYoV\nKMPoYUrZOXA0dMb1OfcKZVuiDqtXrxaV5kQEG11LOJgvgpulIy70PyIquXN6pyclJaF8+fLib01Y\nX3EchypVqojbrKRdHmOqdMa+9otws9MWeNo5wP+3M/BedgINy1lAxvBxC+/VzMxMJeu74pKIR48e\nVfs8SaVSWFpaKiVBFCB4NncyrQPf7r/h2tiVCJy3C77df8M7+8NICy1ch7si2rdvr6KmZhgGDMPk\nKqJ5/fq10vIXDjjhw+8OeD9zCVJfq8ZfUCh686sjmC0sLEQLkYCAAKX5Pbp2wae/1iNy/mSkPlY/\nDL+wsLKyyjMeKysrvHz5Uun+IiI8evRI3AaXlYm0u+5I3DkD8Sv7IeXUZnCpuXdKtG3bFs7OzirT\nbWxscr1vGIZBhQoVMHny5CIlAU9NTcXKlStV2tu5JZ47d+4cXrx4UShymWPlkAdeQfreHnziySsr\nIH91NV9P7n8buNRP4F45gfW155XcJ5uBPdcRXLJmPcKLi9u3b0MqlaJDhw6iP76i/VVxYGpq+s07\n5/MDlx4JLkV55COX8RnuGxvzRO3DNmADxoF93I3/K5DKXnXAhmQnGeUSfMHFXgf7YrLCMvXApseA\nfdKP//1yKjgud16Ey4wDl5Hd7lR8jrjkV+DCeLEQx2aAy0ri7Uo+7hEV3Fz4IeV1OA5vLvZA6FlL\npfw/AuZM6orYa3XBetVBWuJHSKVSlVHt8+fPx9KJ5mC96sB933RxekhIiJi7TOU4Eh6Dvd80+zwE\nzgLHfh3BxbE8of2wDdg3C8HF+4AN3gDWuwHYJ315JXrIJrXnZ/Hixf8KMrO0lv+R3aWjlNjFevPm\nDYyMjEBESl6O3wIcx+Gz93s8nn4MnnYO8Bq0B3+NXQEdiRZOnCiewiA/5CQeJk6cWCLEV/rnVETc\nCMZLR1/cneKBs83/hpulI842O4DHy28j6NorlJOU/eZDx0oKCxcuhJWVlca3mx9punv3bhgYGGh8\nv0WJ5XuC4zhcHnNTSdF9ZdwtxL6MQ9xbXvkS+zIOEfejkPAhCVcn3VJRgDsaOsPlh7OIf5+AQJe3\nuDrxFmJfxcHR0Bl/Wx5XUoqrw4d/wpD6KU30Wq9YsaKoWi7quapWrVqx7DIE1dvKlSsBZBMdbdq0\nKfI2NQGBYNLV1RWnfe/7SZFEAYC/Jhzj1d2dp6ssU5I4cuQIiHgLCgBITU7HYPoT/WiFWGnNL46k\npCTcvn0bO3bswPTp09GtWzfUr19fTKBpU6Ez+kic0cnod/TtPRDz5s3Dnj174O3trbYjTdELWkC/\nfv1AlJ0wU11y0ZwEuQCO47Dh13uw1doNr6uqhOfz589BlJ24FOCTB/O+g5xGiMh/K2xsbDB58mS4\nubmVCnUaoKw4F0kwkqIsUwvlmcaw1dqNRrKtaCD7E7Zau9HP5hg8Txed6MoPAuGnT9XQilmGPhJn\n1GNGQkIyMeGf8G52cXFRiruoHd6K+PIxBbsH3cVUcsWfP15Dxwb9cyXCBCuRt2/fIiEhAfr6+uK8\n2rVrF2qkGMdx+GfpM6yQHcffHa7jxsrnyFCjuBY6zdWVPn36KKlFT548Kc6rIa0Fe4NN2G1+GO8v\nflDZblHg5+fHdzAwMsw2GQc3S0esrboQTcs1gI6ODlxdXZWOT1FhKBTF90FcXFyxnosFCxagShlj\nTKjaFedsV+Cs7XJstpmKefWG4IFH9qiurKwspY6nrVu3KsVUFCIxJxTztqgjUI2MjPDgwQMAXz2o\newzE4rrdMK9OJ2z+cTieDF4pbisztuhJiQWsXbtWqWMiZ5k7d654v3Ich65du4rz2rf8AaGrtuDN\nyJ/xbvJ8pAUV7/5R52me87kyMjJSIueNjY0RG/YRn7evRcS8CUgPLFpOFnUYMmRIrupudUWxI4Rj\n5ch4fhuJu2YjftUgpJzZhqz3T/K9j5csWSLmhVFE+/btlc4DEW/b8ccffxQqqXVQUJBKxz7Lsrh/\n/36JEJRcajyy/K5ltHUAACAASURBVFyR4TJOJLnZuO+TjLEkwXEsuHfuYM93zk48eXUIuCgfcBnF\nf041jVatWkFHRwdaWlpwcnLS6LYbNmyoMlr2e4DjssBFumTbfnjXB/f5H35e/EOwj7sh/W4TuKyt\nCzZkE09gv10G9n5zBSLbBuzTIbzlRsB4ZRJcIMmfDeEJ3PtNwb77A6xXHXChu8DFKxPEXHo4WP8R\nPOHrVYcn1V/OBOvXB1zsdX6ZtFC+TsxmgH3YGqxvF3BhB/jlP2xX2zn08voisF51cOvUErXnQTHe\namYGKFeunNJ7KDY2FiN71wDrVQdJ12tj5dJZ4rzx48ejRdPa4JJfKR9Lyhv+OJ6PApf0AuyjDvw+\n3q/m54c7879fzVFWpAdv+HptVN+DHMdhypQpiu/cUk1mltbyP7K7dJQSuVjh4eEwN+cTAuno6HzX\nBmPCiwicGbIR15qvxWnbP3Br0RGkRWp2SK8icpIRwrBEAV5eXujXr5/G98uxHL48j8az9d640PqQ\nqPx2qbcDDxdfR2JwXIlkvS4IXr16BS0trWIp465cuQKpVIoFCxZoMDLV6/U9CWdN79ve3l6jli8c\nxyE9PgNBl0LhvdIXCR/UK2Jinn0Wieu9VY/B8+d7SoS3a+tz4v9H7U7j3bkQhN4Kx/sLH/DxtvqE\nTPHBiXA0dMblsTfh0GoLJpb9GSedTgHITg41fPhwXLt2Df369SvwvVbc5JRCQh6hgbNp0yYQkVIi\nsO8BQSHt6ekJIHtonIWFxXeJJzQ0VOV+ZojBJMka7GzkAZblcODAARARxowZU6KxCHEIQ33Xrl0L\nc2qMqeSKRyc+ICEhgScTGaZY+xltdhx9JM5YNu0vTJs2TYUQNzExQeXKlVG3bl3Rwqhx48Y4efKk\nErkp4KeffgJRtl+uOoJcEb63w2GrtRv/nFT1DhfsBH799VcA2fYxq1atQmxsLMaOHVusY/83o379\n+nj4UNVq6XsiIyNDheipLOkFWy1evd+k3BrMHn4A23/3xlOfkvcg/RKVAju9qejNOKE9sw5GVDtf\n8kkT325WzuL23reYW/4kFpiewQOXEHAch9GjR+dLzOWclpsfZm4IexSLHfX5HAQX5/jmueyKFSty\nJS0FG4g3b/jEuMuWLQMRob6sEbZU2Af3Lhdz/bYWBRzHoapJFfxuNhNHa25FJ/1WYEhZPbxw4ULI\n5XKkp6fD0NBQnL5pk6raa8yYMUUerZnyIRa35xyCp50DztmuwM/V+6CcVFc8LzKZDNu2bVNqM2zc\nuFEpVqFjWVOoWbNmrveNRCJB28q14TxiAcZatIRv999wpcMsPBq4HL7df8OrBQUfEVAQCMmZcysM\nw6B3797iKCmhPH36FDHObng36VckPXoKNr34RKm6JJV5FcG6Is55NyIXTkX628JZAuUHe3t7tbYq\nRMqJEK9evap8HGnJSD62CvEr+yHJ6XfIIwreCfjw4UPY2NioTB82bJh4Pbp3746zZ8/mm5D88ePH\nePdO+Vt8//59tXYEmgaXmQr5m+tI/7s/0vd2R6bH72DDn33TtrlcLoe9vX2J7oOTZ4ALvQr2+lie\n4PZZCC7xA7jw26VOzS1A0d9+3759Gt/+oEGDsG7dOo1vNz9w8mRw0afBxVwAlxYG7uPur/YaE8FF\nHAX7fDT/+34z/u+TvuDSPsDY2FipI5NLeQ/29S9gXy8C+3IaWP+RvGr7xSRw0WfBpbwF9+UOuJjz\nYJ8OBPuoHb+9t0t5q45H7UVylwvd9XWbb8D6dgT7qD1PXr+cCvb5GLD3W/DLPh8LLuIIuCh3cPEP\nvqqfBZK6Adgg9eczLeoGsu7WxtX93XI9L3KfZoi72QJXLhyGm5sb/Pz8xHnP/f2xcExlZNzJJsSb\nN7YU508dapl9LPI0cBlR/Ll50BKsb0dwcv68cRwHLvzgV1J+K692f7eM7wTiWHARh8E+7gYuU71V\nl1wuR69evaCrq6toy1aqyczSWv5HdpeOovGLFRsbCxsbG7GiX6dOnSKcPs3hzJkzYBgGZjqGmGre\nEzc6bIZnyz/xbNEpfL4fBI7V7Mc+P8JSSIwmQC6XFymxTl7gWA43TvyDH8s2xdaea3Ch1SG41d6F\nhZWnYWm7XxHtE4aMhHS4urp+EwXflClTQERiop3U1FSYm5sXegj91atXoaWlhVWrVmkstv8y2f3n\nn39qIqxCI+TaR+wyOYyLwzyR+DEJqZ/T4GRzQkXlvasS//ds/6u4s/gB4t7GI+DgK1yfeQ/yDGWS\n3nPGXXG9mWXnK21nWkc+W/STJ7l7Uw4bNkz0PRbw8uVL1KpVq1jHmvMaCf7J3yJpXV7IGVeLFi3y\nPUclCUHpKNgbCMpQC1ldLJceh//xbBVZSVtr5Pac/dX3NpZZXcD06TNARMUeBWTf9zoGlzsGtz/9\ncf9cKBJjVY8rLS0NDx8+xB9//CHGYW1tLSaDK1u2LExMTFC1alVx/oQJE2Bvby+qy3JryHAch/Ht\nTsNWazc6mB7EyJYncf86P4rh7t27IskFZKv4hg4ditTUVLWJ4/6/oFGjRhrxWNU0BB95IgmqygaI\nRPfkXocRG/NtbLfkWSzObHmBoeVd0EfnAKwkvcBQ7kpUIn4EjibehyG+sVjd5DKmkiucxt9H8pds\nQm/lypX5koTC/4re2QUBx3F4fTEcDpVOY0/Lq3h1PgzyzLw7Ux8+fJhnPDKZTKwja5E2+ukOhaOR\nMy7+5Ims1KJ5c+eGrORM7GruANdaO2CrVz/X8yMIVISSW93w+fPnSl64BQGbKUfQgXu49dWqxL3p\nUlSQlc31/PTp0wexsbFix6NQAgICNHFKlDBt2jS1JGo5mQ6O/TgBvt1/E4vLTwvAZmZBnpaBpBch\nyEoqnsVMTsjlcpQrV67ABPPcuXPBpqYh6bE/3k2ej5hjpzQaT7du3VRsVYiyO4969uyJe/fuicsn\nnDuOiFmjkXJf8+/PU6dOqX2OGIbBTz/9pOK3z6WnIPXibiSsH4V4h+HIfFt4siG3JJW3bt3C6tWr\n1aq409PT8fTpU5XpDg4OSr7h3wpszBukH+jHK7kvLgGX8u3yEOWEg4NDiWyX4zhwwefAXugiKrm5\nd4V7z39rZGRkiKIUIkLLli1LZD+rV6/G0KFDi7UNXt1c8Ho5l/kFrF8fXon9VcXNetUF+z677c4l\nv+JV268XgPt8Vex46dmzJ9asWVO8eNMjwbF8/YCTp4JLCwMbvJ63Hfl8jVeXP+4GLk25w5vLiueJ\n9GdD+HhzKse/qse5NNWOE47NwJtTjfHY2QryrMJ3Nl47twe3d1UH61UH8lcLxf31/FEfLRqZYMXk\nynjrVgusVx1k3GvM+237dgL7qC3vaZ6uLBTjOJb34/aqA/bpIHDy1Bzz1XNf6enpaNq0KQwMDPDm\nzZt/DZlZWsv/yO7SUTR6sZKTk2FnZydWhBiGQf/+/Yt4CouPe/fuQVtbW6ysyWQyZCSl4aP7Y/gM\nPyBanAQ7eSP9k2bIqcKSp7169SoRMlVQu86cORPytCz4OXphZZV5OGa1XVR9H625FYesN+PG8NPw\n3+SD0Itv8eV5DNI+pWjM+5vjOJHIERQXhw8fBhEpZRLu3bt3gYj3Xbt2QVdXt9CNrdzwXya7CwtL\nS0uV/WnKpzYjIQOxL78g7Us67iy6j0P13fF423Pc/MUb7p094GjojMONTsLR0BknOlxQ2e+Zvlew\nq+JhnBtwTYnoPtbiLAwZo3zPE8dxKp6Ho0ePVvLaLgq+9zVTByEpXL169cRp3zsuRXWet7c3qlWr\nBiJekXakz21sqXsWRHyCyJKEoIibNm0aAGV19Otb0ZhKrqhMdUBExVY9BfrEYFbjczwxKHHGwjZ5\nJxl7+vSpSmNeiEFIltijRw8sXLhQVJYRESpXriwqxU1MTGBpaYkWLVqgX79+mDR2DrrX2YmfBzlj\nxA8uaK67B/c9P+LWrVsgIvz2228Asjsfhg8fXqxj/i/A1tYW169f/95hqKBXr17QIVNYSefCVssR\nS6e6f1Mfcf9bkZjT7AL6Sp2xe9Z9bFn/V55E2E8//aSRkWSJMWlwne2LaZLjWN3kMoLuq3qZbtu2\nDXp6emoJQYlEgipVquDkyZOFfqaz0uVwGXSXT0DZ4xZSvxSsEcuyrGjjl1cxZIywotJ67Kl8BL6b\n/TUuvkgMjsOVHq5ws3bEj2WbFohALU4OC7UxvI7Cg7FOuP7DegT+eQUpoV/wx/zf87TryDnPysqq\nxO7148ePK+2rfnkz/GrTGZfbz4RXlwWYYtUGC9oORNDRq2AzNdsRoQ79+vXL1a5DOC8ymQwxMTH4\ncvEfvBkzC29G/owPS9Yh87NmicylS5cqdQQIcbVp00Zl9EtW7CdEzBuPRA/NEu4CFL3JhZj69++v\nlkDmOBYpJzchft0wpF47BDY+Rs0WC4bKlSurTVIJ8MRQTm/lmzdv4o8//viuOR645E/IvLUFGW5T\nkb67MzKOTwT7SXWE138BHJsF1n8HT3I/WAYuIRhceum2YQsNDYWJiYl4P0+ZMiVXT/bi4vr162jc\nuHGR1uU4FlyUG2/h4WUD9sUUnphOjwIbtBasb2dwH3eD+3RZ9MXm2AzeHuTBD+BS3oDLiOFtR94s\nApcRrbL9nPD29kbVqlU1/vxwbCZv4yEoo6Pc8lyezUzIJrjfLMleL0v9u+D9jelIvWmN14+OFi6u\nrCRc/HsUEj2tEX3NDlycF9jI42qJ9mfHmyPqIq/ulvs04VXyaXmPUOOy4gtc74mLi0PNmjVRuXJl\nREfz1+rfQmaW1vL/newmohVExOUoLxXmmxLRESKKJKJkInpMRINybMOQiI4RUQIRxRHRASIqq25/\nuRUZaQiZmZk0cOBAevz4MXEcR0REMpmMrK2tNbWLQiEwMJB69epFcrlcOFlkZmZG2uV0yXxIU6o6\n2Jbin4ZRxJmnFPy3FwXtvUPGrSzJrE9DqtjWiiQy6TeJ8969eyWyXR0dHSIiysjIIKmujCxHN6CV\nM1tTty5dyc3RlRLefKHpo6dS9UrmZG1Uj4LdAynjc5ryRiQMSXWkJNWRko5RGdIx1iPdSmVIIpOQ\nfs0KZNzMjMpU0iMiIoBIx1iX0mNSKeruR0p6H0cpYYkU6xdFNsaVqb6uNUVFRhIRUaVKlYiIKPLr\n7+DgYPLw8KBffvmFnJycVI4lPT2dmjZtSk+fPqV+/frRzz//TLGxsWRubq6Rc2VmZqaR7WgC+vr6\n323f79+/V/rdv39/On/+vPj8FAfaBtpkZKBNRERt17ekNn+2IIZhxPlHm50h47oVKOljCnFyjn91\nKkAiZQgsKOx2pPJ0LYbi8IWIiLyW+VKEdxS9e/+OklrF0jrX1eJyDMOQlpaW0robNmyg+vXrE8dx\nJJFIiIh/XmbNmkXz5s2j+vXr53lMwntOV1e3EGei5HHkyBEiInr58iUlJyeTv78/ERF16tTpu8W0\nYMECMjc3pxEjRlCrVq3E6Y0bNyadqeHkOvAeVaSqdPv+tRKNY/jw4UREtH79eiIi2rFjBxERrV69\nmqzaVqJKVmWp8bt+FEUble7PosDmh0q082k/4jjQbZdg2jLuHj27EUmNO6l/3zRu3JhCQkLIwsJC\nnCbE4OjoSEREly5dIoZhaPny5URENGfOHNq+fbu4vFwup+DgYAoMDKS3b99SSEgIlal7nfwioij2\n8xfSoeE0vt8mitY5TEREu3btosuXL1PZsmWJiOjZs2f0119/Ua1atcja2ppq1qxJMpnGqgn/Ckil\nUsrIyPjeYaigR6efKPpWd9I30KMNrj3JrkPVb7LfqKAkOrTEj7xOfqA6LSvShns9yeaHSuTvX4aw\nWPXbYG1tTXv27KH27dsXa79xYal02eEleTsFk1TG0MA/G1GXeXVIqiVRWVZbW5sMDQ0pMzOT5HI5\nEfH1T7lcTsuWLaPFixeTnp5eofYvz2TJ7SdvenctioadaEX1BpkX+J0gkUiob9++dOzYMTGenOjb\nbAD1iR1CZQx0qeexjlSxgVGh4ssLSSHxFH41iF46+lKZSmXpx8O9aGTbuWqXlUqlxHEcTZkyhTZu\n3EgGBgYaiSExMIrCzzyhyAv+pFfdmJofHEsGdSsTEdHgMcNo9eZ1ua7Lsqz4v5OTE40fP14jMalD\nhw4dxP9NdQ1oq+0Q0pVq0cWI5xRmqkXLLx6gOnXqlNj+c6Jr16504cIFtfMaN25MBw8epEaNGlFG\nUCh9dD1LBh1bkWHPTqRlZlrsb1ZONGvWTOn+tbKyoi1btlCvXr2U9pUV8ZHiDzmSpKw+le3cS6Mx\nCLC0tCRtbW3KzMykrl270po1a6hp06ZKywAcZT68RJmPPIiLjSDd3jNIp3mPYu3XysqKzp49S8OG\nDSMdHR2l4168eDF17NiR+vfvL07r0KGD0j31rQCOJUT6k/zBQULUCyJtPZLUaktSmx4kselJjFbp\nqqdqAkh4S7g3iyg9lpiG84ipPfp7h5Qvzp8/L94vZmZmdO3aNWrQoEGJ7Q8AZWZmFn69jGjCu8VE\nCfeJKvUjplwTQuQhwus5/AKMFpFOFUL4ASI2mV+n6jSizBiipGfENDxKjB7P/zC1lqvdB8Oofst/\n/PFHqly5Mjk6OtLs2bMLHXduYCRaRLW3EEUdIyKGqNKAPJeXaBkQGroRaRkSwBExUmIq9SVGpvp9\nzIg4RxY6N+msX20aOPEHQtxtIv0mxMjKE7hMoswooqxYInkiv2+pHlF6GCH1HSUEuVBPm1T6mGZL\n1TsdJEZalhgi4rSMiMq3ISbhHhEjIdKtSY1a1aKAp3dozabZ9Iv9CaplWTv/45aVz3eZiIgIWrNm\nDTk5OVHNmjXp+fPnYpvgf/gfNIAAIupMRMLHU7FSfISIDIioDxHFEtEoInJjGKYZgGdfl3EhnhTv\nTETaRHSIiPYSUYFf+BppxXIcR2PHjqXr16+LBBAR3/C2srLSxC4KhYiICOrSpQulpKQoxWNpaSn+\nzzAMGdpWI0PbalQ7qStFX31JERf86fniMyQz0CWTTnXItEtdqtC0WokS34mJiSWyXUWymyibkEvL\nSKfytY2pfG1jupxwi2pUqEF7HHlyLDM+nZI/JFBaTCplJWYQmyEnNoMlLoOl9Ng0So9JobSYFCIi\nirwVSlnbH6ndt7SMjMrXNiYd4zJUb7YdBZz0oxVV5xG7IZm8H16hck140jMqKoqIiAwNDYmIKDw8\nXO32Dh48SIGBgZSVlUWLFy+m2rVra4TojouLIyJSqWjUqFGj2NsuKnIel3AdvwUqVqxInz9/Fn8L\n5yclJUXjH76cjbLUqFQysChHtYfWpOrdzEkiza4ERfhEU9jtKLXbKVNdh8iLqHnz5vTuTDClRKZR\nWejT6/Ov6MYsL2q51JbKmqknOczMzKhOnTq0d+9emjFjBhHxpMnKlSupTJkySsuePHmSsrKyaMSI\nEeK0u3fvEhHRxIkT+WNITSUiotq1sysgDMPQ0qVLac2aNQU6L5rA2rVr6fTp0/T69WulzpPDhw9/\nsxjUYfjw4VS/fn1q1KiR0vQaHYwpDcnUlOlE9erVK9EYqlevTsHBwVShQgUKDAykX3/9lYj4RqtE\nwlBCredU411T2u3gTEREMTExZGpqSi4uLkrXvjCQSBjqMKomnd36gi7sfJUr2U3Ev3siIyPFDriB\nAwdSu3btiIho9OjR4nOzejXfkbN161al9YUO5pydzADIfe8L2jTfmyzrNaCJ63pTt27daPLkydSn\nTx+6e9eLvL29KTMzkzw8POjTp08UFxdHKSkpSp1dMpmMDAwMyNDQkCpVqkSmpqZUpUoVMjc3p2rV\nqlGtWrWoRo0apK2tXaRzVRogk8mK1DgsKYS+S6CD6/3osms6ValekZxuDSBj08IRt0VBSkImndr4\ngs5ueUEGFXVp3sHW1HFMLZJI+HuwQYMGpK+vT0lJSSSVSklXV5fWrVtHP//8c7E6SOSZLF12CKSr\nfwaSdlkp9fitLnX42ZrKVcz9W6ilpUXly5en8PBwkkgkxHEc9erVi7y8vGjFihViZ2ZBEXI7hm7a\nB9BHn1gacboNWfcsfId47969ydnZWWmaTCYjbZk2bey7jWQ+Zcmwdnnq696ZdI00Q0QBoKhbH8h7\n1lWCnKOaw+pS4yWtSaanRe3bt6ebN28q1YklEglZWFjQkSNH6McffyzWvrkslkIO+VD0P4EkK6dD\niQERpGNqQLWmt6Pqo1oo1aMbNWpElpaWKh3sihg3bhzt3LmzxAUApqamZG1tTSlhMeTaaiJlsHKa\n8sKd/tjkQH+OHKlxAjk/dOnSRemdK5VKSUdHh9avX08zZsygrOBQCl28hjLDo0jLtCJVHDGQpHpl\n8thi0WFnZ0cMw1DFihXJwcGBxo0bp/JsZ0WGU+zmlSQxrEjGs34jiU7JkKpSqZROnz5NFStWpJYt\nW6rMB0BppzZT1ot7pNWwHZXpN5tk1YtWnwAgXvc2bdqQq6srnT17lpycnKh8+WzyaNu2bUU7GA0C\nWWkkv7mRuBAfInk6MRWqk6zDfJJYtidGp9z3Dq/EADaD4DWXSMeImNbbialg871DyhMZGRk0c+ZM\n+vvvv4mIr9u5ubmVuJjA3t6eZs2aVeDlARB9OkcIXkck0SGmnhMxFfhvA2M2kpAeSpT8kki/MTE6\nZgR5Ik94h+8jCt9LxGgTY7GQGH3bIsfctWtXevDggUbJbiIihpESmY0t+PL6fFuFISKyWq12GZZl\nae3aNbRyFFF/u2jC097iPEgNiNgUImLVrpsqL09XvaLJsLE9de83WWmexLgr/4/w9ysaNGlHO48+\nI00hMTGRbGxsyMjIiDZs2ECzZs365t+8/+E/DzmAT7nM+5GIpgN4/PX3WoZhfiGiZkT0jGGYukTU\nnYiaAXhCRMQwzGwi8mAYZgEA9eRQDhTqLZvw6DWRSk86aM6cOeTm5qaiAAXwzcnuhIQE6tatG8XE\nxCipQ2QyGdWqVUvtOlr6vNrbfEhTSn4XQ1FXX1L0tUCKOPuMZPo6VLG1FZl0rkPGP9Yiifa/Q+Um\nkNvp6elERKKqNadiTZhPRKRdQZeMKhSsosplsZQSnsSrwb+2IzM+p5GWgQ4Z25qSVCf7PMU1zqCZ\n3abQmHbDqVJUZfqyPogGVOgmkt1C5VH4nRNbtmwhIr6y6+7uTkePHi1QjPkhICCAiIgaNmxIRETR\n0dFKv4X7+VuMTkhISCAiomrVqilNz/m7IOA4jh49eqS2QZAXmjZtSteuXaMvX76QkZER2dra0t27\nd8nf37/YDeH8UKObOb0/94GIiN64B5N+1bJk9oMJERGF3+XvC5OmxhThF00yklGTRfWo4SgbWrdr\nLRHxZKVVdF3y/uMxyRgtaqHTil65vCeO5SjY4yNlJcupeteq1HlXaypjnH2P79y5kwYMGCCS3QzD\nUNWqqorJtm3bUmhoqNK0PXv2EBHRgAG8QuDUqVNERDRhwgQiIvr48SMREfn4+GjgDBUcDMPQq1ev\naO/evTR9+nRxurrj+tZo2LAhRUdHk6mpKRHxIxmGDx9ObxFP7XUGU1p8JpWpUHJEaVBQEE2cOJGc\nnJyobt264nTh/bjr2goaSTtIP6Q5EZHYSDAxMSnWfhmGocadzeifg+8oPSWLdMtq5bps5cqVKTU1\nlfT09Ojs2bN09uxZIiJx1MvevXuJiGjQoEEiiccwDC1atEhUrOdEUnwm/TmHH0U0c1ULSmYDiSEZ\nxYeY0uZpEWRmwSsX27VrR8OGDaMGDRqo7VBMTEykoKAgev/+PX348IHCw8PpzZs35O3tTV++fKH4\n+HhKSUmhxMREkslk4ndIV1eX9PX1qUKFCkpEeeXKlcnMzIyqVatG1apVo8qVK393JblUKqWsrKzv\nGoMAj2NvaO3Pd0jfUJt+tm9BQ6fVJ71yud87mkBGmpw8dr0md4fnlJnG0sD59Wnokoakq6d8XSQS\nCbVr1448PDxo9OjRtH79evG5LiqC7n+mY9N9KeJFAnVbYEM9f69Huvr5H6+2tjYZGBgQwzBkYWFB\nu3btou7du1Pt2rXp6dOnKgrQ3JCRlEUXZz4mf5cPZNqoPI0635Ysu1Yu0rF069ZNJN7Fac160Ajp\nBEq6kUL1p9cmu0WNSNtAM++79NhUerLiLoVdeU8mP1al1nt6kUzhPdOvXz+6ceMGEWWruX/55Rda\nvXq1SuduXggLC6OAgADq0YNXzAKgjyd86e2W68RIGSrf2JwIRA0cBpBJh9rESFU7GhiGoVGjRtHa\ntWtV6una2tq0f/9+GjlyZFFPRaEgT0qlP2z7UvXqIDk4umIlJ5/Tz0QRxrdGnTp1yMTEhGJiYoiI\nqE+fPuTo6EhVq1YlcBxF7jxIjExGZvOmUBkbqxIjuol48cXjx4+pdu3aagUPXGoKxR3YTlLjSlRx\ngT0x2iUrzujdu7fa6fLQl5T50IOyXtyjMoN+Je2GRR9VsmzZMjI0NKT58+cTEV+/O3v2LAUGBhZ5\nm5oGFx9GXPA94kIfEiKfExFI2nAQSaw6EGNio1YxW1rw4MEDsrOzK3QHZE7g2WaitM/EtNlJjIFl\n/it8B8TGxpK/vz/5+PiQg4MDJSfzCugNGzbQwoULS3z/mZmZFBAQoNQOyBeRRwgh64gq9iWm5lJi\ntCoozWZ0qxPpViciInx0JMR7EyU9Jp4I4Igxn0pMlfH57oZhGBo3bhwdOnSIiIj8/PwoISGBOnbs\nSDNnzqQmTZoUPOYSAsuyZGBgQCtWrKBFixapzOc4jrp06UJ+fm9o9jwnqlgmhki3GlHZekRJz4gy\nPxHJ9Il0axBpGRHJKhARR8Sm0qugL//H3nlHRXW1b/s6w9AFpGNBRVARK1E0FizRqBE1lqiJYkwx\nb4ya+MaYYjS+UWN6orEbS+wl9t4VC3ZFAbEAgkpVeh2mnP39QWYUAenEfL9ca81anLb3nsM5Z/a+\nz7Pvh5bex9shNwAAIABJREFUHZk5cyavPyV0VyevvPIKjo6OhIeHV/ie/Jd/KYZGkiTFAirgHDBF\nCPHgr22BwHBJkvYDacBwwBQI+Gv7i0CqXuj+i6Pkz/9vD+wqTQPKNKqMW32Y6GwT6r73Ckqr/Mii\nGTNmGKZYF8WT0dRVjVqt5tVXX+XWrVsFOtB6npweXhw1PJzw8HDCfVxXMm8n8ujkHR4FhJNw8AZG\nlqY4vdQY55e9sG1bH4Xy+X0wPB3ZrX9T97TYXd7p2gpjI6wa1MSqQc0S961dpzbXcsJoYnODSZu+\nImTOeUYshCsRYSQHJWDvnT+YLErs1mg0huifjz/+mBo1avDaa6+Vq81PExISAjwWt59ejomJKbBc\nleiFUb24nZ2dXWC5LNy4cYMdO3aUW+wOCgqiR48eBoHg6tWrVS5291zamdbjvQhbF8HNNeHs6HuQ\n9tO8cX2pNk7e9pg7mPHwajIXVGeIlR8QfaktL346mx9++AFLqQau4e5cWRbyuMD8fhd3d99Hm5v/\nLLh/JJak4BRcu9c27Na2bVscHR1ZsGDBM6MfnJ2dCwk5mzZtAjBEKq9cuRLIf+YFBwcbpiLrI7+r\nm/fff5/evXvj5uYG5D8DsrKy/vbpaU5OTuh0OpRKJVlZWSxfvhxbnOmqeY3YC8l49K5aW6GVK1cy\nfvx42rZta1iXmZmJsbExMlrSSCAjMf8l4JYtWwDo0aNHhevt+0ETdvwSxoXdMXR9w+2Z+5qbm6PV\nagsIv0ZG+ZGR+oHLxo0bAQzRo7du3Sq2PGtbU75Z9RLT3znBHz9dw9IhCy/lDIL2WoHIJC4azKmL\nkZERISEheHoWHSVlbW1N69atSxyI9O3bl759+zJhwgRkWSYhIYF79+7x4MEDYmJiSEhIID4+nuDg\nYNLT08nIyCAzMxOVSlXopblCocDc3JwaNWpgbW2NjY0NdnZ22NvbY29vj6OjIw4ODri4uFC7dm1q\n1apVIWshpVL5t9uY5Km0fDvhNHvW3Kaff2OmLPDF3KJqRW6A68fj+XX0GdISVfQe04jh01piX7v4\nKPIlS5aQkpJSaLZGWclOyWP7F9cJXH4X1xds+eL8y9RvU3pbD2NjY4yNjQkNDcXDw8Mws6BTp06s\nXbu2VGJ33JUUtvqfIytBxaA/2tHKv0GFIpxsbGzo2LEjZ86cwczMjF8+movJJmsULgoGH+yDc1vH\ncpf9NFnR6Zx6ew/abA3t576Ma18PJEXBtvv5+TFxYr6VSf369Vm3bl25ftc1Gg0hISH06dOHnAep\n3Pn1KMmBkdTya07doW2w9ird83v48OHMnDnTsCxJEs2bN2fr1q3VNm7ICIog+teteOVZcso4lk6T\n3uSXlytmv1NRJEli2LBhbNu2jcWLFxssD1SR90j+czfalDRqTx6LZatn26xVFt7eRUdoCnUeKYt/\nRs7OxGHS/6pc6C4O1fH15J3+E8nKHvNBH5da6I6Ojmb8+PHMmzevwPX29Cw8Hx8fkpOTK7XN5UHI\nOkTMFbRX1yPigkFhjMK1LYoO/0FRrz0K23p/dxNLxfbt27GwsKjQuEqo0yFqOzh3eG6F7mvXruHj\n44MQwqBHWFlZsWfPngpbfJWWFStW0KpVq1KLmCItEHHvR3DxR9FwWsn7A2TqNSgZ6o6HOv8pdftW\nr15tELvbtGmTX6YQ1K1b1/BCtjoE2Ndff52RI0fSv39/AFJSUsjKyuL8+fPk5OQUCArUI8syL7/8\nMleuXCEkJATHp2eEmxffx1er1XTr0RE/Pz+mTJlSqd+ltJw9e5ZFixZx6dIlIiMj/xW6/6WqOA+8\nBdwGagFfA6clSWomhMgmX9zeTL6FiRbIBgYJIe7+dbwL8PDJAoUQOkmSUv7aVirKJHa7jHiJ1OMh\npJ0NpdYbL7E15hozZswovnClslxiXXmQZZnRo0dz+vTpApE0erRabZnsKSRJwtrTBWtPF9zf70JW\n5CMSj94k8fBN4veEYGxrgXNPT5x7e2HTrHaR0St/J0+L3XoqS+wuC3qRUC9mN/9ve2bN+oZXbLty\nfOh2Grzmib3SlkePCs9yOHnyJCYmJhgZGbFkyRI2bNhQaVNsihO79bYmT2+vSvTCuv5+0S/roys1\nGg0mJial8q9s3rw5X3/9dZnb8KS4/bTYXdUYmRjh3NaR0D/uAFDD1ZIL3wRx4Zsguv76Ii9Map4/\nlezLvw44AUsc1/G99QJqKGoQNPcGDi3seHg134bl1V290OXp2PvasQL1WLhYcO9ILLc2RNB+mjc2\nblZs3bqVTp06lWmq35NcuHCBAQMGEBAQAOTbo0RHRxvE78GDB5OSksLt27dp27ZtIe/wqqRBgwbI\nskyjRo2IjIykRo0aBAQEVFtnuzj0EY/9+/dn7969pPIQE2sjwnbGVLnYDfkda41GY/hfWFtbGwRe\nV/Mm1GtjZxjgVtY0ehc3K6zsTHh4P6tU+z/d2VcoFIbZA+3atTMIevrnwebNm59ZXt8RjTE1V/Lp\n8MMYm0lkyDcY+WErZn7/CUNar0cO/4wHF9JYtqziEUdpaWmGmQQKhYLatWtTu3btcolrKpWK2NhY\nYmNjiY+PJyEhgaSkJJKSkggNDS0glufk5JCTk4Msy0iSVEg4NzY2xtzcHAsLCywsLLC0tDSI6Hoh\nPSYmhuPHj2NmZoadnZ1BWHdwcKgWf35VrpaJAw8QfC6Br5d3o/+oJtUyrTTiSjIz+h2jWWdnvg94\nkVruJV/3devWrbClWNiRBFa/dYG8bC3D5r5A13EeGJUxkMDExASdTlfIBuntt982zNp5FnePJ7K+\n/ymcmtswYlcXHBpXzj0/adIkXFxc+Hzol1yddBPHNva8srZbpUVzA9zfG87Vr05i6mBBjx2vYVmn\n6La7u7szfPhwXF1dmTlzZpmiuZ/Ezc2N8a+P4c6cY8TvC0FpYUKzWQNw6V02ywgvLy88PT0NL+k+\n+eQTZs+eXS0WSKq4JOJWHyH1ZDBWrd3x/OQ12jiWHLhRXfz222/MmzcPSZKQNRoeLt9A5pmLKB3s\nqP3ZOCxbNC25kCpECEH61rVo4+5jN3EqSqfyzX6oKHkX95F3ZiumvkMx7T6y2OfkwoULiY2N5dtv\nH/vE169fn3379pVYh0KhwMjIiIyMjErzsy8LcnIUctgedPcuQEYcUk1XlL2/RlG3zT/SpmTGjBll\ntmcUWhWo05AsXJCD58LdrWBig+RRPbM/yopKpeKll15Cq9WiUCioX78+M2bMYNSoUdUqKh47duyZ\ngRpCl4Nk9FfeLV02IvxzsHkRye2LEssWQgfJBwEZLFuAnA1GlkiK8j2/3dzciIqKQqVSYWZmhlKp\nJCUlBQcHh3KVVxY2b97M5s2bDf1Fe3t7AGrUyL+/nh4vCSF45ZVXuHjxIiEhIWW2Pn3jjTcQQpTY\nZ68sMjIymDZtGv369SM+Pp4FCxYQFBSEm5sbmzZtqjad7v8ycuo95Ef/vOd1Scip9565XQhx6InF\nUEmSLgL3gGHAH8A3gA3wEvmC90BgiyRJnYUQN55RtESh7G7FUyax27ZjM5qPHEjcumM8WL6fhrmZ\nfNb0ZSKzkojKSiIsIwGV7vH0X1dXV0M0WlXz2WefGSIti6M0kd3FUcPdkRrujjT8jy+ZtxNJPBRG\nwqEwYrZcxbimOQ6dPXDw9cDSyJRs3d+f3Eo/KH8exG79oEovdkuSxJbUfezOPsrN9UEEzTzN4vrf\noBEaLn56DO/pvhhb5f9grlmzhmbNmiGEICcnp1jf3JBfzlO3jzu2zUofLaUXs/UD5JIivauSpyO7\ni1s+fPhwiWK3JEnlEmWeFrf1Ng/VIXbrcXvFldsbI7GqY8mru3qxs98hTk46b9geZRbOS3M7s2fZ\nPtLPZtPJNL8TorQwYuDe3rxg7YMxJrTY60nI0sKRrgf8T2Db2Jp7h2LJfJDFw6vJvBv1OmZmZty8\nebOAtUVJTJgwgQULFhRITgT5Ho+AYb25uTmpqakcPXqUJk2aYGf3OGLx6tWr1KlTp8LT/5+FJElE\nRESwcOFCJkyYQLdu3Xj33XdZvnx5ldVZWvbs2cMPP/zAF198wc60ZaiXvYN7DxeavVb1nS+lUokQ\nglWrVvH2228bRJc6XvYk3Mzg44/zLUH0EdQVRQiBVi2jLCLBXnHoBdsXXniBoKAghgwZAsCRI0cA\nOHDgAJA/u6A093yPQQ3Zem0YF4NO8Ib/BuxqtcbYxIjJC5ow8uW5KG515X5EOvU8Sk5q8yzS09Mr\nLYGwmZkZ7u7uFY72lGWZjIwM4uPjSUxMJDk5mdTUVIP9Snp6Ovfv38fV1ZXIyEh+/fVXcnNzyc3N\nRaVSkZeXZ3iR/rSoos/4rVAoDFHGJiYmmJqaGj5mZmaYm5tjYmKCubk5pqammJubY2ZmZhDfTU1N\nCT9vxpVTghFTbVDYRXDiRBzm5uaGj5mZmaE8MzMzTExMKjSAvheays45YZzdfp8GLW2ZvucljE2r\nvt+mytSw/YvrnFwUgWcPZ0b87o25g4LklCRUKpXh3Ofm5pKTk2P4P+gjrdRqteETEhJSZCLIzp07\nk5CQUGiWhB4hBEGrotg34Qr1uzgxYmdnlJX43Qe+OpDaYQ24ODYEl3aO9N34EsYWlWPTI4Qg9vBd\nLk4+Rt3eDXlhVldMrJ8tIpXURy4JnUpD5KKTPNh0GeOa5jj3bErD930xsS2fh/z48eP55ptvWL16\nNb17965Q20pDbnQCCVtOkXLiOsa2Nag/aQj2PV9Aes6i2p68nzOOB5J55iJO747AuluH56KtWYd2\nkXvuJDZvvItJvaLtIasSIWTyjq0lL3A7Jj5+mHZ7A0mSyMzM5MMPP2T8+PH4+PgY9h8zZkwhgbUs\nLxDd3d3ZvXs3/v7VkwBR6LTItw+hC9mOSL4Llg4o6rfHqMkXSC7N/9GeuuUZm4hzk+DhRei5EcLX\ngX1LpLYzkGo8fyKdEIIBAwaQmppKzZo12b9/f5XMjBW6HFCY5/cRZTXk3AZ1cr5dhmUTJIUpwcHB\nhmTmTyOnX4Yb/gi3r1DUGom4Pw90mUgNZyBJJf9GCXUS5ITnLxiZQXYIxCyGOqWbydqlSxdOnTpl\nsDUcPXo0X3/9NXv27GHo0KH4+vryn//8h++++45GjRpV60sCDw8PIiIiDLYzK1aswM3NjXr16iGE\nwM/Pj8DAQK5fv15mXWnjxo3s2rWLq1evVltOrpycHObPn8/8+fOxtbWladOmREdHV1of/V9KRntk\nNprbVZt/pKrZfDmRPy8XCLImPbfoBOzFIYRIlyTpDuAhSVJDYDzgJYTQCzYhkiR1+Wv9OCABKOAj\nKkmSEWALJJa2XunpyKcid5KkF4ArV65cMQhi/r0HUOeBivb2DahjXhOlwgitrCMsI4E7GYmEZz6k\nRnM3/ti3tco7Zzt37mTQoEEl7hcdHV2pyQeFTiY9NI6kMxE8OhVOTlQyOqEjNPMeQ758B/vOHli5\n54uv+vOs76QUt1xZyLKMkZERHTp04OzZs4a6atWqRVxcXJXWXRSSJGFjY0NaWlqhutUZeXSu1Y46\nJi68WX8oxpbGuPs3p8EQT9xaujP2/bG8lOKDqZUpbad3w8js8Q+xTqUl/sQ9NNlqtDkaGg7zwshM\nSchP51Bnqmkzs/gIVhsbGzIyMgzf38fHh8uXL5OXl4eJiQn+/v6sX7+e27dvF0g6WBVMnz6dWbNm\ncejQIXr16mUQ4BYvXszYsWM5efIk3bp149NPP+XHH3+skjboxZrGjRtz+/ZtoHqvET156WoUxgqM\nLZRoVTpUKXlc+TUYpbmSqYu/4Nvx39N2cisOTzjJ/T1xhuP21P+Tg9f2MazRCLom9cbM3hS3vq7Y\nN7PjzBcXkYwlhEbQ+qNmhG+NIjsuP6Gk+6v12GmymRxVTqGEYiWRnp5Oy5YtC/h53717Fzc3t1Kd\nu3Xr1mFmZlbAmic2Npbbt2/j6+tb6VHgUVFRBXIXPA+2JgABAQF0796dwdJHNDNrz9SHQzGtYm/i\nJ0lKSsLRMf9Z3Y43aGc1kGWZY8gjs9Ku/Qc30xjXfDeT1/kSH5lJh0H1qN+s9NGEw4YNM9iqPHr0\nCAcHB8M1ph9YlZatW7cydOhQfvnlFyZNmsTFixfxbe9HM+NZ9B/VmEk/dcSmAknz6tevz6VLlyrs\ndf5PQ6vVkpGRQXp6uiHiPCsri8zMTDIzM8nKyjKIt3rRNjc3l7y8vHwhNwMenvVFaRuPcYNA1Go1\nWq0WjUaDVqtFp9MV+siyXCChWlE8a3uzlI8xlmuQbBZEnMVxdIqcEr9ndna2QdQvrlz9i5qiIuwd\n85rQOuN1TGQLblrtI8riDJIifzbD0x9jY2OUSqWhPv1H7++s3zZo0CCGDRtWqB1+fn60atWqQFQn\ngDZPx67/XCJ4/T2833aj34I2lSp06zQyxz44Q8T2aF6c7o33R80LWYtUhFtLrxLy03lqvdSAjgt7\nozCu2hcU2VFJhE7bTXZ0Mu7julB3yAsYmVXsGf10P7gqkPM0pAaGknTgElkhURg72ODymi8Or7RD\nYVp9vzFlJfPcZVL3Hycv6j5WndvhMrb0idWqktwr50nfsAyLTj2wHlz9kbVCqyZ37yLWrVnDVa0t\nS3Y/nr0nyzJJSUmV/rvz+eefExsbW2n5gopDTghDjg1Cd2MPZD1E0aADCs9XUNRvj2T0/F6rVYGc\negspPRzq9kDs6vJ4g4kNUs+NSObPX98iOzub7t27c+nSJZRKJTExMZUeyCJSTyJilkLmVTBvhOTQ\nB5G0F3KjHu9k4ozktZw6Hl2JiIjAwuLxy0ihSc1PPpl8GEQeoIAXjkNQTyTXiUh13yu5DUKLuDkO\n0s5AvYkQtxK06VCzCwqv30v1PVauXMm7777Lr7/+yscff8zdu3dxd3fHz8+PvXv3olar8fPzIzw8\nnIyMDHx8fGjZsiWhoaFcvHgRY2NjAgMDK8Xy6uWXX+bo0aOGsdvixYsZN24c1tbWZGRkYG9vT0pK\nCh4eHoY+XVBQUJnzeSUkJNCgQQO++uorpk6dWuF2l4UrV67QqVMnpk2bxrRpJVvU6Ll69areYqaN\nEKL6It/+P0Gvn146up0XWlaP9Vh1cjX4Bj49B0Mprw9JkmqQH9k9HTgJXCdf7L79xD4HgWghxFhJ\nkjyBG0DbJxJU9gL2A3VLm6Cy3GJ3dnY2K1as4Pvvv+dhQiJuNezxrulKy5p1aGTlSANLe5QKI5Q2\nltRo3gCrVg2x8fHEtFbpfRhLy927d3n33XcJCAhAqVQWGeGjUCjIy8ur0uRXubFpDPfuQ0eHZrR3\n8EJWaYhVJXMx/TZfb5hDzVZ1MbbKFxCKE7unT5+OEIJZs4rO/FsWJEnC29vbEJkrSRJ2do+n5xcl\nvHt4eBAeHl7huotqy9N1FbWcGZ3GzUVXuLf3DrJGx6WsYEZ/8x43v70IQMM3vHjhLwH7ytQAYg/f\nRZ1WMDrdpUs9Es/GILQy3jN8Sbn2EJ/vu5OXoiJyfShuw5piUdvKUOesWbOYOnUq5ubm5OXlGdrU\nqlUrgoOD0Wq1VT5D4e2332bVqlWEhYXRtGlTZs2axfTp09mzZw/9+vVj3bp1jBo1innz5lV6huon\nqa6XMeUhKyuLRh6NiYuLJfrgAw74BwBg3sSEI8GHeKCN5ow6gPEd/4vXTW+6ze2AJkdLXloeCMHl\nn/Kj6xIuFrbL6Xf4JVr3asnDhw/L9YyIiYkpMBXM0tKS7OxsmjdvbpghUFoePHjAli1bGDduXIEo\nmB07duDp6Vmm6POikGUZd3d3oqOjATh16hS+vr4VKrMyiImJoZWrDxOM5nKhwRYORmyt9ja81+Zb\nFFfzXwacZTW3jY+hVqsrpey8XC1DrTYgKSRknaB5V2e+O162aMb333+f33/PH0xs3ryZ4cOHF3im\nl5ZNmzbxxhtvMHfuXCZOnMi5c+fo2LEjvZt9T0qUNUpjYzxbO+DV1hHfV+rTor1zmRIjuri4EBcX\n968PYBlIjMniw/77SUtRsf78EBxrVf1LKCEEg8zW8e4vbek/ofTPlU8//ZSHDx+W+eWgRqVj22fX\nODE/nKY9nfH/3QcHt6qd2nn//n3atm1LQkKC4XrMiMtl05AzJAanMXBle1oMr1y/W22ulmMfBBJ1\n4AEvL/PFfUDlBVlostRc++YM0Vtv0eitlrSa2qnKIz3Trj0g+NPtIIH3wjcwd7P72xPJPgshBDl3\nYkg+epWUE9fQZamo0bIhjq/4YOvbAklZPTNOy4Os0ZC65wgpOw5g3sQdq87tsPZtj1RNs2SLQwhB\nTsAhMnZswLS5NzVHjUVRTiucsqBWqxkyZAiffvopndu0JHvNdOTkWOj1H6x9elVLlPO5c+d45513\nKj1JpdBpEI/uIEeeRH5wBZFyF5BQePbGqOUQFA4elVrfPwEhaxBhS+H2KrBqCF5j4cJfyQGdOyI1\nfRfJvtXf2saiCA4OpmvXrqSlpWFmZkZUVBQuLpVn7yOEgMwgxI23oIYXkl0vRMxiEFqwaYdU+20w\nawDqRET4Z6B+xLQVOQx+f50hP43QpCBujYPMa2DTATKCwMgcTBwhNwqp7elCCSmLbEv2LUTcGrDp\ngMKpP3L6FbgxEiRzFB2CSjwe8vPkWFtb06pVK65duwYUP97Myclh2bJlXL9+HU9PTz766COWLl3K\n5s2bDcF8FeHAgQP07duXiRMnMnfuXLKzs6lRowaurq4kJiYyZ84c/Pz8mDVrFk5OTnz22WdlCi6B\n/HGXl5cXVlZWXLx48W+ZnbF06VImTpxIUlKSwaKlJP4VuytGUfrp/0+UdH1IkvQTsId8gbsOMANo\nCXgB6UAYEAd8Sr6NySDgB8BPb4HyV/JKJ+ADwARYCVwUQowqbTvLLXbrUavVbNiwgdmzZxMREWHw\nYjVXmrDky9n0cGtJVkgU2bcfILQ6zN1csGnniU27Jlg0rovCuPI6zEFBQfz0009s3rwZSZIKJKms\nXbs2sbGxlVZXcUiShJubG+Fht0m9fI9v/CfTzqYJzqa2oJC4mXGPgJRgNt46gnFN8yoVFyVJwsvL\nixs3bhiWLS0tDVNzqlPYLK3YrV+2NLKgu1UH/OxewkFhi4mjGU3eak3IT+cxtTPHvo0LcUeicGxf\nm+aftCf+xD2MTJXEHYsiNSRfzLRt4URqSP6UC9vmjuQmZqN6lIPn2BdoMflFpk2bxuzZswu1Vd8G\nhUJhmJ5e1ejfLHfs2JEdO3Ywbdo0li1bxrVr12jVqhXff/89U6ZMYceOHQwcOLDYchYuXEiLFi3o\n0qVLsfs8i+dZ7F69ejUrV67k5MmTAOQ8zCUzJhuHFnYolBKj/EexfsN6AMww59yJ87Tqmm9B8ygo\nGTMHU/aPPIGFozlCK2Nqa4pzGwfOfX2V9xP9GTCwPz7e7fBvM5qs2GzqdHXB1sMGpXnpn1HXr18v\nlLxPpVJVynS1I0eOYGlpSceOHQ3rQkNDuXDhAm+++WaZo8Dnz5/PRx99BMB7771nEFH/TlQqFV9a\nriJMnOeQWG2YZVFd/NY7gLDDCSQRxXnWE8cN0tPTK82rs7/RmgLLv5zvS2Ofx56EJUXoQsH/G+S/\nHCnrdMT169fj7+/P/PnzmTBhAmfOnMHX15dJkyYRfC2MwV1mEn0rlaDABJIScnCqY0njVvaYmBjx\n5YIu2Dk9W+RwcXEpMuFwSeh0umqzPnvemDjwADevPmLJof40bGpb5fUJIQjceo8fXj/F8Kkt8J9Z\ndCK6orhw4QJvvfVWmcSf6EvJrHrrAo8isxjyU2u6T2hUbQO+F198kTfffJNx48bx8EY6GwaeRqeR\neX1LJ+r42FdqXZkxWex/4wRpkRm8vMyXhn6VJ6TnxGdx0n8XuQ+zaT21M27Dm1bpOcwIiydqRSBJ\npyMwd7Wl1S+vYdnAngEDBrB79+4qq7e8qB48IuVUMKkng1Hdf4ixvTX2Pbyx79MWs9pV7/1aUTQP\nk4j/bTnqmHisfNvjOHooimrM8VEcQggyd2wk+8QBLLv1xmrQiEqZsfv07926des4ceIEK1asKLCf\nPgdDzubv0D24heXoWRg5Vd4LpJKQZRkXFxcePnxY8s6lKS8pAvnWIXRhe0GrAjMbFPXbo6jjjaJB\nJySzf/Z095I4deoUoaGhjBs3rsB6oclGnPkQUkKBwrm3pAEBSMbPp+9tvXr1ePDgARYWFkRERFCr\nVtlzzwhdTr4PtsIUycHv8frs2/l+2jm3wKIxUvN1SEprhDYDJAWSUcFzIjJDECFDyVXD5gAF7Xt9\nTNMW7SHiC1If3eOLP2qwbOMFhCoGEfcHZIchOQ9Fchpcru8uhEA8WIBk0w7Jpn2pj6vIeHP27Nns\n27evUsRu/Uz4otpia2tLXFxchfO1fPzxx/z+++/ExMRga1s1/bsOHTqg0+l4//33effddwttF0Kg\nVCoJCgoqdVLxf8XuivGv2C1tBHwBe+ARcAaYKoSI+mu7O/A90BmoAUQAPwkhNjxRRk1gAdCf/B+G\nrcBEIUTJ01D1ZVRU7NYjyzI7d+5k1qxZhrd0LVu25PLlyxgbG6PLzSPj0h3SzoeRfvkOuowcFGYm\nWLVyx7qNR6VGfd+/f5/ffvuNJUuWkJubixACW1tbUlJSKqX8Z/Fkx23RokWMGzcOBwcH7l2+TWrQ\nfZZN/pkXa3piamGOU/fGTFgwlcvp4WRqcwscX1lit7u7OxEREYZlpVKJRqMpsq7nSezWL7/28mCc\nI6w4pw3io5kf45xph9FNLenHE7H2sKPnjtcM03ePvLqFtBuFo3YBJCMJxxfr8DAwhuaT2tN0XH7m\nZ51Ox9SpU/nhhx8K7L969WpGjx5doE1VyfHjx4tMJKK3Kxg/frwhc7L+LX1x5fj4+JQ7qd7zLHYP\nGzYMLy+vZybfzM3NxcvLixHJY6ijdOVAzR1svLKOs5OvIOtk7u5+bDfSc2lnzB3N2DP4KJ4jPYhu\ncZv4pUKQAAAgAElEQVTAhRdo8+CxmGxqY8Jbt4ZiVMbp7Tt27GDw4McdR39/f1avXl3pka6PHj3i\nzJkzDBw4sMCz5+eff8bX15f27Z/d8dRPHdSTnZ1dYMrj38Hxr0M5Pvs6C7Qfk84jYmNjqV27drXU\nHXogjvl9TzF0Tmt6TfIyXPdbtmwpYDVTXr7ofogbpx7bjNm6mPPH/SHkZWs5vDKCHT/foHXPWvz3\nj2dHa27bts3QnsOHD/Pyyy+XqR1r1qxh9OjRLFq0iA8++KCATVLfvn3p1q0bABqNjutnE/h8xBGy\nMzTIOsHLrzVk9pqeAMiyIDMtD2tb0wLtLUrsjo+PZ8OGDXzyyScAhuiZkJAQQ1JgSZLKNRvin0xq\nUi57195hzufnmLnyJfr5V65llhCC6JA0Ym+nA3DnUhI3Tj8k9k4G2WlqbF3Mmb7nJTxeKL3oWxbx\nR6PSsefrUA7/dAvX1jV5a3V76jSv3mSAAQEBjB8/nu0/HGGr/zls3SwZscuXmvUqN3o+LSKDPa8d\nBSHou/El7L0qb1AbeySKK1MDUJgo6LZuIDUaVMxX/1kIWXDr2wPE7Q7GsqED9d7wodaAloZ7PCAg\ngC5dujwXMzfUj9JJO3uD5GNB5NyJQWFuQs0XvbDr0Rpr70bPXfL44si6dI3E5RtQmJtRa+IYzNwq\nd7ZBRVCFXCX19zlYD/HHslvZvdXVanWBl9ayLDN48GDGjRtHr169SjxeqHPJ2fkb2pvnsBg+BWPP\nF8vchopSq1YtwsPDSx0R+TQiJwX5/iXk6LPId0+BmQ1GXn4o3DojOTRCMnp+Z0pUNhkZGVy+fJmX\nXnrJsE7kJiFOjoG8VKTO80GXhzj9V3JhY2ukzvOQ7Jr/TS1+NnoLSICTJ0+WK9hI5ETkR2Rnh+Wv\nqOmL5PIGWDRGhI0BoUZy+wpsfUvnqf1oLyJ8MgCqPBkzcwtQmNFkyFVeaGLG2rmjUFo3RXIZhmTy\n91jCFDfe1L/cehY1a9bk1q1blRY9X1xbyhNM8jSnT5+mW7du7Nu3jz59+lSsocWg0WgwNTWld+/e\nHDt2jHHjxjFnzpwC53Tt2rWMGTOGzMzMUov3/4rdFeP/utj9vFBpYrceIQS7d+8uEH3auXNnDhw4\nYOgkCJ2OnIg4Mq9Fkn75Dtk37yO0Okxq2WHj0wRrbw+sWrtjZF6xaMj09HSWLVvGp59+alg3depU\nZs2aVWXRMHq7iafZt28fffv2RZIkHMxrcnH+XhKP3CT7bhI6ocPBpyG1/JpTv783GqGrNLEb8n2i\nnJ2dyyw4VyblFbtHjhxJ586dWbp0Kffv3yc3N5faONHa3Iuv/vyGVj0eX495aSp2t10JgMLMCFmV\nH9nv/XUXGgxpgjotj32+a7Br5YxtMwfsvV3IfZiNJiOP9DspJNfIYNzCj4nTJOJp5s7dvPuohYa0\ntDQsTSxQGClQmBQteqqScrj0xXFenPMyxlblv24DAgLo2bNngVkJSqUSKysrUlNTDf/LquJ5Frv1\nSYKaNSvZ92qt7zYyb2TzZ85aTuYdZdbMWXz8/iTWe+9Am5t/bt0H1qd2B2durgsnKSQVu7csWRQw\nj4/sPiM9MpO8dDVGZkaMvvEakpGEqXXZI4xXrFjBmDFjDMtff/01//vf/8pcTlkJCwvDxMQED4/H\n02ADAgI4duwYM2fOLPD8k2WZ+vXrExMTA8CZM2fo1KlTlbexOPKyNMxvup9UZQLfRY9DIHP69GlD\n4s+qZsP4y5xZdpdRy3y4wylDQthmzZoRHBxcIYFHk6fj6KpIFo07Ty13KxLuZiIEKI0VyLLA2a0G\n8RGZLAodgGvTZwuCp06dMmSJX7NmTZG/O8Wxe/fuAolV+/bty/79+5kyZUohb2MAnU5GlgWrfrzG\n4hmXcKpjSe9hHgSfT+D6uUS+Xt6NAW96GvZ3dnYmMbFg7pAPP/yQBQsWGMT5lJQUQ9b7p583Go3m\nubZJqAh5Ki0hFxK5FBDHyT3R3A1LRauVGfKeF1Pm+6KoJF/n3CwNJzdEsXveTR7cTDesr2FrQrt+\ndUlNyKV2I2vGzi99JNaT1KlTh+vXr+PgUHzEbETgI9a8c5Hk6Gz6fd2cXp96YqSsfvFRrVbTx24k\nXdRDadK/NoNXt6/0nAApt9PYO/QYSnMl/bf1xKpu5QnpKcGJnBi+A+fOrrT9tjtmjlX3QlKdmsON\n6btJuRhNk097UXtgaxR/w//sWagfpZMWGErKyWCyb94HIwU2bZtg39Mbm3aez7UX95OIvxLe6jKz\nuffZLJQ2VtSZ9l+U1s9PZK8mPpbkX2egrO2K/X+nPXPspE8Y+6QgvG3bNvbu3csff/xRrvqFWkX2\n+hnoEqKwGDgR46aVn+yvNHTq1Ilx48YxcuTIUh8jdBpEUjjy3UB01/8EWYtk3xCjFoNRePZBUvzf\nnMX0NEKnRgS8A6pkpC5LkazyEwESfxqMTJCcq//lRlnQ9/OtrKxYv349/fv3N2yTJInffvutwGw8\nPUIIeLQTkX4RkvaBaS2kxr8iskLg/m/5PthKK5BMkJqvRTJvUKZ2rZk3hiaWR/Bpao5OWRdl88Vs\n3n0FH+WXuNU2AceBSHXGIFn8PXY5devWJTY2FrVajbGxMW+++SZr166lNFpT69at8fHxYdmyZZXS\nFisrK7KyslCr1Zw9e9YQ8HHu3DlefLH8119WVhZ16tRh6NChLF++vFLa+iRqtZrw8HBcXFxwcHAg\nPj6esLAw+vTpg5GREe7u7lhbWxMUFIROp2P8+PHMmTOn1OX/U8TM55V/xe7nBL1Nw7M+wAuAuHLl\niigL8+bNE4Dh06BBA5GYmFhoP222SqSevSHuzd8hgt/8QVzu/YW40m+auD1luUjccUao4pPLVO/T\nZGVlid69exdoi5+fn8jJyalQuc9CpVKJTz/9tECdT370OJrYiH6O7cSVDzaIoz7fiU2tvhBj6vYR\nSefuCk2WqkJtKKnukpYrE33Zd+/eLVXdxsbGBdqcmppaoLyOHTsKpVIpPD09xccffywiIyOFEELc\n3xsu4k5ECyGE0OVpRWrYI5F0NV4IIYQsy+L6D2fF4X6bxfZWy8Sf7gvFDu/lYq/varGtxVLxp/tC\n8af7QrGrw0rxp/tC8YGjv2hl3lS4GDuKX1yniW09l4tLU46L3KTsQt9Pp9aKtJuPRNyJKKHOzBOJ\nZ2MqdL60Wq2YOnVqof9dz549xcOHDytU9rMwMzMr8H9o1aqVAIRGo6myOkuLo6NjmfaXZVksWLCg\nwPkLPBUoog49EFEH7gt1tkYstF1d6HPh2yCxqctuceK/Z8XOAQdF4PRL4tiEQJGbWv778en/5erV\nq8tdVnnJzc0VwcHBhdaPGTNGnDhxQsydO9fQvrFjx1Z7+54k4ki8+Npks/il6yYBkgDE/Pnzq6Vu\nTZ5WrBx1TvyHjSLy3CORlJRU4H8XGhpa4TpSE/N/e6a9fFj0U6wW6/4XJJJiskVUcIrop1gtjq+N\nFPdvppVYTmhoqKFd3333XZna8NVXXxX5+/DJJ5+IrKysIo/JyVKLlT9cFWP77BbexotFJ9vlwtt4\nsXin+04xb+p58VaX7aKP2xrRzGyq2LnqZoFjk5OTi33uq1T599bPP/8sADF58uQyfZd/ArFR6WL6\nO8dEO8ulwtt4sejmvFJM8T8iti67IZITK68vcvdasvhxxEkx2GKd6G+0WswefEJcORgjMlNUIjM1\nT+h0cqXU07NnT7Fo0aIit+l0stg3O1S8r9gkvnvxsIi9UfK1XFXIsiwOfXZNTDfaJCa1+l7otLpK\nryPh8iOxwmOT2Nhhl8iMKfreKS9pt5PEzjbLxdEhW4VWpa3Usp9G9ShTnB2yVJzs/ZtIOhtZpXWV\nFU1GjkjYdlqETZifP0bwmyrCp68SSUevCk1m1fXlKxt1UopIOxEocm5HitTDJ0X0l9+J8Dc/EhH/\n+VTk3H6+zrms0YjkxT+LxOn/FbonxksajcbQ534Sf39/cfTo0cqrPy9HZK35SqR9O0xo7odVWrnl\n4bPPPhOjRo0q1b6yRiU0ZxYK1cpBQrWwm1At7SM0F1YIOefvew4+j8iPgoTuxLtCt62d0G1rJ+TU\nmyUeU1ZWrlxZKX224ggMDDT0Yzp06CAAMXz4cMP24sbVsipe6ELfErrAJkJ3rqXQRc4Qsi6/HyTL\nstBlRwjd2VZCF9hEyMnHy9W2PXv2iMaNPIRbbWMxoH9fw/rmDU3E/l/qCjkloFzlVhZffvmlAMSu\nXbuEEEIcPXpUAOKjjz4q8djc3FzRokWLUt+TJaHvD//xxx/C3t5e9OvXTwBi6NChFSq3a9euon79\n+kKrrfzf7uzsbNG4cWMBiLlz54qaNWsa+mQqlUocOHBAjBs3TgwePFjs3LmzXOP4K1eu6K/hF0Qp\n9MJ/P5Wjn/5T+KdcH5Ue2V0UW7duZejQoYZlpVLJrVu3is2imxeXTNqFm6Rfuk1WSBRCo8O8gQs2\nL3pi69sC84a1yhWZLYRgypQpBSwr6tSpw4ULF6hTp06ZyystqampjB07lj///LPA+i5dunDq1Cms\nrKzIyMggOyqJad3fo5NtM2yNayAZSdi0qotzLy+cujXGxK7skUKHDh3igw8+ICoqqth99NdAdUR2\nP01SUhL29vaF6tb7nykUCoPPuKurK35+frz//vu4uLhw4MABfv/9d6Kjo0lLSyM9Pb2Qb3Hkxhtk\n3Uun1RcdC6yXNTpkjYzSIn//vFQVu31WGra79m9ERkQK6TcLJ35Tmaip164hkiThu6IfulwtQhYE\nzTrNve23MbIywb65I75/9EPxVyIkIQuyYzKQNTI1XK0LRIjnJmRxe8V1WnzSHiOzwtGMiYmJ+Pj4\n8ODBgwLrv/32Wz7//PNKnUrcqVMnzp49a7Cz0CfOfNJq4O/g/v37+Pr6cu/evTIfq9Pp6NGjh8Hr\n29LSkqib0RwacAoTWxOSrqWgtDRCm61DaWuENlVXsAAJ+qzpilvfehWaESLLMiNGjGDz5s2GdceO\nHSswlfPvIDMzE61Wi62tLREREQUyjOfk5GBeDUmoiiJk0z22+p+n02/16D0h//597bXX2LJlS5XX\nLetkJjvvxPc9dwZ9l58MaezYsSxduhTI99/79ddfK1zPw3tZXDsaT6938895RrKKdxpsJy8nP8ly\nz7fceXP2C9i6FP8/iI2NNUyz/OCDD1i0aFGZ2qDVavn555+ZMmVKoW2jRo3i119/LRS9q9PJHNoc\nQduutXndZytpSSqsaprQ4WVXrB0kNqzcj0leY7q/6kaHXq70Ge5BDWsTw/2TlZWFpaUly5cv5733\n3jN4xgvxeDpwVfwOVTdCCE7tu8e25WGcPfgAG3tT3pzUmhd71KVRS/tKi+IGyE5Xs3l2MLvm3sS5\nQQ16jWlEl+ENcKpfNR6n3333HRcvXmTHjh0F1uekqVn2+lluHk6gz5de9P+6+d8SzQ355//gJ0Gc\nnxdOzx+aM2nTW9y/fx9PT09effVV3nrrLezsKmafF3Mqnn3Dj+HQwg6/zT0ws614fgZ92+9uCuPa\nzNPUcKtJ940DMbGpmG/os3h4/Ba3fz4KQJvfR2JRt+p940tCVmtJP58/Fkg9FYzQydi82BTbTs2w\n9mmCssbf89tUHtSJj0jbf5yMMxcQqsdJ1SVLC+wH98W6kw9GVs+PH7EuI43kObOIunsX20EjaDzw\n8Rju0KFDHD16lB9//LHKZskKnYbs9TPRxYZj+cZUlA1aVEk9peXcuXO8++67hIWFPXM/+dEdtMd/\nQKTHYuTVH0Wj7kh2bkjG/5xrtSoRQkbcWJSfgBJAaQnGVlCnB4pWH5ejvIK+75IksXfvXvz8/AzL\n+v0qmycT03t7e3Py5ElDfhd9fSNHjmTDhg2sWLGCd955J39b+nnE7YmgMEfy+AapZsFZiyJpPygs\nwLgmaFKQ7Mo3RpBlGScnJ0MCc32bGjRowL1794iIiChWh6kObt++jaenJ4MGDWL79u3odDqUSiU2\nNjakpaWVeLxWq8XJyanCFrWXL1+ma9eu5OTkYGpqipOTExEREYZcS+W9dubNm8fkyZO5ffs2bm5u\nFWrj0wghaNSoERqNhilTpjBhwgRkWebGjRs0bVr6ZOMl8Y+J3H1O+Tey+/mgWsRuPU9Ou9ZTkgex\nLiePjMt3SLt4k/QLt9Bl5mJWzwlHv/bY9fAud2dXn6DrSc6fP1+ix21FiYyMZOTIkVy4cKHA+lGj\nRrFgwQJsbPJ9GLOikki9ep9HJ+6QejkaoRNY1LfDumktrDydsahnh1XTWpjal14Aj46OZsqUKWza\ntKnQtkGDBhkGrVUlMgQEBDB16tRnJpTQi2vt2rXj0qVLKJVKAgMDcXBw4Pfff2fHjh1EREQYEkoo\nlUokSUKlUvH999/z+eefl6tt6nQVR17dQk5MZpHblVbG5GTmcDztLA3N6tHYLP+Hy+XjxiTMuQNA\n3b7uxOyPNBzjMboFzT9pT/D359Bmqrm/J9ywzbqxHUigTlbh0qM+di0ccWhTG5tGzx54nzhxgp49\neyLLj5O3mJiYcPToUSIiInjrrbcqNPjQWw1AvrUBwP79+1m9ejVvvvlmucutKD/99BNnzpxh165d\n5TpeCEHIgTBa+eUL9jUkKya1+5zW9m2IP/cQI1MFurzCCXG6/voiJyedx9TGhC4/t8euaU1s3KyQ\njCSMirG0KYnc3Fx8fX25cuWKYd3f/TLhSWRZxtXVlbi4OAACAwPp2LEjQgiGDBnCe++9xyuvvGLY\nX285URWD3nle+7GwM6HWizbsnHOUB+I2p423kZmbXuV+sXN7nSA5OoevrvfG5K8kpdeuXcPb+3Ei\nv7S0NMMzu7K4dyONkIAEtGqZ1VOuotPK+I33ZMwvbYsVDdPT0w3Z4Xv37s3BgwfLVfeVK1c4evQo\nX3zxRaFtvXv3ZsmSJTRo0KDA+jyVFo1axtTcCGNjI86dO8d7773H5LfWcmhzBBGhKdg6mrPq9CAC\nzuxjpP8bvP7662zcuBEoPBht0qQJd+7cISgoqFCy138SMXcz+PbDU5w/EoNXG0cGvtMUvxGNMLes\nXIsFTZ6OPQtusfWHUDQqHa993pwhnzVHaVy190dkZCQ9evQgOjrasC7lQTbzep8kPUHFe5s64NWr\n7Em6KgshBIcmX+Pcb3fwW9CGdmPzp2rn5OSwceNGtm3bxvXr19FqtSiVSurVq0ezZs1o164dPXr0\nKJUIkHglid2DDuPSzom+67uXObfDswiacZqItSG4j2xOyy86oDSvOmuOO3OO8WDjJew7u9N0Sh9M\nHZ9toxEeHk5mZmaVDd6ELJMWeIMHS/eiScrArL4ztp2b4+jXHmO758fioyQ0yamoIqPRPkwieft+\nFOZmWHftgK1fT7KvBJMTegv71/ph7PT3J8988OABAQEB+Pv7o4mOIGPrWnRpKcxPl+k7wr9AYuyq\nRqiyyNn6E9roUCxHzURZv2TruqqmpDwFIj0W7cVVyOHHkOwbouwxBYXD3yckPo+IjEjEhS8hIxIh\nBKsDUnh7+haoURdMa+YnZixDP/Ly5cv4+Piwfft2Bg0aBBTuT4wePZo1a9Ywa9Yspk2bVmnfJScn\nBxsbG7RaLaNGjWL16tVIkmSob/HixYwdO5a8vDyDP7Isy5B2Jl/otmqN1PhXJOOCdnUiMwSRdhoc\nB6Ewq/jvp4+PD/Hx8cTGxhrsQYKDg2nVqhWtW7cmKCiownVUhIpaZzo7OxMfH1/u8cDhw4fp168f\nr7/+OmvXrgXy88u4uLhU6EVJeHg4Xl5eLFiwgPfff79cbXsWKpUKc3NzYmJiqFOnDtu3b2fWrFlc\nvXq1Usdi/xQx83nlX7H7+aBaxW49oaGhtGhR8C39gQMHSjTuF1odGUERJB++QurZGyiMldj39MZp\nYCfM6jqWqy0XL14sJHCX1f+0vFy4cKFYLyi9hxWAOiWblIvRpIfEknEzgazwh8h5WlBI2HdoiEtv\nL+w7NMTYpvTCv1arZfLkyfz222+FttWqVYslS5bQv3//KovakGWZrVu3MnXqVEMCzaKwsLAgKyur\nQDvy8vLQ6XRYWFgghKBjx44EBweTl5fH2bNnadeuXZnaos3WcH9POA2GeiIBV6afImrz4+gNM0cL\nXpzXi4A3dhrWnc28QkerNvz+cAP/cRoBQA13W7KiUgskEa8/uDH3tt8ptu7aLzdAp9KRePoBZk4W\n9Dv9ZqkSKul0OmbPnl3I/7lXr16sW7cOR8fy3Q/R0dHPfAP99ttvM378eP3Drdro1asXAwcOLJS9\nvbQ8up7Mzv6HGLCzF6cun+SnD3/hkvocAFt+3UbavDweqO9jb2yPMqOwN7djazseXXscPdBoqBsv\nL/Ut35f5i6SkJDw8PEhPf+ynW53JGEtizpw5TJo0CYDx48cbXoI8HUmza9cutm7daugo6jl37hxN\nmzY1iLDlIWxHDAcnBZERm0vjvrW4sfce5+Q9nBB/kp6eboiiqQribqQzq/VBun7gwfDfXjB8Z51O\nh4eHh0Hk27x5M8OGDauSNmQkqziyMoJVX1xl4vKO9Hy7eG/FJwdVDRs2JDIysth9i2PJkiW0bNnS\nIGzs37+fN9980xAZpMfb25s//viDVq1aFSrjzz//5LfffiMwMBCA+PuZ+HmsB8DYRMG93J0kygcM\nAwj9i029V7z+GaSf8fRPQqeTObrtLhsXhBB68SGOtS2YtqgrnfpUfrI5nVYmcOs91k2/RmJ0Fr3H\nNGL4tJbY166+BLNOTk4G8Sc2NI35fU+hUMDEw91wblx192ZJyDqZPR9c5urKKPrOe4H24xo9c/+U\nlBROnDhBYGAgwcHBREZGkpGRQYsWLZg8eTL9+vUrdEz8+UT2vX4cO8+atF3QnElffExQUBBZWVmG\nfSRJwsHBgQEDBvDll1+WOrndvV13uPjJUbz/54vHqKqLaNXlabnz02HidgdTZ4g3zr28sPV2LfG4\nwMBAQkNDK3UQL4Qg81okidvPkH37AbqMHGzae1J3TF/MXMvXn/m7ELJMRsA5krfsRpeRBUYKrLt2\nwHHkEBRmlRP5XxFmz55N8+bNC+RtuHXrFqGhofT1qE/6inlI5hbYjf8ck/oNq7VtQqclZ8NMdHGR\nmL/2Kcbuz8cLz+PHjzNx4sRCyZOFEOiub0F3fhmYWaP0GY3Cs+//qYSTJSGEgNhjiCszQdaBnD+z\nYdz+JixZsb7c5WZlZWFlZfW4DuCVV17h4MGDBrFZHxj15D4VRZZl6tWrR2xsLCNGjGD9+sffQa1W\nF4oIdnZ2RqFL5s6+/ljqboJNRyTP+UhGhYPV5MsvgToOyfsAknnFo4EfPnyIl5cXycnJ1KpVyxDE\n8rzkY6qo2O3k5ERCQsIzxe7Q0FDDi44NGzZgYZHfR1q1ahVjxoxh0qRJBWapPB14UdagFq1WS4MG\nDfDy8uLw4cOlPq4s6KPgq3rM+E8RM59X/hW7nxNK43VCFXnO3L9/X9ja2hbwC121alWpjlUnZ4jY\nNYfFtde/EZf7TBERM9aI7Mi4crclNjZWuLq6FvIu1ekq39+xKLZt21akf+qyZcuELBf02JR1ssiN\nTxMx24PExbdWiaM+34mj7b8XF/xXils/HhKJx2+JvOSy+UaePXu2WI/vKVOmFOvhWlmoVCrxww8/\nCGtr6yLb0KZNG3Hw4MFC50IIIS5cuCAUCoUwMjISgPj+++/LVHdOQpbQZKuFJjsvfzkxSxzqu1Fs\nb7VMBP90TqiSc0RmdJrB0/vcxEOGv9c2nGP4u6jPnk6r/vIGX1bk9hOjdoo/Gz1evjH/UpnPXXx8\nvOjevXuhc/btt99W6PoNDw8XkyZNKva6AESNGjXE559/LqKiospdT2moU6dOkX7/ZSH7Yb7nZNy5\nRJFyJ00stF0tWhp7519fyvb5nt32f32e8vE+POak2OS7W6xw3ygW2q4W+0edqPiX+ovw8PAC59TD\nw0NkZGRUWvkV4c6dOwXaVto8B7Isix9//FEEBgYWWB8YGFjqZ/yTZalz8/3utvifFVMs/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xvMjKysLs2bOl3un79u0DIJtcptXVmzZtKrFtWvUcFBSEtLQ0GBgYoF69eggNDUVGRgZs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\nClS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FQRQVQ1FrtlOVrp3IYsIIEpRRFIQkJopSD/9LetWqk/mitTqr9+jRo3Ty5Eny9PQs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U9lRBR9hkxk0ILfqQwNLxJ7Xr16JdmzYcOGQi8v/MAVenWbxec/uOgEK0eu4JPxa+jVcw4T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D9iofdrXoNJCIVibz8oDw0Dk5gxIImPj+ftmzp1ar7ZpwuhvqIpq6KjRo1ChQoVzO5xwdlmjNwK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YsSWmy3IFlP/kOckEeRQzYykXoHJzh57E4/Fo06ZNOumee3gPpS2bqbf7ZvJzSOA7Qm2xvSJg\nGTkxmdEkCzlO4sPDSfznEGKFmiStUCgs9vswNzfXaqI9cuRImjZtWvl0y31NzIVuxFz7lti8OI30\nEydOlBoctLLAFsYS87QLMU+7EFug6HNkMhlnwDB16tRyydMn2a2Et7e32nuqaBBKXWFlZaWmx6tX\nr2jhwoXc+c6dO3WWLUn9gSRJ/UvNIxAIyNHRUU2Hd+/UA7ueOXNGLd3D433bGxwcrLN+2kAZ+FX1\n2LFjh1qeqVOn0owZMzTK3rhxg5o3b15mHUVFRXTmzBmaOHEitWrVigsy3bJlS5owYQKdPXtWzbCs\nYcOGFBERUa77uHHjBjk5OVF8fDyNHTuWXFxcqH79+uTq6kpDhw4tNjiztnB3dy+V+NQHIiIiyMzM\njFxdXenkyZPcdZFIRAYGBuTm5kYAKDU1hfKlQ0go6Uksq76w6ubmRjdu3CixDpZlqX///mRqakpP\nnjzRSFfOJf9X8fTp0xKJbiVYlqVZs2YRgFK/7X8b2U1EVChbRQJJI5Ix+lu0VS4QLFmyRG8y9Y1/\nC5lZVY//yO6qcVTay9q2bZva4ONTk8kloVmzZpyeshKsij4Wrly5wukSEBBQafWwjJyk/svVie5/\nDul1H2JSXhJbpD64Vk6avby8Kk0vXaC0Zh4/vmSLbHly9Huy23sg9ztruRetX7+eiIiYvCyVPOqH\n5HnxAyCGYbj3NWTIkEq5v/JCLpdzOm3fvl1nOYVP7pMsO4uyd62jlOmjSfToTrll1KpVi9NFV7KA\nlckpeet+Sli2VkF2r99FRESpu/6kuLmrqCjuXRkS1CdDlpaW5bbuKw15IdEU3HsRhY3fSNKsPJJk\n5NLzwd4KK8jpOzjCu6GZNQGgYcOG6a1uJTZv3kwA6Pjx40REdPXqVQJAS5cuJSKixMREAkCDBg3S\nWmb2kzgKW+ZHgtCkUvO9evVK7b5kMhkBoDp16pTrHmxtbfXeRwAgKysrkhdKqChVQMtdRpJ/69X0\n9MfDGpbboQvPcuT2nZ5bKdDTl+723UGFSbn0eu1Vynr0lpObfuM1BXr60rMpx7hrMb/dodvdtxAj\nUfQhBXFZxMrf3w/LsrT1s8m0qclENf30SXZHRUXRnj17dC7/b0PDhg3p7du3ZWesIBIi4+jnVpPp\nQIN1dMplF+2u/wuNtvqGlk5ZRIV5IsqNyKSHM67SqUa76GrfE/Tw3D3uXa5Zs6bS9GJkDB3/ajn9\n2XwOGfEMNEgXAwMDsrOz0yCHSpVZJKGkg9fomddSCp+4mdL9HlBhfNkWrrpCnJhMsZMXUOpvpVtM\nbd++nb7++usS01N2/EFRI6dR7rVbJMsR0IJvR1BLKzuysLAolcAoDbL0VEqZ8T0V3C5+Yl9esDIJ\n5e+fR3kbxxIjzNJdjlxG0tubSby3D4l3dVWM3fb2Jqn/cmLzNBdiVLFo0SLu+1ixYoVW9SmtHvPy\n8rTXMecfovvG98RKii+3Z8+eci/CVBRsYRwxTzoQE9KPWLF+vuvKILuJFH3rvn37KkW2tlBa9A4Z\nMkSjfYmJiamQbElSb5JmaLcoHh8fr1Z3/fr1Nb7H9evXq+UJDQ2tkH7lwZgxYwgAJSQkaKT17t2b\ndu/erXFdJpNpWExnZmbS/v37afjw4fTZZ5+RjY0N2dnZUdu2bWnGjBl09erVMuepAwYMoHXr1mmt\nu0QiIRsbG7p3T7vdeN26daPatWvTli1btMp/8OBBMjY2pvnz51N2drbWepUXKSkpNGzYMOLz+fTg\nwQPuert27bhvIjltLwkkziRlNOfXy5YtK3Mex7IsjR07loyMjOjq1atqaevWrfvkHEJlQZXo1gc3\nUZXI7g4dOhCAMvs3lpX9s1DSQ2OhRFeoGs1VVfxbyMyqevxHdleNo1JfVnp6utrg48WLF+Uq/7HQ\npUsXTsdP7XrlwYMHnC6VuW2RlRaR6NBIEm77isS7utC93bNI9uL0PxOoLiQ5PYVY2XurOlVi18fH\np9L0Ki9UO4vnz5+XmEee8Y4kobeo4NhqBYm9aiDl/76Q2KICYgpyiWVZyv11OCUv6UfJz+6S9M1T\nKrp1nATeA6jonsKFB5OXSSyrTsgpyT0ANGWK/rcm6wJVa5ObN2+WXaAYMAVChRuT2eMoZfpoytm/\nleRC7Se7SrRp06ZCnbksO5dif1pMUSOnUfK2/cT88/8UPgymqJHTSJqRRfICEeVeuUmS5OKt8ImI\n/vzzT04P1YGwPlAYl0YvhvtQyKAV9GzQCgod5UshA1dQ3OYzFDJoBQX3XkTJEdFqbaFEor9t8SNG\njCAA1LlzZyoqKqJVq1YRAM7Fg5Ls9/X11VudqtAHaavrNtnSoCT8VM87WTbjSO5xjr2ou5UHMVI5\nSbILKP7oY3rwzW/0fPYpyrj9hsRZBSXKjt17l260X0cykeI9Phyyl8JXXiwxP8uyNNS+EwV6+pIg\nPJnTR59k9/831KlTR68LV0Tvt+6vWrVKw+JVKpTQ9W2XaGKdEfRHgw10ymUXd/zV6jeKPRFOcrGc\n237fvn17veqmCpZlKXzFBQpst5ZaWzfRIKL4fD6Zm5trbZHHMgxlXX9GoaN+pWdeSynpz6vESCt3\n4i7NyqHoH2ZR9LjZpbbdRIo2TNVN04dI+nU7RY2cRinbDhARUUhICA0ZMqRCVvXCy39T6vxJenNh\nIr7/NwlWf0Oy5KgKyZG9OE3i3d1IFvQ7ycP9iEl6TqxMex3T09MpKan0RUxV7Nmzp9Rn/yHYnNfE\n+HX9h+gWal2ussEyYmKe9ycmpA+xUv2RbvXr16fExES9yatKaNCgAcXHxxMR0YsXL/Q2fmFZOYnj\nXEmeVz63AE+ePFFr53r37s0RjAcPHuSuP378uEL66RNNmzYtcQeSjY0N9enTh+rXr082Njbk5ORE\n3bp1o+XLl9OTJ090MgBYv359uYyS+vbtSz/88IPW+W1tbSk8PJzatm1L9vb2tHfv3lLznz17llq2\nbEkDBw4kBwcHsrGxIWdnZ73v+k5KSiKWZalRo0Zq9/Py5UtauXIluTc1IYGkCYlkc4o1vklPTyd7\ne3ut6lqwYAEZGBjQrl27PjlnUNlQ/c9dv35dLzKVhlBVAUpXrZcuXSozr5wJJ4HEhYrkmotXuqJu\n3boEKHbNVEX8W8jMqnr8R3ZXjeOjvCxVH5ylbUX9lPjmm284HQsKSiY5PgZCQ0M5XSrTsmP/vn3U\nyN6cote0p7UzviMiIiYzmqQ31pJ4T0+S+M1TGxTk5+dzel24cKEksR8dERERnF6lDQ7zDy0j4e4Z\nCrLb5zsqvH3yvfV2xH0SeA+gMJ/x1KRJE5K+fkQC74FU6L+XWJYlJjedBN4DSHz/bw25RUVFXP3L\nli2rzFvVGkqLWwAVsn4sfP6EUqaPVrgyWagbme/g4EAAyMLCQqfyLMNo+OYuiomnqJHTKG7eanq3\nahNFjZxGsVMXUu71uyXK+eOPP7hnoqu1X0mQ5ggp+ch1Cp+yleK3n6O4jafpxbBf6O3GU/Ry7DqK\n8TnG+fdU6qAvqzalG5MPD6XP0fnz51do4aMsVJS0FYlE5bYE11UvHngUvf0mCcKTi9VT2x0IBW8z\n6WbHDRSz+w5J84oo0NOX0gJKHqwmnXtOvaxaKfyHzzhJooTs/8juCqIyFkimTZum8T+6eFFzEUOa\nL6H9c3dRZ/N29Hn1ZsQHX6Ocvl1+sAxL2UFxFL39Jj0e9TsFevpS6rUI2rhxI7fzClC4LjE2Ntba\nUk9eUETRKw5RcO9FFLPmKImTdbc6Lg/SD/5FMZPmk7yg7AWLx48fk7u7e4npOVduUvTYWZT/7KXe\n9MvcvJqy923ViyxWLqO8zeNJdL7s3VbyuIfE5KhbiDIpYSR7dpyYrLckPjyMpNc/jsFBfn4+WVlZ\nFbttv54hu8MAACAASURBVDiweTHEXOiuILql5fMZXNlg3v5KzMNmnOsSfcHT07PYNuJ/AZ06deJ2\njOkb4oTWJMvVbSfS2bNn1dpaVdclFbU41zfs7e1LJEQPHDhA27dv5xYU9IFXr16Ri4tLqXnmzZtH\nLi4u1LlzZ3J0dCwXqa66kyE0NJQ8PDzIwcGBDh8u3jXTlClTNFwgPXz4kGxsbGj//v1a11saIiMj\nuUVePp9PISEhxDAMNW7cmOsb1/jWpTxJK2LZkl2j1alTh9LT07Wqc/PmzVStWjXi8/nUrl27KhXT\nSl8ICgrSO9FNpNgdAC2sqT8Gbt68SQBozpw5WuUvlPmQQOJGDFv6Liptofx2HRwc9CJP3/i3kJlV\n9fiP7K4aR+WF9FbB7t27ERERAQA4dOgQeDweUlJSPkbVWuPs2bP48ccfAQA1atSAQCD4ZLq0aNGC\ni9w9adIkrFu3rlLqOXf+PBwat4Lr8sc4cfcNAIBv3QhG3RbCoNUIUFIwKOM1l79GjRp4+/YtAGDA\ngAF49epVpehVXri7u+Onn34CAC5qfHEwG7EMJu0VUd35dvXBN1JEjufVsETRhV3gWddF0/m7UbNG\nDcSf3AKAwGYlKwobGAAASFKoIdfU1BRCoRAA8Msvv2DLli36ujWd4ebmhgsXLgAAGjZsiIKCAp3k\nCE8f5n6TqADEsuWWkZyseIYCgQDNmjUrd3kenw8eX72pkufkAgBkKWkQv4lFNTdXMHn5yPzzJFip\ntFg5WVlZ6NChAwCge/fu8Pf3L7cuJcHI0hwOo3vgsy1TUXeyF2y82kGeJ0Lu3TAYVDeF4G4Y0o7d\nRFpaGhYuXAgAcHV1xZEjRypcd4cOHUBEOHjwoNp1e3t7nDp1CkFBQQDARVCvbDg6OgIA5HK5VvmD\ng4NhY2NTmSpxIBAazeiKWk0dik3XNtK6mbM1LNvUR35kGqQ5IgCAsXWNEvPX8WqBEGEswvLjkPM4\nDk/HH0bX2i3LfwMVhFQqhUwm486fPXuGzZs3f3Q9qip27doFhmHU+tz+/fuDx+OhWbNmiI6OBgAY\n1TDGhI3TcFv4GHczHuOH8T+oycnKytL6W9IG+W/S8HjYfjyffhJpVyNg1sAKLbcMhX0vd8yYMQMu\nLi7gq7SRp06dQseOHcuUW/g2FRETNyM/7C0arRoLl2WjYOJgpTe9S4I4NgF5N+7Dok9XGJhVLzO/\ngYGBcuJQLCz7dIXLn1tQ43P9RLtnhALI4qJh2sxDL/Lkb4JAwixu/FESiAhszC0wUTe4a2xaBGR+\ns8E83gfZhblAfjoMPh+pF73KQteuXTFu3Dh4enqWmZdEyaB7PwHVbMHrsB08o5Lbw48NSj8FpB4C\nr/488Mya6FW2o6NjlRkL6xuNGjVCSEhI5QjnVQcoX6ei33zzDYgImzZtAgC8ePECABAfHw8XFxe9\nqagPGBgYoLBQc94AAD/++CNmzJiB+vXr660+Nzc35OeX/Fz9/Pxw7Ngx+Pn54dtvv8WDBw/U+g5t\noBzbtWjRAs+fP4efnx/Wr1+PunXr4vTp02p5g4OD0atXL7VrX3zxBVq2bAmGYcpVb0lo3LgxOnXq\nBJZlsWHDBrRq1QoMwyAqKgo3btzAmjVrMG782H9yG5co58svv8SOHTu0qvPnn3+GSCRCSEgInj17\nhocPH+rhTqoOnjx5gnbt2gEAAgMD0aNHD73JVs5FKq1tKQe++OILAMCtW7e0ym9qMAM81ECRfEmp\nYxJt0aSJoj9KSUkBq8P8+j/8h/9QNj4K2Q0oCEmWZdGpUycAigFiZZG4uuLAgQOYO3cuAMDS0hIZ\nGRmfTBcXFxduQWDRokVYsGCBXuWHhITA398fnTp1QmxsLK5cuaKWzqvlBACQXV2p1qA7OztznULT\npk2Rk5OjV710xc6dOwEAEREROHfuXLF5eEYmYFJiAb4BimrXQ9j9mwAAKsgFJCJAJoHkySVc7+8I\nW54YACB/+wKFf/lC+vQqTPtMhHH7AcXKNjc3R2ZmJgBgzpw5+PPPP/V9i+VG//79sWbNGgAK/XTp\nmI0bu4Nnppi08muYQxr7BuKw8g9QlJ14REQEevbsWe7yH6Kae2Put4FlLdhNHYu6PosAALmXAkFy\nzUH0gwcPMHDgQAQHBwMA+vXrh7///rvCuqjCwNQYfGNDmDWpC/e9s9H8j3lw3z0TDmN7IfXYDeQ9\nfYO1a9dy/6ExY8Zg4MCBeql77NixICKO3AaAYcOG4e7duwCA6tXLJpV0gZIIUS4QDhs2DABw+/Zt\nrcoHBwejQYMGlaFapcKwhglE8dkQxWUBAExsSiZ3+IZ8ZMmE+DlyH5r5DoJZIxvMdx6CFubOetNH\nJBJpDJZ5PB5OnDjBnZuYmMDY+P1kb8yYMZg7dy4SExP1pse/HXw+HwsWLAARITc3F0OHDgWgaLsa\nN24MHo+HsWPHcguIZmZmOHDgAFf+1KlTsLLSH2FMRHi16jJ4hgZofWA0Olz6Cc1+GQjrDgpSx9jY\nGLt37+be/b59+7RqU5giCeI3noaBeXU03Tsbtdp9pjedy0LupeswsrVC7f69ys4MgGEYGPyz4FwS\n9Lm4IH72GODxYdqi4guEbF4mxDeOwKCeOwzsGpSZnzIiwaP3C4Xsu6cAywCmNaEwoAEoM6rCepWF\nmTNnQiKRYMOGDWXmpaIM0L1pgIEpeB13gGdiUWYZlmUhEon0oWrpumX5g2K9AfuRQJ0xepfv7OzM\nGaf8r6FFixZ4/fp12Rl1AZsH8K0rJGLOnDlgWRabNm1Cenq6XkljfcHJyQk3b978qHXy+fxiCfbC\nwkKMHz8ely5dQtOmTTF9+vRyPzOWZWFoaKh2rU2bNggLC8PJkyexYsUKNGjQAH5+fgCAxMRE9O7d\nW0OOgYEBZwhTUfB4PFy/fh21a9dGVFQUJ5/P52PQoEHYvmMNElMOQiarVmo/MX369HLNCXg8Hlq2\nbAlbW1vcv38fr169KnWh4d+CoKAgjui+ceMGunfvrlf5bdq0AQBuLvYpYWpqCgB4/vy5Vvl5PHNU\nM1wLOd2BjP1LLzosX74cALB27Vq9yPsP/+E/qOOjkd2AomO4e/cuAgMDAShIXB6P91EGvNpi48aN\nWLVqFQDAzs4OSUlJn0yXOnXqcGTyhg0b8MMPP+hN9pdffgkA8PHxwbFjx1CnTh21dMpSWLDx63oi\nPj4evr6+8PLywh9//IHOnTtj165dAAArKyutLTgrG0qyefDgwSV+U3wbJ4BY3DhzHPfu31dLM3Dx\ngCTwMGBsyl3jWdqBSYiA5MHfEF/dD9HhFWDS4iB79RCSJ5fBpMdzea2trTnSaPz48SWS7h8Ty5Yt\nw9dffw1AQXSVF+ZfDwaJFKQOW5CPnO2/InffFjD5eeWSw+PxOCuOwMBAfP/99+XWRRX8aqao2fVL\nmHf+As7bf4GRlSVM6jvBom835Px9GfkPnmiUiYiIgJeXF1q3bo2wsDAAwLfffotjx45VSJeSUK2e\nLYysagIA7Id1Rk3PxnjrewKFMSno0qULsrKyYGpghKjbQTDmG0IsFuul3rZt24KIUFBQAC8vL+66\nkZERXF1d9TbBUGL48OEAwE1ulGT3yZMntSofFhbGWTdUBvT1XD9E7bYNIE7LQ9jCc6jmaIFqjmUT\nPGYGpghffB55IYkw5hth82eTwMpKtm7Kj85AXkSKVgtVs2bNKnaBduTI91ag1tYKckFpoXzo0CEA\n4NqIfxP0SW6WBAsLC5w6dQpEhLCwMDg7KxYnDh8+DHNzc/B4PGzfvh2NGjUCAIwYMYIjx/WF1Isv\nURCTicZze8CihVOx992zZ08sWLAA27dvx4QJE8qUyRRKELv6KCSp2XBeOAzGNmV/u/pAYXgkUnf+\niYInz2Hp1RM8w9IJbCWSkpJ06r90AUmlKLjpD9PP24FvVjHrZBIXoODgUhDLoFr/n8rMz+PxYNhj\nKfhN3pND/MY9ADMbQCyEQasR4Dm2AhMVqJM+LMtCWsLOJyVu3LiBevXqISgoCPfu3StTJhVlgO5O\nAVg5eJ1+A89Uu4We9PR0zJ49W6u8uoLyHoOiFwA2XuA5L6uUNqNJkyZISEjQu9yqgHbt2lXKvREx\nAEnA45uWnbkM8Hg8zJkzB7a2tnrQTL9gWRbR0dFa7bLRJ+rVq4dr165pXO/Xrx9GjhyJzz//XCe5\nBQUFGkS3Kjp06IDXr1/jjz/+wPz58+Hs7Ay5XM4RiqrYu3cvDh48CDs7O3h4eGD8+PHcGFIV0dHR\nWs3DTUxMsHjxYpw5cwaAgvB3d3dH9x5tEZvYGw4OJpgyrnSuoUuXLsjIyCi3ha1AIICHhwfu3Lmj\ntYVwVcXjx4/Rvn17AIq+oFu3bnqvoyqR3brAiN8NxvwRKGJWQsYGVFiet7c3AGDp0qUVlvUf/sN/\nKAba+DpBJfickUgkZG5uzvmDOnPmjN5k6wNbt27Vu29dXVFQUMDp0qdPnwrLUwZ17NevH506dYr4\nfD69fKnu65JJj1QEqgy/TCYmJmRvb09fffUVGRsbU69evYhlWRo3blyV8zO7d+/eUnUqunWC8jb9\nQNkr+lPa0n4k8B5AwsPLSfIsgKQ5qVRwah3nxztlmRcdnTeWWJYhtiif8g8u4dJUD+nrR2p1vHnz\nhtMhMDDwY9x2mTA2Ntbp+5FlZVDqwikKn90LJlPuod8oZfpokqZqH+BKFRKJhHs22vpIKwnSzGyS\nC9X9grIMQ9FjZ1LuFU3/1B/6+FV9T5XpG18JeUERRUzdRsF9FtPrWbso9tfj9Kz/MgruvYi2fT60\nUoOUqLZnyuPatWt6kZ2YmEgAqG/fvkT0vn0xMzPTqnxl+QX98H4/bBf00XaJ3uVQ/KFHJHqXU2be\ngoICWrhwIQ2y/YKutfmFrrReQxOd+hAAGjVqlIY+qVfCuWCa9/rtJEFo6f+5J0+ecMG6lGjQoAEB\noNDQUCIiCg8PJwBUr149Lo+y3n+bz0lV36EfGydPniz129IHCpNz6fGIAxTo6Uthy/z0+n5ifzlG\nId+sJOGLWL3JLA2SlDRK2bafokb9pAg2vGmPRhyG0jBw4EBasmRJJWqoACMqoOxd6yjl5/EkS6u4\nT07Rua0k8B1OTG6a7jrlviNZzB1iUiNI+uIUiff3o/yzc+np06d0/vx52rVrFy1fvpwmT55MgwcP\npi5dupCHhwc1bNiQ7O3tydbWljvs7OyoevXqXHvwIR4+fEgWFhYUEBCglW5s/jti/AcQc/lrYvPL\nF6RRJpNp7QtcF7CSDGKCviAmfByxjLTS6rl//z41b9680uR/SkgkEq2D9pUHLJOvCFCZ/7/p61yJ\nZcuWUc+ePT96vdOmTaOpU6eqXTty5AjVr19fp6CXSsTHx5Ozs7PW+a9evUqrVq0qNY9MJqOAgAD6\n+eefyc3NjRo2bEhhYWFcupOTE1laWtLTp09LlCFlAknKXKUZM2bQZ599xl1nWZYKpGMpW9SMOnSy\nplatWpWpc+vWrcvFR2RmZhIAio+Pp6KiIo3A1v8mPHr0iBvLVFaMH6L3c4SyfMt/LOgyfmNZKRVI\nJ1OexIMYNqPCOtSuXZsAUGzsxxmTaYt/i0/mqnpUBn9alfBv+T4++cs6cOAA19C4uLhUqY5CNaCd\nauf7KaBKEnp4eOhV9tdff00NGjTQmExLzvxE4l1dqFaN6twAKSYmhqpVq0ajR48mIiJnZ2cCQM2b\nN68yZIlyEcXHRzOIk1JHJVGdf2jpe+J6zWAS7ptHeRu+V5zvnkG1a9emp0+fkviJP5ev8NJvGoS3\ncPsUkr19P4F8/vw5976CgoI+2r2XBOXgAgCtXr1a63KMqIAKQ4I4wjvn4G5KmT6ahFfP66yLSCTi\ndPn11191llMccvxvUNTIaSR6FaVRZ3GTtri4OE6XrVv1E4ysNDBSGWVcDqIXw30o5JuVlHw0kOI2\nnqagvos4PfQVtKc4qAacUR5Lliyp0ASISHOwWJ7Bo7Ozc4WCqJYEqVRKu3fvJhMTkxKJ70+1UCeX\nyuhau19piF0Hcq5mR9vcplC7Wk0IAHX/ojM92XmZI7qVR+RG7QgoVcTExBCgHhxWed/Kdz579uyP\n9v3rE5+S7FZCKpXSwoULydramkSisgMtlgfBU47R/f67KPNBjF77VklWHj3zWkZpZ0oO5qtPiOMT\nKWb8HHo7aznlXrtFrKz8Y7zLly+XGqBSH5ALcijDZyGlzp9E4tcVD3QpS45SBL8Ofr+oKBKJKCYm\nhu7fv09nz56l3bt306pVq2jmzJn0/fffk5eXF3Xq1IlatmxJX7RsTGemfU7iXV00jh+7f0bu7u7U\nvn176tu3L40aNYpmz55Nvr6+dOjQIQoMDKSoqKhiA+MdPXqUXFxcim3zGzduTH/99ZdW98cKoom5\n1IuYq4OJLdBPsC59gWVZYl5NIeZJB2IllRtwNT8/v8oGF9MHKiMQMMuI/yG7NQO+/68gOzubLC0t\nKTGxfItA+sDZs2fJ09OTO09MTCRLS0uKjKxYcNawsDBq3LhxRdUrFUePHiUrKyvq0aMHDR06lDw8\nPCggIIAsLCzI39+/2DICiTMJJM5078EGMjEx4do2sfwQCSTO1KefGQ0aNEjDGKA4bNq0iXr37q21\nvpaWlgSATExMaN26dVqXq2p4+PAhNza8detWpddXlQzllMZg5QXDZlKexJOE0n7EshULthkaGkoA\nyNXVtUJy9I1/C5lZVY//yO6qcfCIyt4ezePxPgfw7NmzZzpvfyoNOTk5aj4ug4KC0LZtW73XowvO\nnDnDbUv+1HoxDMNtIbO1tUV6erpe5Obl5aFOnTpYvHgx5zsKAOQhJ8A83oc7yQbo5fN+22xISAja\nt2+PLl26wN3dHdu2bQOg8B365MkTtGz58QOvqUIqlXJbnt+9e4e6detq5JG/fQF5fAQMP+8B8YWd\nYBIjAQND8G2cwCZFAYbGMPnqO0S/Ckcv732I2TUf8rA7AACjVj0gex4Is+9XQRrxALIQxTYmo5Zd\nUa3PBMDACDwjE9y/f5/zUR8eHo6mTZt+pCdQPEQiEWrUUGzL9vPzw4ABxfsfLwnEshDdvIJ8v5Pg\nVasOm6XrYFBLt+3vubm5qF27NgBgz549mDx5cvl0IUL67oMwtLGG9Xfvg34lzF8Dg1rmcFg8AxkH\njqO6mytMXRog+OAx/Op/HpceaG7LTk5OhpOTwkf9r7/+isWLF+t0T+WBPF/hT9HQvDoyLjxC4u4L\nkCzrhw7/fC9reo7GjDVLK82Pbm5uLry8vNSC6nh6euLKlSs6+RtWbg9X9icfnpcGOzs7pKamljtI\nUnkRGRmJpUuX4uzZs8XqsHnzZgwfPrzS9VAiaNQf4BnwUJiYC0YkRUBWCNbHncZQ+06YXPdrZEnz\nYG1ci8vvse07WH3RsNz1KN+FTCaDoaEhVq5cidWrV2P16tVYvnw55HI5jIyMAGj3vqoCCgoK0KRJ\nE7275KkqyA15h5Apx9Fi4xDYfOWqN7nEsIhdfRSiqCQ03TsLhjXN9Ca7ODCiQiR6bwSPb4C63nPB\nr6a72wIHBwetA2+WF7LUJOT+vgMkEcPqp4Xg29pDIBAgMzMTWVlZyM3NRU5ODnJzc5Gbm4u8vDzk\n5eVBKBQiPz8fBQUFEIlEKCwsxP+xd91RUVxv+9mli0gHwYrYEKOxxt57j/qz91gRWzSKLWKLhagx\nir3EEtGIFUtErNhF7IKAgoD0srAsW2fe74/NDqy0hV2K3/E5Z86BmVvemb1z597nvvd5xWIxWIUc\nhwY2RFVTQ/TxeQn2v9dKT08PJiYmMDU1hampKczNzWFhYQFLS0tYWVnB1tYWNWyr4Ae8hKUkGvpS\nZRwE/S6LQOnR4NXtAooNBr9GS/DtSi79NGrUKPj7+yMwMFBtXGJjY4OUlJQi81PmB9Cd6YCJPXgd\ndoJnbFViW0oDFH8UFPkbeA29wbPSrd5sfrC3t9fZeLyioWrVqoiNjS1UvqIkkEb/AL0qE6BvUbS8\nz9cGlmVRv359TJ48uVykCbKzs+Hs7Iz4+HjcvHkTw4cPx5YtWzB58mStyt29ezd8fHy4ODClBZlM\nhu3bt+Pvv/9GdHQ0LC0tsX37dowYMQIhoZdh63gOhvyR0OcrA85nylqDkAKQDapZB+Hdu0jYOp6A\njN2P0z76mDYpHFZWVujfvz+OHDlSqJxRVlYWnJ2dNX6fx44di7p166JatWpwc3PD06dP0axZM508\nh7LCgwcP0L698lneunULXbp0KfU6izNHKG306dMH165dQ0JCAuzt7YuVl2FDkaUYBT1eTZjo74Ae\nr+RxA1TPhGXZMpHp0wTBwcGqgKItiKj8I4p+ZSht/rS88bW0jwpBdquwZMkSbN68GYBSd1nXweNK\niqtXr3KapmX1ISgIRKRGxuiqU/Tx8cH48eNx9epV9GjtChhWgoxnjIcr2qO1sxUMp13Fnj17sH+P\nN5pbibFnlBN+uxKFNZejYGVlxWmLGxsb49GjR+VOeN++fRtdu3YFUPDHlM1MhezdA0iv5QQXA48H\n/UbtoV+tPvi2NcDT04fHylVYWe+LwG/GlWH2y1GAZSHcPk0Z5FJPH2AU0HNqgsoTlIEhc7edyMjI\ncg/EFxUVxenOvn37Fo0aNSo0PRFBHhkOg1rOIKkESWsWcRrelfsPg1mfISW2JT4+Ho6OjgCUQd2K\nq3Wb4nMehjUdUaV9zgJUjOfvMLC3Bb+SCTL878ByWH8ILl0HSWVI5hPaHduVb1lJSUncIGf58uVY\nt25dCe+q+Ei/9wYf1/0N614tYD6pG2xtbPC41xIAgMvZlaUWWBJQ/r6rVq3iApmq8ODBAy5KuSb4\ncuDq4uKC0NBQiESiIu0vD6KAiHD48GH89NNP+V4fMmQINm/ejHr1dEc0fonXyy8g6XoIzFyqQpKY\nCZOq5mi+dyweLTwByZM4/O/5ehjzDTGjZj90sHTF0veHMWXTAkyfPh0f9wRCFJGEWhPawOL7vIt5\nueHl5YXFixdj0aJF8PLyAsuyXLA/1e9lZmaGrKwstT5KJpNBKBTqNNiipli9ejX+/PNPpKam5nv9\nw4cP6N279//LwHCMVIFn044BAFodmaSzSQ8rlSPq99NIv/8GzivHwaJt4X2/tiAixP2+B5KISNTw\nXAhDh+JNIr/EjRs3MHbsWOzbtw9isRhZWVkQi8XIzs5GdnY2RCIRRCIRxGIxxGIxRCIRJBIJxGIx\nJBIJpFIpd8hkMs7jo6m1BfZ2aYE4kRgL7r/EJ6EIPB4PBgYGMDY2homJCYyNjTmCukqVKtxhbm4O\nGxsbWFtbw8bGBra2trC3s4PJ3aNQvHsA07EroV/n+2LdJ5seDbnPRAAA36k99Nu7g1elqlbPLj8c\nPnwYCxcuxLp16+Dm5gZAuaAQGhqKKlWqFJiPshNANycCxlbgddoDXq4FuYoASr8LCpkJOEwA38mj\nTOr8/0x2u7i44NixY5zOrq4gi/sRPMNGMLBZr9NyKwL69esHQ0NDnD9/vtxssLOzw82bN9GxY0f4\n+/tzgcS1QZ06dXDs2DGOGC0rqL6BPXpZw9dP2TfxUA3Geh7Q57eHUN4chvzpkLH78Mu8DMybPwXV\nnc7AWG8ZqlddipSUFHh7e2PhwoXo2bMnTpw4wTn+5IeaNWvi1q1bcHZ2LpadP/74I16/fv1VjUty\nE923b99G586dy6TeikR2b9q0CR4eHjh58iQXc6g4YNh3EClmAchCJf3t0OeXbEF+4cKF2Lp1K9av\nX49ly5aVqAxd42shMysqvpHdFQNlGqCyKGzatIn7SJw9exY8Hg9RUVHlaxSAvn37civZXbt2xeXL\nl8vNFh6PByLiCAg+n1/sYBr5YfTo0Zg3bx769euHMJ+lYD8G4m3wQ7StUwV6FtUQ7NkRmTf/xBO3\nqtgzSkmWLutXGxNGD0eVKlW4D5dEIsH3338PS0tLtG/fHl5eXuUSgLRLly7o2bMnAOXCSW4sWbIE\nUVFREF/eDem1A+DZKL16YVQJIIKBS1sYtu4PPetq0HdqglU91T2yDVsPgOlUL5AoA2DkILkM+s7N\nAEYZqJOJfMWl7du3L3x8fAAATk5OSEhIKK1b1gi1a9fmAqi4uroiPT290PSKhDiIgx5CFvYOkpBX\nHNGtCzg4OHDv+4gRI+DvX7xAHzajh6gR3QBgUNUO4pBwZD1S9rlZ959Cz6wyrgoSYWFYcIAzOzs7\njlhbv359qQfOyg2L9q6oPr0/Uv2f4eMYLzwdlLO7wtnagQumWRrg8XhYs2YNiAjXr1/nzrdr1w48\nHg9eXl4aDUZV0dp5PB6MjIwQGhoKAPjzzz8LzZ+ZmckRr2UJHo+HKVOmcIRXeno6Fi9ezF0/f/48\n6tevDx6Pxz0HXQe6dPqpPaq4OsBleV9899sQCN8nIPb0M1hYWQIAol6FIfDSDXSwdEVQRhieZoZh\n1qxZqGJYCZGH7yPl3gc8m3kCqQ8/Qi6XFxhoddGiRQCUwZcB5TdDtcik+p1Ugeh6984JjGdkZAQb\nG5symYy8e/cODx8+5P4PDw9HWloaRo8enW/6pKSkUl0EKmsQEcSfBUi8HoJn049DFJmKhh59dEZ0\nK7LECFt6EBlPQlFn+dhSJ7oBQPwuHNkv3sB+2litiW5A2cc4OTlh/Pjx2LlzJ3x8fHD16lU8evQI\n4eHhEAgEMDAwgIODAxo3bowePXpg1KhRmD9/PtavX499+/bBz88PT58+xadPn5CQkICE2Fj8PX4Y\nzJzro93+U3gS8RGJiYlISEhATEwMwsPD8erVKzx58gS3bt3CpUuXcOLECezZswebN2/G8uXLMWPG\nDAwfPhxdunSBq6srTF9cgeLNXZj8OL/YRDcA8C1rApWswHfqCP2ui0uF6AaAyZMn4/nz51i+fDmi\no6MBKMnuwrw2iZGAHi1R7l7r4K010f33339DLpdrVUZukPAlKGwBYNkZvNq/6KzcosDn80stEHJ5\nXDyybwAAIABJREFUo3bt2njyJG/Ab63BNwNY3Y0nKwo8PT3x4cOHfHeQlSWqVKmCDh064NixYzoh\nuoODg6FQKMqc6AbALcB36qTc+WjAHwUezwJiZg5E8uH/pZLAgD8AXtvNUd3pDIz4c2CkNxVZWVmw\nsLCAm5sbHjx4gOfPn8PW1hbr16/Hs2fPIBaL89TXo0cP/PHHH8WyMS4uDo6Ojvjw4QN++aXs+h5t\ncP/+/XIhuisaVEE4b968WWRaiUSSZ0ysx2+EygYXoMdrBJFiEmTMuRLZkZWl7A+/Bar8hm/QMTTR\nOkEZa86wLEv9+/fnNJ1WrFhRJvUWhadPn3I2nTx5srzNoe+++46zRyqV6qTMbdu2kbGhAc2fPZ1O\n+vhQ2Lq2nE5ktncXkvmvIUXIVdq7ZAxJvLvQ+hkDiYgoKSmJZs6cqaaFy+Px1P53d3fXWhtYBU20\n3XPrVD948IA7f/bsWaWmoyiDFBkpJPxLqdst+/SWmOxMYhRyTotb+v4Jyd7cyxOQUhb+jASeg0h0\naTcJ1g4lyaOLJLl3hgSeg0h8/S9l/RIRsazyfnfv3s3ZkpZWdDC70saOHTs4ewp7lizLcoHEBKf+\nUgaqXDqb4tzHkeSd9rqmRDlaZQDo0aNHWpWV9eINhY1xo/Sb9yhsjBt3rGjXjcImziO2CM0+gUDA\n2TJ16lStbCkK8kwRsbmefejCPfR8+Gp6v3gfJfk9osDBy+hMh2kEgHbs2FGqtuRGXFwcNWjQQO3d\n7dWrFwmFwgLzvHv3rlBd7NxHo0aNaN68eeTn50cXLlygpk2bltm9aYpHjx5Rhw4d8rW/VatWFBgY\nqPM6Xy7ypQfD99LnCy84ne6Uhx/o4cj99GjsQUr/kEDb3FbTlRZrya/5anIwsqK19SbQhearaETf\nH8nd3b3AsuvXr0+5v+GhoaEEQE3HXnV/Kn1oVX++a9cund/rl5gwYQKZmJhwwXly993Pnz/Pk/78\n+fPUpk2bUrertCFLz6YI79sUOMCb+80fTzhMgjefdVYHI5FRyILd9HzYasoKjdZZuYWBlSvo04pN\nFOWxXqd642KxmCwtLXUy3mEVckr5Yx3FzZ9E0ijtg0KxcimJTm8mgecgkjwoeUwLJj2GJN5dSBFx\nW2ubNMHevXvJ0tKS9u/fT1WrVi1wnM+yCmLuzyfmXDtiU9/opO6lS5dSSopuNLXZxPPEPGxKzKvR\nxCqydFKmpmjYsGGhAfS+ZsyfP5+mTZum83JlCdNJljBd5+WWJ/bu3Ut2dnaUkaGdfq8usHbtWtq7\nd6/OyuvYsSNt27ZNZ+UVB8uXL1eOX16sJYHUiaSKc8SymSRj7nJ63XLmHrGskK7dqk9//5OjVy4U\nCrl5Z0ZGBp0/f55GjRrFjS9++OGHPPW9fPmS6tSpU6hNMTEx5OnpSa1btyZbW1tydHQkc3Pzco9/\nIpfL6c2bN3T06FGaP38+derUiSpXrkyLFy9WSxcYGMg9gzt37pS5ndbW1hVGs1sulxepl33x4kXu\nedWoUSPfNCyrIJF8EQmkTiSSzyWW1ew7xLIs2dnZqc0zykPrPz98LZrMFfUoa/60rPG1tI8K/WPd\nu3dP7eUXCASlUs/z588LJXJy482bN5w9Bw4cKBV7duzYQf/++69GaXv27MnZk5WlmwH+rVu3iM/n\n0+jRo6lLUyeSHBxMYZt7kPDPziR/cZoOHDhAPB7oydKWJLmo/gH9559/OHvq1q1LfD4/D1mkSZCQ\nwvDq1SsCQAsXLiwyrSpAW2H1snIZyaJDuP/lSZ8o659N/wWtHEbiQF8SeA6iP+ZOpNAlA0jgOYhY\nmYSyr+4n0dltJPh9EgkPL6Wsv9eQwHMQMcI0YlmWxDeOkyw8551Zv369zn8rbTBhwoRiBQkR3rhC\nce7jKHnLakretFKnJEbud/3Nm5JPpBWZQjWSW3VM+b41hY1xI+GTvMTZl8jKyuJsGTlyZIltKQys\ngqGg3h4Us/+K2rnQRXspqLcHJV8LoiS/hxTU24P0/ls0ateuXanYUhDkcjm5ubmpvbt8Pp9evSp6\nkePz58/k5eVF48ePp6pVq2pMhFeqVIkGDx5MO3bsoNDQ0AoR9FYqldL27dvz7csA0Lx583RC2IRs\nukZ3em8nIqJQL38KaLWBMt7FU0JACN3s4EUBrTbQ0ylH6U6PPygzLJGOHDlCtobmFNBqA02p1ouz\np1mzZnm+1apArJUqVeLOqdKrJoKLFy8mALR582buvovTP2iDMWPGEABq27Ytt/iWewHly3awf/9+\n6tGjR6nbVZpIefiR7vT4g2512UIhm65R8t1wkqTo9rvAKhj6sP5vCh60krJCPum07MKQ+NcpChvn\nTuJw3Qee7d+/v04cIDL9TlPcnPEkCXundVmsQkZZx1aRYN1wkr7WjjhQfAwkiXcXYjPjtbZLU7x/\n/56MjIxo0qRJBaZh3uwmxrclsfH3yswuTcCyCmI+rCbmfgNiwjyIVeQNylna6Nq1Kx06dKjM6y0L\nHDlyhLp06aLzcqXxk0mWOEfn5ZYXjh07RtbW1vT5s+4WKisKMjIyyMrKSmfOSsXFjBkzCACdv3CQ\nI7ez5RuIZWWUIf2BBFInUrARRER05swZMjIyIplMplaGv78/mZiYkImJCZmamlLVqlWpf//+dPv2\n7XzrtLGxUVtUDQsLo6VLl1KLFi3IxsaGqlevTkOHDqVTp06RXC6ndevWceOVx48f6/wZZGdn06NH\nj2jXrl00depUat68ucbjakAZQFOF3ET33btlE6j6S/Tu3ZsA6GyxU1vkN9aVy+U0e/bsPM8yMjKy\nwHJYliWp4hwJpN9RpmwgMWxSofVmZGSola0KFPr999/r4ra0xtdCZlbU4xvZXTGOCv9jyeVyqlat\nGtcRHD16VKflq8hrV1dXjfPkJlC3bt2qU3tUHZ25ubnGecaNG8fZoyuv4ZEjR5KxsTENGTKEmJgg\nzrv7w5m1XF3Cc7+Q9OxcYiRZJDkyghSvzhJRzip8biJFJpPRjh07aOzYsVoRWLk9/jQlRZcuXUoA\nyMHBId/risQoUiTHEMsyJAsLUvPiFngOooytU0i4byExDMOdu7N6GoUs7KmWTnzrhNIb/JVysqtI\nTyRGmq1W188//8zZrytvfG1QvXp1AkAtW7YsMq34xdP/yG5PSly7uMDfceDAgRQQEFBsW65cuaLR\nYKIopJy5zJHcEdMWUdgYN+papz599tpF4ZPnU9ql60V6eIvFYs6Wfv36ldiWgsAqGApbfohSrqv3\nqYKnoRS99xJJkwSUERxOQb09KOV9lNpgSNOFOV3C19c3z4CvpIt9UqmU7ty5QytXruS8OzQ9mjZt\nSgsXLqR///2XRCKRju9SM3z8+JFGjhyZr32Ojo506tSpEvVxD4bvpedzT5E4XkABrTbQW08/7trL\nX85wnr/RJ9U9CD/sC6SAVhtoWMNueeyxsLCgc+fOEVHOYF41CVRNzlTEoUKhyDPg19fXJ6D0vUxG\njx7N1a0i24mIpk6dypHgubFp0yYaOnRoqdpUmkh9GkU322+m53NP6ZzgVoFVKChizTEK6ruU0gJf\nl0od+UH45Llyd41/6XiLRUREkKOjIxERKTIElLJzEyWu/YUS1yzSuAxZTBTFzRlPmf+W3ANbBZZl\nKfvaIRKs+ZHkH15oXZ7s1u8kOTamzBf6bG1tC7zGxgUS49uC2JCDZWhR0WBZBTFhHsTcb0Rswqly\ns2PixIl5PCf/vyAsLKxIL9eSQBo/gWSJ83Reblnh0KFDFBgYSAzD0Ny5c8na2po+ftT94l5FQMuW\nLcnDw6Nc6haLxWRqakoA6OPHj5Qh7fgfuR1GREQsKyQ585AYRrlIrlAoqFKlSnTkyBG1crp3705t\n2rTRuF/t3LkztW7dmho3bkw2NjZUq1YtGjVqFF24cCFfx6nRo0dTzZo1qUaNGsWa26Wnp9PNmzfJ\ny8uLRo8eze3C0+bo0KEDbd++nQIDAykzM1Otvrt375Y70U2UwxNcu3at3GzIjdxj3+joaHJyclJ7\npj179izWjg0F844ypK0pQ9qSZMzlfNudynEPAPXv3z9fW8obXwuZWVGPb2R3xTgqlGZ3ftDX10ds\nbCxOnDgBAJgwYQLs7e1VjUhrNG7cGADg6+urcR5nZ2fExsYCAH7++WesXr1aJ7YASq1cAHj16lUR\nKXNw7Ngx/PzzzwAAKysrnehCJycnQy6Xw8/PD7N+zdEuC/RT/g4vX76EsV0dUPwryA8OgFSQBDY2\nGEz8a6xdPJvTwLKwsAAAGBgYwN3dHcePH9dKh1QV7HHcuHFwdXUtIrUSv/32GwBlQMRjx47lua5n\nVwt862qATILsE2uUJ3n/vRp8PVBmCnhmVuApZFyeppSIRKFUrRz523vK8qrVA5uegKzt0yA6vAwk\nz0m3ZcsWTJgwAYBSE5dhGI3uIT9cuHAB48aNK3F+AJxWZ1BQEBYsWFBoWvnnaBg2aAzDeq5gEuMA\nhSJPmv3798PPzw8+hw4W25a+ffty77mTk1OJAz4Z2FgBABwWzsR7VgqRXI7PrAxV5/4Es7YtkeJz\nHokHfcBKpAWWYWxsDKlUef3KlSvo1KlTiWwpCDw9PuqtmwzrHuoBK8xbNkCN6f1haGsO/PeemOgb\ngmUYHOj6E6Y7d4CZmRlevHihU3uKwrBhw0BEiIiIgI2NDQBg6tSp4PF4mDRpUrHKMjQ0RKdOnbBm\nzRo0aNAAp06dUvsoRUVF4cCBAxg5cmSe4IgvX77Eli1b0KdPH5iamnKa2jweDxYWFhg+fDjev3+v\nq9vOF05OTjh58iSICCzLwtfXFzVr1gSg1G0cOXIk+Hw+eDwexo4dq/E7bt/TBakPPyL5TjgAoMp3\n1XIu8nP6TANzE3V7prZHpVpWWDfhFxARwsPDuXgFAoEAP/74o1qfq9LwVgXAUQVj1dPTg5WV8t1R\naek/ePAAANC/f3+N7qEoEBHi4uJw48YNHDx4kNPLJMoJvLxs2TJOp37//v0AgIcPH6rpKaampsLM\nzEwnNgGASCTCs2fPdDauKAzZn9LwevFZmDetjiZeQ2FkbZonTWJiotbtOPbAVQgehsB55ThYdmis\nXVmxsRrFBpHGxiFhz1GYtvoe5j06alVnQXB0dIRUKoVCoUDWv+cgiwgFkxgPfYfqReYlhoH0/VsI\nju2Fnp0DKvfQvl2n3/CB7OF5GHcfD/062gXmJmLBxgaDX6NlicZJRISPHz8WO9+bN28KDEpJWbGg\npyuBqh2ABpOKVa5AICgwyKy2IEWGMhBl8kXw6m0Ez35EkXkiIyO1GnMVhLp16xb7uYtEIsTHx+vc\nlpLi/fv3yM7OznPe2dmZ05LVKUgO8PTzvcSyLO7du6f7OksIsViMtLQ07v9x48Zhw4YNGDduHBwc\nHPDmzRu14O+ljbi4uDL5VgHAmjVrIJVKsWHDhnyvKxQKxMXFlUrdRIQuXbpAJBLBwcEattVXgxAL\nI71F0OMpg4fzeJWhx2uFdEld3H/sgbS0NPTu3ZuLUaICj8eDra2txv3qhg0b4Orqiu3btyMxMRFR\nUVHw8fHBoEGDoK+ft9127NgRIpEIR44cgaGhIXf+6NGjGDx4MGrUqKE2XlUdlpaW6NatG3755Rf4\n+PggLCwsT9nGxsZo164d3N3dcfDgQTx//hxSqTQPoaMaN0VERGDu3Lno0KGD2jjp3r173FwmMDAQ\nHTuWzjdaE6gC3gYFBZWbDfmBx+OhZs2aiIyMBABs27YNLMvC39+/0MDNX0KP74LKBpegx2uBbIU7\nxMxcEOX0r0ePHkWTJk0AKGMbXbp0ibs2ffp0AMCBAwd0cUvf8A3foAkjjgqyMpGZmcmteIWFhWld\n3tatWwkANWnSpET5k5KSCACZmZlpbQsRcZIBQ4YMKVH+3377jQDQsWPHtLJDKpUSj8ej69ev07x5\n86hKlSr0avc0zrvb9/RpIlJqVB5060wHxjfkrkl2dSOp7ywiIjIwMCAg7xb0kuLJkyd5Vjz9/Pw0\nqiO3FnNhkEe+JsnTKySPDSPx3X8o69RGEngOosw98/J4fJ/avY3Ed/9Ru5bt/5dS51omocy9C5Qe\n37dz9N2ZtARiFXLq27cvASiRBzSRuoe7tpBIJASArKysCk0ni/1ErFRKmZfPUJz7OGKy1T1rVTYt\n/qEpxbmPI/Hr4BLZ4+3tTUDJdfE//75bTcJkXesu9Ntvv3HXBbfuU9jY2RQxbVGR2+xVWm66bMea\nQJYupKDeHhTU24PClh6k9IfvuP8nO7WlhXPnl5kt+UEsFqvpHpZUr7RWrVr06ZPm8grZ2dl0/fp1\nWrJkCbVo0SJfrxYXF5cS2aILpKamqu3eAEB+fn5FZyTl+3NvoDe9WnqOAlptoLt9/uTanDxLQk+n\nHqWAVhvo/ZbrefIGDthJb9dcIoVYRoycUXqbxqZTcnwiTZ8+Pc8zUqF27doEgF6/Vnr+vn79mgBQ\n7dq1uTSFtX+RSETBwcH0999/08qVK2n48OHk6upaoOTLl8fatWuJSLmTSJVHT0+PXF1dOe+o2NjY\nPF7pM2bMoPnztXsHoqOj6ccff1SzJzExUasyNcHz+f/Q/aF7SC6U5Hs9t9xVSZF44QEF9fagxHPa\nS060bdtWo3YsfPqCPrh5UJTHemLE2klJsAxD6cf3UfrRPaQQpHPnbx09RONd65GFkSEFBARQ8u+r\nKH7xTIpzH0fpJw6Q+FXeMar49XNK+WMtpZ84QCk7NlCc+zhK9PyZZNGRWtlIRLR7tQelrRpIV5ZO\n1LosIiJF5H2SeHchJq748TBUOvxA8Xf4LVu2jEaNGpXnPKuQEBMwhpirQ4iVZuaTs2DMnTuXAKWs\nUmEoyXeVFccSE9yfmMetiU0vuo2rxupA6ejT+vr6FiuGgLu7e4Xw3pNKpdzuGQAFajLb2dnpvu7P\nP5IseXme81FROTvZ4uLidF5vcaGaO6i829PT08nS0lJrOcaSYuHChQSA/P39S7UesVhMzZo1I1tb\nW0pPTy8wXY8ePUqtHW/cuJFrC2/evKBM6UASSNsRy6rvbmRZOQmkTuS53lJNNk8VA4SIqFevXtSr\nV69SsZNIGdNLFaeKiOjw4cNqbTm/w8bGhnr16kUeHh70zz//UEREhNZSMV+OlXJDJQdTGjFniovE\nxEQCoDY3Kw/I5fI88cYAUFBQkM7qkDGXSSB1JaFsJLGskMaPH8/V8/DhwzzpVXPyirBb6Gvx3K2o\nR0XhT0sLX0v7KLUfS0USlUZHpgu949x6pNrISbAsq5Pt9CkpKToh1bKzs7X+WAYHB5O+vj4xDEMd\nO3akwYMHkz6fR/cXN1dqSf5n37Jly3I+rDc3K4MqvfcnJj2GFJHKgJC6khrITe6Gh4cTkfJeizNh\nSEtLo5kzZxaahslWn9Ap4iJIeGSFGsl9Z3onEngOotNrfyY2W0g+a36m5d0aKoNXRgQTy7Ikj/9I\ngo1juDySB+eJEaZz/2d6z6bUpwGkSIkt0fNQESJF3Y+m0LQdS0JeU5z7OCW54HOQBP8cIVmc8h4W\nLlxITuZmOdeP76O548fS0xLo14lEohK/B9LPCZSw9xjN7tGXmtlUpWr29vT69WtiWZZMTU3p5MmT\nJHoXptxqf12zbXxlLZkhfBvFkduq4820rRS9+yIF9fag11N+J4W4/GVwiIji40uuLavLSTTLshQe\nHl4h9PBVSEhIKFY7frf+CgX230mB/XZQ2PYb3HlGzih1u3/YSMIPeTUAp7f7H+1xnUMBrTbQnR5/\n0JPJRyig1QZ6NOYgKSTKSblUKqVGjRoRkKMpqZLkUulx5p6cTZ8+nTp16qQRaa3pUb9+fRo8eDB5\neHjQkSNHOMJgxIgRagQ5j8ejpUuXcve3evVqAnKkqEaOHEmrV68u9u/x4MED7hnkPvh8fpkEnVaI\nZXSj3Wb65PMkzzWpVKr2DPKbBGmCtLuvKKjPUore46e1ZJi1uTnVMK1CTmYWJM3OkeRSZIko89Ez\nivc+TLGbdlLctn0UNsaNYjfvInma9rFVZNGR3Hck8df5JE9Po9l9e1Ds7LEU5z6O3s4YTTNHDCfR\n0/tcOtUhvHFFrazEVQso0fNnSlg2mxKWzyHxi6dc0GVtMGXKFPId14Yeze5KsdG60UOX/jODpL5u\nxc6XWzquMN3tgtCtW7d8g9kxQauJOduW2PRQjctKTk5We7eCgwte9A4ODqZff/21WLaywtfEPGlP\nTFB3YkVFBxZVObUAoIYNG2oU3Ly4iIiI0EjqI3c8kPIku0NCQsjKykrNjl69ehU4znF0dNR50EVp\nTE+Sp25UO3fw4EHOnokTJ+q0vpJCZc9ff/1FRMp3ZdasWeViy82bNwslM3WJMWPGaBSzprTacUpK\nChkaGpK+vr5STpNNJ4G0DmVIO+WbfsWKFcTnI88Ctoq3OHHiBOnp6dHbt28LrJNhmBLpbcfExFDT\npk3VnsWcOXNIIpFQeHi4VmPk4mLHjh0EgGbMmJHnmlQqLbdFmvyQlJRUrnF5unVTl/7r3r17qQWX\nlTNBJJB+R3cfVycbW+U4Lzk5ucD02syBdYmvhcysqMc3srtiHPnvIdMBfv31VwBQ286jK5ia5t32\nW1y0atUKALB161atbOTxeKhUqZLW9qikAa5cuaKVzIeJiUnRiYqAv78/bG1twefzkZKSgsePH0PB\nElbclCAq5gM+uvHg6+vLyYNkZ2dD30APCpkIioDfuHKoyXCYtJ6ktT0A0KFDBwDArFmzULduXQA5\nEim7du3SqAxLS0vs3r27wOtsegLkEcHQr90YfAt7SG4cg+yxH/iWVWHUfTykN47hQ2oW/n4RjaaO\nFqiZ+BKxp7ejLxuB9//JDLCJnyD58BKyh+fUypb4H4LE/1BOXckx0Lv8J7IAGDTtBuOek8A3Ndf4\neSxfvhwA4O3tDQC4dOkShgwZAkU+0iKaQNN2rGdtC+PmP4DJzIAs7B2Y5ERI37+B6cAR2LJlC9pW\ns+fSCh/fg4c5D8GHvYHWrYtljzbvlKGjPTC4J7xnjAcA2NraonHjxpg9ezZEIhFePH+O9uHx0Le0\ngNkPzXRuT2BgIJo2bVqsLW956qtXDfYjOqPq/zoj/Ne/kB0SDfuhHWDTpxUsO3yH94v2IjMoTGt5\nAl2gatWq5W0CAGUbVvUNFQX29vZFJ8qF1PsfwCpYsDIGBlVy+nLhu3iwUuW7LY5JR+U6tmr5Jm2e\nD0eygGEmi4zXnyFNEqL2pLb49PcTRPx5E/UX9oShoSH+/fdf1KxZEz/88INa/rS0NOjp6amd27dv\nX6G22tjYwMXFBQ0bNoSLiwt31KhRg5Mk0RSqAUnu/zdu3IiBAweibdu2+PXXX7Fq1SrEx8fj1KlT\nyMzM5CRXiir3xIkTmDJlCmQymdq1hg0b4sCBA2jfvn2xbNUG6U8/geQMLL6voXb+8ePHaNOmDQBl\nO5ZIJCUal0hikhG5+R9Ydm6C6tP6lVgKI+PuI1xYswF3+oyC4X/tIsZ9BfhmptCrUhmy2HiQVAbD\nalXBNzYGAxHspoxClW4dSjx+ISKIblyG/NNHGNZrBPB4MO3cC1lPH+DQ6MHob1YZT+KS0HbTDlgf\n8cavBunIOLIbelWrgRVmQq+KORRJ8VDEx6qVyzc1g561DSwmuwOAVuMrFTp27Ii0sJf4fVYX8HtP\nh3mNmlqXScIEUPJ76PdcqXGe7OxstfHw48eP0bqY31pAOU7/cuxAny4DURfBa7EKPIsGGpWze/du\nuLm5AVBKBL58+bLQvqBOnTqcNJ0moJSroIjlQKV64LnsBs+g4D5AKBSqfYMvXbqkMzmmL+Hk5FSo\n1Ie3tzfc3d3VzllZWSEtLQ39+vXDlStXSsWuL7Fr1y7Mnj1b7dyePXswY8aMQvM5ODjg4cOH6N27\nt85sISYV0LNU/k2E1q1bc5IG169fR48ePXRWV0kxevRoAECTJk1ga2sLZ2dnmJmZYefOnWVuS1pa\nGicPGRERAQMDg1Kr69OnT7hy5Uq5yuzMmjULjo6OiImJwZIlS0BIBkAgxEDB3oeCnsOI/xN4POU4\nadmyZVi3bh3OnTsHT09P+Pn54dmzZ2jRogXc3d2xY8cOnDx5Eu3bt0dEREQeiTwAGDRoEC5fvozE\nxETY2dlpbOv06dMhEAjUzv35558AUOZjUnd3d8yZMwd79+7Fnj171K6VBh+jDWxtbYtOVIpQSeNt\n27YN8+bN08nYoCBkCpzQuct7nLlkj4DAamhU9zoM9GwKTK8LXukbvuEblCg1zW6VvpdKS7oiITQ0\nlNPELkqnuCxw9uxZAMpJWN++fcvZGsDPz4+bMH369IkjCXyvBSIyMQN3797F//73PwBKLU8TExPw\n9A1h0NsT/MaDuXKYV75gQq5qbU9gYCCnHasito8cOcLZNWvWLK3rAACehT0Mm/UA37oaZE+vQPbY\nDwCg79oRht91RpapLeb5vURlY2MAQAMbU1w6dwYAML+DUj+OSf4EeeijPGUbdcqrJ6lXwwUG33WB\n4kMwsn291LS9C8PRo0cBKPXLVRPJgQMHlooW5ZfQt7WH5WR3GDjWAJOs1NRmUpKQeWA7BtWthbkz\nlFpjRk1bQZ+UGq8tTMt+gOXg4AAAuHbtGvh8PiQSCdd2Vs2eC3FIOPRtLAE+H8SyyLjzEKxUVliR\nGiE1NRWdOnXSWktdIciCkYMVpAmpEH+IA9/UGJZdlHqwrFxJShhVLZrsq8gQCASlOmH72sAqWEiT\nsyBPzwYjksK8aY4GcdbHFAAA31g/D1EKAG3bt0OtDo3g0K8xGi7pjaZbhsPZrTPqze+G2NPBeDRi\nPyJ23YEVWwlGRkb51t+oUSMMGzYMy5cvx7Zt2/Ds2TMIhcICV8qTk5Nx9+5d7Nu3DwsWLECfPn1Q\nq1atYhPdANSIbhX4fD7GjBkDkUgEAEhPTwcAjBo1CgKBoMCJkkQiwapVq8Dj8cDn8zFu3DghzyoC\nAAAgAElEQVTuWzFo0CBERUWBiBASEqIx0a2N7rAkSYiY08/wZsVFvPI4B/PvqsGsQc4iyIwZMzii\ne82aNWBZtkSTUnF0EsJXHIahrTlqLxgGXgl/h887DyF533GwBJxIjka1pXPg6OEOy4E9YdamOYxq\nVINFn66ovX0tam1eiYv2lWAwazzMu3cs0WRRkZaCrOuXIDi0A8ILpyCP/4zM00cAIohuX0NaSjKs\njI1gZ2WJNrVrwFyQAmt3D6Q51sa9uGQwCZ9BIiGMW7aFoXN9SN++AJst4srn/fe9VmmkagMigo2N\nDUKCn+DvUa2hZ1cLVVrphgBUBB0HjKqAX7utRumvXbvGEd3m5uaQyWQlIroBpeNASkoK9z+lvgQF\n/wbUGgBe7YFF5pdKpTAyMuKI7gsXLuD169dF9gXm5uZ5Ft7yAymywIZ7gMIWAFZdwXP9q1Ci+/jx\n4xzRXblyZUgkklIjugEUep8SiYSLkwAAmzZtAhFxz/vq1avw8vIqNdsEAgG6d+8OHo8Hd/fZaFjX\nEP17VkXke1+wspgiiW5ASeY/ffpUZzYRKwRICJ6eI5KSksDn8zmiWyAQVAiiOyAgACdPngQABAcH\nY/Lkydi3bx9evHhRom+cNiAijpw9cuQInJ2dS6WelJQUHDx4EG3btsXWrVth/F/fWRBU32ZN4ycV\nB6rvtKmpKX744QcwrCqGhR5EiumQMluhoMdcehMTEyxduhQA4OnpCXNzc2zbtg0AsHPnTvB4POzc\nuRO1a9dGo0aNcOjQIc7+hQsXomrVqrh8+TIA5CGui8Lr16/x008/cXaUN1QxW/z8/MrZEt1g+/bt\n+eqda3oUFeNo/vz5pUp0BwUFwdraGm9ey7BtY3PUqdMI2cyPyJbvQI0a1ujVq1ep1f0N3/ANpUR2\nf/78GQBgZmZWqh1ISeHi4gJAGZSnvMGyLIYNGwYgZzJfniAiPH/+HBMmTMDmzZu5gDVisRhWVlYw\nNjZG586dASiDl1WrVk0tv357d+j3XAnDaVfAr9UG7LtL+RIZmoJhGC6ghiqYYlZWFhcUTygUlrjs\nL8Hj8cDTNwRlpUNy/a8cGz69Bt/cFtV/OYh7UalYvvsoeBb2YIzN8tyb/MVNUEYS+A5frObrKwmm\nyu67wLerBQCg7Ezw7WsD+kZgol6DSYwCKxJA/vY+2KyC28LEiRMBAGfOKIn2U6dOAQDn9VHaUKSl\nIPvude5/05W/43FcEoY2cMLgAQMAAGdfvYPzHh+8ZvWgZ6skdubMmVPqwQMBqAWak0gkqF69Otq2\nVRIIBw8ehKGNFUxc6kESHokQL29IP35C0r7jSD11Qeu6VR73qgAjJYWhrQVs+7aGoY05SKaAaYPq\n0DNWEmCJZwIBAJnB4aAyWOAoLTx+/LjCeIVXBEgSMri/K9e1hVn9HM8iu+5Kz0oDCxPoVdKcCK3x\nvxZosX8cKtW2wuczwXgy9hAiTjwEI5XnIa/fvn0LX19frFu3DvPnz0fz5s1RuXJl3d1gMcEwDKKj\no/HLL78AUBJyKm/zhw8fcruhAGXw4dGjR4PH48HExARr1qzhri1atIgj7S9cuIBatWoVy46QkBDY\n2NiAx+MhMzNTozysgkX8lTd4MvEv3B/gjfBtN5AdnYY60zugmfcoriwej8fd0/v377FypeZevSoY\n8vUxrEYzvJmzA3xjQ9TfOBV8o+IvIrFyOT4d+BviR8FY8vAGrletjPU3rqBS44Yw/c4FVkP6wGbU\nENhPGwubEYNgYGMFhmHg7u4OR0dHbhG2OGDSUpC6bS2Efv9AHhcD83HTYbt8I0xHTUFoqpJwsDYx\nRpN27VG7kSsgl0H473noV3WE69K1+PHIaa4skkpgNnAESKFApq8yEDWTkQ5ZZAQMamgfOI5hGPD5\nfKSmpsKzhwvqVHdA5TErwNPXfsGOTQ4DG3IZ+q0ngWdQOFlCROjZsyf69OkDQEnkaLtwaGlpyZGv\nlB4Cuj8PsHIFr9nSIvP6+/vD2NiYW1ASiUQYNGhQiW35EiSJAb0eAaRdB895PXj1fgdPL/9nJJPJ\nYG5ujvHjlbu6jhw5AqFQWOACX2nj7NmzMDExgUQi4c4tWbIEUqkUPB6PG78uXrwYt2/f1mndd+7c\ngZWFHgb0ckB1qyDs2mCHhJeueHG9Fs7sM4OD4VLIPneD7PNAyGJ7Q5YwCUz2nXzLcnV1xdu3b3Vm\nG8k/KW28F8HtfurXrx+ICObmmu9wLC0IhUKOMPz06RNCQkJQuXJldO/evVzs+e677wAAffr04QLc\n6xIsy6Jx48b4/vvvcfz4caxcuRKTJ08uMt+FC8oxs7bOHflBLpcjJiYGzZs3B4/Hgz6/LYz1lgGw\nBKAKbK3+PV63bh1WrFgBQOm1u2DBArUdYDVr1kSvXr3QqVMnzJ8/H1WqVEH79u3h7e2NxMREdOjQ\nAY0bN+bK0AQsyyIhIQFNmyqdUdq1a6fdjesAvr6+AKDzPqW8MH/+fADKhcsvdyBqArlcrmuTigWV\nksD+/fuxe9d5VNY/B7l4ELIkW3HzQWV07CIqooRv+IZv0AalQnaPHDkSgHIQXNGg2n7WsGHDUlmN\nLi5U2wKXLFlSIQZ50dHRyM7OBp/Px5IlSwAoSYahQ4dCKpVyg3bV6v+X4OnpQ69eN4CvBzY5DJT+\nCZRQ8kUFVbTiJUuWoEYNpUejKrr0X3/9pTEZI5FINF5M4FW2hMnQhdz/Rt0nYPXq1QCAAQMGwKpR\nK1SesAZNfjuDltUtc+cEAJgM/RlsfAQAQL9uC1Qa6wkDF6XnHpsQBcil4NvXBs/IBNKAv0CC/zyk\nEz5C+PtEZPtuhuTG8XxtU71TjRs35rwuRo0aBSBnFf/GjRvg8XgQi8Ua3W9xoWduiSojJsHAuSGs\n569A05atUMXIAM3btoNRw8YwaNAY3WQZECsYNLWsAiOX77Bjxw7s3LmzTLZ/qqJ8R0VFISAgAA0b\nNuRW9qdMmQK+iTGWhQVj2aNbMAqPAs/QEDbjhoFvUrgXiybYu3cvAGU7AZRyTtos+BlYmqHFvxtQ\nb/0U7lxmkDJaOyuVgZfPwO/q1aucFEJFRnBwMGrXrl3eZlQYmDhawGHgd2iwpDd+OPET9E1zCBr9\nykZwdusEaYIQMT7F87CzaFodTX8fjg5X5sCuW0O833gNTycdQdqTKB3fQclR0IIoy7LYvXs3rl27\nBgCYNm0aR+rt3LkTLVq0AI/Hg6OjI+eFByglWBiGARHBy8tLK9LexcUF9eopd+6Ym5vj6tX8dyv9\nunwlXp66g5eLfHGv/06887wEQ8tKaLSqPzr5z0Pro5NQe2Jb6Bkb4NKlS9z3vl69emAYBvXr1y+2\nbdL4NPgPXASPRr3hH/US7Q4vRbK8ZBOnsNMXIb/9EF7PH6LxuBE4ceJEkXn09PQ4b7iJEyeiZcuW\nGi9uk0wKwbG94PF4sFu7HXYrvVDph464e/cuzDt0QzefS/CPVEqSVEmOB8nlMHRuALM+Q7gy9Cub\nwWKicmfXxaCXMKxdF8aNm0GRkgRiFEg/uAN8YxNUatelmE9DHWKxGPr6StW/H75zwfg2DWHYsi/4\nFsWTKSoIbNgNwKAS+K6Fk8QxMTHg8/kICAgAoHQs+VKWIjdu3ryJly9fFll/u3btEBwcDBKEge65\nA2a1wWu3DTy9gkliIkLbtm25MeyWLVtARAVuv46JiQGPx0NwcHCR9nB1pN8FvRoBEANeE1/w7IcV\n+D29evUqjIyMuAWpzMzMQolBFxcX8Hg8pKWlaWxPYTA2NkZcXBwAJbni4ODAObJs374dRAQPDw8u\nLaAkb0JCQgAAXbt2RWxsbD4law6GYfCH11RsWGYLW5qI+BfOuPFPDezzssdP45vBqto4GNgfhkG1\nf2HgeBX6ttvBM2wIvkkHgCRQJE2DIuMv0H+78lRo2bIlIiIitLItN0iuLGvI/5Tj7DNnznD9SEWA\nalfAnj17ULNmTdy4cQMNGmgm5aNr/P7779xCQ0HfHm3h4eEBe3t7xMbG4tatWxrvlj1+XDlPGTNm\njM5tMjIyAsuyYFllW5SITdC981/493IMlyZbvhlx8TnjIT6fj7Vr1yI6Opojn83MzLB161auz9y8\neTN8fX0RFhaGJ0+ewMjICN9//z1SU1Nx9+5d1KlTp1h9woMHD5QSXP95iefenZ2enl4u4/AqVaqA\nZVls2bKlzOvWNXLPY4VCIRQKRbH1elVkc3lB5ZihkmO9e/cJbC02oYVrDBLiqmHuonhIFFvBsG9B\n9PU6MH3DN1RYaNJRoJgC6yjHwCuFQSaTcbZJJJLyNocLDpb7WaWnp1NmZvGi3usSqampagEbIiIi\nKDQ0lCpXrsydc3V1LbIcxcd7JPHuojwODiZFclixbfn333/zPJ+dO3cSADI0NCxWWRcvXiRvb+9i\n5WGE6cRkJFPWtcNU2VCPAHDBP0+fPk3VzU3o5syuasErBZ6DSBoWRKKLO0ngOYiy75wiIiJZxHNl\nYMo980mw/n/KoJX3z5Ho9GbKvryXMrzGU9aZrVwZitT8o9CrnkdaWhoREd2+fZsAUN26dfOkEYvF\nxbrfkiA6OpoA0IvJw7gAYXd/GkFPJ/5I27duobg54ynrXtkF1Tl+/DgXCI+IqG3btnkCvqmCRJno\n6VP45PkUuWg1hY1xo7AxbsQwDEk/J5SoboZh8rTX0ugLg/ospaDeHiRNUQZSyXgWTpFbfblgJrVq\n1Sqz318bjB07llasWFHeZnw1kCQL6d6gXZQWHJ3nmq+vr8blZIbGKwNYtt5AMb4FB48rSwwdOpR4\nPF6+QS35fD7Z2dlRWloanTp1ivT19fOkcXJyops3b+rMnuvXr9POnTvVgj3v37+fq2/AgAFERCRN\nF1Hs2ef0dOoxutZyHQW02kAXevxGEbvuUEZI/kGpunfvzpVz6NChEtknEAgo820kvRq/kV6N30gJ\nL8PIyMhILdCSpoH4WJalJ7sP0p3BE+hi35F08ODBQtP7+flRjx49KCIigjuXnp6u9nt8/vy50DLk\nSQmUtHE5xf88hSTvcwKG5Q4utmnTJmKlUpJ+DCNGUnhf9sD/GjVq1IiIiFJ2bqLUvVsp+7/gldIP\n74t6BIUid/Dw4UMGkXDfz5SxeTwxWXkDcYaGhlKbNm0oMDBQ4/KZhLck2dWN5E/+KjRd7kCLqvZX\nFFTp58yZU2g6sVhMk3rVIuZ8J2ICxhErLXwM+ubNG7XfW5MAbOHh4Wq/rQoF9V1svA8x9xsS83Yq\nsbK0AstlGIZcXV25sjdv3lykLUREc+fO5fLcvatZoOrC0KJFC7p8+TJduXJF7dmkpqaqpfv+++/z\njKPPnj2r1dwkOvI5uU2uQ+cPOZIksh7FBDnRyb2ulB53jBhpGLFM0QG2WZYheeoGkkTWI+nnYcRI\nc4KSpqamUrVq1YptV34QCAS0bok1vQ+sTQAoMTFRJ+XqClOmTCEA5OzszJ0bMGAArV27tsxtCQ4O\n5tpFaQZJr1evXokCqJXmXL9bt25Uu3ZtMjExoZiYGGrcuDFVr16dLvodpNsPHEkgdaIkYR0SSJ0o\nOn5qvmXs37+fTExMyMnJiUJCQkihUJCLiwtn96pVq9TSsyxLdnZ2tHLlSo3tbNu2LXXr1o0mTpxI\nACg8PJy7tnPnTvLz8yvR/X+DEosXLyYAtG/fPp2XbWpqWiZcVUhICAEgOzs72rhxI9f+Tp1S8gNi\nuRcJpPVIIHWiTGlnkjNBpW6TpvhaAhBW1KO4/OnXhq+lfej8x1IRlP379y/BYytdtGzZkgCQl5cX\ndw4AGRgYlIs9qg7v+fPnRESUnZ1d7gsFLMuSnp5eHjscHByUBKGJCQ0ePLjIMmSXl5FkV3eSHBvN\nkd5MygeN7ci9MJGQoCQfc0+os7Ozi3VfiYmJeSYdmoBlFLRgSFfS4/No69at3HmVHRkRr0l0ejNt\nmTmKhgzoR6xCGek6Y8tkEqwdRtI3gZR9ZS+J754mwerBeYjx3Ifw8DISeA4iWdhTrh7J06skDjhK\n0uDr3MC3SpUqeexQRXW+f/8+AdDZxKQoqOp/ff40R3bHuY+juS0aE8swFLdgMp2c/RMBIDc3tzKz\nRzUxsLa2ztOWnZ2dCQCd3n+QwifNo+g1WzmyO2rJOgqfNJ8+zFlOyT7nKTtM8zZ7+PBhAkBLly4l\nopz3mcfjcWmmTJlCAQEBWt3jm+nbKKi3B33acY7E0Yn04n9rKKi3B8lSM9WegTRJQPJMEY0cObJC\nLj62adOGzp49W95mfPVgGIbGjBlTrDwsw1Lo5msU0GoDPZ//D8mF5bv4m5vk1PQwMjJSm1jqEsuX\nLycA1K1bN+77Q0T0+fNnrn47Q3O63fMPCvhhIwW7+1Cg1xmqW0n5ndTX18+zsJc7r6YEYX6QpmXS\nZKe2FNj9Z7o72pMkn1O4a/fu3VOrY9euXYWWJf74iYJnL6GwMW7k3bEP3Thd9Pt47tw5AkCmpqZ0\n+vRptWtDhgzh6j5y5Ei++eUJcRS/eAYlev5MsthPREQUHx+vZndUVFSRduQGwzBkY2NDRESJv86n\nxFULKHHlPEr13lREzsLx8eNHzqaff15AojNbSLB+BCni8v8uqNLz+XzasGGD2mJJfmBZlqSnppH0\nn+nEMvkvTkilUrWFjBs3bmhs/4cPH9Sea36Lzf7/XqbXPtOI8W1BkjvziJVlFVrmzJkzufKmTJlS\naNr379+rLXy8ePGCy9uwYUNiWZbGjBnDPSfVQnTIzSXE3G9AzIe1xLIFP8OHDx+q3V/ud/VLyGQy\nGjp0qNo4UPXNBlAsgis/DBo0iGxsbLjy1q9fX2BaVZqFCxdy5xYtWlTs8f+Zf7zpwO/2JAyrS5LI\nevTiei068/cMYhh5ie+DET8laWxvkkS6ECN5yZ23s7MrcZkqBAQEEAA6d9CRbvi6cAv0FQV37tzh\nfgNVm4yKiiJzc3MSCoVlaovqXcg9RywtlPS3Lc356uDBg6lz585kYmLC1ePq6kpdu3alX5aMpIvX\nqpJA6kRh0TVIIHWit2/v51uOQCCgrl27UqVKlbiFFX9/f7V+Q3U+NjaWAJCLiwt5enoW2T7lcjnx\n+Xx68uQJV1buPCkpKRVuMedrQ37PVVfo3LkzASgTB8Mvx6+hoaFq11k2i+TMQxLKhpNA+h0xbGyp\n26QJvhYys6Ie38juinHo/MdSvcgpKSlFpi1LhIWF5fkwL1myhABQv379ytwelZeOi4sLd87R0ZFQ\nSiuYxUFugvDy5cs0depU7n8LCwsyNjbOk4eViUnx4S4p3l4iedBxkuzuSZJDP+Z4d3t3Idm/nhwZ\nXBSqV69OANS8KVQ2fDnBLk3ExcXlaTfz5s0jADR+/HjuHMMwVL16dTp58iSxcinJPrwk4V8rKHOX\nOwk8B1HGtp/ykNsZv0+kDK/xlLFpLAk8B1HWWaVnt+ThBSIiktw/q5be3NiAmlezoDj/E8QIkuj1\n69eELxZrVLbGxeXvGa5LBAUFqT0b0eNAejhpKPWoXY0unlOSJql/eVOc+zg6MagbSSMjCitOayxY\nsIAA0KRJk7hzKvtUE+7IyMichYrAxxQ2xo0+zFhMaf63OcI7bIwbfXBfRmFj3Ch6pWZeYkRExsbG\nBICyspRkwerVqwkA7dmzh4hyCJ1mzZppdZ9v3bZTUG8PtePDRh9uMAiA7I3N6NmAFfR82GqyNiwb\n74XiombNmkV6gH5D6YFlWUrwf0e3umyhNysvlivxkJskzX3kXngFlB6qAoGArK2t6eLFi/To0SP6\n+PGjzr3ecg3gyNramq5fv85dY1mWhnToQztcZtHJpkvp5N6j3DWpVKpmb1CQ0kNn37593Lk+ffqU\nyCZWwVDkltP0bMByetzHgxY17EHGegZKcjAkRC2tqu9RHa9fv85TnuDmPQod60YX+46gdlWr04sX\nLzSyIzs7W42AmD17tpo36uXLl7lrLVq0UGtXrEJOyb+vosQ1i4gRKfvJPXv2cOm7dOlS4nbYsokr\nXTy4g4Q3r1Lc3ImUuHoRyZNKtkuHiOjp06ecXdu3byfx3X+UO7de3Sk0n8pzFwD17NmTW4jOD8zn\nF0pHgE9P8r2uWrxWHUXt1lGRdbmJW4VCwXmwfdlWWJmQrq6oS2KfZrRoiANt27Y1v2KJSOkwkNuW\nly9fFphWBVXabdu2cedEIpFaObnJZ6EgnnzWOBBzvwH9u693gW2BZVnq1atXvqRxQcjtjZ7bk/v9\n+/fc+Ro1apSo/d26dUtj0p1IvZ/I7dneuHFjAkBNmjQpMK9IJKKhQ3+kGePNKeWNM0U9caJ5U63o\n5XPd7WxhWSlJPw8haUwvzitcW7Jb5TENgFLetSR5qnYLUbpG7nb54UPOYtakSZNowoQJZW6PypYt\nW7aUaj0ikahCkt2HDh0iPT09mjlzJrm4uJC+vj4NGzaMWrduTUZGRjR79lRassKSxk+2pdRsJ1q8\nzIZmzZpF8+bNoyVLltC6devo2bNnxDAMsSxLzZo1I2dnZ27Hk1wu5xxfANC6deuIiCgwMJAmTZpE\nJiYm1KRJkwL7gydPnlDr1q2Jx+NRcnIyR8Z/g+4gFotLtY0tXLiQANDt27dLpfzcUPFNueeI+YFl\nMylD2ppE8sWlbpMm+FrIzIp6fCO7K8ZRrB/r0qVLhd60XC4v1Y5JG6jsevXqFRERCYVC7lxR3je6\nRu4OXOVpk3tSU95wdXVVG5iqjrdv35K5uTkBIIEgZwuvIuohya4sVyO2Jd5dSeLdhRSh/iQ5Okp5\nbnd3kgX8ppENX/42qq0/uvAuKQ6+nBzl/u2+HAS9e/eOLC0tKe3kRqUUSdInYqRiEgeeJvGD80rS\nes2PpEj8ROLgACXhvXM2ycKfKSVODvxCgq1TSLBuOEmfXSPB+hGUfWUfKZKiKX3tMHro1iWH/F4z\nlH7uWI8AcNvJQ0NDy7QNqer69EnpnZebSFbB88f+nLd38tY1pWZL7smj6ndZv359HnJZlebZs2fE\nyhWUfvUmhY1xo2Sf8/Rh9lKK3byLxJGfiGVZ+uDmQYmHfDS24ct7V/2vGlyrtjleu3aNS1MSsvft\nzD/ykN0vx6ynTzvPU2JiIpnpG5F3t8nctdn1Ouexa+rU/Ld9liXK+l3+hvwRf/UNBbTaQPFX35Sb\nDYMHDyZAuQuCz+cToJQiWrp0KT169CjPN7py5crUunVrcnV1pTp16pCDgwPZ2dmRnZ0d2dvbc4ej\nvQMNrN2B5rkMo3mN/0eLm42l31u50da2c2hl1+m0ov9M+nXEXFo+cxGt+nUVbdnkRcdWedO5VQdo\nRJ2u1N6iEXW1akqD7drSzjErKfLYQ3o69RjdaLOJ/Ltupg6WrvmSuqtWrcqXvL9y5UqJn9GLQxco\nqM9SivO5RfKMLMrOziYnJyeu7AYNGqiRoRKJRE3eoVatWtyiQOaDIAob40aerTqRAZ9P0dF5pXEK\nw6hRozg5GT6fT02bNtVI1iTT7x+KmzuRpB/DSS6Xq3nCXr58ucTPJjU1lZJ/n6z8Nt49Q0yWkFh5\nyb1bVYS9oR6f7h7aSqLTm0jgOYjEN/8uMu+mTZu4Nqynp0f29vYFyppIz7iT9NTUfL2Xx4wZwz0b\nTSUU0tLSuDzm5uZqUjYeHh7ctT///JPYrM/E+P+PFOc7U9fGZty1/NrCn3/+yV1v3ry5xoRw7gXx\npk2bquXr378/d+3GjRvEpt0m5mkXkj9oRsO7VubalvyL3/Ht2/9j77rDori+9jtb6Ci9KIhix95r\nLCF20VjQSKyxxmhiLLEbezdq7LGbGAtGsSQabLFjF1RURIoo0nvZNnO+PzYz7LKUBXbR/D7f55kH\ndubOvWf6ve895z1Pte6tiIiIQtvP/94ozJNbJpNp1amvsw7LskLEKKCWU9IXvBcpoD0Bwa+bOXOm\nVnn+XFpZMnRwiwvJImvSn4faUk6WcTxHWcUrkkXVJ2XKBiIiqlatWpHnujBoRqwCoJjI6ySLrEmq\nrHOGNrlM4O3buHGj1vr9+/dTs2bNytUWfiKnQYMGRm9rypQpNGDAgBLvx483SrOvvti9ezd5enpS\n165dBQ9pjuNo7NixJJFIaPPmzXTy5EnKkHtT0IOW1KhRI6pbty7VrFmT3NzcSCwWk1QqpTp16tCp\nU6fIxsaGvvjiC6028ssO8ZOT9+/fJ4ZhtCZys7Oz6YcffqBKlSqRh4cH9erVi5ycnGj16tUEFB9J\n9RElA//NMpYD4KFDhwjQjvY3FjiO03t8nqv8idLkDYnjMonloonj3o+0Lcdx/xky80NdPpLdH8bC\nkPpiFAmGYZoCuO/j44Pff/+90GRP8+bNw7Jly7BmzRpMnz692HrLCyEhIUKyCv54HR0dkZSUhIMH\nDxoluUZROHnyJD7//HMte/ikO69fvxYSMb4vdOrUCRUrVkS1atWwceNGAEBSUhLs7e1BRAgPDxcS\ndgGAfGtn9T+MGDCzBkwsgaxEgFUUWL/k8w0QV2pUpA2jR4/Gnj17YGVlhYiICDg5OanbksthYmJi\ngKMsHjdv3kS7du0A5F2nBg0a4MmTJ9i1axdGjx4tlJVdOQJpnVZYtuMAHl88jUN7d0JcxQuMJM9W\n5fMgMBYVIalSF6rop8jeNwemn42Aadt+UASdguzyQTCWNhBVsAf7OhQAYD39AESWFbHWpwnGNq8C\nRQVnOEzcgKSArTB5fg1ePwXibbo6gQd/Dz179gx16tQx6rnh72EPDw9ERUVptX///n00bdoUaWlp\nsLW1RX0HWwT69YF58zawGTZe63yWJXmjJlq3bo3bt29j27ZtmDBhAogIIpE6/65MJoOpqSkuXboE\nb29viMViqFQqAACnUODVmGlgJBKQXAGbnt4wr1sTVk0b4PX81TCp7AKXCYUnueLx9OlT1K9fH507\nd8alS5e0ji3/sfK/fX19cezYMXAcV6LzkPHoFbIeR+DdwUsAwwBEMKvqDK8tk3Fo2lVY7OIAACAA\nSURBVAp4hmZAKhLDdag34mLfQXHhMX61icOWowegUqkglUphY2Ojd8JWY8HZ2Rnx8fHv1YaPUOPx\nrBNIfRSDhqv7w6ahGwD1fWqo57M4jBw5EgcOHEDr1q0xYMAA9O3bFzVq1Ci0vIuLC+Li4rTW5bxJ\nBZsth4WHPTKexeHdmRCkBEVCnpgFqYMlWIUKHAhsRQlYhRKSJCVEGrmAFCIWEk4EEXSPWcEpwRHB\nTGyCZ7I3uJ37Eleyn0KmUiAxMVEo5+DgALFYDIlEAoVCe1uzZs1gZmYGU1NTSKVSmJqawsTEpMC/\nmouJVAqbt9mo+iAJb5SZiOpWDY0aNRLqePPmDYYNGya0M2nSJMyYMQMmJiaQSCSIiorSStC0ZMpU\n+MRl43JMBL6/cR5paWklTo594sQJ9O/fX/gtkUhgamqK/fv3Y8CAAUJisX79+uHMmTMAgL0/rUXX\nyGCwbT/FXZMKQvI+ADh//jwkEgnkcjmUSiXkcjkUCgUUCgXkcrmQHLuw3/7+/qjraIUxzdyx7kYE\nboQ8F5JC8Th16hSuXbuG1atXF3lf79y5E+PGjcOghm7Y7NcRJrJMiByrwKRFD5g07w6GKTqve2Rk\nJDw9PYXf/Hdo+fLlmDFjhvCbOBaKHV0hbjMeksaDhPKJiYlCfwcAwsPDUb169ULb27FjB8zMzDBi\nxAgAgEKhgKlpXmLJyMhIIRFwUFAQ2rRpg55NK+DAdzVg6+QGpu0GMBWqYdSoUdi3bx8AdeK5L7/8\nEjKZDObm5kJdZ86cQa9evQq15fbt22jdurXwHQaArKwsIak4oE7aZmNjI7TzzYQR+OlbJ4zqXRGw\naQ/GcyE4qSssLS0hl8u1joHvFwLAkCFDik2iyl/na9euCcnBwsLChGSD7u7uiI6OFsr169cPAQEB\nAIDLly+jU6dOhdbNn0se/v7+WLx4MUJCQoq0SRNXrlwR2sjIyIC1tTXkcrmQwPL48eN4+vQp5s+f\nDwCwqSBCwN5KaNbIBuYuayG27KZ3W6WBMnkhuKzTkFb6A50/G4GxY8di6NCheu9/584dtGrVCgDg\n5uaG6OhocOmbwGbsh4n7TTCisicFNwS++eYbbN26Fa6urrh8+TLmz5+PH374QUh27uLigsuXL6Nu\n3bpGt2Xfvn0YNWoUAJS4b1gauLm5ISgoCG5ubiXab8GCBViyZAlOnDghjGeNiRzVdyBSwEQ0GlJx\nc8yfPx8rVqzAHwEz0KnrEZiLN8BErJ3gV6VS4c6dO9i0aROOHj2KFi1a4N69e1AqlVrnValUonr1\n6oiJUSe/XLVqFczNzbFkyRIkJCQI5ZydndG+fXusXLkSNWvWxMCBAxEfH4+YmBhER0cjOTkZdnZ2\nRj8X/1/AXyNjPQc8lzF48GCtBOfGQuPGjREcHIybN29qfTvyg6O3yFR6//tLAQZ2sJQegpipWeg+\nhsaIESPg4+MDT09PNGvWDACaEZH+2aU/AkAef8rzIv9rePDgwX/j/tCHEUchMxMqlYoOHz4saJnh\nPXlKFweVSiXYtm7dOgoKCnrvXtR8+3379hU0EPv37//e7NFEpUqVaPlytQc2b6dmWF9+KK9vIfmJ\n7wSvbrn/1/m8vDuRbEf3vP939SYuu/CEQzz4tvmltJ5f69atKzastCCsXbtWy1u4IM9lHvLHV0nx\nUv18NGzYkJYu/JE4ReE6uKq0BMo6spIUz4KEdWxGMrE5maSIekxpS/pT2pL+xKbGU1JSEtlbmNDy\nbl6kSowhIqIZ3g0oeYEPPbiiDq/X1DwtD/BthYWpE4/evn1bp30XFxcCQI9WL6LYSUNJlaFOqKiI\njaG4ed9S+vHiveRKak9QkPp88tI7rVq10imTX0Mv8XCAIF/Caby73m3bT1GzlhXoxZb9+BlFTl9E\nyhR1hEPnzp0JAD15ovaO5XMXjBgxgoi030H57SktVNkyUiSlU8LpW2rN7tRMuvjZFPqpyQBKCHpK\nnIqlKRMnUcAnE+het1mUdP4+nTp1igDQDz+oQ+T4CJcbNwrWOzQWkpOTyc3NrVzb/IjCIUvMpKAv\nd9OFFivo0TR/ir/0nK52+5mifg0qfmcDICcnp0Q5FZydnYnjOEq+G0Uvt/xD13pvoQstVmgtN/pt\no7D1FyjjRcHvflbJkipXQbKEDEq8+pKiDgTRmxMPKfNlPKlyFfQ45DFVlFiStThPssNUYkIVKlSg\nkydPatXl6+srlNm0aZOQVAkAdejQga5cuUJ//vknHTlyhPbs2UNbt26l9evX0/Lly2nevHk0Y8YM\n+vbbb2nChAk0atQo+vLLL8nX15f6fd6PdnUfT/e6zaJtrfzI1sSCAJCdnR01aNCAGjduTA0aNKC6\ndeuSs7Oz1vfSxcWFqlSpQm5ublSpUiWysbEhS4mUTvYYROd6DyFLiVTHE17fxcnJqUDPdUCd18PJ\nyYlcXFzI1dVVkEXb1KUdBX81gBxsKgpl7ezsyMvLSziWZs2aUcuWLaldu3bUsWNH8vb2pq5du1Kv\nXr2oX79+5OvrS35+fjRy5EiaMGECffvttzRjxgxq2bKlUKebmxtVqFCBfv31V61rxEujAaDDhw8X\neE/MmzePXK3N6PcvWqilxY6sIFVCybzeibSlTDSXrl27asmayA99RYpLeVJZmp7HrVu31suDmi9f\nvXp1rfLjxo0Ttu3bt09Yn/Pqb1IcaUonZ1UnOyux1vewQYMGwj7W1tZatuuTJyUhIUEo365dO61t\nn376qbCNj5TjUq+RLKgDpQbWoK96VyQLCwstb3TNJJKaiz4SKkR5CasB0IIFC4T1RXlyHzhwQFg/\na9YsnTo5jtM6Fj75Z3p6OlWqVEkvuzSRv59JpC2hA4DEYtDahTUpJ7IZyaKba2lpGxMcm0Gy121J\nET+Zxo4dQ1OmTNF73xkzZgj2856THMeRLKYzKRLnGMvkEkNT9z0zM5OcnJxo5MiRZGtrS8eOHaMn\nT56QlZVVuSSo1EziyiehNyZYliVHR8dS7ctHFZUmoWpJwXEsZSqGU5q8GqXJq1GOcinJVUfp3IXR\n9CbJg24HVyZzcxGZmKi/z66urtSyZUtavny5IOkYGBhIHh4eOt7amuD7x/xiYWFBNWrUIBMTEzI3\nNycXFxet8rVq1RLeUWKxuMA64+LitPI9fYR+MLaECVGet7VmMlpjQjNvS3FQsaEkU20jBfsXpcmr\nkUxlPHnbzMxMnWeC5/H+K567H+pSGH/6v4L/yv1RpoulUCho9+7dFBISIoTkWVpaGugUGhb5w2qB\nPPmF9wGWZXXs+RCStfAJN3iNz/y6zIVBSES5vasWyc2+vkeyX/1ItqsPyfYPztPvvrBCr+Qfmuen\ntNiwYUOpz23t2rXVJIdGgqjiXlrJyck0qYMXRZ5Vk7mKl/cFkpqHPPiyWsZkpZ+WbbxOd/apzZR7\n6yRln9xEVyZ1paQFvdVh1Of3U1rEM3r1Qzfa+nljYT9+IH/9+vVSHWdJsW3bNuF88Hp1ACgmRn2c\nfKKuytaW9G7GOIqdNJQUseptGX8dp9hJQyn1wHYtcrks0EzMppkshteh3bBhAwGgTz75RGfftH9u\nCmS3KitP+zfjljrUP+e5dhI8eVwChX35DYX5TaSsR2pyO/89yg8E+CR0O3bsICAv+ztPMpuampb5\n2N/s+5se+i6mlwv20T/e31Ml84rCNlNTU7I1saDQyZvofu95tLXHWLKUmAqTFLtWbaC+lRvS5k2b\nymxHfkKhKPz555/UvHnzMrf5EWptS01N6dKCU7EUFxhK/3ivFwjj6323kkpWejkIQ4DjOMqKTCJV\nroJSHrymkDkBtLXhZMHOy53W0dPFZyjhahilBb+ht6eDKfXha+LYsn9P+fe/5sIwjEByaQ4Q+ORr\nmsvdu3eLqL1osHIFvVp6UJio4ifQ+IG1mZkZLV++XMsGlUpFXbp00SrHTyIoZTLa29mHHviOoTo2\n9mXub2hKmWguBcmaJF2/TLGThtKgOp5Cufw642VBdHS0oO8ukUhIJBJRhQoVqFOnToK0C8dxWskV\nAWjZ+OWQL2hS2+r0Zk5PSl09lBShN0ttj6aUiTZpqZY1uX79OnGKHJLt+ZyU17eQSqUid3d3oVxA\nQIDebeXXwNZMfKp5T3bs2JG4uCBiT7Qn9uY06vd5H2HbqVOniEitQ5t/0iS/rENxSE9P19o/PT1d\n2LZ79241kW4honuHP1Nrc+/wpp3bVmvtoyml0rp1a2F9hw4dSnzfasq7Va1aVWt/zVwBly9fFtZr\nko6urq7CPg8fPtSyM7+sR2mluXr27Klzr/DL2hXjSB73Dcki65AiaRFxytIlti0IfBtF5TxQZZ4g\nWWRNenarBw0Z5F1snQqFQuveDw0NFbax8pdqCZPsfwxif1mhSai9ePGC+vfvL0i8BQcHk5ubGzk7\nO9OmTZt05HQMDYVCUeC9WBaEh4cXmQg5KCiI6tSpU6q6jU1E5gfHySlbOYeSczwF0jtNXo2yFVMp\nLS2WIiIi6Pbt2+Tv70/r1q2jQYMGkYuLC0kkEvrtt9+EeoqbVJfL5YKjDj9muHbtGrVt25Y6dOig\nVdbc3Fzo2xfmjMWyLG3YsKHsJ+D/GXgJEz7nkbFQ3vexPu/c/MhSDKMMuTexXEzxhUuIxMRE6tOn\nD0VGRha4/b9CZn6oy0ey+8NYDHax2rVrRwDo5s2btGHDBiEx04cEnoADQFWqVHnf5mjphvPeIe8b\n9+7dI4lEouVdU6dOHQKKTpSiCFyiJrJPzyTVm4d5pPbfi/PIbw2yW7alE6menCy0Ph6hoaEFDuLK\nE5pEd0HJORXhD0j+QE02sRnJxGan0+HDh6mKuxuxLEuq2FekjHlOWYeXUcb27ynLfzWlLfUV9LcV\nYWpCRPE8iNKWqdenbxijlZzyp94NKWF+b0rfPZP+/roL3Z/8Kf198g8iIsrIyCj3DzYR0Zo1a7QG\nZZ6ensI2YaAT4E8JK+bQu5kTKHb2N8Tm5pA8+hUlrJyn1vFePZ84hdwg9pw9e1bLHmtra2JZVmti\nidfIT0lJESYGWJmcUs6cp/Trt7XqywmLUJPdYRHEsSwlHjxOrxesoZdffS+Q42mXrhdIXOe/HjxB\nxnvHzZ49mwDQ3r17y3zcURuPC/rcHRxraLXL26HMyKaY3WfpXrdZ9HUNNeGf+TRK2O/dPfWAtCwE\nWP5jbtKkCc2ePbvAsosWLSJfX99St/URebh9+3aJNZeLgiwxk+IvPqP0Z+/oQosVFDRkFyXfjTJY\n/fpCmSmj3HdpFDLrhJbH9s2BO+hHr2EUses6Jd+ONOok8eLFi3WSZGqSug0bNhQmjjQn3DTfNaUB\np1LR6+2n6V7POZR8Re3FyXEc1a9fX4tIYhiGPDw86NQp7QSjmh5EgFpXdXbTdvRk8Hga1LJt2U7K\nvzh+/HihBJ1EIiFLS0s6duwYKePfUfSUUfR7nzxvWGNE/w0fPlznWpmZmZGVlRVt2LCBNm3aRF5e\nXtSzZ09ysLcniYghLydrmtOnLW3z60j3J39KKT/6UPqprcTlZpbJFs2+ZkH3jUgkoqvrR5Nse1cK\nvX2pUHK4JBgwYIBQxx9//CGs53W8x3VxIOXRpiS/NJ44pXoC4NixY8I+Q4YMoZCQkEJJ55Kibdu2\nQj23bt0S1sc8OUrh/tUoNbAGfT3QlSL/JamIiMaOHSvso5m4FIBONEVJoK8nt+b3Kn+yWT56C9BO\ngq2JsuShyH+fXLt2jZTJy0kWWZNkUU2NonGtOZlXVD4BZdpeyomoRxf9axb5vtXUU5dIJDrvQGXq\nzySLakwca3xvYH3A27pq1SpiWZbs7Oy0SKh69epRr169ytWWGTNmGKS+2bNnk4ODAzk5OVGnTp0K\nfOcOHjyYpk+fXqr6y2vMwXG5xHEccZyKFMpn5N3VnI7/6SKQ3ecvTyhy/3Xr1pFIJKJJkybRmzdv\n9G73xIkTWs9j06ZNadiwYcJ23oEuOTn5g3BU+18Df96NfW7Le+x88OBBAqCjHV8UVFwYpcvbUprc\ni+Sqo6VuW6VSCdHP+uK/QmZ+qMtHsvvDWAx2sTRfGC9fviyTR5MxoRmmxHuhvk88e/ZMsIf3pn6f\nWL58uU6olkKhILGIocHNnSgns+CBmPLWTl3pknyL3H+ClqyJ4k/9Qhk1B2TvQyJHM7FEy5Ytdbaz\nWanEpqtDk3lymlMpqHfv3uTn5yeUy73qr0Vg80v6erUnSc6fO/LWbRhDmbtnkuJ5ECle3qcfhvSi\ntIV9aHu/JvRyRjea3am2UC8/qNQc4JYXFi1aJJwbPlzw5s2bWu+D7PtBtKxbR4qdNJTkr15Qwsq5\n9G7mBMo4c4xiJw2l3McPDGbP0aNHhbYdHByIiGjIkCEEaCd80qeDk379NoX5TSQ2N5cSfz8hENya\ny8sR39H8mbO0iGs+yqV27bxrlL89Q97P8sQ0itrwB0WfuEIAtJIpabYbvuQ3gdx+tfKw8P8176mk\nzFAP8GIPXaaciNJNKhV2jAXhiy++ELzcP+LDRcicALrQYgVd+mQtyRJ0k+RwLEeKjFzKfJVISTdf\nUfrTWFKkFi93oFMPx1FmeALFnX9GcYGhdH/i73SxzSqB4I46EERvjj+klHtRlJKUTJUrVzbE4RWL\nFy9eFEpaAmpPXXNzc61EkKtWrSpTm/LENHr23Ra61302vTvyj9Y2PqFSfvIUAHXp0oWeP3+uVf7M\nmTNCudv9R9HOwSPLZJsmcnJyyNzcvNBzw0/w7ezRge6P7E/WJlI6dEj/hL8lRf7EhZo2eFV2pLWD\nO9HLn6fS81l9KOVHH0pd2JfSFvah5AU+9HRqF9rStzHJXj8vviE90ahRoyLvnSc/tqSNg2sKv7//\n/vsyt6k5AaEpi8fF3SKlfzPa+JU7iUSgS5cuCdtiY2N1bDMzM6P169eX2Z6tW7cKdS5cuJC4uGPE\n3qhNypDh5FlZKmzTTNTMJwflF09PT4N51Wp6cv/zT96zFRYWJqzX9OQm0pZ2AYqOSHBxcSG5vHST\n9yzL0tq1ayk9PZ04jiNlyk8ki6xJytQtxLElf6fqi82bNwvH1qZNm0LJJWXmOZJF1iQ2t+D+Gp+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ZUrVwrXib9vlk8ZRrk7epD88GjilIa/LlzkKWL/aEnsxeHEpT7X0jK3trbWSbxWnCdkdnY2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\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3y8hznRq0/g8Zs30j9UGBDA0Nob1CwX6fNGfI5JGMWDojzXZtZYc1pNaWITaO7cpWYoey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\nMbB3Ko5ycyYgX+mSWa77r7/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7Qea4ADKzoulTJidgyAHw7RLIai+DzParwhYn20hISEDd\nunUxZ84cTJs2LUvxDVytWVnvZASFQoGlP32CX/9bApbVfCCTl8xVfh8CSMLLywvbtm3Drl27Mow7\ndOhQfP/992jVqpW0JsnpuJqfUCgUcHBwwL179yRu8dTIKz8mRRFv376Fg4Oeh9rAr3337l0EBgZC\nEASUK1cOjRs3xhdffIH+/fsb+dj6J2HXrl0YM2YMihUrhtWrV2P06NEoWbIkzp07hz59+uDy5cvS\nmkkQBLRo0QKvXr2CfeViqFVHxIyZvdCizU2olSNRu/paNGzYEJGRkdBqtShdujSePHkCc3Nz6HQ6\nAAXzLZCU1px79+7FyJEj87U8Uzhy5AgGDx4MAFi1ahVmzZpV4DKYQqNGjfD48WOYmZlJ76SwMXjw\nYBw5cgTNmjXDvXv3ClucNPhgOJmLKP7l7C4iyIpGHAW4M9G+fXtppyu7xxXzG+Hh4bmyTk0NURlC\n4WRnCtcmUhSyz3G1ceNGAmCJEiVyLUtuoVQqpbqpW7duvpSRkJDAH374weS91EeocsJ5RpKqzZ2p\ne6i3ghMTFRRj9Uex3r9/z169emXJS3ZSUpKRBcy7d+9yJEteYd26dZIsU6ZMKVRZ1q5da2SJn5Pd\n7A0bNrBbt27S7/jdc6lY1I9xGyboj+v/fWw/du13VCwdRMXSQYxdNdJkWX379pXkMcXdlx5iYmJ4\n+PBhTpkyhZ9//rmRJbijoyNHjRrFrVu30t/fP8N8RFHkkCFDJBlkAANX/8KwBT8wavtvf1t5j2bo\nz9MYtmgmE+/doiboHXWxMRQ1eXs0ODX3Zv369RkfH5+rPG1tbaX/dTodN2zYYNJKrFixYtyxY0ea\nY7Dq0HCq3r5jxIHjekvuv3mtfYdOopCYRFVIGH1HTJHCDDyMABi+7yhDNu1OY6FloBwycFYajn6e\nPXs228+X9CaAb6bO56uRU6lT5p4DMzWExCT6jnBiUAoaF01YBOPu+PD98g18NWYG30z5Kdfl6BKU\nVAW8pyY8konPfBm49De+/v6/fDt9AQMXr+W7haupDg3Xy5SURCExefwTRZGh2w/ordsf5J/vjVGj\nRvHHH3/Ml7yFxEQqXPYzeNq3DJ4yglF/rKYmqHD77ZxAVCcx8ew2Khb1Z/yO/1Ib5FvYIkkQ1UqK\nWtN9lubiUqq29zay1jZKG/WYgtciqv5oT9WuAXrKkojX+SLniMH9GfFnRwrnB1LU5X6eV5QgCmoK\n93tReDG1yFqSZQVhYWGsUKECDx06qAbD3gAAIABJREFUlKX4hjEgu5zfKSEK8dTGbGLE4zoMf9bh\ng66/vIC3t7cRPYCpqyjy0QqCQAcHB5NUOSmRet7wocPf358bNmzgwIEDWb16den5HB0dOXHiRLq6\nuubJuvZDglarZYkSJVi3bl2WLVuWZmZmtLGxoUwmY+3atXnjxg0KgsD9+/ezatWqtLa25po1a7hv\n3z4OHjyY1apVY3TcGirUNTlhUksKgkClUsmSJUty3bp1kuX4jBkzCIDz5s3Lsmw//PCDke+C7CAy\nMlJ6v+mdkslvPH/+PMunrgsSpUuXJgA6ODgUtigSDPXk7Oxc2KKkwYdiuVtUr4LUnxYGPpT2USRf\n1rZt26SPf+7cuQVSZlaxfv16AqClpWWe5CeG3aVwrCWFB6tzlN5QT/v3788TeXKDU6dOSfIsXLgw\nz/MPCQmhm5tbhnHGjx8vyXDz5s1sl6E+NIaa03qFivrwWKo2dcxwUTN37lzu2rXL5L1vv/22yAxi\nKSceQOE66ggKCsoVdcbAgQONjjEb3o8u9C01r+9TEHQUYpKpFBLP76Ji+TdSPEEZS81TT4m/9tKl\nS5IsZcqUyZVzFQMdyqxZs/jFF1+wevXqtLW1pa2tLT/55BMOHDiQ//vf/9LwG8bExBhRijRo0EBa\neETv3JBMb5Lq0obnbFMnI1y9etXo/XTu3DlHnJtardZI2Z0a3t7ebNu2rclF8jfffGO0SZRSoeo7\ndBIjDuhpSkK27GXQmq1SeNSJ8+xXoy4/s7WXwjq3bkMAfP/+PcnkDZdNmzaRTHYy+/nnn2fr+YQk\nFV+N/oGvx85kwqP8OdYrqNR8M+UnBq3dyugzl5LbeoKSyicv+GbqT/QdOonKJy9ylL8oCAz+fadU\nV4brzeR5jDxykuH7jkr3o06ep6jV8dWoafrNBp2OOmUiYz299OmGTaagzr+j/V999VWGx85zikQf\nL4bOm8yQGd8x3u0EdXGKPC+jICBqNYz74wcqfh1I1U3XQuHnNpJH0FEIfkztzW3UnP5Rz9u9f2ja\neAmRRpvM6eanU1N9ajZVmzpSc/6XfFM23lzfkQmHWlGMz1tn1oUNUelL4UY9PVd32F+FLU6u8fr1\n6yz7rTHw544ePTrH5WlCx1H1tg7djnzOUSO/zHE+/2Tcu3ePEyZMoFwuzxPKx/zAkCFD2L9//wzj\nJCYmEgA/++yzApIq76BWq3nhwgXOmDGD7dq1o729PW1tbVm9enX26NFDonoDwBs3bhS2uIWOTp06\nsWrVqhRFkd7e3lywYAF37dolcZNbWFiwePHiHD16NKOjo6V0gYGBlMlk3LFjIxXqmkzQJOsqZs6c\nyUqVKjEqKop79+6lKIo8f/483d3d+eDBgyzJ5ebmlivea09PT+k954Uz0pwgtX+gouBYPaVBTKdO\nnQpbHJJ6h6a5NdTLL3woysyiev2r7C4aV5F9WS9evJA+/o8++qjAHV+0aNGCFhYWJu8Z5Nq2LW8c\n1IivDlJwaU7xvbvJ+waHIqYQFxcnyZPTXeC8RLNmzfQWqjKZxEVc0Dhw4IBUJ9l1eqq9f1C/KD8y\nQXKqpb2+gUI6igNBEBgTY8yb++jRI27evJlqtZr3XNbx+IRPaS6XsXPnzjl+pryAt7c3ZTKZVDeF\n3fl+9dVXkizZ4eCsV6+eSa7B9KB5eZeKRf2o8fUmSSZd2qd3ZLlzDsVEveVyypMJAOjt7Z29h8kE\nWq2W169f5y+//ML+/fuzfv36khK8Zs2a7NKlC2fMmCE5nzVcM2fOpDY0mMHTv0uj6A6dPzVTjufc\nwMXFxUiW4cOHZ6sf9vHxYb169bIUNyEhgT///LNJxbednR2PHj1KnUrF2Gu3KaiMFe8hm3brla0j\np6RR2voOnUS37buluiT1E/CS5hZs4lBbyiMnVlyJL17Td+gkJr7IHwvTlHi/ciN9h06iJjySO3bs\nkMLf/rCAb2csoi4uZxb4mvBI+g6dxFffTWfiSz/G3bhL5TPfNO3qzbSf6Tt0Et9OX0D/eSuouHpT\nHzZqGt/MWMiQbc75btndtWtXbt26NU/yEgWBmvcBjNm7hcFOwxm1bR110dn301BUIIoiE09voWLx\nV4VuzS2KIrU3t1K1tYd+DN01gKrdX+uV1GfSWrZpr2+gamsPiqrM27Ao6PKElzvd/ENvUXBpzr1L\nh+VbGYUBUaug8Gy8Xtn9dCxFofA2u7OClH1cRshoMzU1cmupq4v9k6q3ddilvS1jY2MzT/Avihzi\n4+NZrly5TDfvr1+/TgCcNm1aAUmWM7x48YKrV6/mgAEDWKdOHdrY2NDOzo5NmzblmDFj6OzsbLQ+\nMSjxi4qBVEHj4cOHaSydZ8+ezZIlS3L8+PHs1asXS5YsSUtLS7Zq1YqzZ8+mp6dnuu3FYMG96rfy\nVKjrUifqDXdiYmIol8vp5eVlFN/gwD31mjG/sHTp0kI/oSCKIqtVqybJERwcXGiyGCAIgiTPyJEj\nC1sckqSrq2uhvytT+FCUmUX1+lfZXTSuIktCWa9ePajVagBAdHQ0zMzMEBwcXCBlT58+HXfv3k2X\nWyshIQEA8P333yMmJib3BdYaDNh3Ar0XgnH+RrceP35sxOubGqVLl8aOHTsAwIi3Oq9AEkqlMsvx\nvb29pXS//fYbPD0981ymzDB06FA8fvwYADBlyhR89VXWeSllVmX1/0S8kMKEp6egc51m6LiMIJfL\nUbZsWaOwatWqoUqVKjA3N8cnusfo9Wl5NK9eGleuXIFMJkNsbGwOnir3aN68OZycnFCjRg3p9/z5\n8wtFFgA4duyY1D4WLVoEmUyWpbYWHR2dLe4r8zrNYVazEZJOboCYGAft63uQlf4IYkQglEdXgpok\nlChRAiQxd+5cAICjoyMmTZqUswczJYO5Odq1a4cFCxbA1dUVz58/R1hYGMLCwnDx4kUMGjQIMTEx\ncHFxgb29vfQtr1mzBhYV7TE/RkB8vU+B4laAmTmsB30LUa1C9JZVUhlMwYedF/j6669BUuJIdnZ2\nhpmZGebMmWPyW0gNLy8vVK1aNUtllSxZEosXL5YGpitXrqBhw4YAgLCwMAwaNAjmxYujTPtWmPzD\nNERGRkppbccOg82Yb1DSsTEAQHCoZpT3I+97aG5TEZ/c98WrnQeg9XoAtz5DcaRVN6hev82SfKag\nfPgUZtalUbyOac7PjBAbGwuZTIYxY8ZkKX6lqWNRa896WNiUx/37ybRocqviMCtTGmals9f3e3p6\nolGjRoiIi4W8hBXMy5WFVV0HlG7jiBIN6qThp64y/weU69MV1Oqg8X+H8G3OEGLjAI0WutAIxF+9\nCQAw/6hctuTIDpRKJT766KMcp9dFhCHhwklEbViBsNnjEbniJ6ifP0KZYeNQbuw0mJUrn4fSFhxI\nQnVpLzTe52DVazzM7etknigvy0+IgObYZIghTwAAYsBtCD4HYfbpl7AY8DsshzkD5paQ2dSFeZef\nktNpk6C7fxDC479g1nw4ZMUyb8MyuRlkJXLeBjJ8DlEHPlgFv9gy8PS3ypcyCgsM3AzEXAXsR0P+\n8XbI5MUKW6QMkbKPywhWVlZ48uRJluJ+/PHHAICHDx9mW57o6GiMdjoNlZrY9vtgI/9C/+LDgE6n\nQ7du3dCvXz9YWlpmGPf27dsAgNatWxeEaJkiMjISzs7OGDt2LBwdHVGpUiXY2tqiV69euHr1Klq2\nbAkXFxeEhoYiNDQU9+/fx44dOzBs2DBpfSKKIkqUKAEAmDt3LoYPH16Yj5TviI+PTzNPvXTpEpKS\nkozCxowZg4oVK+LOnTtQq9VYt24d4uPjcevWLaxcuRJt27ZNt72UKVMGSUlJ+HlONEShDDTCPgBA\n2bJl0bBhQ2zbts0o/ubNmwEAc+bMyavHzBDz5s1D48b6eXHbtm0LpMzUkMlkCAgIwJQpUwDofVl5\neHgUiiwGyOVyaDQaAMC+ffukdV9hon///vjiiy8AAF27di1kaf7Fv/hnocg4qMwII0eOxP79esds\nf/31F7788st8K8vNzQ09e/YEAGg0GlhYWJiMl9IBQ1bqMDNQqwTdRwGCGrIO2yArUREqlQpWVvpF\n1927d+Ho6JhueoNifvv27Rkqx7OLnDhpefbsmaSoGjduXJoBv6AQGxtrpIgWBCFTZ5Fi0ANoT0wH\nAMgqfgKGJi+kLMedBVRxYFwwZPaNIZMl5yW88YTwwg0W3X6GzDx5Iak9Mw9iwC2YNRqIuiPXoLQm\nHLO6VUOVoevRqUs3qNVqWFpaFpgDH4PTyvHjx2PevHkA9IrYxMTEdNt6fkOr1cLGxkbaBMjIAaxG\no0HVqlURFhaWrTLEuCgk/DENMLcA46Nh9eU0yK0rQHloKSCKkJevDHlJa8CyOEKqtECddt2ktLGx\nsYWyuE1KSkKPHj1w7do1KayKrS3Wft4U7SrZSGFnGndAB8fmKLVzLawHfYuS7fPHGd2iRYvwyy+/\nSL/Xr1+foYOwyZMnAwA2bdqUq3JjYmLwyy+/4Lfffktzr06dOti4cSO6desGiiJUfgGwqlMTTp86\nYlqjzwAALn7P0a9GXViaJTtN1IkiRBJBynj0PXsYGlGQ7tWuXRt16tSR/hr+r1GjBszNzRG2808k\n3LwHs3LWkFtaotqyrE2Uly5digkTJqB8eb1S1fDNOzs759ihr8LNHRH7XWA7bhiSnvlC5ReAj77q\nidJtWpjsUxKfvkTSi9d4edcbMl9/VLAqAcjlsJswAtZtW2apTKXPE8TfuY/idWpC8y4Iutg4mJct\ng9KfNYNVg9wrWkm9g6WxY8di+/btUniTJk3w+++/o3379tnKT0xKROyRvVDduwWZhSUs6zaApUM9\nWFSrCUuHOpBZZKz4KMqgKEB1bjs03udQvPtYFGuVO8fZOZJBpwZEARA0kFmVhfD8LHTuq2A57hxk\nFsWh894H4Z4zLIfshqxMZQCAGPMOOrcFYGwQ5PV7pnFIWRhgwGnQexG2vGyHW8/0yqV/AqiLBx/0\nA0p9Ann9DYUtTp5ixowZCAsLw4EDBzKN6+fnh9q1a6NixYoICQnJUv4vX77ExIkT8fDhQ2xc2Qpf\ndXkFC7vdkFsVjuLoX+QMDx48QM+ePdG1a1fs2bPH5DrAx8cHO3fuxI4dOyRDK39/f1SvXr3A5ExM\nTMSlS5dw9epV3Lt3D35+ftBoNLC0tEStWrXQvHlzdOnSBZ07d5YcgGYVhvlAr169cObMmfwQv8jA\n29sbq1atws6dO/PFCMyAxo0bo2XLljhw4AAePR8EO/swlLZwAwB06NABdnZ2OHLkiBRfFEWY/T0P\nLUjHrYZyVq9ejZkzZxZImabg4uKCQYMGAQBWrFhRYEr/9KBUKqX2sXbtWkyfPr1Q5QGS39WJEyfQ\nr1+/QpbmA3JAWERR2PrT/MaH0j4+CGU3oP/wDUru4cOHS8rvvERISAjs7e0BZG2SU6VKFQQFBWHB\nggVGSqCcgomhoMf3gNwcsjbrIbfWl//rr7/ip59+yjBtYmIiSpbUe4aPi4uTvM/nBkuWLMGCBQvQ\nrl07XL9+PVtpp06dig0bNsDa2jpPLJmfPXsGuVyO+vXrZysdSVhbW0vW+FFRUelaBzIpFlr3VZDb\n1gPMLCGv2hzaI+NMxjVrPR7mTYcAAERFILR/jgSKlYbFf3ZAXtpWHx7xCtqj3wMAZOUdgNIVkeR/\nD8WhxuOgBLglfYr6bXrh7NmzmXq5z0u8fPkSrVu3xsuXL2FrayuFP3nyRNqkKAz88ccfmDhxIgCg\nRYsWuHPnTprJ4NmzZ/Hzzz/nyGu1EOKHxJMbIYa+QYn//AiLBq0hRARC+/wWGBsJMTEWYlQwxNgI\nlJq6FfUaN4efnx+A/N9kywgKhQLVqlVDfHw8AGD0562xtHEt6f5cv3DMrFwG5SwtIZCY6fUMMWU+\nQsOGDeHo6IiOHTuiWrVq6WWfLZDEhAkTjDawDh48iCFDhqSJ261bN3z99dcYP358npRtKP/UqVNw\ncnJCYGBgmvuzZ8/G/PnzUapkSSgfPUfI6i0ACa0M2FfeAnYRsaicqEEVuSXm3r6CrR16wUwux4PI\nUEQmJcKhTDmceOuLLU/Tb19Hu32NxhXsAAB7Xz7C0nv60wmmFOQNGjRA9erVjRY5Wq0W5ubmiIiI\nkL6/p0+fSpaH2YGo0SDktx1IfPAU8pIlYFnRFio/fxRzqIZyfbrCqq4DzMqWgUwmQ9TRU4h2dYOZ\ndSkkCQL23r2JZzER6DDkP/jviqXZLju3ICl93yqVCsWKFZN+G/6uXLkSs2fPBgDUrVsXJ06cQIMG\nDbJVRswfq6F5+xql+w1GiZbtIMvEqq8ogqIAaNUQQvwQG/AKpayKgSoltE89IUYEwqr3BFg2717Y\nYkJ8dxcUddCdnQeL/2yHvEJtaA4Mh6xyE1h0nKWPE/IY2pMzIStlC/OeSyH/KO+USc7OztDpdBg1\nalS20lFQgRcHA6UdsPpGJdy+fRvHjx/PM7kKE4y+Ar6YBFmj45CVyn4fU5QRHR2NWrVqISAgIEsb\n0oZ+JSuKpilTpuDPP//ErFmzMHv6V9CF9oW89FBYlF+UF6JDq9VCFEUUK1Y0rOwNdVJQCrjMIIpi\npsYpWYGzszOmTp2KPXv2oF+/fiCJ69evY8eOHRmuI8uVK4fo6Ohcl28KGo0GHh4euHLlCu7evYtX\nr15BpVJBLpejSpUqaNKkCT7//HP06tULFSpUyHV5LVu2xN27d/P1mQoLS5YsgaWlpaQ4FUURAPKk\n7WSGoUOHws/PD76+vnA+9B+063QJpSwuw0xWAz179kSdemqsXbsBZrKPpe+qf//+OHnyJDw9PTO1\ntn7+/DlI5mhumBIJCQmSTuDOnTto2TJrhg35gZcvX0rr+I4dO8Ld3b3QZAH0OgHDN5Ybw5O8QlhY\nGCpWrAhAP76VK5d/pyWzgg9FmVlUURT0p/mJD6Z9ZIXrBEWEcyY4OFjiNHr58mWe5p2Sw+no0aNZ\nSqPVavOcY0mMD6TgNoDRzi3Yul5J1qhRI8tpDVzVeeHEKyW3m06XfUdX58+fl9Ln1JGUgf+bJFev\nXp0tnubUGDZsGAHw66+/TjeO7rmbnlfUfRVJUgh9KvF2m7qEoIcURZFq52HJ/N43/6Du9VUKIemk\ndZ0p/R+xph0DH7hL5YuiQN2Tk1SE+LNPr170uXzcpJzxsQqGhYbmygHZvHnz2KJFC5KUHNaYmZnl\nOL+8QlhYmNRujhw5kub+1KlTOW7cuBznL2rVVN0+SVFjmrNUFxZAxaJ+VN3Q1/2ePXskeQrab0Bq\npODG4mdVKlIXHcVgp+FUHNnL8F9nM2r7OgZPGcFgp+Hc+8cW/j5xDDt06GDkJNPBwYGdO3fmpEmT\nuGvXLr5+nTO+aa1Wy969e2fI/16/fn3ev38/t4+dIYKCgowcwQJgnTp1pPsJPk/4bsH/qLjiaZTO\nwEkd6XKar8fMYNCaP/hm2s/0n/MrfUdMYURYGG/dusX9+/dzwYIFHDp0KFu0aMFy5cpxaJ2GEh94\n+eJWJnnGU14XL14kaew814CUToTi43PGuy2KItVBIRJvt/LpS75btFqS8dX3s3hj8Dj6Dp3E7z9u\nSkEQ6ObmJpUrk8kkGfMbOp2Oy5cvl8peuXIlSbJhw4YcNmyY9I0pFAopjouLC0myatWqjIrKGl+z\nThHDxLs3GbVpJYOdhjPpSfpOobZs2SKV9fTp01w+Ye4giiIPbdvA0Y7VuWtMTyYc+IVxmyZT8cuX\nVCzqJ12RC/pQsWIo4/fMy1eO7sDAQKlu3N3dje7pXntQfcyJYqKef1QaLzd3pmpTR+qen6P2+kb9\nuOi1h0LwI2ouLqVqc2d9Om32eaNfvXqV4ZzLcG/evLTc4OlBFEUK95dTON6KYpw/N2/ezO7du2ea\nLi4ujh9//DEBcN26dVkuL7+Qcs6WkhNWDHPVO6XU5qx/ySlSjlf5iYkTJ2Y4ryP141XDhg0leX7/\n/fcM4zdv3pzt27enUqkkSeoS3Kh6W4eiLkKKExsby0ePHvHUqVPcsGEDZ82axUGDBrFly5a0s7PL\ndFwoiLrJKkJDQwmAzZs3L2xRSJIHDx4kAPr7++cqH39/f5YqVYrdunXL9D0MGzaM7u7uJud5gwYN\nYvHixbNUplqt5u3bt7ls2TK6u7vTzc2Ns2fPZpcuXaS5WMWKFdm0aVOOGDGCW7duZUBAQJafKaWD\nvUuXLmUaf+LEiblei2WEadOmSflfu3Ytz/M3ICYmhnPnzk3DuZ3aoXzq9zpo0CBeunQpX+bvGzdu\nJABaWVkxMvI9Y9WOjNcMoyCG8+uBH1OhrkmFuiaf+jWhVtDPQR8/fkwAbNeuXab5e3l5cc2aNXki\n66NHjwiAdevWzZP8coOEhIQM1w4FjXfv3hWp/tjgUHnu3LmZR85nfCiczEX1Kir60/zCh9I+PriX\nJQgC3d3d83zQLlmyZI6cFQQFBfHkyZN5Kovrkb30WFKPSQebUnh1mKKY9UH66dOn0gQ9N6hatSoB\nZNlRUGp06dKFHTp0yLLn6dSIiorK88HnxYsXGTrHUO0fql+kv9V7KNfe+zONstpjVlOj3+rjU/V/\nr22gau/g5HtbvkhWike8opikoPbWtuR0Hr8xasdgqg4Ml8oTgh5I9xM2d2Pcb+0pBNyR5NuzZw9d\njxxg5NrPmfB7B6o2ddQryP1vU/vAhdprv1NUJ+gX75F+1L3xpObiUoqK91IeojqBwjtviqLIunXr\nctOmTSTJt2/f0te3cB2bpcT169dNOlxt1aoVDx8+nG/lSo7eFvVjwr6fqQsLYHh4eJHo+wxwdXWV\nvqvYYwf0yryHeoeaBueVSU8eMPK3ZVS9NFbevX79mjt27OCkSZPYqVMnOjg4SIrwatWqsU2bNhw1\nahTXrVvH27dvp1lIpIZSqeSqVatM9sd2dnaZps9LCILA/fv3p2nHolaboQNHUZu8aRRx+CR9hztR\nq4ijKuA93/2yhvHeD6X70acvSkpk/9lLjPLx9/dnREQE79y5Q2dnZ6n/OnbsmBSnfPnyBMC+fftK\nYWvWrMnyYlSn02V57Lt4xIVfVK5Bp08c+WPTNuxe1YELFiwgSV67dk0qUy6Xs3z58gwJCTEqBwCv\nXr2apbIyw59//mlSwfDmjd6h0yeffEIAnDVrlpTG399fiufl5cWKFStKC1alUslDhw6lKUf96gUj\n1y2RvoPwFT8x6UHaTVKdTmekBADAZs2amaxbjUaTp5vroqCjoAinNuAp1Y+uUnXTlUnufzLi2G98\nMr0rFYv6MWpBX4Yu+Q8TDixmnOsGxt84QfWDK9SF+fPHObNNKjXzEjExMbS3tzeqn8TERKM46gMj\npbFO9/AYdY9PpN3c3dHH+PeegdQ9Ok5Rk5RtmZycnCRZRowYQZK8ceMGBw8eLMVJuUmycOHCLOUr\nvjmudxDup/9OnZ2d2b59+3TjJyYmsnXr1kZ1U9hj5+nTpyVZrK2tSZJi8F4Kd1pT8On3t7K74Jwq\npnSMlpli2RREUcyykcWTJ0+MNjhTI2XdpLyCg4N569YtHjx4kCtWrODEiRPZs2dPaQMDAD+ua0lP\n16r0u1WTvp41sqzAzuyqVKkSW7VqxT/++CPbdZMfMMh14sSJwhaFZLI8SUnZ7ycMEASBZcuWTVP3\nZmZmHD9+PO/evZvlsTSjtYggCBwwYADt7Oxoa2tLOzs7fvzxx7S2tmbJkiXZtGlTjhw5kn/88Ueu\nlfcGGIx3DFdQUJDJeJs2bZLiZOaUM6eIjIxMU8fbtm3LVZ7+/v48d+6cUZhKpaKPj0+mc0oXFxda\nWWVshDB48GBeuXIl13oEhULBWbNmSfMDjeDBWHVTRic5SIruvQdtePZSJUYl1qJW0K/1CkuxGhwc\nzHfv3hV4uaYgiiI9PDxyZEyXH3j//j2PHzdtYJYRunXrlmfz5JR49uwZ4+Li8jzf7OJDUWYW1aso\n6U/zAx9K+/hgaEzyE5MnT5YcR2SlPvITgYGBqFatGszNAMW1BbAKOQOUrQ9Zk/9CVr5xgchw7949\niR88p/Xx9ddfIyoqClevXs1R+s8++wxeXl44f/48unXrlnmCPIB6z0DI63WDRWs99YgY/RbaM/MA\nZRTUMEcxMQm3A7VoM3wORI+1adLLanUE394ARC1klRqBIY9g0Wcl5NVaQvPXVDDksXF82/pguN4R\npnn7aRAeHQcVKagZZHLIa3eERdefQXUC3l//E+8vbUezaskcdJH1vsGNU87oWgMoM+k8ZBAhPD0N\n4dYfyfkUs4Z524mQ1+4Eza4vAZ0K5r2WIkheBY0bN8bTp08l+p6ijkqVKuHVq1f5ysNHElqfS1Df\ncoWoCIfcpiqYEAOLui1QvPfEInPMFwBEZTyiNq6ELugdygwejdhDejocm19/R8T8qQCAj5x+RLF6\nmdPTBAcHw9PTE97e3nj27Bnevn2LqKgokHoOZRsbGzg4OKBBgwZo3rw52rRpk2G7sbOzyza3emEj\nwfshQtZtA8zMIDOTgxotyvXvgQr/0XMhv/tpBSgI0AQGo8SnDVD5Rycpbeoj8u/evZOosAy0WIa6\nBPTOigy0PV988QWuXLmCmjVr4s2bN+nKt3PnTpSzLo3+3bvBzLpsmvsqlQrjxo1Lwzd8+vRp9O7d\nW/rt7e2NFi1aSL/NzMzQtm1bXLlyBWZmZkZy5pQW6/r16+jXrx8UCoVR+NKlSzFnzhyJ1gUABgwY\nAFdXVwDGXPBeXl747DM993qFChUQEREBAJg2bRp+//13DBw4EEePHoUQG4OEC6eQeO0iLKo5oETH\nbihW7xOYWZcxKjsuLg69evXCjRs3pLBvvvkGe/bsSdcJ1dixY7Fz50707t0bp0+fznY9kCKEoFcQ\ngl5B+/IOhPcvAa06OYJFMSiSNFCrknD2RSi8I9TY6nYDJcvqud0nTZqEM2fO4Nq1a1J7mjdvHpYv\nXw5Az2mf2klyTqFSqdCpUyc7pk0MAAAgAElEQVTJQRtg+tgzSYhBPtCdTOb/lNnUBSN8kyNZ20Nm\nXgyMfQ95/Z4wq98DMpu6kMnNkB0EBQWhSpUq0m8vLy+p7Y4fPx7btm2DmZkZdDodAH19GKjKlixZ\nksYJ84kTJ+Do6Aj7SnbA2+Pgw7VAjf6QN9Nz7588eRJLly7FnTt3jNJptVr0798f586dk8KOHz+O\nAQMGZOt58hIk0axZMzx48AAAsHHjRslXgujTB0h6LcWVtbgNmUXetJOM5KlZsyYCAgIA6LmSDQ7S\nsgNXV1dER0fju+++yzRucHAwWrZsiffv3xuFq9VqVKlSRXJmbKAbzM743b1jCZzYreeZb9krAI+e\na1CsWDFUr17d6KpRo4b0v729PczNzbPxtIWLzp07w93dHd27d4ebm1thiwMgZ76CUuLAgQOYMWMG\nevTogWbNmqF79+7ZpkBMia5du+LSpUt4/PgxHjx4AE9PTzx8+BABAQHQaDTo0qUL9u3bZzSG2Nra\n4t27d9nm1s4qUtKgAUD79u1x+fJlqe1duHAB3bvrqa0yom/MK4SHh6N9+/Z4+fKlFDZ58mT89ttv\nRmN9SpCU6sjOzk4Kv3TpEhITE/OEs/jJkyfYvn07tm7dKnGxm8KQIUMwfvx4dOjQIVdz/KDQE/AL\nmAwztEeTZmWgVXVEhXJD8OB5VRQrVhe1q55AtWr18f79eyQlJeVb+/gX+Y+rV6+iU6dOGDRokBE3\n+z8JHwxNRRHFP11/+sG0j6xoxPEP3pk4c+aMtMtakFaIpmCwpgPAs2fPkiTFCB8Kl0dQcHGk8Oh3\nirrsH/3NLgwyGKzucoI9e/ZQLpfzxx9/zPbueUpKmcKGmBRL3Xsf3vqxOXd/24Ax0dH6cJ2aGvfV\neku1Nzeo871MISYwLdVJ8COSpGrPwL9pTrZSe+8AVdt6Un14rD7evm+ovX8wrVXcli5Ube5Mrbcz\n1SdmmKRFeb+qPXu1/phh67tQtakTVbu/pmpTR16d2ZSB3ucpBD+makcfqg9+RyH0mZRO98KNQtQb\nrlmzhg0aNCjMKs4WbGxsCqQcISaMihXfJFMH/E0joH5wOV+OguYGoiAwZv9WyZo12Gk4Va9fSP/r\n4hQkSU1wIJW3PHJURlJSEj08PLh69WqOHDmSrVu3ZtWqVSWr8KpVq/Kzzz7jsGHDuGzZMrq5udHW\n1jYvH7PAEHHQVbLe9h06iconL0iSqsBgvv5uBkM27aY6JIxCKkup/v37EwA/+ugjKezs2bNSX6ZS\n6fvumJgYKSwlNZMhbMaMGenK9uDSed7/biDDfpllFH779u001ktdunRh9N/9VWo8ffo0TXyZTCZZ\nfpPk9u3bs90Pv3jxgo0bN06T9/fff2/ypIYB06dPp4WFhSRHytMbR48elfKJjdVbp+p0OlqZm3F4\nwzq8/8NYBk8ZwZBZYxl/+axEUZMSfn5+LFWqlJFMy5cvz9K3nPLIbfHixbOURhR01DzxpPLEBsau\nGSX1IQn7F1LleYwaX2/qwvzpcem8kUweHmm/z4ULFxIAq1Spwrdv30rh8+fPl9Jlld4lPeh0Og4a\nNMhIljNnzqSJp/XcSO2DI1S7TKTm9FzqXrlTfXK20ZikvbuX6kPf/W3Z3Y9CeM6t4hcsWCDJ06JF\nCwYFBbFGjRqMjIyU4hjea4kSJaSwlNaGa1YuoagMpRh+l6KfC1eOqMxDM2pSfaIrBZfmFO4vpygk\nz/08PDzYuHFjo7r55ptvjOpm7969OX6mvILhWLrhCgsLk+6JmmgKN+pR8O6s/3ujHkWN6b4grxAS\nEmIkT26scoOCgvjs2bMsxR01alQaajPDMXDDFRGRTD/y7t07tmvXjgMGDOD06dO5fv16/vXXX/Tx\n8WF0dDRFUWTv3r05b948amP3UvW2DnXKyxTF/LGMLUwcO3asyMy1DTBYivXo0SPbaX18fFi3bl3W\nq1ePPj4+OZbhxYsX3LRpE0eMGMFmzZqxdOnS0tjevn17/vDDDzx+/Lg0HplCQc1/UlKhGca1Z8+e\nSb9fvHhRIHIYoFarOXjwYCOZ2rZtS4VCkcYCXRAETpkyJVfvKid4+PAhnZycpDlHetfQoUPp4eGR\n5Tm/IAisXbs227ZtaxQeHHaM6zaWp0JdkyExLTlq9AAC4J07d9LJ6V98CChWrBgBGJ2K/KfhQ7Hc\nLarXP1l/Sn447eP/9csKCgqSBrXscKblFwyLttQTd1HUUXy+i8LxVhTOf00xzCvfZDAsrDt06JDr\nvE6ePMnixYuzZcuW2TqOM2PGDALg4sWLSTJDJUlB4NatW7QpZcG2H1em5vJKirq0myJC1Fuqj02m\nat8QqvZ8LS38NW4LSeqVBKpNHSWebfWBEdRe30j10QlGigLNmXn6/w+M0P/d3tvo/tNFLZOpUA6P\n4/uVbY1pVQ7qlQwHxnxMl1XTqD79I9V/5xnq+4DPf/mMKpfJ1Jz9mZprv1Fzdj4dmzXlokWLKES+\nodZzE7X3/qSoMk37YGdnx7Jly+ZbXWeEZ8+e0cHBoUDK0r55KCm6Y1eNpCbktfRb6Zr9Y9n5DU3w\neyNld/iKnxjsNJwRaxaRJHXRUYxY+wsTrl2k6uVTaiPCMskxewgKCqKLiwvnzZvHAQMGsHbt2pTL\n5bS1taWNjQ1r1KjBNm3acMSIEVy+fDkvXLiQ4UKxMCFqdYy+4MG3MxfRd7gT30yex6TX/gzfd5S+\nQydRFfA+3bSG8SRlH/7jjz+mUSjcv38/jaJSrVZLYaaOk6tePGHovMn6d/zDKEbt3sgLU8fyo+LF\nsq2Ie/PmjcnFnUwmM+IBNRzpHzZsWLp5hYeHs1+/fmny6t69e4a0USnx22+/US6XS2nNzc2NOKJX\nrFgh3Uv0e0nF4d0MnjWOgZOGcm/vjry8biUFZdpxwt3dPY1cmR3VFwSBDRo04Nq1a6VFriAINDc3\nl/IwRRUmigLVj64ywfkXxv5vBBWL+jFu8xQmntlKrf8To3FDqVSyXLlyUn7ffvttugvq48ePE9DT\nzVSuXNloE9owXgMwUgBnFaIoSuOt4dq1a5fpuKp4as7Mo/qYU/J4c2o21a7T9Ruoj5KPAAsxgXpa\nLYXp4/WZISIiwkimy5cvkyS9vb2lsJQbOQalRbly5SiKIsWoJ1TeWsJ3Wz/VK7QN17GWjD36BS8u\nrMM1o6rw3aO0nLcPHz5k/fr1KYqiEc8+AG7cuDFHz5PXGDdunNFGEmngHu9N4VZzCu82U3j4Hwp3\nWlEM3EJRcTtf5XF1dZXkGTJkSL6WlRoODg58+FBPNRUXF2f0vnJCoUKSAQEBLF++PDWRS6h6W4eq\nt3WoDi7Y58pvpKQKDA8PL2xxJBgogrKjpI2KimLXrl1pa2vLP//8M0tp1Go13d3duWjRIvbr14/1\n69c38m3SvXt3zp07l25ubtLG0qBBg7IsU0Fv9q9atSrNWJcVTu/8gCiKTExMNPLPYRjXX716VSgy\nZYYHDx5w0qRJRuO8qWv48OG8du2ayfH6v//9L0uUKMEYxVOj+4naFVSoa3LshNJUqGtyj7O+je/b\nty9LshX2GvhfpEVK7vx/Mj4UZWZRvf6p+lMDPpT28f/2ZaW0ov7rr78KWxzOmjUr045TjH1Nwf07\n/aLtxg8UY3PmXC49KJVKSYa84tEKDg5mlSpV6OjomOU0BhkMk4XevXsXKq+XQZ6gwAA9/7YJDnUh\n2p+a6xuo87tO3bMzVG3Wc3ZrvA/o77+/r7d6u75Bb/V3ag41p+ZQjA2m+uDoZKdebzwlblP1n99S\nCPel+q+p6TrJbFylFN1nNKVqU2eqnIdRtaNvsuL85laqjk3++3cnPljcnhO+qE3l3T+p9dpDze1d\n1Nzazpeua9iyjh0Tt3SlatcAqrZ2p2pnP+qeu6VbF4WBlStXsn///gVWnpgYT03AM8ZunEy193lq\n379k/J6fqFjUj2JS0Zp8CqokBk8ZybBFM5n00Jthi2bolaJTRzLe7QS10ZFU3rxK1csnkkI8YvUi\nxh47wPhLp6l69oiqZ4+oi4ulqNNRF6egoEqikBBnUomYEURR5OaNG42cvPn7+/Pw4cOcO3cuBwwY\nwKZNm9Le3t7IMtzR0ZEDBw7kvHnzePjwYfr7+xe6U1CVfyDf/rCAweu2MXSbM1+NnGrSctiAlE6L\nU3JK169fX7JwMmDbtm1SXMNzpnSUk1KpqQl5z+AfRjFy3RK+nzGWwU7D+ei7gXw+7j+8MLgXWzVr\nmi5vpykYHJKlvlLzd6fnDCsxMZFTpkxJk75+/fp8/PhxluUw4MSJE2nkKFWqFB89ekRBlcTEuze4\n6ovWvDasL4OdhjN0/lTGuh7i+yfJ1q2enslOSFM6nTRcjx49ypIsoihKDuYmT55sNPZ07drV5Aa5\nLvI943fOpmJRP8bvnsuky87UBZsen1MrADKzCvLz85PimpmZ0d7enn5+ftL9X375Rbqf0oI1M6xb\nt85IjiVLlpiMJ4oitbd3UHN5BUVlNH0uHmbSpk5U//kt1c7DqT7yPXVvb2a53Mywfv16SSaDQzfD\nSTfS+HkVCoVeua0MZf8WZbhsWGW+/aOxfo50qisTbi7h4Lbl2LOpNfdvXkxR0JCkEad+Smt5Ut9X\nlSlTxqhuli5dmmX5NRpNntSDKaT+blN+a6Kglqy4hRv1KHi10Vt0K/N2npgaQ4cOLdS59IABA/jr\nr7/y999/N6qb9AwstFotHz58mCnPetu2bblz+xpJ2a2NzhtHcUUFhnrKTx8oOUF25phnz55ls2bN\nWL58ec6aNcvkfCEgIIC7du3i+PHj2a5dO+lEmp2dHRs1asTBgwdz9erVvHfvXobzDcD49EhmKIyT\nbVqtlp07dzb6DlKe+MgPmFL6jh492oj/+OTJk0VGEZ8d3L9/nxMmTDDaiDd1jRw5kmfPnqW5uTld\nT+ygQl2TSu0sCqJ+TqYRrjFO3Zl3vY9x49YKVKhr8vzVSrx281sKYsYc2gZn8P+iaMEwfyoKTiTz\nEx+KMrOoXv9E/WlKfCjt4/8tZ3exYsWg0WgwZswY7Nixo1Bl8fDwQMeOHQEAGo0GFhYW6cYlCbw/\nDz7ZAiQGAzUHQPaJE2SW1rmWw97eHiEhIdi9ezdGjRqV6/wMCAkJQdWqVeHh4YG2bdtmGNfFxQWD\nBg1Ct27dcP78eQB6js7UnKEFhRcvXqBBgwYAgIy+FTHqLbSH9fySxSa5Q1TFg9FvIa/0qcT/Jjz+\nCzrPjXpuU8V7yCo3gWXPJRDfeUF7eg4AwKz1eAi3tgK1OwOKQMgsikNmUx/io6PYcyMYbeuURR3b\nElK53+5+hnbf/ozJ348GZGbQ3dgM0c8dACCv0wVIioHo55HhM8539UPjqtZoWr0MPp57GVDHQ+mx\nEeb+HrActBVy23oAgLt376Jly5YYMmQInBePg857P0qP2IvL7h74/PPPc1jDWUefPn3QqVMnWFlZ\noWbNmujZs2e+l0kS0GmgvnMG6st7AQDmtZqixLCFRYq7GwAoioAgQGZhAZIQwkORcPEUku5cB8zN\ngb85bc0q2KJUr6+g8vGCLiwYoiIG1PzNZSiXA2bmgFZjlLfcuizEpETIrawgL2UNarWQFS8O8wp2\nMLe1Q8mufSEvVhzKa5cQd1RfTy9hgQ5rtkBmWcykvKJaBZmFJWRyOcLDw+Hl5YWHDx/i+fPn8Pf3\nR3BwMJRKJQA9h2e5cuVgb28v8YY3btwYTZs2zXcuytAte6F6EwAhOhal2jSH7beDITNPn3c4LCwM\nFStWBAA8f/4c9evXB5nMgb1ixQrMmaP/3gcNGgQXFxeULl0acXFxAIDz58+jR48eACBxOioO7kLk\n7etouHEfGtl+hBaVbHH4uR9WLfwZvSLewqp1B5QZOCLLzxQXF4cyZcqYvGdmZoZ27drh8uXLMDMz\nM+IeX7x4MRYsWGAUv3jx4jh16hS6dOmS5fJT4+HDh2jSpIlRmLmZGb5zbISF7VtAlpSIN3EJeKFU\n46D3IzxVaRESqueDf/DgAZo2bQoA6N+/P06cOCHl0aBBA3h4eMDGxiZb8owcORL79++HTCZDz549\ncfjwYclPwMKFC7F48WIAgOfVK2hRSoOkC7shL1UOVv2cYF7dND++r68v6tWrJ/3es2cPvv3220xl\nEUUR1tbW0rdgZmYGW1tbXL9+HbVq1QKg50E3cFOHh4dn+LyHDx/GkCFDpN/jx4/Hli1b0u3PKGig\nu/EHZOVrwOzjvpgxYwZK+v6Fn3rVhLzvWlhWbZInfWF8fDysrZPnMa6urujXr5/03Zw9e1bq85ct\nmovHl7aiR7MyGNatPuRqPZd7aIwWZ+7F4rKvOQ5efAGZ3BwhISGSb4GUPPl79+6V5jkBAQGoVq0a\nVqxYgblz50oyzJkzB8uXL8/y8y1btgw//fQTunbtigsXLuSuQlJhw4YNmDpV74fB0dERXl5eRnIx\nyR/06QFY2ALacEBWHKg4GLIaP+bLWKVSqWBlZSX9Dg4ORqVKlfK8nMywfft2fP/999JvZ2dnDBs2\nzChOeHg4mjdvDo1GA5lMhrJly0KtViMhIQHVq1dH3759MW7cOCMfFGvWrEFcxCnMmxAMy8qXIbOo\nWmDPlN/o378/Tp48iTZt2hj5LyhsGPqAEiVKSP2dKURHR6N169aQyWSYN28eBg4ciOvXr8PT0xM+\nPj54/fo1oqOjAQAlSpRAzZo18emnn+Kzzz7DF198IY3P2UF2ecQL02dJaGio0bfYrVs3nD17Nl3u\n7Jzi5s2bWLp0KY4dO5Yl7umnT5/ik08+MQrbsGEDnJyc0klReFAqlTA3N0exYsbz13v37mHbtm3Y\ntm1bumlPulVE+076vrGYfAqKm0+X7p06dQI7dg3FmAnWaNXaGsWLl0Api9OQyyqnm9+dO3ck3yX/\nomjA0B9kprP50PHBcDIXUfwT9acp8cG0j6xoxPEP25lIyXVZ2EjJB5qd412ioKH46iAF188pnOxM\n0e8YRV3OOQW9vLzS1ImhnvICVatW5cKFCzONZ5AhPt40jUZBwyBPVo5U6nwvUwjImINNeOett9Te\n3udvC+5BVO39T1qr7a3djX4nbu5C5YYO9Jrf2ij8v92qGVlWCNEByXzhgd56zm4Dl+qj43palFR5\nq3b2o8ZtIQf26EAnJyeS5JlTJzmoVQ2q//yWokbPvfn1l33Z2sGaocfnS2nHfW7Pn376KUd1m12r\n3Zo1a9LX17dQvt2Ew8slGpO4zVOoeZZ3loz5iUQfL8mSO+HKOSo9L6ex1BYFgdrwUGrDQ6m84c74\ny2eZ9OAuE+/eZOL9O0z08mTcqSNMuHKOcaddqDi0m7F//UnFwZ0SXUriXb2X+YQr54zoVMIWzaDi\n0C7Guuxn4v3bFLVaKg7vZsissX/TcYxm8PTvGL3jNyZcPc94txMU4tNa5Gm1Wvr4+HDHjh2cPn06\n+/Tpw6ZNm7Jy5cqSdXjFihXZsGFDduvWjRMmTOC6det44cKFbFm7mkKky2n6Dp1Ev/GzGbJlL32H\nTqKQifWmh4eH1E4NR1BT9vUpuZkNYd99950UlnKMatLwYz4bO4g/tmpCALS3t+fLl8k8yPGXTjN4\nyggmPck676VGo8nQUkkmk0n9dUrO7JTXrl278oy/PiWPOQA6lC3Nw/2/YLDTcO75qgfDX72knZ2d\nUX0ZOF1jY2PTyDZkyBCq1TkfD3fv3m1kTd2oUSMjSpbTh/Zx5ud1+Oq/3fXURn+to6hKS21C6vu5\nDh06JL/PJk2y7R/EcLQ/pUwVK1Y0mjOktBg3Zc135coVozx69eqVIz8l586dYzFzOe/91IKqTR2p\n3DWQapeJ1D12ldqDm5tbhtQsqbF3715JrpIlSxrxPT948EC6d+HCBYoxzymc7EzBpTnvrWrAlSMq\nM/H1WT0vd4qTCLVr15byeP/+vRS+fft2KXzHjh0m27aVlVWO2rZCoTDKR6FQmIyXmVVxSiQlJRnl\naYpLnSTF+KfGlt2PhugtuyPOmoyfG6TkC69SpUq++LE4cuRIpnFS0vhYW1tLfhFSo0GDBly+fHma\ncEEQ6Orqyq+++oqVK1emjY0NHRwc2KJFC9aqVYt33FpT9a4dBaHwThbmNVL6KSpq/kdmz55NIGMq\nrhMnTrB48eIsU6YMK1asSBsbG1asWJFNmzblN998wzVr1mRqpZ0TZHXeqdVq6erqytKlS+dp+TlB\n6j5//fr1Oc5r5syZ3LBhQ57IFRkZmca3x5gxYwrdb5YBV69epVwup4WFBX/99ddM4589e4IWFjLp\nWfr0K0GFuiYV6pqM16SlPxoxYgQBsExZORVJrZmgmZAfj/Ev8gkp55z/dHwolrtF9fqn6U9T40Np\nH/8vX5aBMqR9+/aFLQqfPHmSq05TTIqg4PXz38d2u1D0O2rkbCmrMMjg7+9P0pgzM7cICwujXC7n\njRs3Moz3/PlzabFbFJCS092AvOJOS0NN8kdXCu/uGimrtU9OSvQmqk0dGbiiDZXb+lC15QuGO0/k\nhA6V+emnn1L3+AS1d3ZL9CqiIoi6Z2cphL2gqE6g7pU7hWj9e9VcXKqnKtk1QE914rGeolqvpFEq\nlSxfvjy9vPSc8ELUW6q2dqf2+kaKosg53auxz6fledqpEdWu0+kxtw1PTW6ULb5HtVrNr7/+mjY2\nNtJRUhsbG9aqVYs//vhjhgsUGxsbide4bt26UnjLli159erVbL+D7ECIi6QuzJ9qbzfGbZpMxaJ+\nnD+sDwMDA7OWPjFO4msvKOgU0Yz43wLGXz5L1esXjDv3F8U8PmKf6H1Tr9T+Zabk/FIT9I7BTsPp\nt3U9Y5y3MXzpjwz7ZZbENR08dSTjTh1hopcnE66ep+LoXobMGJOsJJ/+HSPWLGLEqgWM3r0py041\nlUolb968yc2bN3PKlCns06cPmzVrxipVqhgpxOvVq8cOHTpwxIgRXLRoEQ8dOsQnT56ku9DSxcUz\n8ugpaqNiqHz8nMqnLzOkMjEgpfLRoFR48eKFFBYaGqrPPwWl1oEDetqjlBQnwxrWZuCkoVw6e5ZJ\n7mxRp2PU5lUMmTOBYjbonszMzDJUeJu6Ro8enW80DaVKlaKZTMYfHD/l24nf8NaI/uxQtRLNzMzo\n6OhIe3t7ksYOjFNf2VGwZgR/f3+jfM3NzfX0IWedGbdlGhWL+jFm8Vdc26cRa5UvyQkTTC9WUzqA\nAyBxC2cXppxpmZmZ0c7Ozkhx+r///S9N+0qpLAbATz/9NFfjWFJSEosXL85m1UpzXq8aPDW1efIG\na6Seeqdv375Seek5STXkZWVlJcVNT8ll4OpuWLU41S5tKFwaTlEZwunTp0tpDc+UUuHdsGFDKY+U\nFEG7d+8maaxkB8DBgwdTp9NJGytZgaOjI8eMGSP9FkWRLVu2lPJMPTal3Agzxf2eEufOnTOSLzEx\n0WQ8UVBTeDyCwq1mFN6uphh1mcKb5Xql94MBWX6WrGDNmjWSPFlRBOUUw4cPT/deyncJgBs2bGD5\n8uVNOsWcO3cuW7ZsmaUyBUHg69eveeLECW7evJmqt42oDh5KUVP4Pn3yAik3Y7LqT6EgYZBNq9XS\n39+fLi4uXPR/7F13WBTX1353F1BAYkfRWFCxxV4Sa+xGo7EnUSyR2GuiUWNN0KiJscVeY68RCxoV\ne7CgBlvsDbEggrSlLdtm3u+PzQ67LJ1dwN+X93nuAztz554zd2bu3Dn3nPd4e9PT05PNmzdn+fLl\nWaZMGY4ePZp+fn4ZPj/WhIODQ4bfQ/7+/ixevDgbNmzI2bNn55JmGcOU+gkAr1xJm8P/8ePH7Nq1\nK0NCzHOT2GJhRKvV8quvvjLTrWHDhum+M3IDa9asYcmSJfnbb7+xYMGCaS6i6cVgxmsHMzrJnZGJ\n7tTo95MkO3bsyMnTilCpcadGb8kh//3330vnO+ab96hUV6MghtnylGyGJUuW8Pfff883C2ebNm2S\n3u+2Qv/+/QmAPj4+NpWTH/CuGDPza/lfs5+mxLtyf+T6xdJoNFyzZk2O28kpjC+ay5cv57UqLFeu\nHAFw1qxZ2W5DjA2m8PcPFHwaUTjenWLohUy/fGbNmkUAbNeunbTN2D8nTpzItk5G9OvXz8zLKi0U\nLFiQACSvxZCQEFaoUCHP+LpdXV3N7pHw8HDpgzinEDWJ1F1YQe2pedSeX0YhwsCrKYoCNT6jqT23\nkCQlI8LD2R9x99APqLuykcLbx9LE++XLl1IdUZc8IRO1KgM3+NmF/yau9KKo11F3c2+yYSLkhoVe\nR48eZenSpSXDn/bYTGr+GEHtke/NE2leXMlxbd5n/PKPuWHBdI4aNSpT5129enV6enpaGBavX7/O\ndu3asVKlSql64k6cOJEVK1bk6dOnCYCTJk0imZxkqXXr1pmSbw2IosCIxUMYNrMLF48dmGY9IT6G\n2seB1MdGUOndjUmnM5eMxpoQEuIpCgI1L4KY+PdF6pXW/YgQdTpGb1mdzAP+6yzpf81rcy5C9ZMH\njNm1kUm3Ai31TEyg5nkQ9XFKxp88wpitaxizba3BSD5+EJPu3KA25EWqyWGzAiNf6/bt2zl9+nT2\n69ePLVq0oIeHB0uVKiUZxcuWNSwkdezYkUOGDOH8+fPp4+PDhw8fZspjTBceSiExgc2aNSNg4LI2\nYs+ePWYf9WTy2JKyyGUyvpg2hlFr0+eL1b56bvCwv5b595mTk1PqMlPwUw4ePDhXkol+XL8u/+jR\nnq9Ge3Jqk3p0tDM3xjs5OVGv16eadPLQoUNW18f4XgbAoo723NinIZXe3fh82Xhq716kkBhrtihs\naliNjIw002/q1Kk50mXDhg2pXiuFQkFXV1czT/9FixalWrdw4cKM/ucEtX4/Ugi7l21dxKQ4/j2n\nvUU0UuSqTykkxkj1OnXqJMk+f/68RTsHDx400y+jJNZXr16l95duVG6vxwt/nZS2jx071sIYbGrw\nrl+/vlQ3ODg41b5p0TUnOWYAACAASURBVKKFmUEjK8butIzRpgtWxogpo26VK1eW9hkXl02R0mC+\ndOnSNOWLokjh/giDF/fbwxTfHjYYuV9vpRh3k2JS+pywmYUoilLuAQC8du2aRZ3jx4+zVatWNp2z\njRo1ymzhxihr5MiRbNKkCUmDh/DQoUOp0+lYunTpbPEWC5onVAfXpDp0kFX1z0sY+23Lli15poNx\nQWHfvn309vZm//792bJlS3p4eEj6ubq6smLFimzSpAm//PJLzpw5k3v27MlSRIS10bNnTwLmuTRM\ncffuXRYpUiRdQ3JeQqvVskmTJlIf29nZcfHixRa5GnQ6XZ54WC9ZssTi3fbgwQOryzFGh/bo0YOn\nT5+2WLyPiIhgixYt+P7771MQBBYuXJh9+vThp59+yvr167N169YcNGgQJ06cwJAoDyo17ty6241R\niY2YoDUses6YMYMA6OdnHlWj0+nYq1cv6RwHDhzIwkXkfBpSnrGa9hTF1COB8itSXrPSpUvzxg3L\n70prIjY2Ns3x3Ogwl9GiVE6RGzLyC94VY2Z+Lf8Zu/NHyfWLVaRIEQLI88Rjz549kwasvNbFNKnZ\ny5c5+zARYx5R8B9l8PT2H0Ux/O8Mjd4p++HPP/+02mCemJhIe3t7+vr6plsvLi7OQqbRky2tUGBb\nwjSs3ogKFSoQsPTUyglEVUyysToVz1/1qtaMX9GGtcs68+ef55Ok5N1s1E0IvU0hInUKHP2D4wbj\ntJ+3IdHY1d8NiTDvGK6HKOipu7iS+qf+FBMMRuY+ffqwd+/eFLVJVK9pR83OQcl0Kiv/NXZfWssC\ndnKe/KaewQv9mbnXfnR0NLt06WKWFM7X15ceHh7p9sfkyZPZokULs22mBvjx48ebGU+MicZ+/fVX\nksnX7elT2yXl0ke8kihNXnv3Jkm+ffuWAHju3DmSBoN43LLhUj2ldzcmHlhiM53yErqIcDPqktCx\nA7i5W3urtC1q1Hz78/RkWpQfJ1Abmjlv+pwgJiaG/v7+XLt2LSdOnMjevXuzadOmrFy5splR3M3N\njTVq1GDr1q3p6enJadOmce+qFZK+cUf2saBCQVcnRwZ8M4SRy+ZR8zyIK0Z+zWXtm7F52VI8cOCA\nhfFtyJAhVKvVVD80JBTVPMv4Iz9y5S+M+PWHTJ9jsWLFJHkymUwqbdu25ZYtW3LFwG1E0q1APh7V\nnze8erFp2VKpGiRTKxlFC+UEQ4YMoXMBB0762IMvpnbmi6md2ad2WSoUCm7atEmql5ISZsyYMWa/\nrfH+CgwMTLMPFAoFS5YsKVFtpTS0A2BQUJBhPN/cyzCWb+5NMc5A+yFqzL28hahnVG/rSyEpzvBu\n0aopigJ1N3ZTe/ZXavaNZOyqjuxZvySbuL/HjjWLsc77hSiTGTz/Tb1rTelgpk+fTtIw3zG+SwFw\n2bJlGZ6/qImlGHKGsb49eXFeNQLmCUlHjBghtWeUbxoBYDSCnjx50qxfmjZtmqq3dHrGblEUefPm\nTbPfFStWlNoMDExezDNNLgrAjFrHdFFi5syZ0vZ79+6ZHZNRAlMx8kQydcm1NqxWwZ6bZ5Zm/D1v\ninpLT+fswPh+M5a0PGpNk9ZaOzGeaVQMAF64cMGiTrNmzditWzcWK1aMXbp0YdmyZVm0aNFsydO8\n7kX1iyYUNBlT2L0LMCYSrV27ts1kxMbG8uLFi1y3bh0nTpzInj17slGjRlKiWWOpVKkSmzVrxr59\n+3LmzJnctWuXlFR46NChNtMvJzBSHqVF5dGqVSsuWrQol7XKHGJiYvjdd9/x7t27FlER3bt3z/Nv\nYFOkjGYBYJagOKdISQsFGCiQSpQoQTc3QyRZlSpVpLmFv78/HRwc2KRJEw4ZMoQ9evRg48aNWaNG\nde72qS7RlSg17lTr15MkDx06RACcM2eOJFen00kOXQC4cuVKkmSXLl1Ypao9Q6IqUKX7NU29lyxZ\nkmZkT17A9D1l+v41lh49etjEQ9/oVZ2aI55RdnYj6DIDo0E9o2/Z/xW8K8bM/Fr+M3bnj2L1i6XX\n67lw4UIzI5cRpgbm/ADjxPyjjz7Ka1X4119/Wa1vRFGk+PovCic+Nxi9L46nGJu6NwKZ/IL44osv\nzDyioqKicqzL06dPKZPJMjS4t2/fngB48OBBkqkbv3MT9erVM5tk2UofUdBTd3kDdYGph2+LosiC\n9gZPS2MfGo0pxslShjLE5ImsmKSk7uZeiYdbjAszGD/WtDMYwYMuSN5QR48epe7KRks+8VWteX23\ngaLhm2/GU3NoAtXrO1P75zRq/pxqaOfJOer1ejOviS5durBLly5cvnx5mroKgsDixYvzzp07JA1U\nMsWKFZMMCEajgtHz5IsvviCQzKlu9DTYts12XtSioOcy76n8tkUVgxH70DLu3bmdQLIHnqhRmRm6\nld7dKERbP0xx8+bNGXpE5gaSbgVS/fAu9TFRjL91je+7uVmtbVEQqA15QfXj+wyfPYmRy+blm5DJ\nxMREBgYGcuvWrZw1axYHDRrEXh3bM3TsAD4Z0ZcvRnsyaGQ/PhvZl6/H9OeD4V9KhvBnI/vx2lc9\nzT4QTp8+LbUtCgKjN69i2NRRmTrfpNvXGTp2AGN9tmeKzqRs2bKS3AYNGvC3337L0LBmbYiCwNj9\nOxk6dgD/Gvc1XV2cMzRw16hRI0vUSdnFyQ2L+ffYNnw7qyvnf/IBSzg7mOkxY8YMs+uSUs8///zT\narqoVCoLj/uUBu8iRYqwUqVKad5Pwpu70tis3taX6rUdqF7XyRD5c2AchXDDGKr9a4mh3qsb1J5f\nQfWGLtQ/9Tcb/6Pu+VMmk1noIZfLWa9ePb54kUz7YJpnIWWJjIzM8NxFTSyFI+0Ncxmfhgw+PkM6\n3tSL0svLS9pu9NJOi/KmatWq6S5CuLq6prlv2bJlUjum7zdTCpkffkhedNLr9SxUqJC07969ZK96\nUxo7FxcXjhw5Uvrt5eWVYd8Ir7eY83RfqsalM9rRxUnOnq0Kcfva1PNpXL58mUuWZG7x9dixY2aG\nsYxgeh1SM0hnFaIomnlDtm/fPs3xUBAEduvWjXZ2dgwMDOTixYspl8uz/I4U9VFUP69LXZQlz/e7\niDNnzkj9l513p9GIvWHDBk6ZMoVffvmlWUSUsZQpU4a1a9dmhw4dOHToUC5YsIBHjhzJFN2bMZLG\n2osk1oKR1tCYK8IUiYmJLFq0aL4wGl+4cMHi20Cj0fDevXtmERcpjcpr167NbVXTxcOHDy2ouxYu\nXGiVtgVBoJeXl0V0m5OTEz/99FOeO3fO7P2Q3jOjF+5SpZvPJN0iiqLhfRAaGkoA7Nq1K0nDYqFG\no2GtWrX43XffWXiT16xZk4eOl+aeA2nPm7dv325TJ56swNThyjQy6dmzZ2zQoIHF+3bBggVWezae\nPHkitWvaH8b8DY0bN7aKnLRQrZphsf3+/fs2lZNf8K4YM/Nr+c/YnT+K1S+WqZdyytU143ZTr5i8\nhlGn1MJscxstW7YkYAgbtwZEUaQYcobCsW4U9n9I8cHvFAVLvlVTzlhjsZZ3xb1796hQKDLUM6Uh\nuU2bNgSQoUe4LZDSc5qkFP6X2xxd//zzDwHQ3d1d2paTj5bUIGhUVO8fa/DQ/sdwfoGBgSxevDgT\nExKof3SSJ7+p+6+how3Vq1pz5VADPUNISIhEyWJqDNFdsDTEz5w5kz169LD4mAkKCuKECRMkjtkj\nR46wSJEibNeuHYsUKWI2CU95XYyeEka0bt0600aU7CJ+w3d8OK07J39clVGLv6bSuxsPzhpOwJBA\njSRP/LGdo5tUkgzdqmPrqX/7kqI2de6/7MD43H722WfStpiYmDxP8hMQEMBatWrZpG2jQTdmx3om\n3Qpk0u3rFNTW8V7MKeL9fBm9aQUTL/tTuXsTQ8d/RfXDu4w/fZQvf1/JtZ+0ZMeK7/OjMq6sWqww\nxzX8gA+GfcECBQrw/fffN/MYL126NOd2as3QsQO4dWAfDhs2jLNnz+bWrVt58eLFNBciE/46ydDx\ng/hm8nDG7NqYbt+sXLmS3t7eVg8NFwWBCf4nGfenD5Pu3kqT31z7+iUjl89n6PhBTDjnx9+WLrUw\n6Bp5xcuXL89atWrlCqWVKIpUHV1LpXc3Hh3cjNVKFrJ4PxpLv379GB8fbxaC7+LiYpPFGFMZGRXj\nOGR2XnFvDPRVL64a8jFs96RmxwDq7x2hZs/XVK9pb1ikfPuY+ntHKKrjqdk71BDJc2IO1avbUh90\nnmKcYUGkSZMmqRq8FQoFixYtyrNnz0qy1Wq1WR1TY3BGEBPfUPBpSPHRNooagwHClMrG1JN6wIAB\n0naNRsObN2+ayS1TpkymFvHT8+zW6/V0dk5elDENtb9z5460vXDhwmb3qzG0HQAXL06mJTKdbxjL\nrVu3Mu6XqDMGA/eVDw1/H06kcKMzhZtdeeSIr1l7KT2xa9SoIe1Lb4Hr66+/lurt3bs3Q52M2Llz\np1UMVEau9rS+KTKDPn36cNy4cVk6RqdcR3XwBxR1tl9UszVMEyObLkIJgsDHjx/T19eXixYt4ujR\no9m1a1c2atSI7u7u0ruoVKlSEq1X+/btOXjwYM6ePZt79uzh/fv3rTbfSDm3y49IS0dj9FduQqfT\ncceOHWaLZ6RhAc2U1iojTJs2zewZy29GmZiYGDZu3NhMx/79+1std0hcXBzPnz9Pb29vdu7cmRUr\nVmSBAgUk43eHDh2yZWQGIEWyZ+Z7bc/B0jx9wc1mc2drwnhOphFJKWGaCNdY7OzspOjXnMB0oSY+\nPt4sYaSt54jvwjhlTbwrxsz8Wv4zduePYpOLdeTIEWlAMHp4myZJyk8wDenK61V5U6Ov0bPVKu3q\nNRTurKDg05iCXy+Kby05c+Pj481eStb6WL9x4wbt7e3TrWP0lGrf3kB9kJrxOzdhmsTHz88vVeN3\nbqFo0aIEklewr169SgCsW7eu1WTogwOo2TmQ+hfm3KHjxo2TkrgeGl2be4Z9QCHmJXWXN7B2WWeL\n/hBCbho8Ah+fSVWO8tkNfta4osV2QRD44MEDsxC9Z8+e8bPPPrPw0E55HTL6bQvoI15xVIfGdLJX\nMNFvE5Xe3Xhjcjd2rlaKr0MMHkzBP/S28OxWendj3IpRFHWaDCRkDsbnxNSTAQDbtGljlfazi+XL\nl7Nz5842az/h/Cm++X6k5CGt3LMp44NsDPXj+wwdO4Bh08f+m4jTy0A/EpT80Zly8n/+t18ZOn6Q\nRdJQUa9n/D/X+fpbL/4zbwaXLl3KCRMmsFWrVqxWrRpr167NcuXKmXnUubq6skKFCqxbty6HfvoJ\nt3j14/OxA3jh+3Hcs3s3r1y5kioXvjWgDQ1h7IGdTLhwmjFb1zBs1jeGvpg6yrAwsW0tta9fMtx7\nImO2rqH6yQPG/enD0G8HM/zHCVQ/vEvSnMPZzs6OgMEz6vz581y4cGGmvEqtcj4Pr1Dp3Y3qv4+y\nSpUqmTYwA2nzuVoD/fr1SzWpqHFbixYtuH///jSPF2ND/zV2G8Z5Ua9JjvDRa6W8DJp9IynEGMYx\n/ePTVG/9kurfu1PjM9qsvQULFqTpbS6XyymXy7l48WLpnWUsT56kTrmVpt4xjwzG7pCzZttPnTol\ntWnKE2qM9jEtzs7OWUrIlxnOblMj0W+//SZtT2m8Dg4OlvaZ9kXlypUpiiJXr15tVj+z81BR85ZC\n+CHJo/vGlgrS/2LCQyYlJZl5Rpou1IuiyEaNGkn7jDRgaZ1DZhMxm8I0zD2rOTUEQTDjNU8tMW9m\n8fr163Q99VNC1IVQE9KZ2vAx2ZaZV0hKSuLNmze5d+9e/vzzz2b85iVLljRbUC1VqhQrVarEDz/8\nkD169OC4ceO4dOlSHj16lM+fP8/V76FXr14RAKtVq5ZrMrODtOaXrq6uZgsJ1sbt27e5fv16s22i\nKHLXrl2Sk0hOoFarWatWLen8ChUqxJiYmIwPzEXodDoOGzbMbFz64IMPbDaviYiI4KFDh9ioUSPa\n2dnR3z85Ubpav5V6Mf33mKmeGTltqfVbqNS4c/BQF2nek18xevRoAobF3MxAp9NJXtemZfz48TnS\n45dffrFo848//shRmxnBSDnYr18/m8rJT3hXjJn5tfxn7M4fxWYX6/Dhw2aGW+P/QUFBWejG3MHk\nyZMJgHXq1MlrVXj79m2rG5yNEJVPKJz72hAOfPs3iqL5Cqhp8qarV69aRaavry8dHR3TrWOaVOKn\nn36SEmZ+//33VtEhO7hw4YLFizQvEqsaZRs9s4xGoOx8fKYFUdBT1CSY0Z0YUalSJc6dO5cyGdit\nkyGBaVqLEULEE4NX92XzSbnu6maq139KzelfeH9OU+ofHM+UXpGRkRbGI6Nco3deXhi7TeUIsZGM\n3zyNd77rZPDgPr6RmltnUjV0xy4eTOVPvRm//jvqI19Te+8i9W+CKKriqX18LVXO9szoYcrBmXIS\nmhcT52HDhnHChAk2lSHq9dTHRFG5ZxPDpo6ikJiQ8UE2gpCkYrj3REYsmUNREBh/5hhDxw7g27lT\nLLya7927J1FwqG5cYejYARQS4s3qKHdvkgz50VtWS9sfPXpk4cUl6SAIfP36Nf39/bllyxbOnj2b\n60YNYciY/vyjf082qFObtSq78+NqVVg6Rdh5tWrV+OGHH7JTp04cOHAgJ02axEWLFnHXrl28cOEC\nX7x4ka73nmmC0rfzpzHsh28ZuXIBRVFkwjk/My73sGmjGTp2AN9M/Jqx+3eYGfqNUSz29vYcOnSo\nmcfs9OnTOXBg2slgcwohPoaJ+xcx9rehVHp3Z/zvU0gaKKOMY256xdTYaSukNC4b/2/WrJkZf3Va\n0N/1pXpVG4rxqXurijq1oc7GroZFywd+hgXM37tTs+drCtHmxpz79+9naSFgzJisGw/FxDeGyLRj\nn1HUxlvs9/Pzk9r/559/+Pz5cwu5psbmzCKzCSqvXLkiyalevbrZnM2UksSU4z0xMTHV/knNICLq\n4ihGnZXezaKooxhxnGLEcQp/N6dwqYYZhclPw0vwm2GdzPRYu3atJKNixYpmnm+m/QcYvORMr2vJ\nkiVzZPRM6URhylmeFs6ePWt2jDVC9zN7PXXK36kO9qA6uCYFVcbPVG4jJiaGvr6+nDlzJrt3787a\ntWtLBuxSpUrRzc2N1atXZ/PmzdmrVy9+8MEH0nV8+PBhnkd9pQUjn/iZM6k7SuQXGO/JsWPHcuTI\nkUxMTKSvr69ZAuqcQBRFLl261CIXxZ07d6xCCZQRUuYY6Nu3b76hjDPFypUrzfS0JV69ekW5XC4t\nqIqiSKXGnSpd6hRRJDl37lxJt4wWWfXCPSo1lajSzTaLjB81apRVz8MaMB2bs+NBHR4ezk8++cRq\n161r1665dh+Qyc9/buazyWu8K8bM/Fr+M3bnjyKj4WKkC5lM1gDA9evXr6NBgwYZ1jfi8OHD6N69\nu/TbxcUFcXFxmT4+NyGTyQAAp0+fRrt27fJUl0GDBmH79u1o06YNzp49a9W2SRF4sgu8sxwo3Ryy\nj+ZBZuck7b927RoaN24MAHjx4gXKly+fI3kNGzZEqVKlcOzYsXTrvXz5EhUqVDDbFhoaCjc3txzJ\nzwnu3buHWrVqSb8z86xYG61atcL58+cBALdv30adOnVyVZfg4GBUr14dWq0W58+fR8uWLXHmzBm0\nb98ew4cPx7p16yAIAj7+sB5OjygPRWE32PdcDsY8h3BrH0AR4rPzZm0qPhoCu4YDsqzLmzdvUKZM\nGbRq1QqnT5+GQqGAXC5HkSJFMGTIENSqVQteXl4AbN8/xvHCKEcmk+HK6Nao7voeAOBtohZ/BYVj\nyLaz0D28CuHFXdjXbQeZnT0St/8ACHqLNh17fAOHum2zrIeHhwceP34s/XZwcIBGo0lVz6ZNm6JB\ngwZYtWpVNs46c2jTpg28vLwwaNAgm8kwQv82DJGLfoR9hUooOngM5M6FbC4zJRLOHEX8kX14r/dA\nOLdsB2o1iDu0G86tO8HOtXSax6nv3kLMusVwnbMM+shwJJ45Buc2nRC9djEgkwE6LQp92gsunXtm\nW7ek61eg3L7WMBURBQCA44ctUNhzKGQKBRISEvD8+XM8f/4cr169QmhoKMLCwhAREYHo6GgolUok\nJCQgKSnJ4pmys7NDoUKF0LPS+xhf2Q3LozRQFi6Omi5OcCzkjCI168CtdGmU0ybC6cEtOLiVg0v3\nL6B9+gh2pdygKFLMrD2S8PX1RdOmTVGqVCmzfWPGjIFcLseKFSuy3RepQUyKh/bKEWgDjwFyBezr\ntAZVsXBo3AV2ZT2wf/9+9OnTx+I4hUIBe3t7zJ8/H+PGjYOdnZ1V9UoNJ06cQKdOnSCTyUAStWrV\nwq+//iptSwviq+vQX98Ghj+EvGJT2H/ina4c6pKg3fCp2Ta7T7yhqNzKvB4Jd3d3vHjxItV2jHoC\nwJMnT1ClSpVMnKVJ++FXwRvzARCyj9dA5lw21XpHjx5F165dLbY/ePAA1atXz5JMI0qXLo2wsLBM\n1U1MTEShQsnjzps3b1C6tOG5P3fuHNq2NYzpTZs2RUBAAADDPLNDhw5mbTg5Jc/DGH0OfHsAiL8D\n6MKAkr0hqzQdfLUGCN2YLNyxCmRVFwH6OLx8k4iKNZLfH0FBQahUqRIAIDo6GsWLF5f2Xbp0Cc2a\nNQMAaDQalChRAgkJCWbnNXPmTPz000+Z6oP0QBIeHh4ICgoCYJjrlStXzqKeXq9HjRo18PTpUwDA\nhAkTsGTJkhzLBzJ3PQXVGegjv4dM4Qb70lshUxRLt74tIIoinjx5gosXL+LWrVt4+PAhXrx4gdjY\nWACAvb09ypQpAw8PD9SrVw9NmzbFhx9+CAcHB4u2AgIC0Lx5cwCAIAiQy+W5ei5ZQcp5Sn6EXq+H\nk5MTdDodPD09QRLHjx+HXC7H/v370bp16yy1d/XqVfj4+GDhwoVm28+fP4/atWujaNGiVtQ+a/D1\n9UWPHj2k35s3b8bgwYPzTJ+0kBv3zcCBAxEYGIiHDx9K2wQ+AwAoZJVSPWbDhg0YPnx4pnTTiWeg\n0g+Di/1FyGVloFar4ejoCACYN28epk+fLtUNDw+HTqfD+++/n6Nzyg6USqV0Tz579gzu7u65rkNq\nMN4DLVu2lL6VbS3L19cX3bp1s6ms/IIbN26gYcOGANCQ5I281uddQ3btp+8K3pn7IzMWceRgZcKY\nlRiAVbiabAVj8hEA+cL7waiLrbjExTeXKBz6mMLpARRV5p5ePj4+kvycJL8TRZEKhcIsgUV6MOUW\nBMyTT+UVjOGV+NebIy8wb948s35ZvXp1xgdZEUa5RrRq1crMY27jxo1sU62IxO0qalWGBGjbPanZ\nM0TifTUWMSntxGDpYf369QSSE3MaqZEGDRpEURQZHR0tediRBq+7rl27Mj7e0iMwp0jZJ790qmXw\n3l45mom+yyVvbpJMurifyjk9mbDTkJld9+Iek87tpj4qlOqAQ0w8tIxxq8dROf8Lxq39lgnbfqCY\nlDmdAbBcuXJp6pXR75zixo0b7NChg9m2KlWqSAlDbQlRr2PU2sWM2f0730wezsjffrLwks4NRK1Z\nxPAfJzDhL0ue5PQQf/ooQ7/5ioIqkW/nfi95P7/51/s5dOyANPmuswJtaAjD50zi2/nTDBzZYwcw\n+vcVOfLYEkWRUbdvMHjJT5KuJ74fz2+//ZYNGzZkyZIl2axZM9auXZvu7u4sXbq0Ge2Ksbz//vv0\n8PBg/fr1+fHHH7NLly7s378/x44dy1mzZnHp0qXcsWMH27Zty2HDhvH169dWeT+LokjNrbOMXdCf\nynlfUHVsPYX4aIt6kZGRZmOv0Zu6e/fufPnyZY71yArCw8NpZ2dHd3d37tmzJ1Met2LcG6rXdqBm\n92DqLq+nqEoee4XoFxQiUvea1d/aSa3fj9RdWEmNzyiKutRzDUycODFVz3djwszshBWLokDh1iJD\nBNpfwygmvM7wGNN5pjVywpQuXTpTXsim6NOnj6SDKZ2MKS0aANavX1/6f8GCBam2JVzvmOyxHVDH\nPAnlvWEUgmZTDPOhqLbsm27dukntT5482Wzf1KlTpX2dOiV7gJtGa9lq7jVp0iSp/ePHzaO7TCmM\nkAlvyKwiIxoTURSpftGYmpBPKGhtR0VEklFRUTxy5Ai9vb3Zp08fNmzYkGXKlJHoRapUqcK2bdty\n1KhR3LBhA+/evZtl73qVSiX1ZVZpg3IbpjmD8iuSkpJYoUIFuru7E0jmjk9KSsrUODFlyhQeOHDA\nbFtoaKhNqU+sgW+++cbsuTTSkuYX5MZ94+rqyp9/znqi2szqptH7UqlxpyAmf4ebvjN+//13afuV\nK1eylO/CmjDqYxqllB9g+u7KznXKCvbt2yfJ+vzzz20qK7/gXfHcza8lJ/bTdwHvyv2RKxdrzZo1\n0gCRVhh2fsDMmTMJgB4eHnmtilk4rq2M72LMAwpHP6VwvDvFJPOEfvPnz89RuBJJhoWFEbBMjpQe\nBEEwm1yp1dZL6JddxMTESPrkFZfa+fPnJR08PT1zVbZR7qxZs8x+G1G+fHkCYMLVHclG7XWdKEQ9\no6hNMjN0H/jxSwovA6m7sJKi2mCYFJUh1F39XeKPTQvGkDXjB8KcOXMIJHORnjx5kgA4ZcoU6Ri9\nXm9h1Bs1ahQ3btxolT4x4pOqpfhk8ifUvXxAzbUTPDiwKXt+UIYkqX16k7rndynqdQZu3PsBFrzd\nQoKSSae2MnHfr1R6d6P2weVM61GiRIk09bK1sbt79+4EwNevDUaXx48fEzDn0N2/f78ZH7u1ELVx\nOd98N4yJ1y4z8cp5yegaf+Kw1WWlBVEUGT7rGyoP7MzysZErFzBy+XxqQ14wdOwAJgaco+rm39S+\nCv7XIL3cenrq9RQFgaIgMPHKBUM/nTmWrbYEVSJjdm00oycJHTuAkb/NJZk1ypGYmBjev3+fZ86c\n4a5du7h8+XLO/iZrOwAAIABJREFUmjWLY8eOZf/+/dm1a1eJq7xy5cqsUKGCZDg3hu6bFjc3N7q7\nu7NGjRps2LAhW7ZsyU6dOrF3794cPHgwx48by40zxvHRbE8qvbvxweJxPHXIh1euXOHDhw8ZHh5u\n8b41UgHI5XKWKVOGhw/n3v2VEsHBwVlKzKU9u5Dq37tT1Fo+f9Lio8acAkh8fY6CTyOKbzOe75km\nijQtXbt2zTKXrCgKFKMfULg63SD/yZ48C6EvV65ctrhgTY3uKTnmy5Yta9ZHISEhqbYhRp76l6Lk\nX/7tMB8KN7pQuDOI4qs1FMWM54Om9CqAecLmZ8+eWRi2TX/bYnHYCFN6wxkzZlClUtHFxUXaNn/+\nfJvIzcjYLSRdpTrYg/rEv7LUbuPGjVmoUCGz8ah48eLcsGEDFyxYwIEDB7JZs2asUKGCZMwuW7Ys\nGzVqxL59+/Knn36in5+f1cPijf25aNEiq7ZrCxi/D729vfNalTTRtm1bDh06lHv37k33PvX392fv\n3r0tFidevnyZK8mVbQGVSmWWuyI/ITd0ksvl2TLy16xZM1Pfz0m6JYzVNLHYHhoaKp3fkSNHSBq+\nZxIScp+yr3Xr1gTA5s2b57rszMCULuvYsezNazML0+sCIE+uR27iXTFm5tfyn7E7fxSb0piY4uDB\ng+jVqxcA4P79+6hRo0a22rE1jGEqx48fR6dOnfJUlxkzZmD+/Plwd3fHs2fPbCKDia/Bv74GnNwg\na7EKMntnaZ+npyd2795tqJeJ+yQlVqxYgZkzZ0ohmFlBixYtcOnSJQBAWFiYRVh7bsM0tKxGjRq4\nf/9+rusQEREBV1dX6bder4dCobCpTI1Gg4IFCwIA3nvvPQQEBEjULsZ7wjSUUHh8GuKbO5DX7Arx\n6u+QuTeD4L8UAHA7AvAoWQCOchEQdZBXbgW7Vt9Bu+0LQK+GXetJUNTskqYuKUMWGzdujGvXriEu\nLg4uLi4YN24cVq5ciYsXL0rhu5mFv78/Fi5ciIMHD8Le3l7artfrU6UoSI3GJL3fRujuX4Jq369w\n7DMZDh+0sGiXJOKXjwA0KkBhB4cGHVCwTf809ZbJZHB2dpZC0LOrV3axdu1ajBo1CmvXrsWIESNw\n69Yt1K9fH15eXti0aZMks1GjRggMDAQAfPrpp2jQoAHmzp2bI9na4KeATAZ5QUdogp8gbpchvL/k\nzF9hV8r29EeiRg3lllXQ3L2FosMnoGDtrL0b4w7sROI5P8iLFIPMzg4lZyyA7N97jaQFNYWfn5/V\n3klxB3Yi0f8k3vv8Kzi3yBx1DkUR2sf3ELtvG0RlDAp16Q3Heo2RcPooqE6CU4u2cKhUFcOHD4ez\nszOWLl1qFV2zApVKhYiICERERCAqKgrR0dGIiYlBkjIKVVQvUVcehaIKAUGJwI5gLa6FJ0KlUkGt\nVkOj0UCj0UCn05lOVJGQkACVSgUnJyc4OztDLpeDJBQKBRwcHGBvbw8HBwepFChQQCoFCxaU/nd0\ndETBggVRsGBBODo6wtHRUapjus14jOlvR0dHODg4SHUzQ0nAxChot38JRZPhsKv3RfL2JCXEV4HQ\nn54PAFA0Hw27up8n71dHAfHBQJHqkNmnTwuk0+lQokQJxMXFQaFQoGDBgli1ahUGDRqULrWKmZ5J\nkeC9VUB4AKCOAhyKALW/hdq1LdRqtXRtVCoVNBoNkpKSoFarpb+mJSkpCUlJSdBoNGbHmm4zXmeN\nRgOtVgutVgudTif9FQQBUVFR+Oeff1CzZs1MnYMpwsPDJRoTAIiPj8esWbPw22+/AQAqV64sUXWY\n9YM+FgjbC75cChRpDlnF7yFz8siyfCMEQUDNmjUliqvVq1dj1KhR0v4+ffpg//790u+OHTvixIkT\n2ZaXWQQHB0v0KqaIjo62oG6wxpin1+tRtmxZhIeHp10nZhmE2FVwKH8TMrlzmvVSYt68efD398fJ\nkyelbRcvXsSECRNQrlw5VK9eHQ0aNECTJk1yjXrgu+++w5IlS1C8eHFERkbmisycwDhOqFQqaY6d\nlwgKCsL169fxxReGMXP9+vX45Zdf8PTpU8TFxaFo0aJo3rw5atasiVatWqF//+T5WVJSEuzt7XOF\n1iq3kR+pZmQyGRwdHaFSqWwmw9nZGT4+PujcuXOWjvPy8sKWLVtw9+5dfPDBB9CL/0AjrEcBhSfs\n5MnfJyr9JIgMQiH7gxZtPHr0SKLiCggIQNOmTXN2MtnA9u3bJUrC/HTtUyIoKEiiSnv8+DE8PLL/\n7swIJFGjRg08evQIAHD58mU0adLEZvLyEu8MTUU+xX80JvkDuWbsBoADBw6gd+/eAHLGp2hLmH6o\naLVaM8NXXsA4wTh48KAZh5o1wZgH4PmRgHNZyFosh6xgCWmfh4cHnj59ikqVKkmci5lqk0SZMmXg\n6emJxYsXZ0sv46QdAG7evIl69eplqx1rQRAEaRKrUCig0+ky/UFvLYiiiCJFiiA+Ph5A7vCaf/rp\npzh+/LjZtgEDBmD79u1mfWI6llAVDe32vlDU7ArhjmESt/2VGwaWewMAkJXwAGOew67FWOj9l0JW\nrBKoT4JD/x0QnwdAuLIR8modYdfAU2ozI8NthQoV8PLlS6suAgwfPhytW7eGp2eyHiqVCs7Ozihc\nuDCUSmWGugnhz0GdBnbvVwNFAdAmAQWc07x3hLBgaG+egpgQA/39ABTsMhL2VRqCGhUUpSqa1ZXJ\nZFAoFNDr9RnqkdrvnCI0NBRly5ZF586dcezYMSQlJcHJyQlFixZFdHR0rugAGJ4L5dpFEJQxKDn9\n52y1oY8IB8h0ebZNofr7ImK3r0ORr8fCsf5HWZanvnMDMeuXokCNOijc72soihZPt36PHj1w6NCh\nLMtJDRQExO3fAdXFMyg2dioKVE3fqKd7GYyYbWshhIfCvrw7igweA7uSqS9A9unTB/Xr18eMGTOs\nomtOQBL6+wFIOr4OVKtgX7sVHBp2hKJs1UyP3Wq1GjExMWbjrCiKUKvViIuLQ0xMDBISEhAfH4+E\nhAQkJiZKxWiQValUksHVaGQ1Na4bDa3GIgiC9NdYRFGU/qZ8dkz5sY3oW78IFnzmhtq/PkKcWkRx\nJwUmti6JnnUKw9kh2Vg+4o8Q+D2Mz3YfK5VKaDQa2Nvbo3DhwlAoFNJijemzntpz39SjADYMNXAj\n772iwpm7alwL1kAnyCCXy6W8DAqFAgqFAnZ2dmbF3t7erJguNKRcZHBycpIWEFxcXODs7IxChQrB\nxcUF7733HgoXLozChQujYMGCqFWrFrZu3YpGjRplq09Iok6dOrh7967Z9rTm0FQFgbc/B0QVUGYI\nZBW+g0xmHY7lQ4cOoWdPA++/XC5HQkICHB0dMWbMGKxevRoAsGTJEkyYMMEq8jID00X0devWSfy2\nKWGNMW/Hjh1YuXIlrly5kup+UgdtSBuAWjiU9csSV7der4erqytCQkLMONfzCtevX5fu2dxwhrAG\n8pMRtW/fvjhz5gzkcjnmz5+PFi1aoFGjRvjoo49w7NgxODg4SPq+K/1rDRidfUqUKIGIiIi8VgdA\n8rd6p06dLL5PMoP27dvj2bNn2LJlCz7++ONU6/j5+eHTTz/FkydPULly5Sy1v2bNGowePRqbNm3C\noMEtkaj7EkQM7GTt4Gy/QaqXoOsNucwdTnaLUm3n6tWrkiE1tx0FX7x4gYoVKwJIfTEyv+HkyZP4\n5JNPAEBygrIlli1bhm+//RYAMGXKFCxYsMCm8vIC74oxM7/iP2N3PkFm3L9hRTd8Uz7oBw8e5Lg9\nW8DIkWzKhZtXMOUMtQUVgBGi8gmFPztRONaVovKx2T6j/C+//DLT7b19+5YAuGLFihzptWXLFkm+\nKQ9mXkEURTo7O9ucYiYjDB8+XNLh1KlTNpeXMkv70KFDSZI7d+4kgDR55ERlCHU3dlFMiuPWtb8x\ncqkhdF7jM1oKo9ccnkQh9DbVq1pTF7jNjPZE/+wiRVGkqNfkOkVHWjh16hQBsFmzZmayixUrJoUs\nmupi5O/et/X3VNtLC6KgZ+KhZdLxSu9uTDq1hUJsckh6VvvEFn1k2uaFCxfy7DolXjXQc0RvXsW4\nP32oj4kiSeqVMYw/9SdjD//B2MN/UP3onkSPoFfGMP7MMb6dO8XAlz1xCDXPHlPU66l9E8L400cZ\nuWweY/fvpC4s1IxWIe7YAb6ZPDxHOutjlZmmarA2pYMoCIxcNo9hM8ZRH5c2j74u8i3ffD+SEQtm\nUfP0YYZ6tGvXLsc0QdaAPiyYcesmUOndjQl75pk9N/9rEJNiqbu8nvrgS9I2IeyeIY/CybkUE6Oo\nOfgt1Ru6UHdhBbWnfzaMr0EXciw7ODiY+/btyzKvsPjiKIX9H1E4P8qCRi2vUb9+fZ45cybH7axY\nsYIAWLVq1XT7R3gwjsK1thQTHuVYZmpITExMlW4GSM69kR9hjTGvRYsW6Y5H+sSzVAd7UFD/k632\nmzZtyj179mRXPatBo0meI+VnukhTGPOutGvXLtdlp6S4a9OmDcuWLcv169fzyJEjLFasGIsUKcJ9\n+/aZHZdb88z8hM2bN9uUZig7+OOPPwhkn6f53r17LFCgAAGwQYMGvH//vtn+S5cu0c7OjtOmTSNp\nGIuOHDnChg0b0svLy4xvffPmzRw2bJjZ8YGBgQTAkSNHME7ThkqNO5Uad2qF5PeKKApUampSrV+f\nrq7Hjh3LkP7K2jClFM2Nb0xrYeHChZLeWZ2TZAcPHjyQ5Nnb2+eLnG/WxLtCU5FfizXtp/kR78r9\nkevpuXv37o19+/YBgFkYSH6CMfvxq1evcPjw4TzVpXjx4li5ciUA2HSVUla4CmRtNgP2LuBfQ8G3\ngdI+o9fo3r17MW/evEy1V7JkSaxatQrffvutpH9mMWjQIOMgga+++goBAQEADPfOTz/9lKW2rA2Z\nTIaEhATJy9ze3h5JSUm5rse6devg4+MDAOjQoQNmzpxpU3mVKlUCSenZ2LhxI2QymRTC+c0336R6\nnO7CcgiX1wMKewTcfIC/Yw1eU3KPtrD7dD7kVTvAvuOPkBUzZPYW/t4EWeGycBh1FjLX6tD/tRi6\nP4ZCu+4TzP7MUEcmk8HPz8+m55seSpQwRD4Y6VyMFCLOzs44cuSIVK9s2bJ48+YNwht9juWXnuLz\nr4ZkSY5MroBT9/Fw8pwF+3rt4fDRZ9BcOoD4pV8j6ehaK52NdXHt2rUM69SpUwcArB566lj/I7h8\n9gV0wU+Q4HcI0euWQB/+BtGrFiDedw9Ul84i8dQRRK/4GWHffIU3E7/G25njEH9wF/RhobCvUAny\nQi6I2bgcUUvmIHLeVMT77gHkcqiu+CNi7hQot60BAFCrgfrGFRSo9kGOdFa8VzjTHsbWjiKRyeUo\n8tUoQBQQvXIBxMQEizrqf64hcuEPkBd0RLHRk+FQuVqGesTGxto82iQ9iLERUJ/bhYTfpwCCHs5f\nzYXzl9Mhfy99z/l3GULgVgg3dkG4tl3aJi9VE3Ztv4f48iq0W3qDb27Drv0MKBoPhvjkLABA5loV\nur+WgHpNtmVXrFgRffr0yRS1ihHUJYK3FgJl20DWfBlkBfPXtSlQoIAUPZUTjB07FiTx6NGjNPuH\nkX5A9EnIXPtA5lw1xzJTg5OTE0hixYoV0jZnZ2fo9XrJcy8/Irtj3v79+3HmzBlcunQJd+7cwVdf\nfZV2ZeGtQZa9e7ZkVaxYEQ8ePMjWsdZEgQIFAABz5szJFv1OXmD8+PEAgOXLl9tMhiiK0hzNiL//\n/hs9e/aUtm/evBkhISEICQnBsGHD0LVrV2zatAk3btxAnz59bKbbuwIjJdmIESPyWJNk+Pv7AwBa\nt26dreNr1qyJK1euwMHBAbdu3UKtWrXQqVMnBAYGws/PD23atMHQoUMxZ84crFq1Cm5ubujVqxfc\n3Nxw8eJFVKxYETNnzsSDBw/g5eWFXbt2mbVvnOcmquIgwjDGyGVVYS9Ppo0T8QJAEuSyaunq2rJl\nS+n/999/H3379s3WOWcFRurQYcOGoX379jaXZy1MmjRJioLPDTqh6tWrQ6vVAjDQutnb20vUYf/h\nP/yHfILMWMRhg5UJ46osAD56ZBtvlpzA1KM6M9m2bQ2jLmvXrrWpHFGXSOH8GAr7P6T4Knk11zQB\nxB9//JHp9hYtWkQnJ6csJZpMrf0XL15I8vMqSWRK9OrVS9IpKioqT3Qw9bj28PDIlYReFy9epEKh\nMPMOS+sZESKeUndzL0VRZNmyZfky8DjVG7pQeGv+zIuiQM2hCdQc+Z66q5uovbyB6m19zby81ata\nc1THahaeaUak/G0r7NixgwC4ePFikuTVq1cJgGPGjCFJRkdHEwA7duzIK1eucMqUKRzbtDJb1U5O\nfLt3714+f/48y7KFmDCqTm6h0rs7da+fsGqJQvnKs9vLy4sODg4EIN2LHTt2JACGhoaSJGfNmkUA\n9PX1taoeptA8e8ywmeOl5Il/jxnEowvnUblnM1U3/mbChdNMOOdH1d8Xqfr7IsN/nEDN04dMOH/K\n4OE9ZQRV1y5TUBmS6wrqJMb96WNI7HjyCMNnT2Lot4OpefY4A03yP7RvQvhmygjG7DD3Loo/c4yh\nYwcwat0SCglxmW6vevXqvHnzprXVzBCiTsuk09uonN2DyvlfUHVsPUVt3ic4zg3o7x8zeHGf+cVi\nnxj7hrqbeylEPJW26QLWUr2qNYW4NxS1KouEuTmBKIoUxfSTcomhFyj4NLSIIssvaN26NXfs2GGz\n9sXYaxRDd1J8s9uQiPLGpxn2mbUQFRXFP//8M1dk5QXatm3LKlWqsGbNmixVqhT9/f3Tra9TrqM6\n2IOiLvWEqoIg8OHDh/Tx8eHcuXPp5eXF9u3bs1atWnRzc6OTkxNnz56dbX3PnTvHL7/8Uno/Zgcz\nZ86UPAvfJVhzPpKQkMCAgACLueikSZO4efPmVI+ZPn06ixUrRjc3Nz5+nLmxqGLFigQyTjz4v4Tc\nmltnBcbE0VlJ2JwaAgIC6ODgQBcXFxYqVEg6106dOnHq1KksVKgQnZ2dOXHiRCl5ryAIdHZ25saN\nG2lvb08AqSY0vnv3LtVqNQUxgmr9VgqieQRTkn4VlZrKFMX0E9S6ubkRABs1aiTpl5SUlKPzTg/e\n3t758ppnBcYI7E6dOuWazIkTJ0r9ltOo9vyCd8VzN78WW9hP8xPelfsjTy+WMbM1gExPNHITxnCY\n4sWL57UqZmGo0dHRNpUlCjoKV6cbDN5PksMzX758Kelw9erVTLUlCAKLFy/OIUOG5HhymJCQIMkv\nXLhwrhh2M4Lpyy07xktrQK1Wmxl/4+Iyb5jKLsaPH2828QLA5cuXp1n/1atXLFu2LEkDPUdqEDUJ\n1PwxIpnCJOQmdU/OUr3lc+qfnKN6dVvqLq1hdHQ0K1SoYCb7119/JQB27tzZJudrij179pjJHjhw\nIAFwzZo1JJOpPCZMmECSDA8PZ7WShdjFRLe9e/fyn3/Mw6b9/Pw4Z86cDOULqjgqf+rN+J1z2KV6\n6Tw3dlerVk1a8Pj444/ZokULApDOb/Xq1QTAdevWkUx+OXp5eVlVj5QQtRom+J9k2L7tbOzmymrV\nqmV4TGLAXwaD9onDlu3pdIzZvk4yoGtfv7SF2nmChHN+DB03kHplDElSHx3J0G+9qNy3LcvjbLly\n5VL98LMVRFGk5sYpxi4dSuWcnkz6aw9FdWKuyc8vENXxaY6tpKGfdC8MFD66q5uo3tQzeZ+gp+7G\nbgqvruVYD+HabAqn+lEUzMN5xbDLFJ/soaiOoeDXk8LZr3LNwJtVdOrUyWaOBeLbwwYDt2kJXmAT\nWf9fsHjxYl6/fp3Xr19n+fLlM3VMbGwsAwLOM/FpdQYc70hPT0+2bt2aNWrUoJubG11dXVmqVCmW\nLl2aHh4ebNasGT///HNOnjyZ69atY0BAgGT8ygnatGljNp8YPHgwY2PTN36Z4vbt29KxOTX85SaM\n83kHB4csH3vo0CEeO3bMbNvDhw85d+7cLM1/a9WqxYCAgCzJHjNmDAHw4sWLWTruXUZ+NHxaU6fI\nyEj27NmTcrnc7FksUaIEly5dakFNsX//fhYoUEByfBk4cGCWZeqFR1RqqlGlS3+h7N69e2bnOm7c\nOOm3LRZcrl27JrWfFSe1/AZRFKXzmDt3bq7JvXTpkiS3Zs2a+cJOkRO8K8bM/Fr+M3bnj5LnF8vU\ncJQfDd5G3VLytuUF9u3bl2uTDlHQUbi12OB99XCrtP3vv/+WdDDlLEsPhw4doqOjI11cXNipUydO\nnz6dfn5+DA8Pz/KLwJRHzNar25nFkiVLJH1SGjBzE+3atZP0uHXrls3lVa5cmatXr+Zvv/1mdk0e\nPnxoUdff359169ZNtz0hMiiZx3tHf4p6wwRTFEWK6niqt/ShelVrigkGQ1pcXJyFwb1NmzbWP9FU\nsH//fjO5ANiwYUNqNBquXbuWAPj77waO7rNnzxIAJ0+enG6bCQkJqXJt9unTh0eOHDHbFnt6J2O8\nu/PnTh9wSOOK1L9+QtLyAyA3jN3ff/89AfDEiROsVKkSV61aRQCSt1tISIjZQoRxElq0aFGr6pEW\ntm3blul3jD4miglnj1MXEZ5mHfXj+0y6a/vnywghIYaBy7/n4jmzbCgjnm8mDaVy7xaSZIL/SYZ+\n8xWFpKzniShVqlSucCWSpD7iFRO2/UCldzcm7ltA/dt3fwFCVIZQs+drqjf3pv7Bcau1q717kUrv\nbtQ+DqT2zC9Ub+xK/e0D1N3aR93NvdLYKyqzzwkqRt2h4NPQUB7voqg1GAPFZweTt/9b8qtXN0n2\n7NmTixYtsnq7oi6OQmAbC2O3GHfD6rL+F7BkyZIM+adfvXpFJycnFilShB06dKCXlxc3bdrEWbNm\n8auvvmKHDh1Yt25dlitXjq6urlIpW7Ysv+pXk+pgD/4wrSdnzpzJrVu3MjAwkImJubtYduHCBZYo\nUcJiTjFt2rR0I0t1Op1UNy+iaXKCGTNmEEC6fOp3797l559/bhE5eeHCBT59+jSNozIPNzc3xsTE\nZOkYI3+ykcv5fx1GTuL8ElFrhC3msoIgUK/XU6fTpblwJIoiq1atyh49emTZKKwXg5ikX0m9GMRE\n3XeM1bSgKKZ/bGrfVd26dZO2W9OYqlKppHZv375ttXbzCqYOcrkZzWQaCQ+AYWGpRw29C3hXjJn5\ntfxn7M4fJV9crN27d0uDwpMnT2wiI7swUhLkF8NquXLlCKSdENDaEO6uouDTiGLIWWmbqdE9s14U\nWq2Wy5cvZ8eOHenu7k5HR0cChrDLunXrcvXq1Vn6wGjZsqWkw5s3b7J8XtaG6T187ty5PNNj+fLl\nkh62prx58eIFixQpwlevXlGj0bBmzZqS7A8//NDMG+LMmTOsV69euu0Jr/+RDC5CtOVCihDx1ODx\nffuA2QRPpVKxatWqZpMLI8WIrRERESGFtaYsV65cIZmcpGzLli3ZlpNyQnv44AF+3rQ2X0ztLCWv\n1AXd4icerhxQv5xE35Abxu7Lly8TAEeNGkVXV1fGxcURAOvXr5+m3NxatCMNdEMKhYJyuZwLFrxb\nHpSioGf8pqn855v2PDaqI0Ux2Ygs6jTU3g+gPvK14bco5IiOIuGcH0PHDqAqMIAxuzby7c/Ts9WO\nq6trtnXILES9lqoTm6ic3YOxvw2l9sn/xkRSeP0P1Zt6UL2597+LfgNSrxd2j7obuykmxVIIuUlR\nlXGiU3XAIcM4EXyHQshNqrf3o3pNOzOaKM3OgRQ1CRbHilF3KdxZQfGlX7pyRHUMhbNeFPZ/aDBq\n+/WkcP93w//X51G48bPhf/+cJXa1NTw9Pfnjjz9atU1RFCncG0LhSiOKyssUo05TeDafYuz/xr1r\nC/j7+2cYMRcREUGFQsECBQrQwcGBtWrVYps2bejp6ckpU6Zw3bp1PHfuHMPDLRcwBfWtf5NT5t7i\nZUbw8fFJdT6xfPlyi0VEFxcXAuD333+fR9pmHYIg8NWrV9J5Gc/pu+++swj9T0pKYkKC5XhkDdy/\nf59ubm5ZPs5oEKxTp44NtMp/GDlyJAHw7NmzGVfOReTmHNIUmzZtor29veRhnZWknXHarlKiSqXG\nnWp9+t8ERs/xChUqWOyrU6cOAfDGDestlBr79Ndff7Vam3mNZ8+epeuIZUuYLojs378/V2VbC++K\nMTO/lv+M3fmj5JuLtXPnTmlQsMaKvTVhNCA6OzvntSpmnhyvXr2yuTxRFChcnkLhUEuKcckGyHnz\n5kl6ZDeUKi4ujufPn+eXX37J9957jw4ODhw+PPMfwZMmTZJ0sOYLP7s4c+aMpM+ePXsyPsBGMGYB\nB8AuXbrYVNaKFSvo4ZHMRW0aUguA69cbeIATExNZunTpdNvS/DmN6s29qPljODU+Yyz2i6JI7bFZ\nVK9qTV3gVsvjNRp+9tlnZvJzwqWZVaxbt87iA3Xq1KkcNmwYATAwMNDqMgGwcnFnRv3wGZXe3Ti3\n4wc87tWcuud3pf2m3lO28oYBIIV+pyYno9/9+vWzyYeLWq2WFtYAg/f9uwTdy/tUenej6tg6Kr27\nUVC+JWngp07YNsuw0PEvP3XsYi8qZ/eg6uhaau9elCIjTKF9eJXqi/up+eccRU0S1Rf3M27VGCYe\nXEpt0D+M3ryKbyYN5ZuJQxi9cVm2dC5VqlSOzjk9iKJIze2/GLdqLJVzelF9cT9F3bsTup8ehKhg\nqjd0oebgN9Rd225Y2Ht4ItW66q1fWOQzUG/9gqIqbS9FUdCbGapFUaDw6pqhrd1fU//mHkWV0vI4\nUaTw5ycUfBoZPLIf70r/PFQRFA59bDBqH2xh+Ht3jWExRhtP8cUxs7lEfsTQoUMzjMTJKoRbvQxe\n3CFpe7L+LyM2NpbXr1/nvn37uHjxYk6cOJH9+vVju3btWK9ePVasWJGlSpWim5tblnOguLq6ZotS\nRB+/P99NGID/AAAgAElEQVQZu40QRVFaKE9Z9u3bx59//jnPDH6ZRUBAgLTob8SNGzc4YsSIPNX9\n6NGjLFmyJHftSn8sSwv5vd+tCeO55jc6BgBUKBS5IksURe7evZtNmzalQqHgtGnTpH7JbE4vvfiE\nSk1lqvXrqNLNp1q/IcM+NcpIbcHHx8eH9+7ds9p18fT0JABWrFjRKu3lJ5w+fVrqy6xQRFkDBw4c\nkGR37949V2VbA++KMTO/lv+M3fmjpJ4ePg/g6emJHTt2AACqVKmCoKCgPNYoGePGjQMAJCYmWmRc\nzm3Y2dnhr7/+AgCUK1fO5vJkMjlkDX8ACpYAL08CdYbs5dOnT5cyQmc347GLiwtatmyJPXv2QKlU\nYsyYMdi4cSMaNGiAsLCwDI9fuHAhtm3bBgBo0KAB9u/fny09rIW2bdvi5s2bAIC+ffti2bJleaJH\no0aNEBMTAwA4evQoZDKZlC3a2hg7dixcXV0xfvx4AEDt2rVBEj///DMAYPjw4ZDJZAgLC4Moium2\nxZDrgCoasqLlIS9T12K/TCaDXccfICv9AYSXf0N4cByi8pW038HBAYcPH4ZOp0O/fv0AAD/++CNk\nMhkmT55sfPHYDMOHDwdJPHnyRNr2yy+/YMOGDQAAe3t7q8s8evQogqIS0XzNX+i2NQB+j8PQtEJx\nXFs4Hsc3rYC9QgYAKF++vMWx/fv3x5kzZ3Ksg1xueI28efMGCoUiU8e4uLgAgHRNIiMjAQDh4eE5\n1scU586dQ1JSkvT7+vXrCAkJsaqM9PDq1Suz3zKZDNOnT89CC4brZ1elASCTQx90CwCgDTwGffAd\nOH0+BfbVm0B74yTsylWHQ6PO0N0PgMrnV8TN/wLxq8ZAjI8GAIgxYVDtmQf16a1IOrgUcT9/CfXp\nrZA5ukB4/QSq7T/AuVkTyBydQa0GBRs0sUofWAukiKTDK5F0YAnkRUrC+etfUKB5L8jsrP9cZRdZ\nHWNIEWL4fQj3j0J3+DvICrnCvt00CDf3QF65FRTVOqZ6nKyQq+Gf99ygqNvH8H/C23RlyeQKyGQy\niNHB0J1bCO3mntAdngRZwcJw6DIPitI1IXMsbHmgJgpQRwKKgobf8vTf93LHEpB9dhpoPA+Q2wMl\nP4Ss5gjDXMK+EGTlO0PmYjke5Sc4OjoiMTHRKm2RBKNOAIn3DBuKtbVKu3kFpVKJW7duwdfXFytX\nrsSMGTMwdOhQdO/eHS1atECtWrVQvnx5lC5d2qzUrFkTAwYMwNKlS+Hv74+4uDhUq1YN/fv3x9Kl\nS3HhwgWEhoaiX79+6N+/f5Z0Kl++fJbfZdS/gT7qR8idu0DmUCdLx+YGZDIZxo4dC5LQaDRm743P\nP/8c06ZNAwCo1eq8UlFCUFAQJk6cCKVSabb99evX0vzAiPr166NHjx4AgMGDB+eWigCAjRs3ws3N\nDd999x1Wr14tzROzgvz0bZqbkMlkea2ChOhow5ymVatWNpfl6+sLV1dXDB48GCVKlMCpU6fg7u4O\nABgyZAgcHBwybENkNFS64ZCjAhzknnC0m4YCiqGZ6tNffvkFzs7OFttDQkKg0+mscl3+/PNPybbx\n7NmzHLeX39CuXTssXboUAFC4cOEMv0WtiZ49e0r2DF9fX8hkMsTHx+ea/P/wH/4D8o9ntxHbt2+X\nVsGCgoJsLi+ziI2NlfTKbT6/1GCk8fj6669zRZ4YG0zBtxUF/xEU9cl0Lv/H3nXHRXG875dmb6Ao\nFiRiS2KJJWqMNZrYA2qMYosaYyyJJfq1JRYUayK2CGpsWELsSrCLYkewYkEBpdhAaXfA3e2Vnef3\nx3rLHXfAAXeA+fl8PvOB252deXd3dnbnmXeet379+iAiuLq6mqWeV69eoWXLlrCzs8OMGTPw5s2b\nPI/RyihQEXvy5oTY2FjRHnN7h+UHjDHUrVtXtMVSATRlMhmqVq1qEOhHoVDoBZIsU6YMHj16lLO9\nykzwr+6B5zVQX1oH/pVxzTj19W3gNn4JzqcrVMdy1k3keV70qtamCRMmFJmeMGMMy5YtM/DK8vb2\ntoiXzI0bN2BrbYV7074UpU3Cp3ZHt/qO+PmnSXqSTIDgCZ/dY+Tw4cPw8PAwKDsuLi7X4FfacrVS\nNbr1AEDDhg31vGC0QT21GvdanW/tSgBzYcKECbC1tRXtsbKyMlgqba5l0nFxcZgwYYL4WxtYSLcP\n0NqRPeBRTlA9ChE8utMSkbHlf5AdXg2m4iD9fSRk/24Q82VvT+r4CMjP+EGyfCikf4wEFxIARbC/\n2C4y/b3AXTkE9YtI4Xheg3TfycjY/At4joM68VWBrsGDBw9QtWpVi3jPcFcOQeLpBuXdkrWcGhAk\nllSnFoLb9BW47QOgeXgsz2ecadTCMW89s1Un5oHJUoTgkRu/BMtMzio/NR6ap5fFAJSauOuC3FPy\nUyGewdZ+UF/xEcplDJn7V4ALNdSoZOmvwW39GpzfIKhDtoB/GZ63nYwHiw0Af2EcWMzhPPIysPgT\ngpTJwdbgL00Ey7D8CjRzY86cORg1apRZymLJZwRt7jvuYOrCBzQsLGQyGR4/foxz585h9+7dWLVq\nFWbNmoXRo0fDzc0NnTp1QvPmzVGvXj04OTnp6Vxrta4//PBDtGvXDr1798Z3332HmTNnwtvbGwcO\nHEBYWFi+PbN1wfM8HB0dERQUZFJ+hUIBR0dHxMTE5KsejfRvcLEfgfHFf0/yA6lUijFjxoCIEBYW\nZtG6VCqVQf9gTG5EIpEgMjLS5FWerq6uICpaCUIvLy84OTkVeOVweHi4wbfcfx0cx4GIULVq1eI2\nRQ+nTp0qsvGeg4MD3N3d4efnh7t374IxBicnITC8KeNTxnhkqkZCqmwNDbPMGKwwePPmjdieX758\nWdzmWBSDBg0qtmeXMSZKzxARLl++XOQ2FATviuduSU1FyZ8WB96V9lEib5ZuQLH8fsBaElqZgqJa\nOpUbdCMNP3jwoGjqTLoN/kgH8Fen630Aa+0YMmSI2eratGkTateuDSsrK3z44Yf47rvvMGnSJGzZ\nYnzp17Nnz4pMusMUJCUlifYMHjy4WG3RlXsJCAiwSB1nzpyBo6Oj0SV9utG9iQi7du3KtSymkAj6\nsf8Yn8jhn90UCKJt7uDT8g5IxxjD9OnT9WwYMWKERSKZ54SHDx+iatWqejZ88sknFvm4ZBoVJK8T\nsHHmjzj5fQdIPN0Q9vMXqFwmi/QNCQnJV5kzZszAiRMn9LY9ePAAJ08KAfTs7OxAROjfvz+ArMm4\n5GSBsJs5cyaIhCCWQFaAT+1gRavh2adPn0Kduy4YY6hRo4beNbeyskKXLl30zsvUQUteWLRoEYhI\n1AXX7aO1fZY2mOuAAQPytl+jRrrvZKRvmobQ0FAkeY8VyOrlHpAsGQRNct6BBHlpMmQH/xCOWzwA\n8pNboH7+2LjEyZM7gqZzXMHfJ2XLloWTkxNq166NGjVqGKSaNWuiQYMG+OSTT9CxY0f06dMHQ4cO\nxaRJkzB//nysXbsWe/bswZkzZ3D//n0kJSUJQaNSXkHi9Q3kp7cX2DZLgDEe6tBt4Hy7gds9DOrb\n/lCdWSL0XwEzoLl/FEyjBNPoTxQxtRKqM17gNnaHJuKEKD/CGINyz3CogrOCI2qeXMgixM+tAADw\nL++KZLfmwb/gfLuJgXsZY5AFrEfm/rd5k6KhOv4rlHuGg9vcC5zfIDBZwcnI3K4FH75GILkvTwZ7\nehCMfzclZry8vMzyPcPUEvBhHcGHDy7UBCfP80hJScGDBw9w7tw5+Pv7Y/369Vi4cCEmT56M4cOH\no1+/fujcuTNatmyJhg0bGjyDWrJa+wy2bNkSXbp0gbu7O0aPHo1Zs2ZhzZo12Lt3Ly5fvoy4uDiT\nl+ibG9evX4e9vT0kEkmehO6HH36IcePG5bsOVdI8KJ9/VVAT/1N4+vQpIiMj9bbdvHkT7u7uBgEc\nzTFRX9SE06xZs1C7du18B6MEgCtXrhiQ3NbW1iAqGXGcLImdO3eCiLBkyZLiNkUParUan3zyicmB\nIfMDiUSCHTt2oEePHqhUqRJsbW3RrVs3gzbg7OxsUnmcxg8SpSvUfMkjN3W/Ufft21fc5hQJKleu\nDCJC9+7di6V+rWMPEeGXX34pFhvyg3eFzCyp6T3ZXTKSFZD3slsrK6tWRHTr1q1b1KpVqzzzmwO7\ndu2iUaNGERFRbGwsffDBB0VSb17QLhnasWNHkS/By4779+9T8+bC8kvGWJEsM8Ori4SQGWT1qSdZ\nufQjIiKe50UpkyVLltBvv/1mtvqio6Np2bJlFBERQQqFgiIjI6lbt24UGBhoIJ8ik8moQoUKRERU\nqVIlkkgkxbr0Ti6Xi8vPWrduTTdv3iw2W06ePEl9+vQhIkF65M8//zR7HWPGjKGEhAQ6deqUwT7G\nGFWoUEFPUuLZs2dGpXgAEJ7fICpdkaxrfJS1XSElzc2dZFW5DvFX/iQ79zVkXbuFyfYBIE9PT1q8\neLG4rX///rR//36LSIwYg0ajoVmzZolL6rTYuXMnfffdd2avD2Ckib1P6X970anIBBrx9zWDPKtX\nr6aff/5ZvAb86zhiqQlk06AVITWBrB1qkpVdaYPjoqKi6Nq1azR69GgaPHgwHThwgD744AOqXbs2\n1alTh/bt2yeeV3BwMHXr1o0mTpxIvr6+4rPasmVLun37NhFl9a2mvJNMwa1bt+jTTz812G5tbU2v\nX7+matWqic/F8OHDRRmtgkK3H9Sew5w5c2jlypU0YcIE2rhxIxFlnadSqcx1CazyyiHizu+hCj96\n0+CfZtLmrk5kl/qCSncYSEyeTqWadiJbV9PaP5+aQFZ2pci6YtUc8wCgjPU/kl3DNlS2z48mlZsd\nNWrUyFWKRi6X0/Pnz+n169eUmJhIb968oTdv3lBaWhqlpaWRRCKh9PR0kslkJJPJSC6Xk0qlokWd\nP6BuH9jTl3/fJU6T9a4rVaoUlS1blsqWLUvly5en8uXLU4UKFahixYpUqVIlqlSpElWuXJmqVKlC\nDg4OZG9vT1WrVhX/litXzmCZvamAMpM0l9cTizpLNi2GkE2778nKRrif/NOLxIduI2hllqysyapa\nQ7Ku05psWg8jzcXVxGKukG33OWTT4AuxTJb8hNT7x5Ftn2VkXbct8Xf3E3/bn0iVKeYpNXIfUaly\npNoznKxrNiVrl3akubiG7AZvIetqDQzsVO4YSGRlTdYu7ciqYg2yadqfrMpUKtA553o94v4l3FpM\nVs2nk1XDYWYvvyixdu1aCg4OpoCAgHwdJ5fLKTk5mVJTUyk1NZVqaf6hBuWv0rZbg+hFEkgqlVJ6\nejplZmaKSS6Xk1wuJ4VCQSqVyqD/0/7WtnXdNl65cmWxLVerVo2qV69ONWrUoBo1apCzszNVqmT+\n+1xU6NChA/34448UGBhIBw8ezDHfRx99RNOmTaPx48fnmCckJIRmzZpFV65cISJBGmDasONkU74X\n2TrkR1bq3QIAvW/gx48fk6+vLy1dulSUEiMi8vHxoYYNG1KPHsZlk8yJhIQEqlWrFrm6uhaJJMi4\nceMoKCiIHj58SOXKlTP5OAB67wY7OzuKjIykevXq0dy5c2nFihV06tQp6tmzpyXMLhFo2bIl3b17\nl5KSkqhatWrFbY7ZIZfL6dKlSxQfH09nz56lK1eu0OvXr6lSpUrUpk0bGjZsGH377bdUqlQp2r9/\nP/37778UERFBERER9OTJE6pfv36u5TOkUaa6J9lad6Fytn8U0VmZjhYtWlB4eDj17duXjh07VmT1\nXrhwgebOnUvXr18nIuF9O3Xq1CKpW/e5XrRoES1YsKBI6tVFdHQ0NWrUSPytUqmKbAyaX9y+fZta\nt25NRNQawO3ituddQ3Hwp0WJd6V9lFiym4jIz8+PxowZQ0Qlh/DOzMwUPxIzMjJEcrW48N1339Hu\n3bupe/fuFBQUVCR1srDfiBJDyKrbLrKqUIeIhGuhHVgdOHCABg0alK8y09PTqUyZMnnqn0VFRdFn\nn31Gjo6OFBoaSlWqVNG3jTGytbUVB4gKhYLKlCmTL1vMCY1GI77EipuAf/HihUguV61alZKSksxq\nC2OM6tWrR4sXLxYnqrQ4e/YszZw5k65evUr16tWjpKQkIiLq3bs3HTt2zCTCiX8QQJpLa4kc6hGp\nFUQA2fVbTiz6PJFGRVSmIlnZu5B1vY55ntcff/xBs2bNEn9/+eWXFBgYWKRt5fr169S+fXu9bd27\nd6cDBw6Qvb29WeuS7V1KmsgwqjTvEMXGP6MZM2bQ69uXaMJnrjTj+D1KlqnIqWJp8hvbiz6rIjw7\n1k6uxBJjyMb5Qyo/ZkWu1/Tq1avUsWPHHPdXq1ZN1OXmOI5Kly4tlhceHk7Nmzc3O9m9cOFCWrp0\nKfE8b7Bv+/bt4rvFnPWOGTOG/Pz8yNPTkxYuXKj3Yc3zPFlbW9PmzZtpwoQJ1KtXLzp58qRQN68h\nequpTETEFBmUsfp7KvVpbyrb83uSyWRUViMnsrImPuUlKYN2kk3dj6lsz7GFtlkX8qPriH8ZRRUm\nbch335CamkqffPKJgU55YQEVR+mrRlHpzwdQma4e4nbGGKWmplJiYiIlJydTSkoKpaSkkEQiIYlE\nQlKplDIyMigjI4PkcjnJZDJSKBQiga5UKkmj0Yj33crKSu9/Lezs7KhUqVJiKlOmDJUuXZpGNLOj\nUU0YXUksTbufOVHZsmWpXLlyNHPmTHJychJsTI0jJD4kYhpiCQ+IxV0lq0q1CClPybbbHLL5UJ8o\nUV9YRSzmMtl9t5/4S2uJPRYmDm1ajyT+1h4iAtk0G0i2nSYT/ySYNGcWk53bKlIHryKrMpXIru8K\nsiqX1XcAINWmL8m2489k02yAWe+LLsClEIK/J6pYl6w7mn8itaixdu1amj9/PtWpU4dUKhWpVCpS\nq9VElEUgZm83VlZWZGNjQ6VLl6bSpUuTe0c7WjZGRdvOVqYTd2tRxYoVqUKFClS5cmWqXLkyOTg4\nkIODA1WrVk0kqh0cHAocA+W/hjZt2tDMmTOpb9++RjVriQSyasqUKXT16lV69OiRwX6FQmGU4KxZ\n3YYiL9ejJ0kDqWWHlWa3vSiRmJhIV65coQEDBujFzJg8eTI1b96cxo0bJ26TSqWUkpJCLi4uJsfX\nMDdGjRpFu3btopMnT1KvXr0sVk9ycjJ16tSJqlatSufPnzdJW1kXjDGysbEhJycnunPnjtinExFd\nuXKFOnXqRJMnT6b169eb2/QSA3N/kxUXwsLCSCKR6E3mAKDGjRvTs2fPqFKlSuTq6koDBgygYcOG\nmS0eFqfxJiXbSRXtgsjaqrpZytSFSqUijuMKNKnp6+tLP/30ExEV3f1NT0+nypWNxAV5i/Pnz9MX\nX3yR435zQdcRLSAggNzc3CxeZ3ZoNBqqUKECKZVKIiKKiIigjz76KI+jih7vCplZUvGe7C4hMMX9\nm4rRDX/79u0W1xzOL/z8/IpkGZ5arUbp0qVx/PjxXPNpbbG0BpRCoQARYc3KReBP9gd/agCYIms5\ndHx8vGhLaGhovsr29PQ0iNqeEyQSCRo3bowqVaogKirKaJ4uXbqIthSlLqAx6C4VI6Ii04w2BrVa\nrWdLYbQ1jSEqKgpVqlQxuOZjxozRW7J17do1PTtMWUKnvrNPXM7P+XyR9f/WflD+PRLcVjdBPuDo\nL2DpiSbZq7ukjIjQrl07ZGQUrYanXC4XNax1U2BgoNnq4EKPQeLphowdv0Jxbg/UcQ8gWTwAEk83\nXFg6CZXL2OHW5G6In9Mbo1u7YNFXHyN14deixrP6qaBVqH7+GOqYcL2yGRPa8wcffIDg4GCsXr0a\nX3zxhcH55JSaNm2KxYsXi7+DgoLQr18/A5mZR48e5WsZctOmTY3WZ2NjoyeXot1ujvvO87yBdIlW\n3kRXA1ibR6FQgM+UQLpyOCSbpuHh3VtgvAaKywcg8XQzKlXCFJmidrO5oY69B4mnG1TR+X/X37lz\nBx9++KH5bYp7IFyLV0Ufw0OtViMtLQ1xcXG4c+cOgoODERgYCH9/fyT4uOP++mHw8vLC3LlzMW3a\nNDg7Oxvo2eqVd2O30GftGSk+N1rwqfHgNn4J9c09gsSJzxdQHZsLzqcrmEIKPuEBlAcmQBMlaBkz\nXgOl/yhh26OT4Lb0hXLfD+BfP4b6lj+Uh34Ct2sIOJ+u0MSZ9m4tCNjLC+CP9wZ/rCdY5n9D8/PG\njRtwdnbGnTt3EBsbi7S0tHzJXjFZNPiQ5uAj/yfomCviwdKuWNDi/xZu3LgBR0fHPGMbNG7cGO7u\n7kal/FQqldjPlitXDs+fP3+7ncPtoM8RG1oP9pWtceyYobZ9cYMxhqSkJIPtkydPxs6dO/W2RUZG\nYseOHbnG1LAEIiIisHfvXuzYsQO+vr7w9vbG0qVLMW/ePMyYMQOTJk3CmDFj4OHhAXd3d/Ts2ROd\nO3cukrFTYGAg7O3tsXz5couUr/2ONlesopKK9PR08bl5l+Hm5gYiwpkzZ8RtCxYsQNmyZQskbaOF\nmr8LDTP+XcIYQ7qqB2Rqy0lVhISEFEi3PDIyUnwO09PTLWCZIWQymVink5MTEhOFMZpKpRJjEBAR\nLl68WCT2xMXFiXVGREQUSZ3GMGfOHNGO1atXF5sdOeFdkakoqak4+dOiwLvSPt6Jm7Vt2zaxM4iP\njy8WG7LDxsYGRIRNmzZZrI7q1auDiODj45NrPt1O25I6xNo6fH19wTKegz/WA/yZIWBc1sdCaGho\nge5VRESEyR/r2vK7d++OihUr4tUr48HUtDrBRITbt2+bbIul0KBBA9EeS2jN5QcDBw4UbcmvfnNe\n8Pb2RqNGjfS2NWzY0Gj/oasnTkQ53ksAYIp0aFLjwfl2B7d9oEh2ax4JutGMMXB/9Ra27x4G/tkN\nk23WncAiIjRp0gQSicTk482FkydPGpCzHh4ehQ6KyxiD8s45ZP69GJLlQwUSe8kgZOyYC4nXN5Cu\nGgWJpxvu79+I5s2bo1alMiLRLfF0w6TPXBEyb5j4O93nZygu7EXmrvmQLB6AzP0rMLbDR9AkxhrV\n9FSr1Th+/DhmzJiBJk2aZJ3bJ3Xg494ClUrbGpw3EaFfv37YtGkTXrx4AW9vbxw9elSv3Js3b2Lu\n3LkG2pm6E2/Gkp2dnfiRrw2KPG3atEJdYy0mTpwIIsLs2bPFbdn7Z21769y5M2RH1orX9fc+zZC2\ncrgwMeG/xCKBTHMDYwzpG6cgc1/+SYKAgAC0bdvW7DYpzu+B9PcRFiP4CwLGeHC+3aC+vEGPtO7e\nvTu2bzeuK655GAhuS19wW4TJuez3VnlkCpR/j4Tqwmpwm76CJvo81KE7wG3PWd9d8/CYoN0dHwo+\nMUIM3Mtt+gqqUwuhPPoL1Fc3Wqwd8ffWCxrdV6aAyUybYHwXwPM8qlevXvDjH/4I/lYPMZg3e7UH\n7NXf5jLvPw21Wg1nZ2ccPpx7MFQA+Oijj7BmzRqj+3r37g0iwujRo8VtjKmgfOUBLrYhXkbOLxLi\nNS9s27YNV67oT4ScPXsW33//vYFjRGG/A8wJUyezjaVy5cpZxCaFQoGxY8eievXquHPnjkXq0KIk\ntJ33MA3a72onJycwxhAVFQVbW1v4+/sXqlxOsxmcZmMO+3ZDoqwHNX+1UHXkBpVKlW+iVncSMHu/\nY0m0aNECRIT//e9/RveHhYUV+TN1/vx5sc7iGO9pcf36ddGOBg0aFPl3f254V8jMkpqKmz+1NN6V\n9vHO3KytW7eWKMJbd5ZSKpWavfxNmzblq+P/9ddfQUSoX7++2W0BsmYfy5cvL25j0hjwgV+CPzsU\nTC0Xt+/fv1+0/aD/Nswa1w+BAUeNFZtvDB06FESEQYMGged5tGvXDo6Ojjm+qLREFhHhwIEDZrGh\nMNAOwIr75QroTyL98ccfZi27ffv2euSho6NjjnmlUinKlSsn2jJo0KAcX/aMsSyP7r3fvw1U2R+q\nUwuF/XIJNLHXwPl9KwR0u7QOfKrp/cWBAwf0BmV169Y16mFlaUgkEvTq1ctgkGiOj1OmyITy/kVo\nEmOhSX4B2eHVItmqepTlAZq2fjyeze8PX/cWODb6c7z8tQ8GNKmFlb2bIvSX3uIx8uObkO47WY8c\nz9w1H3x6sl69qkfXkbFjLpT3LoAxHkypEPOf3bURvuPcTR4s16hRA2PHjsXevXtx/fp1A1JAd2VH\nTkm7mkB35UVBwMuk4K4eRsa2WVA9uWM0MOXKlStBpB+s9tM69pjbtbFAbG+ZIV6LgO+7IP3PiZAF\nrC+QPYUFF/IvJIsHgJcm551ZB5s2bULPnj3Nbk/m/hXI2DHX7OUWBCwzGZq46+Cf34LqtKewkmTv\nWPCv7oExhq++6IQA/+0iAc4YA5OnQX1jl9AfnfGCOvKMQFBn65e4jd2hvrxBINFvC4Nw1ZnFUB76\n2bgtGrXg+e03SAw4ymQp4BMeisEqLQn26hL4g63BHvuVqMGZueDo6FigVVgsJQj81cZgSVkr8v6L\n18cSSEpKgouLC7777juT8ickJKBatWpG9xnr03llBLjYhtBId4MxHh4eHiDKO2h2fvHw4UOD4NOB\ngYEYNGiQQd7z58/jxYu8gw2XNJw9exZr167F5s2bsXPnTuzfvx+BgYEICgrC1atXcevWLURERCA2\nNhaJiYmQSqUW8T6Pi4vDlClT4OrqimrVqsHd3b1IAqs2b94cX3/9tcXreY/CIzMzU+wP7O3tYWdn\nh379+hW6XMY0Rvt2Df8AEmUjyNULCl2HuaENrpoT6WwpmPKN3bVrVxARTp06VURWAevXrzdwRikO\n6HJKlIfjV1HiXSEzS2oqCfypJfGutI936mZt2bJF7AgyMzOL1RYA+Pvvvy0yE5mQkFCg89Qe8++/\n/5rVnrt374plZ19WyiTR4I90AH95Mpg6y7ty6dKlICIcnV0f/MHW+HtavULLBERHRxuQSEqlEo0a\nNUnbeZ4AACAASURBVIKrq2uOA0rdWdOtW7cWygZzQOv5SVT8Ht73798XbRk+fLjZypXJZKhatSqu\nXbuGBw8emLTc88KFC3ov++yDRS1UV3wE4ujcSpH45pOe6OVhjEEdfhDc5l7gfLpCfWN3vuw/fvy4\nni3FFbkbAPbs2WNA1F67ds2sdfCpCeDTsyRt+LREgXx9K3Ui8XRD0MZlqFChgmhDy1pV8FldBzRu\n3BipKSno1aKhHuGtDA8Gk2eAcTKoIm9AuvYHcZ/s8Gqkr/sx6/e/GyDxdAOfqb+kND4+Hhs3bkSf\nPn1MJsL37t2Lbt26wcrKKs+8P/zwA5o1a6Y30fLNN9/Azc0NvXv3Rp8+fdCzZ090794dXbt2RadO\nnfD555+jXbt2aN26NVq0aIHTE74Uz2PniE744IMPULFiRRARatasKUoFaetQqVRQx4QjzdMNT2b2\nxIkJPUTv7oTf+qJSaVu8uXsVTCX0DSkpKViyZEmB761CocCRI0fg4eGBDRs25JmfcTJIlg2G4uzO\nPPPqYuHChRg6dKhJedVqNVasWIHo6OjcbWE8JMs9oDi3J1+25Bfx8fFYt25druSmOnQbON9uWZNt\nR2dA8+I2lPt/fCun9DVkf3YR/t/cC5zfIHCbe4r51aGCxzdLTxBWpESeFX4rJFCdXiTkubMfnE9X\nxBzyQljIFXBb3aAK9s66HgoJVMHeYJlJUIf5gdv4JTTRwRa9NiqVChs2bNCb1GeMgQ8aDv7SxCIn\nckNDQ3HixAmL19OwYUPcv38/z3z+/v6IiYkRf/PRv4K/XXgipSBIS0uDv79/sUql6eLMmTMm9Tla\ntGzZEvPnz9fb5uXllavcmjEP/IyMDBARWrVqpbed8TJwsU2gkQp9W1JSEogIXbp0Mcm+7G09ODgY\nM2bMMMi3cOFChIWF5VqWn5+fwUql4sTatWtx6dKl4jYDAKDRaHDo0KEc+xae5+Ht7Y06deqgdu3a\nGDVqlEU9uaOjo7Fu3boSM2k1ceJEHDx4sLjNAACkpqaaJENYVFi7di3++ecfg+3VqlXD9OnT4efn\nZ/Yxsi54Fo90VS+kq3oiPSMVY8aMKTH9sdZpzdbWtkjrffbsGYhITz7QGCIiIkBEGDJkSBFZJkDr\nRFemTJkirdcYhgwZIo4VgoODi9ucd4bMLKmppPCnlsK70j7euZu1efNmEBFiY2OL2xQAEJfkmxPa\nji6/A7rk5GSzz9jqajzfvXvXaB6WGAL+SEfwQcPBNFnk7YgRI/CRc3lI97TEv3Prw9fXF8uWLcOl\nS5eMejWnpaWJOl7GoLUjezvUDlhy0157/vw5iAgrV67M65SLBMuWLQMRlQg9PK3XQ//+/c1ablBQ\nEBwdHTF9+nSMHDnS5OMmTZoEIsLZs2fFbboSBkzNgaW/Bs9lQB2yBZqoczmWxdQcVOd/B7e1X4EG\nKtplbtbW1sU+0ElISMCnn34KIsL69Zb1+mWMgZenQxUTnuX1HZklC/Po0SP07NlTfCb/+ecftGrV\nCtyVQ5CuHadHemsJc+mqUdC8egLp6jH6+70GQhl1E9KNUyHdMEmUQlE9CnnrBW543Xmex61bt7Bo\n0SLxmmiTu7s7atWqZTI5Xtg0t2tjPPzlK6zq0wwPp38FlypZqxSqliuFixcuAAD+/PNPEBG+/vpr\nyAN9kL5+Aqyt3q7y2DILEk83PN4hTBJWrVpVPNc3b95g//79ed4zlUqFU6dOYcyYMXorJbInQNDX\nXrZsWY6DMEXQLki8vgGfanq8g4kTJ2Ly5Mm55uE4Tm/iwsvLy2i+4OBgcBwn6nWr4ww1ec0BtVqN\njh07ivbktIpD8/SyQEZf3waWngBN1DmBsH56CYzXgI8Pg/rmHswf0hbhAb5Q39kHdeh2qO/uh+bp\nJfBJ+qS+MmCGEGvg3/+B29oP3Ja+0Dw+A8YYrnqPAOfTFV82qymQ5n/1BuM1YBoVNJFBUB6eAuWh\nyYI9V40voTYXdGMr6GppsicHBK/uV0VLjvXr10+vHVsSffr0yVEiA8giVIkIc+cKKw8YrwQf2hb8\nY/NIIuUHut6LhdGhNRe036Om3qtZs2bho48+Mti+b98+vHnzxugxBw8eNBon4MmTJ+LkpS4YU4GL\nawl1miA/qNFoQERwdnYW81y9etVAOpAxBnd3dwOPw6SkpHx54CkUCj0yoyjasSlISUkBERVKusec\nuHjxIojI6PMXFxeHunXron379ggPDzdytPkxb9488X6tWrXK4vW9fv0ahw8fxty5c+Hu7o4WLVpg\n7NixALLarDaNGzeuyPXadbF3714QERo3blxsNuhC99rojjN/++03lCtXzqIrwzX8Y0iVLSFVfg4N\nH4ETJ06ASF/SrjjRqFEjEBk6rVkaly5dAhHh55+Nr1LTQvsOa9OmTRFZloXWrVvj888/L/J6jSEw\nMBBElK9xs6XwrpCZJTWVJP7UEnhX2sf7m1XC4O4uLOXv1q1bcZsCAChfvjyICHPmzMk1H0u5Lwx+\nY4zrLCo5DqtXr0bZUlYY3MERH9cpg/LlyuKXX37BvHnzxOCXRAQ3NzcDMnzatGkgInTs2NGgbC0h\nX1KW/bxHFn744QcQUZ5BVnMDn/wU6iu+BgHdTIX6zj5wG78CUynyzvweBmBKOTQpuT9by5cvx8CB\nA4X88gxk7l0GxVk/KO+eA3flEDTJL8EY05NMSV8/HtJVo8BnpEF2cJUeAc7dOJHlIX77bK51G0Nq\naiqio6Px5MkTxMTEIDY2FvHx8Xj+/DlevHiBly9f4t69e3jw4AEiIiIQGRmJyMhIxMXF4fnz53j1\n6hVev36NlJQUSCQSZGRkQKFQIDY2FlF3b4JPey3WFRt2AUOa18GDHSsgWfotJMsGg3Ey9O/dAyt7\nN0XgjCwvFZFU3ToXmf5eOHLkCGysrYTr4fszmFIu5slpZQPP87h48SImTZqEatWq5UnGN2rUCPPn\nz9cL4rZ27VoQESZNmmR0MoEp5ZCuGgXp6u8N5GhywqBBg3L0QJfJZOjUqZOeXTkF49GdYE05sxuS\nZUMsMtGku3yViHINkKw6OR9K/1GiHYwxcNv7G5DNTZo0ydOjEwAYlwF1yF/gdnwD1aV1YDLBc3Xi\nxIno2KAyOJ+uSLn0FzQhi8D5doEycBa43cOyvMo394LmfoBFdcx1SbmFCxdm2Z4cDv5QO/B3im7i\n+OnTp3r3SteT2lJYuHBhjh5m2sE7EeHjjz8W5Go0CvBRM8Ffawr2xnzBhU0Bx3GiPeaKPVBYaO0x\nJdDyrVu3UK1atXxrUru4uOh5vzHGIJVK9a4HIJAHa9euhTplJbjYxuC5h8jMzES7du1ARJg4caJY\nRnR0tNljvDx69AiVKlXSa8NDhgwxiDVRXNDK650+fbq4TQGQtaQ/O4GqUChQo0YN+Pr6FrlN2ePL\nFCaAuEKhwOXLl+Ht7Y3Ro0ejQ4cOcHFxQfXq1VG9enU4OzujXbt2GDlyJH7//XcEBQWhZs2auHjx\nIlxdXVGhQgW0bdtWzx5nZ2fExcWZ8YxNh9YGDw+PYqlfF5mZmbCzsxNt0jo4HTlyBERkUiyAgoAx\nBdJVfZGu6gnGpG+3FU4iz7R6GebNm2ex8s0BrU64vb19rvm2b98OIipQ0M33sAzeFTKzpKb/On/6\nrrSP9zerBEE3WEJxe5ECAoGVnxc1HzoP/NHOYC+CjNovkUgws7+TENDqYGukHOiFKX1r4MsvvwQA\nVKxYEbNnz4aLiwtKly6NP/74A4wxvHr1SrQjJ09EW1tb/PXXXwU/2fewCHieR5kyZQq1jI9plCIZ\nVBCor23OkjtJeAB1mB9YZv70iN8jdwwfPtykD+5Mfy99r25PN2TuXwHZic2QBfoiY9cCyI6ug2TZ\nEIEA3jAJ0pXDoXkZDfXLKKT7Tka6z8+Qn9wC7noguNBj4NMKHxhP8yYemXs8RemQnKCOfygG9+Rl\nUshPboFkySDRc1316Logx5KaiHSpBP0/rolNA1oiY+8y8NIkbF69As2dKiFkUlcoggSdWGsrwuwu\njTDjO8ELMSQkBESE0qVLw8/PD5MnT4azs3OepHadOnUwY8YMhIWF5fn+0Hoc5TaRyUveQLpqFDJ2\nzgNTyo3m0YWx4IxSqVQMTKRNW7ZsMThWqVTq9RHayc0RLZ2Rtsg93/rhuSE8PFzPnqVLl+aYl098\nCNWZxYIX9bXN4nZN7DWhP8kWBLdhw4b5DhilxZ5fvkL88s9xcHxTyHcNgzpkFTT7P4dyWxdwB8ZD\ndfxXaB78C3XojnzFIcgvdN+3RISnT5+K+1jmKyFOR/BYML5ovAlnz54t2mLu1Ue54eLFi2jWrJnB\ndu3KIyL94OH8k4Xgr34Illi0sUF0J4dGjRpVpHXnBC1pYWogwpYtWxrtFwDh/OLi4pCRkYGIiAjs\n27cPXl5e6NChg8Gy88TERAwbNgyPHj0Sr8mLFy8QFxeH2NgYcHGtoE7JmqTR5rGUo0T2wNdEhB07\ndlikrsLA0oRcQWDMpk8//RSTJk0qJouEttijRw+9+3nv3j2j+W7cuAFfX19MnDgR3bt3R8OGDUUy\n28nJCc2aNUO/fv0wc+ZM7N27N0+P4759+6JMmTLw9vZGWFgY7O3t4e/vbzBpS0Q4dOiQpS6BUeh6\nm+e0WquooRs7iohgY2NjMRKVMYZM1RhIlB9Bw+tLX2nrt6RkpXasXJIhOjDkIkmlzVMSVia9h4B3\nhcwsqem/zp++K+3Dlt6jRIDjOOrWrRsREcXHx5OVlVWx2hMVFUVz584lIiKFQmHSMVYt5xBUEsL1\n2USObYiaTCKrqs3E/ZUrV6Z2zVxIzWvIpsl4qvJ4M60ZU4eqjrpARERly5alO3fuUHR0NG3cuJHm\nzJlDv/32G6lUKiIi8vT0JGtra6N1e3t708SJE8nFxYV69OhRiDN/D3NCo9FQpUqVcrxvpsDKphRR\nOYcCH2/TejhB8oxY7FVSH/6ZiIj4x6fIttNksq7zKVnZlipw2e8hICYmhgYMGJBnPpvqLsQ/f0xQ\nK8nKthTZ1GtGSHtNmphwIk5GRES8Tn7I0wmKDMrcMkPcVqpVT1I/vk7IlBDxalKGHKWKU/4qVJ+p\nvLiPNE9uE0t6Tja1GhjNA0Umyf5eRGRjS6RRkWz7HGKpCWTr+glpnt4hZKYRgRERkepuEFVo7059\nho6iWk8uEf/4OmU8vk5DiGjIhK5CnTHhVKb7SDp2/AT16dOHiKLoWOiHFBkZKexXKmn06NEGdlSo\nUIGcnZ1p06ZN1KFDB7KxsSEionPnztHHH39MNWvWzPN8GzVqJP6/YsUKqly5Ms2ZM0cvz9V7j6lO\n877kELafMrfOpHKDZpJNdZccy5RIJFSrVi0iIkpNTaW2bdvS06dPxf3+/v40dOhQo8eOHTuW7t27\nR6dPnyYnJydas2YNubq6kuec/9EGgJ6c+JsaeUzJ87xyg1wup8aNG9OLFy+IiOiTTz6hsLAwKlUq\n5+efjzhBLPo8WdfrQDZtxxAyk4iPCiI+IpCsanxEVnVa6+VXq9VUsWJFk+zhn14kJEWRtXMbat3n\nO9rarzSVtStD/ZpXI5t67Ym/fYiI7IiIyLZdP2IJ94iPPkcLAuPpD7+xlJ6eTuXLly/YxcgBGzZs\noMmTJxMRUdeuXen8+fPicwWmIYRMJ7IpR1btV5GVtZ1Z686OtLQ0cnDI6vevX79O7dq1s2iduvj8\n88/p9evX4m+lUkllypQRfz958oTq169PRERQS4jeHCarulPJqsagIrORMUZ2dsJ9cHNzIz8/vyKr\nOycolUr6/vvviYjozZs3RvPIZDKKjIykpk2bUlRUFD19+pTs7Oyoe/fuJJFIqFKlSvT69WuSSCSk\nUqlILpdT+fLlyd7enhwdHal27drUuHFjunv3rl65NWrUoL///puIiC5fvkydOnWiOnXqUExMDDnb\nnyFekkHW5XsSY4zq1q1LRESurq4m9ZmmguM4GjVqFO3fv1/cVrlyZQoNDaXGjRubrR5z4ezZs0RE\nJf67eerUqQSAfHx8is0GW1tbOn36NJ06dYo8PDxIKpVS8+bNycrKiurVq0eZmZlERGRlZUUODg5U\nt25datSoEQ0dOpTatWtHH3/8cYG/hbdu3UrJycnUtGlTIiK6ceMGtW/fnubMmUMA6M6dO9SqVSsi\nIvrmm2+IiGj8+PG0YcMGsrUt3FCfMeG7JifbbWxsKCMjgypWrEjz58+nBg0akIeHR6HqLCy+/fZb\nUiqV5OLiQomJicTzPKWnp5t8PMMLsqKaZGVlk3deiiENLlBZm+VkY91Ub5+Pjw/99NNPtGTJEvLy\n8sr3eZiC//3vfxYp15wIDAykr7/+mqpWrUovX74UvxWJhHGi9lumQ4cOVKVKleIy8z3e4z3+izCF\nEaf/+MxESQC9ndH09vbOO7OFwfO8aE9ISEi+j2cJV8Cf/laQNXmuL0Hw5EaA6Nkds7EZloz4ACeO\nHwMA3Lt3Dw4ODihVqhQqVaoEe3t7vSBz3377ba71zp49G9bW1vjxxx+LVcPuPbJw69YtNGrUqLjN\nAAAwyQtoHp0C/yYSyv3jwfl0hXLP8PfyJmaAi4tLofTnGWPg015D8+YZNMkvoIq6AdmRtVDePQ9V\n9C1wVw5Bdng1VA+u6B2XuX+F4EktMa7palrdPCTLBhuVTGG8Bsqbp6C8cw6qJ3cg8XSDJjEW0t9H\nQOLpBvkxQcZCHugD2f6V0CQ9zwq6eWobJJ5u+GdoW3Fb2tJvcXx8d0g83dC0RsU8vbXHjBmD7du3\nG3i6GFsp4ePjY/CODggIMNpvHj58GDY2Nnp1ZQ8kp91+49RRpPtOhmTxAMiOroMm4alBeYDg1Xzx\n4kVUr15dr9yAgIA878H06dNBROj+SSM8P7NXuN/7VyLJaxBSFnyNts72hVp+PHPmTD2b8gqMqYXy\nyFTBq/vyn1AG/A/cxu7gNveC8sg08K8fG+SvU6dOnl5JjNdAdWmdsNpk41fgfLri/oK2WRIl/qPA\n7RkB1fFfoTwwAapjc8Ft6Qdumzu43cPwek03VCgt3LsrV67kWpepUCqVKFu2rHh9smsTM6UU/P0/\nhXd6imX003WxdetW0Zb69etDo7GcXEtu0GoY3759W7THwcFBzx7GGPini8BfbQwmt7y8im69WpuM\nybsVNZKSknD27FnUqVMHRIR169YBEFZpbNq0SS/v48ePsWDBAkgkEuzZswdNmjTBF198AQ8PD8yZ\nMwd+fn4ICwuDTCZDZmYmnjx5YqxKfPjhhwgKCsrRptWrV4OI4FjVBvKnDbBt7UewtbXV6wvM5RH5\n6NEjMTCxNnl4eJQYqZKcoLU1OblkrXZr2bKlnpeng4NDibiW48ePR/Xq1fHpp5+iS5cueve7ZcuW\nRWpjUlISnJyc4O/vL25LT08XZWm0qW7duiZJnMhkMpw4cQJz5sxBjx494OrqKnqjV69eXS9ugzFo\nYyMREa5evVro8yssZDIZ7O3tDe5TTv2JLjiNHzTM+LeOLniWiHRVT0iVn4GxTMP9OuNpc4JnKchQ\nuSNd+YWBN3lJxfz58/XuQ4sWLfTG+KVKlSpuE82K27dv4+bNm8VtRqHwrnjultT0X+dP35X28f5m\nlQB4eXmBqGREAgaAunXrgojw448/FrgMxnjwIbMEWZOYI3qBK1XSF4i8shs3Qi5DLtdfHq9QKHD1\n6lUcPnxYHKgQCUFYUlNT86z31KlTcHBwgIODA06ePFlg+9/DPFCr1SUm6JEueLUK6uhgQYrg1bvx\noViSUVz3mE9NhHTlcEjW/IDMf5ZCFXUDfKYEfGqCEDhQmgTu8kGooox/cCpvnxUlUySebpCfFmQ4\neGkSmCJDkFTRaoxvnAqJ1zdgaiUU5/dA4ukGxbk9YIxBsnyogTyLZPlQKC4fRNyiIQiZ1BVDP3GG\nfVk7jGntgv5NsgJoWllZoX///tiyZYvRgfLkyZPNrlF88OBBo9IoLVu2FJfbhoaGitsXL1wA7tpR\n4Vp7uiF6w/+we/MGZGYKg7v4+HiDsnQDzGYHn54MdXwE1PERUN4+i7s+v+HKhC7itUv1GoSMbbOh\nOLcHd4MCxTJzCxhoDLrSYESEnTt35ut4Jk2A6thcKP8eCdWxudCEHwJTGg5otXBycsoz+JP60npw\nG7tDFX4IRISp3esIJPf2AWBKGdR3D2QR3z5fZE3MSd+ApSeC2/QVojZ44Ocv6qBaBbs8gz7lBW0w\nOG3SvpOZRgn+rjf486PBH24vEN2PtmHDhg347LPPLEJAK5VKPcLwwIGilQTJDhcXF/z888+5LtFn\nvBL81cYC2a0quNxWfqG1yVhQx7yQfbKMMYZjx47pSdYAQpBpY9+Bo0eP1iPYAODBgwd61yqnuvKL\np0+fYsqUKQb2t2/fHjVq1MDr169zOFLA7du3MG1cFXCxDeHqkqXlu3jxYgDAjBkzQES4c+dOgezT\nSrYUpp8pLiiVSosQceaAj48PiASpoMePH8PV1bVY7dm8eTNq1KiBrl27QqlU6u0LDg7Wu/9jx44t\nMlkJX1/fHGM8rVu3zqBtHj58GPHx8di+fTvGjRuH9u3bo3bt2nB0dISTkxNatWqFkSNH4s8//8Tj\nx1kTuufOnYOjoyNGjx6d6zOtOzFoCqlsSXTp0gV16tSBWq0W+wytbcOGDTPIz5gGPHvz9n8VGMv9\nHcezNGSo3CFVtoeGj8wxn7bO7O2mMFBqAiBR1oNE2QyZqglmK9fS0Mr0ZU85xXB5l6GNqZORkWF0\nf9++ffHrr78WsVX5w7tCZpbU9F/nT9+V9lGkN+vbb7/Fv//+a3TfixcvQES4dOlSoeowB548eVJk\ngT60UePN/SIsKHx9fc328ctUmeCvzxE8uc8MAeP0Pd44jss1mJfWjvzqz6lUKowfPx7W1tb48ssv\nTSLJdYMcvYd54ejoWOgBrznANEqor24E//Iu1BEnoIkOBvdXH6hv7BLz8C9uv/f0LgCKc0JDdmSN\nSJJKV38PydLBhsSzpxvUscKkBmMMfHoKGK8RPbRFb+zDq6F8cBkST3dIlnuIuuEZW2cKZPgJQbeZ\nl0khP7UVTJEplPOWBBbL2b9S+P+tLRM7NwERwd3dHf7+/khPTzf5/JKSkvIkUAuC/v3763nVEBGs\nra31PKjPnj0r7nv69CmYRgXlg8t4sng4tg5uh8h/1sHaSn/QoqupyhhDfHw8+vXrh0ePIqB6HIqM\nbbMg8XTDkZGf4W+PNoLH+x/fYce3rfFVA0eUL22HsmXL4ty5c2I5MTExYvk//fRTnueWlJSkZ5O7\nu3uR9EE1atTIdT//6p5AYt85INrWsGFD8MkxYHLh/aiJuw7Opys0949AfetvcD5dkflnZ+wd1wSP\nw85Dcz8Ayj0joPDtjqdL26NxjXIgKpgmqDYgNhFh2bJl4nbGGPjw1eAPfgo+ZCZYxF9g6YKm7MCB\nA8VjYmNj811nTtBta0QkTqTkBUt9r6nValhbW4v2hIeHG+RhkhDwD8cJZPftvmBq44Nac4HneUgk\nEnFCwNHREQBw7do1HDt2TC+vVCrFwIEDDQKv+vn56QVk1OKvv/7SI7cAICMjw2T9VF1Pc3NqYKvV\naiQlJelti4qKgrOzs0nHazJPgYttCFXiWHBGJhNv3rwp2p29npwgl8vx7bff6rXXKlWqGFy/kg7t\n5ER2z/uSgLS0NHEC1tPTE4MGDSoWO/bu3YtatWqhZcuWuH8/d8eILVu26LUJ7eoGS0IqlcLJyclg\nu0KhQFBQEBYuXIjOnTsbkIu1atXClClTsG/fvlx1lHWhVCrRs2dP1KlTJ9dr8e+//4r1mDL+sgQW\nLFgAOzs7g3fUjRs39K6DdpJLxZ9HurIbJMp6kKmng7FMIfCwkUkLDX8P6aqvRbJZzec+UaaddPD0\n9DTb+XGa7W/rr49M1SSEhYVZVBfcEnjX7M0vDhwQvvPat2+vt133XdmiRYtiss40vCtkZklN78nu\nkpGK9GZpH+7sEhNyuVzcVxDZjPxi+vTpqFmzptF99+7dKzJPB90OryQs+Xr27JloT04zkQUBS4sE\nH/gV+DODwTKypA4uX76sN8DWhXYZc9myZQtcb0REBOrXr4/SpUvDy8sLUVFRRgkP7Qvp/PnzBa7r\nPXJG8+bNcfz48eI2A6qTC3Q8JrtCdelPqE4thPLvkWAaFZhGBc3zW1CHboMm5jJUgbOhvrQeyn/G\nQBk4C0wpK+5TKJFISUlB7dq1i61+PjUB0vUTsgJe7l0KVcQ1yI9tFH7vWSSQ1uvHI33zL1le2F4D\n9Qhq6ervIXkbkDH9z4mQrBDyKcODoY4Jh/zCPzl6aylvnobE0w0ZW2ZA4ukG1ePrSN88XfTw5jNL\nXsCd2bNnw87OTm/gZ2VlBVtbW5w5c0bMpxvoKSEhAQDw4M5NrOjVFCkLvsbhkZ/BuXJZODg46JWv\nfhEJ6eoxkHh9A6n3aKQtEyYPMnbMhfLeBYRfOI1Lxw6JQUE/+OADAzv27dsHANi5cydGjRol7tcG\nNV6yZImeRyZjDG5ubnrnlJiYKO4rKPr27QsiQs+ePXP1aM6L7FYFLYdixyDRtq+++sogj/raX+A2\nfQXGC/Vwm3vh+h/f4tXvHZDk3RH7fp8KJnkBlvEG3D9j8GJlR7g6ChIkt2/fNul8dJebE5EeWczU\nMvA3Fwue3FGC9258fLze9dMN0ujn52dQ/j///GMyecgYw+effy6Wt3LlyjyP0YX2uBEjRuTruNwQ\nGRmpd32yOyIwZSIYlwD+dm/woZ+BvdxuUvtKSEjAmzf6kkvPnj3DmjVrIJVK9bYvWLAAy5cv19sW\nHx+PChUqGHyjhoSEGEgMMMaK1IGiX79+ICJMmGB5L8OMjAxUrVrVpLy8PARcbEPwypyli3Rlc3Kb\nWIyIiNC7/kSEoUOHlgh5jYJAew4lNbid1j4XFxfs3r27yOsfMmQInJ2dDSaMcgNjDFOnTtVraEuQ\nAgAAIABJREFUI5ZeZVq9enWMGjUKbdq0Qa1atcQgmC1atICHhwd+//13hIWFQSKRoGfPnnq2ubi4\n5BkcMzv27dsHe3t7zJo1K8c8ul7lRe3ItWvXLtjY2ODo0aNG9zPG8M0334j2de/eBVJlK2SoBkKh\nWQuJsgkkynqQKj+FRPkRpMo2yFSNh4q/gEzV+Lf7voJU2QYSZT2o+JyllADLSJlkqPq/JbsbQsOe\nYOnSpbh8+bLZyn8P80B737XEvm4w18qVKxezdXnjXSEzS2p6T3aXjFSkN+uPP/4AEeHjjz8Wt+kS\nvkW1nKNbt24gEqQxdKFQKERbcvM4Nhc2bNgAIipWokgXv/zyC4gInTp1MnvZTPoU/Ek38Cf6iR7e\njDGjM7symUy8DzJZ4QhGxhi8vb1RtWpVWFlZwcbGBjVq1EDHjh0xf/58ZGZmwsPDA0SEqKioQtVV\nWOTkRfCuY8uWLWjXrl2x1M1UcvBJwiBXeXgyON9uwl+frlCdWQI+6Qm4jd2hvrQOjDGoLq7JIsS3\nfg1umzuUJ+aB2/gllId+hiYuBIwVv5d6ScLx48fRunXrYrWBKRVQhgdDEfwPmFoYWDFeA+56IDRv\nnkG65gdI/xgJ6e8jIT+1DaoHV5Dp7yUS3Rnb5+gR34rze6COCUfG9jlgSgXUL6PA1DnHAWCMgbt6\nGOnrxyPD71cwjVpoTw+vFEpP3JIwtvxeSzSXKVNGTw9648aNRvN2q++I5JUjIFkyCAt6txCJawDg\nQo+9lXrZDUWwPxSXD0Ad9yDHPm706NEGerpWVlZ6WuIcx4n7qlevjhs3bohepFqCVZtOnz6tV/6Y\nMWOwZ88evW1Xr16Fm5ubgRfx7Nmz4evrK/5+GH4bTWuVR83KpeDiUBo+3svAp8aDaVQIPn8OQUGC\nZIt2hQPHcQgNDRUJTP7ZTSgPTkTamk74tbcgEzZ27FgAAFMrwWRZnnX8m0jINnTF1O51EB8XC863\nGzT3j+BO2DUETGomeHqv7wJV+CEwuQTcriG4vybLy/S3337L7bZj1apVYt6ePXvq3Q/GpQrxNo50\nBIs9anDNX758KeY9d+6cuL1r1656dei2lxMnTuRoy4MHD/TumW75piI7Mf3y5UsDckWpVOLu3bsG\nKypu375tQER5e3uLZbm7u4t9W0BAAMaNGwcmjxFlS/irjTH8m456citMnYGgE/74+uuvDRw7li5d\narBSLSkpCUFBQSYRpm3atCmRBKXuPbA0Ll++DEdHRyxcuNCk/LzsokB2c7l75f7www85nsO2bdsM\n+r53RaokJ2ifvQYNGhS3KQaIiIhAjx49xGs9ffr0IqtbKpVi0KBBcHBwQLdu3Qq8IkilUqFr1656\nbebhw4dmtlbA7t27MWfOHAQEBJi8EsOYxElO5LAxSKVStG3bFg0bNsyRLJ8wYUKR91dyuRzly5fH\nggUL8syr7bdG/1AREmU93Li9CTxLgUw96y2h3RmcZisUau+3xHI9pCu/gEw9FWrNLdETXKnZl2dd\n2utgrnhSCvWat17oMwEI7+mS9E54DwHad0fv3r31vqWaNWtW3KaZhHeFzCyp6T3ZXTJSkd8s7YOu\nFe3Xahp16dKl0GWbCl2C/dGjRwa2GdNltAR0Sd3sWonFAd3ZZ0sEVWCyBPD/dgd/8UcwPmfvmSFD\nhoCI8N1335m1fpVKhfDwcKxZswYDBw6Eo6MjSpUqhXLlypWIwaP2WSgJCA8Px8iRI81SFs/zcHBw\nMPBcKwpoIk5AfWkdeI0KqtOL9Dy7mUxYXqm5f0SQDYi9BnXoNiEg3fWtQiC5Y3PBbfwSqhPzwO0d\nI2jnHv1F9LoEBFJV9/f/N3h5eRXbEuPcoI4JF4jsrTPBv5Wm0SP2FBlQnNsD9bMI8NIkqJ89gnTj\nFMgDff9fTGhcvXrVKIFNJMiZVKhQQfQUvnTpkkEebZBHxskgP70dSfP7Qbr6e3A3ToCpOPAyKaS/\nj0DmrgUmPR+63pXZ02+//SbeO933FBHpSYEREaZOnVroa6PJTIEs8iK4KxuhPPoLuI1fIXVNJ9z8\n9VNI1nYS+xCFzxe4OLM1zkxrCaX/KByY1Ap8cgwkEgm8vLwQHR0NplGC29IXnE9XbB/1IaZ1r4Od\nS356e+0yIPcbjH7NquLUhpli/ffWDcPS/vVARJD7fAHNPUFaRpGehk9dKmLlwPpIX9cZ0Y8joL6+\nDSGzP8WIYUPFa1CqVCmo1Wp4e3tj7969wrE6k/lEhnrYWzf7wHdaG/CBPcCkgkZ8SkoKpk6diq+/\n/lo87uDBgzh06BBWrFghSg1o04QJExAaGgpAWP6v3d60aVODa9yqVStx/+jRowEIH85TpkwxmASf\nPn06fHx8AGSR756ennBzc8OLFy/AGNPTY3V3d9c7PiUlBfPmzTPQvr9+/bpIxjPG4OrqKpZx8uRJ\nyGQyUSKA4zjIZDLw8ev1yG4+fBD42JVi+2QJ/4C9PpJ3I8snevXqVSKJbiDr27mgutemYsmSJahW\nrZrJsnOM8VC+Ggbu+RdgfN5L5l1cXEBEaNu2LeRyOQYNGqTXvu3t7REZmbM277uE2rVrg6j4nTyM\noVatWli+fLl4Pwrr9GIKMjIyMGzYMFSpUgUTJ040W50pKSmwt7cX21C5cuVMlsspCujK+GjTxIkT\nTZZO8/HxQZUqVbBq1Sqj+z/77DPxvIsCixcvhr29fb4mKRZ5jcKzJBccOeGEWw/qicS2QpM10a7U\nHIVC/Qd4ljUxzRgDz0wLzK6dRF2yZInpJ5MHtFIr71Gykf356tOnT3GbZDLeFTKzpKb3ZHfJSEV+\ns3QHpoMHDy4yb5DsuHPnjt7AQatD+cEHHxSpHZcvXxbtKAm6xhEREWafgdYFS7oN/lBb8PfW55gn\nLi5OtMGS2umMMWzatKnY2mB2ZLdjx44dhQoSWhhog5RqwRgrVPscOnQoJk+ebA7T8gWmUQlktDIz\nS77k+lbw8forN5QHf4LywASwzCRwOwZCeWQqmEoBbqtbFkG+ayjUUefAbewO5cGJ4ONDoTwwAdym\nHuB2DgZTyXOw4r8NDw8Pk73sihKM8VCc2w2Jpxs0L6Oztl3YC80b455IJW3gwBgzq86jLpKTk3Mk\nl4kINjY2RrcbI3uUSiXaNXaB7MBKSDzdIfUeDUWwP7iQAEg83cBdy9tj7NGjR7na88MPP+gNwHWJ\nSSLB07sg8luMMfAv7kB9bZNAbO8cLD7zscvaI2h2R3C39oJPfAQ+6QmUMdfw27DO6NywCn7oWBM/\ndKyJ1Cs7obq0Tjhu52AwTZadTJEO2abeokc259MVyoOCZjKf9gzcX8K+l77fIDk5GQCgeRgIzqcr\nrs9pDc6nK6YPbCu2zVevXmHupBHgfLpifOdayNzQHcneHREd/A8UqS/1rklwcDCSkpL0vLDp7SS/\nrvczk0TjlX9PvPT7HEwShenTp4NI0F6OiYmBXC7X02Ht06cPnj/PGuTrypDoenJnl0vhOA6JiYl6\n23S1sDMyMhATE5Pru0alUumRj7rfKcePH9cjlUxdPq8r4UakrxeePR4BS9yvT3ZrU6w3+Jgl4KU3\nTSJW84OhQ7MmMiwRGLQwmDNnDogIn332mcXq8PT0hEqlgr29fb4mzXnFLXCxDaGRmSZRp+sIo5uG\nDx/+n9KX1T3Pkga1Wi1q0a9cuRJExqWSzAWFQoExY8agSpUqGD16tMUkaR4/fqzXpj777LMSEadJ\nC6lUqudNT0SoV68enj17luexCQkJaNKkCT755BOjRL52xVbnzp0tYboenJycMGfOnHwfl5i0VSS5\n70XWees1Pc1sdunKV7zH/y+sXr1a7zv2XcK7QmaW1PSe7C4ZqVhuVu/evfVeqMVF8uqS7brEd1Fj\n3LhxIBK000oC5s+fDyJChQoVLFI+e7QVmoNtwKSxOeY5duyY3gDZUihJH/3Z7ShOu0qXLq1Xt9bb\nvqB4/vx5sQYxBACWmQzV7X/Av7pnsI9/fhPcph5QBc4G/+I2uM29oDq3Eurwg3re4Mqjv0ATGwLl\n3yOztu8ZLniKSxPMa+874l3ctm3bfC1/LUpopYG0/brm1RNBqmTF0GK2zDQoFAqsWbPGYuVXrlw5\nV4JZm2rWrClqXxtDTEwMXF1dAQCalFeQHV0rBviUeLpBfnp7nrYwxnK1x8rKCm5ublAoFHpSHPn5\nNmEaFfjXj6GJuQzNw2MCQe03SHiO/QZBdfxXqEP+gibyLCJC9QniefPm6ZX16tUrvf3Th+jEAwha\nLmj+h27HhaBTqF2lNDo1qIyYrT8IK0fC/MRy+OQYKEP98HHN8iAiBAQECKtKziwG59MV0rWdsWFo\nIxBl6Y/zSdF6/ZKYNveE5kEAZs2aZfQaGvO+Y7IE8AFfgD/rIcbUWLx4sXiMrszH69evcySFdT3z\np0yZknV+PI+aNWsa2NK6dWuTv7d4ntf7TszIyNArSzfmie6KOSIy0LLOjp07d+qRmtnh7OyMxBeP\nwD/1Ah85E/ytHsbJ7qeLwHglmMq0YG+m4qeffhLtK0nkGKA/YWbJ7/g1a9Zg0aJFRjXucwLTpIB7\n3h3K51+Bsby9VI2tLCkOneiiwNq1a0FE+N///lfcphhAoVCgVq1a+D/2rjssquOLXootsRNFQKJG\niSWxJNh7jy12Y4ndn7F3TaxRYyyxN4wGe0lQsSB2xd6wYUVFpFjBRhPY8mbO74/ne+yyC+zCNhLO\n980Huztv5r4+c+becwHIC2P169c3aR8JCQnYvn07OnXqhMKFC6Nnz54mzVOUHlIn4h06dKhNLbJz\nzrFs2TKde+HAgQMZbjtnzhwULlwY3t7eOm1K7YwcOdJcpuPq1auwt7dHbGys0dsK/IlMdktl/2E3\nJCWZzolFOgbmSDguwZaupRykwNp8V2aRXchMWy05ZLdtFKucLM0Xn7XlOzRf5qkTB1nDjlWrVlnN\nBk1I9ixZssTkbXNBgTn9KuH6qkbg79LWUdScsJsTOWR3xrZIYZhZQYUKFayeqFKx5Qeor23V+5sQ\nEiAS2jv6iN7aGzt9/P4klH/30/Dw7gHVLV+o7/ppJ7w8OhMsMhAsMhBc+UFvHxmBJ76DEHxY9DBd\n01SUP9jWE4p1raBY21JDN9x2BrTu7u5y4kJbB1cmIXH3HwZ5Gv8XoKkBrEkqExGcnZ2xePFigzwp\nT58+japVq2p9xwU1VCHXoQwKAEuKT2NLbbRr1w729vYGEfDGvp944jso/+mvcc82gWJbT6jPrQR7\ncQucczx//lzWAJewcuVKrT5TazyfOXNGtKVbuZRFsR19oDo0FYlezXBwZBUMrOuCqM2DxOfE2eV6\n7dOU/ejUSXz2qO/uh2J9B/Tv1k7+bdeuXeBMgPrWbiT/Le5Pi0pF4VE8n9j/2pbgaoWceFkqmp7Y\nmmBBi8D8W4Artc+zpj0DBw5MOY6co0KFCvJvmvlNnjx5otWnNKlPTUAbm7CtY8eOIBKjATUxc+ZM\nuc0uXbpo/TZ37lz5t3bt2um0mTox5tGjR/X23ahRI1zZP0I/wa1RuNr0ZNm0adNk+0xJupgKkm3+\n/v5m72vVqlVGkd1C3BYowiuBq9L2TE1KStJKVEdEKFq06L9GqiQtWIJ0yyw0yW4ga+Pg5ORkHDp0\nCBMnTkSTJk3g7u6O4sWLy4tvnp6eBmtcmxpr1qzRuu5sMTru2rVrOu/cESNGpHvdhIWFoWzZsqhb\nt67W2EFTr9jU89xdu3YhMTERLVu2zHSEiVLYLZPc72OPYtrMwnAuIUa3bdiwwSR2SpEKCxYsMEl7\nqXHjxg3MnTvXLG3nIGuQxirDhg2ztilGIbuQmbZacshu2yh2EE9GurCzs/uWiG7cuHGDvv322wzr\nG4LDhw9T27ZticRRjEnazAyCg4Ppq6++IiIixhjZ29tbxY7ExETKnz8/ERGFhYVRmTJlrGKHBIVC\nQfny5SMiovDwcCpdurRJ2z/q9w81zuNHuRPDyO6byWT3RWe99SpUqECPHj2iunXr0sWLF01qAxGR\nIAiUK1cuIiJSq9Xk6Oho8j4MhZ2dHRGl3A+pP2d3WzZt2kTe3t506dIlg+pPnTqV9u3bRw8ePMh0\nn8aCv3lM7PpW4hGXyKFKF3KsN1z+zaVQHprU8nMa0b46UUIUUdXupE7+QLlCDpFdsfKEt4+JwMXK\nDrkoV7d1ZF/UsPsYALGrm4gF+RBxgeyKlyf7L5sTCSoiZQJRvsJEdnbEwy4QXt0hKuhKdgVLkJ1j\nXrKv1I4cStcxx+EwCM7OzhQdHW21/v/rQPwrogIl5HvUGAwYMIC2b99OgiCQnZ0dAaCSJUvSjBkz\nqF+/fpQnTx6D2tmxYwd5e3vTmTNnjLZBEwsXLqSpU6cSYyzNOrkd7WhMp9o0Z3Qfsld/IHLIRXZ5\nChI55ibijEgRT1DEifeO/D63I7x7Qkh6T7lazyG7IqWIcucnO8fcWm1Lx7BMmTJ07949+uSTT4iI\niHNOnTt3Jj8/P7luREQElSpVSv68aOEftG3lHEpUcQp7k0w9e/akd7eP0aZ+Fckpfy6yK+xO9l+1\nJ/sSX5G9c0W9+xYVFUUuLi7y54TruynP+4fkWG8EHThxjjp27EhERC1atKDjx48TAFL/3Yeio6Po\nyqNoalvZiS7la0pXox1p2rRpRERUtmxZCg0N1dsfmIpwrBORS0Oy/+YXnd+fP39O7u7u8meFQiFf\nE8uWLaPx48cTEdGvv/5Ks2fPJiJxHJU/f35SKBTicVm0iCZNmiS3kZycTHnz5tVrT1p49uwZff75\n5/Lnly9fyscpLCyMypYtq2Wzm5sbERFFRkZqjV0iIyPp888/p7dv31KxYsXk79+/f09FihTR2/fk\nicNpYsuLVNSpGBH7QCTE6layz0f2tYOM2qeMsGjRIvr555+JiCguLo4KFixo0vazii1btlD//v3p\nk08+ocTERLP3FxsbSxUrVqRXr14ZVF+I8yYWu4pyf347zWfjwIEDadOmTURE1Lt3b1q/fr3Bz7zs\niujoaCpRogQRWXfulRYUCgWVLVuWXrx4QUSGjT2TkpLozJkzdPr0abp58yaFhoZScnIyOTg4kKur\nK1WpUoXq169PrVu3JldXV1KpVFSiRAl6/fq1Vcf8AGjUqFHk5eUlf3fixAlq3ry51WzSh/j4eOra\ntSudOHFC/i6ja2fSpEm0YcMGWrt2Lf3www9EJD5nnZyciIjo0KFD1KZNG5PYZ2dnRzVq1KCwsDCa\nO3cuDRkyxOg2AEaJQlcicqRPHXeRnZ0deXt7008//STXiYmJocKFC2faTs35pjnuPZVKRadPn6bv\nvvvO5G3nIGsAIPNLnPNMjdetgZs3b5KnpycRkSeAm9a2J7tB4k/P+h6jal9VsbY5Jset+3eoUdfv\niGz8+rAa2U1ElCtXLhIEgXx8fKh79+4ma9dYjBs3jpYvX05VqlSh27dvW82Oc+fOUaNGjYjIusS7\nhLNnz1Ljxo2JyDwPZ3CBcHsxUfg+squ7lOxK1NOto/GCmDt3Lk2dOtWkNgQGBlLt2rXJzs6OLly4\nQHXr1jVp+8bg3052x8bGUqVKlejly5eZsmHz5s00YMAAixwPqJOJHPOQnV3KPSjZw2OfkxC4geoP\nX0GTmrvS91U+I7JzIAIj2NmTnb0jEVORQ50h5PhNj4z7Akg4u4x4sD85ePYhh6rdyC5vgTTr4sVN\n4uEXCUnvCR/eEqLvk8O3vcih5kCys3cwzQEwAjlkt3XA30cQj35A5JCbKPENEdkRDzlBZG9PuVrO\nJLtCbhm2sXDBPOJXN9IXn+WlyA+5yLnFSOrZu688ITMUixYtokuXLtG+ffsyuTciLl26RPXq6b4H\nHBwcKLcD0fYp3ah1KRXZJ78nKuBMdvmKEDE1QZlAJCiJ7B3JLk9+cXHIMQ8R5yQ5pdnlKUAOX7Un\n+5Jpj2E0F7+JiIYNG0ZeXl7yvf/+/XtydXUlpVJJRERVqlShq1evygSZs7MzVa5cmQICAuQ2wsLC\nqHTp0ga/PwGQp6cnBQWJ5OnJkyepWbNmRER6SdqCMfdIOPorCfZ5qMef1+ngnXfy72fPnqWGDRum\n2Re/tYgobA/ZNdtOdoXK6a/DObm6usr3+N27d+nrr78mIqL79+/L/xctWpTevHkjv68nTpxIS5Ys\nkdtZs2YNDRs2zKBjoA8AqEmTJnT27FkiIlq+fDmNGTNG/q1FixbycV+yZIlMxBMRtWnTho4cOUJE\nRM2aNZPrtWjRgo4dPUT04Q5RchhRoVpEdnmIchUh+nCXEPEHXX1WkWoW2Sk25FCQ7Er/TIg5TXal\np4jEt31eIjsHCn8Fun37NnXq1Cnd/bh+/Tp5enqmez2sW7eOhg4dSkTiOZcIIluBSqWSr/kPHz7Q\np59+avY+4+Pj6csvv6SoqCiD6gsxK4klbKM8n19Ls86rV68oODhYvr/+C2jUqBGdO3cuw2eDtZCa\n7C5ZsiS9ePGClEolKRQKOnHiBJ07d45u3bpFYWFhpFKpyN7enlxdXaly5cpUv359atWqFZUsWTLN\nPlq3bk0uLi60ceNGS+1WutD3LHj48CGVL1/eCtakDc35mCHj8Pv371Pr1q2pfPny5O/vT3nz5qXQ\n0FDy8PAgIqJbt25R1apVs2yXdPwKFixIXl5e1Lt370y1o+YBlCQMpk8cN1Iu+8ZEJC6kfPbZZ5Sc\nnExERAsWLKBfftFdGDbWVkEQyMHB8uP1HFgPY8eOpRUrVtCUKVNo3rx51jbHIOSQ3VmDxJ/+WWkk\neXya8Zwsu+Fx4gsaFryayNavD0Pcv8lMbvhxcXFyWJO1k+5IdhgbXmtqDBw4EESEsmXLWtUOCZJW\nc82aNc3SPmdqsAtjwXxrgD/aqleeQTME+vTp0ybtXwp1trOzQ2xsLARBwC+//GLSPgwFEcHR0VHr\nM9mIjIkpbGGMGaXbXbRoUa0+a9WqBaKUxKmBgYEgIsTHGyaRkFWkPgauhXKnyBb4jce5X5sjdnlD\n8bv134s63vEpOsecCXqTWPLY56KOb9BOg+wICQmR95lzDvXNf6BY0xTKPSPBoh5kcS+NQ3R0NNzd\n3S3a538Jr1+/1tIS5eqU/AXqRyehOr0Eil1DxWvuz+ZQ+f8CxbpWUJ9bAS4owZn+9ypPioX6+jYd\nzWf29FqmJHImTpyIQYMGGb+DqaBQKJArVy4dSZU5fRvig3d7cR9PLQJ7F57lviScOnUK9+/f1/pu\n69atWqHbO3dq35upw7snTZoEAHB2dkb//v3l758/f55pu7y9veV2BgwYoPVbgwYNULZYPgxp6Ioj\nhw6Cq5Jx9PBBLZsy0nfmz0+D+XqCP/YxyJ7Zs2fLbWtqfyuVSq1+IyMjcf36da3v9CUtyyyOHj0q\nt+vo6KiV0yO1Hq5msrnTp0/rnFOe+ATsZjtdWZLLVcAuVtCVKnmxKU27KlasKLe9YsUKvXWkdxaR\nqJes717bsWOHXCe1pI6tQEpgvXy5fkkeUyMhIQHTpk1DmzZtDKrPOYcqegQUEVVsSvLLFmDNcaUh\nSE5ORrFixeDt7Y2BAwfC1dUVRIRChQrB1dUVtWvXxpAhQ7Bly5ZMyaft3r0bbm5uNqWdq/mc/PTT\nT+XPhQoVwvv3761tngxJgtSYMR9jDEOGDIGTk5MsY3ju3Dl5H1+8eJFlu5o2bSq35+Nj2PtMHzjn\nSFC1xwfVYJ3f9uzZo/X+yOyzWZpz6sufkYN/N2wpR5ihyC4yFbZaJP70rO8xxD149a8rZ32PZYvr\nw6iTZQ7NmV9//RVE5s3kbgikRCiGTBLNDckOLy8vq9ohQbJn9+7dZmmfcwHs7iowX0+w63PAma4e\n3KNHj8wyAZQGSVWqVAEATJkyBUSEu3fT1hI3F4jE7Oean/9NZHdycjIKFSqExMREg+rXqVMHRCkJ\nSvv27QsiwsOHDwGkJFE7ePBgluwyFKmPgUuJEjg1/hsoD0yCYmMnKLwa4+mCukj2bgfFhg4ygciZ\nAOHRcSg2dhSJcZ9BUB2aCvbiNgCAPQ8Sicb3kQbbobkosmLFCmyYO1bWFVcF/AGebJkFgP3795tt\nIey/Cs452ItbUF/djLkzp+LixYui/vWhqVB4NYYQEgD26h4Uf7aAYkNHKLb1gjr4sEzqKP8Z8DFZ\nYSsodw7+mKCTiVrvHxdbVAF/pJDca1toJ2HdPRQ8Ptoom/v27YspU6aYZP/r1KmDRh6FMb1taazp\nWwUv/uopXtfHfzP4HjEG0n1dpEgRrcRWnHMMGjRIa4L74IH2YtK6deu0ftcspliEi4iI0GpTenZy\nzpDo1QwKr8boXr24Vp2VK1em2ybnDDzCH2xvXbBL+gnXtKBJYnt4eGhtm/pYERHGjh2buR3PAElJ\nSVr9BAQEyL8lJyfLiyREhBMnTiA+Pl6r/rOIR+AvNoJd+RbsZlvwuBvg6njw6H1gjyaCXW8K/nw9\nOFOChU5PIbvjdZMbS1CpVOjQoYNWP0uXLtWpN2bMGK0648aNk4+jn5+f/H14eLjJj5spIGnUW3Js\ncvbsWRQqVAiHDx82qL6QeAqKcA+oY9eb2bLshf3794MoJSeAtZCQkICTJ09i/vz56NWrF2rVqiXr\naRcvXhyfffYZmjZtivHjx+Ovv/4CEeG7777Lcr9xcXEoUqQIbt++bYK9MA2kZ1np0qXl7+7fvy/f\nY6Z6r5oCkZGRICJ07tzZ6G2vXr2KEiVKoH379lAqldi2bZu8j5qJjjOD4cOHy22dOnUqS20lq5ci\nVlkOnOvyACqVCmXLls3S+02lUmU7wjMHpkO/fv1AZD7ddlMjh+w2Ddmdo9n9Hye7gZTJ5r1798zS\nvqGQkkcUKVLEqnZ8+PDBpiY8b9++le0xhZfB+vX6JyA8wh9sT02w86N0kmUBYhISyQ5TJdaR2qta\ntSrevn0LZ2dnWOPBJA14GzZsqGVbyZIlLWqHZt+mJrsBcVDarFkzg+pKHpLBwcEAgN/FzQO/AAAg\nAElEQVR//x1EBD8/PwDAzp07QWSeJKr6ULx4ca1jIJHxSqUSXJmIBSO74OmCuimkYcAC0WP7/Goo\n/mwG1cEpEIIPQXn8dyh39IViUxdwQQ32Nkwku18YNgFL69xwJkC4dwBxq5rh2YK6EMIvmfwYpMbM\nmTPRo0cPs/fzbwZPigGPTfEAVn28bhRejRG2qgvi7h2H6uhMKP4UyU3lPwPlxRQW8xSq00sgPEiJ\nSBJCAqA6uxzKPSPE6y9wI5S+4v/KXT+Bx72Ecu8oKP0mgr15nLIws6NvCun9Zwso946G8PC4QWRo\n27ZtMyRZ0z0Gsc8hhARAfW4lIle0g8KrMd6vaoHk7b2h3DMCQsSVTLedEUJDQ7XIxx49emjtc0JC\nAtzc3OTf3dzctL3tOccPP/yg1YYpF8wZYyhVqpTc9qVL4n3NXtxC5D+TUDCvg8ELwfzpMbDD34sL\ny4HTwQVFuvX1IXWyyagoMXpFIkKkYokkf9KYjYjQsmVLrfO2ZMkS+Tc7O0KHBvmxc0ElsIdjwII6\ngF36GuzRBIMSS7q5ueHdW90FoPfv3+PKFe1rU6VSoVOnTlrHIrUXH+dch/TWTJYpvfNsDZqeaabw\nyDQU3bp1Q6NGjQyqyzmH8kUHKF90NK9R2RDSudNc1DMHEhMTcfbsWSxZsgQDBgxAgwYN8MUXX8hk\ntouLC6pVq4bOnTtj+vTp2Lt3b7pe2qYafzZq1Ajjx4/PcjumhBRFNG/ePJ3fwsLCLBa5aAgk7+b5\n8+dnanvGGPr06YNixYohICBAK8FwVqK7V69eneaCtMG28ddIFrwQp6yOBFW3dOueOnVK69kdEhJi\nVF+m2Of04O3tbZZ2c5B1CIKQrRY7sguZaaslh+y2jWITJys4ONhmbn7Jju3bt1vVDs2QW1sIw/zn\nn39Mco445xg5cmTav0ddBvNrAnagGfhz3RV6zRV8U0Bqq3z58nB0dJQ/29vbo2zZsoiMNL0noT48\nfvwYRIQff/wRQEpoeJ06dSzSf2qYi+xmjKFy5cro2DHjiej8+fNBRNi3bx8AMfyUiLBw4UIAwK1b\nt0BEGDxYN+TQHJBkVKSFlp49e4KIEBoaCgCYMWMG8udxwPNN/4PqxFxwRQLUN/5OkYiIeQauTITq\n9GIIj06K3728C/YmVPbYNQSpz0WhQoW0nhPd2jWH75CvZS9v9jbMxEciBd26dcPs2bPN1v6/HTwp\nFgrvtiIpfU6UPlDu+gmKjZ3AYp5Csb79R+/rlhAeHQd7HQLl9h8/SudMAFeKHlH63hEs5ikUf7WW\nvbfV17fLEQgKr8YQHh4Xt2UCuFoBHvcSQsQV8OQ4qG/tgtL/Z/EaOjwDwsPjEEICINzdD+GeH9ir\n+1oSKXXr1s0w8odzDh4fDSH0LNSBm6A6OhPKvaPl/VF4NYZia3cojs5G/IPTFn/vSV6PUkk9YdQc\npxARBg0a9NFrnmt9b67w+KVLl8p9jBs3To6KI8o4Mo6rE8FuLwfbUwvswmjwt2l7KBuKbt26yf1/\n99138v8tWrSw6Ll7+vSp1vHXdBBo164d3Io54uiykqJ39s02YLe6gN39MV0v7dSoV6+e3vD4xo0b\npzlmVKvV6Nq1q5Zt0rtLAucc48eP16pz8+ZN4w6ABdGuXTuLvnMB4O+//4abm5vBDg5cFQFFuAeE\nBH8zW5a9oBkNkVW8efMGhw8fxrx589C3b1/Uq1cPZcqU0SKzK1eujLZt22LixInYvn07QkNDM/1s\nNJXdxYoVy3Ibpkb9+vVBRJmSZLE0pMjXEydOZKmd8+fPw9nZGd26dUPnzp2zfH6HDRuGvHnzgojw\n+vVro7fnPAFxyuqIVZbHB9VgMJ7xuWCMoUGDBrLtmgvgGUGSBDOXDNTIkSNtgjfIgX5IEWB//vmn\ntU3JENmFzLTVkkN220axmZMlvfCnTZtmtj4MgaaOuDEvL3NACnf58ssvrWqHhGrVqoGI0Lt3b7P2\nw5Neg12aKOqJhuzQ+V3yvm7dunWW+9JcUNDUaY2JiUH9+vWRK1cuBAUFZbmfjCB5CkyePBkAEB4e\nDiLCDz/8YPa+9SEjsnvZsmVp6pJmBMYYGjZsiLp166Y7+dm7d6+WF8mdO3dkkglI8TDU9IY3J7p3\n747Kbp8i+rRIgqUe+G/YsAFEhLVr12ptJ9w7APVtXwAfCb+kWDBFAhTbekK5byy4KhlKn0FQ/t0v\nTY1lTXh4eIAoxXv0xx9/BFGK9M6KFStARLj010QoNncTidH94yDc2QseZ1oN2OrVq8s6jDkwHiwq\n+COhPP3j4scdqPx/gdJ3uPj7m1AIoWe0rgtJlsQQcLXyo+e46IXJ46MgPDoO4e4+cCFj8kgICYBi\na48UMnpNU7FIMil7R0N1egmOT6qLmA3dRa/zbT2hPDARyh19RGmdzd2gWPcdFH+1SWlnYyco942B\n6sRcqC+shhB6FjxZN5rHGpgwYYIW+Zh63OPj46P1u1QKFCiAUqVKmdW2hw8f6vQreXqnBS4kg53q\nD7avHtjd1Zny5k4L0jNaKmfPnjVZ28aiffv2sh1Tp04FEWFk18JICPCA6lJ18JjzmW57+PDhGD58\nuM73SUlJcoSPVLZu3apVR61Wy7lPpKLpGXn79m35e2lh1xYREhJiFaeUChUqGJWrhbPkHAkTPZDy\nAaW+PlODMYZ79+5hy5YtmDRpEjp27Ihy5crBzc1NJrNLliwJT09PdO7cGVOmTIGPjw8iIiLMZru0\noJ8VT1ilUmlUzhhLwRr3VGbRvHlzEJkmwletVqNbt27y4giRtoyjIYiOjsbu3bvh6uqKvn37wtvb\nO1Mkr8DDEassAxUzPmdXZha5NfNc5OC/h+x0/rMLmWmrJYfsto1iMyeLMSbf/OYOscsImzdvtpkH\nkWRHagLNGtD0YDt/PvMTR0P7YndWiIT3w01aAxhNOzJLuErIiNRt3749XF1dzZ5AVbrm1qxZA0DU\nqCQiTJgwwaz9poWMjosp7o/OnTunG5os6Rb2798fgKjFSkSoX7++lh3Ozs5ZssNQ/PLLL2hWoQiC\n/MR7UdKSlDxAAwICQEQGJzhlz4OgWNMU6sBNUF/dLOp7J2f87Bs3bhyIUnRqpagLiUCRZBm6dBFl\nUoRHx6HcPw6KP5uLxOpHvXCuzrzUQmBgoOg16eaGd+/eyUmINO8Tf39/xMWlEJjx8fGIjjZOC/rf\nDJ4cB9XpxVCs+w48OQ7Knf+DYm1LcXFin3m0jjMLrkoGVySIRLugBnt5F+qb/0B1ZAaUuwbjwuTa\niD04G6qzy6C+tBZKv/FQnV0G1ZmlUF/+C+pbu6G++TeEJ+fAP5guWaG5kJycjMqVK8vPuXz58mlN\n8DnnMnlEJMpgBQcHw8PDw+y2CYKAUqVKoVSpUnKy3rTABSVY4HSwPbXA35lHJu7Vq1cYPnx4hrZY\nApqJz34d6CR6cz+ZAy5kzXHBx8cH9erVS/P3xMRE1KtXT4vQ3rx5s1YdQRDkaCCp/O9//5P/P3bs\nWJZsNDckOy2x+K8JJycno+pz9UvRs/vDUTNZlD0hnb+IiAj4+vpi1qxZ6NWrF+rVqydLjDg7O8PZ\n2RkeHh5o1KgRBgwYgIULF6JIkSJGSzWYEtICpKGa7foQGRmJfPnyyWNsW4GtzDUNgbToYEoEBASg\nWLFi8nFwc3PTqcM5x7Nnz7B582b06tUL5cuXR758+UBEyJ8/P6pWrZol2SxRp9sDjD81etvMnr/M\nkOQ5+PegUaNGICLs2KHr0GdLyC5kpq2WHLLbNopNnSxJpsAWXvxSRmx9CYYsiYSEBK1BqrWhqW8q\nJQ40FzjnYPfWiPqitxZrEd6aHviXL1/OdPtSGx06dIBCoZAHTxISExNRoEABjBkzJsv7kx7mzJkD\nIoK/vxh6u337dhCZL8wtI1iC7AaAzz77LE0CVDofmlIuRKQVimrJ58XatWtBRNiwYQMA4MSJEyBK\niUZ58uQJiAjdu3c3uE31ta1ayQGFO3sz3EYi1ceNGwdA1I0lIi0yhoiQJ08ere24KgnCgyNQbu8t\n9ufdFurzq8DehhnsKSxB0iguWrQoAODu3bsg0g5vN9c182+BctcQUb7k6mYAAP/wBurADVBf2SB7\nOafW+rVVODs7/ysnbVKEjVQ6deoExhhiY2Pl777++msAwLVr11CxYkWT9s9f3wDnxi+0cnUi2N3V\nYIfbge2tAx5+wKR22TJUr0/h+paKYkLJZ6ZxEnj37p1eEiY1kpKS0LBhQ61rZuPGjVp1BEFA7969\nters3Zvxc9+akDzlLZ1IPjg4WPb2NPRZqH77OxQRVcAF219UMyUYYwgODoaPjw9mzJiBXr16oX79\n+ihXrhyKFi0KIoKDgwPKlCmDOnXqoEePHpg+fTp8fHwQEhKS7vO7S5cumD59ugX3RhuShFRmEiNq\n4vbt2/D09ETx4sWxbNkym3hnvXv3DjExMdY2wyCYawynVqu1noe//vorAHH+NWDAAOTJkwdEhMKF\nC6NGjRoYPXo0jhw5YhLHOMbfIFZZHslq48da165dk+ePxmLGjBkgInh5eRm9bQ6yPzRzn9gysguZ\naaslh+y2jWJzJ0u6+Q8csO7kTCLaiDKnAWZKSOQWkW3ody9YsCBTD2mVSiUnszIGPHS3SHhf1U6o\npRn+++ZN5iY2v/32m9Ygi4h0Eij6+/vD3t4e169fz1QfhuCnn34CEeHWrVsAUvSqrTUJJhLD8jU/\nm5q4PH78OAoUKJBuMjdNQtVcdhiKY8eOgYgwY8YMACk667169QKQkmW9Vq1aBrfJORd1vf9sBuXu\nIVBfyTj0WgqB0/QiNea4cCaARQVDfdk7RRPauy1Ux+dACD4k60CnB4nczpUrl8E2lC9fHkSW16YU\nBAH16tWzGbkVzgSoL3iJx3399+BC2tf/1KlTLWhZ5mGL4eGmxKFDh3TeE0SEESNGyHVOnz6NqlWr\nmqxPrk4EFxTgiYbdL0wZB3ayF3h0IFjQQrC9dcFu/A4ek7mEXdkRLHyB6M19pwf4+3MmbduYazw5\nORlNmjTRulY0NeCjoqLk72fNmmVSO02Nd+/eWc0LMSEhASVKlABg2LOQC++gCK8IdYxtee9mFW/e\nvMHJkyexcuVKjBo1Cu3atcO3334Ld3d3WVrE2dkZ5cqVQ7169dCzZ0/MmDEDPj4+CA4ORsGCBbPk\nMHP+/HmUL1/exHtlHEw51gsODkbt2rVRvHhxm19osiWYa7x9/PhxnXdrly5dkDdvXpQoUQJ79uxB\nYmKiyfsFAKWwC7HKL8D4O6O3lTS7M+NVrskxmANRUVE2EW2Vg7RRtWpVm+C70kN2ITNtteSQ3bZR\nbO5kWXNgnRr+/v42s/LWp08fEJHJPccyi9y5c4OIjEpOd+HCBfz+++8Z1mvSpAkKFiyItm3byiQ2\nf3pUnLyf7AUekzKw0JScMeR6adWqFdq3b69DsEp6y1Kxs7PTyuo9YMAA5M6dGxcuXDB0d42ClPgp\nf/78CAoKkhNxXrt2zSz9ZQQigru7u9ZnOzs7rc+ZvS8iIiJQs2ZNuLq64sqVKxnakR6Basn789Gj\nRyAi9OnTB0DanueZIf64oIT61i4Ij099lB45AR6ftuSHqY4LVyvAnl6HOnATlLsGQ+HVBIrNXcET\nMx74p9WntCAnJa27ffs2AODIkSMgsmxyMwC4dOkSiAht2rSxaL9pQXh0Qvbo5grr5oUwFf7tZLcE\nycOViHTeZf7+/qhRo4bFbeJRV8AujBHfj76e4KG7wK7PAfNvkSmv8OwKHnNe9OZ+vt4sTgEuLi5a\nskyGIDk5Wda5lcrChQvl/1etWmVyO00NyVYp6szSKFasmMFzASFhDxThHtnGqzs6OhonT57EqlWr\nMHbsWHTq1Ak1a9aUZUU0NbKrVauGNm3aYNiwYViyZAmOHj1q0MKxpkRkVuDk5GRwklBzwBxjvaCg\nILi5uaF169bpOl3kQIS5xtuajmWaeSlGjx5tdh4gWfBCrPLrTG2b1eOResxsSsyZMwcXL140ebs5\nMB00IwRtFdmFzLTVkkN220axyZMlZadv2bKlRfpLD5I34s8//2xtU/R6CFkLmgkWDF3VjomJMchL\nvnnz5nBxcYGLiwu+++47+Xse8wDsWDcw3+pgl38Bf38fAOSQYAcHh3Tb1ZQtcXZ2RmhoqE4dKVGk\nZpG0kYcNGwZHR0ccPWp6LcigoCC9noP6bLQENG3o1asXiLIuHxIXF4f27dvDycnJ4JBkWyK709IM\nd3FxMak9wpPzH2VNmoC9faK3TkbHoUCBAjqDaM3Fm7TA415BsaEDlP4/g70LgxB8CMKT82KiQ1US\neHK8nCBR6lPyHhkyZAiISPaglry/W7RokaadlsC0adNARHB0dLSJcGHViblQ7hoCQPRcXLRokZUt\nyjr+K2Q3IEZwvHypm+h1586d6eo6mxpcnQx2bZYY9XS4HdiJnmB+jcBDdnwkvquDJ2UP0i+r4NH7\nwa54gt3tbbbot1q1asHX1zdT2yoUCnnxTypz5841sYW6OHjwINq0aZPpRXPJmSBv3rwmtsxwuLu7\nIzIy0qC6qujRUL7sZmaL0kdiYiJu3LiB7du3Y/bs2RgwYABatmyJqlWranliFy9eHO7u7vjmm2/Q\nunVrDBkyBH/88Qf279+PsLAwk5F8v//+O4hSpCEyiwYNGlh17uHg4GAWYpAxhv79+6No0aIYMmQI\nQkND8ebNG6sS+7YKc4zfhg4dKs8zkpOT4eHhISesJCKza8UnqachVvkVODdOltMUSQYnT54MIsK6\ndesy3UZaeP36tU2Md3OQPkqVKgUiMioJsyWRXchMWy05ZLdtFJs9WZZ60WUEQRBkW8LDw61qS3x8\nvGzL06fGJ9IwNQIDA2V7TLn6fvToUeTNm1fvQIIzFfgTX7Aj7cVJ/tFO4A83oXABsX5GeskLFixA\n7ty5cWr2l3i46muc3LVMb72HDx/Kg2uprF+/HpMnT4aDg4NZCG8ACAsLk0ObNEtms4xnFkFBQfj8\n88917JgxY4asr5cvXz6D2/P390fhwoUxcuRIoyYRtkR2S/1pareawx7OGdSBG6BY+x2EcP2eGan7\nKVeunBbxLCVCu39fXBA6c+YMiAwLl2ORgXIyS7n82QyKtS3kz6qT8+UwfUlzUArNL1eunJad1dzz\nQ7jnB+HJObT+2gkTW3wO1ZWNEB6fAot+CC6oIDw8BvbqfqaPWXr4+uuv5eO1ZcsWs/SRFg4ePIjA\nwED58/Dhw7GhbwUodw8DkBJRsmDBAovaZUowxv5TZHda2LhxI5o2bWrWPjgXZH19dmc52N664GH7\nxAWo5HfiO1F6L0alHzXzbwF/uU2ULgmZBK6ON1s/nTt3lpMAZxZKpRLdunWzWC4OzWefVEaMGGFQ\nomBNMufDh4ylrcyBxMREoxJUqqKGQvmylxkt0o8pU6aASIzqcnFxQYUKFdCwYUN0794dkyZNwpo1\na3D69GmrJGiWzmFWk6xv2bJFK4rN0pAW08+ePWuW9iMjIzFo0CCULl0a7u7uKFKkiFGRq/92SHPh\nr776ymRtxsTEyNenQqFApUqV4Orqiri4OFk6LKs67RlBYMGIVZZHvOo7MG744vCyZctARFiyZEmm\n+5YcaCztAJID28Hr169t+hrILmSmrZYcsts2is2eLE1PV2vj4sWLNmOLlBTPHB4OmYGkNf3ll1+a\ntF2lUom///4bW7du1fs7Z2rwl+dFz7a9tcGOdEDd8mJSUSmBYFqYN6J5Cing64k7t4PSrPvmzRtU\nqlRJa7Lo6emJTz/91Oyr5nv27NGZqJYsWRJ37941a7+psX//fh07jLkGFy5cCCcnp0zZnRGZLC2K\nWAqWJN/TO7Z16tQBEcnX4NixY7W8A3bs2AEiwh9//AEgRV+8S5cuBvXNYp6BPbsOnhwP9voRhDt7\nob61C+pbu2TCu0OHDiDSr9vNmQDh8WmcHFdNrL+mqbzd68X1EfdnG20yXSLRj/8G1eHpUN/aZXTS\nTH14/vy5bJODg4PZpUyICFOmTNH6rHmfjBw5Eqt7fol3q8SoJc3F1NRITExEUlKSWe01Bd69e4eS\nJUta2wyTQq1WY9KkSUbpy3t5eaF169Zms4m/PAd2sBXYgaZgZ4eB7akJdk87uRW7t0b07o4PN5sd\ntgTOGVhgbbBQ8yfP6969O+bMmWP2fkyNBw8eoHPnznrf35988glWr16tV9tV8jhbtky/Q4AlMGXK\nFLRv3x6AmPwzI91eIX4nFOFfggvG6++mBmMMYWFh8PPzw+LFizFs2DC0a9cOnp6eKFWqlKyT7ezs\nDDc3NxQoUADVqlUzWurGnHj27Jl8nrMKxphRCw+mhpQMsGPHjhbpLy4uDkWLFsWzZ88s0p+t4/79\n+yAi9O/f32Rturu7g4jg6+uLatWqoXjx4nj//r38e3R0tNZnc0Fg9xCr/ApJ6t8M3kaTpM8KbGk+\nnwProFChQiAiLccYW0F2ITNtteSQ3bZRbPpkValSBUSEefPmWbRffZB0F3/88UdrmyLLSnz9deZ0\nxkwN6WW9adMmq/TP4yPATvUH8/XEvl/Kok75TxF082aa9cM3N9Uiu1ePq59mXQkKhQKdOnXSmigW\nKVIEycnJptyVNPseOXKkzkS1X79+FvW4YoxhyZIlOnYUKFAAZ86c0bvNnDlz4O7ujnfvMjf5lPpY\nsGABYmNj8cknn2gRg5IXvKX0/TX3W9LRNxfZnR7mzp0LIoKPjw8A4OTJkyAiTJgwAUBK7oMGDRpo\n2ZYnT54s9y3cPwiFV2N0a1Zd3l/VmaVQ7h6KttVLw7lgbiT6jobCqzHCVnRE28pO+NNrJfiHt4gO\nuw87OzG5Jk+KBXseBEXAQrw8tw3qy39Buf1HKH1HiMT3wclgyfHgyfFQHZ4G1elF4IJxCXf++usv\nrXPm6OiI2NjYLB+DtJB64jJixAjkcrCTFx1UkdeQtKoRZrYrLW9Tvbp4HI8dO6bV1pYtW7Br1y6z\n2Zoa586dy1ROghs3bqBChQpmsMi84EwNHr4f7Mz/wI52Brs+BzzqMoCUxfYhQ4YY3N7ChQtNTsRw\nQQEuKMDC/cT3VUAfsLurwc6PAru1GFytuxjC2X8j/J5zBhaxVNTpjjP/2LRXr15ycuLsCs45Dhw4\ngAoVKuglv6tXr45Tp07h7NmzVnfw+OOPP+Dk5ISwsDAAokxQWs4PEoT4f6AI9wBTPtb7O2MMz549\nw/Hjx+Hl5YWJEyeiW7duaNCgASpUqAAXFxc4OzvLMiNffPEFatasiQ4dOmDUqFFYtmwZDh06hGfP\nnukdc0ydOtXq2taakN4tpiJRvvrqK5w8edIkbRmD9evXa12nlsKsWbNQs2ZNi/Vny/Dx8QFRSiSf\nKTBlyhS0bdsWNWvWRNGiReUcTdZAgqoLEtVjDK5vqmtx4sSJBjlp5eDfC02nHFtDdiEzbbXkkN22\nUWz6ZElyCUTWC6OUoKn3fOfOHavaAqS8aG3hBRkXFyfbk1aY5tq1a80qScO5AB7hj8T9rcF8PfFo\n1VdQXPgF/OEm8FeXwIWU5DPhV3Zg18SyCF75FZivJ16ur2rwqjrnXA5ZlUr58uUN0iI3BUJCQlCx\nYkWdSaql5RkSExMxYsQIHTuqVasmn+cLFy6gaNGiWfKA79u3r95Jef/+/REcHIwffvgBRJaTGJo+\nfbpee4hIazHE3Lhz547W4psUcl6+fHm5jrmIeBYVDIVXY4TPr4cbsxrg5cJ6Wt7Z75c1QMzKZmBP\nr8lhmvq8vyXUqFFDJMw1vAuFiMtQeLcV9cMPTErx/D48DezZDbDnQeDqjD1qvv/+ex05oowIk6xA\nSiy7YMEC8NjnUOwVSf/rU6tDCL8E9fVtUHg1hr0d4ciRIwCA9+/f6z03T58+NWvYu7e3t9a7TLLB\nWE8qPz8/1KpVy9TmmRU84SnYyV4igXxhDFjQHynSWFd/xZ6dW+XFEUMlw2bNmoUePXqYzsaYB6L3\ntq8n2L76YMd/yPH++gjOOVjorx8TUlpGR7hv375aURv/BiQlJWklzExdXrx4YRW7/ve//6FUqVJa\ni+TR0dF678W4uDhcvXoVe3avw4fQCrh8uB46dOiA2rVrw8PDAyVKlNAisEuVKoVvv/0WrVq1wqBB\ngzB79mxs374dQUFBJnFecHFxydAD3VIw9Xhkzpw5aNeuncnaywgBAQF6r0tLolKlSpg1a5ZF+7RF\nKBQKeHp6mnwhp2PHjihUqJBRUVTmQJJ6BuJVhuUJCwkJAZF2/p5M95uUZLbrOiQkxCx64DkwPaRr\nwNKR2xkhu5CZtlpyyG7bKDZ/srZs2QIiQsGCBS3ed2pIYVyannvWgibBbAthdn5+fum+sNetW5fl\ncC9DwDnDvr+mYs1Pn+Pc7+XB9jf46MFdA+zsEPBY0eNHEAQ8ve6L51vqY+vEqpkawPXr109nEB4c\nHGzqXUoTf//9t07/X3zxhUGJCE2JV69eoVWrVjq25M6dG/v3789y+8nJyVi/fj2+/PLLNCflefLk\nwf79+y3m4Q2IZH7x4sXTtKlFixY4f/68WfqWFt8KFCggf5cRuW2qATVXK6E6PEMktjf0wMIuZfH3\nxNaix/f23vi1bWk4fZo2ue3s7AyiFAmW+fPng/R4DLG3YVB4NZGJbiEkAIqNHeXPyl2DoTq9GMp/\nBkJ5bA54gvaCk0Kh0NL+JxKlTNq2bZvlY5AWNGVJVEd+hcKrMZb2r4uDI6vIdidt7ZXmuXnyRH9C\nUlNgwoQJWotCUp+SluuBAwfke8kYrF27ViuRsClw/PhxDBs2zKRtAh89pR+sF8njIx3lJMeAeE/x\nCH+w/Q3wfFszfPPFp3BwcMDw4cMNanvy5MkmDfHmz06kRCDtqQHm6wn+4rTJ2s/O4K/9RKI7KnMJ\nIzODAQMGYNKkSRbrzxqIjIxE//79QWS9iMpdu3ahQIECWLt2LWbMmIFBgwahbStuK0oAACAASURB\nVNu2qFWrlhZ5LRVXV1dUqlQJw/9XC4pwD8ydPQCLFy/G/v37ERwcDKVSmXGnJoSbmxsSEhIs2qc+\n/PPPPyAi9O7d22RtxsXFWSQ/Q3BwsNZ7u3r16lr6xpacf8XExMDJyclsWuH/ZRw6dAj29vY2QfAl\nC6sQp6xuUF3JscVUERPmuq4VCgX++usvk7aZA/NAkpq09GJeRsguZKatlhyy2zZKtjhZ0gPAGuFz\nqTFgwAAQERo3bmxtU3D8+HGbId8BoGHDhiAiWWPRmvj+++9BRHBycgJ/dxf8yW6wY11FT7mzw8Du\nrAAPP5DlkO/GjRvL5J1mseS1mpSUhMGDB+vYMHjwYItr/t65cwceHh46tvz8888mm3RyznHu3Dm0\na9cuTaLZyckJCxcuNKtkRWoEBQXpTS4qlTp16uDw4cMmu1fT6mf69Om4fv26zsDp008/NdmzgnOO\nyl+4atmR2i4JtWrVAhEhNDQUQMokfOLEiQCg1/tbgkQYK30Gif0yAexdOITQM1Bs66lFhiu29QJn\nKUm4jh07BiJCZbdPETS9BnyHfI0yTnllKRMe+wJclbX7g0Xdh+rMUqjPr4YQcRlC+CX0b1MTeRzt\nEbf2eyjWf4/3UU9hZ0do/bUTVKeXQLh/UD5G0jGRPPULFy6cJXskqNVqdOjQAW/fvpW/S31eZs2a\nJS/KpK5z8aL+xKj6MHPmTPTs2TNL9r548QJBQSm5E5o2bQoiwuLFi7PUrib4u3tgJ3qA7aklSoCo\n9EeL8ZiHiN5aG8zXE3eXVYKrU148f/4c/MNz8KdHwd8Hi5FET4+IciLHfwCPC8Xo0aMxdOjQrNsZ\n8whcUIIzNdiNuWA3fgd7EwR2aYJIeL9JW6LrvwCufAMWWAvs4TiL9jt48GCMG2fZPv+LqFWrFpyd\nndG8eXP06tULEydOxPLly7F//37cu3cvzXEES7rwUcLkoYUt1oarq6vJPLtTk76urq6oX78++vbt\ni1mzZmHr1q04f/48nj9/rrPQL21j6qjYzz//HA8fmu8YR0ZGyrZ/8sknWlGTknTc9evXzda/Ppw/\nfz7LUYo50IYgCChUqBBGjx5tbVMAAInqMUhQdTCorqlJSSnnjjmjDnOgHytXrtSZQ7m5uWmNnS2F\n1PMCW0B2ITNttVibPzU3ssv1kS1OVlRUlE2RupIt586ds7Yp6N69O4gIVatWtbYpWlIvJ06csLY5\nWqQvAHCmEknv86PADn8MWb+7Okt9JCQkoECBAhg2bBgePXqEXLlyab00Lb2qHhwcjLJly+q8vP/5\n5x+L2lG8eHEcOXJER0KCiLB27VqT38fPnj2Tte/SKgMHDrSo5/2jR4/0ev9LpXLlyti1a1emvdHP\nnz+PJk2apLvPUsmfP7/8/8109OwNRUREBEqXLg0g5T6T9qNHjx5az8dLly6BiNC1a1cA2s8JCWlN\nHlj0QygPTASLvKrzG2cChOhgKLb/CKX/L1B4NQaPTwmFHT16NBwdHbF/eGUovBrj3dIGeLWoHqa1\nKYWXf3YVSXS/iSntcaZFlmcEIey8mHhzWy8tj3OFV2NcmewJhVdjqAM3au2f5Ll99+5dEBEKFSqk\ncwxMQU7Ex8frHNNmzZqBiDB79mydPiW5gsxoBw4dOtToCasgCFrPAOk5IUWlKBQK2Y6s6HjK3trH\nuorP++M/gMdmLKdVr7YnWn9TELHbqsFn/Be4sKq16A0ue1rXEv/6twTzbw62tza2/tY5y2QoZ2qw\nC6PBX+kuNnCmEsnuJ5bzZrZFsJDJYIG1wJWWnYwOGzYMo0aNsmif/0VMnz49U4le1TEroYj4Blyw\nboJIFxcXky3sa0wkM11MjaFDh+J///ufyduVwBhDhw4d9EYoSlryplhUNBZz5szJlrkpbBVr165F\nvnz59CbHtQbilY2RpJ6dYT3GmMnvrcTERLPdrznQD815SFrF0g6W0rzAlq6D7EJm2mqxNn9qbmSX\n6yPbnKyffvoJRIQuXbpYzQYJmp4HUgi4NSHZYq0EkZqQsr8TkdV1CzU13/WRvTz4L5GwONYV7Fg3\n8GBvLW1vQ3Hy5EnY29vLYY5v377FV199pfXSnDBhgsUXajZv3qzz8q5QoQIeP9afvMlUUKvVcHZ2\nlj9zzrFmzRodWxwdHXWS8pkKycnJ8Pb21utlLpW6detaVPokMjJSr865VMqUKYONGzdmafCfmJgI\nPz8/OQLFkNKgQQMsWbLEKAkNHx8f1KtXDwDwyy+/gIiwbds2AEB4eDiICJ6ennL9jMhtyfvbWBkP\nzjlYUgwUu4ZA6TNIJKw/vIEQdgGtapTDb+3LQOHVGAPruqBwPkfcmlFDJKNnNYMqYAEUXo3Bnl4D\nAKiO/wbFuu+gCvgjw+cAiwyE4q82UB2eBs4E0RM3/hX4hzdgz27gydw6UHg1xrNAfwApg1hNz23p\nGEgh77t27QIRoWVLUTcyqwtl0sLbgQMHAGhLrEiSUhcuXDCIFE8PXbt2NVryQOpTko+SEkJq2iHJ\nqmRm4M+ZGvz1DbBbi8Vn/OVJ4C/OGBzJU7BgQRARxrYrDubriVcbqiLu8gLwpGjw1zcw7vviaFhJ\nlBDiye/Azg6DYmd1TJ1qvKYzVyWI3txKkaTjgkLvu4IrY0WyO+Kg0X38W8CTn4JdrAj+0vIecKNG\njTKLtE4OUqBWq/HFF1/g77//1vt7es9EVfRoKF/1MZdpBqNEiRJmHVMkJyfj4cOHOHz4MFavXo3x\n48ejU6dOqFatmvzckoo5ZNRCQ0Ph7u5u8nYNgURQOTo6WqX/xo0bm1Sq6r8MV1dXjBw50tpmAAA4\nT0CsshyUgv7njiYiIiJAJOZlMRWkaEdbIjn/7XBycgIRwcXFRWfOdeTIER1HEEtB6tcW5GmB7ENm\n2mqxBf7UnMgu10e2OlnSQyAiIsKqdgBi1nUiQtmyZa1tCmJjY+Vj8/z5c2ubg9WrV2u9uK3p5a0Z\nFZDaq5dzDh55COzmArBrs0RvvSPtwR/7gCcb5004aNAgFClSRIukUCgU6NKli9bko127diZJgmQM\nPnz4oNfDeMSIEWbRUQ8JCUnzvlAoFJgwYYJeEv7+/ft6tzEFDJE++eyzzywqfRIVFSUTxfpKsWLF\nsHLlSpNI0XDOcfv2bfTt2xfVqlUziAR3d3fHqFGjEBAQoKNpP3nyZPTpIxILUv4AJycn+fe0yG2J\nBJAiUqTJeGrvb2MgBB8SvaivbYVy3xgtD+vXi+tjcddycLS3AxEhj6M9Pi+aB7ly5UJcbCyU+8dB\nsbEjhAdHRE/v/eNEffBH+p9ZwsPjUO4dJdb1/xlcqd8L+97NQNQoXUCv57ZEbu/evRtE+mVEOOdZ\n9iLVTHwpPZekRadKlSrJ9SRS/OBBkUTVR4qnh6ZNm2Ljxo3p1nFzc0O5cuXkzzNnzpQXeCRIOpid\nOnWSvytTpgyICDNmzDBonznn4GF7wQ5/L3tg82DjEhi+fftW6z4o9IkDPsnriDFjxsh1ihQpAiJR\n7oWrEsD21UfsjhqYM2eOUX3xyCMpSSh9q4NdmpgmIc/fB//nPbvZ46lg1xqAC5ZfSB83bpwcJZYD\n0+P27dtwcXFBr1690qyT3jNR+fx7qN5MNYdpRkFzof/fCmdnZ63koZYEkZh7wxpQq9VwcXFJczEm\nB4bhxIkTcHBwsKjMYHpIVi9ArPJLMG4YsWmqvEiMMZQvX14ea+zcudMk7aaGLURa2xKkBKPpLS6c\nOnUKRIR8+fJZ0DLgypUr4rhTY+5gTWQXMtNWi63wp+ZCdrk+stXJunz5sk2tfkq2mCIJX1ahuRJp\nC1IvUuI+yevEmvDx8ZGPTXoSATzuCdjln1PIB/+WKfre79MnYhUKBXLlyoWjR4/qtss5pk2bpkWg\neHh4IDo6Osv7Zizu3LkDd3d3HWLT19d0BMq6desM0rR/8+YNOnbsqGNLmzZtLHJsbE36JCYmBnPm\nzEHu3Ln12pIvXz7MmzcPcXGmDdN++/YtNm/erPdcpFVKlCiBrl27ynqahm6nr1SoUAE1a9bUOuZj\nx47FzJkzsXTpUqxfvx67d+/G8ePHceXKFQQHB+PFixf48OEDOOdiYkyJ4F7TFOprW7Bl6Qy0rOSE\n/Hl0ZXSksn37dvDEd1D81RoKr8ZQHZoKzjmUu4dC5f8LAICrkqDY2gPqmz5gb0JlQlx4cAScp++9\nZyy5DaR4yU+fPt0k51Za5BoyZIhOn5LuqiYpLuHPP//UIcXTgqenJ44fP55uHRcXFxARli5dqmOH\nn5+fzneS1I5mdE5aC7lcGQd2fQ7YhbFgZ4eIz+7AqWKuhkxE6kgLL6lL7ty58eqVKJPz8uVLjXPH\nwI51w8Wl9bBkyRKD++EJT8H21QW7/Av42zvgDzeLZHbUFd266kRReutkb3CV9ZPfWQOcKcAC64CF\n/2GV/n/++WcMGDDAKn3/23H79m0ULlwYe/fuzXQbiqeNoX5v+P1nLlgigaO10alTJ4MXIE2Nly9f\nWtzbUhMhISEoXLgwwsLCrGZDdkeVKlXQrl07a5sBAFCxY4hVloFCWGvRfu/du6c1vnj//r3Z+urY\nsaNNRKHbCpo3bw4iwp07d9KtZy2+SepXM1+BtZBdyExbLbbCn5oL2eX6yHYnq3Tp0iAi3Lt3z9qm\n4M2bNzZFvnft2hVE1tGzSw1N70BrvmTfvXsHOzs72Nvbg0hMeJMRuCIG/OkxsPtrxaRgB1uKBMrV\nGeBJaZOwTZs2RaNGjVLaYSrwqCti+Lxa9M7dsmWLuGr7iQOCllTE+5ubRW/ED5YdvHPO4e3trTXY\nqlixYsbbKWLAn58ED90JdnM+eNIbMbQ/wh88USSCOnTogCV//AYe7ifKCFwcD3Z1Jvjjf+Q6qfHw\n4UNUqVJFy54LFy6YcpczREbSJ5ZeRPrw4QOWLVuGokWL6tji5eVl9v7VajXOnDmDMWPGoFSpUukS\n1osWLcoS4Z2V0rJSUUTMr4uLP4s62ZMHdUSjRo1gZ2eX4bYeHh5oV7Msfmn7JZyLiLrmPWs4Q+HV\nGD/WdIbfR73vx3NqY3HXcni1qB5yOWTcrmapVauWfEzTIrenTZsGQL+eubGIiIjAtm3bMGTIEFSq\nVEnLloIFC+rVBezbt6/OuyM1KZ4WPDw8MqyjqcEtvac0i+RB/vDhQ51jFBAQoPeY8LhwsFtLwI60\nB/NrBHayF9jx7uAvzhh8rGJjYzFmzBitCaf0jE5dHBwcMH78eHlbSQc/MDAQ7MIYXFpSB2vXGj5h\nZreXgvl6QvH2EQ4fPoxRwwaC+Xrih7qi17imFyt/sgfMtwZ4guVDW3/99VcQWT4pXGrwF1vALlbE\n5LE90aBBA4v3P3XqVPTt21fbJs7h7u4OHx8fi9ujD/fv3weRbUT4AWLehAkTJmRYr2TJkvD39890\nP5wroYj4GurYTenWq1u3rtmTwBnq2b19+3abSHQvYdSoUQbnXjh//jzKly9vNlvevn2LEiVK4OpV\n3Vwd1oAkCSg5y2zevBl58+bNUj6JrICIsGLFCqv0nRpLly4FERns7f7o0SPY2dkZLVlnKKRxjqHj\n9Q+qfkhQdTXL+F4aa929e1fr+/Hjx8vjiuHDh5u839SQ5uDLly9Ht27dzN6foahatSrWrFlj8X4N\nHWNLc0FL68qfPn0aRGQTkWTZhcy01UI2xJ+aA9nl+sh2J0uhUGD16tWIj49HZGSktc3BjRs3tDzT\nTJWYJrPo0KGDTXiaA+KgpnHjxlb1NOeco1ChQiAi9OvXL1MvVs6ZSDb4twDb3wD84Wa9Xp0BAQFw\ndHREcnIy2I3fU5KZ+XqCXdHWcj175hQur/pIogevFz36Ys2rpZ0W4uPj8eOPP+pMNjkXwFWi9ywX\nFOAPNorJ2KR92ls3pfh6gp0fBc45OjYoDeWBVmC+NcAOtRZ/39/gY1K3GmD30yeEAgIC0LVrV6tP\n2DWlT6zlxaQJpVIJb29v1KxZE0FBQVa1pXjx4pg/fz4aNWqEjh07ZlmahzGG2NhYRERE4N69e7h4\n8SIOHz4MHx8f/PXXX1i0aBGmT5+O0aNHo1+/fujYsSOaNm2K6tWrw8PDA8WLF0fevHlBJGqHV/2y\nFL6v8lmmCXSfwV9pyaEkrGyIpFWNMLHF55lqLy3PbX3ktpR0VJ+Xo0KhwMWLF7FgwQK0bdtWfrYZ\nWgYOHAggZdFYkh/RtEOKHDA0WY6Li4ve/AyCIGDPnj1aXvupy9ixY0GkHbI5aNAgEJHWwqGnp6dM\nAHOmBgucnhJ9c3U6eIzhYcX37t1Dw4YNdWwpVKgQlEolpk2bppNoWCp58uSRo040k3myEz2wf1Zt\nbNmyJc1+o6Oj4e3tjbZt26JAPnu821IVR2d4IE8ucfGkdPHcYL6eaF6lAIgI69ev/3huGNiJHmDn\nLZsc8dq1a1r7HhUVZdH+NcGVb8GufIvLf3+X5cWgzGLmzJk6Ehs9e/aUr2NbgGSPOSXBjIEh54ox\nhmLFimWpHyHeB4rwL8GU6Y+hLHHtGEp2W+s6TguSPYbOYZycnHTkzUwFTSkpW8DKlStleyRZuXHj\nxqFw4cJYtmyZxe2xpWOj+Z74/PPPM3RuatWqFb755huz2aO5wG+Io1WSegbilN9AKexFknoWktSz\nwblp5FU083sBKZJ/UrH0OD71eNTaSH1PWQoFChQw6DhIDg3WOF6+vr5mWxAyBtmFzLTVYkv8qTmQ\nXa6PbHuy1q1bByLC06dPrW2KDMmr5vTp01azQUq6YGl8+PABRISAgACL950RRo0aBSJC1apVs9QO\nV8anJDw7O0THy45zjoIFC8Jn3Uei+0RPsFP95f81tVh50huw4z9oE+Khu8TQexsIU+fvg1OI7YPf\ngR1oJsq73PgdPOEpeMIzcEUM2N3VYmLPj8k+VXvqiduc6g8Wult7/+LCwe6uFon996bRvMuBdWDr\nodpxEXfw8so+PHv2DFFRUXj37h3i4uKQlJQElUqV4eBVHbRLlCzZNQTCw+NQeDURNbqZcVEqqT23\nGWPpktsvXrzA+vXrM03SFytWDJ06dcLSpUtx7do12SNF+l3ylEtKSkohaj/qqPv6+uoQzxIpnl7y\nY4nciYmJwbx581C4cOE07fvkk09ARPj111/l7aXfduzYofOdFN0hHbcqpfIh6VAX0cv50TaDZEo4\n5/Dx8dFJ3kYkeoDt3LlT63ro2rWrHAmUujg4OGDSpElyXUlyKNa/B64tq45du3bh9u3bmDVrFqpW\nrZrmcehcqzCYryc+/yw3ypcvj8mTJ+PeOR/x2fhOO2qNxzz6KG9yOcN9NQWSkpLg5uYm29qkSROr\nh0CziMVIPlcZRQuK58Uaya/nzJmD7t27y59fvHhhU6QTADmaxRbg5+cHIsJPP/2UZp179+6hZMmS\n6Ny5s0FtCoKg91pURQ02KDmlJKdkzrw/hpDdpojgMTXWrl0LIsMjQxs0aIB169aZzR7pPXLu3Dmz\n9WEMBg8eLJ8zKRLp2bNn+Prrr1GpUiWLOl9JkVgLFy60WJ/pISYmRuv9duWKrhQXIEbaOjg44MyZ\nM2a1RzNKNKPFG8bfI17VFrHKMohTVkessgyShdUms0WyQ7q/iAilSpWyyjt15MiRICK9cpvWwKZN\nm0BEcHNzs2i/0nFYvTr982xrz2hrILuQmbZabJE/NSWyy/WRbU+WFAptS2S3FMpvzZBWaz2cJbK7\nevXq8neMMZtYQZaSUdjZ2eHQoUNZbo9HXRb1U/fWFqVNnuwGf+ILHh2I/v36wueXKmAHW4EzNTjn\nYOF+okfziZ7gry6Jbbw4o00E76mh8X9NqxPe7M4KsP0NwSMPiwT13dXg8WlPEDnn4FGXsWxYNRzd\nPE3c94db5H3iL86K9QSlSFQ91r5HuCoB/O3tDHWQc2B9MMZsnuzOKpR7R0OxoT1YZCAAgAuZC2PU\nJLdVKhUCAwMzTWQTEb755huMGjUKO3fuNEq3NLWHEZBCxGtqZxpCiksIDg5G//7907TVzs4OkydP\nxsuXL+VtNDW4Jfs1vZ2kMPGIiIiUftVK8JgHeH1oCNS7vkXQkooZ5lD48OEDJk+erNeuRo0apSuD\nllr6JXXJmzcvnj9/jsOHD6NVq1YiIfN7eVyaXyHd7Zo2bYpVq1bh6dOn4OH7xeeiWiRtOVODnR0K\ndvA7HQJfGeL7sa75vZ9+++03LZvDw8PN3mdG4MpoKC9UxryhYqSGtTzM58+fjy5dusifpWNkK2Qc\nYL3xnz589pl4vtJLZNinTx+jEvEuX75cJ9maKGFSDer3S9PYKgXXr18HEaF27doG92ksDCG7Dxw4\nACLKchJiU8OY62fbtm1aEl2mxqtXr2zqegaA3r17a73PJSxfvhyFCxfGzJkzLWKHpkykLUHznav5\nrLx69Srs7e2xefNmiyXek97NmuOKtMA5B+ex4FxAgqoHPqgGmswODTIIRITNmzebrG1jwDlHaGio\nPBaxFUjHxZIyaUqlUu43JiZGb50ffvgBRIT+/ftbzC5bRHYhM2212CJ/akpkl+sj256sOnXq6Aw4\nrI0ePXqAiPD4sXXkKADjBqvm7vvSpUuYN2+eVWzRBOccuXPnRu3atfHZZ5+ZZEWdqxNFMvdYVy3S\nOtmvlejhfFdbqoO/vQN28keRQI57Av7hecp2V2eCPdmr1Q5/bb57jSe9Bg/dla5sCn96TLTlhuHn\nb/v27fjiiy/kz+zc8JT9+ajVzZ+fEr97cwv8fbDs7c5uLvjoRd4K7Nosq2jT5sAwhIaGap3nfyN4\nchx4gmmSwzRt2tRgMrtdu3b4448/sG/fPpNLEdSrVw9EhPnz58vfSf1KBGJ6pHihQoVQt27dNG0v\nX748Nm7cKHu9pQV9GtxS/gAHewJ/egw8ZAcue7XD03WVodj5rfhsONAMy0Y3QJ5cdujdu7dOuyEh\nIVoTXM0yZswYxMZmHJrMOZflcIwpm0aWhnLnt5jd0x19+vTBnj170pxgc87BTg8EO9ZNXgwWNbmr\ng0fratTun1UHwSu+wpQpU3R+MxVu3ryptT8bNmwwW1/G4tm1BVCe/RKF8tvjwQPrRQQtXLgQHTt2\nBJCi4Vu0aFGr2aMPtkSAGWJLhQoVjNJlfvz48f/ZO+/wKKoujL+TEHoJJXSkBKTX0Jt0pBdBFEFA\nOoIURUBA4ANFlKZIEBAEBAENvRfpoYVeY+gtlIT0upu57/fHMJNsskk22RrN73nmSXbmzj1n7t69\nc+fMuefwyRPDuYEcc40xDypQjjZtzmTtNjLlRXClSsqLMXskKU+JunXrEgC9vb1TLSvLstX7v5ro\n/siRI1aVkxZ69uyp9aGEYVxev37NevXq0d3dXUtkbE3at1dCOqW06soeqAZVdXv06JH2UnzMmDEs\nU6aMzXRJ+DI+pZduCYmJW8GQ2HLUyccohHkriBLmIAFAPz8/s+ozh2+//ZZnzpxxqHsESd6/f98u\nOs2ZM0eTu379em1/YGAgixQpoh1L7OTxXyOjGDMddXNE+6klySj9I8N+WaVKlXKoAZuMT2ZgT29m\nRzJ237t3j3fv3uWJEycIgF9++aVd9CKVZW3lypUjAI4ePdri9QshUwReo/74p9wx2Z0vHv+TtEz0\na8p7Ohp6dHt5UL66mPL1pcr/25pQ3tmK8oFeFPe3WcXoK58YGS/be7zR/ipenleOHx1kUp3379+n\nq6urgcekfGSQUsdexXNUyDolFMqbMDCylwfl019QDvZN0BaLlDjfu9tThDvOqo1M4lm/fj2bN29u\nbzUyDJGRkSxcuDCrVq3KESNGcMOGDVZdRp8cCb2q1aW9R44cSTJuq0bxihUrat6ZxrYuXbrw5MmT\nJseoTUidOnXo4Z6TW+b1onxyDOVdbXh/WTU+Xl79TT6ARpQP9OaCgSU5ol0hntvzi5LwN8Hy/5s3\nb3Lnzp0GDybq5uLiwjVr1qT5QSVhHO7EcbsLFSrEd955h+7u7nz77bc5adIknj17VlnBFBfNPTNq\nKi/2YoJSlKG+6BRPDyufY4Ip72hJ+dxUipA7FK/iPZyEPpKxuzvz5DcVCYAdO3ZMc1unRHR0tEHy\n2WbNmtk9ZElCnjx5wh/HF+Y/m8vy+PHjdtVl0aJF7Ny5s8HvyB7hVJIjJCSEAFivXj17q8Jr164R\nQKoJGEuUKJGsZ52p6F6OZcyjRhSyaXkj2rZtSwBW60+mjIeOZnBSSas3dbVq1bh3716r6fPq1SuH\nbCvV0GzMGLZkyRLmz5+fhw8ftqoO0dHRDtk2pPJCN2EbqSFprB2v2xjqy3rAtMS9evk8Q2LLMiS2\nLCP1n6Zb7uvXrzW5altUqVIl3fWZy927d3nv3j2H7DNqDpWZM2faVO6sWbNSdGKwdSxxRySjGDMd\ndXNE+6klySj9I8N+WcZiE7548ULLcvzVV1/ZXKfkbiJxcXE8ePAgw8LCbK7D69evOWLECG1/u3bt\nbCZ727ZtBjcOUzO9W4MXL16wTp06NrnROzs789atW0aPibgYyof7JTV4/7Oe8oHeSfcf6BV/ri5C\nMYA/2EkRej/d+snnpynGlWuLFaPL7dWGOqphV45+QhGderZ5Pz8/urm5GbwdF7KO8qG+8Z7dbxJd\nat7eCcO2+MykvLcLVcO6iA6gvL8H5cMfGcQ5z8QxmDhxIgcNMu0lSCaOxeLFiwnA4IFTHRNr1aqV\n4sS/Q4cOSbwqY2NjWbRo0TTpIAIuUT7yCWUvD0b+UZsR+wdS3FzO2MuLObdfCdavkJPBQYrBOKHx\nRafTMTo6WgthlnirX7++2UthQ0JC2LhxY3bt2pWTJ0/mmjVrePbsWZO8wv+aUp2x21tRyCmvNhMP\ndyljYtgD5fOtlcpLzqiXlHe8Q9nLg62r52GH9m2UcdHLgzHXlmvXWbBgQYu8UP/mm28M2u/u3btm\n12lJQkND6ewMPthSjr77+qZ+gpVZunQpO3TooHm/fvPNN/ZWyYC1a9cSfElfyAAAIABJREFUABcs\nWGBvVdiwYUMCSNUTv0iRImZ5zgk5kjGP6lIf9IPJ56hjSu7cudMtNyVSM3arRsocOXJYRb65qOOB\nKUmn586dyw4dOlhVn5IlSxIADx48aFU5aSVhkuPEffj8+fMsWLAgV65caVUdateuTQDcuXOnVeWk\nl+PHjxvcY5ycnNi2bVub66GGGAVS964WIlozdofr3kuxbEro9XpWrlxZW7niKAbUNm3aONz9PmFY\nHlu3T2RkJHv37q3JL1WqlMONNfYkoxgzHXVzRPupJcko/SPDflnqwDR16lSjD77t27e3m06nTp1i\n3759k+iUK1cum+mghnlJvF25csVqslUPsYSJOAAlGYejLNeMjY01aRJvDjly5DCapFToIigf/EDx\nWvTyoLyzDeVd7Sj/3Z8iLpbizkZDQ/e+7pS3Ndbid6txXhXPx4YphiFJCRH28E0c7aNKnFgvD4rY\nMAp91BsZdSlf/IZCpOzht3nzZlapUoX58+dPEodORAW8ucZWSqzymGAlXrdq0D81jvK+rm+8xz9R\nDD5eHhQBl5TzX19XvMB3t1PCmoTccYj475mQXbt2dQiDSibpQx2XVYOUsS1v3rycOXNmqmNlWkLa\nCFmv5ALw8qD8d3/ePrKcTk6GLx83bdqU5IXksGHDktVz2LBhDAwMTF9DWJhFwyor13bDM8XEmfKF\n2ZR3tdHGM/noIMpnJlGE+Gnj+/B2hVgsv0v8eL+rDeXnZwyuPb0h3K5cuWJQz4oVK9JVjzXR6XTK\nC5ZGuSh7V6QIv2Zvlbh8+XKDeZWj0aFDBwJI8kLKHpjaRulZFZKQuMjDSggT3YM0nafqZ405RWrX\nNH/+fALgTz/9ZHHZlkBNGmdKrNrw8HC6ublZVZ/AwECH/c2pL76M9aUnT57Q1dU1Tbk10oq6msMR\n20ZFp9MxV65cmp72MHaT5OrVqzUdLl26lGLZcF33N4kqF1tM/oYNG6zucGYKBw8eJACOGjXKrnok\nZtWqVQTAkiVL2luVTBKQUYyZjro5ov3UkmSU/uGEDM4333yj/V+tWjVs3boVsixj//79dtOpadOm\n+OOPP7TPOXPmxOeff47nz5/bTIczZ84AANzc3LB9+3YIIUASNWvWtJrMpk2bAgBGjBgBAGjQoAHC\nwsLw8OFDFC5c2Gpy00LWrFmRPXt2q8rInj07njx5kvTAg61A2B1A6IA85QFJAmJfA0IPyTkrkCVn\nfNky3YHIJ4AcC+5sDd7ZAOZ6C4CkHBd6INI/fQrmfguQnIGYQEi1JwGSM7irJbijGXhxNlCmC6Ta\nkyFJzilW88UXX+Dbb7/FixcvMGDAAINjUo5CQLPlQOsNcGrzB6RsrkD0KyD8vlLAyRlwrQwUrA0U\nrAmUbAMA4NkvQRJSgWqQak8GcpcGXp0DD38A7u8Gcfk78NFuUMSl79ozMZsHDx6gfv369lbjX82m\nTZvUiZLFuXLlCgDg7Nmz2r5atWph586d2n0iNDQUM2bMSHWsfPToEfLmzZuqTAbfBg90B+5sgFRt\nDKSWa1Cp5TC0aqX87tXxo0+fPihQoAAAQJIkSJKEFStWGNTl6emJuLg4kMTy5ctRsGBB0y/eiizc\nGwa9+wDAbx3oMy3ZclLRxkBsMBB4SdkR4odvlm5BtXqttTKe6/bgebAeWd+/iGrjbkLkrQCcmQAR\nFYDatWsDUO5lwcHBJusXGxuL8uXLo1atWgCAhg0bQq/XY+jQoem4WutBElmzZgUALPi8MpC7BpCr\nmp21AlxcXLR51a1bt+ysTVL27dsHAChZsqRd9Xj16hUAoHjx4qmWTesYRxKbN2+O3xH3TNkfczaZ\nM4wzfvx4AMDKlSvTdJ4lmDRpEgBg+PDhNpdtCgMHDgQArFmzJtWyuXPnRq5cuXDjxg2r6VOwYEGU\nLVsWQHwfdxR8fHxQpUoVAICTk5NBfy5ZsiRmzJiBxo0b48WLF1aRny9fPpQoUQIAcPLkSavIMBcX\nFxdERESgVKlSAIBDhw7h7bffhizLNtVj0KBB2LZtGwCgTp06OHHiRLJlszoNUf5hDMhYi8jv27cv\nAODgwYM2v/aEtGmjzLk8PT3tpoMxPvnkEwDA06dPcenSJTtrk0kmmfybyPDG7g0bNmgPvtevX0eP\nHj3g5GTfyxoyZAguXryovVGIjIzE/PnzkSdPHpvpcPv2bZDEq1ev0K1bN0iSZHWZ7du31/7fvHkz\ntm7datFrDg0NtVhd1kSn0yF//vxJDxRvCZRsC7w9AFLlgUBskLI/9A6EPhLQhcWXDX8AqeoooHQ3\noFgT8Noi4MRQxUjtkhsAwEe70qkhtT9SnjKQWq4FCjdQ9pV9D6g9DZKU8m/o3r17EEKgW7dummEi\nMVL0c0ihd+N35CoOlOmm/O9/DAi7q2x+68CDvZT9b3XW+qpUtgec3lkBFG2mHIvyB+57gRdmggd6\nQpybAnF+Ouh/DKT9Jo//NQIDA1G3bl17q/GvZv/+/VYbs2vWrIlLly7h4cOH2j3q8uXL6NKlS5pl\n+vv7I1++fAAAijjw1XnwwXaIC7MgTk+AODEKYldr8Eh/wCUvpNbrIVUcoI0vBw8eBACsW7cOn3/+\nOSRJQlBQkIGMatWq4dSpU5quI0eOhLNzyi/i7IE+ToZLjU8hVfsMeHYMlJWHZOojIfZ3g9hSFwx/\nqBi6ASBPaeVvruJ4v1Ee3H3wFNXG3URc3e/gVKQ+SKJuvQa4/TQGdT5eo7wkDb+PS5cuYcgQ5WG8\nQIECuHv3blJlEvH9998je/bsuHfvHgDAz88PZ86cQZYsWSzdDGajzhmaNKqDisVjILl1t8n8JTV2\n794NQHmJX7lyZTtr47hMnDgRALB69eoUy927dy/N/U+SJANHFqdcnQApF+JCfk5TPXPnzgVgHYNz\nagZ81dCV3LzJEVAdV44dO5Zq2a5du+KHH36wqj4XL14EAHTs2NGqctLDzZs38dZbbwFAkmfPcePG\nYfjw4ahSpQpGjBiBuDjLO2mobdO8eXOL121JZs2apfX5O3fuIEuWLJrutqJ79+44evQoAOCdd97B\nzp07jZZzcWqLrE6DECt+Q1TceIvJnz9/PgBo929b4+/vrxn8HZH79xVnKA8PDztrkkkmmfybyPDG\n7r59+zrUg2+ePHmwcuVK1KlTx656VKpUyeYyu3fvDgCoX78+rl27pnnoWQI/Pz+4uro6rDeMSkRE\nBKKiolC1atUkx6TcJeHUYC6kYs3A0HuGB48PBcp2B5xzKJ+Db4M5CkMq0RIolmASyzhAHwFIToD/\nUYibv4Bx0Sbrx8ArwN2NAGUgi+K1KeWvBOQsohR4sAX4+wMwJjDFerZs2YJ69eqlWEYq3RlSsabx\nnyUnOHlMh9R2M6RG8+HUzgtSxz2Q2v4FZH/jnRn9EiIokdecqkulwYqxP/dbQOG6iqd42D3wzBfg\nwd7g4/2grDO5LdLLjh07kC1bNqvLcVRkWbb66oj/OqZ41ZlD7dq1Ubp0abPr8ff3R/HC+UC/9cpv\n8OQo8NIc4PU1QMQBWbJDKv8hpAbfQWq5BlK+CgbnS5KEq1evAgAWLlyo7X///fc1Y/z169fRpEkT\ns3W1NiQVY0eBagAEEHpHOSBHA5GKBypig4GcRZXy138ERRykenNQoagLjn5XFzcWV8XhlSMRfOs4\n4s6twpkjezFy5Eh08siH8GgZd18rv7uVK1di8eLFAIAKFSok66V2/fp1SJKkeZN6enqCJCpUqGC0\nvL1p1KgRIiMjkSVLFpzc+xNAPZDP/qtIIiIisHXrVgCAt7e3nbVxbNatWwfA0PnBGJMnT8ZHH32U\n5vp/++037X8RuR9gJJxz90pTHQnv3zExMWnWISVSejHj76+sxqtRo4ZFZVoata+3bNky1bITJ07E\n4cOHrapP/vz5UbFiRQDArl3pdfKwHo8ePUKhQoUAIMnccMqUKXj69ClevHiBYsWKYe3atRaVXaRI\nEbi4uAAArl27ZtG6LYVer8fUqVPx4YcfgiQmTJgAAKhbty769etnU11atGiBCxcuAAC6deumjVcJ\nkaSsyJFlOrI5DUUck/cATyuff/45AGV+Z62VeylRoEABXLp0SXs5ExkZaXMdUqJs2bJo1kxxbpo9\ne7adtckkk0z+LWR4Y7ejEBameOX+l99Iqh5Z58+fx5w5c9JsEHv06FGyoV7Uie64cePMU9LKfPfd\ndyhUqBDKlCmTbBmeGgP88xuQs0T8zsINwFOfAblLAJAUL74LM8HT44DL84xUIhTDr++v4PlpIAUY\nGwJx6RuI48PA2ytBXbjhKUE3weNDFC9xKKEFVKQ6UzWPcYTdB0+NAV8mvzTYz88P5cuXT7U9jCHl\ndYdUvIXyf5ackPKWhVT9zff69CBw9GMwLv4BtMX4/QiJEsDjPYqRPuIxpHK94dRilRIipeUaIGdx\n0GcauK8LxNGBEAd6QpwYAT7cZfFJ5ZgxY6DTxRvVw8PDHfIBzBoIIeytQiYOROCr55jSKgy8sQTI\nq6wSkXqchVP7LXBq+hOcGi+EVHkIpJJtlFBNRqhRowa2bNmChQsXQqfTaaEKLGGMtyXZsmWDh4cH\n9p3yBQDwhbdizM5eCFLP85B6nIFUqDakok0g1Z8DPN4H3NsMyfVtSDUmoGEZgXshebD8YABOLB0D\n+eJ6xJ1bBU9PTwzu2Qjn7kTi7So1Nc+0sWPHat7G77zzjoERJTY2FpUqVdKManXr1oVer8fIkSNt\n3CqmM2TIEC20jk6nA8IvA1lcgRzudtYMWqiAChUqOJRzhcqzZ8rLlLZt29pVj9jY1Jf8HzlyBJUr\nV4a3tze+/vrrdMuiHIS40F/hlLMjsuRP+7xw1apVAOI90W3B//73PwDAvHlG5nQOhJubm/Z/VFRU\nimVLliwJklYL1aFy7tw5AIonuSMSEBCAHDlyQKfTJQmtlTNnTmzfvh3Hjh3Dd999h+rVqyMiIsJi\nsn19lXuONcNUpheSaNOmDfR6PZYsWQIAWLBgAf755x8AyupsSZK0McwWeHh4aG02YMAALFq0yIje\neuh5DM5SdYvKVp9hzRn70kv27NkxZ84cfPnllwDix0BHQp3ffP3114iONt2RK5NMMskkOTKN3Rbi\n8uXLAP7bxm5zad68OYoXL54k3rqPj4/2v6MvH/7zzz/Rt2/fFL17pDYbgVbrgKx5FA9tQPH4C7oG\nhN4FQKBkuwQnSEj8U5WaLIFTz3NAnanA8+PggfeUmLjPjgBZ84H/rAX/7gs+Owa+ie3Ne5uBXCUh\ndT4EqfEiSJU+SSDCGVKr9UC53kC+t4HQO+Cp0eCTA0av4eHDh5ZdPVDqXUjNPIHGiyF12AMpS3Yw\n7CEA4OT5W+g+9w4QHaS1Q+C+4ZoXt1SgGpya/QzUma68BNBHK97wztnAi7NAn6/BuJQf2NJCSEiI\nweeuXbs67AOYpblz545JMZozsRyMCUzT6g1bQMrgg+2YWPMMKhcKh1R/DpwaL4JUoCokp7SHxujZ\nsyfGjx+veahlRB48eICvvvoKn477Eht9ANxeCe7vBob4QpKcIDkluLYoxTDE6ADlb+RTwCU33D/c\nhG5DZmPJkae4+Cgc10NygEKPcnmCUc5DCQHVqlUr7SG1U6dOmjffwIEDMXnyZCxcuBDZs2fXjAm+\nvr7w8fFxyJAlKvPmzdOuSafTQZIkMOIWkKuy3UOYHD16VHNmsORqNUvy119/AQA++OADu+qhhrP4\n+WfjYUUuXLiA9957Dz/88AP8/f2RO3fudMkh46B/0Q9gFJzTYegGlBi+KelqDZYvXw4gda93R2Dj\nxo0AgMGDB6da9p133jFYmWMN8uXLh+rVFcOj6nnuaKgvBoKCgjTv2YRUrVoVt2/fRteuXVGxYkUE\nBqa8gtJUypUrp/3/4MEDi9RpKQYPHgwfHx9cunTJIKzl22+/DSGEFn6lZMmSVg+Hk5CKFStquZUm\nTJiAqVOnGhyP4ykI3kR2Z8u+DFN/J3PmzLFovWlBHfu+//57u+mQHM7Ozvj1118B2GeFeiaZZPIv\nxJQslnDAbKJwsAzUCxYsIAD+8ccfdtXD3u1ijvxLly5p5+/bty9JnY8fP7aUmlajWLFiXLw49Qze\nQsiUry2hfGUB5efeFKH3KCKfU/aZRfnSt5QvzaXs5ZF0uzSX4vV1rR75yEBl/8H3Kd/8hSI6UKk/\nwp/y3x/Hn3ewD2WvuhQ3l6euW/Btyrvf1c4VUa+SlKlcuTJ9fHzS0DJpQ4TcoXygF0XYw/hs91Ev\nKR/uF69XdEB8eSEob22oHLu7OX7/4wOUtzWhfLA3RVSAMVFpJnEfL1GihEONRdZk7dq1bNGihb3V\n+E8ggm9TPvSh0qe3NaYIuGRvlShiQyge7KS8rztlLw/+Pa8x13vOsrdaDsf48ePZvkFpxu7rTflg\nnyTH5QtzKO9oSSGE8vnEp5S9J2jHDx06pI0zW3+dpYx3QTd548YNbf/nn3+ulX/+/Lm2X92WLFli\n/Qu1AJs2bdJ0DgkJIUkKOYbyWQ+Kxz/bVTchhKbb77//zrp169pVn+Ro0KABATAoKMiueqhtFRcX\nZ/T4kCFD+Nlnn5ktR446y5gHFShHnzerHldXVwLgs2fPzNZJpUiRIskes/f8PK2Yqq+Pjw/LlStn\ndX3CwsIcvg0TjhmVKlVKttyCBQtSPJ5Wrl69SgDMmjWrxeo0h1evXvHDDz9klixZeO7cuRTLJrzf\nAWBkZKSNtCQDAgI0uUOHDtX2R+u/Z2hsI+0ebUl69epFAFy2bJnF6zYVR/8dqfo5kt3pv8jFixfV\n76IOTbAXZm6Obz+1JBmlf2Roz25XV1d7q6ChJtr4r3t2qxm30xPuoHbt2loW5g4dOmD//v04dOgQ\nAGVZpVq3IxMdHY3ChQunXlAXBjzaCdz3glSoFqS85SDlLAqpcF3g6d9AXncgWwEgSy6g4iDtNKna\naEgFqsV/LtlOSfxWaxKcqgyH9Cb2tZSrmBIj990dkBp8BxSoCrj3ASr0TVU1ybWSEhqkeAugcH0g\ne1JvNmsk2jHQIV95RYfc8d+5lKMwpPrf4EmgDn96B0HKXij+mCQBJdsAWXJBcouPJS6Vagep1e+A\nLlyJJ/zsGKi33PJRIKmn97+ZK1euOGy8338Lt2/fxvRJY8GTnwIApHpzgOxu4L0/baoHRRwY/ggM\nvg0+3g9x5Qdwz7vgxVlAvvKQWq7FtO1E9sJJ8xP811m4cCHe/WAcvlrhA4Y/AGMTjRHBN4EiDSBJ\nEuLCnyurerLGe721adMGt24puQsO/vUzZCEBecqhatWqePnyJQBlKXjr1q2h0+nQrl07g+p1Oh1G\njx5t3Yu0AKdOndK8kR89eqQlO0XATkCOBAp1sqN2irc8APTr1w/FihVz2DBOaogHo4mxbQQZHy4s\nuVAv586dM3uOPH36dNy8thOQskHKZl5de/bsAYB0xQ5PjoTtkJDz588DAN577z2LybI2bdq0AQAc\nOGB8hZ9K3bp1ERYWZvH454nJkyeP1n82b95sVVnpRZIkbZzw9fVNtr9PmDABAQEBFptLqyGrdDqd\ndo+wB9HR0Rg4cCCKFi2Ks2fPYu/evahfP+W8C23atEFMTAxy5FByFuXKlSvZ5JGWplChQggPV0I+\nrly5MsEqTRcQUQD0Fpe5YcMGALBbWLGESa2TG6/sjZpM+79uU8kkk0wsgCkWcTjYmwn1zXm1atXs\nrYpGxYoVCYCyLNtVD9j5be3gwYMJgOfPp9/jJqGHt7oFBgZaUEvrkSNHDrq7u/OLL75ItoyIi6b8\n+ABlr3qUn3sbHFP2e1A+OZpC1lEImSL0Xrw3c/A/1r4Ekxg+fDhHjBhhE1mJ+3TWLBIlKWkfFyIu\nWS8MEXqf8uGP3rRjXcr7e1DcWkmhjzZbH3v/5mxJx44d+dNPP9lbjX8t4uU5+m8fyDPzqil9NFbx\ndJW9J1A+Zb5HpCny5dNfUN7blfKW+oarSna3p3xjGUXofa18lSpVePbsWavrlVHZ7fUbA9fWim/D\nvV0on5mkjOWP9nLAgAFsVzu/8jnBih2VgIAAbppQlifmVGSzZs20/dHR0UnukQB469YtW16eWfzz\nzz+a3pcuGa5akH0/o3y9n500U3jx4kX8qiIhePz4cdaoUcOuOiWHI9yDVA/95Dy3PT09Wb58ebPl\nnD17ho8u1mfMo3pm10Vavu2S8+xu2bIlAdDX19disqzN69evTW6ftm3bcsGCBVbXKSIiwiH6e2ok\n9PBu2rSp0TK9evVikyZN+Pr1a4vIPHHiBAGwZMmSFqkvPRQrVoxFihTh4cOH03X+smXLtHarXr26\nzZ6pY2JiNLkeHh6Mk28wJLYs9fIpq8hr2LAhAXDbtm1WqT8lOnfuzFGjRhEA9+/fb3P5ptKkSRMC\n4OzZs+2tyn+WjOK566ibo9lPLU1G6R8Z0rNb9aRUkwY5Amp8TCenDNmkFqNDhw4AgH379qW7joQe\n3iqJE744Kl26dEGNGjWwcOFCnDp1ynih4NtAsC9Qb5aBlzYA4PVV5W/0S9B7LHj7VyVudpHGQJ5y\noLC8l0F6GDFiRJLY6rZCF0fQiDOCJDknG99VylsWUqvfIbXfBsnja6BQbdB3FXigO/jsbytr/O/h\n8ePHqFu3rr3V+NdBEny0Gzw5GkXyAg16ToXU8jdIWd94umYvBAReBp8ds4y8wCsQJz+FuLYY4voS\niIv/g7gwEzw5Coh6DpRoBanWREjNfoHUah2krsfg1Gk/nKqOgJS3rFZPREREhkskaUs6VndG/lzx\nXq5nbryA7tEhXHkiYerP+9Ewpzd2fNcZANDr/Y+SeA4XzEX0alYCB6+E4eTJk8iaNStI4uHDhwbl\nFi1aBJJWz2lx5swZSJKEvn37Qq9P/l4kSRIkSdI82BITEBCgJZ3es2cPateubVhA9xLIVtxieqeH\nokWLAgD+/vtvSJIEFxcXh/XsdgQ++UTJATJ79uwkx5YtW4bp06fj8OHDZsupWy0cRQoEwyl7Q7Pr\nAoCmTZsCiPeOtxZq4jW132cEEsaoV71fk2P06NFYt26dtVVCrly50LCh8t2vX7/e6vLSiyRJkGUZ\ngLKC5d13301SZvPmzahcuTLKlSuHEydOmC2zWbNmAICnT59qeQZsCakkKj19+jRat26drjpGjBiB\nV69eAQCuX78OZ2dnXL161ZJqGiVbtmyal/3FixdRonhrSCgGvbDO88HBgwcBAD169LBK/SmxfPly\nTJgwAYBjxu1WOX78OABlNU9msspMMskkvWRIy6yatblkyZJ21iSTxLRt2xYAzDaE1q5dW3s4sER9\ntmLz5s3YunUrChcujDNnzhgtIxWqDVTsr4TYyGqY7E+qOgp4dxcAJ+DVeeD2CsB3FVBrIlC6E3B0\nAPjCeL22pFatWihdujTc3d1x584de6tjEpIkQcpdClKZLnDymA6pnReQvyp4dhLof9ze6mUIAgMD\nM5cVWhjqI8CzX4IXZgKl2kJq8Suk8h/EG7oBSFWGArIOvP9XynWFPwKfKGMlY0NAXWjSMkIPXvoG\nCPUD7v0F3FkPBFwCnhyAVH0spFa/w6nGWEjlekEqXBdS/iqQXIwnkouJiTEtbNN/FD45aPA5pFR/\nhDb+A/eLj0fDAn4Y1jofsmbNAlQeitdxrpg8eXL8ubEh4MlRkFxyYtb6W8iRIwf0ej2cnJw0o3bV\nqlURGxuLcePSl6QvrRQpUgSAkrwua9asqFu3rtEwTuo8oF+/fpAkCTNnzlS9XAxCfS1btgwdO3Y0\nOJeMA6LuQMrhbs1LSZE//vgDAJA7d260atUKAJAlSxaHNHbfvn0bANC7d2+76qEm50ucwHjHjh2Y\nMWMGrl27ZvaLMaF/gLiAsZCyN0OWAtPMqktFTcTYuXNni9RnDEfsN6aiJoMcMGBAiuU6d+6MJ0+e\n2ORa//5bMUD279/f6rLMwcnJSTOgHjhwAD179kxyfOXKldi3bx+6deuGp0+fmi1TDf+hjlu2JDo6\nGiTjw1GlEzc3N5DEqFGjACjPG6YkSjUXZ2dnrf++fPkSy5f9A53YijhxSrkvWZA8efJoNgxvb2+L\n1p0axYsXh7u7cn89cuSITWWnBWdnZ6xcuRIArP4iP5NMMvkXY4r7NxzMDX/fvn0EwK+//treqmjA\nQZbVOYIeltQhuaSVjowQgi4uLmYt7xdCVkIXeHlQPj5c2ffiLOXDfSkfGWQpVc1mzZo1zJ8/P4OD\ng60mI3F/smT/Es9PKSEE7pu+lNCS+ojQuxQvzUuyZUsKFy5sbxX+NQh9NMU/v1Pe05Hy9uYUT4+m\nWF7e2YryzV+Sr++lT3y4jHNTKW9rqmxX5lPc30bx+gZFdCDls5Mpb21IEXSbQhdBEaMktUtPIqbM\n/pAyIsJf+T5OjFT+eo9X9ss6ylsbUb4an8w4ODiYrq6ufPnypZJw9+QYyrvaUIQ91Mq0aNFCG29u\n3Lhh8+tR+fnnnw3Cp+TOnZv37983KBMVFcWOHTsalOvTp4/2f3KhvkSwN2XvihRh12xxKUmIi4vT\ndAwPD9f2X7582aIJ5SzFjBkzCIBbtmyxmw4+Pj4EwA4dOiQ5VrduXYslbtcFfMWYx00p5BiL1Kei\nft+WSEZnLIzJhg0bCICTJ082u357YOocp169ety0aZMNNCKbN29OAFy9erVN5JmDTqfT2rBv375G\nyyxevJhVqlSxiDxVVnR02sP0mcOgQYOYJ0+eZBPUpoebN28a3ENevHhhsbpTomDBgnTN78R9R4ox\nJLYsQ2LdGRpbi6GxjRmm68wI3SBG6AYxXNebkfovGRO3mnr5HGXxymQZCRNL2wNHsBeYgqpn4nBn\nmVifjBKmwlE3R7OfWpqM0j8ytGe3I4UxycQ6GEta6ei8evUKer0e2bJlS3fCHklyglRjPFCoDqSy\nijeIVKQBAElJZuYgDBgwACNGjLCqV5RVKVgLyFkMvO8FsaUuxLNm4oQPAAAgAElEQVSjoO9qMCbI\n6qIZ4gse6gOeVJLUiBtLIbzHJ01m94anTx6jTrmc2L5tm7avXLlymmcaoCz7vHz5slX0FUIkGyYm\nk7RBEQeeHAneXAoUqg2pzUZIJVoAUJa7R0ZGGjsJkpOL8fqCboBnvwQK1QaKtwSe7AfcPIC33gX8\nj4GX54JHB4B72gNPD0GqNxtS/kqQXHJByqYktUvPd5vZH1IhZ1FIVUcqoatylYBUeaiyX3ICXHIB\nL7xB/+Ng+CPky5cHTZs2xZo1a4Bnh4GXpyF5fA0pT7w37NGjRxEVFQWSqFrVNolBY2NjIUkSvvnm\nG3Xyjk8//RQktQR/ERERKFeuHCRJ0lY05ciRA3v27IEsy5rnuZpUrnPnzvjhhx+MymOIN5C1MJC7\nmtHj1qZ58+YAgJkzZyJ37vgVDS4uLlpYAkdi06ZNAOJDyNmDIUOGAAB+/vnnJMf8/f1RvXp1i8hh\n7DVEsymOHT9tkfpURowYAQD4/fffza5L/Y0kZNKkSQZ/Mxrq/C61pIGDBw/GsmXLbKGSljRTDZ/j\nyLi4uCA2NhaAsmpk0KBBScqMHTsWOXPmRNu2baHT6cySt3r1agBI4kluTVauXIl169bh0KFDySao\nTQ9VqlSBEAINGjQAoISXskUfCwwMxFulqqFj6+fo+u5zuGAGsjkPR1an95BFqgEgC4CscJKKQeYt\nxMjzEBn3AcL1zRArmxbORw2VBcSv0LElagJaNRmko6Im1KxTp46dNckkk0wyJKZYxOFgbyZmzZpF\nANyzZ4+9VdEAwFy5ctlbDbu+qfXx8eHq1autokNG8vB+8uQJAXDs2LHs2bMnO3XqxE6dOvGDDz7g\n5MmTuWzZMu7Zs4c3btww8BwzFSEERbAvhbBvMtSEWNPDM3F/snT/EjeXK8lCEybj29dN83hNqz4f\nfvghK1SooNStj6Z8dTHlc9Mo72hJ2W+jVk5+eY7ytiaUr8xXPu/voXiZ+8V7wQkhKG6toLy3E/W7\n36Xs5cElI6toiTWt3TYJuX79Ot9++22r1G0uYWFhDA0NNdhnCS89ayEe7FC+64DLSY59/PHHjIiI\nSLJf9h5H+eD7Set6elTpswf7UEQriXyFLtzg+oUuXPHkfnqYIshySQwzPbtNQwg5SX8UIXe037zs\n5UH5QG9OnzSagwYNpHzoQ8onR9tJW0NevXpl4Fn38ccfU6/XG5S5evVqkmSZmzdvNijz1ltvmTQ+\nybdHU775icWvgyRlWdZ0qFKlCr28vAwSoN2+fTtZHf38/Oju7m4VvczBnnM+U3RYuXIl69SpY7YM\nIQRjHr/DoIdT+PHHH5tdX0IiIyMt1o7GPLsd4Tsyh9DQUJOuITY2lgULFrSRVmSbNm0IgMuXL7eZ\nTHNImFh42LBhSY7LssxBgwaxcOHCXLNmjVnJGVU5lvSyTo7jx4/T2dmZP//8s1XlqKu6bflbevfd\ndzWZxuZlKkLEMk6+zSj9VwyJdWec/I9J9fv5+dllfFi9erW2QmvUqFE2lZ0eGjduTACcM2eOvVX5\nT5FRPHcddXM0+6mlySj9I0N6dqtxzRwlZreaCOS/HsuWJOrUqYPixZXEUpaM3ZeRPLzVpD7Tpk3D\nli1bsHv3buzevRvLly9H3759UbJkSTx48ADr1q3DkCFD0KVLF3Tp0gXvvfcexo4diwULFuCvv/7C\nuXPn8Pz586TtGPkMeHEaCH9kh6v7F1KuF4A3bZxV8XJFdAC4rzPExTmg3oiXbQps3LgxPo75s7+B\nO78DT/YB+jDg2nzwxWmQMqTQO4AcA8m1IhhwCYh4DABglD/4+jr49DDwaDd4azngWhlOpdrhxK1w\njGqdA7y90qheqqeINZK5nDt3DqVKlQKgeJAnTCIbGRmZJCGrLZIKqeTNm9cgTmT37t3h5OSkTjZw\n+fJlSJLkEB4sFHHgvc1AkcaQCtVKcnzt2rXIlStXkv1SgepK8ki8eUkdFwVxZiJ49gugSCNIbTZA\nyq4k8pVccht4XUsuuRVP7hKtIeW3TOzDjByH1tZIklMSL3gpX3lI7bZA6rAbUuPFgC4UUxvcwBe1\nLwKhfpi98R6GDRuGqVOn4ubNm3bSXImfGhcXh5EjlRUo69atg4uLCxo2bKjNfWrUqAGS8Pf318aI\nPn36aB7hXbp0wePHb8Y3JvV8NSD6AZDdvNjOySFJEsqUKQMAuHXrFnr16gVnZyWxcZ06dbS4oNev\nX09ybtasWTP7vBHUlZbly5dPciwwMBDbt29PEsc7PVB3HZD9kdetFdauXWt2fQnJmTOn9r+5XrWJ\nURM7FipUyKL12pKE319oaNI8ECpZs2aFm5ubRZItmsLu3bsBAMOHD7eJPHNJuDJkxYoV+PLLLw2O\nOzk5YfXq1fjrr7/g6ekJNzc3tG3bFoGBgWmWpSYetEas69u3b2PcuHH48ssv8fnnn6N169YYOXIk\nPv30U4vLSoiamDRHjhxWlZOQffv2afHqc+fOjaAg46s+JSkrnJ0qIbvzDEgojFjxm0n1V6hQQftf\nHUttQZ06dVCvXj0AgKenp83kphc1WeW0adPSvWI6k0wy+W+SoY3djhLG5MqVKwAyjd316tVDzZo1\nteW0artYioxi8M6RIweyZcuG4OBgg/158+ZF9erV0blzZ3z66aeYN28eNm3ahF27dmHXrl34448/\nMHbsWHh4eCA6OhqHDh3CjBkz0L17d3Tp0gWdO3dG//798e33i/Dr0TDsPXkL165dQ1BQUOoGBCti\nj6zv5kISvO8FRr+ClL0A0HiRckAXDFT4CGi3BVKlIcCTA+DuthAXZ4O3VoBPDsA5LaNmqfZKOJqE\nsr0/A54cBN7qBKnuLKBoUzAywST37kbw2CDw3GTw4izAJTckj+lwqjEeLb/2w+2n0YDfWnDnOxjU\nQ5n8P39yHyL0PnZ/0wIAsH79ejNaxzjXrl3TJuY1atQwGO+GDBmCZs2awd/fX7mEu3dRq1YtfPfd\ndxbXIyX0ej0AaAnw1KXOKmPHjrW6DvPnz8e2BKFmDh48iGHDhgEASBlRJydDDvJF3Fs9TK6Tz46A\nNz2BrK4Qp8aA2xqCO5oDL7wh1ZkGqdF8SJLllg6bQmBgILJly2ZTmf82JEmClLMopGJNITX3hEup\nFqjUqDeu5RqAbKWaI0+ePHj48CHat2+PsmXLYuHChXYxuDo7O8PT0xMksWiRMlaeO3cO+fLlQ4EC\nBfDokfLitVixYnj8+DEiIyO1JJXTpk3TjFKphQGhPgSIvgcpd9rDXvj6+irt+WabPn16knuwJEl4\n8OABSOLly5f44osvtGNq+Kf8+fOjWrWkIVRcXFwcztit6mMJY3J6UUPUrFq1Stun0+nQqFEjVK5c\nGUWLFsWhQ4fMliMi9wBSLjjlaG52XcZQQ7BMm2aZxJcqCxcuBBBvfMyoqL/hDz/8MMVyffr00cYI\na5MtWzYtwe3SpUttItMcVOPiihUrAAA//PADZsyYkaRc8+bNNWeX6tWro169emkeeyZOnAhAeXlu\n6eeDw4cP48cff8Rff/2FnTt3Yvr06ViyZIlFZRhjypQpACwTbigtrFmzRmvPggULpmiUlqSsyOrc\nB3qxC6Rpz0Znz54FYNswHTVr1kT9+vVtJs9csmTJov1uqlSpYmdtMskkkwyFKe7fcDA3/Bo1algs\nmYwlWLhwIQFww4YN9lbFIZZLenl5WXW5UUYIaVKsWDGzElQaQwjBoKAgvj7wKX12fE9PT09+9dVX\n7N+/Pzt37qxtAwYM4NSpU+np6cmdO3fy0qVLfPnypVlLIlNiypQp7Ny5s1XqJpP2aUv1cRH2kELW\naZ/lG8viQwpcmKWEEAl7RPnmL5T3dKC8qy1lLw+en1eJYzsXNjmUiBAiUYiUrpT3dKSIekURG0L5\n2QklSaGXB+Vjw5S/WxpQRL+meOlDEeGv1dW3b1/mz+3MiB1dKHt58JDXUgLgnd/aUj7Qm2H3/qaz\nEzikS1UK2TDUgLm0b9+enp6eJMlWrVoRAK9evUqSPHz4sEHypYThAmzB3LlzCYDLli0jSfr7+2uh\nClRspU9iOVWrViUAPn/+nOLBdspeHuzTJD/Hjx+fal1CF05xfytl/5OGIS+uLKDsPYEi+LYVryRl\nfHx8LJZQK5PUOX/+PFu2bMkCBQqwVKlSdHd3Z+HChZk/f3726dPHYHwPDQ3llClTOG/ePK5du5Ze\nXl6cP38+R48ezYcPH1pEnx07diQJXXLu3DmDMkuXLtWORUVFpVqneLVDSU4Zm/YkZLIsa0udE29O\nTk6cPXt2klBHKgnDWOh0OqNlAgICWKpUqTTrZU28vb0JgMOHD7ebDsbG1QULFrBmzZoWkyHH+jHm\nQVXqg360WJ2JEUJY5B6ROIyJWqctwklYG1PaJzg42KbhrWJjYx3iuSc11DmJqmdwcLD2+dtvv03x\n3Pfee4/t27dPs8wvvviCADhx4sR06ZwcQgi6u7uzbdu2Fq03NdT2stez//fff6/p4O/vn2w5Wbxi\nSGxFxsT9ZnLdar0hISHmK5oG1PBi6QmpaQ/UdnIUe9S/nYwSpsJRN0ezn1qajNI/MuSXVbBgQYea\n2Hz00UcEQF9fX3ur4hCTvpCQEAJgkyZNrCbD0Q3eVapU4d69e61Sd0pGTCEEAwMDefnyZe7evZvL\nly/n9OnTOWjQIHbp0oWdOnVi586d+f7777NmzZqcOnUq//jjDx4/fpx37941ySCRED8/P7q6uvL5\n8+fmXlayWNrYLZ4conxsCEX0a8P9AZcNjNIi/EnSc1+c4ZFZb1P28qD+5q8m6SdC7yp1bm+myA29\nr3w+PpzyzlaGhvAd7yh/byl1i+hAisj4tvXx8aEkgU9/a0jZy4NxwfeYzUUyiPt7z7Oa8v/NX0xr\nj7ubKV6eT7Vc5cqV6ePjQ5K8desWAbBp06bJXrctH0yioqIIgDlz5kxVH2u99FGpX78+AfDmzZsk\n418E9OrVi7LPTMoHepnch1XjuLynI+UX55X/vSdYVX9T2bp1Kxs2bGjROlesWGHxhz0h9JTvTqd8\nrj7lu19ThF+j7DeR8oVWynalB0XIudQrciCePXtGX19fyrJMvV7P9u3bs3z58gwICGBwcDCLFSvG\nTp06sUePHmzRogUbNmzIbt26sWLFivzqq68sqkuCya62eXl5cffu3drnV69emVSXfPtTyld7ma1T\nXFwc169fz3Llyhk1fufIkYPff/+9FoO1UKFCBMDVq1cnW2doaChLlChhtm6WZMyYMQTAo0eP2kV+\ncrGuIyMj6erqapGxVohYxj7tzNinHSnktM1P0kq2bNkIgC9fvkx3HYkNvY4wJ7cUvXop964///wz\nxXJvvfWWTZ+HunfvbpLR2J44OTkRAE+ePKntCwwM1PrH9u3bkz1XlmVWrFiRM2bMSJNMS73AMcbg\nwYNZvnx5i9ebHAnjnduT8uXLEwA3btyYYrlwXS9G6seaXK96v7REfoO0oMbt/vFH671ItCQrVqxw\niH7wXyGjGDMddXM0+6mlySj9I0N+WY420FWqVMkmRhRTsFfbnDhxgkFB8Qn9bKGHIxu8O3TowPnz\n51u0ThEXQ/F4n0U8diMiIrS2W79+PefNm8fPPvuMvXv3NvAS//jjjzlp0iTOnz+fs2fPZtOmTdm7\nd29OnDiRffr0oaurK3///XcLXF3yqHqqD/Tm9i354reK0fDcNIP9QgjKp79Qju3vSREXm6w+a8eU\n4d2l1eiSRUrd2P3SRzGeh95XPkc8jTdO7+1saOz28qC8p5Py9+zUeMP7s2NafU5OYI8G+ZRyu9py\nWNtCb8pPpry7vaHB/vGBFNtCvHxjQD30YZK2EP4nKHTxCXmKFi1qkJguuetWPSNHjRpFANy6dWuK\nOliKxPrkzp2bQHxSocmTJ2v93ZrcvHmTAAwMwfXK5+TKkaUpb6lP+fzXmq6xsYZ9LDg4mOPGjdM+\ni7AHlHe0oHxsKGU5juLOJi0Jpb1ZunQpO3ToYHL5Xbt2sXjx4trna9euETBMNG2N+4b86EfK3lUo\n35lC+Uwtyt4VKfs0o3x3GuUH8yhf60P5TG2K139bVK6tmTdvHgsUKEBXV9dkjT7z5s1jp06drCL/\nyZMnLFKkSBLD8j//mJaoS0TeoexdieJ5ykaExPj7+/Ozzz7jjRs3ki2j0+m4atUqlihRwqjx25R+\nFx0dzWLFiqVJN2vj5uZGwH5ew1999RUB8Ndff01yrHr16vz7b/N/U/qg+Yx5UIVybHxi3XHjxjE4\nONjsuhNz5MgRAkjTuJaYhJ7d9+/fJwA2atTIEurZnfDwcJN+K6NGjeLgwYNtpJXy4tXRngsTcv36\n9WT1e/nyJQFwx44dKdYRGhrK/PnzJ5kzpEb//v0JgD/88EOazkuJkJAQ5syZU1vpZwu+/lqZNy1d\nutRmMhMTFxdncj8L03VgpH5ymupX646JiUmvimkiKCiIBw8eJACDuZmjkjCBNAB+88039lbpX09G\nMWY66uZo9lNLk1H6R4b8shxtUuNI+thLl/79+xt4BdtKD0c1eK9du5bu7u6Mjo62WJ3i3l9vDJiW\nuU613ZLLMC6E4OvXr3n9+nUeO3aMDRo04Ny5czl79mwOHDiQ48ePZ2RkpEV0SQnVIybxll6PYRET\nrBgNXyUdz4SQKaIDKOKSn2zKsszfl86gbnMdrhlThh1q52Xjirn4VqGs/PPPzSyYx9nQ2H17FeXt\nzbWXFELIlHe0pLyjhWJgv/5zUoO3um1vrnznD3dp9WnXHxNE+XC/+LIH+1B+foorJrdjrbI5GLRv\nKOXtzSgCLlOI+BdxIvQ+5SODKPuuofx3/3jDeIhf/DWqIV0SeBEXLlyYIuQORZTi9ZY3b14C0IwO\n8+bNIwAuXLiQpDKRBkA3N7c0fT/pRQ1v9fTpU5Lk8uXLCYCzZ88mGb/iJPEy84QIXTjlS99RxAQl\nWybZcxP0x4Tjn4iLZdj62ny5uiYjL/1MIev5448/EgBnzpxpUEdwcDB3796dYt2WxJx7+rRp09i/\nf3+Ty48YMYIAuG7dOpJkWFhYsi9Mkgs3kVZE7CvKZ2pQfrhA+Rz9hCLoOEVc/Lgs4iIoX+pI+UIr\ni8h0ZMLDw5k3b16eOnXKqjKaN2+exIsxNWTf8ZR9WlLIaTPmTJs2Lcm9oV+/fvTz80v2nJiYGHp6\nemoe3QnHjWT1k2UWLVo0TbpZG1vMs7799luWL1+e7u7uLFeuHMuUKcO33nqLpUqV0uQbc/SoUKEC\nb926ZaRG05GjTjHmQWXqg38y2L97926rLPdX7xHmtGnhwoX57NkzXr16VXOEOXHihAW1tB9q2BwA\nDAxM/qXrw4cPbbYKYvPmzQa//Xnz5tlEblpQdUtpTDKFjh07cvr06Wk6R6/XW3ScUFe4vP3228mG\nfLIGKY01tuKTTz4hkHqITlk8ZUhsWcbGJe+tb4xVq1YRALt27WqOmiYTGRmpvQxxFBtGcgQEBBg8\n66v/W/IZO5OkZBRjpqNujmY/tTQZpX9kyC/L0QZmR9LHXrokNsbYUg9HNHjHxcXRw8MjzcsOU0LI\neorQexYzfG3cuJEATDJY7du3j5Mnp81LwZL4+/trS2gTbz/99JNdPNvEw12M29rYqJF67ZgyPHF4\n15tyuxVj8tOjFK98KAKvUIQ/0WJxi5hgxfjt5UHZq27838vzKAdeo9AbLt1Wl+aHh4dTxIbSf10z\nA9n3Dinxq0cM7k/5yMA34U16UUQ+p4iLpXxitLJvW+P4OOF7OlI+NpQiJkgJ5/ImPrl8QAkpoNfr\n+WGr0sq+rY0oIp5y06ZNBMCxY5WlmsZiZ9pyHDh06BABaB5lxh7yUtNH3PNSrvHoYIrXN5R2OTmG\n4tlx4+WFoLi/TSm3szXFSyUcxttvv00AfPDgAUVcLKO9mnD3V+U5bKiiW1o8hCzF4cOHDbzN9+zZ\nQwD87rvv0lXf0KFDTYo7rqKGmjH2fbx+rYQU2rZtGwGwS5cu6dIpMeLpKsqnq1PoUzaeyw/nUz7X\n0OCl0L+VPXv2sGjRomzbtm2yhoPVq1fz9OnTNtNJ6IIoe1eh8F+XrvN9fHzYqVMno/cHAPzkk094\n9+7dJF6RQ4YMIQC+//77JslJ6UWZPbDFGJJcmybcEqPX6+nq6mqwEiitiLhAxjxqyNjngyiE9Y1q\n6v1D3S5dumTSeRUrVkxz+2REEsYrBsCWLVumWL5o0aJmhYMxhbVr12r6qCuFHLG9v/32W06aNMns\nevz8/NK1uqR9+/YEwDVr1pgl//fff2eePHlYvnz5NIc8NAd7zJcSk5aQMLFxmxkSW45CpP2lva2N\n+r6+vppMR8mDlpiYmBhNx+XLl5Mkf/nlFwJguXLl7KzdvxMhBM+cOcPTp09nCGOmo26OZj+1NJnG\nbiti75teYhxJH0fRpWjRoja9eTqiwfvChQvMkSOHQ8RyTw5T+ktsbCxbtmzJsLAwG2mVMkFBQVqI\njMTb1KlTrfqmX9zzonz5e8oBlylf/oFy5EuKqJcUIXcYdWMdby5/hwsHlqRucx1Gb6zNbZPc+cX7\nlRm1/V1Dg7j3BAMPfSFkirBHFPooCn0khaxTjNN3k8bGVGPs/fST4u326IEfR7YvZFB/08pKCA+h\ni6B4sF0xxh7uR/FgZyLDfH3FwP3KR/MiN9i2NKB4dYGXL1/m1I+qxe+/s9no5D/xZzV+tbkeTaaS\nmj6lS5cmYNwrTUQHGl77DU/DkDBBt5WEkX4bKIc9VBKX7uuuhcSRd7xD+fzXJMnrJzZzbr8S7PBu\nO8WT/vpSxmyqw2uLqlAE3TLQzVovalTPS5Xhw4cTgLb02NwHyJ49e6bZi06VpyZ3Ug1MCQ0nlrqH\nCSFTvvQuZd9xqZY9tftbJTFidNI4/WmWGxdJEf1U8SJPZGQXEf8o8cPvTKH84HuKJ8spAvZSCNu+\nrJNlmW3atEmS2DA4OJgVKlRg7dq16erqmq57V3BwML///vs0GbrEs9WUT1ej0L1OvbARZFnm9OnT\n6eXlRVLxQG3Tpk2yxscePXoYzBlMnac4kme3+nKxdOnSdpG/evVqAjBqxBs1apRZSauF0DH2+SDG\nPKpHoTct3rs5DBw40GAOAcDkZKRLliwhABYsWJAVK1aki4sLe/TowaFDhzrMfNxcEiZ+vXHjhknX\n1adPH3755ZdW00k1dgHgnTt3SMbnT1JXc/0bqVChAg8ePJimc8yJd+3r68s6deowb968zJIlC6dM\nmWJz5xJ1zmtJ56G08tlnnxGASU4/UfoZDIttnS45//vf/wiAo0aNStf5phITE8PKlSsb3Bf3799v\nVZnpIeFzRsIQf2T8XPHy5ct20u7fg06n49q1azVHHXX79NNPM4Qx01E3R7OfWppMY7cVcbQJpCPp\n4yi6DBo0yOY3IUc0eI8ZM8ZmS9LSQ82aNQmAFy5cSLbMtGnTrB6XO73ExMRok8PE25AhQwziyJuL\nkPXxxs+/BygGUH/jy/RfPbrBlZNaUPbyYNDaWvzfB8WMhyjZ38MgAaWBvLhoykbihqvx1suUKaPt\nA8A5fYtrde+fXsFgHBDBvkqCTNVr/MxEyt4TKPsry6tF5HPKVxZSPjqY4uEuysdHxOt5bChXLf+J\nEwe0oPzP75R3v6t4fh/ux7w5nQyMRe+//z4B8PhxxRNavRG+++676Wpzo+2ii6DQGc8cn3j8a9Gi\nBQHw9u3bJEkvLy+jk2YRdCv5UDKqsTv0geL1fvpzytuaKN+fzwwlTMyLs/Flz07W/h/dwY3yrvaU\nD/RKkoh06XcTCYCLFy+2WNskRL129ber0+mStE/Pnj0JgEuWLElX/WvXrk3TOadOnSIAenh4aPsS\n69SjRw8C4F9//ZVmnRIiXh9RDNihScc2NeSNyp5f3qXsXZHLFk40U+ZhyuebKnHBvStSPl2V4ukq\n5ZiIo3yxHWWf5pSvvq/8f66BUu72aJt7Va1Zs8bgJcOtW7fo5uamhdZZtGgRa9asmSbv3OjoaObN\nm5etW7emm5tbkhePd+/eTZK4WcixSqJQE15KJObw4cNs0aIFCxQowFatWrFAgQIGMeBJ8uDBg3Rz\nc2Px4sWN3ifS8oDvSJ7d6soMS3iMpge1/RKHQZswYQKLFi1qVigi/et5SpzuKG9z1UyRhAk2AfDR\no0ckzZtHq33k6NGjBMCPP/7YYvramoRG0oTfdd++fQ3uLcbw8fGhu7u7VfRatGiRptPDhw+1/Y7g\nAWxtfv/993QlMaxduzYBcNeuXakXfkNwcDCzZcvGd955h3/++WeKoWusifqd2iqWdWISGlxNuU+H\n6/oyQjfSbFnWYubMmQa/6507dxIAW7VyvFBuLVu2TOIQoXLnzp1//e/dWkRERHDhwoUsWLBgsk4B\nY8aMSRi6yqGNmY66OZr91NJkGrutiKMNbgCYM2dOe6tB0j5tY2wCosbRmzt3rk11cTSD9+HDh22a\nsTytPHz4kABYoEABg/2qgWPOnDmcOnWqwy5vS4gsy1qc5sRbly5d+PjxY7NliEf7KPz+oBz5nCLi\nWYrJQsXj/QYGzqiNtTnrg+KsUy4nc2V34lfDOjD8oqcWziTJ+YFXKd/8xeixxL/z+Im4TDk6kB+1\nKUcnJxjEVBcPd1M++gnlM19qXtuyVz2KwCuU9/fUjLBC1lO+tvhNssyOlL08GL6xvvL5+DDKO1tp\n17R4xjCDh94nT54QACtVqpSsruYghFCuwasu5eMjKe5vNeibakxF1fPpwoULBMBu3bpp5yfWRwT7\nGhq1//mdwv+kcu1vEpaq8czF08OUvepRPj7ijZf3esonRxsYsRPW1auRK0Mu/mLUeK4/Nz2JLteu\nXbPYCxpjYUNUb1fVSG3MAG4qtWvXTlcCusQPjQMGDCAQv8Q6uSRoac0PIPtNpnzZuHdp06ZNCYC/\n/fYbRdgVyt4V+fUnBU1+mDWGCL2oGK5vDKII3E8R7E355oNoMzoAACAASURBVGDKlzor4W5eeBk1\nvouAPcr+kPPpkpteTp8+TTc3N27dupXjx4+nq6ur5hmt0r17d+bPn5+9e/c22B8cHMzx48ezRIkS\nBh7c06dP115sjRw5klWrVtXmjT4+PnR1dWX+/Pn5xx9/aOeI5xspe1emiLybrK6+vr7s3r07K1S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pVi2diprgfFLm/O7l/E6DEpXrw427Vrx1WrVtHrvSw8P7uSgYNXtb0O/699QYpd3vyyZX6O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\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doZadE7dlj0Uv8OTJE9SpU6dIsjjnmmR3wa5QJawHZ4Z5/48ePVqn/2qp74GmTZuaPbGc\npblx44aOl2uXLl0QHR2ts6+/v3+uIU7Gjh2LIUOG6Gzn6mSoknZBnfxHZhLVpqKHsSJiKFQJaw2u\nL8WFxMTEQg1qzZgxA/Xq1TPoGM4Z1KknIA99F/LgpnjmORAf9i6P/u93sro+qTDgJwwsCwlGDR0Y\nAACujoMq7n/ICHKFIn691m+//vortm/fDkC3PSlo3RRkf99+/PHHJpWVne3bt4tyPTw8kJaWZvL3\nT05evnyJChUkePKyDsJjPygwp4S5CQsLE6+Rra2t1eUHy4u4uDitJObZHUaLizHTWpcSY7d1LAbd\nrKVLlxr/ShmRCRMmgIhw/Lh1JBBbu3atjveLqbAmI/+/Fc45Hj58KE6bE7h9+zbOnTuXx1GFY+3a\ntbl2+k3BhQsXUL9+fbPI0heVSgUXFxereZZzgyfd1klYKGxjgcuyjNyPR4D59Ad70DNr26ORWf/7\nvA8efQLsTluw+93BI/4A8+4L9np9PtJL4JyBx54DC1oFFrwG7NUK0YuePfoEPP6fQn+gqVQq/Pzz\nz+jfv79OjH9jkZaWZlA856Li6+tr1Ji6/zbWr18vvkcHDhyo9Vt2z6bs1zC7BzYRGX2wmHOuZUjP\nPo34l19+0TEu3blzx6jysxMcHCzKkUgkWgb1JUuWiL9t2rQJXbp0EddXrFhhMp1MTfYY7sbgu+++\nw9ChQ4tUhjCl21z9PUX4ACijpwPQ9ubPXtcHDRqERYsWFap8pnwFZfQMKCKGZRq6fylUOdeuXdPS\nKfssCHMzcOBArF271uxyLUVsbKzWgODw4cN12qatW7fm+z5mjMHPzw/ly5fHjRs38pXH1clg6Teh\nStoFZfRMyIPfgjJ2sbEA8vTbAAAgAElEQVRPy2qoVq2aweGowsPDIZFIEB4ertf+TPkqM3GjK5TR\nX2Fg/9Y699Df378w6psE4flu3LixuK0oz3tqair69XKD52k3cJb7e9wajN0ODg469yW3JLCmIHvo\nt6NHj5pFZk7u37+Prt3KIElRH6/fWF/fQq1Ww9bWVrxOpvp+MAXZEwsL/bviYsy01qXE2G0di0E3\na9WqVca/UkbE2gy+uXlkmQp9M1GXYHwCAwN1jLJqtRqnTp1CQoL+HqXZmTt3LqZPn24M9Qrkm2++\nwaeffmoWWYawZs0adO3a1dJq5AmP2J/pPZwVj59H/6kxgKc+BfNqDvZyicYoG7Y9y7jt3R/stjvY\ngz7aXuCKBDCvZlnrT0aDvf4FPLb4JHIzJ+zVd5nXsw/Yg16aAYKgH8BlAUaT8fLlS3Tv3h2RkZEF\n72zlCEkgMzIyCt75P0poaKjWR2RERIT4m5+fn9ZvS5cuFf83dYi3yZMni7Ju374NtVotxpEmInTo\n0MEsnndqtRp2dnai3MDAQPE3Ly8vnY/w4vShlxtSqVS85sZg7969WmFpCoMQT94Y4VD0QZ1yODNZ\n5TPxvmbPa3DkyBFUrVq1ULHhufI15GE9MhMSToU6zXgJPIU48YsXm98IunTpUowcOdLsci1B9oSU\nv//+u9ZvQmgJYenbty88PDywbt06jBs3Dh07dkSdOnXg6OgIR0dHNGjQAO7u7gbPElBEjoUiYrQx\nT8uqGDx4cKEGk+rVq1fgTBLOeWYojxZQhPVGVOhZrXuWkpKiNXPIGDNTjEVhjc379u3DxIkTdbZz\nZSjkwY2hTtGNCS0Y17PHTyciSKVSg+UXhewyhgwZIq6PGjXKpHIFHjx4IMqcPHmyWWTm5OLFi1j2\nnT3i0uohIuqURXQoiClTpojX6dQp69QxN3LW4eJizLTWpcTYbR2LQTfr119/Nf6VMhJC8qYyZcpY\nWhUA5ve+cXd3N5thvYSCycjIwLZt23Q8Ifz9/fUyAIwaNQrff/+9qdTTolOnTti9e7dZZBlCfHw8\nypYtC19fX0urooPGmN0M7NEw8NSssDZcna4xwL5crDF6x2mMApwpwHw+yDJk+08HezZZ83/Qj5kh\nT+aD3euctc/LJZn7fmGp07RauDIRzKs5eNgWk8vy9/dHz549zR731dgsWLBAx1BVgi6cc/To0UPL\nI1GAMYZGjRppGQO8vLzMoldeCbFyzjQyB7NnzxblC++O7Em02rRpY3adjM3z58+N3ofz8PAwONlc\ndrIbFs0F5yrIw7rj7gWNp2fPnj21fq9RowZevHhhcLlM8Rzy150hf90eLP2usdQVcXV1BZFuYlVz\ncP78+X/FM6APQpifIUOGgDGGgIAA7N27F7NmzUK/fv3QpEkTODo6onz58qhWrRqaN2+O/v37Y+HC\nhTh+/HiuYU7at29v0IwQ+et3oHjzEbgqquCd9YCzVHB1LNTpdzSzDZL2GaXc/IiNjcWVK1ewadMm\nnWRxXl5eaNKkicFlfvfdd/kmS+WqSCijJouJaM+f+1Pr3SKTycR9sxk1QGT6PFT6UJCxm3OOTz75\nxKBcVMqYOZC/bguWrh0TW2h7L126BACQy+Ug0g6bQkSoUKFCYU+nQF6+fAkiQrt27bRkZl+EhMGm\n5ObNm6I8czll5WT//j3481wNBEXURULiA4voUBBnzpwRr5M+ibytgRJjd4mx2xCKS/0w6Gbt2LHD\n+FfKSIwYMQJEZPRwEoVl7NixICIcO3bMLPKEkffCvugWL15cYig3AxcvXsT69drhKeRyOUJCQkTP\nPMYY6tati7Nnz5pcn/T0dJQqVcoiBhN9mDx5cq4eGOaGBf0P7NnnYow49mQ02MNB4Ew7IRdPvJVl\nrPZqAa7I+pDjyniNgfvlUrDYy5rEiZ5u4KGbwZ6MA3s8ClwRBx66GTzFF+zhx5ke3uO0ZcReAJf5\n4d8CD9sCHn0y/30ywsDDd4CnPNKsx13WXLs089TbR48eoXfv3khMTDSLPFMgfKBkj7lcQt6cP39e\n7Pg7OTlBrVbD399f68Mye0JLc/Dw4UNR9rJly8wqOyc5vTaF5cmTJxbVy1gI52PMKeKMMdjb22vF\nhTeEdevWmWUmQU4CvBchOaAhypWVaM0gUKlU+RrT8oLJn0Ae3Bry4GaZXt3GT+hl7kGB7KSmpsLZ\n2dkisk1NSEgIDh8+jIULF4oDCkQkemc3bNgQ3bp1w8SJE7Fhwwbcv3/f4G+L6OhoVKlSRSsBb36o\nEjdAHuIO+et2UKccAueFT5TK0u9AHtI6MzFjS8jffAL56w5Qxq8B50qDylIoFHj06BGOHDmC//3v\nf5g4cSL69euHt99+W8uj3dHREbVr10arVq3Qt29fVK9eXaucjIwM1KhRw+BzSUxMhFQqzTXPkFp2\nEfLXbSAP7QR12j8YPXp0ru159hkkjDEx6as12ASyP+PZ30fZUSoNu2dcnQhF5BhNUs43g6FO/iPX\nsCaCh7Pg3ZyamgoiMulsVCFXh5AP4NatW+JAU//+/cXzN7XdoWrVqlp1pE+fPiaVlxe/rF8Jzwe1\n4B9cB2kZDy2iQ0G8efNG61pZu52lxNhdYuw2hOJSPwy6WQcPZiViszYs2bHNDXPr88MPP4CIcPJk\n/kajvFi3bp2RNSpBX6KjozF16lRxoMLT0xNVqlRBTEyMyaemC9P2rS35jICnpyfs7e0N7rAaG8GA\nzVWaqdrsdivw8F06+3GmBHv9K9jzueDJ97V/kwWAx10CC5idZRB/NhFMEaf5+3AomOw52Iv5WbG/\nH32ikcuyzl849t8AzwjVCuXCUx5r/x7zF3jE72CBy7P2Cd8JHn9NDBdjLu7du4d+/foVarp+bty5\nc8es4VFUKhWIyOri81szwgdszmXmzJkW04kxZjWJjxITE8Vr0rVrV6t9jxjK/fv3TdaHu3PnDuzt\n7bF3716DjzXFB7Onpye6d++Ohw9zNxZkZGSgfh1bpL9qhNgQ7TjU8fHxqF27tkHyWMY90cgtD3aF\nIvJzcHXRZ81ERkbi7l2Nh7jQ1lnym6AwgwCWRoibvW/fPsybNw8DBw5Ey5Yt4ezsLBpl69evjy5d\nuqB3797iNTaF9/yMGTPQt29fvffnqhgoo2do6lT4+1BGTYU8pCUUkWMLbJc4V2uODeuZaeT8GGrZ\nOShjF4r1VB7sCmXMXCQnJ+PevXs4cOAAVqxYgYkTJ+L9999HmzZtUK9ePTg6OsLJyQmOjo6oUaMG\n3Nzc0LlzZwwZMgRz5szBpk2bcOXKlXzf/a1atcKaNWvEdcZYoetT8+bNMWbMKKhlF6GKXwVlzGwo\n3gzKjM09HemySK13mxDjO3tCQjc3NzCWlQzwxIkT4m8VK1aEQlH4wYXCsGrVKhw5cgSVKlUSn/GU\nlBS0aNECRFRkfThnUKf9DWXUFMiD3SAPfRdMoe1IJlwfYeaXh4cHiAizZs0qkuz8yNmmCef7+vVr\nAMC3334LIsL8+fNNpkNSUpKoh+Ddbsm2duE3k3H9dk0ERdSFQmW+7wFDyNl/FO6XtSEY5rO3u8XF\nmGmtS4mx2zoWWzKAcuXKGbK72YiKiiIioqpVq1pYEw0vX74kIqJ69eqZTeZbb71FRER+fn40aNAg\ng4+fM2eOsVUqQU8cHR1py5Yt4vqRI0fo448/pv3795NKpaIFCxaIvzHGSCqVkkQiMYrsUqVKERGR\nWq0W/7cmOnbsSGXLlqVr165Rnz59LKaHpNk+IpKQxLYCgcmJuJyolL3uftJSJKk7I9cy8OgjzT+l\nnDR/pWWJkm6RJP4igSuJlFFEz8YTqRMJsaeJSjmQxL47QfaEKNWbUKk9SSRSoob/I4rYQzzpDlH5\nxiRJeUBk340k0tImOnsTknBVaxVPhhK5zCckXiOJ4xCi6h9qOgyvVhCVf4uoSmfC65+yDsgIIqrQ\nzCyqtmvXjhYvXkxjx46lY8eOka2tQa9PHS5cuEDDhw+nGjVqGEnD/BH0DQ4ONou8fwMVKlQgADR/\n/nxau3YtERHdvXuX2rdvbzGdpFKpxWTnpEqVKgSAVCqVVb4/Cku7du2IiOj169dGL7tDhw505swZ\n+vzzz2n8+PF6H3f//n0iImrYsGGR257s7N69m65du0atW7cmIqLmzZvTgQMHqFWrVkREVLZsWSIi\nevyqJbV23U1QDSVJqbpEpLn/KpVKLzkAiCVvJpa0kci2NknLvkc25T8iSWlXkkjLFPk8EhIS6Pz5\n89S+fXs6fPgwEREtW7asyOUWFqlUSnK5nMqUKfq5GQuZTEY+Pj7k6+tL/v7+9OrVKwoPD6ekpCTi\nnBMRUaVKlahWrVrUoEED6tq1K82ePZvatm1LFSpUEMuJiYkhJydNP+bVq1cm+fb65ZdfyNnZmR48\neEBt27YtcH+JbXUq5fgrccUkYkmbCEgnklYkyO8QVEEkKd0w1+NkMhlFBO0ll0oXKDC8HpW3q0C/\n7JWT96MfKD4+nqpWSqOKFYj+2lWe9uw7Rit+OURVqlShatWqkZOTE9WpU4datWpFrq6u1KRJE6pT\np06R2+jz589TmzZtaP78+URE5O3tXehrPGf25+RWfT2pY+8T2dYmiY0zSUo3IZtKn9PD5zWobVtn\nIiJycXGh4OBg8dti0qRJ9PHHH1O1atXo+fPnZGNjQ97e3uTu7k4ff/wxyWQyqlChAqWmppKdnR1d\nvXqVunfvXqTzzklQUBDt3LmTli1bpvUcffLJJ+Ti4kLdu3enO3fuEBFRxYoVafLkyfTVV1+RTCYr\nUp2USKRkU64X2ZTrRVCFkirmS1LFfEGla54jidSOiIh8fHyIiMjd3T3XdWOjVCp1tj158oSIiOrW\n1bTH69atIyKiJUuWmEQHIqLevXsTEdGZM2fIzs6OkpOTqXLlykREJJFIxG9Uc7Hqh200ctQAmjrD\nl6TSD6hmtT+olE0Xs8kviLi4OPH/6dOn08aNG8nFxYUuX74sXktr4fTp00REhbIhlVCCVaOPRZwy\nRyYuX75s3CEBIzFw4EAQEa5evWppVQAALVu2BBHh8ePHBe9sJF68eAEiwujR/94kLf8V5s6dC2dn\nZ9y/f1/nt8ePH+ODDz4wWrw8IYzJy5cvjVKeKZg+fbrFEqHkBs8I13gVG5A4kqszwKP/BI/YB3an\nnXZiytQAMN8BurG6sy933MFutwYLXAamloOrU8ECZoF5NtXoknhLf11iz4Pd6wKecL0wp18khDAw\nQGYc86efahJ55jxfTzfN9je7we510vzv1RJcna4J+/JsksYDXhmPmJgYEBFu3rwplk1kukRKhw8f\nNqn3jikhK5sBVZxIS0v713gul5A3//zzD4gIDg4OJpOhUqng4OBgkLeP8OyaIulnQEAAOnbsmOss\nBiJCqVKlwFkG5K/bQpWg7d2tr8cpV0WLHrKq+HVQJ5tupmiDBg1ARBYNO9W6dWud2MumRKVSwdfX\nF7t378a8efMwaNAgtGnTBrVr1xa9sp2dndGyZUv0798fs2bNwo4dO+Dt7W3QTAHGmFgvjhw5YsIz\nAo4fP44GDRrovX9aWhoePXqEU6dO4bfffsPxfUMgD3ZFyovGWDS7BVxdG6JGjRpa4UNcG9WE3w1X\n3LvwFgYPHowvvvgCq1evxpEjR+Dt7Y3U1FSok/dBHuwKrjRdwl3O1RpP8tdtoU7ejxo1aiAkJAQA\nMHTokEInkc+I+hpvfBrA5452Xp7ly5eL9zG7F3luzJw5U9w35zfm999/L/7Wo0ePQr8jL168qBOG\nNDo6Gg8fPjRoJpNcLi+U/PxgikDIg9+CImIE1LKz4Op4tG/fHkRZCb+FnBW5hYwxBkLM8GvXrgGA\n2O/NPrPG1P07pVKpI6NLly467wtLJEHv2LE5Tpx1QkJGPaSp5oPxGLPrkBtC/hfBPrVjxw4QEVxc\nXCyrWC4Iya/fvHkjbisunrvWulCJZ7dVLBJobka+SCQSdyLy9vDwoM6dOxtqTzc5wki0PudiDiyh\nj+CZ+/bbb4sjzCUUTwDQF198QTKZjPbv36/XMdOnT6dWrVrRpEmTDJbXu3dv+vDDD2nGjNw9ki3N\n9evXafjw4RQREUE2NjaWVocATngynEgVT5KaEwiqBJLUmkwSm9w9uMDkhLvuRE7DSVK5PSHyAFGq\nd9YOpZ1I0vwPQtBKojJ1SeIyR7N/XpSqTiQtTWTfi0j5hiSua4ikZTRe3wXprowm+H5IxFI0G+x7\nEREnSZ3pJKnwlgFXQZvIyEhydnbWladKIET+TpT+ikidTCQPJ0mjlYTYc0SJN4jUiSSpv5SoQnNC\n7Cmi1EdEac+IyjUmqtiaKPqoVnmStp4kKe2gtS0xMZGqVq1K9vb2lJCQoNnPxG3wkiVLqH79+vT5\n55+bpHxTYW3vyhJKsDaEZyQ2NpaqVatmMjknTpyg2bNnU2hoaIH7JiUlkb29ZiaRqZ/dFy9e0Gef\nfUZeXl7iNoVCQaVLlyZ1/HfEZMepVI0/SFL6Lbp48RLNnTuX/Pz8CixXFfMV8fRLRERkU+1Xsinf\nz2gz1HJiDe3csGHDqHnz5kbzLn/58iV5eXmRn58fBQYGUlhYGMXExFBGRgYRac65SpUqVLNmTapX\nrx41adKEWrRoQW3atCFHR0ej6ECk8eZPTk6mMWPG6N0/LQq1atWi0aNHU2JiIsXFxVF8fDwlJSVR\ncnIyyeVyrTpkY2NDFStWzOZ5XZ2aNalM73cJogbOAaRCHbJz3k5SpRcBCmIpe4lYDBHZkG21H8mm\nwke56gB1NCkjBhLxRJLYuVNp58NGP08m+5PUcQtJYudOUPjQuduDaeKXO2jprCr0xThbIls3KuWw\nhKRlO+hdJlc+J1XEINp6sBwdv1CObt26RYwxql69OiUmJhKRxju4efPmBZb1/PlzatKkibgeHh5O\ntWrVIiKisLAw0buYKP/nLiUlhS5evEh9+vShKlWqiNuvXLlCdevWJVdXV73Pz5xw+X1SJ/yPoPQn\nIqJ7D+W0bX8S7T+eQBKJLbVq1YoeP35MKpXKqDNv8mLy5Mm0Y8cOOnv2LPXv358CAgKoadOm1Llz\nZ/Lw8DCJzJEjR9Lhw4dp8+bNNG3aNK0ZwQBowIABdO7cOXHdnHz55Ze0detm+mxSRVq6ohpVsa9A\ndjYTqbR0OEklTmbVJTs530Vt2rQhHx8fi88QzI3c3ps+Pj7Upk0bIqI2AEqMSwYi2E+FWTH/NopN\n/dDHIk6ZIxMPHlhfxlsh5rChcQNNxYULF0BEGDRokNllExHs7OwMOoYxhhs3bhhNB8ZYifebETh0\n6BDat29fpDKuXLmCjz76qECvnfXr11sswYg+qNVqVK9eHdevXzdquTz6BLgyoXDHZrwGezQsK450\nQt7PEFcmZHoqt9T8Dfw201u7DdjDIWAKTbxSHrEfPEqTWIYn3NTsc7e9trezd5+smN9ezTR/Q9aC\nq/P3pODqVE3s66efgt3tCBa0Kut4T81fnh6UtT9XgSfd0/LEFli9ejWISEweFRERASLC8uXLdfZl\nATPEJJvsXmft8whZC54WqL3/s4lZ1zTthfa5326T5/lRDm+T+vXrg4gQERGR73UpLIwxDBs2DLdu\n6e9Rbw106tTJ4h6PJZRgrRw9ehREhKZNm5pFXqdOnbBq1SoAyLff9N5774HIfAnYBS9CItLyTuZM\nBkV4f8iDXfHqTjO85Wafby4fzrJmQ3DlayjC34c82BVMYbqZZNYQrxvQxBUePHiw0corX748evTo\ngc8++wyrVq3CmTNnTOLlnx8zZsww+7U9ePAgxo0bhzlz5mDt2rU4fPgwvLy8EBkZqRVHOj8451Cn\nntGKvy3G4Y7+AlxVcD+Bq+Mzj2kKpggAV0WCK0ON8r3DOYfizRAoIj8D5wqNnLDuSIm9iISwnyEP\ndkV6kBvkYT1zPV6VuAGKyM+gjFsOVfI+sPTbUCXtgPx1RyjC++PZUx9IpVKtpMtUiNjWnHN07do1\nT4/w4cOHa9WNkJAQMZmiQGRkJHbv3q138lFrg6uioE49iVO7a2ruU+i7UMWvRq93y8Glli246g2Y\nMghM/kgTJz3hZyijpkAROQbKqElQxi6AKmEtVIm/QZ16GlxduFm6OZ9DIYa+r6+vsU61QJnjxo0D\nkSbpuZBLxBJtr0wm06rXVeylOHqyDZIUTZGkaIhU5QjI1TuhZv7g3Pie/3lx5swZEBE++ugjcZs1\nvJvyIjfdiovnrrUuVOLZbRVLsb9ZvXr1AhHBy8vL0qoAyGosTJGwRV/ZhvDs2TPMmzfPqDqUK1fO\naOX9V/Hx8UHlypWL3JHObfrfmDFjcOnSJXH95cuXKF26tFV3PidNmmT00BFcHiEmnNQH9nwueMTv\nWcfL/DThNfyng/P8BxQ4U4Klh4ArYsDVaWAJNzQG3IdZg2Ls/rsaI2+8xrjA3+wB8xmgFeZDMA6z\nkLVgnk3EkCg88lDuclOfgHn31TYaB6/NDJeyFOx2K7AXCzVlRB0Dj7+qMc77Tc00zC/TbJP5i4bv\nE8cOoUpFKcaOHaORkc0woiM/fCeYZxNweRQ452Av5oMF/QDOObgqSad+aw0gpAeBp7/ShGu5/654\nXXKjW7duWqGjrly5AiLCyJEj870vRSElJQU9e/a02mQzuSFMOT569KilVSmhBKtDaMeMlYS2IBYt\nWoSxY8dqJcTMubRr187sH8idO3cGEWH48OE6v3GWDrXsQmZyyYlg8mdgylc6bbkydlFmsr+PwDJ8\noU49A2XMfMhftwHnpktot2fPHhARVqxYYTIZ+uDh4YHmzZsbrTwnJyejlVUYshtKjZkg1Zyokw9o\nkg2me4Gle4CrDXN2yM1grogYDSYvWshKVdJ2rTJVSbsgCxkIebArzu7TGFUf/u2SaygVtex85nM2\nJHMg6q3Mct6CMmYuuCoKANC0aVPx/hU1LODff/+t1UbJZDK8fPkSSUlJWvsdPHgQp0+fLpIsa4WI\n0KJpaSjjlkH+umOuAynyYFfIX78DZdTnUMbM1hi9I4ZBHtoN8tBOmfs0gTJ6GtRpVwr8jhDIHkoo\nuz6mfkf8+eefePbsGQDtfv/cuXPh5+eHyZMng4jw448/mlSPnLi4uICIcODAAS2D+/r130GhPgSZ\n8nMkKRojSVEfSQo3pCqHQaE+DMajTaqXoIfwXOzfvx9EhPHjx5tUbmEpMXaXGLsNpbjUj2J/s6xp\nlCy3F5A5KaxspVJpdB1kMpnRyvwvIoxUR0cb/2WsUql0PuabNm2Kdu3aGV2Wsdi1axe6d+9uMfmc\nq0QjrLgtbAuYVwtwVrCnAE97CRayDlyp8ajlyd5ZRt0MjbFUXE99oll/sUAnjrWwL486qv3b87m5\n6MzBQjdn84x+G+zRULC774Dd6wZ2rwvYbXcw3w/BHo8F88w0qgfMzoyR3UKzZI+hfbeD6BEe8mcD\nsKfjwe53Q/q1xvDcXhcZPqM1xvWA2eAxf4EFLsk0XAdr6xZzWlPmo0/AWVb7wyP2ZRriF2dtSw8p\n8CPAz88PRIROnTqJ28zRFgcFBaFXr16Fau/GjRtnAo3y5+HDh1bd2S6hBEuxZcsWEJFZ3zN37tyB\ns7MzlEolhg0bhrJly+Zp9B44cKBZdDp9+rRebee2NXWyGdZcoZZp57AQjN05F3XKcZPpPm7cONHw\nkdPwZm5UKpVRDdTVq1c3WlmG8ubNG7FOFKfBXVPA5M/A0m5AnfqXxvj9ug3kIS3BeeG+o5jCX+v5\niHz0FtwalgIR4dTumoh/1hBhD7J+T47YCHXKIchDO0OVuDnTWPpV1gwKlg6mDAZnKaKM7HGVf/nl\nl6KdP2OIjIyEXC5HuXLlQESoWLEivvrqKwQFBRVcwL+E7G0k5xyN6pdCr3fLgaXdAMu4CyZ/Bq6O\nzddhiavjoU7+A4rwAZmG8TZQRk2FOuVE5qyB3Gcu7Nq1C0SExYs1/eS0tDQQEWxsbIx/onmwcuVK\n0atbsCFYwv7h7++vI3fIkCEgIixdulTcxnkKVOwu5Oq9kCnHZRq+6yNF0Q1pqq+Qod4IFfMo9HOc\nG0SEatWqaa0TEdLS0owmw1jI5XIQEdzc3LS2FxdjprUu1mw/NQbFpX6YPrCUCQkKCiIiosaNG1tY\nEw1CJuTly5dbWBPDEGJuGYPDhw/TiBEjaMqUKXTgwAGjlftfo3z58lS7dm0KCAgwarxFIiJbW1uq\nUKGC1raTJ0+Su7s7/f3332KGaLVaTV9//TV9/vnn1KxZM6PqYCiNGzemFy9eWEy+RGJL5P4PkTwr\nvipU8URQE3EVUWaG9jwpU5ckdaYTSTKb3IqtSeL6EyHhOoEricA12x0+IEkFTfxESe1pBCKijCCi\nCi1JUq4RkV0djexK7YjIhoiY5ri4swSH3iRx6JulnzyMKO68pqz6S0jiPIb446Ga2Nm2lYjUmpiN\nlP6CyPETotR7mvXEK0RQkcR1LZFDb4IyhkgeQZKMQCKWRmRbib6cuYjqV5fRlLq2VKH6AApLT6LY\nxD30wNePOnX/hCjpNiFeI5tqTSJJ2Xra16NCZn2SPdGcX3k3zXqN0SQpU5+oyjtZ176sS/7Xloia\nNm1KRKQVZ1ZALpdTmTK5x1MvKvXr16fFixfTpEmT6MCBA3pnoQdA/fv3N4lO+dGyZUsiIjGuYgkl\n/JtgjBU6r8O0adOIiOjixYvGVClfOnToQI0aNaLvv/+ejhw5kus+QhzNkydPmlyf1NRUGjhwIBER\nRUdH57vvup1lqVnHddS+8QniGTdIWqaT1u82FQYTlx0j22prSR03j4iIJHZtyKbikCLruXz5cvru\nu++Ej8lcqVy5cpHlFAVbW9t89SsMSqWSSpcubdQyC4IxJsZmPnnypFZs5v8iUrscuU0kdqSO/ZKI\nJRDZGh4bWCWP01rvOyKQnr9SkaOjIzVssZjKl1tP5cuXI0I6ERH53v6ROrarT8RiiKUeJrJxINvq\n68R2QiItSxJpPe0k/QEAACAASURBVCLKymci8O6779KJEydo1qxZeumWkpJCEomEKlasKG7bs2cP\nRUZG0pIlSygtLY3++ecfqlWrltgH+6+wYsUKat26NRFp2ujAYBUFBqtIWq6r3mVIbKqSTaVRZFNp\nFHHFM+IZ14hneJA6/hsiApGkHElKuZDE1oUkts5E0opEPINUcT/T1h8daeyEmsQVT2nNmmNERLR1\n61ZTnGquCLkI1q9fT1KplFavXk1EVKi8UUVBqHdC3ojExEQ6ceIEERGtXLlS3E8iqUi2kvZkS+3J\nzmY8cSSQmt8khsfE8IRU/CYpKIUk5Ex2NpOptHQUSSRFs41kb/+Tk5PF/8uVK1ekck3BtWvXiIho\n0KBBFtakhBJMgD4WcbLSkQlhtNrHx8fSqgCAxaf4kQVGVa1Zj+LOlClT0LFjR7Nltt6+fTtq1qwp\nhuBhjOH58+eIidHOar1//34xzqi5iI6ONvn0cq6Wgcec1vFCzgv2oDtY4JIiyWRPPxO9xfPyEOec\n68QWZ69/zfK4DpitiYl9p11maBAVmCoV7HZLTZgS3w/BuSacDbvfXXPMm/1gz7/OKuPpBF0v8vgr\n4KrkzNAnq7Xk+/r6gojg7u4ubsv+3GvClKSAq/IOjcPSX4MF/wSmNE78aCcnJxARYmM1MdA3btxo\ntunsW7ZsyTVmuTVS0j6X8G/Ezc1NyxO6Vq1aWLBgAZ48eVLgsYKX2ogRI8ygqTbR0dGoUqUKIiMj\ndX7z8PAAEaFZs2Zm0WXVqlUgIuzcubPAfVevXo2+fftCGTUJ8tD3dH7nTAZ5WHcowvqAc4UmzrGR\nvOay3+e8lsuXL2Pz5s1YuHAhxo8fjzdv3hhFtiHUqlXLaPkRRo4ciVGjRhmlLEMoVUrjZTxp0iSz\nyy4OcGWIJmRI7EJwpp/Hplqtxpo1a8S6unqxA9YsqYaXHvXwyjsrdBDnHKr4NWI4IMG7++fvu0MZ\ntwyKyDFQRI7PVcalS5fE8rt16wYAuHfvHqRSqU6YzbS0NPj7+2ttUyqVGDlypFXm6rJGiAj16tUz\nSllcHQt12jWoknZCGbsEisixUIT1hjy0M+RhPXDrVB3cOlUH8pBWkAe7Ity7AU7sdIYybrUmDjhL\nN4oeefH777+DiPDBBx+I24S6llvoTFNx6NAhEGnnbBNmG5w9e9agsjjnULPHSFPNRZKiIVIUvaFk\n/xgtB9lHH30EIsJff/1llPKMzZQpU0BEuH37ttb24uK5a62LtdpPjUVxqR/F+mZZ00d7cnKyxfUx\nVL6pEkl26NABREWLo75r1y589NFH2LZtm95JaP5tZGRkoH379hg7dqxZkn5yzjFgwIACP6gUCgVC\nQkK0tqWmpuLjjz/Gw4cPTaZb5cqVTZZ8hacHg/l8kGXsfTwKPHQTeNxl8OT74CkPNfGm/SZrDOLK\neI1BOPZCwYXnJzfhJtiLheCJeT8rXJ0BHndRyxjO/CZrG6e9moN5NgV7PCIrqeWjoRpjd7AmiRCP\nvaBj0BaXl0vAgleDPfk0y9itTABTp4P5fgR2vwdYeqiWXjnbm7Zt2xo0+MiZAlz2HJwZJ37r2bNn\nQUT4/PPPAcDsyXIWLFiAdevWmUVWUbD0e6qEEkzBixcvdAzeuS19+vTB/v37xYHT7LFHzfmhnp2t\nW7fC3t5eJ2GcoFdUVJRZ9EhLSxNjshbEo0eP8F6XRmKM4ZywjPuaWLahXYqkU2JiIu7fv48jR45g\nzZo1mDFjBoYOHYpu3bqhRYsWqFOnDhwdHeHk5IRKlSqBiGBvbw93d3f07dsX48ePh729PTw8PIqk\nR2Ho0KEDTp06ZZSyFAoFHBwcsH//fqOUpw9CDF5bW1uzybQWOOfw8/PTy3lJnXpCjL+siBgFJtd9\nhjjnuH5+Lr78tAq6diiLerVtIZUS2rS0Q9LzlpAHu4nG7JzHq5J2agzeUdOwbnl12NgQbl79HfKQ\nt6GK/15H1oQJE8S24/ffs+WZ4RyOjo5iH0ngzz//xOrVq3MWU4IBREdHm8Ux6fHjxyAi9OzZE5wr\nwTLuYumsqjizrybkYd01dSjEHar4NeAq08SkFuqWcL6C0dmcIcCyv7eFMIIPHjwwSv9WzfyQqhyG\nJEV9pCpHQM30eyfmh7X3uwVnoZz2luJizLTWxVrtp8aiuNSPYnuzhBitrVu3trQqAIBRo0aBiHDi\nxAmL6fDWW2/l2ljlxYYNG/D3338bXQ8hvl+pUqUKdfyTJ09QtmxZzJs3D0SEuLjCZav+NxAREYFa\ntWph8eLFZjF4v3jxAra2toXqtKWnpyM9XdujYNOmTfj666+Nopu7uzuOHz9mNOOoAE/01MSz9u4D\nnvoUkwZWxouzfcTkj1oxr5+M0fx/r0tmwsiXRZbPglaBJ1zPX8fMuNZqtRpPnz4FjzqepVfkEbDA\nb7Xja4vLW2AxZzPlfJ+3sduzCVj8NTBFHJhPf7A77hpPd/kbMUY383QDC/qfqNMHH3wAIsKVK1cA\naOJX5/SyMDc5O5TCurkGi+bNm1fkmJimRrgmP//8M4KDg80m11wzVEooAdB4Jp49exbDhw/XyxN4\n5syZFtW3SZMmWn3suLg4q/5A7tGjB+bN+TwzXvdFrd+UsQsyvVEHgykCAGiefz8/P1y8eBE7duzA\n8uXLMWXKFAwaNAhdunRB8+bNtQzXwlKrVi00bdoUXbp0weDBgzFt2jR899132Lt3L27duqWV16R2\n7dogIp1k2zVq1NAZSDAH48ePN1r/BwACAwPh7OyMKVOmGK3MvDh16pTFB4HMRUpKCvbs2YPu3bvr\ntAtCXOSCYIoXUKccgiL8fchD3wVnGgPchQsXULp0abzfo3wuMeyba/6GvqdJdCjEtU89qVO+Kv5H\nyINdkRbcBXVr2eLMvprIeP2uVpJNIe6usOzZs0erDM45evfujfLly5ulT1SC8XnvvfdAROKgpJA4\n9rPPPgMAcOVrqOJXQx7SOnPGwWKDE7Hmx9WrV0GkHdtZqG/mdPaYOHEiiLSTrQp65HTGKixKdhMp\niu5IUtSHTDkWahZQqHKuXLli9sEAQ5k0aVKufY3iYsy01sUa7afGpLjUj2J7s9zd3bUafEtjDR8l\nn3zySa4NfVJSUq7XycPDQ+ejwFgI16MwIV0OHTqEtm3b4uXLlyAiyOUFJwD8N/Ps2TM4OTlh2bJl\nJu+gcs5RtWpVg6eA5UfOBKixsbH44IMPDPbSXjy5JVJudAK72xH8zR5wteFT9ThTaEJsZCZ+4Yke\nGiP208/A1RpPP6HuyjMywBVx4GmB4El3wDPCNMck3NR4VoesLfL94IoYcFneHai0tDS8evVKXB87\ndiy6tCqLu1d3g4VuBLvXCezppCxjdNh28NjzWeu+A8EyvcY5U4IrYsCCfszV4M2jjmVdI4VmgInL\n/MGSfcEej9bsd6ct2IsF4Em3ERMTAyJC6dKlRf0s3Q4K8oU69+WXX4KIcPToUbPI55xjzpw5+PXX\nX/Pd78WLFwgNDc13H1Mxd+7cPA1+jRo1wvz58+Hl5WXUGTWDBg0CEeUaqqGEEsxJaGgoVq9ejRYt\nWmjVfUsbf3r16oVNmzaJ68IMuX/++ceCWuXOjRs3UKFCBfy6bjbkwa74dtEH6NOnD375Xws8vqox\n2F07Xh/t2ziLRmtnZ2e4urqibdu26N27N0aOHInZs2djzZo1OHz4MO7cuYPo6OgitTt5vX8cHR2L\ncrqFZsOGDejXr59Ry1QoFOjQoQPc3d1NNoAYGhoqXktLhH8xFZxzeHt7Y9asWXBwcMh38EsikWDc\nuHEGfyMxxUvIg10xakhdsaxu75SFPNgVT290QJosTmMYT7sKVeJmqNOugLPMWSYsFeq0q3m2RcrY\nbyAPdkX6KzekPG+Ej/qWBwCcOXMGR48eFeU5OjrCw8MD+/bt0ylDLpejdOnS+PPPPw28eiVYA+3b\nt9dq44SEvDln/3B1smZGwOs2kId2AVMGG0W+UMeEcIE3b94EEaFu3bpmmz2Tmpqq897evHmzSRwg\nOVdCoT4tGr3TVT/kmTg0LwRdc4YELQ4UF2OmtS7WaD81JsWlfhTbm2Vpo0p2nj9/LhoKLMmyZctA\nRDh//rzW9ipVqpjdaLxu3ToQERYsWGDwsd7e3qhcuTKUSiVatmyJn3/+2QQaFi/MafDesmULypcv\nj8OHD5tUTs7zWLt2Lb755hudfTSLGsn/ZBpm77+XGaZjmEFe3jzZW2Mcvtse7P574PIozfqzCeBq\nmbjfli1bQETo2LFj0U5QH53SAsGT825XnZ2dQUQIC9MY2qOiouCxrS4u/lIbXBGna7CWR4CnPgW7\n0yZrW8QfWfLCtmu8vT3dwB70yYrh7ekGnqwbm5En3NDE7lYmgPlNy5L1ZDQA6HQ4x48fDyLCkSNH\njHmZ9Oann34CEWHt2rUANFPgiQgVK1Y0mw6cc8yaNQsbNmzIc59ff/0Vly9fNptOOYmNjcWePXsw\ncOBAvbxey5Urh9GjR+P48ePilFFDED6IrOWdXULeWNro+19l3759aNeunbi+YMEC2NvbW1CjvAkJ\nCUG/fv0w4bOhSH3pBo/zA/D36RlaXquCZ6u5UCgUICLY2Nhobffz84OLi4tZdRF48uQJXF1dC9wv\nPj7eYMeQGTNmmOSbQ6VSiW31uXPnjF6+uRC8tXv06KHXO46I8OLFi0LLe/78Odzd3eFgL4U82BUD\n+5QHEWHYsGFIefM/yENaG2wky4nfvflYt6w65K/boNu7riDShG0bOnSoeA4rV64ssJwhQ4agRYsW\nRdKlqHBFHNjzeTr5aEowjIL6VVwVCUV4X8hD3ytyWJNnz56BSDuskSDfXKG2AKBmzZpa3xmMsSwn\nJRPZOTiXQ67eiiRFA6SrVujdTxLeS8W171tcjJnWulij/dSYFJf6USxvlpAczRzGKH1o3rw5iAhP\nnz61qB6HDx/WMvQI7Ny5E0SECRMmmE2X7PG0DEWlUqFcuXJ4+vQpNmzYoJUE47+MOQ3eZ8+eRcWK\nFbFihf4vdVMQFhaG/v37IyAgANsWNYTSoyUAQBZxDWqPxuAJN8GViXmGE+EKTeeOq9M0hm2fD8Bu\nt870eh4Adrc9uFzX21Sou9mnSFsCT09PnedoxIgRICJMnToFPGwb2Kv/aSerzO7lrUrVun9aoU88\n3TLjezcBizgoJrHMC57opQlxcr8beGZSya+//hpEhJ1bfgJXJiIlJcWiHTulUqkj3xL6CO2fq6tr\nrs8PY8wqp4YrFApcunQJU6dOFWP4FbT06NEDGzZsEAdk8kLY/+rVq2Y6mxIKAxHB2dnZ0mr85zh3\n7hwaNGhgaTUMRpW0LcvIHfoeVMmHwDLMnzT+wIEDICJ8/712DONJkyZh2rRpZtcH0LTzBXmVC2H/\nmjRpYrChpnr16khLyz8pYnh4uEFevEI7PWPGDACa0Gl3797F5s2b8fLlS6sbDOOcw8fHB7Nnz0a1\natUKfF+NHTsWly9f1nr/Hjt2DESGJ4KNjIwUw7kJS6lShJQXrogNWQfOZFAnH4Q8pCVUcd8ZVPbW\nrVt1BsQDHm7CxYO1oEzYrPWNJSz65ksJDAyERCKx2OwyzlVgATPBnk0ET7WO2dnFEaEONG/ePP/9\nVBGQh3aGInJMgf38/LCzs9MaFAoICDB7//rp06c6MoXkj/qGHCoKcvUBJCnqQ67eotf+06dPBxFh\n8+bNJtbMNBQXY6a1LtZmPzU2xaV+FMub1aRJExARXr4serxcY2Ato3ZC4orcjNqW0LFWrVogIjx/\n/tzgY7t3747t27dj27Zt6NWrlwm0K56Y0+D96NEj1K1bF6NGjbJIvMvs8PQQqG41Rtotjefb2rVr\nsWKaqyYEiWdTME83ZERcQFxslBjfmquSwd/sBVfGg0ceAvNsAp4RBp4elOXNnHgrV3nXrl3T8WCw\nFPb29iAi/PGHxkM7+0dOYvQL8JTHYLLnmR7X48RwI4JBOjs8/prGQM4Umcbud8TY5Dyu4Pj9PP2V\nVrmC10I397LitRR0K0wII2OQs63r2bMniMhkyU0FmjZtipMns2JtCnq8++674pTP4grnHE+ePMHK\nlSvx9ttv62UEb9KkCb755hvcu3cPnHNERUVZzbuyhLwR7pG5Qv+UoKFjx47YsWOHpdUwGM6VUMWv\nhjrlRJEMKUUlMjIS48eP18kbUrdu3Xw9dj/55BNcu3bNZHoVZOxevXo17O3t4eTkhFatWhnUr8ur\n7KCgIFy7dg0REREoXbo0JBKJXv3wsWPHgogglUpRrlw5VKtWDba2trC1tYWDgwMkEgnKli2L7du3\n662jMUlJScHevXvFd3p+S8uWLfHTTz/pHYZFOK6gd3VycjI+/fTTXN93jx8/BgAoIj+DIqwPFG8+\ngjzYFcqoiWKokpw8fvwY06dP1xn89vLyylUXwTs8e6gZIkJCgmEe0m5ubhgzZoxBxxgLHnMmqw8u\n87OIDv8WNmzYoNcgGUu/A3lwY6gStxZa1uTJk9G7d29xXah7/v7+hS7TUASZAQGa8I+WyG2RoVqL\nJEUDqFju34/ZEXSztkFCfSkuxkxrXazNfmpsikv9kEBzM/JFIpG4E5G3t7c3ubu7F7i/qZFIJERE\npI/upubcuXM0YMAA+vjjj+nEiRMW1UWhUFCZMmWoY8eOdPv2ba3fevToQdeuXaNLly5Rnz59aPv2\n7TRp0iTxWpqCR48eUevWral+/foUFBRk0LGLFy+miIgIKleuHJUtW5bWrl1bJF0AUFxcHFWrVs2k\n52wIjDGysbEx+Dg/Pz/q0aMHzZ07l+bPn29SfaKioqhHjx40YcIEmjdvntFkGQrCtxNCf6YVp9rQ\nijV/aLYpIoli/yKoEonizlNoDKMlmwLpu6l1qV6vwyQp14iIiIKCgqhq9HyqVKkySZvt1hybFkAk\nKUWScg3zlCnUk4cPH1KLFi1IKpVSYmIi7du3j2bNmmXiM85CJpNRxYoViUhzj9RqNV2+fJk+/PBD\nIiLinBGRhAhq0rxzJEQEkkhL51kmuIIQe4Eo4TKRQ1+iuNMkqTubJBWaG6yfRCIhqZQoNSWVypWv\nQGvXrqX58+fT0qVLaeXKlYafcCFRq9UUGxtLixYtor1799Inn3xCzZs3p8DAQDpw4AAREa1Zs4Zs\nbGy0FqlUmuv/hv7+zjvvEBHR9evXqWrVqpSSkkJdunQhIqL33nuP5s6dK94zSwCAOOeFanPyIzo6\nms6cOUMnT56k8+fP63XM22+/Td9++y3179/f6PoUFoVCQXZ2dpZWQwSARd5VSUlJZG9vT0RESqWS\nSpUqZXYd8gMAMcbI1tbW0qoQkabdMYYus2fPpqSkJNqzZ48RtLIeOOcklUotIlsmk1GDBg0oJiaG\niHJ/pkz9PVGvXj26efMm1a1bV2s755zUajX16dOHKlasSPv27SNnZ2c6cOAADR06VK+ynZycKDo6\nWmtbeHg41alTh2xtbcnGxobq1q1Ljo6OBIA8PT3zLOvIkSM0YsQIIiLq2bMnff311xQSEkINGzak\nZ8+e0eHDhykuLo5CQkJIpVJRXFwcOTg4GHg19MfPz4927dpF+/fvp9jY2Hz3HTNmDI0dO5Z69OhR\n6Gfx6tWr1LNnT3JwcKC4uDit35RKJS1dupTWrFmjtb1q1ap08uRJ6tq1q9Z2Lr9HqpgvSSK1J9vq\n60lq9xYREX333Xfk4uJC48aNE/eNi4sjmUxGLi4uerf3Bw8epNGjRxMRUdu2benBgwdEZFgdPnTo\nEH366acUFRUltveFJSUlhSpVqqTXvgAjPBpMlP5Cs6FiG5K2+KNI8rPDOSfGmNW9t6wBdcIaYim/\nU6laZ0laql6RyoqJiSEnJyciyqp3nHPauXMnTZ48Wa8yCvMNLJFIqFevXvT3338TEVGpUqVIrVbT\nxYsXqW/fvgaVVVh9AE5p6nHE8YIqlDpHUkn1fPVt0aIFPX782CBdLPnezI6Pjw+1adOGiKgNAB9L\n61PcsDb7qbEpNvVDH4s4WdHIRHp6OogIffr0sbQqACB6ucXHx1taFQAAEWHQoEE62xMSErRGP2fO\nnFmo8uPj43H9+nVs2LABkydPxjvvvIOKFSsW6GVh6Kjm2bNnUa9ePbi5uWH//v3i9tTUVDx69Ah/\n/vknfvrpJ0ydOhV9+vRBw4YN9fI2FM7f0rz//vsgIty4caNQx3t7e6N8+fJGSSRZ0Mj45cuXUaVK\nFZPV8ebNm4vTbOVyORo1agQiwqRJk8R9eOoTME83nFrjkmtoEfZqRWY87+6aJIqvVmiOUyVj19px\n2LykLdi9LuCpmlBDCQkJePDggU7yzOwIWc6z1+Hvv/8eRIQff/zRmJcgT9LT07Fv3z5xloSwrFix\nQvz/0qVLBpfLXizUXK84w+NG3759W2fqLhFh6tSpmrKzxc/LCecciYmJCAgIwI0bN3Ds2DFs3LgR\ny5Ytw5QpUzBo0CB06tQJDRs2RIUKFfR+prMvzZo1K9Rxpl7mzZuHqVOnmnWWhEqlEvMnFLYtLiwZ\nGRk4d+4cJk6cmGcysOrVq5tFl5ykpaVh8+bNcHV11dLn0aNHFtEnOy9evAARoUuXLhbT4YcffgAR\noXHjxnBzcwMRYdmyZRbTJygoSAzfZA3v8Vu3bqFly5aiLsbIKzJixAgsXLiwSDoJ+hjq5WkKhHwJ\nPXr0sJgOf/31F9q2bSvmciAi3Lql7Y03YcIEEBEWLVpkEh26deuGn3/+GatWrRJDHmZfqlSpgl27\ndgEAxowZg6ZNm+pddm6e3U+fPoWtrS2SkpLQt29fXL9+HTNnzkSTJk3yLMfPz0/U5/fff0dycjKm\nTJmC2rVrQyKRwN7eHoMGDcLMmTMxcOBAtG7d2qQh3iIjI3N9X7Ro0QJr1qxBeHi4SeQKcl6/fq21\nXch7JCzHjx/PtxwfHx989NFApKZqe3OHh4cXOXxZ9pl9Qn4m4f0q1CN9y2nQoAH69+9fJH2EMA05\nFxcXF4wbNw67du1CYGCg2O/g8Vc0Ht2RB7O8uw3IvVMQrVq10tKje/fuOHjwoMmSueZHWFiYqMez\nZ5YP17Js6Xz4XXfBo6tvg7Gi1cMuXbqAiHRmxRhiWxDuT2G5ffu20foDQigjLy8vvfZnPAbJiraQ\nKcflG4vf29u7UH1u4bwsnSC4uHjuWutCVmQ/NQXFpX4Uy5v1xx9/GJSxnTGG4OBgXLhwAb/88gum\nTJmC9957L9eYpIY2SlFRUfj774Kn/5sSlUqFixcvAgBevnyp08ESEM4xMTErDAFjDIGBgTh58iRW\nrlyJoUOHimFiirKULVsW7du3R9++fUFEWsnalEolAgMDcenSJWzevBnz5s3D4MGD0bJlS5QvX97o\nRqYyZcqgWbNmGDhwIPz8LD9lTkg6SET5GlsL4uDBg6hUqVKRzikoKEjUZf78+Xnu169fP8yePbvQ\ncvJDkL9o0SKt+5b9Y4qrksDutsfNXW1z7UxxeQSY/5fgqc/AApeC+X4IIJsR3NMNzLsf2N2O4Oo0\nhIaGYunSpToG/GPHjqF37946dWjUqFEAtJM3GdIG6YNSqcSxY8cKTKjUqFEjREREICYmptDtFlfE\ngj0aBhZ1Iv/9OMfff/+Nrl275qnPF198YfRn1pClQoUKaNiwITp16oTBgwfj4cOHePXqFS5fvowL\nFy7g7NmzOHjwII4cOYLjx4/jyJEjOHjwIA4cOIB9+/Zh9+7d2LFjB7Zu3YrNmzdjw4YNWL9+PX7+\n+Wf89NNP+PHHH/H9999j5cqV+Pbbb7F06VIsWrQICxcuxPz58zFnzhzMnDkT06dPR6VKlUCkmUI9\nYcIEfPPNN7C1tQURYf369Th16hQGDBigNZBjbJKTk/HVV1/leq02btxoMrn6Ihjf69Spg8DAQLPI\n9Pb2xpgxY/KtR1OmTDGLLvlx5swZUZ9ffvnForrkvD5CvyEmJsbkAyZyuRxr167N817lNOowxnD6\n9GmT6ZOeno6VK1fmqouDg4NRknM1bNiwUHlfsr/DiTRhkyxNamqqqE/OGNqmZvr06QA0BlNhoEZY\n6tWrpxNeK/vgbFHrdUZGBo4dO4ZBgwYV+N6yt7fH0aNHIZFIxJCMx44dQ+XKlfWW5+TkpGPEO3To\nEOzs7MT1mzdvolatWlq5bzIyMnDp0iV8+umnqF+/PqRSKd5++22xL3n79m1UrVoVUqlUfMc2atQI\n/fr1w9dff40HDx7oda2Sk5PxxRdfoHHjxti5c6fe58UYw6FDh3Dx4kWjhkOLiYnBihUr4OrqCgcH\nB8ycORNxcXHi78KHe7ly5bSOe/78Ofbt2we1Wq1z3nPnzsWmTZu0tsnlcpMOaj979kxrQEutVsPV\n1VXvmN0Cvr6+kEqluHv3bqF1kclkGDx4sNj3KWg5sNwZD3+vBycnJ0Scb4GQC73x9OnTIj17XJWi\n6f/H/wMPD48C84106tQJe/bsKTDefVHhnIvOO8K7IikpyaQy88PHxwddO5SFPNgVYz6uWOCgTX6c\nPn0aQ4cOLZI+wnUprNOWcHxB+WL0wd/fXyxP33ukZDeQpKiPDNW6IsvPyTfffCPq4+npafTy9aW4\nGDOtdSErs58am+JSP/51N2vjxo1FMpxYKs5sUdi0aROICLdv3xa3PX/+HLt27cKsWbPQs2dPODo6\nFtmoVLNmTfTt2xfz5s3Dvn374OPjU+BoefaEcUVdXFxc0KNHD0yaNAk//vgjjh07Bh8fHy3jvTWj\nVqu1zscYxtKFCxeiUaNGhfpIvn//vqjLb7/9lud+PPUpYu99hSb1K4hx0vSBMyW47Dl49CmwoFUa\nI/STMZqkiHc7gt3vCvZ4BPzPD8ePX1THtgVOeLS/HpKutQV7OBjs2QSwJ2PBHnQH82oOdqctvC5v\ngYuLS74dYx5xQGPcDl4D9nik5n+vt8AejQDzbKqT/Z0xhjVr1ujUtxYtWsDHx0fH2LNkyRIQEYYN\nG6b3tciJkcWMtgAAIABJREFUWq3GmTNn0L9//wLr/I8//ojo6GjcvXtX3C4wfvx4EBE+++yzQuuS\nHcYYTp48CXd39zx1GjVqlE59ExLE5LXY2NjA2dkZrVu3Rt++fTF27FjMmzcPP/30E/bt24eLFy/C\n19cXERERRRoAsjTZn/GgoCAAGsOCsC06Ohr379+Hm5ubUT02QkND87wHq1evtrprKuhmCg+91NRU\n/Pbbb6hfv36e9bFu3bpYv349kpOTjS6/sCxbtkzUL2diMnOSkZEh5gkQluztbc42yFjcuHEDbdu2\nzfV+dezYER4eHnkee/ToURARxo0bZzR9Hj9+jG7duuWqz9ChQxEcHGw0WYDGcGlI/zM5OVlnxk9E\nRIRRdSoMwuxLIsLXX39tdvlTpkzRuV/Tpk3L16N2wYIFICJMnjxZLxmcc/j6+mLu3LmoUaNGgX1X\ne3t7HDhwQMcRRfBgFvrRvr6+KFWqlF46REZGomrVqlrbQkNDUaZMGcybNw+7d++Gk5MTbGxs0LVr\nV2zevBkjRoxAnTp1IJVKYWdnh5YtW2LevHl55j9ijCE0NBR//fUXFixYgH79+qFBgwawsbFB2bJl\n8e6772L79u25tqMBAQGwt7dH1apVLdqmvXnzBgsWLICLiwskEgmcnJwwZcoUrFq1CrVq1YJUKkX7\n9u1x8eJFcM4xcOBAjBs3Tnx/C9y/fx8ffvihzveGNSaaNoTBgwcX2KcuDIwxPHnyBBs3bsTQoUPF\nb9Dwvxpi5SRNItGwvxpiyWe5z/qqXLkyBg4ciHXr1uHBgwf5Xmce/0+Wl7hce+AxLCwMK1euRJ06\ndfJ9Rtu2bYtt27aZpE+QPZEjEWHIkCFGd5YxhHuXOsP/Rj1IJBp9LJWoNDo6WrwmOXMt6AMR4f33\n3zeaPtu2bcu1z5MfGerNSFLUh5JdN5oeAkK/hoiwdWvhY60XheJizLTWhYqR/bQwFJf68a+7WTlf\nYHZ2dmjVqhWGDx+O5cuX49ChQ/D19YVMJjOrXjkNnYYugrdKbuzYsQNEJCY3yp4IrKClefPmGDly\nJH744QecOXMGwcHBRu/0TJw4UZTn4OCA9u3bY+TIkViyZAn27NmDmzdvIjw83KIvf1Mjk8nEa9C4\ncWOjlatWqzFr1izY2dlhxIgReicKye5BKIQQyQvOGdhtd6g93HDxNzckxedvpOOqZLDAbzOTRwpe\n1b3BHg4CC5gJHroZPGwL1ME/4+yvzeCz1wX+h+rj/m4X7F5aByzkZ41h3P8rsOdzwILXgEfsB1dE\nIy0tDXZ2dvka3XnYliy5vgPAbrtnrftnPUdXrlyBjY2NzjPx119/aZUnGBGzT+MX9l2zZo3Wvkql\nUsdgwTnHP//8gyFDhuT7LDo5OWH58uX5djwFj5W9e/eKZQvHZ/dQ0heVSoX9+/ejcePGeeo1efJk\nnQ+/EvLGy8tLxyB49uxZrW3+/v748MMPi9TmPXjwQGfKrvDOO3TokFUnxMntGhWWO3fuYPjw4fk+\nWyNHjiyS95qp6dy5s6irsY2ohvD7779rXTdhMK1fv37iPsKU/qJ+fEVFRWHq1Km53i8bGxusX79e\nb+/I7O1gfskI80OlUuXpLCGRSLB582aTOUMwxuDg4KC3njnDSJk6+a6+CAmLibLCWpkDmUz2f/au\nOyyK4w3PHU2xYO8NRbFGIzG2RH92oqDYY2yJ0dgbGk1saDT2bqyJxhY1arCXxAIaUUBEQcSKgCgg\nTTrXdt7fH+cut7d3cHfccYe593nmgZvdnfl2Z3Z25pvvez8MGjRI0G4BAQHo2rUrVq5cWeD1qv1H\nvY1TUlKwc+dOzm2/oNS4cWMsXbqU1wcTEhJQt25djfXevn0b9vb23O/k5GQQQrhAhwWhZcuWaNOm\nDU/ezz77DG5ubpyXXPXq1VG/fn1OOd2uXTv4+Pjg8ePHRfo+SCQS+Pr6ol+/fnBycoJIJEK9evUw\nefJkTvYBAwagSZMmWLp0aaFBOk2FVatWQSQSoU6dOpg9e7aAnuTNmzf44Ycf0KtXL9jZ2aFixYqY\nM2cOli9fzlGEfOhIT0+Hg4MDNm/eXCz1MYFuoK9/BaUUksD/IezsSIwePRr16tXTe13cvHlz/Pzz\nzwi8dRny58vBPJunEyVKYmIi1qxZw7O61pRatWqFrVu3Go0W6vTp07zyt2zZYpRy9QWTexOS6MZo\n+1H+pnaPHj3MsnGzbds2g+eCppCX3eBu27atTudTSpEtG40MaRdQanxvjvDwcN58rLhRUpSZlppI\nCdKfGoKS0j8+uMYy1gLa2Ni6daveH3LVNHLkSK1lX79+HYQQzJ8/H4By8D127Bh27tyJW7du8Vxy\nKKWIiYkx+f1akQ9V/sHBgwebpI6YmBh89913cHBwwDfffFOgxf2uXbs4eXTmJ2OtpQNccf9wayik\nmqlyaHYkmHt9wAR+AvrqF9CMu6AyoeX9nj17eP07IiKC+1+dG/bq1as8t/VevXoVOEmkcbuUFh7v\nbqnkKRXgKZE70LFjR8H7tXjxYq2KDFU3Z3Zy9eeff4IQAmdnZ9654eHh+OyzzzB06NAC3+dy5cph\n3rx5etM45OTkCGS5dOmSzuOeRCLBzp07UatWLa2yeXt7W4SFYEkGa7E/cOBALq9Vq1YghGD69OkA\ngJ07d+pNK3LmzBmB1S0hBK6urgVavloiWBd5fSz+MjIysHHjRtSpU0dr/23UqBF++eUXrXRelgRV\nWiRCDLNuMgYyMjJ4cqi65bN5LOeoquWuPvIqFArs3btXwH/LplGjRhVpbqIy6db5mujoaK2bkD16\n9MDDhw8NlkcfHDlyBO3atSv0PFXXZkIITp8+XQzS6QbVvlzQfNWYCAgIELTboEGDeO9+XFwcKlSo\nwG0Qa8Pq1au5MljqKW1JJBJh1KhRuHTpkk4bINqUvbt370aVKlV4eUOGDAF5r8jTVvamTZs4WVhO\n2L///ht2dnbYt28fd6xBgwaYPHky7t+/b9LNzxcvXmD+/PlwdXWFWCxGu3bt8Pnnn6NLly748ssv\n4eTkpJMC35iIiYmBWCzGn3/+CUCp+N6zZw/vnDdv3uDChQuQSCTIycnB6tWrUbNmTYjFYnTs2NEi\neJaLA+vWrUPp0qWL5ZvJhA/njE6YZ/OU1IISzTRQr169wuHDh/HNN9/ovFY2FCkpKdi8eXOhMV+a\nNGmCdevWFYmORH0cv3nzpsFlGQIm9xYk0Y1BZbE8wwNC8o3mioKYmBi9xhvW6GjDBuPTgRgC9lno\nGotDwTxFutQZUoXhtDAFITU1lZOpevXqxWrIUlKUmZaaSAnSnxqCktI/PqjGYnfABgwYYG5RBGAH\nKlPwuMXGxmpUpObk5GD06NEghHCTmEePHsHb29voMlihGapK3EWLFpm8vujoaLRv3x59+/bVaDX6\nww8/cPLoawHHpFzjFN5//9ZXcJymXgdzpzVk9/pj6Q/f4Ny5c4LFWnR0NG9itWrVKu6YqlVYSEgI\nl88GKjx69CgA5cS8MNc1qsiftEskEqzx+QavzzbCw8MNuDrc3d2RlJSk072zgSn79+/P5bHlDBw4\nsMDJsZ2dHfr06SPg4I2KisLmzZuRmZmpkwwsli5dCkIIunbtKpDlwoULvHOzsrKwbt06rXyKIpEI\nS5YssZgAux8KVC0FWYti1U2Tp0+fQqFQoHv37gVapygUCmzZskVj2/Xq1Uur+3lJAGvFqG2BSinF\nrVu3CvWIGDNmjN5cpZYAVRfeevXqmc0SX71/qSs8Hj58KGgn1pusfPnyBZZ9//599OzZU6vS4Pz5\n80a9b7au8ePHazxOKcWRI0c0bhgRQrBixQqzBDLr2rVrgZbyhw4d4sm5Zs2aYpSucKiObZ6engWe\ny/J5G2qlplAoMGfOHEHbsUpNTXjx4gXq1KnD0aokJiZi+fLlOsWn6dChA3755Red5wqaUL16dcHc\nPycnBwMHDoSbm5vg/NjYWFSsWBFDhgwRHAsPD4eNjQ2qV68OR0dHfPfdd3BycoKdnR28vLwglUpx\n7tw5s232xcTEoEOHDnBwcMCGDRsQFRWFunXrok6dOkavSyqVCqxug4OD0a9fP/z888+8TYbExESd\nPTOCg4PRqVMnODg4WIzXhClBKUWdOnWKzMGsU13xh/I9Ldn0rHC6I/VvEPv75MmTvBglxkR6ejp2\n7typdWxo3LgxRo8ejU2bNuHmzZt6zeVlMhk6derEK89UgVfVQeVJkEQ3hix5IRQZB8HkBWPpUh+e\nLE+fPjW4/NmzZ+sVS0qV6s8SDG1UPbEfPHig0zVZsqHIlulGg2UI1NkBTM03z6KkKDMtNZUU/amh\nKCn944NqLNbl1tIs3FQVH6YAu9Bo3bo1AD5FBZvYAErZ2dlGCaZkReG4evUq9/z37dtXbPWmp6ej\nbt26OHbsGC+ftRgihB/8sTDQd7fAvFwBJvE4NzmN9nXBhSP5ynsqTQQT2BZM5CScP/sXKleujLp1\n6+DTTz9FXl4eGIbhKT3q1q2r0SpQVbHCHk9JSeFNBmNiYlCqVKlCecoPHz7MewdY2YMC7xR4nTaw\n5Tg4OBS4OJ4wYQJPWa8NGRkZ+OeffwTKlR9++EEQgE2bLFFRUQD4O/8+Pj6c1ax6KleuHNauXVsi\nrF5LOp4/f849d1ahHRISwuVRSrFmzRpBcJ6srCyNyhxWifchbUx4eHiAEKVnxbt377B27doCOXBd\nXV2xa9euYpvomwrBwcHcPenKE2xsqG42EELwxx9/aD2XHbunTJnC5bHXqQaGzMjIEFitqSYfHx+T\njj2qcy3WayYpKQkTJkzQKM/HH39s9vnimzdvULFiRY2GEOqWyyNHjrQ4ujfVZ666AVsQDJkXvXjx\nQsBR3qZNG4FyJDY2VuP8JicnB9WqVcOJEyc09oUqVapg4sSJ8PPzK3ADJiEhAYMHD0aFChVQuXJl\ntG/fHseOHeMpUrOzsxEcHIwNGzZg2LBhcHBwQNmyZVGqVCk4OjpycwgbGxutmxxs8EBVyjaJRIKq\nVavCy8uL28CuV68eNm7cqNXLQldqO1OBpZjq1KmTwWWkpqbi7Nmzgndk3rx5OHLkiMZrzp07Bzs7\nO4O/FZRSfPXVV3BwcLD4ta8xcPv2bYjFYpN7s1CqAE06B/pqm9Lj8uVKUEnh8UvU19Cs9wX7rvbu\n3RuEGCdYYUF1Z2Vl8TZLbWxsuPm2SCRCw4YNMWLECJw4cUKnslU9fwkhcHNzg0QiMfo9qEMS0xKS\n6MZckr2djrzcdB61S6tWrQwy0EtMTNSbKvby5csm1ZPoC9W5ui5jiETxK9KlrqDUtHFgunXrxslV\nHF76JUWZaamppOhPDUVJ6R8fVGNZ0kCpir1794IQgrlz55qsDm2Ly8OHD5usTiu04/fff+fa4OrV\nq8Ve/65du9CsWTNOydayZUu9PtwsqOwdmNutlIriyKk8awzpjSZ4fnMRqCIHTNgQMHc/B5WlYd68\neTjzSy/IH01Cu3bt0KtXL16fDA4OLrBO1WCRLC5evMhTEk6dOhWDBg0SXBsWFqYxEM3u3btBKVUG\nvnwyG5TRP2DfmTNnBOV27NgR169fN6p1okKhEATJefDgAfr168dZl6lOxGbMmKH1/a9VqxZ27txp\nFmtFKwBvb28QQtC0aVMuj7Xm6d27N1JSUjBw4EC8efNGqwXz8uXLi2XxYw6oWoRqSuPGjSt293dT\n47fffuPu78CBA2aRYfHixZwM1atXL7R/qSo02cCqqpuQDRo00Nh+ffv2LTYqEBaqGwmakre3d5Fc\n0I2Nzp07Czil1T2gWrZsaZEbPKr9gjW20AWqGy2FWc7u2LFD0IZr1qzR+s3dv3+/VkVTREQEatSo\ngUePHuHYsWN6PdMnT56gZ8+eEIvFaNq0Kfbu3Yu9e/fC09MTpUuXhr29PZydneHo6AhClB5dNWvW\nRKdOnTBu3DgcPHgQt27dwpUrV3Djxg0kJCRovYfMzEx4e3tDLBZj4sSJOHfuHCZMmIB69eqhWrVq\nkEqlyMnJ4eYB2rwG2ZgOhgQwNxYYhsH48eMhFouxZMmSQudK+/btE7Tf8+fPdd7kjIyMxPfffw9P\nT08QQvSmilMFpRSjRo2Cvb29TgYMJR29e/dGo0aNisXLiKb5a6Uv0QQ24DT7rRo3bhwIyfecY41b\nVq9ebXRZ1dcjEyZMKJTqqE2bNnrVoU4nMmfOHGPfBgdKKafklqf/DkX2BUhiWkGWOB6UMjyjI3a8\nLQ506NABhJiHm1oTNK1FtYGhce8DVZo+EC/r3UsIwbVr10xaV0lRZlpqKin6U0NRUvrHB9VYlqrs\nNkTJaGgdhBCNEcOtKD4sWrSIawtzLTKkUimaNGmCNWvW8PoGq/xmLaQK65NM9AYwD8fkK7mzHnP/\np/u5gQlwheJ2GzB3WoNmKZUa08e2R+LVLsgOHYeRvfPpM3788Ued5WeD1YwaNYrLGzlyJKdYiY+P\nh6OjI4KDg/Hu3TuNisLx48cL7o95dwfM8wWg6QUr3LXh7du3FmNZpy2gz4YNG/Dnn39apHLkvwi2\nXVh+XVXOY030MiKRCAcPHrToAJPGBMt/37JlS+zdu/eD3phhvc/MNZ969eoVr6+p0x4VBH9/f+66\nYcOGaRx7qlatioMHDxb7GJmZmYn58+drlKl+/foC74niwLffflvoN/bdu3eoVKkS97wyMjIEfPSW\n4NatDaxFY/369fW+NigoiLtH9flqSkqKICBk+fLlddo4ycnJKXAMadGiRYFWlzKZDAkJCUhPT0dc\nXBxmzpyJGjVqQCQSoW3bthoD3SoUCpw9exYLFizAxYsXC1RkA8r++ueff2LQoEFwcXHBgAEDoFAo\nMGLECI1KNEdHR7Rq1QrfffcdL4C1qmt7cnIyrw5VyjpLwIkTJ+Dg4IAOHTogKysLISEh8PDwEGw8\nhYWF6eV5yOLMmTNcsExnZ2d0797dKEEXKaUYO3Ys7O3tLTrIsTGQlpaG0qVLC+LmGBtUkaNcR7zQ\nndpxyZIlIERJWwLkf4+mTp0KIJ96onnz5sL6KAXNjQaVGubVrP4eLVu2rFBlNyunvlCnTdHVQlxf\nSOK6vacyWQwgP2ilIjO/PvVYY6aes6hunloKfRBrKNarV68Cz6OUIkPaCbnyZcUil6oH//r1601W\nT0lRZlpqKin6U0NRUvrHB9NY6enpIITAxcXF3KLwYGoKExaWNKn9L0NV6ZqQkGBWWW7evMnJUrFi\nRd7iS9WtuyCeOE7JHfgJmAdKS2rm8QwB5x6Nyw/8s2tRGy7/7r76cHBwQO/evfWSXfW9uXjxIpfP\n5q1ZswZdu3YVTDA/+uijQi15KCP5IBSJUqkUo0ePhq+vL0+59PbtW+zbt09AF7B+/Xr89ddfxS3m\nfx6qFrB//fUXqlatKui3lSpVgp+fn7lFtcJEoJSiWrVqXHunpKTwjl+9ehXt2rWDTKa/x4mumDx5\nMm+cLIgrXhtY6zrV5OHhUSQ+46JA3QKaTV9//bXZlcSq1vPauFwnTZqE0aNHQ6FQcEFt2WTpPPSV\nKlXilNCGYvv27dz9Ukpx/vx5QVtOnDhRqyt9dnY2QkJCEBkZWaiCmcXFixfRpEkTjcdycnJ447NI\nJEKDBg3g4+MjeGfVkZubWyhnb2RkpFYlmarywtHREcOGDcP+/fsL7ceqz4zF2bNnubzi9ArKyspC\ncHCwgBt71qxZ2LVrF16/fo0GDRqgXLlyRtvQpZRixowZEIvF+P77701Gk/TNN9/A3t4egYGBJinf\nUnDkyBHY2NjoHdOnIFBJIijDf4cpIwWlunGoA/m0cGxMLtYrTHX8UX8PKCMFjf8DzL1e79ckzUFf\n/6Z3v2NpS1iw3tqako2NDT755JMi9W1KKWfcwyZjB0tl8oIgjesNJvc2lyd7OwOSV5+DKvI9S+Vy\nOTp27MjJUaNGDb0pSvRBZGQkV5clGBaprkV/++23As/NkX+PTJlHMUmm9DZiZTNVrLqSosy01FQS\n9KdFQUnpHx9MY7HuJurRts0N1mpt0qRJJq1HF2X3wYMHcffuXZPK8V9GkyZNuHYw5WRAF2RkZHCy\nlC1bVmNgHtXFuLZ+wSm0g9orldqZ90EZCZi0f8HEbgUT4Iq5o6pxFuzsgm3h15XABLgi6d/BePo4\nFA4ODlo5JbXh9evXAuWQpsUwu1C0omAkJSUhNjaWlxceHg4PDw/Bxszdu3eNutj5r0NVqcOmFi1a\n4N69e5DJZHB3dze3iFaYCKrBjgghGpXMCxcu1Gnz0RCoLogIIfj3338NLksul2PatGm4fft24ScX\nA1jXb1Z5ZgmLY1VMnTqVe+7qgfQAoG7durxzCCHw9fU1g6T6oWHDhkYzsOjbt6/Gb/qVK1cKvE4i\nkaBmzZqwtbWFjY0NCFFSh7Rr165QhWfVqlU1ntOzZ0/UqVMHeXl5SExM1Cu+jaqnVe3atTF37lyB\nwovlpXVycsLHH3+MPn364NixY1AoFKCU4tWrVwYpyZycnLj1z4sXLzg51L/3hkKTTBs2bOCChrOI\niIjA0qVLC5z/yuVyzJs3D3Z2dmjSpInOAeA0IT09HR9//DFKly5dLHSB3377Lezt7XHnjmFxX0oK\nunfvDmdnZ6OMp1SaBCagmZLmMG53kcoihMDW1pb3W3UM4jbOGClo4nEwIT3BBDQF83QOaNoNZeyh\nAFcwof3AxG4BZWTvzz0J5sVSMLGbQNPvCPq7u7s7CCHcpq4qv7SmdPPmzSLdJ4vMzExenILKlSub\nlIKLyuIgiWkL2dsZgmfw8uVL3j1qCp6riuDgYBw6dMggOaZNmwZClN5+loB3795x960aQ0EdUsVR\npEsbgdLii4mUmZnJyebg4GB0Q66Sosy01FQS9KdFQUnpHx9MY1WpUgWEEItzgWbdPNU5eI0NXRYe\nx44d07jgsqJoUOedNcRizph48+YNJ8uoUaPQtGlTrFq1SuO5R44c4c49fvy44DgT3BnM7Rb5Su8n\nM0Hf+oJ5MFg5iQz8BPEX22DmxEG8Z+BavxR3zevHZ2Fra2uQ1aKqfOpp0aJFmD9/PoYPH653uVYU\njFOnTgmswJ89e4YxY8YIlHESyYdhKW9qTJ8+HaNHj9ZoBTt+/Hi8fPnSDFJZwSI5ORmenp5GXUxG\nRUVx41X37t0LPHfmzJk6K/p0AaWUF5S4Z8+e1vfUDFClk1ClZ1APoKztG21paNu2bb5SqQj9KTQ0\nFHZ2drxn0KtXL50p+Nzd3VGtWjVuzp+Tk4PAwEA0bNgQ1atXL9CzzsPDA/PmzePlbd++Hba2tnj+\n/LlB9xMQEMCLjaJtg8MUUKXGYtM//+jPHXv16lUBfcDNmzfh4eEhsBCPiooq1JK9ICQnJ8Pd3R1i\nsRiTJ0/W+/q7d++ifPnycHFxMYj2xFBMmDABdnZ2CAgIKLY6ixsZGRlwdHTUi3pQG+ir7cq1QMQ3\nSoOZdMOpYLZv38577urr3vp1a2LakApQBHdWrk8eTwPNfsqX510AmKdzwQQ0BxP0KZigDkpl/H0P\nMMGfKWW911v5f+Qk0Mww+PgsgWs9e1w6r1wjRURE8N61GpVtMG9UJUQeccbaeV0Mvj9tUN+wHjx4\nsMk2dhXZF5Vc3hn7NR5X/275+/trPC8tLQ3Hjh0zWA62/FOnThlchjHx77//cjJp8zRSMBFIlzpD\nzhQvvz/DMFzQY0K0e5IZgpKizLTUxOpPrx69hqQHKR9cunr0WonoH6L3jVEgRCJRW0LIvXv37pG2\nbdsWer45IBKJCCGE6HI/xYnikstS7/9Dh0QiIaVLlyaEEFKzZk0SHx9vVnkiIiJIq1atCCGELF++\nnCxatIgEBweTbt26kaCgINKyZUvBNUFBQaRDhw6EEEJ++uknsnjxYu4YMgIJHn3Nv8CuCiE2ZQmR\nxHBZ87cnk/VH0gghhKSmppJx48aRls0akuVL55F//MPIV199RW7fvk1cXV31vqcvvviCXL58mRBC\nSL9+/cj+/ftJlSpVCCGEnDx5kqxZs4bcvXtX73Kt0A8ASGpqKilfvjyxt7fn8tetW0ckEgmv36Sl\npZHTp0+TAQMGkMqVK5tDXIvFggULyMqVK3l5V65cIffv3yfz5s0zk1SmA7IfEZIRREi5j4io/Cfm\nFkcrTpw4QYYNG0YIyR87i4JLly6Rvn37EkIIWbFiBVm4cGGh15w+fZoMHDiQEELIkiVLyLJlywyq\nOzQ0lLi5uXG/Hzx4QFq3bm1QWVYUHStXruTa/8SJE2To0KHcsc8++4zcuHGDiMVic4mnM3r06EGu\nX79OCCGEUsrNO3UFALJ8+XLi4+PDy9+3bx/55ptvdC5nw4YN5McffySPHj0ijRs35h2TSqXE2dmZ\npKenk+7duxMvLy/Sv39/Uq1aNe6cxMRE0rx5cxIfH09KlSpF/Pz8SO/evcnmzZvJ1KlT9bonTcjK\nyiISiYRUrVq1yGXpij179pCJEycSQvjjV3Z2NmEYhjg5OXHn+vv7k82bNxNfX19evzt69Chp0aIF\n+eijj4pF5k2bNpGsrCzy008/kZMnTxIvL68Cz/f19SU7duwgKSkpJCIignz55ZfkwIEDxMbGpljk\nZTFp0iSyb98+4ufnRzp37lysdRcX/vrrLzJ8+HDy8OFD0qxZM4PKQN5LgrBBhFQbRETOiwlCuhBS\n7iMibrrdKDK2b9+eBAcHk3eJj4iT4g5Je/wLKe+QSxIU7UndDkuJqHRD7bLlPCMk7QoB5ERUxYOI\nHF2U6+d31wne+RNiW4GQNH9CpG9IhrwKcbJ5Rd5kVCR1/neE5KY8JNMnjyYpGQzp7laGzBhWkSgU\nILa2IiIXVSL2bqeJyL6a1roNxdmzZ8mAAQO4399//z1Zu3at0etRpK0iTObvxLbKRmJT1kNwXNO4\nn5qaSipVqmQ0GVJSUrjxMzs7m5QpU8ZoZRuKxYsXkxUrVhBCNOtaABnJlLchpWy8iYPN+OIWjwwY\nMIBC1fNfAAAgAElEQVScPXuWEELI06dPSZMmTYpcpspc0g1AaJEL/I+B1Z/OL7eM1LNtYG5xjI5X\nihiyJsuHEEvvH/rsTFiqZbeqZa0lgaVcUA2yZypY4v1/6EhOTuaee58+fcwtDq5fv87Jc+DAAd6x\nH3/8EW5ubhrpTAB+4DIvLy8unzJSMKHuSmuHyEnv+bvbgXk8HVn/fo48/yZgAlxxZWsdDB48mLsu\nODgYjo6OePLkCZKSkjB69Gg4ODigX79+uHLlit4WYdrcYq9fv466devqVZYVpkdmZiZ8fX0FQbPW\nrVuHhQsX8vJkMhmeP3+u1VriQ8PGjRsFeXK53CLGEGOCZoa/t+Zqmu8ZEr3G3GIVCJZ2jE2GWtsv\nW7aMK+Py5ct6XatKQ9CmTRu9rmUYBp9//jl3/YgRI/S63grTwdvbm9e3mjdvjurVqyM1NdXcoukE\nLy8vTnZDrQpVuaQbN26MmJgYvcuQSCRwcHDA7t3aKRHWr1+Pbdu2oXv37hzfbrly5dCpUycsX74c\nT548wezZs+Hk5IRq1apBLBZrpBq8fv16oTytloLw8HDu2aoGZJ00aZJgDJLJZBZB+cPK6+3tjTJl\nymidF6ampqJLly6wsbFBnz598M0333D0N2FhYcUstRKTJ0+GnZ0dbty4YZb6iwNNmzZFzZo1De4r\nNPG40po74SgopWAC24KJXq08lv0ENG43aF6c/uUqskATjiD2Ug+8+8dFObe43RKpwRPQtL49vvzy\nS4PkFdaTDebpHMhCPLBqchXk3eDHKmLTrz9UR4uGpbBk7nAwwZ3A3G4J5sFAMC9XguZGgVLjevv2\n79+f9y0xdh+klEL2diYkse1AFUJPG7behIQEnhxjx441qvfYrl27LE63UaNGDRBCtHoUZ8lGIFs2\nsZilysf69es1fgcMhdWy22rZ/SFYdn8Qym5WqTxz5kxzi8JD+fLlQYgwGJUp0KhRI4v6IHzoePbs\nGfdBmTVrlrnF4bmWaeIulEgkcHFxwc6dO7WWkZWVxZVRvXp1btJCpUlgYjZwEzvp/a9w59cGGNu3\nvJKm5PxHCL51GuXLl+dRAMyePRsdOnTgaF3evHmDRYsWGe0jDCgVh56enkYpy4rigfpkODU1FbNm\nzUJkZCQv//jx49i3b19ximZWTJgwodDgqiUJNG6ncsyI3QTKyJT8maFfmFssHubPny9QasvlcrRq\n1YobC4cMGaLXAk41cG5UVJRBcuXl5fEWkbrEO/D39+ddYygdgxXGRWZmJurWrctrmzdv3iAvLw9V\nq1Y1t3g6YcyYMZzs2jbMdUFOTg4uX75cJEXrpk2bUK5cOb3KSEtLw6FDh3ht4ODgALFYDBcXF42b\nWmfOnDG7oiU5ORnBwcGC/KFDh+L06dO8vJiYGFy6dImT2dx0erpg6NChIEQZV0b9Oefk5ODixYsY\nO3YsHBwc4OrqiqioKIGCzZzUlVOnToWtra1WKgdDkJOToxdXvCmgUCh4z9jFxUXnbyCVvQONPwjm\n5c+gCUfBPHkf0P7O+8D1wZ+BZt4Hc7vV+/yPQbO18yCz2Lx5M5rWt8fmWdWguNMWTEBz5N0fi3mj\nKmHu+HagMqVS1lTvLCEErV0rgCadAZXEo7FLQzjXskMLZ3tuPHn9+jWoLA00/hCYZz+ACer43kCo\nLZjHU0ETT4Iqit5fx44dC0KUgWxV2ykuTv+NA22g8iRIYlpC/m47Lz8sLIxnFKVO40kIEYxNRUHp\n0qVBCMGaNZZhKKEasFIT9Weu/GdkSI1PZaMPrl69ysm4bNmyIpVlVXYbR9ltqfrToqKk9I8PorHY\nxWV0dLS5ReGhOCfKffr0ASFEq5XQxYsX/7N8nXv37sVXX31ltMn/rVu3uLbdsWOH3tf7+voaLXAQ\nAKxcuZKTpyArlzNnzqBKlSoFcmKqT1xUebZpVjj2bRiJDTOqIv1KY8wZUVE5kXu+GADQqVMnrF27\nljs/JycHTZo0wYlfp4N59B0YWTrom9+xdO5QLFmyxAh3DqxZs8bK2f2BIiEhAQ8fPuTlpaenw8PD\nA0FBfN7HiIgIi/0+6YorV66UGN5eXUDT/JXjQ9QyUHkmmIBmoK8ty0qS3XwjhGDo0KG8b2RwcDBv\nLLx161aBZcnlct75OTk5RZbvk08+KVR5LZfL4erqyp03Y8aMItdrRdGhUCjg6enJ6xOqY9SNGzfQ\nqlUrM0qoG1QDaKrzNpsDtWvX1tmwhVKK2NhYLhBzqVKlULFiRVSsWBFXr17VGmg1MDCQi7ezbt06\nreU/efIE8fHxet+DuqKeUopZs2bBz8+Pl+/n54fNmzfrVfaCBQtACEG7du30lqu4ERAQAEIIqlat\nir59++Ldu3dYsGABatWqBZFIhFKlSqF169b45ZdfQCnFyZMnub44YcIEo61pbty4gcePHxt07YwZ\nM2Bra2uUOAuqGyxjx44tcnmGICkpiZOBfQfYVBhPOc15puS6vt3yvUdoUzD3+oB5NJ5vDR34CZjw\n4aCyNDB3u4KJ+klYVt4rUEkCqCIby2e2w40ddcEEuCLhfCP8NKEK9u1SzpXU19mmVHarltu9e3fe\nc/rhhx+E96DIA029Bvpqh9LS20jebWy9lFLB5o+bm5vRxmlZig8kse1Bab7X5ciRI0EIQWBgIID8\nPjt79mxMmDCBJ8vr169x8eLFIskglUp55VkC3r59y8mk7p0kVRxDurQhKDXvtzI6OpqTsVu3bgaX\nU1KUmZaaLF1/WlSUlP7xQTSWua0vNMHPzw+EEAwcOLBY6mMXJJqsQADwqCn+a2jcuDHXR4rqknr0\n6FGuLEOtk9nrO3bsWCQrKUAZ2I4t79WrVwWeSylFz549MXv27ELLVQ1ClZqaisDAQO531Qo23KSV\nSt6AyY0FlcTj1KlTqF27No+O4vbt29g8u+Z7pfhCMGFDcWx9V55SvCjYt28fatSogePHj/9nN3Os\nUG5AqVuB5+XlYfjw4QgJ4QeLSUhIMOpmk7Egl8vRu3dvk5W/dOnSYv1OUkYK5tn3vEUuTdE/aJqp\nERQUVOCCXtWqtVGjRhrpdlQprWrXrm3Useinn37iyj558iTvmCotBCFKi2ErzA/1TWP1YL8AEBcX\nh2rVqplBOuVcYPr06YVaAqoG1zTG5k1RERISAkJIgcEnWeTl5aF169YghMDW1hb169dHUFAQvLy8\nUKFCBd65OTk53Ht94cIF7p5tbW0LDJDm4uKi9dnIZDLs3bsXT5/yA+T98ccfGD9+vOD8qKgooymp\nWPnv3r1rlPJMCU9PT5QqVQouLi4Qi8WoUaMGFixYgKioKGRkZODatWs4cuQI2rVrx93X/v37jVK3\nQqHgaAnat29vcDlz586FWCzG0KFDDX5PBg3iB3lnky593Vi4efMmV+/XX3/N5at6pjRr1kzjuoVS\nOZhQDzD3PUClSst0mv0ETOREpfI7sJ0yCOTjaWCiloPKlIZZzJMZYB4Myi8nLw5MxNcCqpC/N9dB\nzquT+PPoIY3PiUVxKbvHjh0LW1tbEELg5OSkNbA1laUq7+HRt8o5UNzuIs8PtN2zalq5cmWR6gAA\nRvoMkugmUGQc1lp3x44dQUi+VfnPP//Mk6N69epFpkxStVS2FFy+fJmTSfV9kDP/Il3qDIYWvB4v\nDuTk5PDawhCDv5KizLTUZOn606KipPSPD6KxLG0QBIBatWqBEGKQ1Ych2LRpEwghOHr0qMbj/3VF\n4JIlS3iDvvoCRBeoWlCHhoYaLIu6xeD69esNKkeVm1XbREsdDx8+RKlSpXS6/0mTJvHktLEhmD2+\nGxiFHPT1r8qJW8Y9MPf7K6OZyzLRpEkTwUJk3vdz8eOEjyCPWgtGnot+/foZZBGvCQqFAnv37kX1\n6tUxY8aM/3w/t4KP7OxsweLzypUrAtc+SikGDx6Mf/7hK2Pj4uKM+t3Lzs4uUMHk4eFhtLrU0bBh\nQ8HEvDjAxG4Bc68P6KsdFv1+jh49mhvrXFxceF4tqjENCCE4ePAgd4xVwBFC8O2335pEtmvXOF48\nTJ06FXl5eRwXMSEEy5cvN0m9VhgGSilmz56Nn3/+ucDz2rRpg2PHjhWTVPlQtfpydHTUaDG3YsUK\n7pzMzMxil1ETnj9/jkqVKqF8+fL4/ffftY4n4eHhqFOnDmrXrs3FjUhLS8PHH3+M0qVL49GjR9y5\nBw4cgEgk4pTbO3bsQJ06deDu7o7SpUvz5jOZmZlYv349RzfFUge1adMG06dP58nAMAx8fX2LbQ2g\nClXef0uHVCrF77//jpkzZ/K+tZmZmQIFXq1atfDs2TOj1Hv//n1e2VlZWUUqLzg4GLVq1ULZsmXx\n559/6nyd+n0mJCSAUooOHTpwedu2bSuSbLpg586dPDnq1KnDbQDl5ORwVDPaNl5ZTy6aGS4omzIy\nUKpZ4UnfnlJelx0J5sUiMHdag7nbDW/Cf4NH5zIY1ac8Gta247V7Xl4eRxPKJnYscHd3ByFCi9ui\nQv19WrhwIcRiMUQiUYHeF1SWBib8KyWtSXDn9wrvXcpjBnB5sx5k5cqV0yibsXmuZckLIYlpAyqP\nF9Sl6Te7efT3339r3IwwFF26dAEhBF999VWRyzIWWCNDsVjM5SmYp0iXOkPOaDY8LG5QSlGtWjWu\nHdLS0vS6vqQoMy01Wbr+tKgoKf2jxDcWO6nr2bOnuUXhobgnmufOnbMuegtBXl4ex21OCEGrVq10\nDor39ddfc9cVZkGtK9atW8ebDGizylcHpRSVK1fmrtM3sN/kyZN1Vqpt376dqyc7ZJTSQiGku9IN\nMaAZaF5svvVF4nGsXbsWffv25ZWRl5eHJRPfW3Ymn8f//vc/nrLIGHj58iVq1qxpFGsGK/6bUCgU\ngncpJCREI7XImDFjBEqq2NhY/PPPPwVaT9y6davAPmpK/vmZM2eCEOMHM9IFlqzkVoW6UvvQoUO8\n46rBfwgh2LhxI/e/qfnl37x5I1D+EKKduswKy8f06dMxZcoUs9St7tFQtmxZTjG7efNmi+1fcrkc\nCxcuhL29PerUqcPFewgKCsKECRNQr149EELQsGFDbqNToVCgfv36cHFx4dEB+fv7QywWo0ePHpxV\nK8vfvX79eixevJhXt0Qigb+/P2dcoMrfamkYNmyYxSmH9EVUVBTOnDmDhQsXGpUHeNq0aVy7ff/9\n90YrV6FQ4IcffoCNjQ06duyIpKSkAs9XtaRu1aqV4Dup6mVgb29vMhqh4cOHc/VcvHhR4zcwNDQU\ndnZ2+N///qdiAGPDbRIw0evABLUHk+qnV93M4+nvFdxdwQS1B331C44f/V3jt06d2uX48eOCbyHr\nfbt161ZjPBoOdnZ2vPec3RyoW7euzu1CKQUTvVZJ7xL+pZK3PHwEKKN7u7JUPgsWLACg3MRj+w8L\nY45JlMmE5NVnkCZ8w413w4YN01qXtt9FnQOqjrXq3prmhL29krN98uTJAABKc5AudYZUod0jyBwY\nNWoU9/zCw4UbUtpQUpSZlposWX9qDJSU/lHiG2vKlCncLqKlgF1E9OrVq9jqfPz4scbJgBVCPHz4\nkDdBWr16dYHnu7m5cedmZGQYVRa5XI5OnTpx5asHeVSHeuAYQyYQycnJqFChQoHvDFVkg+YorZco\nVSgnsupRyF+uBPNyRf7vZ/OwcuVKjYuroMDbqFnVEf7+fujSpUuRld05OTnYs2cPvL294eXlhTZt\n2mDVqlWoUaNGkcq1wgpdof7uPXv2DFu2bBG4bE6dOpWjT8rOzkZycjJevXqFY8eOCYJrmVLZzbqC\nzp0712R1fChYu3atVoVyVlYWHBwceMeLiy5AlRfcWN4xVpgPmzZtQv/+/c0qw507dzQqlgghePv2\nrVllKwhpaWmYPXs26tevD0KUVtnNmjXDjz/+iJMnT2LcuHGc/P/++y8IIZg0aRK2b88PuPa///0P\n3bp1Q3h4OGcM0bVrV73mVayHnSXwmatCVTmkKQDnfxEZGRm8/h0REWGSemJiYtCyZUvY2dlhzZo1\nGvvT9OnTdRrLc3NzeTJfu3bNaHIyDMP7lqlafbLewmx69+4dzpw5A7FYzLMeJoRg344lyiCML5aC\nkeo+ZnDGMk9mvvcUDeGogQghXOBPFYUKCCF48iQ/oKVEIuEZ/6xduxYDBgzQ24K1MPj5+fGobtiN\niCNHjuhVDqUK0Pg/wIQPBxP5nfK+0/yF52XcA5ULvQ3YGGWshyC7Ab9nzx4A+boAY35XmJwbkEQ3\nhjzjAM8zMDQ0FIQQDB48WHmeCn0XC2Mq3p88ecKVZykBeFXX5Cw/eYbUDXkK/WItFAd27NjByaop\nuKYmlBRlpqUmS9afGgMlpX+U+MYy1q6hMdGkSRMQUrwBMyUSCQgh6Ny5My+fUlrsbuslBVu3buVN\noNR3iymlsLGx4Y6rurUbGzExMTxZvv32W0GfVp30Nm7cuEj1bdq0Cc2bN9faN7iAMvd6vldmNwNz\n52OhwluVj1eaiLlz52LatGkay9y7dy/Kli0LJycnbNmyxWDZnz9/DmdnZ7Rp0wbTpk3Dpk2bMHLk\nSPTp0weVKlUyuFwrrCguxMfH49ChQ8jNzeXyFAoFXFxcsHHjRsG5O3bsKPLijQ304+rqWqRy/itQ\nV2qzllSUUtSuXZvLL8x6zwortOHChQsWE0jw9u3bvDlIYXzepsSzZ88EHnQhISEYOnSogG5i5cqV\nOHToEG9+lpOTg9evX3MKEZamytHREeHh4dzcqnbt2jzPnZcvX8Le3l4wBheEgQMH6qXspkwuFNl/\nQ5F1Coqcq2AkEaCyOL2sO3WFKmXefx2+vr6CzZzExEST1rlr1y6UKlUKjRo1QmRkJAB+wD1CtAce\nVsfq1au5a3r27FnkNe+7d++48mxtbTXyKmdlZXG81IQQrFixAps2bYKNjQ1u3LiBgwcPghCC67/U\nRdTJhsgL8QIT1BHMy59BU6+DplwBlWh/xlSeCSaoA5gAVyjudoODvYj3bC5fvpx/LqXo168fd2zE\niBG8stTbNyUlpUjPpzBIpVL4+voWiY+aUqrkMX/CD7hLc54r11UR3wiuUX+f2c0+1ouF3UQxRsBU\nVchTVkAS3RyMNJLLY71H2LXzqVOneAYVWVlZIERJiWMsHc3s2bNBCDFbvAtNUPUITExMRKbMEzny\nH80tlkbcunWLk1UXw5eSosy01GTJ+lNjoKT0jxLfWJY4kTOXTIQog0Go4vHjx5gzZ06xy1JSoG5Z\nXaVKFWRlZfEmpGXKlCm2zZS//vqLN2Hz9fUFwA+AZowde5lMBldXV61cgExOVL4iO3wEmKQLoLI0\n0KwI7cru5EvYvm0z+vXrp7Xe/fv3gxCCXbt2GSz7tGnTMHToUN4kc+fOnfj8889Rvnx5g8u1wgpz\nglKK3r17C8aa9PR0XLhwQcCbu2LFCvz000+8vKSkJPj4+AgURTExMYiKirLI76Wl48yZMwIlCZus\nG8mWCS8vL+7bacmIiYlBw4YNzS0GgHxFBSGEU8wZAkqpxiB9p06d4nFlA8r4Cf379xeMeWvWrBFY\nsEokkiIFyVRVltnZ2aFatWoQiUR4+PAh77yePXvqNcdiuWR1MYZQ5PhB8qoTJNGNNaTmkKUsM/pc\n8+OPPwYhREDJ8l8BpRSffvop17cPHDiAL774gvv9xx9/mLT+d+/eoVevXhCLxTy6ECcnJ72tU9Vp\ntqKiogyS6cGDB1wZQ4YMKfR8ljqDTWPGjIGDgwOePXsGaW4amABXSG800bw2uN0KNP2O1rJpbjTS\nnuxBzSpKw6Jy5cph8eLFXF3Ozs6876yq7IQQ3pgilUo5zmhCjBOk0dSgr/eCud0SNC9/zkYZKeir\n7aAZQroO9Tmctt/GHkcoI4H0tSekcT1BmSyNdbPvGRsom6V569GjB88av6hg6z1x4oTRyiwqVN+R\nbNlUZMm+NLdIWqFKiffxxx8XeG5ICEd3ZtHKTEtNlqw/NQasyu5iABtptmbNmuYWhUNYWBgIIejY\nsWOx161JkREfH2/Uj8yHCtWATapJ3VK+OEApxfjx4zXKY8yNiwsXLqBSpUpaOTlp4nHlZDV2k5Kj\nO/CTfOvux1OV/8ds4k1sY25MQa1atXDixAkcOXIEYWFhgnIfPnxosJJIKpWicuXKAt5hVtldunRp\ng8q1wgpjITU11eCFxvTp04s0Xufl5eHevXsCuqUzZ87w+PcBJaWKp6cnbt26xTv33LlzGgPr+fn5\nmSXYmiVAoVCgffv23PPr0qWLuUWyogCUlE2dwMDAIntpGQOqwcRu3rzJ8zgBgICAAEHwc6lUCk9P\nT/j5+fHyjx8/jokTJwrqOHbsmGBsUygUxe6VmZubi8DAQKxfv15joO7+/fuje/fuOpfH0i4UprhU\nZJ2GJNoVssQJYGTRoIwEVJ4ERhIGJvcW5GmbIYluDCb3tt73VGC9Km72lsa/bmqobvASQrhgpQB/\nE7N9+/Ym74eqAZDHjBlTpLIGDx7MlaXvJgZrjU2IflRYcrkcLVq04K5t0qg2mjWqhNSUt2BC3bk1\nQOr1zqCyd6BZD5U0Jfc9wESM1Vqu6tijygWdmJjIa7vz589zxyil8PLy4o4NHTqUV6Zq2wYGBur+\ncMwAqshR8pWHuoNm3i/wXJaf+6OPPuLyClN+G1VWWQwkMa0hS1mmU91Vq1YFIQQPHjww2tzRw8OD\n1y+KGljWmPjqq69ACMFCn9pIl7YEpZZrDMGyARCSzzeuDkoVuBn4SYlQZlpqslT9qbFgVXYXA9jF\nuz4uh6ZG27ZtQQgxi4K5pCzwLBlHjhzhnuN3331nVlnS09N5EcdNEZHd3d0d06dP13hMydW9Whk8\nJsAVzJ02YJ7/CJryD5j7/d9bbbTkKbtznq1H586dcWpDS4QfaYaqVSoKFs5Fga+vL5ydnQWug6dO\nnULTpk0hEoms1pZWmBWEELi5uWk8tnHjRgFPtyouX75s0u+ZLt+Id+/eabQY27Jli4Dq6fz58xg4\ncKDg3FmzZuHUKX6Anri4OJw5c0YQBNRSuBd1waNHjwT3ZYXloaTMhTp06IANGzYYrbxXr14JvDri\n4+OxcuVKAf/2qlWrsGTJEty4cYN7Xn5+fhg/fjweP37MOzcsLAwBAQG8PEqpRdEHqiI3N9egcfTm\nzZtwcHDQy9reyckJjo6OWo9TKoUseREk0Y0hS54PSjWPd5QykEQ3hzxjv95yF4azZ8+WmHfCWPj5\n55+5e1anvGCRmprKU5wZc67KgmEYVKlShatjwIABEIvF8PDwEHhr6QNV2qElS5bodM23336rVQlM\nFbmgea9AC+Hcvh1wCysmVoHsptKS+/XZxpA/ng3mXu98L8+0mwCQH9Mn8BONZc2bN09g0LN+/Xre\nOT/99BN3rE6dOjwPivDwcN61qoH3ZDIZNm7cyI1RNOEWmLtLQaVKQwAqzwWNuwL65HfQ2AugCu3z\nMlOD5r4E82Cg0sI7+ZLW81h+7l9//RVAPj83G+uF5cwWiUQmk1WevhuS6OZIeK3sf6o0XKZWvJ84\ncYIr87fffrPIMY0QgnbtHZAudYaceWBucQoE65V06ZLmPsfQBPgH1ioRykxLTZaqPzUWrMruYkCD\nBg1ACCnShMHYMOfga4kDf0kEpdSiAjNFREQgNDTUJGVHRkaiVKlSAldeVVBZGmhmKKgifwedvtom\ndFeMGAeqULoZM/fcwdz5CJ+6Ncfvv/9uNHkHDBgAHx8fQf6TJ0+4qNivX782Wn1WWKEvChqHly0r\n2E09Ly8P7u7uphINn332GQghRg/epI6MjAzBdzkmJgZ79uwRKLvnz5+PrVu38vIiIyPh5eUleJev\nXLmC69ev8/JkMhmio6ML3ESw4r8FS58L5eTkICgoiBdQOSkpSaBQBpQKjnPnzvHyAgMD4enpKfDg\n2LZtG06ePMnLy8jIQEBAgEYKkMzMzBJjAakPKKVYtmyZTudmZmbi22+/Re3atSEWizFw4ECdefgn\nTpwIQpTB+zTLIYMscQIk0S2gyDxa6OaANGE0pK/76lS3vihbtiynJPqQoWqxSAgReC5pgqenJwgx\nbvBHQMkBryoL+40KCwtDvXr14OjoKPBS1AdyuRxffvllocZVlFLOypYQYZwJGrcbzO0W+XP5mPWg\nr38D83iKMpBizEZQWSooIwPzdA7k/7pixaRa8OhcBtu8qyHHzxVMYLt8ZXfGXVBpMucFSrMjBfLU\nrVuXk+fly5cCCkdVzu2kpCTesTNnzvDKGzp0KHfs66+/Ft7/mxtgTrop00UPMMGLwZzqpPx9pqvy\n77UxoGmG0zcVFZSRKikj7/XSeo46P/e0adNACME///wDIN9KfsaMGSaUUwLJqy4I+vt/ICSfajMk\nJASEEAwfPhwA36PEGIiPjxf03zJlyhS4mWUOiMViODiIkJLTABFPlppbHK1QDWCsDQxNtSq7i6pk\ntVD9qbFgVXYXAyxtQfPs2TMQwncxKk5Y2vOwomTgxx9/RLNmzQQL54JAKSNUdmcrJ9xUlsblzZwx\nFePHjzeKnElJSbCzs9NodSqXy2FnZ4fKlSvjzh3t/IBWWGFqsG6W6u79umLOnDk6LdANwZo1a0AI\nEVASWCLkcrnAgyMoKAg3b97k5SUnJ2PatGmCBf/OnTsxcyY/8BNLvaCuMPf19cWkSZMEMqxevVrQ\nFlFRUTh27JjAIj0yMpLjqmShUCggkUgs1gL2Q4W2uZBEIsGrV68E3j/379/Hgwd8K6yUlBRs27YN\nCQkJvPw//vgD69at4+VlZWWhf//+AmX14cOH8e233/LycnNzUatWLZQuXZpnfXz37l2sXbtW0Fee\nPn1qsmBrycnJcHV1hb+/v0nKt3Tk5eXB2dkZ1atXx5IlSwRtXRBUFXCaQJkcyN7OUAZ1y/1XpzLl\n73ZAEtNWZxn0AUv7qKp0/dCg6qVgZ2cn2FgtTuzZs4eTRROtD8MwmDBhAhwcHDTS6RgLbJBANgK6\neC8AACAASURBVKmPfVTyJl9JHX8IzLN5+Z6cEWPBPJ2j/P1oPJjYLWBut8C4AUoFWLly5dCtWze0\ndnXC7QOfKoNTBriCCfoUTMx6MHfaCCzFVQNjEkJ4bSSVSlG9enXu2OrVq3nXrlq1ijtWvXp13rWP\nHj0SvI809y2Yuz75iu6wTWAuDwRzoS/o499As5RBeGnqQ2X+STcwfuNAM2OU+ZSCvvEH82A9aMZL\no7RHQaCp195vEEwBTTgiOK7Ncpr9ZrBzT1P2JwBQZB6DJLox2rVx4OZoQ4YMASGEM8xirbB/+OGH\nItenqpg9e/Ysl6/aj9Q9msyBvXv3cvJcD6iF3w5WNblhiaFYu3YtCCGYNWuW1nMolcE/kAvGbtHK\nTEtNlqo/NRasym4TQ5ddqeIG6xJy/37BvFumgvrzOH/+vMk/elaUfCgUCvTq1QteXl56RRZnUv3B\n3G4F5m4XpSX3+6jrzJuDyglb8iV8+eWX6Nq1K1avXo309PQiybl582atXLkJCQkghGDQoEEYOXJk\nkeqxwoqigLVAqVKlisHXDxo0yMhSKREZGQlCCL766iuTlF9SIZfLNXI/hoWFCbgmX758iUOHDgnG\nyu3btwsscB8+fIghQ4YIPIWWLl0q4EWPi4uDp6enIIjf0aNHsWnTJl6eVCqFj4+PwCPH399f4AYO\nKJUE6orY0NBQ+Pj4CJSr27dvx8WLF3l5L168gI+Pj8CC9dChQzh27BgvLzk5GT4+PoiNjeXlnz17\nFnv27CnSfXz33Xe8Z0wpxfnz5+Hp6clrD3YuxLp7s4iIiMCUKVMEC1BfX1+BK29mZib+/vtvwXcr\nOTm5SJ5f3t7eKF++PBo0aFBocChLgjkVh6aCj48PCDEs0N+iRYtACEFQUJDgGJN3F5K4bpDEtIQi\n+7LOZcozDih5u6Uv9JZHF+zYsQOEEFSuXNkk5ZsTqjzWa9euNZsclFIuKCghRLCxqn5u37594eTk\nZJINLZbmghCCXr00WwxTSvmB5vNeg+bFgiryKV2YJzPBBHcCE9QBTPhX8J49Hfb29rCzs4NCoUBY\nWBjs7Ozw64YJYAKagYn4RklhEsr3UgsODubk6dtXuweDelBoVa71lJQU3jFtgYjpq7/BnPoMzLme\noE/2g765ASrXvslDGTlo3D9gLg0Ac3kgaPRZMAHe7xXl7ZTlMIUHoS0KKGVA3/wOJqTb+82Hw6Cp\n10DjD4IqsgRr/MJ+m05OBe5droez+2tprdvNzQ2EECQmKteFT58+5fGu64PWrVvzrMYB4Ouvv+b1\nA3PrgjIyMjg5srOzERgyBi/j60EsthwdlSpYWQujEbwR2KxEKDMtNVmi/tSYsCq7TQx/f38QQoxm\nNWoMmHvAVa9/7dq1JrMIsuLDQmpqKpydnfHTTz/pfA3z9Hswd9qCeTBYadHxaCKYd4G8iXPkowh4\ne3tjxtft0bBB7SIpCT755BPs3btX47EFCxagb9++iIuLQ5kyZfDvv7pZUllhhSlQ1G/B1KlTTfK9\nZTeJy5UrZ/SyteHff//FsGHDMGDAABw9WrgrvxV8JCcnC6yWFAoFQkNDBUrb+Ph4Hm8pi7CwMG7R\nySIlJQWhoaGC9oiMjERcXBwvLyMjA6GhoQKF5/PnzwWKwry8PISGhgo2D2JjYzUGKNTnPtLT03mc\nrSyNBCEE1apVw2+//Qa5XG72uZg25ObmwsHBAb/++ivGjRuHFi1amFukAsEwDHx9fdGmTRuIRCKd\nqUEsHX5+fmjQoAFq1qwJW1tbg+YLMTExPCtDForMvyCJaQlp/AgwMv2sQSmVQhLbHvJU0ylr2XdD\nG09rScPbt295Cq+YmBiLkUUXb0mFQoGPPvoIdevWNarFvSq/sbonijo4i+wAVzBhQ0Df8hXI9N1t\n3rw++95YEEIgFovx5ZdfIjo6GhcuXID3iMpKJW3CUTDBn4F5kk+nsWnTJk6e3bt3Fyq/TCZDnTp1\nuGtWrFjBO75u3TrumDp1CU19COavT8EELQSV6kdzSjNegrk6UqnkvvAF6OtroJF7wJx0A00oPHhs\nUlISzpw5g+joaL3q5cnASMFEfqdGE/kNxGLC0UJq4ucuzu/eUI+yyo05yUONdav/TklJMXgTysnJ\nCeXLl+d+X758mSufYRj07NkThBAMGTLEwLspOlh5/vjjDwCAnAlButQZ7Ts6WNxGMbvp5OLiUui5\nN4M+LxHKTEtNlqg/NSasym4To1+/fiCECALpmAuxsbEghOgV2MbYqFmzpkUu8KwoGQgLC0PZsmUL\nXQQxmQ/ABHUW0pgEuIIJ/yr//6AOyvMjJ4GJnIRxg5sJuPb0QdOmTXHhwgVBfmZmJipUqMC5Yq9a\ntQqtW7cuUYHvrPiwMGzYMIFCQS6X67zZExMTw7NiMSaKc0GUnJyMbt26IS0tDXl5eVizZg3c3d1x\n7tw5i4q1YUXJxNOnT3nB39TTuXPnLGpzxdvbG1WrVoVcLkfZsmWxZcsWc4ukFS9fvkSNGjVgb28P\nLy8vbN68GWKxGFeuXDG3aDrh7du3WoNVt2vXDi4uLvj++++NZhBC5YlKGpLoxpAlzQNlDFNcypJ/\nhCSuu8n6rSr9ij6efJYI1SB1n3/+uVnfdV9fX04WDw8Pva7NyclBrVq10LNnT6PIMmvWLE4WXSiK\naNJZwVye0vx3h1IK+va0Moji++NTRzRBrVq10LBhQ4hEIpw6dQp7dq5H0G/1lefcH8BRmHz+Oacw\nQ1hYmF73cv78ed6YrjqHSk1Nhb29PaZMmZIvq0IK5u+hYK6O1BoMVhdQeU5+cMvMGDB+45QK78d8\nzvuYmBgcOnQI48ePR6NGjTg5v/vuO4PrBt4/89yXyqCh726DCWgK+jq/bnV+7uzsbBBC4OzsXKR6\ndUV09AtIXnWDLGkOXr9+DUIIOnbsyB031TxTNagsawRg7g1uNnCok5MTlzd+/Dg8iqqLY39Z3oY2\n+6zUjRo0ISTk3xKhzLTUZIn6U2PCquw2MSzNcqdv374ghGgMMFRcYIOPfah8fFaYHqtWrSrQvRAA\nmDutNSu62fR8AZigjqDvObyZyElgwkZgwtcDsWrVKoNlmzdvHmrVqiWwwtq4cSPat2/PTUwlEgka\nN26M5cuXG1yXFZYPNgCOvoun4kBycjIIIXB0dOTyLl++rJcl58SJE03ioWCqbyelFOnp6Xj27Blu\n3ryJmTNn4osvvhBwIb99+xabNm3CkCFD4O7ujnnz5uHYsWMICAjQyKfM4vnz53j50vS8mVaUTGRm\nZmL58uVaFd+9evVCcHCw2eRjrbo3bdqE3r17w8nJiWelXhAopUhMTERaWlqxKCijoqLg4OCA7t27\n8+aTM2fOhEgkgq2tLcRiMQghJqNcKiqmTZum0boyLCwMhBg3ICcjiYAktj0k0U0hezuzSEo2Ji8Y\nkujGUORcNZp86pg/f75AOVWSoFAoULs2xyUroI8qbgwYMICTRT1ArK7w8/ODvb19kd5vSikaN27M\nyaIeQ6LAa1P+Vs7fQ/uBeXcLlCrloBl3wdzrBZobDZp+h5vn593uCLFYjHv37qFq1apYsWIFgoKC\n0KtXD7RuUh4pyW+Rm5vLG4M1UYXpArlczlMkL126VGmBfWUEmH+ng7m3AkzETqWiO3wLmL8+BU1/\nZlBd2kCpAkzYFihOumHztPYYPvAL1KhRg5PJ1taW939BXMiGgIleo3z2T2eDMhJOycQG8d69ezcI\nIbw4EKaGPP03SKKb4/e9q0EI4WhKAgMDQQgxOqWkKn3toUOHuHx7e3sQQjBnzhyj1qcrWJkkEgkA\n4MmTJyCE4MfFFZAubQVKcwspofigSreiC0qKMtNSkyXqT42JktI/SkRj+fn5CYLOWYqy++nTp7xd\na3Ni7NixFmXtboVxsGzZMpQuXbpA7j9jITw8HGXKlCnQ7YrJjuQrt1WisHOTMRULG5Z/LuCIJ8aM\nGWOwbJRS/PLLL3B0dMT69etBKYVUKkWdOnXw119/8c4NDQ1F+fLltdKeWFHyIZVKLWLc1QZ12UaM\nGKHXhmhGRga6deuG1NRUo8pVunRpTrY+ffpgx44d3ILJUDx8+BCfffYZRo4ciVmzZmHlypVcoKKC\nwDAMHjx4gAMHDuDnn3/GpEmTMGDAAPTr1w8eHh7w9PSEp6cnvvjiC4waNQpubm64dOkSLl26hNxc\ny1lAWGF5iI+Px7Rp07Qqv0eNGmUQV7Oh8Pf3h0gkQuXKlVGpUiU8f/4cgFJJf+vWLRw9ehQbNmzA\n3LlzMXr0aHzxxRdo37496tWrBzs7O57sZcuWRffu3bF//37OQ2Lfvn2clXu1atWwb98+g+RkGAbO\nzs7o2rWrwFKWUopHjx4hPDwcT58+xa1bt2Bra4tffvmlaA/HBIiKikJ2drYgXy6Xo0qVKhg3blyR\n66BUAUXGIUhi2kD6ZjCoouhjNaUU0oTRkL4ZXOSyCgLbl0raIpzdrGCTOT2EMjMzebLoE+BUHTKZ\nDDY2Nhrpm3SBumLZEOoEmvI3mLufK+fxL1eAKrLAhPR4H6BSGWiXeblS+TvqJ3Tq1AmtW7eGSCTi\n4ubUrFkTzZo1wyeffMLJ0qpVK6NY3bP0FV93qwzZiU/BnOoE5sIXYM71VNKO3JyitL5+erDIdQFK\nSq7t27dz9yEWE2wZVxfy423BnHTDk20tsHlcXXRvVQ4iUf6zt7W11YsSUhdQqgATu1lpdf9mv+B4\ny5YtQQgRxNUwJSiTBUlsO+QlLsKuXbu4/IEDB4IQYnBf1oaOHTuCEILu3btzed9///37thEbtS59\n4O7uzumoVBXyYQ/PI13qDKlCSHdlLvTu3RuEEJ29rEuKMtNSk7n1p6ZGSekfFt9Yc+bMESgNNLnM\nmAOqkaHZBYY5wVo1nTt3DpGRkWaVxQrjQC6XQyQSwd3dHZ07dzZ5fZRS1KhRo0DXR5pwRE25Pff9\nZHhivgtkbnT++XmxYF6uwLkTO9CuXbsiyxgUFIR69eqhY8eOGD58OBo3bqyRssTPzw+Ojo6CYGtW\nfDhwcXEpkjWVKcEG0GE3YuLi4kAIQa1atQq5Mh8hISEYOnSoUd2zjx8/rlUByKZGjRrB29sbN27c\nKJQOKDAwEL169UJSUpLRZNSGBw8eYOvWrdiwYQN69Ogh4IC2wgptiIyMxJAhQ7T2+blz5/ICoRkb\nlFI0aNAAhBC0bt0aN27cQPPmzSEWi2Fvb48KFSqgVq1acHV1Rfv27eHu7o7Ro0fDx8cHAQEByMnJ\nQWZmJl69eoUjR46gd+/eKFeuHEQiUYHvsr7GDxERESCE6OxFsWvXLtja2gqCjFoy/vnnH4jFYowf\nP95ga1MqewVpwlhIoptAlrwAlDGsHE1QZB6FJLqpUctUx/Pnzy16s1gTZs6cycns7e1tVlnYuFHs\n+2yMb3SZMmVw+bLuAU1ZREVFcbIUdV1MKQWN261GT/il8m/eG9CUK2DeB2pkqTTY8YIQJZWDqtW9\nMXn+qTQdiluzwZx0gzRwMahC6XVCM168DyTpBibE8PpSU1OxdOlSzlJYU5o/fz62rZqHYZ0qYvek\neni+vSWYk26I2NwcfdqUByFKHu1t27YZ67Z5YJ4vBBP0qbItpPlzLpbatbghf7cTkujmvPgEBY0r\nhuomVCmLWAQEBHB52jwCixusl8fAgQMBAFkyL2TLikZpYyyoKuJ1RUlRZlpqsiq7LSNZdGN98cUX\n3IupupCeN28eCNEehdnUkMlkcHR05GTr0aMHCCG4etV0boe64OjRoyBE6cbUp08fs8pihXEQHx8P\nQpQut5UrVy6WOkeNGoWFCxdqPc7c683n9nvzOyhlOKsDJsAVTPRqwXXh4eEoV66cURYFqamp2LFj\nB8aMGaMxSBSLPXv2oHHjxkWuzwrLhKpllaUhPT1dIJshsu7evRuDBw82yff39evX2LlzJ9zd3QtV\ngLNpwIAB2LdvH5KSknDt2jX069dPp0BcppC9d+/eJZ531grz4MaNGxz1m3qys7NDkyZNUKVKFVSr\nVg1HjhwxSp0PHjxQsRIUY9CgQXj06JHB5b148YIrz8HBAXZ2dpg0aRJSUlJ482d9LNgppXBzc0PV\nqlWRmJiIN2/eoHv37rC3t0f58uWxatUqwTvn5eWFypUra7SkLi48efIEIpEIzZo1w+TJk+Hv71+g\ndevp06e5AJX6WmEqcq5CEvsJJK86g8m9VVTRBWCkkcrgb3mFe8cUBYMHDwYhxCCPu+DgYHh6eiI+\nPt4EkvGh6npPCDH7xsqUKVM4WXbu3Gm0cqtXr46tW7fqdc2FCxc4WZYuXWoUOSgj4/FzMwGuYO52\nAfNgkHLOn3pNeR6lKFeuHAghWL16tWAcvXHjhnHkeX0VzO25YE53AXO6C+hrP/5xqgBzdynokwN6\nUQjFxMTw2lI9VapUieNjVr0fNqiojY0NCCH4rFlZ/L24MZiTbpg/UEltcvjwYaPcuzqoNAVMYFsw\nIT3BBDQ1SR16ycPkQRLXHdKEMdza7siRI1i9WrgGBIA+ffrovQZkN1IIybdcz8rK4vKePn1atJsw\nElQUf1yeRLEb6dJmoNT8QSo3b94MQggmTZqk8zUlRZlpqcmq7LaMZLGNxQZbJIQI3JXZfHMEoFNd\nrBCi5GiyFGXL3bt3QQjBlClTkJiYaG5xNCI3NxfDhw+3uqDriHv37qFy5cqIjY2FWCwulj5/4MCB\nAi2wmYDmfGV3ehAAgMYf5kUOV4dEIoFYLNYpKIaxEBMTA5FIZA1W+QGDjZewYcMGc4siAPttYCf3\nXl5eIIToTUkUGxuLiRMnwtvbu1j6slQqxZUrVzBt2jTUrVtXJyV4ixYtsHDhQgQHBxebAnr9+vX4\n448/iqUuKz5cyOVyjBgxAmXKlNHYtx0cHHD48GG9372kpCScOnUK8+bNQ9++fdGkSROIRCL8/fff\nRvGEYOU7efIkKKU4evQoF1Ry9OjRWLNmjUHz09TUVFSsWBHt2rWDjY0NWv2fvasMj+LqwiebhADB\nXUpxp0hxKDS4tbgUKy1aXEqBtrgV9wCF4nxICVakFNcQNAEChCAhQCAJ8WyyOvf9fkxnMpvsJiuz\nwvfxPs99ILMz956xO/eee877fvYZzp49i2XLlsHb2xv58+c3yKbRarUoW7YsypQpk4F26f79+/jk\nk0/srqHx8OFDEBFq166NKlWqIFu2bFAoFChVqhR69+6NGzduZDhGGum2atUqs9rRJe6AOqwiNO++\nB9PbZ5GP0zzjnd2p8vGKG4P0/F++fJnl/nfu3EHlypUN3g17OfUEHDlyRGyrTJkyTh3LSed7li4i\nmYM6depYRK8zffp00ZashOUtBfd4FLi7X4Gp34IlPwBThYPFXwGLOgSmS6OOGTlyJIgI+fLlM7g2\nxvjyBbx8+RL9+vUDEaFDhw4m92OMA/dwY1rU9pm+YCrrBWXv3r2baXZPlSpVsHPnzgxaCkLQkbQf\n9ff3z3D8rN7FwfnVxe7xZXHu+D6r7cwK3LOZ4G63AlO7xjxfn3Lu3/7qcpb7RkZGWuTsFrR50o+b\nhW2uQqEl7UulzncdF4gETVnouKBMjnYMBPvM1QoBPhxnpquWj85u1ygud7OkHRtRmlo4YwwDBgzA\ngwcPnOZcFkRdiAg///wzACAuLg5EhkJkzoJgiytHdT958gREPIfbR2QOlUqFjh07on379qLSdkyM\n9QM9c7Fv3z5UqWI6YoB7MsnQ2a1XgrvfjxemfLWO3/54jNFjK1SogNOnT9vL9AzQ6XQoUaKE0wWM\nPsJ+kCqxy0n3IQeEqKHdu3dj37594verQIECVtW3Y8cO9O7d26kRlC9evMCqVatECpmsipeXF/r0\n6YM9e/bIziepVqvRokULp/K2/r/if2kBMTIyEkQk8mO7u7uja9euyJMnj9FnukGDBplm8oWFhaFt\n27ZQKBTIlSsXypcvjzZt2mDSpEnw8/OTZTEoKirK6FiYMYbdu3ejWrVqYuShYHPHjh0xYMAAjBs3\nDnPnzsXvv/+OI0eOICAgALdv38aECRNQtmxZuLm5IV++fLh+/TqyZ88OHx8fcZFapVKhV69eGTLN\nlEqlKI6XK1cufPbZZxg8eLB4DXv27GnzOWeFsWPHIlu2bPjkk09w+fJlLF26FDNnzkT9+vWhUCgw\nfPjwDN8IIbrZzc0NefPmRfv27bFnzx7jfN+xS6AOqwhd7AK7nodeeRzqsIpgevvR6ggQxORMzamC\ngoJQvXr1DO9AixYtMnVo2grGGJo0aSK2Zy0HvVyQBjrlz5/fLv1fz5490axZM7P2rVu3rlmOZWvA\nGOPH8Xc6gIs+DqY1zUUvcHWnL1L+cq1Wi3Xr1hmlB+natatxG2LugTv/Hc/B/fgPsJRIMK354x7G\nGE6fPo0vv/zS5NikWbNmOHXqlFnjxs6dO4PIkD7nu+++M+hjiQjfNM2P6G21oD3YGFywL5guxWyb\nzT636GP/0kVmvUDlCDDGoHnbB5qIbrKPwfPmzQsiwsiRI8VtQtBIjRo1ZG3LFgh84sOHG1KWMKZC\ngqYcNPr9TrKMR2BgIIgIpUqVsui4D8WZ6arlo7PbNYpL3SzBoUdEqFSpkrhdKkQ2duxYEBHy5Mlj\nV1ukUKlUBh8zqejC4MGDQWQ+2b+9QcTzrboCkpOTceDAgQzbhevoiNR3xhiCgoIwc+ZMNG7c2Onp\njwJ0Oh32799vMsJdqVSiVatWaNKkCRISEsAYg5eXl93Stfz9/TFz5kwAvIDFwoULM92fC1+T5vB+\nPMYw3fFaZXAvjUfZdu7cGdOnT8/SnkmTJuHevXuWn4gRzJ07F23btrX6+NDQUAwaNMhlHKmLFy/O\nIMjpLMTFxaFTp05QqVROtWPcuHHiBPzKlStOtQXgOTSnT58uigYRERYsWIDY2FiLFmsZY0hNTUVU\nVBSeP3+OoKAgrFq1Ck2bNsXevXuxZcsWrF69GvPnz8fUqVMxevRofPvtt+jWrRvatGmDRo0aoXr1\n6ihdujQKFCggW5pzSkoKWrVqZeC0S01NxfHjxzFs2DAULlzYLEe4HN/NgIAAtGrVyqYou/Pnz2PG\njBku48C9fPmy2UKm9kZ0dDQ6dOiAZ8+eGWwXnMOOAmMMly9fRp8+fbB+/XrZ6/b09IS/vz+OHj2K\nnTt3iv39mjVrkCdPHoMoyvRF4MV++vQpWrZsCYVCgdq1axuNJpYLv//+e5aRbSqVCgMHDhSd3W3b\ntjXoEwoXLozcuXMjW7ZscHd3R7ly5TBx4kSEhoaKddy7dw+1atWCQqFAt27dEBkZiTp16pjUEImO\njoafnx+GDRuGChUqoH79+mjUqBE6d+4s+zUwBqVSierVq6NJkyYG45jTp0/D3d0dy5YtM9hfGq27\nefNmtGjRArly5YKbmxtKly6N4cOHY/7cSXgWUJ93dCdssto2tVqNCxcuYPr06WjSpAl8fX2N7qeL\nXQT1Kx+r27EUNWvWBBFh8eLFAHje9lq1ahl1DjpC1DV90JMj9CAyg5QvWG7hQSlmzZqFMmXKZLmf\n9NrIPfZi2lhwz+cYjuf9a4DpjTttw8LCRFtq1aqF/Pnzg4jg6+sLHx8fo/1lvXr1MqU4YW8vg/Or\nB+7MN2DvzaPyYcoY6J9dwt7fl5nsp3v06IHbt29bd10kkbvC4npUVBRy5cqVoZ08ORV4f3E29Iea\nIH5vU7wJ2CLr/IHpU8HdbALu2UyLjgsODraKE94ccKkBUIdVhF5pfjDTwYMHM81Cnz17dobx8sGD\nB8Vtcl7TyMhInDhxwqpjpfz9xpCkaYlUXdbzXil++eUXWecyn376KYjMy+CR4kNxZrpq+ejsdo3i\nMjdLmiYkjQCJj48Xtzdq1EhUnHYUX7c0VSlv3rwZRBDGjBljtuPCEShfvjy2b9/ubDMAAAqFwugH\n6dChQyAi1KxZU7a2dDodzp8/jzFjxqBEiRImBztLly6VrU1bIEQTBQVlTG1ijKFly5Zo0qSJKJ4U\nGhqKbNmy2U1AS7g+4eHh8PT0RERERKb7M30KuAf9Mzq5peVOW3DPZoOp0mhLrl27hly5cmH16tVQ\nq9VG6xZ4SDt27CjLuUVGRsLLy8sqbtT379/bZWBlLZo1awYichh/e2a4f/++eG2MPceOxO3bt0Vb\nihcv7rB2GWMICAjA8OHD4eHhYZaD19lFDixbtgx//vmn2fuHhIRg8eLFYvSLUL744gtZ7AkPD0fr\n1q0toofR6XTi4rlQHJE5kxUEXsVcuXI51Y6YmBgDobH0XLLC9sDAQLu0HxISgnHjxmWInJPzOZai\nVKlSRh1Z5cqVw9ChQ8W/GWMIDw/H0KFDRVsWLVqEZs2aQaFQoF69eg6Z2Pz6668gokw1KwDg8OHD\nICJxMdtaXLlyBZUqVQIRIXfu3FlyNZ87d07cd/fu3ciWLZvDKMzGjh2L6tWri3/fvXtXvFeffvpp\nhkUtIXL53Lk0LuInT55g6tSpqFq1KlbPL4+UZxWwfEGHTMcBjDEEBwdj9erV6Ny5s1FHmDnPsebd\nIGgjzedVtRWCc7ls2bIZ7GvcuLHB4ocjIIy7+vTp49B2TaF+/fp27esEHDt2DN7e3pnuwxhD6dKl\nZcmOZYwhIiICp0+fxsqVK3H11HpwNxqBu14b3LPZ4GIvpGVwphh/Bq5cuQIiQrly5TJQmUjLb7/9\nZhZ9JdOrwB1vC+7aBLP5t5k6GeotXaD29UHKOh/sHlIN7asXwA8//CAuznBv70N3eTU0f/0EzYEf\noN7VD+rtvaDe2g3qbd2h3tFH/L9m32BoT86ALnA/WMIbMMYv6u/btw9EPGWLgDVr1hg93+joaESF\nBeHA5HLg/OriwtxKePM4a5oPc8GFrwF3vQ4YZ3weZQxff/01iOQVDZVC824gNBFdzJ4rZfUtF6K6\nBe0FaRZBVFSULDYLEBzrR44cseg46cKcqe9bqm46kjRfWlSvUKdcwpsnTpzA1KlTzd5fQ6yPxAAA\nIABJREFUz54hVTcdV290F2xxaWemqxb66Ox2ieISN0vqNJkxY4a4XbpiPGzYMLu0nRmGDRsmti9E\nPLg6QkNDXcKhK43SNwbhN0vTz5VKJfz8/NCvXz9kz549y4lEzpw5MXDgQBw5cgQpKfKnk1kDjuOy\n/MhPmDABuXPnxvbt28EYw5QpU9C7d2+72PPmzRsQEYoVK4Y5c+agU6dOZh3HtHG8KrgoYOMD7nod\no45vpk6bGJ8/fx6VKlVCsWLF4OvrmyGlWxiQyRkVN3r0aLRs2dIih7U0o2TTJuujueSCdCLqbOVx\nYdBPRLJHWVqCpKQkFCxY0OCdb9OmjV3a0ul0+Ouvv8QUyszKV199hUOHDkGj0WD79u1mO6Ld3NyQ\nO3dulChRApUrV0bdunXh4+ODr7/+Gn379sWwYcMwadIkzJo1C61bt0bPnj2xe/duHD16FOfPn8et\nW7fw+PFjvHnzBomJiXaJVFYqlWjdurVFVAznzp3DrVu3ZLdFCqVSiX79+mHdunWZvuehoaEoWrRo\nBoeOs6MHAWD58uWiTY4QfjOGuLi4DE6vixcvZtjv+fPnsjmeo6KisGDBgkwXqon4FGFTDiedTgd/\nf3+rbWjbti3at29vsC0kJEScAPfr1w/58uWDu7s7KlSogMOHDyM4OBiNGzeGQqFAo0aNMHfuXIdp\nBwj0E7169cp0v+7d+cmqXO9fSEiIyYVqAREREeI9Cw0NBWMMTZs2RfHixR2i1zJr1iwxXXvGjBmi\nLUOHDoWHhwfc3d1FQc86deqIfN/GnmWBUiQqpB+8c3pg6dKl2LNnD4YMGYIyZcqY3bcT8QEeEydO\nxPHjxzPNbFS/8oEuznHj+BYtWhjYWb9+fTFb4SMchxcvXsDNzc2m8Z1Wq8XZs2exevVqDB8+HE2b\nNs3UCS0tZ9eWAne3E5gmbdGX6RLBYs9l+k2VagMIJVeuXJkGmFy/fh2tWrXKEE3LXp/hqUuSws0+\nZ93N7VD/3g5c5ENoT/zCO619faA5NA764KP8Nl8fqHd+A+3J6dCeXwKd/+/Q3dgC3a1d0N3cDl3A\nH9Dd2gHdze3QXloJzZGJUG9syx+3viU0fqOhf3Iabm6G/YROp8tAGUWUxov8+PFjtK6ZGw9XV4d6\n3+eY2+9TvIuwfdGPKZ/wc6t486N/paKOxrKubQWXeuVfYd3MfUVLlixBaGgoOnXqBCLCd999l2Xd\n0sh6e2TSS0VwLYFA5/fLL7+Y3EfLnUaCpiz0LMzseoV3Sq6AEEvAsTdI0HyGRE0TXL3R5YNwZrpq\n+ejsdo3i9Jv1zz//iB2MNCL55s2b4nZHO2+lHwQiwtOnT8XfIiMjXYYKwxgePXqEgAD7itqYgy5d\n+A5y/37jPFVCKlLt2rWN/h4VFYVNmzahffv2Zg3SPvnkE4wfPx6XL192mVR0UxCiCbOi8zh+/DiK\nFCmCnj17olChQplyhNqC1q1bg4hw9epVlClTxuKsCaaJARc8OPMo72uVwT2fB6bmefw4jsPRo0dR\ntmxZNG7c2GDiJ5cDRYrExESULFkSW7ZsMe+cJAOr0aNHy2qLpWCMGQykHSX+ZwoTJkwQbXEm1cLo\n0aMN+gCpYrutHM6JiYnYtGkTGjVqlKVzevDgwbh69arDI/85jsOCBQvQt29fh0Ykr1+/Hnv27LHo\nGOF6WZtCbC4YY5g/fz5GjBghRgMJ8PX1zXD/Vq5c6RIZGwA/ARTscobAdEJCQgbxuTNnzmR6jOAU\n37t3r9ntpKSk4I8//kCdOnUyfbe6dOmC06dPm93fdevWDUTWC5fPmTMHRYoUMWjvxo0byJMnD9zd\n3VGzZk0sWbIE1apVE505CoUCTZs2xaNHjwDY59tlCtJvlCnBKemCraOec6mGgtSholKpULJkSTRs\n2NBqWxhjUKlUiI+PR1RUlMl66tWrhy5dusDLy0u0RaAf1Ov1uHPnDi5duoQrV66gbt268PT0FPe7\nc+cOTp8+jWnTpmFAnzqIe1QeAcdKQR1WEStmZ07PVKJECQwYMADbtm1DeLj5zjqDc+SSoQ6rBn2i\nfYUfpRDsDw4Otntbp0+ftirL7v8BOp0Obm5uNnFwmzNfEkqlSpXQtWtX/Prrr9izZw9Ut3uBezzW\n4jYFypt+/foZjFWFzFSAz9KePHlyBhvS0yFxN6eDO9UtQxuMMUydOhWDBw/GyJEjMXHiREybNg2z\nZ83E2zUdcX9Nf6xbtw5//PEHdu3ciSu7FiLij4FQ+/og6fevkfrwHzFC21wwrQr651egv38ImmNT\neAf6wdFQh5wD06eNL4TodqEY0/AKvHMDc78pAc3+z3FrSVW0rl8GcXFxFtmT/npwt1qACxlv0XHh\n4eF2G48xxkH96kto3/+c6X4BAQF49OiRwTcsK3qkKlWqgCjrxV1bUL58ebPGPQIuX75s1jefsRQk\naKpBpbdMTFOo29pvibVI0U1BoqYRGEv8YJyZrlo+Ortdozj1Zm3evFl8mS9cuCBuF2guiMgp3LRC\n22XLljWY+Eijrqytt3Xr1nKZ6dIw5zoJ+8yZMwcNGjQwa3BWs2ZNzJkzB8HBwS7jpLAUlkw+o6Ki\n0KVLF3Tq1Mlu5yvY85///AfFixfP4CQyB0z9jh943WgM7n4fPuIgYju4m03B3fziX96/z8Bdq2xw\nXEpKCnLnzo2bN28CMOTPlBtHjx5F/vz5DQbgplC8eHEQEerWrSu7HZZAmgXgSJ0CUxAcPUTOizw9\nceKEQZ+wb1+a6r2Qsl+uXDmz63v9+jXmz5+PcuXKZdr3FCtWDL/88ovVKd3mPHfW4Pbt22jZsiU2\nbNjgEKd3hw4dLOYJlQyIHGLj4cOH0alTJ0RERGQQqMqfP7/LOVsWLVok2id3em5WSEpKEjl7hXLy\n5Emzjs0qg0uv1+PYsWNZLlo3bNgQO3futIl/1tbvRnx8PLy9vTFq1KgMv3Ech2vXriFnzpxiOz4+\nPhn6Ant9u0xhzpw5YpvpxV8FwXIiwrx58xxmk9Cm9Dpev34dXbt2FSOILc3aSk1NxZQpU+Dt7W3w\n3BQpUsToAnahQoUM9ku/GPD06VMsW7YMHTt2NCqaJ5S/tpfAzZOf4sH50lCHVcRf2z+Bj48Pateu\nbTfnsC5hM9Rh1cF077LeWSY48rl19DviaEizBMwpRYoUQY0aNdCiRQv069cP2bJlsymIQKh39+7d\nCAwMtCiTgnvyI7gH/S1us3Tp0uKc5pNPPhFtaNu2rcnsh549exoEkgEAU8eDO9QYLGR7hjZ0Oh2y\nZ88ONzc3eHp6okjeHOhYszA2DawKta8P6pbJCzc3twzteHu5w13hJkvQHPf6Dk+B4usD9eZO0J5d\nCC4iCIwx9O/fX3T0Z0ald/f8HtxbUQ2pe+tgUueiqPnZZ1aPDVnUEX6ulWQZjaCUnlXucbwufj3U\nLz8D05unySUNbDSF4OBgh/QbMTExFrVz9uxZEJmnKaDUDoFSO9Aie27cuOHw/pIxDomaOlDp+Ay1\nD8WZ6aqFPjq7XaI47WadPn1afImFqBjA0KHsrAhlYXVPEGTS6/Wi6AYRHwFrKR49egQiQqtWreQ2\n1+UgLGJ8++234ra7d+9iypQpYspPVsXHxwdr1651GMejo/Dbb7+BiDB48GBnmwIg7bmsVq0aihQp\nYuA4tAZME5VGXZJ0n+f+S09pok2LZtBqtSAivHnzBkDa9Vm9erVNdhi1jTF8/vnnJkWhBAh86s6e\nkEmj8qT8o86AdBGCiKxaELEVUl0HIkL//v2NLgAJvwvPlBRBQUEYN25cllyqNWvWxKpVq2TjyFer\n1ejevbssdRmDSqXC/v370atXL3Tr1g3Hjx+3SztPnz414C+2BFu2bBGvr72zE6QZY0IxFu3tCpg/\nf75ooyOpVJRKJerVq2fo3MuC/9kYBgwYACLCpEmTcPPmTQwaNCjTd6tMmTJYunSp7IsecvTZ58+f\nh0KhMKD84DgO48ePF+uvUKFCBieNnDao1WqLnB9CFp1QBF5toXTrljFK0l746quvRAeeFDly5EC5\ncuXQokULVK5c2eLFpho1aiB//vxYu3YtoqOjkZSUhMTERIwfPx7u7u7YtWuXuK+UUqFSpUoZKFek\nCzSmSp06dXDh7J9QhdWELn49dAnboA6rCG3MLAA8FZKbm5vsi2aMMWgiukEbaV0fay0EvQlHQKAq\nMvb+a7VazJw50yX7aXMhzB9tKe/eWbfQIejdWBJUxRjDy5cvEfHqKU9FGDrN4nYFbuXw8HCTC5vF\nixfHvn37TAbtMMbAXZ8K7khzMFWs0X06dOgAhUKB4nmz4cncRlD7+uD98i8w9Avj9FcKhQIKhQJT\npkyRlT6Ji30J3Y2t0Owe8G+09xhEBV8WF0OrVauW6fFMr8HzI+PA+dXFoSnlkdNLgWbNmlm82Ms4\nLTj/GuCez7E4an3Xrl3idZLz2jBdJNRhlS3KTGnatCmICOPHG49ST0lJQc+ePaFUKuUy0yQEcXW5\ns1bV+g1I0FQDY5b1bcJcxVIucWuhZy+RoCkLLXcRwIfjzHTVYg//qSvhQ3k+nHazbt26BSI+Wk7A\niBEjxM73xYsXsrVlKQIDA0HEC2I+ePDA4ONp7UdBmJDYO43bFSBcK2GSkf4aSkuFChWwY8cOJCQk\nONlqx0A4b1ehWhHSD/v06YO2bdvaHD3ONO/TnNrJD8HdaccLVQb1SHN4Pxou7h8UFITcuXOL10O4\nPvbipN6xYwcqV65s8vovXLjQYQ65zCCdkLdr185pdgCG/Ku1atVyePscx6Fdu3aiDe7u7oiNNT4Z\nAgyjIb755pssJ5atW7fGnj177Molq9Fo7M5ZLSA+Ph7Tp09Hjx49xAVbubB48WKcPn3a6uMFx2h6\nx0p8fDyaNGmSKY9tVtBqtQZjCKH8/fffVtdpb0gjc+0lPpweqampaNKkicE1siaD7sWLF/jpp5+Q\nI0cOk+9Wjhw5MHnyZNmfw/QQ0qGzZctmc12tW7dGnTp1xL8FBy4RYf78+Zl+I4kIJUuWtKl9oa8z\n9Q1ct25dhsXgkydPGr3+jnz2pTRB6a9Rw4YNoVAokCdPHnTu3BmnTp0y+xvv5+cHDw8PkwtBP/zw\nA0qUKAG9Xm/AxX/mzBncunUrg+OUMYYjR45g9+7dRoW4T548CYVCgZinA6AObwym5xfnmT4BjEvB\nihUr4OHhgTZt2sg+RmDa11CHVYReeUrWerOC4Kx0BI4cOQIiwsiRIw22SzO27MHJ6ygY+76Zg5SU\nFJw9exbu7u5Wj8PHjRsHIsLGjRtx8uRJLF26FN999x0aNGggZkV4uBMK5cso+rtrVnFe8DA1zOJ2\nMxtftW3b1ugxjDGcP39eHHexZ3/yXN1vTNM1rl27Fm5ubvhjYBWE/9YENUp4w0ORMZqbiKeYq1at\nWpZzbsY4MK3aqmvOGIP+5XVo9g2G2tcH99f0R+1SudC8eXPzjn97BeoDjXFlQWXkzqEAEeHrr7+2\naP7DXm/g51VPJoNxWjCd+WOoKVOmmOyzbYE2ahQ0EZ3N3l+awWosSMWRkAbVyAk99/BfJ/Ili45L\nSEiwyz0yBS13DgmasuAY/238UJyZrlo+Ortdozj1ZgkvsFKpFFf2iMgmHiu5bRPK5MmTZanPnvD3\n93catYCAx48fg8hQrVqn02Hr1q04derUBx2xYSsEobr0IljOhPBc5syZUzaHBFO9NhCuZK83gkVs\nM4zuTubTfw8cOIDy5cuLH3F7vydqtRrVq1dH48aN8eTJE4Pfjh49KrZvK+ezLZCm0pkj3GJPSLkI\nbe0DrcHGjRsN+uHLl81Tszc18RowYADOnz/vkIUMTnUXusTtDk1HlyI0NBTdunXDzJkzZXPkr1q1\nyiZnNwBx0t21a1dx271796we0D969CiDAFfz5s0RGxuLrVu3OuW5NQczZ84U7TU3ylmj0Vi9EKhS\nqeDj42NwnSzN5Dlz5kymjo2BAwciICDA4RRjwgLXkCFDbK4rLCwMbm5uIkVFsWLFkDNnzix5dCMj\nI0FEosDz06dPMXHiRDFq1tyxrZDdaCwTRCqabgrOWKSVpqKbClxITk7G5s2b0bhxY2TLlg3ZsmVD\ngwYNsG7dOrx69croM6PX61GoUKFMdTMSExMziMN98sknNp3P5HE+UIdVRPzb/4AxhokTJ4oLogqF\nAhs2bLCpflPgtC94Z3fKRbvUbwpCtLUjIOXpBfj5gZTqYv78+Q6xwx7466+/QMQHj1iDLVu2oECB\nAla3n1nfLJSV44uAu1YZ93eXwbvj5TG2f1XMmtiBH5dHW7fIINT9+eef48KFC1AqlciePbu4XYiS\nffbsGXr27GlgT48ePcBiH4A71Bhc4OJM23n69ClaVM4Hta8Phn5R3Oj5ubu7w8PDA/Pmzcu40KXX\nQR8VDs2DS0g9tQXJf/yEhPk9kTC7MxIW9EKS72gkb5qE5G2/IOXPxUg9vgGqszuhDjgG3fMgMI3x\nyGvG6aF/cBTqHX2g9vVByOI20D/+G0yf9beaxQaDO/olIvZ9hezZ0hz33377rdl9OYs6nDa/Cvgc\nTGP+wnnLli1BJM9CsQC98hTUYRXBtC9N7hMREYHr16+Lf1+8eNEhfhJzIGg9mBLDtgaMMSRpvkSK\nLnM+c2P4/vvvQcQLdNsbav1uJGgqgDE+IOxDcWa6avno7HaN4tSbtW/fvgwfKldxhubOnVu06e7d\nuzbVlX5wZy+MGTPGYdFhpiA4HUJCQpxqhytCeAZs4SWVE9evXwcRL7QlN6cne7MFXFA3cA/6g7vf\n79+BWHVwgV34QfXb/4DFnoPubhdUKlcMhw8fxvnz50FE6Nu3r6y2pEdKSgomTJgAb29vrFq1ChzH\nGTjbbBEHshWvX78W7Zg2zfJ0Ujmxdu1a0RZBaEyIRLX3h1vK0UdEmDFjhkXHJyYmYs6cOaIomSPB\nuFRo3/8MdVhFqMMqQhfjOL7cDLb8G8XYokULWe7ZyJEjRX59W2wS7uu6dWmCPV9//TWIeE5tc+pY\nuXJlhvGDMYqiGTNm2IUWyRb8+uuvos2ZZSmkR548eUBEFmUJaDQatG3b1uA6SWkfLIG0T2jbti2O\nHj3qEllKY8aMARGhWbNmBoET0mIuvv/+e3h5eWH9+vXw9vaGp6enWenT6bUE0pciRYqYFJJMD2Pj\nYWlWhCPSuc1FbGysaJe5zgG9Xo8zZ86gW7duKFiwIIgIXl5eqFKlCgYNGoQDBw7gxo0baNmyJby9\nvTMdM61bt05sP2/evPDw8MDFixetPh+mj4H6VXPcOFkenTp1xKRJk+Dp6QkPDw9UqVIF3t7edlvM\n0cUugDqsGpjecYLDAFCxYkWHOpmE+5U+I8HRegVyQziP9Pz55mLkyJGoUaOGze336NEDM2fOxP79\n+xEcHGzQj3Dhq/nxeMg4PuvSvzqvrXPH+sxOY32slLbMVJk8eTL0qgRwJzqCO/+dgeijMXBRIYhZ\n0Rwnx9aCm5vxOuvWrWtAL8S0amgCz0K5dz4SFvTmHduzOyNx5VCk+C2D+tphaO5dgPraYaT+vRmp\nf/kixW8ZkndMR9KG8UhcORQJ87rzx83viRS/pdCF3Td6rRinR9KDf5B6+Eee13tXX+ifXsjyurKY\ne+AONwXn/yNWrVxucD79+vUz676wqIO8ZtK1ymCRB7LcXwpBt6BFixYWHWfSFi4V6pc1oUv43eQ+\n0dHRGDvWUAy1atWqICLMmjVLFjusxcuXL+3is0nVLUSixnKBZumY2ZbsR3Og0q9Doqae+PeH4sx0\n1fLR2e0axek3S7oa60qCg6GhoSAilC5d2ua6Dh48CCLCxIkTbTfMhWFPccEPHcKg/rPPPrOpnjt3\n7si2oFGsWDEQGee1lAuM6cHd/4YfXD8eDe7Fgn+jvTeAvf8bXNhibF6/CDVq1EDlypVB5Lg0tosX\nL6Js2bIGKf1XrlxxSNvGIGRFEBGWL1/uNDsAoFevXqItUhGuS5cuidtPnDghe7upqakoW7as2EbV\nqlXt9mzaC5p330H98jPR4a1PPuRskxATE4MePXpg7dq1Vn1nT5w4gY4dO8oWdSdNzZRG9wjbTGU0\nvH//Ho0aNTKYDBYtWjRDloYUjDGMGzcOK1eulMV2WzFt2jTRdkuz2C5cuCAee+/evUz31Wq1BhQc\nRIStW7faYrrLIiunirljr9GjR8PT0xNHjhyBQsGnlZcoUcKsCLtJkyYZtNmhQwecPHnSqkjr9evX\ni3UAQPfu3cV67Um3ZCmk6eebN2+2uh6lUokzZ85g7NixqFOnDnLlygWFQoHPP//cpEYOY0x00hIR\n2rRpg86dO9s8PtIn7Yc6rBK+7lgXZcuWhbu7O06fPo2HDx8iX758Fi+8mgumi4D6ZR1oox0/TxAE\nNx2F9O/K3LlzHda2vSB9F6zFl19+abW2h6DxkjdvXpP7MH0quDttwN1pA8b0POfzwyH8mPzVOpPH\nZQXpeQcEBGSgyRJKkyZNDL73AMAFLgZ3pBlYiukMOMYYmF4Ljd9IvFjeHnlzGorKuru7w8vLCytW\nrBAXX7mURKjO7kTi4v5ImN0FyVunQXX5AHRh98GlWOYwZJwe+uhwqK8eRNLakbyzfNVQpP69Gbrn\ngWC6jE56LuY5tMd/htrXB9pjU8GUmS9gsbeXwfnVBxfIC2lKx8GWOIC5Rz+Au14LLO6i+ecncaZO\nmTLF7OMygzZqFDRve1l0jE6nE+1wpH6JMQh2PH78WLY6tdxlJGjKQs9ZLmws+JGkWfP2gEq3FIma\npuLfH4oz01XLR2e3axSn36zhw4eDiDBu3DjZ67YVcjluhY+W3IJMroaBAweCiPDHH3842xSXg/As\nWRvxAfARyQqFAm5ubqhVqxYmTpyIY8eOWbXSGxISItpk7eSQaWLAhS0CF/g12NvdokAK08SAvT8O\n9nYH79ROeQ4ubDHv8H44QqQ2EeDv748CBQo4ZaFEShmyZcsWh7YthTQNfMeOHU6zgzEm0kyYel6v\nXbsm/v777xkjNxITEw1Eh82F1AlI9OFlhzCmBcfpxIhu9cvaUL9qAsY4XLx40ak6FLx9DMuXL8c3\n33xjUT+0Zs0aDB06VPZo0vv374v3Wojo0+v14rbt27eL+x4/fjzDxHns2LFmU3owxjB16lQsWLBA\n1nOwFD/99JPN34K///4704mYTqczcI6aek//lyCc58mTJ62OfPrxxx/h4eEBX19feHp6igvB5mYb\n9u3bF0RkUrzSUgjnJKSZE5HLLfwJmQY9e/aUve7MFglevXpl8Hyb6ptevHiBS5cs40jVxS6E+lUT\nUWxuxYoV4m/2CshhTA91eGM+Eyg+cwFte0DIhjA388BWSBc7P/RobgEC/ZAtUallypTB7NmzrTp2\n9+7dICLMmTPH5D4s8RY//k5Mm8szTgMWdQhMZz11X1aLjUJJPwdmyrfgDjYAC9luomYeujv/4SOl\nfX3gf8A3Q73NmzfHs2fPoA29BeXu2Tw9ybzuSFjQG6mntkAfm5HeU58YD83zJ1A/ugfV/TtQPbgL\n1f07UD+6h9TAm0g+ewJJx/5E8tnj0Dx/AvZvf8QYgy7sAVKP+SJx+fdpEd9/LoYu7EGGPkIf5g/1\ntu5Qb+0G7m3mmYbs2QGet/zZAdStWxdEhMGDBxucq7Q/MlqHXgXu0XBw12uCaSIz3VeK1NRUsY2d\nO3eafZwp6JOP8FQmuoy6CJlBmiHlTEjnyHKBMS0SNbWh0mV+D01BsMee+j+puulI0nYS//5QnJmu\nWj46u12jOP1mOYriwxp07twZRISzZ00LZpgDVz0/ufH/cp6WQuATtYWLD0jjBA0NDcX+/fsxYsQI\nVKxYEZ6enujbty8uX75s9mSsX79+4mTe2ogs7v434Pw/A/dwGO/IvtMO3N1O4K5VNeDnNigv5oOL\nPACmSVu1nzdvnkhhIEcmhbmQ9j0eHh6y8rNZAikP7vHjx51iAwAkJSWJdigUikydDU+ePBH3nTp1\nqsFvQlTPmDFjzGpXoK8RyocYfcppnkH9shbU4fXBqR9B+346NO8GQq/k7+fq1asNIuSdiYCAALRo\n0QI3btzIct8//vgDP/30k92cPLt27RLvu+C4fv/+vcEkNv3E9ty5c1a1xRjD3Llz8euvvzoli0wa\nzWirIPPhw4fFup4/fw6AXyhIL8i6du1aOUx3edgy9mCMYdCgQfD09MTkyZPFuipUqGDRAo+Qgi0X\nZ/a2bdsM7qWjHJHmYsiQIU4Z80mvy4ABAzLdNzg42GIKI/WrL6GNmY2TJ09mmjEiJ3SxS/gsoKR9\nYMzx91mgOXKkUPz/2nwh/XfMGuTKlctqcc7PP/8cRJlHxDLlY97ZHXXEWhONQtpPde/eHaGhoeJv\nY8eORZ48ebBw4UJs377d4NvL3ZoN7q9WYDrT2Sos4Y3o6NYF/Wkg3u7t7Y1NmzaB4zioLu5FwuzO\niFk/HpHbZ0F9/Sg4peHzzDgOqbev4/3y2Xg7ZkCm5d2kIYiaMR7vJg3h/576A+K2rkPq3QBwap5W\niTEGfWQYH/HtOxoJszsjecd06KPDDdtNiYPm8DioN7SGPiRzzRMucAm4gw3QoU4e8f2QZg0IJbPg\nHKZLBHezCbgHA0TuZXMgFWf09/c3+zijNnDJUIdVhy7B8iCi4sV5PnZnZ7gK10LOQBWldiSStdYt\nDtuLXkWKFN1EJGt7i39/KM5MVy0fnd2uUVziZvXu3RtEZDfRF2sRFRUFIp7T2FoIDqSCBQvKaFlG\npKSk2LX+rCDwr3fp0sWpdrgihI/T69evba6rVq1aGfhWQ0JCMHHiROTPnx/Vq1fHunXrjEa33bt3\nD9OnT0fDhg1FQaf27dtbLebE3esN7kF/PsUw5jS4oO78AOvhEDDVKz7yW3CEi87uheACvwIXtkis\n58svvxQdpH///bdVtlgDgSu0UaNGGD58OAYPHuywtgX8+eef4vPhTAoVaRTDV1/iCGtUAAAgAElE\nQVR9ZdYxQv8oTHAExMXFidtbt25t8nipU5OIV6F3hriaHNC8afdvRHc1MM65fbE5iIuLQ//+/TFp\n0iSTVBrBwcHo0qWL3e/J0KFDDQbw0ohvobRp00Y2R8zixYvx22+/yVKXuRg/frx4LnJxLu7Zs0es\ns0OHDhZFf/0vITExEUSE2rVrW3wsx3Ho0KEDsmfPLmamEfFCl5ZykdtjEir3MyMXpM+eozjbGWOo\nV6+e2O4///xjhza4f53O+2WvOzNoIjpDGz3JoW1K0a1bNxARIiIsi8K0BQ0aNACRfJkQzoTUAWsL\nsmXLZrUmhrntcyETwN1oAKZPtqodS9vWarUoUKAABg0aBCKCj48PAIDFBIHzqwf2LPN3TXthOdRb\nu4Fp0xzi0jkV0+uQcmQNEmZ3xvpBbY3awrQapN72R/SCqXg7ZgBi1ixE6s2r0Ea8gj72PfSJCdAn\nxkOfmABd7HtwyUmiU55xHDQvQpF07E9EL/qVd4aP+xbvF89A0omD0MfxmhuMMWhDApC05gckzO2G\n1BO/g6nSrjHTa6E9t4h32t/YJmbCpgfjdOCuTUTirtr4vFzODOfcpUsXg2+9qSAKlnAT3LWqYG8s\ny7S+e/euWHd4eHjWB2QCbeQQaN4NynQfY74LgZKHyLZsaFsRFBQEIj4YSi6o9duQoKkMxqxbFGvY\nsKFdFwKU2h+g1H4r/v2hODNdtXx0drtGcYmbJe3YXA222jVr1iwQ2TdakTGG9u3b261+cyBcJ1cS\nTnIFSCNg5cDGjRtRuHBhBAUFZfgtNTUV27ZtQ4MGDeDt7Y3OnTtj8ODBmDRpEpo1a4YcOXLgm2++\nQY0aNUSbJk6ciM6dO1tlC4u7mGmUCGM6cDFnwd1snubsvt0G3IvF4IKHglPzHH3SNG1HQTpgBIAH\nDx4ge/bsDhV43bBhg2hDVvy79sTRo0dFO5YuXWrRsSkpKeKxlStXFrdL+fuLFStmcAxjDD169DAY\nsEdGmp9u6UrgUi6B0z6H+lVzPgU9E0EeV8T58+fRunVrrFmzxiByNCAgAF9++aXD7kuRIkUyOLiJ\nCNOnT5e9LcYYvvnmG5uFp82FIJ5IREhKsj5VPD04jhOFpYSyaNGirA/8H8PWrVutnvxNnToV3t7e\nKFmypHgNrY2stMc3bO/evSAi1K9fX9Z6bcGjR49k67eFet6+zUgzIIWQ1SYUe0UgMy7lX52Fv+xS\nv9E2GYP6lQ+07+Xv68yFIH4qjci1NwTqNnMX110Zw4YNAxFh7969NtWjUCispm8zt/9hKc/4cXvs\nBavasabtf/75BwqFQuxnj+/fCO54W3AXvgfjTDv9WGoC1L+3h+7GNoPtJUqUABEhNiYGyTumI352\nF3xT6xPRjidPnkD3LgIpV88jYe8WvJs8jHdyr1sMzQvjiyucRgvu3zEQp1IhNfQFVGGvoIl4B/XL\n19Al8N9uXXQkUq6eQ9x2X7z7cSjejhuEhL1boYvk+zCm00B9xQ8JC3sjcdkg6F6kje0ZY9Dd3sXz\neP8zB0xvPIuD06bC/7cqeL2pJlhqVIZrLB1fu7m5oW/fvkYXjbhnM8DdambSsW4KAj80ESE52fpF\nEV3CJqhf1srUsduhQwejmXbSQCBnQrBBroVAHXeF5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GcZeXm64d6KauDODgBjekyYMAGe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sDBgwcPomXLlsb+7OxshISEoEmTJjh58qSeFtBaVeN3uXLlkJGRUWA91wsmTpyIsmWDMfT1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\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-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x132c50810>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# 500 MB Heights and Winds\n",
     "\n",
@@ -4016,33 +926,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.contour.QuadContourSet at 0x13101cb10>"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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RERERWUMhkoiIiIiIiIiIiIiIiKyhEElERERERERERERERETWUIgkIiIiIiIiIiIiIiIi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\nPPzMyf878Dw3CVxyMFDOszm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IKA9ShiLQpZjyLOrY5YCwNGYcgwCOi5LoHrshY2LeVWw1BVQiIi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\nxniEaRhc6PdmLZg2x6PXfWwDuKu9QJxnmIbBvnqTQ602Dy2vc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XJ9GnDF0wqr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\nkiRJkiRJkiRJavD/stpCrdK2AHEAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x12a85e8d0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Cross-section of pressure using xarray's builtin plotting\n",
     "import numpy as np\n",
@@ -4054,10 +943,10 @@
     "p = getvar(ncfile, \"pressure\")\n",
     "z = getvar(ncfile, \"z\", units=\"dm\")\n",
     "\n",
-    "pivot_point = CoordPair(z.shape[-1] / 2, z.shape[-2] / 2) \n",
+    "pivot_point = CoordPair(z.shape[-1] // 2, z.shape[-2] // 2) \n",
     "angle = 90.0\n",
     "\n",
-    "p_vert = vertcross(p, z, pivot_point=pivot_point, angle=angle, levels=[1000,850,500])\n",
+    "p_vert = vertcross(p, z, pivot_point=pivot_point, angle=angle)#, levels=[1000,850,500])\n",
     "\n",
     "fig = plt.figure(figsize=(20,8))\n",
     "ax = plt.axes([0.1,0.1,0.8,0.8])\n",
@@ -4078,7 +967,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -4100,7 +989,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -4111,119 +1000,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'ctt' (Time: 9, south_north: 96, west_east: 96)>\n",
-      "array([[[ 30.28734779,  30.25170326,  30.2116642 , ...,  30.43941689,\n",
-      "          30.35033607,  30.26937294],\n",
-      "        [ 30.32671547,  30.29772377,  30.2628727 , ...,  30.53902626,\n",
-      "          30.44616127,  30.35714149],\n",
-      "        [ 30.35683632,  30.3349247 ,  30.30584145, ...,  30.63564491,\n",
-      "          30.53905678,  30.44393349],\n",
-      "        ..., \n",
-      "        [ 31.25283241,  31.12960243,  31.00759315, ...,  27.79311562,\n",
-      "          27.66298866,  27.57006264],\n",
-      "        [ 31.27178383,  31.15249062,  31.03255653, ...,  27.8573246 ,\n",
-      "          27.73256874,  27.64241982],\n",
-      "        [ 31.2713871 ,  31.17223549,  31.05983925, ...,  27.91900063,\n",
-      "          27.80031776,  27.70995522]],\n",
-      "\n",
-      "       [[ 16.19169617,  15.99893379,  15.81915665, ...,   7.0032773 ,\n",
-      "           6.8763237 ,   6.93836355],\n",
-      "        [ 15.97773075,  15.74483204,  15.5394392 , ...,   6.78348255,\n",
-      "           6.72141266,   6.79115295],\n",
-      "        [ 15.84720802,  15.57518196,  15.20796871, ...,   6.70142746,\n",
-      "           6.64676285,   6.67825317],\n",
-      "        ..., \n",
-      "        [ 30.45623207,  30.44008827,  30.43691444, ...,  18.54486847,\n",
-      "          19.94033432,  21.34884644],\n",
-      "        [ 30.51400185,  30.49755287,  30.48867226, ...,  20.3301487 ,\n",
-      "          22.57026482,  26.5390873 ],\n",
-      "        [ 30.58187294,  30.56289101,  30.54842567, ...,  23.3081665 ,\n",
-      "          26.56359291,  26.57778358]],\n",
-      "\n",
-      "       [[ 16.208992  ,  15.94972515,  15.30677128, ...,  14.39867306,\n",
-      "          15.21979427,  15.2248764 ],\n",
-      "        [ 15.93093681,  15.10384083,  14.47981071, ...,  14.44307995,\n",
-      "          15.22070312,  15.11969757],\n",
-      "        [ 15.17186642,  14.37431622,  13.96086025, ...,  14.84709167,\n",
-      "          15.31226921,  15.0560894 ],\n",
-      "        ..., \n",
-      "        [ 30.31429482,  30.31133461,  30.30013466, ...,  20.29769707,\n",
-      "          21.1438179 ,  21.44757271],\n",
-      "        [ 30.33168983,  30.33086586,  30.32610512, ...,  21.18071175,\n",
-      "          21.65554619,  21.50787354],\n",
-      "        [ 30.29125404,  30.32061195,  30.32686806, ...,  20.91792488,\n",
-      "          21.13373375,  20.81536674]],\n",
-      "\n",
-      "       ..., \n",
-      "       [[ 28.64361   ,  28.65468788,  28.62862587, ...,   7.00876141,\n",
-      "           6.74073505,   6.70544767],\n",
-      "        [ 28.64177895,  28.63732338,  28.62298012, ...,   7.43968439,\n",
-      "           6.94054127,   7.2038517 ],\n",
-      "        [ 28.66106606,  28.66173744,  28.6413517 , ...,   9.21797752,\n",
-      "           8.2333622 ,   9.07994938],\n",
-      "        ..., \n",
-      "        [ 31.66417885,  31.67858315,  31.67806435, ...,  31.65303993,\n",
-      "          31.75106239,  31.80227089],\n",
-      "        [ 31.58568764,  31.60311317,  31.62148476, ...,  32.16616058,\n",
-      "          32.19054413,  32.21041107],\n",
-      "        [ 31.58263588,  31.6111393 ,  31.62984657, ...,  21.16931343,\n",
-      "          17.62268257,  16.70756149]],\n",
-      "\n",
-      "       [[ 28.93020058,  28.93435097,  28.8946476 , ...,  28.78508949,\n",
-      "          28.94683266,  29.12603188],\n",
-      "        [ 28.91274452,  28.88039589,  28.90099525, ...,  28.78740883,\n",
-      "          28.95098305,  29.14202309],\n",
-      "        [ 28.86281776,  28.85476112,  28.84868813, ...,  28.78795815,\n",
-      "          28.96074867,  29.15505409],\n",
-      "        ..., \n",
-      "        [ 33.25832367,  33.24514008,  33.23030853, ...,  14.0408783 ,\n",
-      "          12.95657158,  12.08239651],\n",
-      "        [ 33.27172089,  33.25063324,  33.22808075, ...,  12.5029068 ,\n",
-      "          11.96846199,  11.64200592],\n",
-      "        [ 33.28435516,  33.26958466,  33.23656464, ...,  11.6364212 ,\n",
-      "          11.47585678,  11.44334316]],\n",
-      "\n",
-      "       [[ 28.91610146,  28.90648842,  28.899683  , ...,  29.27883339,\n",
-      "          29.28582191,  29.25979042],\n",
-      "        [ 28.88836098,  28.88088417,  28.86983681, ...,  29.26934242,\n",
-      "          29.28530312,  29.27178383],\n",
-      "        [ 28.91903114,  23.74165535,  23.63720703, ...,  29.25695229,\n",
-      "          29.27611732,  29.27117348],\n",
-      "        ..., \n",
-      "        [ 31.70983315,  31.6944828 ,  31.66973305, ...,  16.75401115,\n",
-      "          18.18523979,  18.30009842],\n",
-      "        [ 31.65715981,  31.65786171,  31.64626503, ...,  16.42384148,\n",
-      "          17.80035019,  19.4046936 ],\n",
-      "        [ 31.5896244 ,  31.61464882,  31.59929848, ...,  16.28834343,\n",
-      "          17.62311363,  28.69741249]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY\n",
-      "    description: cloud top temperature\n",
-      "    units: degC\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print (p)\n",
     "#print (p.attrs[\"projection\"].shape)\n"
@@ -4231,48 +1012,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print (p.attrs[\"projection\"])\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([ 1440.], dtype=float32)"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ncfiles[2].variables[\"XTIME\"][:]\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -4283,596 +1045,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'P' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[  3.21992188e+02,   3.22617188e+02,   3.26929688e+02, ...,\n",
-      "            7.19312500e+02,   7.25351562e+02,   7.33554688e+02],\n",
-      "         [  3.22265625e+02,   3.23390625e+02,   3.25281250e+02, ...,\n",
-      "            7.28359375e+02,   7.34804688e+02,   7.40921875e+02],\n",
-      "         [  3.18671875e+02,   3.22453125e+02,   3.24421875e+02, ...,\n",
-      "            7.35289062e+02,   7.42140625e+02,   7.48593750e+02],\n",
-      "         ..., \n",
-      "         [  6.28960938e+02,   6.36382812e+02,   6.46265625e+02, ...,\n",
-      "            9.81765625e+02,   9.82148438e+02,   9.79617188e+02],\n",
-      "         [  6.30093750e+02,   6.34882812e+02,   6.39953125e+02, ...,\n",
-      "            9.78617188e+02,   9.78992188e+02,   9.79015625e+02],\n",
-      "         [  6.29757812e+02,   6.38273438e+02,   6.42812500e+02, ...,\n",
-      "            9.76695312e+02,   9.76875000e+02,   9.76453125e+02]],\n",
-      "\n",
-      "        [[  3.08257812e+02,   3.09226562e+02,   3.11296875e+02, ...,\n",
-      "            7.04007812e+02,   7.11273438e+02,   7.17632812e+02],\n",
-      "         [  3.06046875e+02,   3.07921875e+02,   3.10164062e+02, ...,\n",
-      "            7.12445312e+02,   7.18062500e+02,   7.24125000e+02],\n",
-      "         [  3.04687500e+02,   3.06718750e+02,   3.09156250e+02, ...,\n",
-      "            7.19039062e+02,   7.24851562e+02,   7.30703125e+02],\n",
-      "         ..., \n",
-      "         [  6.09250000e+02,   6.12890625e+02,   6.22476562e+02, ...,\n",
-      "            9.62203125e+02,   9.62453125e+02,   9.62023438e+02],\n",
-      "         [  6.13601562e+02,   6.18054688e+02,   6.24265625e+02, ...,\n",
-      "            9.59500000e+02,   9.59789062e+02,   9.57523438e+02],\n",
-      "         [  6.18460938e+02,   6.22523438e+02,   6.26765625e+02, ...,\n",
-      "            9.57937500e+02,   9.58320312e+02,   9.56882812e+02]],\n",
-      "\n",
-      "        [[  2.88765625e+02,   2.89546875e+02,   2.90351562e+02, ...,\n",
-      "            6.83421875e+02,   6.89242188e+02,   6.95132812e+02],\n",
-      "         [  2.86398438e+02,   2.88023438e+02,   2.89242188e+02, ...,\n",
-      "            6.90156250e+02,   6.96273438e+02,   7.03671875e+02],\n",
-      "         [  2.84679688e+02,   2.86093750e+02,   2.89281250e+02, ...,\n",
-      "            6.96875000e+02,   7.04671875e+02,   7.10679688e+02],\n",
-      "         ..., \n",
-      "         [  5.87804688e+02,   5.93078125e+02,   6.01695312e+02, ...,\n",
-      "            9.37085938e+02,   9.35570312e+02,   9.36117188e+02],\n",
-      "         [  5.92335938e+02,   5.96695312e+02,   6.01125000e+02, ...,\n",
-      "            9.34484375e+02,   9.34351562e+02,   9.33281250e+02],\n",
-      "         [  5.95960938e+02,   6.01250000e+02,   6.05390625e+02, ...,\n",
-      "            9.32875000e+02,   9.31585938e+02,   9.31148438e+02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -6.47851562e+00,  -6.46093750e+00,  -6.38476562e+00, ...,\n",
-      "            3.97558594e+00,   4.06152344e+00,   4.20507812e+00],\n",
-      "         [ -6.51269531e+00,  -6.43652344e+00,  -6.33691406e+00, ...,\n",
-      "            4.13281250e+00,   4.23535156e+00,   4.35400391e+00],\n",
-      "         [ -6.50292969e+00,  -6.39550781e+00,  -6.28417969e+00, ...,\n",
-      "            4.28320312e+00,   4.39794922e+00,   4.53173828e+00],\n",
-      "         ..., \n",
-      "         [  5.75878906e+00,   5.80761719e+00,   5.87548828e+00, ...,\n",
-      "            1.08872070e+01,   1.03876953e+01,   9.84179688e+00],\n",
-      "         [  5.94482422e+00,   6.00292969e+00,   6.06250000e+00, ...,\n",
-      "            1.14526367e+01,   1.14599609e+01,   1.14760742e+01],\n",
-      "         [  6.11718750e+00,   6.20507812e+00,   6.26220703e+00, ...,\n",
-      "            1.14140625e+01,   1.14458008e+01,   1.14589844e+01]],\n",
-      "\n",
-      "        [[ -3.59619141e+00,  -3.59667969e+00,  -3.56152344e+00, ...,\n",
-      "            2.18798828e+00,   2.26855469e+00,   2.30712891e+00],\n",
-      "         [ -3.63037109e+00,  -3.56640625e+00,  -3.52587891e+00, ...,\n",
-      "            2.28125000e+00,   2.35302734e+00,   2.42187500e+00],\n",
-      "         [ -3.61230469e+00,  -3.54980469e+00,  -3.44921875e+00, ...,\n",
-      "            2.36718750e+00,   2.44921875e+00,   2.50488281e+00],\n",
-      "         ..., \n",
-      "         [  3.19287109e+00,   3.22070312e+00,   3.25341797e+00, ...,\n",
-      "            6.44580078e+00,   6.26025391e+00,   5.94824219e+00],\n",
-      "         [  3.29882812e+00,   3.32714844e+00,   3.35742188e+00, ...,\n",
-      "            6.32080078e+00,   6.34228516e+00,   6.37255859e+00],\n",
-      "         [  3.40234375e+00,   3.42968750e+00,   3.44482422e+00, ...,\n",
-      "            6.30664062e+00,   6.34814453e+00,   6.37158203e+00]],\n",
-      "\n",
-      "        [[ -1.11816406e+00,  -1.12109375e+00,  -1.10400391e+00, ...,\n",
-      "            6.94824219e-01,   7.12402344e-01,   1.81152344e-01],\n",
-      "         [ -1.14355469e+00,  -1.12744141e+00,  -1.12011719e+00, ...,\n",
-      "            7.11914062e-01,   7.38769531e-01,   1.62109375e-01],\n",
-      "         [ -1.11279297e+00,  -1.11718750e+00,  -1.11572266e+00, ...,\n",
-      "            7.53417969e-01,   7.78320312e-01,   1.89941406e-01],\n",
-      "         ..., \n",
-      "         [  9.77539062e-01,   1.00537109e+00,   1.02099609e+00, ...,\n",
-      "            2.50537109e+00,   2.97216797e+00,   3.52734375e+00],\n",
-      "         [  1.01220703e+00,   1.04541016e+00,   1.06005859e+00, ...,\n",
-      "            2.00341797e+00,   2.00244141e+00,   2.00244141e+00],\n",
-      "         [  1.04541016e+00,   1.08154297e+00,   1.07958984e+00, ...,\n",
-      "            2.00732422e+00,   2.00732422e+00,   2.00000000e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  3.00062500e+02,   2.93976562e+02,   2.88828125e+02, ...,\n",
-      "            6.44367188e+02,   6.50953125e+02,   6.57789062e+02],\n",
-      "         [  2.88906250e+02,   2.81601562e+02,   2.73695312e+02, ...,\n",
-      "            6.30593750e+02,   6.36078125e+02,   6.49335938e+02],\n",
-      "         [  2.79781250e+02,   2.71132812e+02,   2.64257812e+02, ...,\n",
-      "            6.18593750e+02,   6.26375000e+02,   6.36960938e+02],\n",
-      "         ..., \n",
-      "         [  7.19937500e+02,   7.11921875e+02,   7.13234375e+02, ...,\n",
-      "            9.57828125e+02,   9.63929688e+02,   9.71945312e+02],\n",
-      "         [  7.33257812e+02,   7.31031250e+02,   7.31859375e+02, ...,\n",
-      "            9.66531250e+02,   9.71484375e+02,   9.76445312e+02],\n",
-      "         [  7.48914062e+02,   7.51390625e+02,   7.53640625e+02, ...,\n",
-      "            9.78265625e+02,   9.80671875e+02,   9.83320312e+02]],\n",
-      "\n",
-      "        [[  2.90585938e+02,   2.84406250e+02,   2.73734375e+02, ...,\n",
-      "            6.25304688e+02,   6.33085938e+02,   6.39867188e+02],\n",
-      "         [  2.76953125e+02,   2.64773438e+02,   2.60437500e+02, ...,\n",
-      "            6.10750000e+02,   6.17890625e+02,   6.29390625e+02],\n",
-      "         [  2.64062500e+02,   2.52226562e+02,   2.49867188e+02, ...,\n",
-      "            6.02453125e+02,   6.09257812e+02,   6.20000000e+02],\n",
-      "         ..., \n",
-      "         [  6.99218750e+02,   6.95382812e+02,   6.91398438e+02, ...,\n",
-      "            9.39351562e+02,   9.45843750e+02,   9.50812500e+02],\n",
-      "         [  7.13726562e+02,   7.10382812e+02,   7.11234375e+02, ...,\n",
-      "            9.47671875e+02,   9.51828125e+02,   9.58429688e+02],\n",
-      "         [  7.28664062e+02,   7.32109375e+02,   7.33742188e+02, ...,\n",
-      "            9.55804688e+02,   9.60335938e+02,   9.64039062e+02]],\n",
-      "\n",
-      "        [[  2.67976562e+02,   2.64312500e+02,   2.54687500e+02, ...,\n",
-      "            6.05218750e+02,   6.11484375e+02,   6.18289062e+02],\n",
-      "         [  2.53609375e+02,   2.44648438e+02,   2.38562500e+02, ...,\n",
-      "            5.90351562e+02,   5.96906250e+02,   6.10070312e+02],\n",
-      "         [  2.41773438e+02,   2.32367188e+02,   2.28070312e+02, ...,\n",
-      "            5.79398438e+02,   5.87406250e+02,   6.02343750e+02],\n",
-      "         ..., \n",
-      "         [  6.77421875e+02,   6.69445312e+02,   6.68648438e+02, ...,\n",
-      "            9.12585938e+02,   9.20031250e+02,   9.24437500e+02],\n",
-      "         [  6.91671875e+02,   6.85789062e+02,   6.86875000e+02, ...,\n",
-      "            9.19867188e+02,   9.25367188e+02,   9.31351562e+02],\n",
-      "         [  7.06250000e+02,   7.08656250e+02,   7.11601562e+02, ...,\n",
-      "            9.31679688e+02,   9.34140625e+02,   9.36757812e+02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -7.50634766e+00,  -5.77783203e+00,  -6.88183594e+00, ...,\n",
-      "            6.20019531e+00,   4.18994141e+00,   5.43652344e+00],\n",
-      "         [ -6.47949219e+00,  -7.05419922e+00,  -7.21972656e+00, ...,\n",
-      "            1.83789062e+00,   2.05029297e+00,   3.18212891e+00],\n",
-      "         [ -5.48925781e+00,  -7.26953125e+00,  -7.53125000e+00, ...,\n",
-      "            1.58105469e+00,   1.78808594e+00,   3.25292969e+00],\n",
-      "         ..., \n",
-      "         [  7.14355469e+00,   7.17041016e+00,   7.20605469e+00, ...,\n",
-      "            1.15937500e+01,   1.17919922e+01,   1.08613281e+01],\n",
-      "         [  5.55810547e+00,   7.70947266e+00,   7.68652344e+00, ...,\n",
-      "            1.18266602e+01,   1.20166016e+01,   1.13222656e+01],\n",
-      "         [  6.02539062e+00,   8.56494141e+00,   8.66357422e+00, ...,\n",
-      "            1.09716797e+01,   1.34497070e+01,   1.14897461e+01]],\n",
-      "\n",
-      "        [[ -2.12011719e+00,  -2.94091797e+00,  -3.05078125e+00, ...,\n",
-      "            3.23291016e+00,   2.24316406e+00,   1.10219727e+01],\n",
-      "         [ -3.31933594e+00,  -3.92431641e+00,  -4.01074219e+00, ...,\n",
-      "            9.68261719e-01,   1.09863281e+00,   8.31542969e+00],\n",
-      "         [ -5.25585938e+00,  -4.05371094e+00,  -4.19042969e+00, ...,\n",
-      "            8.14453125e-01,   9.33105469e-01,   3.04785156e+00],\n",
-      "         ..., \n",
-      "         [  5.27929688e+00,   3.97021484e+00,   3.97460938e+00, ...,\n",
-      "            6.39257812e+00,   6.49609375e+00,   6.36962891e+00],\n",
-      "         [  5.67382812e+00,   4.28222656e+00,   4.25244141e+00, ...,\n",
-      "            6.49902344e+00,   6.63623047e+00,   6.91845703e+00],\n",
-      "         [  5.82128906e+00,   4.72314453e+00,   4.31054688e+00, ...,\n",
-      "            6.03271484e+00,   7.15478516e+00,   6.94726562e+00]],\n",
-      "\n",
-      "        [[ -5.50781250e-01,  -1.14013672e+00,  -1.45996094e-01, ...,\n",
-      "            1.36914062e+00,   1.64550781e+00,   3.26513672e+00],\n",
-      "         [ -6.65527344e-01,  -1.27734375e+00,  -1.30322266e+00, ...,\n",
-      "            2.21191406e-01,   2.68554688e-01,   2.84179688e+00],\n",
-      "         [ -5.90820312e-01,  -1.32617188e+00,  -1.35009766e+00, ...,\n",
-      "            1.69433594e-01,   2.03125000e-01,   2.34667969e+00],\n",
-      "         ..., \n",
-      "         [  1.40869141e+00,   1.21630859e+00,   1.22509766e+00, ...,\n",
-      "            1.97216797e+00,   2.02001953e+00,   1.47216797e+00],\n",
-      "         [  1.51220703e+00,   1.32519531e+00,   1.31494141e+00, ...,\n",
-      "            2.01464844e+00,   2.06494141e+00,   1.91699219e+00],\n",
-      "         [  1.74609375e+00,   1.61230469e+00,   2.55371094e+00, ...,\n",
-      "            9.59960938e-01,   2.20800781e+00,   2.07128906e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  2.05953125e+02,   1.96359375e+02,   1.88421875e+02, ...,\n",
-      "            4.98695312e+02,   4.86757812e+02,   4.90281250e+02],\n",
-      "         [  1.96562500e+02,   1.88625000e+02,   1.80507812e+02, ...,\n",
-      "            4.93242188e+02,   4.97734375e+02,   4.97726562e+02],\n",
-      "         [  1.89414062e+02,   1.81046875e+02,   1.73007812e+02, ...,\n",
-      "            4.93242188e+02,   4.97367188e+02,   4.96664062e+02],\n",
-      "         ..., \n",
-      "         [  2.88218750e+02,   2.90273438e+02,   2.89273438e+02, ...,\n",
-      "            6.62281250e+02,   6.75570312e+02,   6.91351562e+02],\n",
-      "         [  2.94695312e+02,   2.90445312e+02,   2.91648438e+02, ...,\n",
-      "            6.77648438e+02,   6.91429688e+02,   7.03921875e+02],\n",
-      "         [  3.03750000e+02,   2.98484375e+02,   2.96156250e+02, ...,\n",
-      "            7.01007812e+02,   7.14445312e+02,   7.28179688e+02]],\n",
-      "\n",
-      "        [[  1.87351562e+02,   1.81718750e+02,   1.72367188e+02, ...,\n",
-      "            4.76328125e+02,   4.71250000e+02,   4.73585938e+02],\n",
-      "         [  1.82140625e+02,   1.72507812e+02,   1.64750000e+02, ...,\n",
-      "            4.78375000e+02,   4.81664062e+02,   4.82015625e+02],\n",
-      "         [  1.75515625e+02,   1.65570312e+02,   1.59515625e+02, ...,\n",
-      "            4.80000000e+02,   4.81304688e+02,   4.83218750e+02],\n",
-      "         ..., \n",
-      "         [  2.61648438e+02,   2.70757812e+02,   2.73054688e+02, ...,\n",
-      "            6.47515625e+02,   6.62781250e+02,   6.75476562e+02],\n",
-      "         [  2.76242188e+02,   2.76320312e+02,   2.76742188e+02, ...,\n",
-      "            6.63343750e+02,   6.76351562e+02,   6.87539062e+02],\n",
-      "         [  2.82718750e+02,   2.82414062e+02,   2.81234375e+02, ...,\n",
-      "            6.86078125e+02,   7.00648438e+02,   7.19929688e+02]],\n",
-      "\n",
-      "        [[  1.74695312e+02,   1.67117188e+02,   1.60046875e+02, ...,\n",
-      "            4.43796875e+02,   4.50742188e+02,   4.51703125e+02],\n",
-      "         [  1.68281250e+02,   1.59179688e+02,   1.51054688e+02, ...,\n",
-      "            4.56429688e+02,   4.60906250e+02,   4.60585938e+02],\n",
-      "         [  1.60492188e+02,   1.50406250e+02,   1.43039062e+02, ...,\n",
-      "            4.57382812e+02,   4.58460938e+02,   4.60601562e+02],\n",
-      "         ..., \n",
-      "         [  2.38593750e+02,   2.43273438e+02,   2.49179688e+02, ...,\n",
-      "            6.23640625e+02,   6.37648438e+02,   6.51351562e+02],\n",
-      "         [  2.57335938e+02,   2.56234375e+02,   2.55750000e+02, ...,\n",
-      "            6.37851562e+02,   6.50414062e+02,   6.62625000e+02],\n",
-      "         [  2.64601562e+02,   2.62148438e+02,   2.60250000e+02, ...,\n",
-      "            6.71554688e+02,   6.67554688e+02,   6.55210938e+02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -7.39501953e+00,  -8.26904297e+00,  -8.42724609e+00, ...,\n",
-      "            2.97656250e+00,   2.33740234e+00,   1.40966797e+00],\n",
-      "         [ -7.79443359e+00,  -8.40722656e+00,  -8.58886719e+00, ...,\n",
-      "            4.67968750e+00,   4.92871094e+00,   3.61621094e+00],\n",
-      "         [ -8.13378906e+00,  -8.55566406e+00,  -8.75732422e+00, ...,\n",
-      "            4.37744141e+00,   5.49902344e+00,   4.95947266e+00],\n",
-      "         ..., \n",
-      "         [ -4.01171875e+00,  -2.92919922e+00,  -2.56152344e+00, ...,\n",
-      "            2.18017578e+00,   2.94433594e+00,   4.12695312e+00],\n",
-      "         [ -3.28759766e+00,  -2.65917969e+00,  -2.63378906e+00, ...,\n",
-      "            3.39746094e+00,   4.33251953e+00,   5.42236328e+00],\n",
-      "         [ -2.97070312e+00,  -2.48974609e+00,  -2.52587891e+00, ...,\n",
-      "            5.48583984e+00,   5.78808594e+00,   6.48974609e+00]],\n",
-      "\n",
-      "        [[ -4.19189453e+00,  -4.58105469e+00,  -5.19873047e+00, ...,\n",
-      "            8.85253906e-01,   2.16650391e+00,   2.87841797e+00],\n",
-      "         [ -3.97070312e+00,  -4.65722656e+00,  -5.33398438e+00, ...,\n",
-      "            3.55224609e+00,   4.14111328e+00,   3.35595703e+00],\n",
-      "         [ -4.03125000e+00,  -4.73828125e+00,  -5.31640625e+00, ...,\n",
-      "            3.58251953e+00,   4.46972656e+00,   3.89404297e+00],\n",
-      "         ..., \n",
-      "         [ -1.63525391e+00,  -1.56201172e+00,  -1.54492188e+00, ...,\n",
-      "            1.58837891e+00,   1.97607422e+00,   2.70166016e+00],\n",
-      "         [ -1.55029297e+00,  -1.48095703e+00,  -1.49267578e+00, ...,\n",
-      "            2.06640625e+00,   2.75146484e+00,   3.30908203e+00],\n",
-      "         [  6.25000000e-02,  -1.40869141e+00,  -1.42968750e+00, ...,\n",
-      "            2.44921875e+00,   3.71093750e+00,   1.07763672e+00]],\n",
-      "\n",
-      "        [[ -1.70654297e+00,  -1.50683594e+00,  -2.12548828e+00, ...,\n",
-      "            1.28417969e-01,  -5.37109375e-03,  -1.32861328e+00],\n",
-      "         [ -1.97558594e+00,  -1.52929688e+00,  -2.20458984e+00, ...,\n",
-      "            9.02832031e-01,   1.22705078e+00,   9.45800781e-01],\n",
-      "         [ -2.05273438e+00,  -1.55712891e+00,  -2.11523438e+00, ...,\n",
-      "            9.91210938e-01,   1.19628906e+00,   9.15039062e-01],\n",
-      "         ..., \n",
-      "         [  7.83691406e-01,  -5.47851562e-01,  -5.36132812e-01, ...,\n",
-      "            7.10937500e-01,   8.11523438e-01,   9.74121094e-01],\n",
-      "         [  1.01806641e+00,  -5.34179688e-01,  -5.21484375e-01, ...,\n",
-      "            7.94921875e-01,   1.04785156e+00,   1.06494141e+00],\n",
-      "         [  1.62646484e+00,  -8.88183594e-01,  -5.17089844e-01, ...,\n",
-      "            2.64550781e+00,   1.52880859e+00,   1.93994141e+00]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[  2.12250000e+02,   2.13804688e+02,   1.93914062e+02, ...,\n",
-      "            4.51789062e+02,   4.60914062e+02,   4.88468750e+02],\n",
-      "         [  2.02312500e+02,   1.97078125e+02,   1.89117188e+02, ...,\n",
-      "            4.37507812e+02,   4.47328125e+02,   4.56562500e+02],\n",
-      "         [  1.88414062e+02,   1.84531250e+02,   1.79328125e+02, ...,\n",
-      "            4.19570312e+02,   4.31734375e+02,   4.35281250e+02],\n",
-      "         ..., \n",
-      "         [  3.57843750e+02,   3.55382812e+02,   3.52007812e+02, ...,\n",
-      "            5.82648438e+02,   5.88125000e+02,   5.91953125e+02],\n",
-      "         [  3.68726562e+02,   3.66054688e+02,   3.65015625e+02, ...,\n",
-      "            5.88859375e+02,   5.88968750e+02,   5.91671875e+02],\n",
-      "         [  3.78859375e+02,   3.89109375e+02,   3.90078125e+02, ...,\n",
-      "            5.85750000e+02,   5.89375000e+02,   6.01492188e+02]],\n",
-      "\n",
-      "        [[  1.98531250e+02,   1.99054688e+02,   1.79210938e+02, ...,\n",
-      "            4.36804688e+02,   4.47664062e+02,   4.68921875e+02],\n",
-      "         [  1.88570312e+02,   1.83156250e+02,   1.74773438e+02, ...,\n",
-      "            4.20375000e+02,   4.32679688e+02,   4.41015625e+02],\n",
-      "         [  1.74882812e+02,   1.70859375e+02,   1.65382812e+02, ...,\n",
-      "            4.07921875e+02,   4.14343750e+02,   4.22343750e+02],\n",
-      "         ..., \n",
-      "         [  3.47953125e+02,   3.44117188e+02,   3.42812500e+02, ...,\n",
-      "            5.66625000e+02,   5.73140625e+02,   5.76656250e+02],\n",
-      "         [  3.56859375e+02,   3.54890625e+02,   3.53710938e+02, ...,\n",
-      "            5.75156250e+02,   5.74484375e+02,   5.77687500e+02],\n",
-      "         [  3.61781250e+02,   3.69632812e+02,   3.72960938e+02, ...,\n",
-      "            5.70921875e+02,   5.83710938e+02,   5.93460938e+02]],\n",
-      "\n",
-      "        [[  1.78789062e+02,   1.82890625e+02,   1.62289062e+02, ...,\n",
-      "            4.17140625e+02,   4.26406250e+02,   4.52421875e+02],\n",
-      "         [  1.71351562e+02,   1.66085938e+02,   1.56820312e+02, ...,\n",
-      "            4.00781250e+02,   4.13882812e+02,   4.23000000e+02],\n",
-      "         [  1.57765625e+02,   1.53921875e+02,   1.47335938e+02, ...,\n",
-      "            3.86250000e+02,   3.96921875e+02,   4.02523438e+02],\n",
-      "         ..., \n",
-      "         [  3.28695312e+02,   3.27906250e+02,   3.24421875e+02, ...,\n",
-      "            5.49046875e+02,   5.52070312e+02,   5.55968750e+02],\n",
-      "         [  3.37429688e+02,   3.38398438e+02,   3.35789062e+02, ...,\n",
-      "            5.54671875e+02,   5.55703125e+02,   5.57156250e+02],\n",
-      "         [  3.41976562e+02,   3.52281250e+02,   3.53640625e+02, ...,\n",
-      "            5.53859375e+02,   5.58632812e+02,   5.66132812e+02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -9.38720703e+00,  -8.80908203e+00,  -8.95947266e+00, ...,\n",
-      "           -2.61132812e+00,  -2.82324219e+00,  -2.09082031e+00],\n",
-      "         [ -9.33496094e+00,  -8.60937500e+00,  -8.75097656e+00, ...,\n",
-      "           -2.69628906e+00,  -1.82177734e+00,  -1.54785156e+00],\n",
-      "         [ -1.23173828e+01,  -9.54296875e+00,  -8.81494141e+00, ...,\n",
-      "           -2.48828125e+00,  -1.99267578e+00,  -1.77490234e+00],\n",
-      "         ..., \n",
-      "         [ -1.14062500e+00,  -1.38134766e+00,  -1.87695312e+00, ...,\n",
-      "            9.81933594e-01,  -3.19824219e-01,   1.49267578e+00],\n",
-      "         [ -8.20800781e-01,  -1.01123047e+00,  -1.13134766e+00, ...,\n",
-      "            3.50585938e-01,   1.91845703e+00,   2.86914062e+00],\n",
-      "         [ -7.70996094e-01,   2.58789062e-01,  -5.81054688e-02, ...,\n",
-      "           -4.45019531e+00,  -5.08789062e-01,   1.42021484e+01]],\n",
-      "\n",
-      "        [[ -3.03955078e+00,   5.95703125e-01,   2.17773438e-01, ...,\n",
-      "           -3.27685547e+00,  -1.35986328e+00,   2.29052734e+00],\n",
-      "         [ -5.65966797e+00,  -4.75976562e+00,  -6.07470703e+00, ...,\n",
-      "           -7.31933594e-01,   3.41796875e-02,   1.05468750e-01],\n",
-      "         [ -5.42431641e+00,  -4.94824219e+00,  -6.02197266e+00, ...,\n",
-      "           -4.62890625e-01,   1.38183594e-01,   1.52343750e-01],\n",
-      "         ..., \n",
-      "         [  8.99414062e-01,  -7.69042969e-01,  -1.15966797e+00, ...,\n",
-      "            1.29394531e+00,   3.64257812e-01,   1.29101562e+00],\n",
-      "         [  1.34863281e+00,  -5.57617188e-01,  -6.31347656e-01, ...,\n",
-      "            1.53173828e+00,   1.35205078e+00,   1.37548828e+00],\n",
-      "         [  1.26025391e+00,   3.98242188e+00,  -3.29882812e+00, ...,\n",
-      "            1.05375977e+01,  -1.44531250e+00,  -6.19189453e+00]],\n",
-      "\n",
-      "        [[ -6.79199219e-01,  -1.60937500e+00,  -7.36328125e-01, ...,\n",
-      "            9.47265625e-01,  -7.46093750e-01,  -1.21337891e+00],\n",
-      "         [ -6.10351562e-01,  -1.56494141e+00,  -5.62011719e-01, ...,\n",
-      "           -4.54101562e-01,   5.37109375e-03,   1.18164062e-01],\n",
-      "         [ -5.10742188e-01,  -1.74169922e+00,  -8.12500000e-01, ...,\n",
-      "           -3.95019531e-01,  -9.61914062e-02,   1.51367188e-02],\n",
-      "         ..., \n",
-      "         [ -2.69531250e-01,  -2.87109375e-01,   2.47656250e+00, ...,\n",
-      "            2.91503906e-01,   4.29687500e-02,   4.35058594e-01],\n",
-      "         [ -6.31835938e-01,  -2.06054688e-01,   2.99316406e+00, ...,\n",
-      "            6.72363281e-01,   2.92968750e-01,   3.86718750e-01],\n",
-      "         [ -6.38671875e-01,  -2.37304688e+00,   2.61181641e+00, ...,\n",
-      "            2.96191406e+00,   3.41699219e+00,   1.32714844e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  7.35937500e+00,   3.07812500e+00,  -3.52734375e+01, ...,\n",
-      "            3.40101562e+02,   3.58367188e+02,   3.70148438e+02],\n",
-      "         [ -1.18906250e+01,  -2.18906250e+01,  -3.06484375e+01, ...,\n",
-      "            3.41203125e+02,   3.47437500e+02,   3.57031250e+02],\n",
-      "         [ -1.80000000e+01,  -2.77500000e+01,  -3.70546875e+01, ...,\n",
-      "            3.34585938e+02,   3.38601562e+02,   3.47171875e+02],\n",
-      "         ..., \n",
-      "         [  1.50796875e+02,   1.49148438e+02,   1.46742188e+02, ...,\n",
-      "            4.95304688e+02,   5.11359375e+02,   5.33828125e+02],\n",
-      "         [  1.63453125e+02,   1.58164062e+02,   1.56750000e+02, ...,\n",
-      "            5.25304688e+02,   5.36398438e+02,   5.56101562e+02],\n",
-      "         [  1.77093750e+02,   1.70656250e+02,   1.62789062e+02, ...,\n",
-      "            5.39421875e+02,   5.53523438e+02,   5.76953125e+02]],\n",
-      "\n",
-      "        [[ -4.60937500e+00,  -6.51562500e+00,  -4.69062500e+01, ...,\n",
-      "            3.22835938e+02,   3.45687500e+02,   3.54507812e+02],\n",
-      "         [ -2.56875000e+01,  -3.19453125e+01,  -4.24765625e+01, ...,\n",
-      "            3.28203125e+02,   3.33898438e+02,   3.43945312e+02],\n",
-      "         [ -3.34609375e+01,  -4.05390625e+01,  -4.91796875e+01, ...,\n",
-      "            3.20656250e+02,   3.24140625e+02,   3.34148438e+02],\n",
-      "         ..., \n",
-      "         [  1.39914062e+02,   1.38656250e+02,   1.37640625e+02, ...,\n",
-      "            4.81093750e+02,   4.96242188e+02,   5.19335938e+02],\n",
-      "         [  1.54710938e+02,   1.47031250e+02,   1.46398438e+02, ...,\n",
-      "            5.11234375e+02,   5.24257812e+02,   5.41992188e+02],\n",
-      "         [  1.69000000e+02,   1.60046875e+02,   1.51156250e+02, ...,\n",
-      "            5.20890625e+02,   5.26218750e+02,   5.59203125e+02]],\n",
-      "\n",
-      "        [[ -1.95546875e+01,  -2.15859375e+01,  -6.40781250e+01, ...,\n",
-      "            3.07437500e+02,   3.25742188e+02,   3.35492188e+02],\n",
-      "         [ -4.31484375e+01,  -4.96484375e+01,  -5.83203125e+01, ...,\n",
-      "            3.09117188e+02,   3.14062500e+02,   3.23937500e+02],\n",
-      "         [ -4.79140625e+01,  -5.62421875e+01,  -6.58828125e+01, ...,\n",
-      "            3.00343750e+02,   3.05125000e+02,   3.11906250e+02],\n",
-      "         ..., \n",
-      "         [  1.27414062e+02,   1.24687500e+02,   1.23851562e+02, ...,\n",
-      "            4.65468750e+02,   4.80187500e+02,   4.99406250e+02],\n",
-      "         [  1.40781250e+02,   1.35054688e+02,   1.32812500e+02, ...,\n",
-      "            4.94335938e+02,   5.06382812e+02,   5.21867188e+02],\n",
-      "         [  1.52882812e+02,   1.41367188e+02,   1.38945312e+02, ...,\n",
-      "            5.10906250e+02,   5.28335938e+02,   5.39460938e+02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -1.32309570e+01,  -1.26474609e+01,  -1.31660156e+01, ...,\n",
-      "           -6.66992188e+00,  -5.28955078e+00,  -5.30761719e+00],\n",
-      "         [ -1.25932617e+01,  -1.32436523e+01,  -1.35395508e+01, ...,\n",
-      "           -6.01708984e+00,  -5.76318359e+00,  -7.27734375e+00],\n",
-      "         [ -1.16176758e+01,  -1.34501953e+01,  -1.38559570e+01, ...,\n",
-      "           -6.19287109e+00,  -6.05224609e+00,  -7.93652344e+00],\n",
-      "         ..., \n",
-      "         [ -9.03662109e+00,  -7.29980469e+00,  -7.29492188e+00, ...,\n",
-      "           -1.19580078e+00,  -7.87597656e-01,  -4.91357422e+00],\n",
-      "         [ -5.18994141e+00,  -7.00341797e+00,  -7.03955078e+00, ...,\n",
-      "           -5.18066406e-01,  -8.93554688e-02,   1.90625000e+00],\n",
-      "         [ -1.11733398e+01,   1.19042969e+00,  -4.05761719e+00, ...,\n",
-      "            3.54980469e-01,   2.58935547e+00,   2.88085938e-02]],\n",
-      "\n",
-      "        [[ -6.44287109e+00,  -7.33837891e+00,  -8.26171875e+00, ...,\n",
-      "           -2.61523438e+00,  -2.90917969e+00,  -2.63134766e+00],\n",
-      "         [ -6.87353516e+00,  -7.31738281e+00,  -7.48535156e+00, ...,\n",
-      "           -3.38232422e+00,  -3.22705078e+00,  -1.10888672e+00],\n",
-      "         [ -7.96826172e+00,  -7.43408203e+00,  -7.64843750e+00, ...,\n",
-      "           -3.47558594e+00,  -3.39501953e+00,   4.49707031e-01],\n",
-      "         ..., \n",
-      "         [ -8.75781250e+00,  -4.05419922e+00,  -4.01416016e+00, ...,\n",
-      "           -6.67480469e-01,  -4.70214844e-01,  -8.28808594e+00],\n",
-      "         [ -8.53710938e+00,  -3.92626953e+00,  -3.86376953e+00, ...,\n",
-      "           -3.23730469e-01,  -5.46875000e-02,  -1.05468750e+00],\n",
-      "         [ -6.41796875e+00,  -1.09980469e+01,   1.90869141e+00, ...,\n",
-      "           -1.32275391e+00,   6.78710938e-02,  -6.99707031e-01]],\n",
-      "\n",
-      "        [[ -2.39746094e+00,  -1.42187500e+00,  -1.02636719e+00, ...,\n",
-      "            1.87988281e+00,  -1.04199219e+00,  -8.44238281e-01],\n",
-      "         [ -2.07617188e+00,  -2.39208984e+00,  -2.43408203e+00, ...,\n",
-      "           -1.14208984e+00,  -1.07666016e+00,  -1.02636719e+00],\n",
-      "         [ -2.19482422e+00,  -2.42236328e+00,  -2.48486328e+00, ...,\n",
-      "           -1.16503906e+00,  -1.13818359e+00,  -1.23876953e+00],\n",
-      "         ..., \n",
-      "         [  6.87011719e-01,  -1.28515625e+00,  -1.26660156e+00, ...,\n",
-      "           -2.34863281e-01,  -1.60156250e-01,   1.41992188e+00],\n",
-      "         [  8.51074219e-01,  -1.27490234e+00,  -1.26123047e+00, ...,\n",
-      "           -1.52343750e-01,  -3.85742188e-02,   2.65771484e+00],\n",
-      "         [  3.41796875e+00,  -7.90527344e+00,  -1.85156250e+00, ...,\n",
-      "           -1.06054688e+00,   1.33789062e-01,   1.94677734e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[ -9.92578125e+01,  -1.00156250e+02,  -1.03648438e+02, ...,\n",
-      "            2.29507812e+02,   2.34539062e+02,   2.44710938e+02],\n",
-      "         [ -1.11539062e+02,  -1.06492188e+02,  -1.09671875e+02, ...,\n",
-      "            2.20093750e+02,   2.32335938e+02,   2.39679688e+02],\n",
-      "         [ -1.18781250e+02,  -1.14429688e+02,  -1.16554688e+02, ...,\n",
-      "            2.12062500e+02,   2.25781250e+02,   2.38601562e+02],\n",
-      "         ..., \n",
-      "         [  5.83671875e+01,   5.36796875e+01,   4.72343750e+01, ...,\n",
-      "            4.24226562e+02,   4.32304688e+02,   4.35460938e+02],\n",
-      "         [  7.08437500e+01,   6.77421875e+01,   6.50468750e+01, ...,\n",
-      "            4.33250000e+02,   4.41140625e+02,   4.45789062e+02],\n",
-      "         [  8.45937500e+01,   8.46250000e+01,   7.56562500e+01, ...,\n",
-      "            4.20554688e+02,   4.23625000e+02,   4.51593750e+02]],\n",
-      "\n",
-      "        [[ -1.12453125e+02,  -1.09703125e+02,  -1.14335938e+02, ...,\n",
-      "            2.15093750e+02,   2.23062500e+02,   2.29007812e+02],\n",
-      "         [ -1.22171875e+02,  -1.17500000e+02,  -1.22367188e+02, ...,\n",
-      "            2.07703125e+02,   2.18843750e+02,   2.27523438e+02],\n",
-      "         [ -1.29195312e+02,  -1.26156250e+02,  -1.28078125e+02, ...,\n",
-      "            1.97640625e+02,   2.12328125e+02,   2.21460938e+02],\n",
-      "         ..., \n",
-      "         [  4.93437500e+01,   4.19531250e+01,   3.55937500e+01, ...,\n",
-      "            4.10218750e+02,   4.17000000e+02,   4.22093750e+02],\n",
-      "         [  6.23359375e+01,   5.56484375e+01,   5.09453125e+01, ...,\n",
-      "            4.20515625e+02,   4.28515625e+02,   4.34039062e+02],\n",
-      "         [  7.51875000e+01,   7.18281250e+01,   6.92421875e+01, ...,\n",
-      "            4.06187500e+02,   4.23242188e+02,   4.45953125e+02]],\n",
-      "\n",
-      "        [[ -1.26335938e+02,  -1.26898438e+02,  -1.30851562e+02, ...,\n",
-      "            1.94539062e+02,   2.05687500e+02,   2.12117188e+02],\n",
-      "         [ -1.38734375e+02,  -1.33625000e+02,  -1.37007812e+02, ...,\n",
-      "            1.88015625e+02,   2.01187500e+02,   2.08382812e+02],\n",
-      "         [ -1.47390625e+02,  -1.41859375e+02,  -1.43718750e+02, ...,\n",
-      "            1.79421875e+02,   1.93296875e+02,   2.03546875e+02],\n",
-      "         ..., \n",
-      "         [  3.46875000e+01,   2.92500000e+01,   2.31328125e+01, ...,\n",
-      "            3.91710938e+02,   4.00156250e+02,   3.97070312e+02],\n",
-      "         [  4.55781250e+01,   4.22656250e+01,   3.78593750e+01, ...,\n",
-      "            3.99601562e+02,   4.09781250e+02,   4.15234375e+02],\n",
-      "         [  5.77890625e+01,   5.56171875e+01,   5.66796875e+01, ...,\n",
-      "            3.82546875e+02,   4.34093750e+02,   4.43250000e+02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -1.23740234e+01,  -1.47143555e+01,  -1.74912109e+01, ...,\n",
-      "           -9.04931641e+00,  -8.32763672e+00,  -6.21044922e+00],\n",
-      "         [ -1.57924805e+01,  -1.49882812e+01,  -1.50927734e+01, ...,\n",
-      "           -8.29541016e+00,  -8.03857422e+00,  -7.64990234e+00],\n",
-      "         [ -1.84218750e+01,  -1.52583008e+01,  -1.53134766e+01, ...,\n",
-      "           -8.54980469e+00,  -8.14746094e+00,  -8.20849609e+00],\n",
-      "         ..., \n",
-      "         [ -1.25625000e+01,  -9.68310547e+00,  -9.76513672e+00, ...,\n",
-      "           -3.62207031e+00,  -3.39843750e+00,  -3.38867188e-01],\n",
-      "         [ -1.40996094e+01,  -9.30957031e+00,  -9.40478516e+00, ...,\n",
-      "           -3.34863281e+00,  -3.11328125e+00,  -2.30957031e+00],\n",
-      "         [ -1.22114258e+01,  -7.88574219e+00,  -9.82275391e+00, ...,\n",
-      "           -7.45117188e-01,  -9.27734375e-03,  -6.32177734e+00]],\n",
-      "\n",
-      "        [[ -6.41455078e+00,  -7.96972656e+00,  -7.64453125e+00, ...,\n",
-      "           -1.04003906e+00,  -4.33349609e+00,   2.33837891e+00],\n",
-      "         [ -7.98730469e+00,  -8.27636719e+00,  -8.37207031e+00, ...,\n",
-      "           -4.63330078e+00,  -4.51562500e+00,   2.92578125e+00],\n",
-      "         [ -1.52197266e+00,  -8.41113281e+00,  -8.46191406e+00, ...,\n",
-      "           -4.78662109e+00,  -4.58154297e+00,   1.20117188e+00],\n",
-      "         ..., \n",
-      "         [ -2.22509766e+00,  -5.32470703e+00,  -5.36572266e+00, ...,\n",
-      "           -2.02392578e+00,  -1.90673828e+00,  -4.37548828e+00],\n",
-      "         [ -1.95898438e+00,  -5.12451172e+00,  -5.21191406e+00, ...,\n",
-      "           -1.90722656e+00,  -1.75097656e+00,  -1.42285156e+00],\n",
-      "         [ -2.78125000e+00,  -5.88378906e+00,  -5.20312500e+00, ...,\n",
-      "           -9.51171875e-01,  -3.33007812e-01,  -6.10839844e-01]],\n",
-      "\n",
-      "        [[ -2.69482422e+00,  -1.64306641e+00,  -4.36865234e+00, ...,\n",
-      "           -2.20117188e+00,  -1.41894531e+00,  -1.34423828e+00],\n",
-      "         [ -2.21533203e+00,  -2.69140625e+00,  -2.72167969e+00, ...,\n",
-      "           -1.53320312e+00,  -1.48876953e+00,  -2.29785156e+00],\n",
-      "         [ -2.11132812e+00,  -2.71533203e+00,  -2.75048828e+00, ...,\n",
-      "           -1.57958984e+00,  -1.51220703e+00,  -3.55810547e+00],\n",
-      "         ..., \n",
-      "         [ -1.53808594e+00,  -1.71191406e+00,  -1.72900391e+00, ...,\n",
-      "           -6.51367188e-01,  -6.00585938e-01,   1.73339844e+00],\n",
-      "         [ -1.47851562e+00,  -1.64794922e+00,  -1.67285156e+00, ...,\n",
-      "           -6.47460938e-01,  -5.91796875e-01,  -5.40039062e-01],\n",
-      "         [ -1.67968750e+00,  -1.51708984e+00,  -1.33789062e-01, ...,\n",
-      "           -4.14257812e+00,  -2.56103516e+00,  -2.56835938e-01]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: perturbation pressure\n",
-      "    units: Pa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print (p)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'xarray.core.dataarray.DataArray'>\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print (type(p.coords[\"Time\"]))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<type 'numpy.ndarray'>\n",
-      "datetime.datetime(2005, 8, 28, 0, 0)\n",
-      "DatetimeIndex(['2005-08-28 00:00:00', '2005-08-28 03:00:00',\n",
-      "               '2005-08-28 06:00:00', '2005-08-28 09:00:00',\n",
-      "               '2005-08-28 12:00:00', '2005-08-28 15:00:00',\n",
-      "               '2005-08-28 18:00:00', '2005-08-28 21:00:00',\n",
-      "               '2005-08-29 00:00:00'],\n",
-      "              dtype='datetime64[ns]', freq=None)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import datetime\n",
     "import pandas\n",
@@ -4883,14042 +1082,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "avo\n",
-      "eth\n",
-      "cape_2d\n",
-      "cape_3d\n",
-      "ctt\n",
-      "dbz\n",
-      "mdbz\n",
-      "geopt\n",
-      "helicity\n",
-      "lat\n",
-      "lon\n",
-      "omg\n",
-      "p\n",
-      "pressure\n",
-      "pvo\n",
-      "pw\n",
-      "rh2\n",
-      "rh\n",
-      "slp\n",
-      "ter\n",
-      "td2\n",
-      "td\n",
-      "tc\n",
-      "theta\n",
-      "tk\n",
-      "tv\n",
-      "twb\n",
-      "updraft_helicity\n",
-      "ua\n",
-      "va\n",
-      "wa\n",
-      "uvmet10\n",
-      "uvmet\n",
-      "z\n",
-      "ctt\n",
-      "<xarray.DataArray u'avo' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[  7.73769617e+00,   7.48541594e+00,   7.22978735e+00, ...,\n",
-      "            4.78373480e+00,   4.87631512e+00,   4.95874310e+00],\n",
-      "         [  7.57064867e+00,   7.31604338e+00,   7.04749489e+00, ...,\n",
-      "            4.93641710e+00,   4.94655180e+00,   4.98926544e+00],\n",
-      "         [  7.41925430e+00,   7.15939283e+00,   6.89230490e+00, ...,\n",
-      "            5.14343643e+00,   5.06675816e+00,   5.06729269e+00],\n",
-      "         ..., \n",
-      "         [  4.26994848e+00,   4.27401161e+00,   4.25820255e+00, ...,\n",
-      "            6.82580757e+00,   7.37988615e+00,   7.63858509e+00],\n",
-      "         [  3.96810937e+00,   3.90270591e+00,   3.83178568e+00, ...,\n",
-      "            6.91770077e+00,   7.46632814e+00,   7.73172283e+00],\n",
-      "         [  3.85029602e+00,   3.74332190e+00,   3.64234424e+00, ...,\n",
-      "            7.07376146e+00,   7.51789188e+00,   7.80506992e+00]],\n",
-      "\n",
-      "        [[  8.04092884e+00,   7.83963871e+00,   7.66756964e+00, ...,\n",
-      "            4.33873224e+00,   4.53074360e+00,   4.66090202e+00],\n",
-      "         [  7.87295580e+00,   7.68224621e+00,   7.52221060e+00, ...,\n",
-      "            4.56920433e+00,   4.65648174e+00,   4.73397350e+00],\n",
-      "         [  7.75074816e+00,   7.56894207e+00,   7.39107180e+00, ...,\n",
-      "            4.86778021e+00,   4.84100103e+00,   4.86233377e+00],\n",
-      "         ..., \n",
-      "         [  4.67841816e+00,   4.68918324e+00,   4.67264175e+00, ...,\n",
-      "            7.22464037e+00,   7.72455740e+00,   8.12822437e+00],\n",
-      "         [  4.43985605e+00,   4.40477610e+00,   4.34042263e+00, ...,\n",
-      "            7.28780127e+00,   7.80739307e+00,   8.27450943e+00],\n",
-      "         [  4.35428810e+00,   4.29541206e+00,   4.20418167e+00, ...,\n",
-      "            7.49767733e+00,   7.93633795e+00,   8.27308846e+00]],\n",
-      "\n",
-      "        [[  8.45506477e+00,   8.37986088e+00,   8.32175255e+00, ...,\n",
-      "            4.02466393e+00,   4.23198462e+00,   4.37336588e+00],\n",
-      "         [  8.29961395e+00,   8.22439480e+00,   8.16326046e+00, ...,\n",
-      "            4.19071913e+00,   4.32025671e+00,   4.42409086e+00],\n",
-      "         [  8.20334625e+00,   8.12813091e+00,   8.06134892e+00, ...,\n",
-      "            4.42844868e+00,   4.47210312e+00,   4.53385687e+00],\n",
-      "         ..., \n",
-      "         [  5.15293312e+00,   5.17540884e+00,   5.16524458e+00, ...,\n",
-      "            7.28590345e+00,   7.60423946e+00,   7.78213310e+00],\n",
-      "         [  4.93142653e+00,   4.91350508e+00,   4.86051321e+00, ...,\n",
-      "            7.51191902e+00,   7.76682425e+00,   7.88498545e+00],\n",
-      "         [  4.84913301e+00,   4.81009865e+00,   4.73360062e+00, ...,\n",
-      "            7.72818279e+00,   7.99098349e+00,   8.10707760e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.67990792e+00,   1.60932851e+00,   1.56718171e+00, ...,\n",
-      "            3.56884313e+00,   3.75321651e+00,   3.91076517e+00],\n",
-      "         [  1.73360169e+00,   1.65929115e+00,   1.60915399e+00, ...,\n",
-      "            3.53196883e+00,   3.68744469e+00,   3.84390163e+00],\n",
-      "         [  1.73418319e+00,   1.65560269e+00,   1.59709561e+00, ...,\n",
-      "            3.45566845e+00,   3.56522655e+00,   3.74594331e+00],\n",
-      "         ..., \n",
-      "         [  5.61067247e+00,   5.60329866e+00,   5.60069990e+00, ...,\n",
-      "            5.67101002e+00,   5.60264874e+00,   5.58760643e+00],\n",
-      "         [  5.60689020e+00,   5.59691381e+00,   5.59131813e+00, ...,\n",
-      "            5.78016233e+00,   5.71008778e+00,   5.69552422e+00],\n",
-      "         [  5.62254858e+00,   5.61134815e+00,   5.60424519e+00, ...,\n",
-      "            5.83575535e+00,   5.77074003e+00,   5.76236629e+00]],\n",
-      "\n",
-      "        [[  2.65805531e+00,   2.59605598e+00,   2.56221938e+00, ...,\n",
-      "            4.26789951e+00,   4.39778090e+00,   4.50082302e+00],\n",
-      "         [  2.68717027e+00,   2.61689734e+00,   2.56947613e+00, ...,\n",
-      "            4.20727396e+00,   4.32426500e+00,   4.41259480e+00],\n",
-      "         [  2.68158388e+00,   2.60343814e+00,   2.54255986e+00, ...,\n",
-      "            4.12864399e+00,   4.24775076e+00,   4.33628035e+00],\n",
-      "         ..., \n",
-      "         [  6.26258945e+00,   6.27843428e+00,   6.29595852e+00, ...,\n",
-      "            5.96767092e+00,   5.89979887e+00,   5.88020277e+00],\n",
-      "         [  6.22536850e+00,   6.23400164e+00,   6.24454165e+00, ...,\n",
-      "            6.03172636e+00,   5.96002436e+00,   5.93743801e+00],\n",
-      "         [  6.21833324e+00,   6.22371006e+00,   6.23132753e+00, ...,\n",
-      "            6.05433846e+00,   5.97897005e+00,   5.95401144e+00]],\n",
-      "\n",
-      "        [[  3.60108352e+00,   3.58932781e+00,   3.60920262e+00, ...,\n",
-      "            4.19541359e+00,   4.26325989e+00,   4.34069872e+00],\n",
-      "         [  3.58157778e+00,   3.55892277e+00,   3.56268167e+00, ...,\n",
-      "            4.18319082e+00,   4.25955296e+00,   4.32752943e+00],\n",
-      "         [  3.54667783e+00,   3.51468301e+00,   3.50343633e+00, ...,\n",
-      "            4.17210770e+00,   4.25599003e+00,   4.31063938e+00],\n",
-      "         ..., \n",
-      "         [  6.69875526e+00,   6.72600460e+00,   6.73890018e+00, ...,\n",
-      "            5.91421175e+00,   5.91523457e+00,   5.91761065e+00],\n",
-      "         [  6.70716524e+00,   6.72831392e+00,   6.73595095e+00, ...,\n",
-      "            5.95287466e+00,   5.95267487e+00,   5.94813585e+00],\n",
-      "         [  6.72735786e+00,   6.74619436e+00,   6.75270844e+00, ...,\n",
-      "            5.97538662e+00,   5.97416496e+00,   5.96124172e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  8.47984791e+00,   8.07126236e+00,   9.67979336e+00, ...,\n",
-      "            3.69180083e+00,   4.74015522e+00,   4.75296879e+00],\n",
-      "         [  8.74523163e+00,   8.01358128e+00,   8.47681522e+00, ...,\n",
-      "            4.68785477e+00,   5.46424437e+00,   5.70447159e+00],\n",
-      "         [  7.76892757e+00,   7.39679718e+00,   7.58091497e+00, ...,\n",
-      "            5.46622229e+00,   5.69195700e+00,   6.43107033e+00],\n",
-      "         ..., \n",
-      "         [  4.06829262e+00,   3.91858768e+00,   3.89207292e+00, ...,\n",
-      "            6.36380434e+00,   6.13093853e+00,   6.04815483e+00],\n",
-      "         [  3.90385604e+00,   4.33683825e+00,   4.29144001e+00, ...,\n",
-      "            6.27947283e+00,   6.14628124e+00,   6.07533503e+00],\n",
-      "         [  4.19707346e+00,   4.75717163e+00,   4.34152126e+00, ...,\n",
-      "            6.46653557e+00,   6.17641640e+00,   6.13037682e+00]],\n",
-      "\n",
-      "        [[  8.60288620e+00,   7.62273645e+00,   8.89182377e+00, ...,\n",
-      "            4.02010584e+00,   4.58502579e+00,   4.39150667e+00],\n",
-      "         [  9.11338234e+00,   8.06286240e+00,   8.54981709e+00, ...,\n",
-      "            4.47202969e+00,   4.90398264e+00,   4.85353947e+00],\n",
-      "         [  8.68735600e+00,   8.56221104e+00,   8.81056309e+00, ...,\n",
-      "            4.80453444e+00,   4.78266621e+00,   5.15722656e+00],\n",
-      "         ..., \n",
-      "         [  3.77681851e+00,   3.64448762e+00,   3.58304763e+00, ...,\n",
-      "            7.19836760e+00,   6.78249407e+00,   6.68190432e+00],\n",
-      "         [  3.51946616e+00,   4.01357937e+00,   4.07621574e+00, ...,\n",
-      "            7.31527615e+00,   6.71577978e+00,   6.85731554e+00],\n",
-      "         [  3.83411241e+00,   4.46730804e+00,   4.19605732e+00, ...,\n",
-      "            7.24048758e+00,   6.58446074e+00,   6.76815653e+00]],\n",
-      "\n",
-      "        [[  8.59252167e+00,   7.75254536e+00,   8.41734600e+00, ...,\n",
-      "            4.20353556e+00,   4.57507133e+00,   4.23900270e+00],\n",
-      "         [  9.05923653e+00,   8.40312290e+00,   8.79595470e+00, ...,\n",
-      "            4.34900713e+00,   4.65139961e+00,   4.40713596e+00],\n",
-      "         [  8.95483589e+00,   9.00432396e+00,   9.28751278e+00, ...,\n",
-      "            4.39703655e+00,   4.16430664e+00,   4.30455017e+00],\n",
-      "         ..., \n",
-      "         [  3.63983774e+00,   3.49774384e+00,   3.45696640e+00, ...,\n",
-      "            6.23835278e+00,   6.07754278e+00,   6.05693531e+00],\n",
-      "         [  3.38866568e+00,   3.95501447e+00,   4.02075195e+00, ...,\n",
-      "            6.33069992e+00,   6.19720745e+00,   6.12135553e+00],\n",
-      "         [  3.71196437e+00,   4.43736172e+00,   4.17475939e+00, ...,\n",
-      "            6.39495802e+00,   6.34427023e+00,   6.24919653e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  3.68072557e+00,   3.90723920e+00,   3.98536873e+00, ...,\n",
-      "            4.69227642e-01,   2.28559828e+00,   3.63285661e+00],\n",
-      "         [  2.38131857e+00,   2.75845456e+00,   3.04360509e+00, ...,\n",
-      "            1.71118975e+00,   3.14768267e+00,   4.17498493e+00],\n",
-      "         [  1.42099428e+00,   1.88459158e+00,   2.37587023e+00, ...,\n",
-      "            2.52331948e+00,   4.01183605e+00,   5.13441849e+00],\n",
-      "         ..., \n",
-      "         [  5.57384443e+00,   5.33960772e+00,   5.22318268e+00, ...,\n",
-      "            5.36103964e+00,   5.53142071e+00,   5.61843729e+00],\n",
-      "         [  6.94908142e+00,   6.55162859e+00,   5.31959105e+00, ...,\n",
-      "            5.16341019e+00,   5.48703146e+00,   5.94590950e+00],\n",
-      "         [  6.17618179e+00,   6.09115219e+00,   5.25720215e+00, ...,\n",
-      "            5.39095068e+00,   5.86880779e+00,   6.22567606e+00]],\n",
-      "\n",
-      "        [[  4.04926062e+00,   4.06811571e+00,   4.03024435e+00, ...,\n",
-      "            3.71050000e+00,   6.20441008e+00,   6.89624214e+00],\n",
-      "         [  3.62168431e+00,   3.80258894e+00,   3.72689986e+00, ...,\n",
-      "            4.41956949e+00,   6.02256870e+00,   6.56635618e+00],\n",
-      "         [  2.99166727e+00,   3.33522654e+00,   3.30103302e+00, ...,\n",
-      "            4.77209568e+00,   4.45793867e+00,   4.89910984e+00],\n",
-      "         ..., \n",
-      "         [  5.91287422e+00,   6.26114845e+00,   7.04302263e+00, ...,\n",
-      "            5.33903170e+00,   5.48570204e+00,   5.48072958e+00],\n",
-      "         [  6.62499619e+00,   6.66893721e+00,   6.65135908e+00, ...,\n",
-      "            5.15673113e+00,   4.96300364e+00,   5.12898302e+00],\n",
-      "         [  6.52939701e+00,   6.46769285e+00,   5.59747171e+00, ...,\n",
-      "            5.60519791e+00,   5.34345150e+00,   5.29804039e+00]],\n",
-      "\n",
-      "        [[  2.36979413e+00,   1.94751036e+00,   1.72660089e+00, ...,\n",
-      "            2.19778633e+00,   2.22817397e+00,   3.71343398e+00],\n",
-      "         [  2.16724634e+00,   1.94960356e+00,   1.72007954e+00, ...,\n",
-      "            3.73720384e+00,   3.95486140e+00,   5.30107450e+00],\n",
-      "         [  1.72754908e+00,   2.07144332e+00,   2.19731021e+00, ...,\n",
-      "            4.96498299e+00,   5.50763893e+00,   6.30780935e+00],\n",
-      "         ..., \n",
-      "         [  7.15603685e+00,   7.27260160e+00,   7.78601933e+00, ...,\n",
-      "            6.47391987e+00,   7.34542131e+00,   7.82829952e+00],\n",
-      "         [  7.25388622e+00,   6.57606077e+00,   6.44820213e+00, ...,\n",
-      "            6.44123125e+00,   6.53424120e+00,   6.35630274e+00],\n",
-      "         [  6.62160349e+00,   5.25938416e+00,   4.45732164e+00, ...,\n",
-      "            6.84658384e+00,   6.85782433e+00,   6.28426504e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  7.94359159e+00,   7.56756687e+00,   7.59881735e+00, ...,\n",
-      "            3.52358079e+00,   2.90554738e+00,   3.99128318e+00],\n",
-      "         [  7.92980862e+00,   7.63247252e+00,   7.60803747e+00, ...,\n",
-      "            3.90862322e+00,   3.71394086e+00,   5.02389097e+00],\n",
-      "         [  7.53834534e+00,   7.59418011e+00,   7.73094177e+00, ...,\n",
-      "            4.36390495e+00,   4.28189516e+00,   5.54565954e+00],\n",
-      "         ..., \n",
-      "         [  4.22533131e+00,   4.64484787e+00,   5.18323708e+00, ...,\n",
-      "            2.66754627e+00,   7.25277328e+00,   8.95952225e+00],\n",
-      "         [  3.08434772e+00,   4.14805889e+00,   5.39534807e+00, ...,\n",
-      "            2.81857252e+00,   7.41680431e+00,   7.93401957e+00],\n",
-      "         [  2.58982611e+00,   3.92051291e+00,   5.35090780e+00, ...,\n",
-      "            4.30247545e+00,   7.43724155e+00,   7.05587912e+00]],\n",
-      "\n",
-      "        [[  7.72084999e+00,   7.74934721e+00,   8.06249428e+00, ...,\n",
-      "            4.40442657e+00,   3.40339351e+00,   4.20454454e+00],\n",
-      "         [  7.75706959e+00,   7.75474358e+00,   7.95437479e+00, ...,\n",
-      "            4.81829119e+00,   3.97840261e+00,   4.76667452e+00],\n",
-      "         [  7.55068159e+00,   7.54721403e+00,   7.65031576e+00, ...,\n",
-      "            4.22786474e+00,   4.11285162e+00,   5.13402557e+00],\n",
-      "         ..., \n",
-      "         [  3.81021738e+00,   4.08488035e+00,   4.52369118e+00, ...,\n",
-      "            8.15560436e+00,   7.48752928e+00,   7.94567919e+00],\n",
-      "         [  3.02395892e+00,   3.44452047e+00,   4.04066992e+00, ...,\n",
-      "            7.50243330e+00,   7.30384016e+00,   7.95312548e+00],\n",
-      "         [  2.78232956e+00,   3.25175452e+00,   3.78404760e+00, ...,\n",
-      "            7.39503622e+00,   7.44794369e+00,   7.94934416e+00]],\n",
-      "\n",
-      "        [[  6.92329454e+00,   7.06022263e+00,   7.27181768e+00, ...,\n",
-      "            4.04971886e+00,   3.68716359e+00,   4.37855959e+00],\n",
-      "         [  7.10229206e+00,   7.25914431e+00,   7.61749887e+00, ...,\n",
-      "            4.68057537e+00,   4.20565653e+00,   4.60479832e+00],\n",
-      "         [  7.20501375e+00,   7.26736879e+00,   7.63527584e+00, ...,\n",
-      "            4.48790646e+00,   4.14280462e+00,   4.77767897e+00],\n",
-      "         ..., \n",
-      "         [  3.74903035e+00,   3.93248558e+00,   4.31810617e+00, ...,\n",
-      "            5.68276024e+00,   5.19486856e+00,   4.58666515e+00],\n",
-      "         [  3.23546195e+00,   3.46110344e+00,   3.90679288e+00, ...,\n",
-      "            7.31179714e+00,   7.18677235e+00,   6.80938053e+00],\n",
-      "         [  3.12553406e+00,   3.36216497e+00,   3.72277117e+00, ...,\n",
-      "            7.00079536e+00,   7.06739569e+00,   6.88052416e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  4.06090736e+00,   4.37795830e+00,   4.70323420e+00, ...,\n",
-      "            8.53452301e+00,   6.72573757e+00,   6.05642605e+00],\n",
-      "         [  4.01702738e+00,   4.48419619e+00,   4.82554102e+00, ...,\n",
-      "            9.11700058e+00,   7.49415016e+00,   7.03174114e+00],\n",
-      "         [  3.81069899e+00,   4.44681787e+00,   4.77139282e+00, ...,\n",
-      "            7.72490835e+00,   8.04386044e+00,   7.93233681e+00],\n",
-      "         ..., \n",
-      "         [  6.21262026e+00,   6.38915110e+00,   6.21760654e+00, ...,\n",
-      "            7.06069183e+00,   7.03848553e+00,   6.98960781e+00],\n",
-      "         [  6.46417093e+00,   6.54071379e+00,   7.20907211e+00, ...,\n",
-      "            6.97929573e+00,   6.94732475e+00,   6.67450380e+00],\n",
-      "         [  7.13688135e+00,   7.39100647e+00,   7.98397970e+00, ...,\n",
-      "            7.16568851e+00,   6.96493769e+00,   6.52419567e+00]],\n",
-      "\n",
-      "        [[  4.20399094e+00,   4.01026297e+00,   4.18770552e+00, ...,\n",
-      "            6.19978189e+00,   9.18007088e+00,   8.49430656e+00],\n",
-      "         [  4.30682182e+00,   4.07936621e+00,   3.88145995e+00, ...,\n",
-      "            5.45214176e+00,   8.19745541e+00,   7.45147038e+00],\n",
-      "         [  4.15613127e+00,   4.23282003e+00,   3.87553692e+00, ...,\n",
-      "            7.03029585e+00,   7.49656153e+00,   6.77747345e+00],\n",
-      "         ..., \n",
-      "         [  5.84519625e+00,   5.69344711e+00,   5.28298616e+00, ...,\n",
-      "            5.80224419e+00,   6.36552715e+00,   6.36534452e+00],\n",
-      "         [  6.00432968e+00,   6.20059252e+00,   5.81364393e+00, ...,\n",
-      "            5.55238104e+00,   6.40906858e+00,   7.18438721e+00],\n",
-      "         [  6.33386469e+00,   6.72015524e+00,   6.61899900e+00, ...,\n",
-      "            5.67181587e+00,   6.20753956e+00,   6.96580696e+00]],\n",
-      "\n",
-      "        [[  3.67707968e+00,   3.31298947e+00,   3.59781456e+00, ...,\n",
-      "            7.00337982e+00,   7.11324215e+00,   5.90691996e+00],\n",
-      "         [  3.70936203e+00,   3.32670045e+00,   3.36110377e+00, ...,\n",
-      "            5.61654139e+00,   5.24031258e+00,   3.96057749e+00],\n",
-      "         [  3.13760495e+00,   2.86709738e+00,   2.84399295e+00, ...,\n",
-      "            3.45826435e+00,   4.94771910e+00,   5.86848879e+00],\n",
-      "         ..., \n",
-      "         [  6.73784828e+00,   6.99642992e+00,   7.15066481e+00, ...,\n",
-      "            6.51791096e+00,   7.16317654e+00,   7.28011894e+00],\n",
-      "         [  6.70747805e+00,   6.93623400e+00,   7.08753777e+00, ...,\n",
-      "            5.23167419e+00,   6.24555588e+00,   6.35361814e+00],\n",
-      "         [  7.15269613e+00,   7.19297647e+00,   7.34183121e+00, ...,\n",
-      "            5.44952250e+00,   6.09743643e+00,   6.14301395e+00]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[  7.50962639e+00,   7.44826460e+00,   7.30940819e+00, ...,\n",
-      "           -9.12546062e+00,  -4.25514650e+00,  -2.43458891e+00],\n",
-      "         [  7.34427404e+00,   7.53449917e+00,   7.41122293e+00, ...,\n",
-      "           -5.81660604e+00,  -3.14984584e+00,  -2.49417830e+00],\n",
-      "         [  6.12569380e+00,   6.88480997e+00,   7.29811859e+00, ...,\n",
-      "           -2.35310125e+00,  -3.15522170e+00,  -5.50600719e+00],\n",
-      "         ..., \n",
-      "         [  7.71550655e+00,   7.24775314e+00,   6.39035034e+00, ...,\n",
-      "           -1.22029858e+01,  -1.41537542e+01,  -1.18738775e+01],\n",
-      "         [  7.58880281e+00,   7.37113905e+00,   6.91604900e+00, ...,\n",
-      "           -5.78900576e+00,  -4.52999401e+00,  -5.01904440e+00],\n",
-      "         [  7.37013578e+00,   7.44275761e+00,   7.62046766e+00, ...,\n",
-      "           -4.28003979e+00,  -1.99207628e+00,  -1.83348441e+00]],\n",
-      "\n",
-      "        [[  7.68743563e+00,   7.64102411e+00,   7.46053267e+00, ...,\n",
-      "           -7.58190298e+00,  -8.36695492e-01,   3.21879148e+00],\n",
-      "         [  7.31633854e+00,   7.55881166e+00,   7.60823441e+00, ...,\n",
-      "           -5.69348145e+00,  -1.19386947e+00,   1.12696910e+00],\n",
-      "         [  5.92945290e+00,   6.71504164e+00,   7.36976480e+00, ...,\n",
-      "           -3.01134133e+00,  -2.14523268e+00,  -3.27422619e+00],\n",
-      "         ..., \n",
-      "         [  6.91133785e+00,   6.75258160e+00,   6.81448221e+00, ...,\n",
-      "           -9.25816631e+00,  -9.50434780e+00,  -8.07507229e+00],\n",
-      "         [  6.94308901e+00,   6.90210342e+00,   7.01847935e+00, ...,\n",
-      "           -7.40308332e+00,  -5.38784981e+00,  -4.36627531e+00],\n",
-      "         [  6.68440866e+00,   6.87325621e+00,   7.34801626e+00, ...,\n",
-      "           -5.82817411e+00,  -3.00310588e+00,  -1.75101638e+00]],\n",
-      "\n",
-      "        [[  7.46684408e+00,   7.72892141e+00,   7.65855742e+00, ...,\n",
-      "           -6.41814661e+00,   2.59599477e-01,   4.51412678e+00],\n",
-      "         [  6.99294806e+00,   7.56423759e+00,   7.83029747e+00, ...,\n",
-      "           -5.12440443e+00,  -1.20457448e-01,   2.71716857e+00],\n",
-      "         [  5.96320009e+00,   6.62060738e+00,   7.35144997e+00, ...,\n",
-      "           -2.90096092e+00,  -1.25987184e+00,  -1.72461605e+00],\n",
-      "         ..., \n",
-      "         [  6.60721588e+00,   6.64576721e+00,   6.94502163e+00, ...,\n",
-      "           -8.15953255e+00,  -7.57744408e+00,  -6.57282877e+00],\n",
-      "         [  6.74071312e+00,   6.79242277e+00,   7.03353977e+00, ...,\n",
-      "           -7.24030638e+00,  -5.21153402e+00,  -4.22546005e+00],\n",
-      "         [  6.56834269e+00,   6.80478954e+00,   7.30251837e+00, ...,\n",
-      "           -5.74058199e+00,  -3.17997026e+00,  -2.04212022e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  9.98487568e+00,   1.00528660e+01,   9.63154793e+00, ...,\n",
-      "            5.78827190e+00,   6.19814777e+00,   6.65075159e+00],\n",
-      "         [  9.51305580e+00,   9.73570728e+00,   9.44308853e+00, ...,\n",
-      "            5.09535170e+00,   5.57740021e+00,   6.42145681e+00],\n",
-      "         [  9.10210896e+00,   9.85834312e+00,   9.79963207e+00, ...,\n",
-      "            4.03053284e+00,   4.85396481e+00,   5.33551693e+00],\n",
-      "         ..., \n",
-      "         [  8.60348034e+00,   7.41922522e+00,   8.53561974e+00, ...,\n",
-      "            4.85904598e+00,   4.85084677e+00,   4.06775951e+00],\n",
-      "         [  9.09978485e+00,   8.37153244e+00,   9.52900314e+00, ...,\n",
-      "            6.56619835e+00,   6.89765120e+00,   5.14385891e+00],\n",
-      "         [  8.36544895e+00,   7.92893696e+00,   8.81655502e+00, ...,\n",
-      "            7.83689117e+00,   7.57690144e+00,   5.72621489e+00]],\n",
-      "\n",
-      "        [[  5.10433102e+00,   4.42413378e+00,   2.69704723e+00, ...,\n",
-      "            5.72841263e+00,   6.85409355e+00,   6.37511635e+00],\n",
-      "         [  5.19968224e+00,   4.99170732e+00,   3.76560426e+00, ...,\n",
-      "            5.45161629e+00,   6.61641645e+00,   6.40497637e+00],\n",
-      "         [  4.98346949e+00,   5.49950171e+00,   5.15526342e+00, ...,\n",
-      "            4.27319336e+00,   4.33248425e+00,   4.42399836e+00],\n",
-      "         ..., \n",
-      "         [  6.13241291e+00,   5.78490210e+00,   6.09771967e+00, ...,\n",
-      "            6.19167805e+00,   6.12202835e+00,   5.18644953e+00],\n",
-      "         [  6.43762589e+00,   6.02996683e+00,   6.80698013e+00, ...,\n",
-      "            6.68668127e+00,   8.80613422e+00,   7.50331116e+00],\n",
-      "         [  6.61510420e+00,   5.80905724e+00,   6.65034056e+00, ...,\n",
-      "            7.96420527e+00,   9.47037888e+00,   8.03835583e+00]],\n",
-      "\n",
-      "        [[  4.10274744e+00,   4.38657665e+00,   4.83220434e+00, ...,\n",
-      "            5.76847506e+00,   6.58865166e+00,   6.57469368e+00],\n",
-      "         [  4.37732744e+00,   4.73064327e+00,   4.81066132e+00, ...,\n",
-      "            5.78930855e+00,   6.45298004e+00,   6.49534750e+00],\n",
-      "         [  4.71401501e+00,   5.22202492e+00,   5.17931747e+00, ...,\n",
-      "            4.43128729e+00,   4.08324671e+00,   3.90277267e+00],\n",
-      "         ..., \n",
-      "         [  1.11966448e+01,   1.18876495e+01,   1.03613052e+01, ...,\n",
-      "            5.75491476e+00,   6.04369593e+00,   5.32144785e+00],\n",
-      "         [  8.58057499e+00,   8.86805153e+00,   9.51881123e+00, ...,\n",
-      "            6.37007666e+00,   7.01717567e+00,   7.14302206e+00],\n",
-      "         [  7.68089056e+00,   8.10322094e+00,   9.66712856e+00, ...,\n",
-      "            7.65063667e+00,   7.70565748e+00,   7.61029720e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  8.90494156e+00,   6.79196787e+00,   5.38240337e+00, ...,\n",
-      "            6.95601463e+00,   3.62116718e+00,   6.18398905e-01],\n",
-      "         [  9.36255455e+00,   7.05528164e+00,   5.88454866e+00, ...,\n",
-      "            7.12964392e+00,   3.99624658e+00,   1.17828691e+00],\n",
-      "         [  7.98787117e+00,   7.46163321e+00,   7.24984169e+00, ...,\n",
-      "            6.44802189e+00,   3.06052160e+00,   1.58949482e+00],\n",
-      "         ..., \n",
-      "         [  3.91183186e+00,   4.37565851e+00,   5.13748407e+00, ...,\n",
-      "            1.95116162e+00,  -3.36766154e-01,  -2.38109016e+00],\n",
-      "         [  2.87478185e+00,   3.57038879e+00,   4.77261019e+00, ...,\n",
-      "            4.17946911e+00,   3.47679496e+00,   1.60994089e+00],\n",
-      "         [  2.45967245e+00,   2.76983118e+00,   3.61971545e+00, ...,\n",
-      "            6.39542389e+00,   5.59495783e+00,   4.43738747e+00]],\n",
-      "\n",
-      "        [[  9.18189716e+00,   6.84541988e+00,   5.32699013e+00, ...,\n",
-      "            7.66287231e+00,   3.35972714e+00,  -5.66927791e-01],\n",
-      "         [  9.45967484e+00,   6.96174335e+00,   5.84006596e+00, ...,\n",
-      "            8.02698994e+00,   3.81037641e+00,  -1.84178464e-02],\n",
-      "         [  7.82520247e+00,   7.41126776e+00,   7.36326504e+00, ...,\n",
-      "            7.42302990e+00,   2.96715689e+00,   6.81455016e-01],\n",
-      "         ..., \n",
-      "         [  3.59773850e+00,   3.79785728e+00,   4.41791677e+00, ...,\n",
-      "            1.03438151e+00,  -7.23631203e-01,  -1.73406744e+00],\n",
-      "         [  4.40571642e+00,   4.30836105e+00,   4.29679394e+00, ...,\n",
-      "            2.43337703e+00,   1.68695295e+00,   4.16322559e-01],\n",
-      "         [  4.92111540e+00,   4.45429945e+00,   3.98565745e+00, ...,\n",
-      "            3.90104008e+00,   3.50582504e+00,   2.66214108e+00]],\n",
-      "\n",
-      "        [[  9.19460869e+00,   6.79601145e+00,   5.38376474e+00, ...,\n",
-      "            7.76846075e+00,   3.14534473e+00,  -7.91261554e-01],\n",
-      "         [  9.47892857e+00,   6.94984674e+00,   5.81661510e+00, ...,\n",
-      "            8.31228828e+00,   3.63493395e+00,  -2.46779770e-01],\n",
-      "         [  7.70924425e+00,   7.43639183e+00,   7.45774174e+00, ...,\n",
-      "            7.95221853e+00,   3.00127292e+00,   4.45601314e-01],\n",
-      "         ..., \n",
-      "         [  3.53708291e+00,   3.61324072e+00,   4.20402813e+00, ...,\n",
-      "            7.18696177e-01,  -5.02671301e-01,  -7.80143499e-01],\n",
-      "         [  4.87937260e+00,   4.40920115e+00,   4.20676231e+00, ...,\n",
-      "            1.23987961e+00,   1.75533211e+00,   1.93970585e+00],\n",
-      "         [  5.48620701e+00,   4.82217836e+00,   4.16484928e+00, ...,\n",
-      "            1.64450037e+00,   2.57340789e+00,   3.28165269e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  8.56121826e+00,   9.16426754e+00,   9.96008396e+00, ...,\n",
-      "            3.67357683e+00,   3.51552629e+00,   3.54551768e+00],\n",
-      "         [  8.17706680e+00,   8.78424549e+00,   1.04641190e+01, ...,\n",
-      "            2.59465003e+00,   2.14438128e+00,   2.97612214e+00],\n",
-      "         [  7.45354080e+00,   7.96162510e+00,   1.08582287e+01, ...,\n",
-      "            3.05786180e+00,   1.43021047e+00,   2.63798141e+00],\n",
-      "         ..., \n",
-      "         [  6.42664576e+00,   6.95273733e+00,   7.44162321e+00, ...,\n",
-      "            5.82933426e+00,   8.45124435e+00,   8.42130756e+00],\n",
-      "         [  7.87604380e+00,   9.42266750e+00,   8.89908695e+00, ...,\n",
-      "            5.56308842e+00,   6.21650791e+00,   5.64185238e+00],\n",
-      "         [  1.02277155e+01,   1.23850613e+01,   1.06560564e+01, ...,\n",
-      "            6.31506824e+00,   6.69585943e+00,   5.65479994e+00]],\n",
-      "\n",
-      "        [[ -1.41976988e+00,  -1.20311856e+00,  -1.52919412e-01, ...,\n",
-      "            4.93616629e+00,   3.65156102e+00,   4.69603777e+00],\n",
-      "         [ -4.32796404e-03,   1.83709040e-01,   5.13286114e-01, ...,\n",
-      "            5.45787334e+00,   5.52530861e+00,   5.68727255e+00],\n",
-      "         [  2.38317966e+00,   2.21911263e+00,   1.15004051e+00, ...,\n",
-      "            5.53323698e+00,   6.77970505e+00,   5.23759508e+00],\n",
-      "         ..., \n",
-      "         [  1.17803967e+00,   6.66594803e-01,   2.59256750e-01, ...,\n",
-      "            6.65822840e+00,   8.77055359e+00,   8.76249981e+00],\n",
-      "         [  3.71850991e+00,   2.01986217e+00,   5.85452855e-01, ...,\n",
-      "            7.19193411e+00,   8.93265343e+00,   8.02094078e+00],\n",
-      "         [  6.03971958e+00,   4.01535940e+00,   1.02543712e+00, ...,\n",
-      "            6.60300732e+00,   6.14486456e+00,   4.92493010e+00]],\n",
-      "\n",
-      "        [[  2.45105699e-01,   3.91968697e-01,   1.62731028e+00, ...,\n",
-      "            4.89248466e+00,   3.13117528e+00,   5.04356098e+00],\n",
-      "         [  3.12067896e-01,   3.79955530e-01,   9.37879324e-01, ...,\n",
-      "            5.42394400e+00,   3.94113684e+00,   5.71223545e+00],\n",
-      "         [ -7.96541512e-01,  -2.66956806e-01,   3.57018769e-01, ...,\n",
-      "            5.73337078e+00,   5.13485479e+00,   5.31267023e+00],\n",
-      "         ..., \n",
-      "         [  7.58972359e+00,   5.00857162e+00,   4.22463465e+00, ...,\n",
-      "            5.47936249e+00,   1.26347363e+00,   3.00429821e+00],\n",
-      "         [  1.35438595e+01,   6.15631962e+00,   1.83262217e+00, ...,\n",
-      "            6.26328802e+00,   7.07718468e+00,   6.32978201e+00],\n",
-      "         [  1.25546808e+01,   5.45923805e+00,   1.98562324e-01, ...,\n",
-      "            5.42807484e+00,   7.95207119e+00,   6.45753527e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  5.70509100e+00,   6.21904087e+00,   4.47292852e+00, ...,\n",
-      "            5.62000990e+00,   5.10719061e+00,   5.13990164e+00],\n",
-      "         [  5.34186888e+00,   5.83567762e+00,   5.10494709e+00, ...,\n",
-      "            5.61424017e+00,   5.77017212e+00,   5.99941444e+00],\n",
-      "         [  4.92903519e+00,   4.80877590e+00,   4.80438852e+00, ...,\n",
-      "            6.32623577e+00,   6.56165648e+00,   6.26186323e+00],\n",
-      "         ..., \n",
-      "         [  5.83200312e+00,   6.62382078e+00,   6.41769361e+00, ...,\n",
-      "            7.52265263e+00,   7.06026793e+00,   5.73030615e+00],\n",
-      "         [  5.98427868e+00,   6.91276932e+00,   6.16895533e+00, ...,\n",
-      "            7.87647486e+00,   5.33541441e+00,   3.11128235e+00],\n",
-      "         [  6.28818655e+00,   7.11539268e+00,   5.94089699e+00, ...,\n",
-      "            7.39924812e+00,   4.81468487e+00,   2.48666573e+00]],\n",
-      "\n",
-      "        [[  5.65265417e+00,   6.41840124e+00,   4.98510981e+00, ...,\n",
-      "            5.84528875e+00,   5.12278128e+00,   4.96596336e+00],\n",
-      "         [  5.63963556e+00,   5.93912935e+00,   5.22464705e+00, ...,\n",
-      "            5.84164619e+00,   5.70304537e+00,   5.78602600e+00],\n",
-      "         [  5.06014347e+00,   4.64058828e+00,   4.56499624e+00, ...,\n",
-      "            6.35524368e+00,   6.49020195e+00,   6.21075296e+00],\n",
-      "         ..., \n",
-      "         [  3.99864197e+00,   4.75470591e+00,   5.00211048e+00, ...,\n",
-      "            8.80847931e+00,   7.83622837e+00,   6.25866985e+00],\n",
-      "         [  4.82790041e+00,   5.32286787e+00,   5.03532219e+00, ...,\n",
-      "            7.15373564e+00,   6.77483940e+00,   5.78313780e+00],\n",
-      "         [  5.64410734e+00,   5.92383623e+00,   5.23677254e+00, ...,\n",
-      "            6.09404945e+00,   6.19739962e+00,   5.26802778e+00]],\n",
-      "\n",
-      "        [[  5.95909691e+00,   6.72654581e+00,   5.62982941e+00, ...,\n",
-      "            6.04628944e+00,   5.21865988e+00,   4.66217518e+00],\n",
-      "         [  5.71148539e+00,   6.00049019e+00,   5.43423080e+00, ...,\n",
-      "            6.10940075e+00,   5.72895575e+00,   5.50749445e+00],\n",
-      "         [  4.74925280e+00,   4.44740868e+00,   4.45169926e+00, ...,\n",
-      "            6.44311047e+00,   6.41824007e+00,   6.00109291e+00],\n",
-      "         ..., \n",
-      "         [  3.77903175e+00,   4.15972853e+00,   3.98487473e+00, ...,\n",
-      "            9.11515999e+00,   9.17882538e+00,   7.35389090e+00],\n",
-      "         [  5.04772520e+00,   4.77888155e+00,   4.20077324e+00, ...,\n",
-      "            5.30384827e+00,   7.05031347e+00,   8.52523899e+00],\n",
-      "         [  5.93111372e+00,   5.45241547e+00,   4.60699749e+00, ...,\n",
-      "            4.06930256e+00,   6.02008390e+00,   7.99275780e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  4.05576706e+00,   2.59199286e+00,   4.07341766e+00, ...,\n",
-      "            3.40832472e+00,   4.29103136e+00,   4.71754599e+00],\n",
-      "         [  4.44124889e+00,   3.17490339e+00,   3.75968790e+00, ...,\n",
-      "            3.39727831e+00,   4.09528303e+00,   4.45118093e+00],\n",
-      "         [  3.69403100e+00,   4.42533445e+00,   4.38650990e+00, ...,\n",
-      "            5.07147217e+00,   4.87415361e+00,   4.72766876e+00],\n",
-      "         ..., \n",
-      "         [  3.80304360e+00,   3.35671496e+00,   4.81163597e+00, ...,\n",
-      "            5.65507269e+00,   5.66030073e+00,   5.82180643e+00],\n",
-      "         [  6.35293627e+00,   5.11823702e+00,   3.90649343e+00, ...,\n",
-      "            6.00138807e+00,   6.44500113e+00,   7.06463385e+00],\n",
-      "         [  6.60078382e+00,   5.78050137e+00,   3.55201268e+00, ...,\n",
-      "            6.92594290e+00,   6.45401049e+00,   6.27648449e+00]],\n",
-      "\n",
-      "        [[  5.37988710e+00,   6.22929144e+00,   4.89219856e+00, ...,\n",
-      "            3.65963960e+00,   6.35080099e+00,   5.44159460e+00],\n",
-      "         [  3.48841476e+00,   4.02284622e+00,   4.00628519e+00, ...,\n",
-      "            2.70581794e+00,   4.48377323e+00,   4.06084394e+00],\n",
-      "         [  2.58290362e+00,   2.75022769e+00,   4.34719133e+00, ...,\n",
-      "            2.39495993e+00,   1.81673968e+00,   1.35473371e+00],\n",
-      "         ..., \n",
-      "         [  3.81950188e+00,   3.51713037e+00,   3.45149922e+00, ...,\n",
-      "            7.19462872e+00,   8.30740356e+00,   8.58082008e+00],\n",
-      "         [  5.04251242e+00,   4.69282055e+00,   9.16318130e+00, ...,\n",
-      "            6.58371830e+00,   7.61991787e+00,   9.37644291e+00],\n",
-      "         [  5.30172825e+00,   4.47512388e+00,   8.35363293e+00, ...,\n",
-      "            5.70282698e+00,   6.31341505e+00,   8.82274437e+00]],\n",
-      "\n",
-      "        [[  6.91950893e+00,   7.91787910e+00,   9.60675907e+00, ...,\n",
-      "            6.24292612e+00,   3.55263805e+00,   1.99450183e+00],\n",
-      "         [  6.04729509e+00,   7.48613930e+00,   1.05952034e+01, ...,\n",
-      "            5.62958288e+00,   3.96427107e+00,   2.34913898e+00],\n",
-      "         [  6.22488737e+00,   7.36436033e+00,   8.80853271e+00, ...,\n",
-      "            4.98813629e+00,   4.42179441e+00,   2.18809271e+00],\n",
-      "         ..., \n",
-      "         [  8.12215614e+00,   5.61669588e+00,   2.07849479e+00, ...,\n",
-      "            4.55683088e+00,   6.14908218e+00,   6.86788177e+00],\n",
-      "         [  1.23942785e+01,   8.14867973e+00,   5.03376389e+00, ...,\n",
-      "            3.79113460e+00,   3.62834144e+00,   5.04382610e+00],\n",
-      "         [  1.30787096e+01,   1.01084356e+01,   9.37695408e+00, ...,\n",
-      "            3.45204830e+00,   3.15283036e+00,   3.84225488e+00]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: absolute vorticity\n",
-      "    units: 10-5 s-1\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'theta_e' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[ 369.33676147,  369.04455566,  368.75195312, ...,  362.40078735,\n",
-      "           362.18667603,  362.00820923],\n",
-      "         [ 369.68734741,  369.44046021,  369.19284058, ...,  362.5642395 ,\n",
-      "           362.33926392,  362.14300537],\n",
-      "         [ 370.05444336,  369.85638428,  369.65679932, ...,  362.7348938 ,\n",
-      "           362.49829102,  362.28344727],\n",
-      "         ..., \n",
-      "         [ 362.32171631,  362.27175903,  362.22390747, ...,  357.72970581,\n",
-      "           357.63446045,  357.56228638],\n",
-      "         [ 361.93099976,  361.87930298,  361.83288574, ...,  357.73498535,\n",
-      "           357.64413452,  357.5696106 ],\n",
-      "         [ 361.41873169,  361.38583374,  361.35046387, ...,  357.7326355 ,\n",
-      "           357.64846802,  357.57406616]],\n",
-      "\n",
-      "        [[ 367.51751709,  367.39474487,  367.2684021 , ...,  358.2699585 ,\n",
-      "           358.08816528,  357.95718384],\n",
-      "         [ 367.80349731,  367.70623779,  367.60543823, ...,  358.24899292,\n",
-      "           358.07284546,  357.93630981],\n",
-      "         [ 368.10174561,  368.03167725,  367.95788574, ...,  358.23651123,\n",
-      "           358.06713867,  357.92547607],\n",
-      "         ..., \n",
-      "         [ 356.8470459 ,  356.99435425,  357.14196777, ...,  357.77484131,\n",
-      "           357.91223145,  358.01275635],\n",
-      "         [ 356.40921021,  356.54730225,  356.68899536, ...,  357.79824829,\n",
-      "           357.92852783,  358.02304077],\n",
-      "         [ 355.91247559,  356.04119873,  356.17718506, ...,  357.80865479,\n",
-      "           357.93222046,  358.02246094]],\n",
-      "\n",
-      "        [[ 365.1242981 ,  365.22039795,  365.30801392, ...,  357.65570068,\n",
-      "           357.49356079,  357.37469482],\n",
-      "         [ 365.32696533,  365.42251587,  365.50979614, ...,  357.62542725,\n",
-      "           357.46533203,  357.34075928],\n",
-      "         [ 365.53622437,  365.63088989,  365.71786499, ...,  357.6005249 ,\n",
-      "           357.44308472,  357.31298828],\n",
-      "         ..., \n",
-      "         [ 354.3711853 ,  354.72946167,  355.08508301, ...,  357.01046753,\n",
-      "           357.17074585,  357.29455566],\n",
-      "         [ 353.91210938,  354.26586914,  354.62039185, ...,  357.00698853,\n",
-      "           357.16064453,  357.28033447],\n",
-      "         [ 353.42581177,  353.77011108,  354.11883545, ...,  357.00686646,\n",
-      "           357.15447998,  357.27111816]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 417.72561646,  417.61578369,  417.51602173, ...,  418.55273438,\n",
-      "           418.35003662,  418.20025635],\n",
-      "         [ 417.74526978,  417.63665771,  417.53866577, ...,  418.89065552,\n",
-      "           418.69021606,  418.53964233],\n",
-      "         [ 417.77285767,  417.66744995,  417.57345581, ...,  419.23773193,\n",
-      "           419.04055786,  418.88989258],\n",
-      "         ..., \n",
-      "         [ 424.00195312,  424.04541016,  424.08563232, ...,  422.4390564 ,\n",
-      "           422.48123169,  422.53518677],\n",
-      "         [ 423.94885254,  423.98794556,  424.02386475, ...,  422.53271484,\n",
-      "           422.58258057,  422.64196777],\n",
-      "         [ 423.89096069,  423.92807007,  423.96203613, ...,  422.63742065,\n",
-      "           422.69317627,  422.75588989]],\n",
-      "\n",
-      "        [[ 448.24069214,  448.18063354,  448.13323975, ...,  451.26168823,\n",
-      "           451.15866089,  451.07754517],\n",
-      "         [ 448.35968018,  448.30203247,  448.25875854, ...,  451.60220337,\n",
-      "           451.50360107,  451.42501831],\n",
-      "         [ 448.4909668 ,  448.43710327,  448.40072632, ...,  451.94848633,\n",
-      "           451.85455322,  451.77877808],\n",
-      "         ..., \n",
-      "         [ 454.6703186 ,  454.71841431,  454.76187134, ...,  453.45785522,\n",
-      "           453.43817139,  453.42382812],\n",
-      "         [ 454.62631226,  454.67181396,  454.712677  , ...,  453.45785522,\n",
-      "           453.44714355,  453.44711304],\n",
-      "         [ 454.57617188,  454.62133789,  454.66192627, ...,  453.48501587,\n",
-      "           453.47967529,  453.48406982]],\n",
-      "\n",
-      "        [[ 477.87738037,  477.8722229 ,  477.88156128, ...,  482.95617676,\n",
-      "           483.04098511,  483.04125977],\n",
-      "         [ 478.02450562,  478.02386475,  478.0380249 , ...,  483.12634277,\n",
-      "           483.21148682,  483.21148682],\n",
-      "         [ 478.18856812,  478.19168091,  478.21096802, ...,  483.29498291,\n",
-      "           483.37948608,  483.37905884],\n",
-      "         ..., \n",
-      "         [ 484.66952515,  484.66033936,  484.64535522, ...,  484.92935181,\n",
-      "           484.85275269,  484.78128052],\n",
-      "         [ 484.78137207,  484.77563477,  484.76321411, ...,  484.82684326,\n",
-      "           484.75109863,  484.68127441],\n",
-      "         [ 484.89111328,  484.88937378,  484.88015747, ...,  484.7421875 ,\n",
-      "           484.66702271,  484.59817505]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 372.7069397 ,  372.79959106,  372.79754639, ...,  363.60986328,\n",
-      "           363.44396973,  363.29901123],\n",
-      "         [ 372.69998169,  372.85064697,  372.98803711, ...,  363.56939697,\n",
-      "           363.40390015,  363.25341797],\n",
-      "         [ 372.70617676,  372.82723999,  372.96713257, ...,  363.55459595,\n",
-      "           363.40231323,  363.26321411],\n",
-      "         ..., \n",
-      "         [ 362.30169678,  362.45983887,  362.54165649, ...,  356.24475098,\n",
-      "           356.29608154,  356.36050415],\n",
-      "         [ 361.98251343,  362.17422485,  362.29656982, ...,  356.20013428,\n",
-      "           356.24377441,  356.29534912],\n",
-      "         [ 361.63574219,  361.84133911,  362.00338745, ...,  356.16671753,\n",
-      "           356.20080566,  356.23052979]],\n",
-      "\n",
-      "        [[ 370.23745728,  370.37322998,  370.47695923, ...,  361.95245361,\n",
-      "           361.80334473,  361.67626953],\n",
-      "         [ 370.17935181,  370.27542114,  370.44042969, ...,  361.90673828,\n",
-      "           361.75732422,  361.62249756],\n",
-      "         [ 370.23913574,  370.34921265,  370.50534058, ...,  361.88400269,\n",
-      "           361.7482605 ,  361.62728882],\n",
-      "         ..., \n",
-      "         [ 360.41009521,  360.58209229,  360.66201782, ...,  357.21789551,\n",
-      "           357.27505493,  357.34228516],\n",
-      "         [ 360.09140015,  360.29849243,  360.41921997, ...,  357.15100098,\n",
-      "           357.19967651,  357.25314331],\n",
-      "         [ 359.74621582,  359.95727539,  360.12173462, ...,  357.08789062,\n",
-      "           357.12261963,  357.15881348]],\n",
-      "\n",
-      "        [[ 368.30969238,  368.38577271,  368.4519043 , ...,  361.1585083 ,\n",
-      "           361.02578735,  360.91210938],\n",
-      "         [ 368.4263916 ,  368.42919922,  368.46002197, ...,  361.10726929,\n",
-      "           360.9732666 ,  360.853302  ],\n",
-      "         [ 368.5723877 ,  368.58328247,  368.62301636, ...,  361.07678223,\n",
-      "           360.95837402,  360.8578186 ],\n",
-      "         ..., \n",
-      "         [ 359.52706909,  359.69647217,  359.77307129, ...,  356.61108398,\n",
-      "           356.60357666,  356.58404541],\n",
-      "         [ 359.21353149,  359.42004395,  359.53845215, ...,  356.57336426,\n",
-      "           356.5718689 ,  356.55154419],\n",
-      "         [ 358.87435913,  359.08633423,  359.2510376 , ...,  356.5256958 ,\n",
-      "           356.53018188,  356.51611328]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 428.39984131,  428.18319702,  427.9642334 , ...,  421.56359863,\n",
-      "           421.14450073,  421.28604126],\n",
-      "         [ 428.25201416,  427.99520874,  427.70617676, ...,  421.64678955,\n",
-      "           421.35742188,  421.30023193],\n",
-      "         [ 428.11587524,  427.84857178,  427.48788452, ...,  422.10745239,\n",
-      "           421.68713379,  421.46716309],\n",
-      "         ..., \n",
-      "         [ 423.2833252 ,  423.35336304,  423.40713501, ...,  426.78320312,\n",
-      "           426.6925354 ,  426.57962036],\n",
-      "         [ 423.197052  ,  423.28466797,  423.34960938, ...,  426.66229248,\n",
-      "           426.62051392,  426.48745728],\n",
-      "         [ 423.27648926,  423.22775269,  423.24072266, ...,  426.45419312,\n",
-      "           426.4776001 ,  426.41018677]],\n",
-      "\n",
-      "        [[ 453.88064575,  453.27389526,  452.6574707 , ...,  449.95025635,\n",
-      "           449.56185913,  449.62319946],\n",
-      "         [ 453.3862915 ,  452.76126099,  452.11077881, ...,  449.8979187 ,\n",
-      "           449.46237183,  449.48141479],\n",
-      "         [ 453.05340576,  452.48312378,  451.84921265, ...,  450.00167847,\n",
-      "           449.48202515,  449.32055664],\n",
-      "         ..., \n",
-      "         [ 454.19549561,  454.31628418,  454.51068115, ...,  456.69436646,\n",
-      "           456.65777588,  456.55865479],\n",
-      "         [ 454.2880249 ,  454.38214111,  454.53057861, ...,  456.59939575,\n",
-      "           456.59710693,  456.49789429],\n",
-      "         [ 454.46310425,  454.49267578,  454.56954956, ...,  456.43783569,\n",
-      "           456.48501587,  456.45413208]],\n",
-      "\n",
-      "        [[ 480.81289673,  480.57022095,  480.29577637, ...,  478.81005859,\n",
-      "           478.60873413,  478.47219849],\n",
-      "         [ 480.56243896,  480.3104248 ,  480.02661133, ...,  478.86956787,\n",
-      "           478.60140991,  478.48791504],\n",
-      "         [ 480.39770508,  480.20452881,  479.94177246, ...,  478.99472046,\n",
-      "           478.67041016,  478.53359985],\n",
-      "         ..., \n",
-      "         [ 483.57952881,  483.64459229,  483.65240479, ...,  485.07852173,\n",
-      "           485.01229858,  484.95446777],\n",
-      "         [ 483.77490234,  483.82937622,  483.81994629, ...,  484.99856567,\n",
-      "           484.95361328,  484.90426636],\n",
-      "         [ 484.01535034,  484.00421143,  483.99023438, ...,  484.89785767,\n",
-      "           484.8894043 ,  484.85983276]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 373.04232788,  373.09414673,  373.12631226, ...,  365.23464966,\n",
-      "           365.13909912,  365.05157471],\n",
-      "         [ 373.15338135,  373.19650269,  373.23077393, ...,  365.43048096,\n",
-      "           365.47732544,  365.39517212],\n",
-      "         [ 373.24984741,  373.28970337,  373.32565308, ...,  365.53497314,\n",
-      "           365.67172241,  365.59451294],\n",
-      "         ..., \n",
-      "         [ 362.63870239,  362.65527344,  362.67404175, ...,  354.84466553,\n",
-      "           354.90859985,  354.87103271],\n",
-      "         [ 362.63653564,  362.62637329,  362.62423706, ...,  354.65548706,\n",
-      "           354.91500854,  354.8664856 ],\n",
-      "         [ 362.57073975,  362.57861328,  362.57797241, ...,  354.40737915,\n",
-      "           354.75857544,  354.76373291]],\n",
-      "\n",
-      "        [[ 371.86618042,  371.89996338,  371.91723633, ...,  363.3868103 ,\n",
-      "           363.34109497,  363.25143433],\n",
-      "         [ 371.95645142,  371.98379517,  372.00830078, ...,  363.61160278,\n",
-      "           363.67349243,  363.59085083],\n",
-      "         [ 372.03491211,  372.06216431,  372.09176636, ...,  363.76483154,\n",
-      "           363.87564087,  363.79974365],\n",
-      "         ..., \n",
-      "         [ 360.89038086,  360.91671753,  360.92483521, ...,  355.60821533,\n",
-      "           355.77780151,  355.77575684],\n",
-      "         [ 360.81219482,  360.83078003,  360.84127808, ...,  355.65768433,\n",
-      "           355.89520264,  355.88864136],\n",
-      "         [ 360.65707397,  360.72506714,  360.76675415, ...,  355.49353027,\n",
-      "           355.875     ,  355.95425415]],\n",
-      "\n",
-      "        [[ 370.47088623,  370.43612671,  370.38769531, ...,  362.37713623,\n",
-      "           362.37670898,  362.28933716],\n",
-      "         [ 370.47558594,  370.43341064,  370.43743896, ...,  362.62484741,\n",
-      "           362.7010498 ,  362.62103271],\n",
-      "         [ 370.49905396,  370.45730591,  370.48483276, ...,  362.79830933,\n",
-      "           362.90274048,  362.83071899],\n",
-      "         ..., \n",
-      "         [ 360.08370972,  360.11010742,  360.11862183, ...,  355.07202148,\n",
-      "           355.18862915,  355.24575806],\n",
-      "         [ 359.9861145 ,  360.02380371,  360.03717041, ...,  355.2098999 ,\n",
-      "           355.33236694,  355.33929443],\n",
-      "         [ 359.81304932,  359.9022522 ,  359.9510498 , ...,  355.19403076,\n",
-      "           355.35662842,  355.38842773]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 427.16305542,  427.02478027,  426.89233398, ...,  426.90060425,\n",
-      "           427.82015991,  428.40145874],\n",
-      "         [ 427.29769897,  427.18908691,  427.06942749, ...,  426.08813477,\n",
-      "           427.01397705,  427.95004272],\n",
-      "         [ 427.53775024,  427.46920776,  427.37365723, ...,  425.2756958 ,\n",
-      "           426.28634644,  427.3583374 ],\n",
-      "         ..., \n",
-      "         [ 428.66207886,  428.69210815,  428.67675781, ...,  423.912323  ,\n",
-      "           423.99539185,  424.04766846],\n",
-      "         [ 428.66207886,  428.69497681,  428.68920898, ...,  424.26394653,\n",
-      "           424.36618042,  424.50079346],\n",
-      "         [ 428.58679199,  428.67562866,  428.7237854 , ...,  424.74984741,\n",
-      "           424.87518311,  425.07373047]],\n",
-      "\n",
-      "        [[ 454.61965942,  454.74279785,  454.83340454, ...,  459.41592407,\n",
-      "           460.97201538,  461.92565918],\n",
-      "         [ 454.56365967,  454.62979126,  454.62982178, ...,  458.10128784,\n",
-      "           459.66192627,  460.94760132],\n",
-      "         [ 454.48913574,  454.49365234,  454.42254639, ...,  456.82717896,\n",
-      "           458.4284668 ,  459.87683105],\n",
-      "         ..., \n",
-      "         [ 458.67178345,  458.65750122,  458.58291626, ...,  450.92150879,\n",
-      "           451.03033447,  451.07189941],\n",
-      "         [ 458.39038086,  458.40072632,  458.3427124 , ...,  451.37600708,\n",
-      "           451.47738647,  451.57226562],\n",
-      "         [ 458.07385254,  458.13919067,  458.13247681, ...,  451.95581055,\n",
-      "           452.02224731,  452.15176392]],\n",
-      "\n",
-      "        [[ 481.11517334,  481.28347778,  481.35757446, ...,  482.13845825,\n",
-      "           482.64892578,  482.97717285],\n",
-      "         [ 480.88162231,  480.97702026,  480.97702026, ...,  481.9420166 ,\n",
-      "           482.43615723,  482.74588013],\n",
-      "         [ 480.54873657,  480.58053589,  480.54220581, ...,  481.81896973,\n",
-      "           482.34109497,  482.73144531],\n",
-      "         ..., \n",
-      "         [ 485.46496582,  485.36026001,  485.23446655, ...,  482.70953369,\n",
-      "           482.71173096,  482.63912964],\n",
-      "         [ 485.49862671,  485.40731812,  485.27746582, ...,  482.87634277,\n",
-      "           482.86825562,  482.8039856 ],\n",
-      "         [ 485.49740601,  485.41751099,  485.33322144, ...,  483.08633423,\n",
-      "           483.0296936 ,  482.94638062]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[ 364.05340576,  364.16830444,  364.1897583 , ...,  361.07992554,\n",
-      "           360.70327759,  360.71411133],\n",
-      "         [ 364.16104126,  364.17965698,  364.18353271, ...,  361.5617981 ,\n",
-      "           361.18600464,  360.90487671],\n",
-      "         [ 364.3666687 ,  364.4112854 ,  364.36715698, ...,  362.00021362,\n",
-      "           361.62573242,  361.23974609],\n",
-      "         ..., \n",
-      "         [ 354.9654541 ,  355.12445068,  355.3142395 , ...,  358.8444519 ,\n",
-      "           358.74105835,  358.75537109],\n",
-      "         [ 355.02380371,  355.18896484,  355.36029053, ...,  357.51495361,\n",
-      "           357.63702393,  357.784729  ],\n",
-      "         [ 354.99499512,  355.17907715,  355.34976196, ...,  357.6619873 ,\n",
-      "           357.82797241,  357.96783447]],\n",
-      "\n",
-      "        [[ 362.79818726,  362.89663696,  362.91064453, ...,  359.41516113,\n",
-      "           359.10824585,  359.11837769],\n",
-      "         [ 362.89990234,  362.90917969,  362.89996338, ...,  359.83493042,\n",
-      "           359.50714111,  359.2807312 ],\n",
-      "         [ 363.09777832,  363.13638306,  363.07809448, ...,  360.22958374,\n",
-      "           359.88867188,  359.55752563],\n",
-      "         ..., \n",
-      "         [ 353.44607544,  353.61013794,  353.78323364, ...,  357.32901001,\n",
-      "           357.28015137,  357.31439209],\n",
-      "         [ 353.44567871,  353.61404419,  353.77960205, ...,  356.20196533,\n",
-      "           356.34176636,  356.50106812],\n",
-      "         [ 353.36209106,  353.54534912,  353.72433472, ...,  356.26760864,\n",
-      "           356.48883057,  356.61929321]],\n",
-      "\n",
-      "        [[ 362.15704346,  362.26620483,  362.26235962, ...,  358.574646  ,\n",
-      "           358.31314087,  358.35369873],\n",
-      "         [ 362.25622559,  362.26159668,  362.24835205, ...,  358.97058105,\n",
-      "           358.68295288,  358.5072937 ],\n",
-      "         [ 362.45022583,  362.48590088,  362.42120361, ...,  359.33746338,\n",
-      "           359.03411865,  358.759552  ],\n",
-      "         ..., \n",
-      "         [ 352.7543335 ,  352.91888428,  353.08120728, ...,  356.46081543,\n",
-      "           356.46759033,  356.53982544],\n",
-      "         [ 352.72698975,  352.89794922,  353.06176758, ...,  355.51400757,\n",
-      "           355.67782593,  355.86062622],\n",
-      "         [ 352.62197876,  352.80853271,  352.99108887, ...,  355.67498779,\n",
-      "           355.80358887,  355.9715271 ]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 415.65924072,  415.56240845,  415.53686523, ...,  419.75747681,\n",
-      "           420.29348755,  420.80480957],\n",
-      "         [ 416.18167114,  416.07525635,  415.99942017, ...,  419.85723877,\n",
-      "           420.26437378,  420.56591797],\n",
-      "         [ 416.70965576,  416.58911133,  416.46832275, ...,  419.90139771,\n",
-      "           420.26596069,  420.51275635],\n",
-      "         ..., \n",
-      "         [ 429.40844727,  429.3196106 ,  429.06808472, ...,  426.76382446,\n",
-      "           427.03439331,  427.2286377 ],\n",
-      "         [ 429.47375488,  429.47387695,  429.30249023, ...,  427.27661133,\n",
-      "           427.44543457,  427.65646362],\n",
-      "         [ 429.47335815,  429.52197266,  429.47286987, ...,  427.76818848,\n",
-      "           428.06314087,  428.39105225]],\n",
-      "\n",
-      "        [[ 442.44519043,  442.44503784,  442.76351929, ...,  448.12176514,\n",
-      "           448.52032471,  449.06604004],\n",
-      "         [ 442.44552612,  442.4453125 ,  442.76376343, ...,  448.16052246,\n",
-      "           448.5513916 ,  448.89337158],\n",
-      "         [ 442.79949951,  442.99801636,  443.4307251 , ...,  448.24435425,\n",
-      "           448.54470825,  448.84039307],\n",
-      "         ..., \n",
-      "         [ 458.97296143,  458.85888672,  458.43991089, ...,  454.23477173,\n",
-      "           454.64578247,  454.91073608],\n",
-      "         [ 459.02377319,  459.16168213,  458.96954346, ...,  454.78579712,\n",
-      "           455.1395874 ,  455.41983032],\n",
-      "         [ 458.81027222,  459.16143799,  459.09719849, ...,  455.45068359,\n",
-      "           455.67672729,  455.93823242]],\n",
-      "\n",
-      "        [[ 475.94219971,  475.9382019 ,  476.18026733, ...,  479.25244141,\n",
-      "           479.5171814 ,  479.84075928],\n",
-      "         [ 475.84454346,  475.89205933,  476.14483643, ...,  479.38867188,\n",
-      "           479.69754028,  480.02505493],\n",
-      "         [ 475.84460449,  475.94717407,  476.23654175, ...,  479.52206421,\n",
-      "           479.85028076,  480.15426636],\n",
-      "         ..., \n",
-      "         [ 484.13354492,  483.83508301,  483.2041626 , ...,  481.36621094,\n",
-      "           481.53994751,  481.66641235],\n",
-      "         [ 484.37585449,  484.37588501,  483.97436523, ...,  481.57501221,\n",
-      "           481.73501587,  481.88122559],\n",
-      "         [ 484.31484985,  484.37588501,  484.49142456, ...,  481.89486694,\n",
-      "           482.00372314,  482.14013672]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 366.02609253,  366.14083862,  366.15707397, ...,  363.54837036,\n",
-      "           363.72689819,  363.37939453],\n",
-      "         [ 365.82452393,  365.76849365,  365.88806152, ...,  363.65762329,\n",
-      "           363.84274292,  363.60333252],\n",
-      "         [ 365.55575562,  365.62442017,  365.65182495, ...,  363.76791382,\n",
-      "           363.96768188,  363.80630493],\n",
-      "         ..., \n",
-      "         [ 354.66409302,  354.91534424,  355.08163452, ...,  355.21426392,\n",
-      "           355.43301392,  355.73995972],\n",
-      "         [ 354.57476807,  354.84307861,  355.04882812, ...,  356.26504517,\n",
-      "           356.54141235,  356.88165283],\n",
-      "         [ 354.39492798,  354.68096924,  354.94317627, ...,  357.55813599,\n",
-      "           357.89764404,  358.22485352]],\n",
-      "\n",
-      "        [[ 364.82147217,  364.9251709 ,  364.92703247, ...,  361.79241943,\n",
-      "           361.97952271,  361.62265015],\n",
-      "         [ 364.58825684,  364.5368042 ,  364.63262939, ...,  361.90188599,\n",
-      "           362.07592773,  361.82037354],\n",
-      "         [ 364.29443359,  364.35797119,  364.37689209, ...,  361.99978638,\n",
-      "           362.18334961,  362.00424194],\n",
-      "         ..., \n",
-      "         [ 353.20050049,  353.48928833,  353.66326904, ...,  354.0562439 ,\n",
-      "           354.25134277,  354.5123291 ],\n",
-      "         [ 353.11987305,  353.42214966,  353.62915039, ...,  355.07299805,\n",
-      "           355.33776855,  355.60455322],\n",
-      "         [ 352.97232056,  353.27374268,  353.53060913, ...,  356.22564697,\n",
-      "           356.56744385,  356.90438843]],\n",
-      "\n",
-      "        [[ 364.22628784,  364.32363892,  364.31933594, ...,  360.90444946,\n",
-      "           361.0710144 ,  360.73324585],\n",
-      "         [ 363.97363281,  363.92105103,  364.00592041, ...,  360.97018433,\n",
-      "           361.13409424,  360.90405273],\n",
-      "         [ 363.66992188,  363.7265625 ,  363.73950195, ...,  361.04055786,\n",
-      "           361.21661377,  361.06317139],\n",
-      "         ..., \n",
-      "         [ 352.53860474,  352.82495117,  352.9984436 , ...,  353.46350098,\n",
-      "           353.65963745,  353.90740967],\n",
-      "         [ 352.46835327,  352.76489258,  352.97116089, ...,  354.47967529,\n",
-      "           354.74914551,  354.99493408],\n",
-      "         [ 352.33496094,  352.62545776,  352.89096069, ...,  355.57107544,\n",
-      "           355.91641235,  356.26086426]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 410.0350647 ,  409.75585938,  409.50640869, ...,  423.60440063,\n",
-      "           423.57177734,  423.28530884],\n",
-      "         [ 409.75366211,  409.41305542,  409.14053345, ...,  424.5479126 ,\n",
-      "           424.39041138,  424.21578979],\n",
-      "         [ 409.53439331,  409.19232178,  408.91836548, ...,  425.06820679,\n",
-      "           424.98519897,  424.80706787],\n",
-      "         ..., \n",
-      "         [ 421.60263062,  422.3866272 ,  423.07467651, ...,  427.91619873,\n",
-      "           428.26416016,  428.53417969],\n",
-      "         [ 421.19628906,  421.84130859,  422.53311157, ...,  428.02423096,\n",
-      "           428.27426147,  428.33569336],\n",
-      "         [ 420.91705322,  421.36053467,  421.7756958 , ...,  427.82824707,\n",
-      "           427.97387695,  427.90704346]],\n",
-      "\n",
-      "        [[ 435.75827026,  434.58728027,  433.63360596, ...,  453.06500244,\n",
-      "           452.44616699,  451.69186401],\n",
-      "         [ 434.8269043 ,  433.67706299,  432.80007935, ...,  452.94476318,\n",
-      "           452.24557495,  451.60766602],\n",
-      "         [ 434.01177979,  433.03753662,  432.26974487, ...,  452.75619507,\n",
-      "           452.20980835,  451.62783813],\n",
-      "         ..., \n",
-      "         [ 446.65921021,  447.84701538,  448.82876587, ...,  454.96298218,\n",
-      "           455.26351929,  455.40075684],\n",
-      "         [ 446.05731201,  446.89553833,  447.96118164, ...,  455.27966309,\n",
-      "           455.49478149,  455.79226685],\n",
-      "         [ 445.96264648,  446.08111572,  447.0947876 , ...,  455.33984375,\n",
-      "           455.38961792,  455.40716553]],\n",
-      "\n",
-      "        [[ 475.50506592,  474.83462524,  474.34881592, ...,  480.18560791,\n",
-      "           479.92547607,  479.68453979],\n",
-      "         [ 474.88098145,  474.26153564,  473.95089722, ...,  481.01760864,\n",
-      "           480.77001953,  480.55004883],\n",
-      "         [ 474.32403564,  473.89685059,  473.70516968, ...,  481.61712646,\n",
-      "           481.48300171,  481.32098389],\n",
-      "         ..., \n",
-      "         [ 477.89007568,  478.1317749 ,  478.64630127, ...,  481.14117432,\n",
-      "           481.34814453,  481.62127686],\n",
-      "         [ 477.90579224,  477.7633667 ,  478.30279541, ...,  481.36105347,\n",
-      "           481.5305481 ,  481.83392334],\n",
-      "         [ 478.00604248,  477.95968628,  477.96185303, ...,  481.58428955,\n",
-      "           481.67388916,  481.75759888]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 365.37030029,  365.40707397,  365.35842896, ...,  365.55505371,\n",
-      "           365.47207642,  365.30532837],\n",
-      "         [ 365.59039307,  365.57299805,  365.4743042 , ...,  365.61340332,\n",
-      "           365.54379272,  365.41769409],\n",
-      "         [ 365.53155518,  365.46484375,  365.35296631, ...,  365.66339111,\n",
-      "           365.60992432,  365.50253296],\n",
-      "         ..., \n",
-      "         [ 355.52816772,  355.28256226,  355.27804565, ...,  359.41937256,\n",
-      "           359.52905273,  359.68078613],\n",
-      "         [ 355.56524658,  355.34588623,  355.30044556, ...,  359.49481201,\n",
-      "           359.50991821,  359.57669067],\n",
-      "         [ 355.73236084,  355.48178101,  355.37069702, ...,  359.60733032,\n",
-      "           359.44580078,  359.44250488]],\n",
-      "\n",
-      "        [[ 364.18789673,  364.22460938,  364.13989258, ...,  363.84216309,\n",
-      "           363.77911377,  363.62359619],\n",
-      "         [ 364.41687012,  364.40646362,  364.27850342, ...,  363.90124512,\n",
-      "           363.8536377 ,  363.73284912],\n",
-      "         [ 364.34185791,  364.27307129,  364.13656616, ...,  363.94754028,\n",
-      "           363.91619873,  363.81109619],\n",
-      "         ..., \n",
-      "         [ 354.10464478,  353.97854614,  354.00408936, ...,  359.2507019 ,\n",
-      "           359.33877563,  359.45251465],\n",
-      "         [ 354.23086548,  354.02587891,  354.04559326, ...,  359.25195312,\n",
-      "           359.26739502,  359.32434082],\n",
-      "         [ 354.42163086,  354.19119263,  354.15853882, ...,  359.29470825,\n",
-      "           359.20043945,  359.08935547]],\n",
-      "\n",
-      "        [[ 363.57330322,  363.6131897 ,  363.49484253, ...,  362.86117554,\n",
-      "           362.82910156,  362.69998169],\n",
-      "         [ 363.81466675,  363.80187988,  363.65216064, ...,  362.9196167 ,\n",
-      "           362.89920044,  362.80004883],\n",
-      "         [ 363.73757935,  363.65856934,  363.50234985, ...,  362.96295166,\n",
-      "           362.95535278,  362.86834717],\n",
-      "         ..., \n",
-      "         [ 353.07339478,  352.9413147 ,  353.05523682, ...,  358.67059326,\n",
-      "           358.69567871,  358.75878906],\n",
-      "         [ 353.21368408,  353.037323  ,  353.09039307, ...,  358.56347656,\n",
-      "           358.59466553,  358.65380859],\n",
-      "         [ 353.40335083,  353.20062256,  353.20309448, ...,  358.46820068,\n",
-      "           358.37661743,  358.33990479]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 412.56536865,  412.74383545,  412.95004272, ...,  421.59332275,\n",
-      "           421.51034546,  421.42236328],\n",
-      "         [ 412.5663147 ,  412.72338867,  412.88870239, ...,  421.42514038,\n",
-      "           421.51321411,  421.44989014],\n",
-      "         [ 412.56661987,  412.89776611,  412.79214478, ...,  421.20355225,\n",
-      "           421.40823364,  421.52355957],\n",
-      "         ..., \n",
-      "         [ 420.34301758,  420.91311646,  421.55239868, ...,  426.47210693,\n",
-      "           427.0362854 ,  427.83486938],\n",
-      "         [ 420.4352417 ,  420.900177  ,  421.42788696, ...,  427.03643799,\n",
-      "           427.67126465,  428.52450562],\n",
-      "         [ 420.73153687,  420.96697998,  421.41549683, ...,  427.60409546,\n",
-      "           428.30249023,  429.05178833]],\n",
-      "\n",
-      "        [[ 450.94750977,  451.0821228 ,  451.12789917, ...,  452.53683472,\n",
-      "           452.89810181,  453.06491089],\n",
-      "         [ 451.20846558,  451.50970459,  451.39529419, ...,  452.75149536,\n",
-      "           453.240448  ,  453.46630859],\n",
-      "         [ 451.40896606,  451.41925049,  451.05032349, ...,  452.89361572,\n",
-      "           453.44961548,  453.75296021],\n",
-      "         ..., \n",
-      "         [ 460.49435425,  461.26586914,  461.84725952, ...,  453.00219727,\n",
-      "           453.87414551,  454.80603027],\n",
-      "         [ 460.09347534,  461.14309692,  461.85275269, ...,  453.63937378,\n",
-      "           454.4743042 ,  455.39611816],\n",
-      "         [ 459.58795166,  460.72247314,  461.68447876, ...,  454.49993896,\n",
-      "           455.27960205,  456.03259277]],\n",
-      "\n",
-      "        [[ 482.49710083,  482.73571777,  482.58416748, ...,  481.86862183,\n",
-      "           481.90545654,  481.79949951],\n",
-      "         [ 482.76876831,  483.18002319,  483.05969238, ...,  481.89755249,\n",
-      "           481.93359375,  481.84545898],\n",
-      "         [ 482.97097778,  483.01721191,  482.99893188, ...,  481.72497559,\n",
-      "           481.80038452,  481.75408936],\n",
-      "         ..., \n",
-      "         [ 484.69927979,  482.77645874,  481.24847412, ...,  479.93041992,\n",
-      "           480.17706299,  480.52084351],\n",
-      "         [ 486.15344238,  484.43066406,  482.90353394, ...,  480.17907715,\n",
-      "           480.36911011,  480.61904907],\n",
-      "         [ 487.35244751,  486.14422607,  484.72171021, ...,  480.70114136,\n",
-      "           480.82052612,  480.93231201]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: equivalent potential temperature\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'cape_2d' (mcape_mcin_lcl_lfc: 4, Time: 9, south_north: 96, west_east: 96)>\n",
-      "array([[[[  3.34881494e+03,   3.36019238e+03,   3.36905566e+03, ...,\n",
-      "            1.86445813e+03,   1.83834863e+03,   1.81914258e+03],\n",
-      "         [  3.39729053e+03,   3.40941504e+03,   3.41977881e+03, ...,\n",
-      "            1.85825317e+03,   1.83217017e+03,   1.81184338e+03],\n",
-      "         [  3.44741309e+03,   3.46070630e+03,   3.47230859e+03, ...,\n",
-      "            1.85365869e+03,   1.82743164e+03,   1.80585425e+03],\n",
-      "         ..., \n",
-      "         [  9.15617859e+02,   9.81143494e+02,   1.04780908e+03, ...,\n",
-      "            1.54192688e+03,   1.57701172e+03,   1.60728406e+03],\n",
-      "         [  8.35479248e+02,   9.00068726e+02,   9.65479614e+02, ...,\n",
-      "            1.55268079e+03,   1.58701636e+03,   1.61669324e+03],\n",
-      "         [  7.52983093e+02,   8.13835693e+02,   8.77542664e+02, ...,\n",
-      "            1.56306433e+03,   1.59669360e+03,   1.62591943e+03]],\n",
-      "\n",
-      "        [[  4.28460400e+03,   4.30680029e+03,   4.32107666e+03, ...,\n",
-      "            2.82200293e+03,   2.79558154e+03,   2.77874243e+03],\n",
-      "         [  4.27116895e+03,   4.30573682e+03,   4.32786670e+03, ...,\n",
-      "            2.80652100e+03,   2.78074072e+03,   2.75370776e+03],\n",
-      "         [  4.26515625e+03,   4.29786768e+03,   4.31908887e+03, ...,\n",
-      "            2.78662744e+03,   2.76706860e+03,   2.74403662e+03],\n",
-      "         ..., \n",
-      "         [  2.04842993e+03,   2.06305029e+03,   2.06333887e+03, ...,\n",
-      "            1.37002576e+03,   1.38440173e+03,   1.40404395e+03],\n",
-      "         [  1.99796716e+03,   2.02121082e+03,   2.03123438e+03, ...,\n",
-      "            1.37453601e+03,   1.38770374e+03,   1.40563672e+03],\n",
-      "         [  1.94552625e+03,   1.97541992e+03,   1.99751501e+03, ...,\n",
-      "            1.38432593e+03,   1.39623450e+03,   1.40834619e+03]],\n",
-      "\n",
-      "        [[  4.30947656e+03,   4.30878857e+03,   4.30562402e+03, ...,\n",
-      "            3.09612085e+03,   3.11564624e+03,   3.12148877e+03],\n",
-      "         [  4.28351025e+03,   4.28368457e+03,   4.28895996e+03, ...,\n",
-      "            3.15958081e+03,   3.19854834e+03,   3.20301025e+03],\n",
-      "         [  4.26191797e+03,   4.26590234e+03,   4.27798242e+03, ...,\n",
-      "            3.18405127e+03,   3.23707324e+03,   3.24638208e+03],\n",
-      "         ..., \n",
-      "         [  1.83662878e+03,   1.84255713e+03,   1.84981104e+03, ...,\n",
-      "            7.43228943e+02,   7.70477783e+02,   7.89675659e+02],\n",
-      "         [  1.82070837e+03,   1.82608789e+03,   1.83029749e+03, ...,\n",
-      "            7.63929260e+02,   7.97750732e+02,   8.14597961e+02],\n",
-      "         [  1.79305627e+03,   1.80580725e+03,   1.81316565e+03, ...,\n",
-      "            7.75586975e+02,   8.17030579e+02,   8.36737061e+02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  2.38532397e+03,   2.38955225e+03,   2.37469116e+03, ...,\n",
-      "            1.72146460e+03,   1.68064209e+03,   1.69203735e+03],\n",
-      "         [  2.40059985e+03,   2.38914209e+03,   2.37215820e+03, ...,\n",
-      "            1.79574353e+03,   1.75476770e+03,   1.72193408e+03],\n",
-      "         [  2.44161792e+03,   2.44186279e+03,   2.41229224e+03, ...,\n",
-      "            1.86190381e+03,   1.81912390e+03,   1.76889331e+03],\n",
-      "         ..., \n",
-      "         [  6.28728882e+02,   6.48013550e+02,   6.66268311e+02, ...,\n",
-      "            1.21311035e+03,   1.21983362e+03,   1.23982031e+03],\n",
-      "         [  6.34979309e+02,   6.55195618e+02,   6.74330994e+02, ...,\n",
-      "            1.06590063e+03,   1.09677588e+03,   1.13854504e+03],\n",
-      "         [  6.32765015e+02,   6.53564087e+02,   6.74844421e+02, ...,\n",
-      "            1.10583411e+03,   1.13697913e+03,   1.17566650e+03]],\n",
-      "\n",
-      "        [[  2.63716870e+03,   2.65775098e+03,   2.65921411e+03, ...,\n",
-      "            2.11042090e+03,   2.16440332e+03,   2.10510986e+03],\n",
-      "         [  2.56470752e+03,   2.55089307e+03,   2.56374463e+03, ...,\n",
-      "            2.10657446e+03,   2.16026953e+03,   2.13280200e+03],\n",
-      "         [  2.47667065e+03,   2.48880591e+03,   2.48656299e+03, ...,\n",
-      "            2.10830493e+03,   2.16410596e+03,   2.15280762e+03],\n",
-      "         ..., \n",
-      "         [  5.07507599e+02,   5.49742676e+02,   5.74531006e+02, ...,\n",
-      "            7.18849731e+02,   7.65144165e+02,   8.15951294e+02],\n",
-      "         [  5.03704132e+02,   5.45083801e+02,   5.73827759e+02, ...,\n",
-      "            9.05107239e+02,   9.65202576e+02,   1.01460150e+03],\n",
-      "         [  4.93037567e+02,   5.28591125e+02,   5.64391663e+02, ...,\n",
-      "            1.10420447e+03,   1.17650708e+03,   1.24581555e+03]],\n",
-      "\n",
-      "        [[  2.36605078e+03,   2.36970215e+03,   2.31982642e+03, ...,\n",
-      "            2.54320923e+03,   2.54665210e+03,   2.51448779e+03],\n",
-      "         [  2.42102051e+03,   2.41371973e+03,   2.36468970e+03, ...,\n",
-      "            2.54536646e+03,   2.55804053e+03,   2.53430103e+03],\n",
-      "         [  2.40161621e+03,   2.38085083e+03,   2.32796875e+03, ...,\n",
-      "            2.53861890e+03,   2.55868799e+03,   2.54347900e+03],\n",
-      "         ..., \n",
-      "         [  5.54857666e+02,   5.38452026e+02,   5.47350708e+02, ...,\n",
-      "            1.48771448e+03,   1.51218823e+03,   1.53936951e+03],\n",
-      "         [  5.74637024e+02,   5.54065613e+02,   5.58801086e+02, ...,\n",
-      "            1.47900952e+03,   1.49606201e+03,   1.52223340e+03],\n",
-      "         [  6.02585449e+02,   5.75514038e+02,   5.73027710e+02, ...,\n",
-      "            1.47762000e+03,   1.46268530e+03,   1.47420361e+03]]],\n",
-      "\n",
-      "\n",
-      "       [[[  1.77270565e+01,   1.78946018e+01,   1.79750843e+01, ...,\n",
-      "            1.48340006e+01,   1.43789616e+01,   1.38147392e+01],\n",
-      "         [  1.69453602e+01,   1.71086445e+01,   1.72168274e+01, ...,\n",
-      "            1.37981749e+01,   1.34059153e+01,   1.29890146e+01],\n",
-      "         [  1.62211971e+01,   1.63061752e+01,   1.63949814e+01, ...,\n",
-      "            1.27135639e+01,   1.23786488e+01,   1.20450935e+01],\n",
-      "         ..., \n",
-      "         [  1.35838757e+01,   9.48663521e+00,   6.80471134e+00, ...,\n",
-      "            2.81182308e+01,   2.77779598e+01,   2.72954655e+01],\n",
-      "         [  1.78469639e+01,   1.31887894e+01,   9.01827145e+00, ...,\n",
-      "            2.81653557e+01,   2.77481556e+01,   2.72864494e+01],\n",
-      "         [  2.38202038e+01,   1.83693275e+01,   1.34192839e+01, ...,\n",
-      "            2.82178288e+01,   2.77264347e+01,   2.72094021e+01]],\n",
-      "\n",
-      "        [[  5.15552902e+00,   4.99172211e+00,   4.90484810e+00, ...,\n",
-      "            1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "         [  5.40720987e+00,   5.18245173e+00,   5.03811073e+00, ...,\n",
-      "            1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "         [  5.46288300e+00,   5.28118420e+00,   5.09318399e+00, ...,\n",
-      "            1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "         ..., \n",
-      "         [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "            3.66623573e+01,   3.65052834e+01,   3.61148300e+01],\n",
-      "         [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "            3.66426697e+01,   3.65447502e+01,   3.60857391e+01],\n",
-      "         [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "            3.62063942e+01,   3.61383743e+01,   3.60734367e+01]],\n",
-      "\n",
-      "        [[  2.22650599e+00,   2.23971391e+00,   2.22815394e+00, ...,\n",
-      "            1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "         [  2.30911779e+00,   2.25570655e+00,   2.17294765e+00, ...,\n",
-      "            1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "         [  2.29971194e+00,   2.18823433e+00,   2.08128500e+00, ...,\n",
-      "            1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "         ..., \n",
-      "         [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "            1.11790245e+02,   1.03211166e+02,   9.60746231e+01],\n",
-      "         [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "            1.00979988e+02,   9.24636230e+01,   8.63742752e+01],\n",
-      "         [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "            8.95284195e+01,   8.18978119e+01,   7.63618011e+01]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  6.36679232e-01,   6.60739481e-01,   7.63410687e-01, ...,\n",
-      "            4.84702921e+00,   4.87246275e+00,   2.88388228e+00],\n",
-      "         [  7.54401863e-01,   8.60866547e-01,   8.35128486e-01, ...,\n",
-      "            3.24293447e+00,   3.04262257e+00,   2.39191151e+00],\n",
-      "         [  2.99101025e-01,   2.62348264e-01,   3.72989208e-01, ...,\n",
-      "            2.24959326e+00,   1.88462949e+00,   1.45800340e+00],\n",
-      "         ..., \n",
-      "         [  3.81941528e+01,   3.29505577e+01,   2.92197189e+01, ...,\n",
-      "            1.12807541e+01,   9.75174713e+00,   8.07839775e+00],\n",
-      "         [  3.96129150e+01,   3.28970718e+01,   2.83935223e+01, ...,\n",
-      "            4.43320179e+00,   3.56895185e+00,   2.81015921e+00],\n",
-      "         [  4.19452324e+01,   3.42485275e+01,   2.87591820e+01, ...,\n",
-      "            2.13616657e+00,   1.91914999e+00,   2.01596165e+00]],\n",
-      "\n",
-      "        [[  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "            1.02903306e+00,   3.73637587e-01,   2.84541041e-01],\n",
-      "         [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "            1.32474661e+00,   7.04127192e-01,   3.78372490e-01],\n",
-      "         [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "            1.63732874e+00,   1.20217252e+00,   4.29750532e-01],\n",
-      "         ..., \n",
-      "         [  5.60493507e+01,   5.42557106e+01,   5.08235016e+01, ...,\n",
-      "            1.96716404e+01,   2.07188034e+01,   2.28578510e+01],\n",
-      "         [  5.24885750e+01,   5.24036407e+01,   4.97046700e+01, ...,\n",
-      "            2.34638538e+01,   2.24163437e+01,   2.36401768e+01],\n",
-      "         [  4.96120415e+01,   4.97878685e+01,   4.78042908e+01, ...,\n",
-      "            2.69696960e+01,   2.40859509e+01,   2.08421955e+01]],\n",
-      "\n",
-      "        [[  1.00000001e-01,   1.00000001e-01,   1.84632227e-01, ...,\n",
-      "            8.07426751e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "         [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "            6.10622287e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "         [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "            4.90482956e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "         ..., \n",
-      "         [  5.53206520e+01,   6.08148842e+01,   6.36902657e+01, ...,\n",
-      "            2.85400333e+01,   2.81761665e+01,   2.71316013e+01],\n",
-      "         [  5.03435898e+01,   5.51005440e+01,   5.74404297e+01, ...,\n",
-      "            3.08955650e+01,   3.06972809e+01,   2.97603645e+01],\n",
-      "         [  4.51815491e+01,   4.79615669e+01,   5.16227417e+01, ...,\n",
-      "            3.27432060e+01,   3.40186462e+01,   3.26135406e+01]]],\n",
-      "\n",
-      "\n",
-      "       [[[  8.15050598e+02,   8.13612488e+02,   8.12163025e+02, ...,\n",
-      "            9.59297485e+02,   9.47561340e+02,   9.36283508e+02],\n",
-      "         [  8.11671387e+02,   8.10466431e+02,   8.08935181e+02, ...,\n",
-      "            9.72635010e+02,   9.60473511e+02,   9.48347595e+02],\n",
-      "         [  8.07139954e+02,   8.06147766e+02,   8.04679016e+02, ...,\n",
-      "            9.85652588e+02,   9.73130249e+02,   9.60385681e+02],\n",
-      "         ..., \n",
-      "         [  1.24640759e+03,   1.20697168e+03,   1.16803979e+03, ...,\n",
-      "            8.13078491e+02,   8.02177307e+02,   7.93611145e+02],\n",
-      "         [  1.27430823e+03,   1.23542798e+03,   1.19645923e+03, ...,\n",
-      "            8.25713623e+02,   8.15164429e+02,   8.06482361e+02],\n",
-      "         [  1.30324414e+03,   1.26605811e+03,   1.22795874e+03, ...,\n",
-      "            8.38151611e+02,   8.27889099e+02,   8.19322449e+02]],\n",
-      "\n",
-      "        [[  6.40500854e+02,   6.36152771e+02,   6.29882385e+02, ...,\n",
-      "            7.73109619e+02,   7.69693542e+02,   7.66866455e+02],\n",
-      "         [  6.42630005e+02,   6.36496094e+02,   6.31522217e+02, ...,\n",
-      "            7.70096924e+02,   7.67036255e+02,   7.65703369e+02],\n",
-      "         [  6.44074402e+02,   6.38205933e+02,   6.33991760e+02, ...,\n",
-      "            7.67472229e+02,   7.64959412e+02,   7.63719727e+02],\n",
-      "         ..., \n",
-      "         [  8.79015015e+02,   8.70890564e+02,   8.67537354e+02, ...,\n",
-      "            7.36812378e+02,   7.37325256e+02,   7.37892517e+02],\n",
-      "         [  8.99441772e+02,   8.89561584e+02,   8.83859131e+02, ...,\n",
-      "            7.43618225e+02,   7.43440491e+02,   7.44571594e+02],\n",
-      "         [  9.22138977e+02,   9.11123718e+02,   9.02874146e+02, ...,\n",
-      "            7.50219177e+02,   7.50164490e+02,   7.50801819e+02]],\n",
-      "\n",
-      "        [[  5.48891479e+02,   5.47888489e+02,   5.46067383e+02, ...,\n",
-      "            7.13571167e+02,   7.06197632e+02,   7.03677246e+02],\n",
-      "         [  5.52828186e+02,   5.51314697e+02,   5.48631226e+02, ...,\n",
-      "            7.07029236e+02,   7.04318054e+02,   7.00967834e+02],\n",
-      "         [  5.56389648e+02,   5.54003296e+02,   5.50499390e+02, ...,\n",
-      "            7.01100708e+02,   7.00032227e+02,   6.96236511e+02],\n",
-      "         ..., \n",
-      "         [  8.52766113e+02,   8.53348694e+02,   8.53021362e+02, ...,\n",
-      "            7.57743591e+02,   7.43375732e+02,   7.32163635e+02],\n",
-      "         [  8.56402466e+02,   8.56476624e+02,   8.56537231e+02, ...,\n",
-      "            7.43714111e+02,   7.30376099e+02,   7.21225891e+02],\n",
-      "         [  8.54348450e+02,   8.55999939e+02,   8.57055054e+02, ...,\n",
-      "            7.38147217e+02,   7.25656616e+02,   7.18113159e+02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  5.15722778e+02,   5.16029114e+02,   5.14679810e+02, ...,\n",
-      "            6.82306213e+02,   7.33497620e+02,   7.68132629e+02],\n",
-      "         [  5.14249451e+02,   5.15142334e+02,   5.14895081e+02, ...,\n",
-      "            6.82710938e+02,   7.42470093e+02,   7.93295044e+02],\n",
-      "         [  5.10910278e+02,   5.10812134e+02,   5.11576141e+02, ...,\n",
-      "            6.82078491e+02,   7.48319458e+02,   8.10895874e+02],\n",
-      "         ..., \n",
-      "         [  1.32822815e+03,   1.32328503e+03,   1.31867078e+03, ...,\n",
-      "            1.18398596e+03,   1.19341150e+03,   1.19603479e+03],\n",
-      "         [  1.31889941e+03,   1.31477832e+03,   1.31176477e+03, ...,\n",
-      "            1.29178894e+03,   1.28722449e+03,   1.28141589e+03],\n",
-      "         [  1.32256042e+03,   1.31903333e+03,   1.31535645e+03, ...,\n",
-      "            1.27504346e+03,   1.26985120e+03,   1.26612708e+03]],\n",
-      "\n",
-      "        [[  4.96989685e+02,   4.94894592e+02,   4.90203949e+02, ...,\n",
-      "            5.76283813e+02,   5.92989868e+02,   6.32253113e+02],\n",
-      "         [  5.03817169e+02,   5.01524323e+02,   5.03485382e+02, ...,\n",
-      "            5.75092651e+02,   5.94387573e+02,   6.30612732e+02],\n",
-      "         [  5.06065979e+02,   5.04048218e+02,   5.03984222e+02, ...,\n",
-      "            5.73992859e+02,   5.95068481e+02,   6.29046143e+02],\n",
-      "         ..., \n",
-      "         [  1.65613220e+03,   1.64403174e+03,   1.63463342e+03, ...,\n",
-      "            1.45813220e+03,   1.43111169e+03,   1.39406470e+03],\n",
-      "         [  1.66183667e+03,   1.64728284e+03,   1.63506616e+03, ...,\n",
-      "            1.29867419e+03,   1.28046912e+03,   1.25056982e+03],\n",
-      "         [  1.66935925e+03,   1.65209546e+03,   1.63700403e+03, ...,\n",
-      "            1.13379028e+03,   1.12376282e+03,   1.11805505e+03]],\n",
-      "\n",
-      "        [[  5.34589172e+02,   5.32056946e+02,   5.39906921e+02, ...,\n",
-      "            5.99513306e+02,   5.99572998e+02,   5.97059692e+02],\n",
-      "         [  5.20517822e+02,   5.21252625e+02,   5.27536255e+02, ...,\n",
-      "            5.96963928e+02,   5.97633423e+02,   5.96187988e+02],\n",
-      "         [  5.27661438e+02,   5.31117371e+02,   5.37615112e+02, ...,\n",
-      "            5.94018921e+02,   5.94734741e+02,   5.93851318e+02],\n",
-      "         ..., \n",
-      "         [  1.54243481e+03,   1.54552917e+03,   1.53672424e+03, ...,\n",
-      "            8.87116150e+02,   8.81367249e+02,   8.77146851e+02],\n",
-      "         [  1.52875488e+03,   1.53667102e+03,   1.53170630e+03, ...,\n",
-      "            8.71378662e+02,   8.65320007e+02,   8.59486633e+02],\n",
-      "         [  1.51117603e+03,   1.52361169e+03,   1.52216931e+03, ...,\n",
-      "            8.58243591e+02,   8.58898254e+02,   8.55421265e+02]]],\n",
-      "\n",
-      "\n",
-      "       [[[  1.32129004e+03,   1.31770093e+03,   1.31429468e+03, ...,\n",
-      "            1.53165051e+03,   1.51405420e+03,   1.49377429e+03],\n",
-      "         [  1.30264795e+03,   1.29902722e+03,   1.29517615e+03, ...,\n",
-      "            1.51513928e+03,   1.49762817e+03,   1.47814429e+03],\n",
-      "         [  1.28212927e+03,   1.27799487e+03,   1.27372754e+03, ...,\n",
-      "            1.49592529e+03,   1.47897363e+03,   1.46052588e+03],\n",
-      "         ..., \n",
-      "         [  2.37921655e+03,   2.11315625e+03,   1.72225708e+03, ...,\n",
-      "            1.34593359e+03,   1.32887939e+03,   1.31372961e+03],\n",
-      "         [  2.55452930e+03,   2.40696997e+03,   2.08531885e+03, ...,\n",
-      "            1.35406213e+03,   1.33573853e+03,   1.31977466e+03],\n",
-      "         [  2.76497974e+03,   2.61355005e+03,   2.45017212e+03, ...,\n",
-      "            1.36259729e+03,   1.34322473e+03,   1.32635815e+03]],\n",
-      "\n",
-      "        [[  8.55595886e+02,   8.44806763e+02,   8.36145447e+02, ...,\n",
-      "            8.00516113e+02,   7.95626343e+02,   7.90926025e+02],\n",
-      "         [  8.60645203e+02,   8.46540466e+02,   8.37128845e+02, ...,\n",
-      "            7.99641907e+02,   7.94820862e+02,   7.93466858e+02],\n",
-      "         [  8.62419006e+02,   8.49550110e+02,   8.40553223e+02, ...,\n",
-      "            8.00915405e+02,   7.94305054e+02,   7.92204895e+02],\n",
-      "         ..., \n",
-      "         [  8.83176880e+02,   8.75313416e+02,   8.72999756e+02, ...,\n",
-      "            1.49411914e+03,   1.50358936e+03,   1.51007043e+03],\n",
-      "         [  9.02675903e+02,   8.92754150e+02,   8.89003113e+02, ...,\n",
-      "            1.50502673e+03,   1.51543091e+03,   1.52117810e+03],\n",
-      "         [  9.22138977e+02,   9.12125122e+02,   9.04922913e+02, ...,\n",
-      "            1.50797156e+03,   1.51934094e+03,   1.53165674e+03]],\n",
-      "\n",
-      "        [[  7.27083313e+02,   7.26920898e+02,   7.27587463e+02, ...,\n",
-      "            7.31025024e+02,   7.06197632e+02,   7.03677246e+02],\n",
-      "         [  7.31877808e+02,   7.29874207e+02,   7.25252563e+02, ...,\n",
-      "            7.07029236e+02,   7.04318054e+02,   7.00967834e+02],\n",
-      "         [  7.33985168e+02,   7.26552612e+02,   7.20860413e+02, ...,\n",
-      "            7.01100708e+02,   7.00032227e+02,   6.96236511e+02],\n",
-      "         ..., \n",
-      "         [  8.52766113e+02,   8.53348694e+02,   8.53021362e+02, ...,\n",
-      "            2.73703516e+03,   2.61134814e+03,   2.50063940e+03],\n",
-      "         [  8.56402466e+02,   8.56476624e+02,   8.56537231e+02, ...,\n",
-      "            2.56655493e+03,   2.42888696e+03,   2.32282446e+03],\n",
-      "         [  8.54348450e+02,   8.55999939e+02,   8.57055054e+02, ...,\n",
-      "            2.36439844e+03,   2.24426880e+03,   2.17045605e+03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  7.94556702e+02,   8.06211670e+02,   8.28090637e+02, ...,\n",
-      "            1.11872522e+03,   1.17911487e+03,   1.08753809e+03],\n",
-      "         [  8.15787659e+02,   8.28631653e+02,   8.32045837e+02, ...,\n",
-      "            1.01306500e+03,   1.04262939e+03,   1.05548047e+03],\n",
-      "         [  7.41374207e+02,   7.22616211e+02,   7.34654907e+02, ...,\n",
-      "            9.26338379e+02,   9.39476746e+02,   9.90114319e+02],\n",
-      "         ..., \n",
-      "         [  2.78947144e+03,   2.69576050e+03,   2.56262842e+03, ...,\n",
-      "            1.60531152e+03,   1.60337878e+03,   1.58294165e+03],\n",
-      "         [  2.74759424e+03,   2.64060254e+03,   2.49840967e+03, ...,\n",
-      "            1.67495789e+03,   1.63949890e+03,   1.60025464e+03],\n",
-      "         [  2.74074658e+03,   2.64111060e+03,   2.49394214e+03, ...,\n",
-      "            1.57412280e+03,   1.55141040e+03,   1.54588611e+03]],\n",
-      "\n",
-      "        [[  4.96989685e+02,   4.94894592e+02,   4.90203949e+02, ...,\n",
-      "            9.87625854e+02,   6.62661133e+02,   6.83187134e+02],\n",
-      "         [  5.03817169e+02,   5.01524323e+02,   5.03485382e+02, ...,\n",
-      "            1.00958270e+03,   9.89764343e+02,   6.88500977e+02],\n",
-      "         [  5.06065979e+02,   5.04048218e+02,   5.03984222e+02, ...,\n",
-      "            1.02056848e+03,   1.01021924e+03,   6.93244812e+02],\n",
-      "         ..., \n",
-      "         [  3.14469873e+03,   3.17111963e+03,   3.20368311e+03, ...,\n",
-      "            1.90031189e+03,   1.83987048e+03,   1.79937280e+03],\n",
-      "         [  3.10373413e+03,   3.12751978e+03,   3.15983838e+03, ...,\n",
-      "            1.70994763e+03,   1.68107617e+03,   1.66660291e+03],\n",
-      "         [  3.06997559e+03,   3.08512500e+03,   3.10658057e+03, ...,\n",
-      "            1.60611304e+03,   1.56777405e+03,   1.53496045e+03]],\n",
-      "\n",
-      "        [[  5.77625671e+02,   5.77506165e+02,   6.25380127e+02, ...,\n",
-      "            1.20371545e+03,   6.11220886e+02,   5.98931091e+02],\n",
-      "         [  5.37407959e+02,   5.51851257e+02,   5.86835449e+02, ...,\n",
-      "            1.20030554e+03,   6.05965637e+02,   5.96832764e+02],\n",
-      "         [  5.48545654e+02,   5.71142395e+02,   6.07685547e+02, ...,\n",
-      "            1.20001270e+03,   6.02414490e+02,   5.94599304e+02],\n",
-      "         ..., \n",
-      "         [  3.22179980e+03,   3.12732520e+03,   3.06790649e+03, ...,\n",
-      "            1.39686047e+03,   1.39461865e+03,   1.38730249e+03],\n",
-      "         [  3.21483716e+03,   3.11019629e+03,   3.00780688e+03, ...,\n",
-      "            1.44565735e+03,   1.44618274e+03,   1.43836914e+03],\n",
-      "         [  3.20657642e+03,   3.12984375e+03,   3.01518457e+03, ...,\n",
-      "            1.48504663e+03,   1.51453198e+03,   1.51668970e+03]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG               (Time, south_north, west_east) float32 -90.5741 ...\n",
-      "    XLAT                (Time, south_north, west_east) float32 21.302 21.302 ...\n",
-      "    XTIME               (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 ...\n",
-      "  * Time                (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * mcape_mcin_lcl_lfc  (mcape_mcin_lcl_lfc) <U5 u'mcape' u'mcin' u'lcl' u'lfc'\n",
-      "  * south_north         (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 ...\n",
-      "  * west_east           (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY\n",
-      "    description: mcape ; mcin ; lcl ; lfc\n",
-      "    units: J kg-1 ; J kg-1 ; m ; m\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "    _FillValue: 9.96920996839e+36\n",
-      "    missing_value: 9.96920996839e+36\n",
-      "<xarray.DataArray u'cape_3d' (cape_cin: 2, Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[[  4.46409570e+03,   4.38865771e+03,   4.31302148e+03, ...,\n",
-      "             2.96647363e+03,   2.92336621e+03,   2.88979150e+03],\n",
-      "          [  4.54745947e+03,   4.48546924e+03,   4.42195508e+03, ...,\n",
-      "             3.01020630e+03,   2.96435889e+03,   2.92601562e+03],\n",
-      "          [  4.63528809e+03,   4.58611377e+03,   4.53659326e+03, ...,\n",
-      "             3.05652344e+03,   3.00770776e+03,   2.96442847e+03],\n",
-      "          ..., \n",
-      "          [  2.62789258e+03,   2.61858105e+03,   2.60977710e+03, ...,\n",
-      "             1.80970581e+03,   1.80135413e+03,   1.79770093e+03],\n",
-      "          [  2.54015698e+03,   2.53079346e+03,   2.52266528e+03, ...,\n",
-      "             1.82184888e+03,   1.81433325e+03,   1.80985913e+03],\n",
-      "          [  2.42450586e+03,   2.41992725e+03,   2.41466919e+03, ...,\n",
-      "             1.83052783e+03,   1.82412354e+03,   1.81937988e+03]],\n",
-      "\n",
-      "         [[  3.99141626e+03,   3.96093921e+03,   3.92924194e+03, ...,\n",
-      "             1.92569373e+03,   1.89269690e+03,   1.87224158e+03],\n",
-      "          [  4.05662744e+03,   4.03287109e+03,   4.00813623e+03, ...,\n",
-      "             1.92004675e+03,   1.88841467e+03,   1.86646252e+03],\n",
-      "          [  4.12554736e+03,   4.10916602e+03,   4.09178662e+03, ...,\n",
-      "             1.91694788e+03,   1.88693604e+03,   1.86361450e+03],\n",
-      "          ..., \n",
-      "          [  1.40102771e+03,   1.43462634e+03,   1.46849597e+03, ...,\n",
-      "             1.81970007e+03,   1.86304968e+03,   1.89795496e+03],\n",
-      "          [  1.31295349e+03,   1.34431921e+03,   1.37664917e+03, ...,\n",
-      "             1.83583984e+03,   1.87738428e+03,   1.91056946e+03],\n",
-      "          [  1.21411621e+03,   1.24293628e+03,   1.27359912e+03, ...,\n",
-      "             1.84730334e+03,   1.88690051e+03,   1.91873572e+03]],\n",
-      "\n",
-      "         [[  3.38297900e+03,   3.40766479e+03,   3.42992725e+03, ...,\n",
-      "             1.78130957e+03,   1.75374695e+03,   1.73665747e+03],\n",
-      "          [  3.42527515e+03,   3.45026221e+03,   3.47309058e+03, ...,\n",
-      "             1.77313074e+03,   1.74607288e+03,   1.72739001e+03],\n",
-      "          [  3.46947729e+03,   3.49479468e+03,   3.51813403e+03, ...,\n",
-      "             1.76667004e+03,   1.74025110e+03,   1.71999622e+03],\n",
-      "          ..., \n",
-      "          [  9.13659912e+02,   9.80518982e+02,   1.04950232e+03, ...,\n",
-      "             1.65195105e+03,   1.69938586e+03,   1.73889490e+03],\n",
-      "          [  8.32399353e+02,   8.98159180e+02,   9.64701294e+02, ...,\n",
-      "             1.66235364e+03,   1.70815967e+03,   1.74638269e+03],\n",
-      "          [  7.49120483e+02,   8.10866943e+02,   8.75171997e+02, ...,\n",
-      "             1.67173486e+03,   1.71580701e+03,   1.75298413e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          ..., \n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[  5.59232666e+03,   5.61695215e+03,   5.61576318e+03, ...,\n",
-      "             3.44094580e+03,   3.40793237e+03,   3.38505029e+03],\n",
-      "          [  5.57312061e+03,   5.62348682e+03,   5.65959619e+03, ...,\n",
-      "             3.42500952e+03,   3.39313477e+03,   3.36234351e+03],\n",
-      "          [  5.55601074e+03,   5.59706738e+03,   5.63222119e+03, ...,\n",
-      "             3.40960425e+03,   3.38300708e+03,   3.35473779e+03],\n",
-      "          ..., \n",
-      "          [  2.67185498e+03,   2.68674121e+03,   2.68918848e+03, ...,\n",
-      "             1.52868579e+03,   1.55309216e+03,   1.58335950e+03],\n",
-      "          [  2.61337012e+03,   2.63640967e+03,   2.64906763e+03, ...,\n",
-      "             1.52342590e+03,   1.54481335e+03,   1.57159314e+03],\n",
-      "          [  2.55214282e+03,   2.58351074e+03,   2.60736719e+03, ...,\n",
-      "             1.52493628e+03,   1.54367712e+03,   1.56133997e+03]],\n",
-      "\n",
-      "         [[  4.94147754e+03,   4.97746729e+03,   5.00404053e+03, ...,\n",
-      "             3.01073413e+03,   2.98027344e+03,   2.96033716e+03],\n",
-      "          [  4.90926318e+03,   4.94541895e+03,   4.98897412e+03, ...,\n",
-      "             2.99466992e+03,   2.96530859e+03,   2.93673218e+03],\n",
-      "          [  4.90664941e+03,   4.94495312e+03,   4.98453760e+03, ...,\n",
-      "             2.97823975e+03,   2.95433325e+03,   2.92880664e+03],\n",
-      "          ..., \n",
-      "          [  2.23319336e+03,   2.24921802e+03,   2.25029907e+03, ...,\n",
-      "             1.74653235e+03,   1.77342908e+03,   1.80564233e+03],\n",
-      "          [  2.17879688e+03,   2.20431030e+03,   2.21551685e+03, ...,\n",
-      "             1.73309521e+03,   1.75667554e+03,   1.78511487e+03],\n",
-      "          [  2.12136182e+03,   2.15279370e+03,   2.17632788e+03, ...,\n",
-      "             1.72559387e+03,   1.74539417e+03,   1.76528931e+03]],\n",
-      "\n",
-      "         [[  4.43172168e+03,   4.45209570e+03,   4.46898242e+03, ...,\n",
-      "             2.80692578e+03,   2.78028979e+03,   2.76331201e+03],\n",
-      "          [  4.44606201e+03,   4.45752295e+03,   4.46586133e+03, ...,\n",
-      "             2.79016504e+03,   2.76442603e+03,   2.73900757e+03],\n",
-      "          [  4.46691357e+03,   4.47909766e+03,   4.48816113e+03, ...,\n",
-      "             2.77231958e+03,   2.75249341e+03,   2.73146655e+03],\n",
-      "          ..., \n",
-      "          [  2.03351001e+03,   2.04917944e+03,   2.04975977e+03, ...,\n",
-      "             1.60742798e+03,   1.61953784e+03,   1.63192419e+03],\n",
-      "          [  1.98222180e+03,   2.00657947e+03,   2.01734631e+03, ...,\n",
-      "             1.60282288e+03,   1.61498584e+03,   1.62667554e+03],\n",
-      "          [  1.92860352e+03,   1.95913538e+03,   1.98193176e+03, ...,\n",
-      "             1.60074451e+03,   1.61362170e+03,   1.62222083e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          ..., \n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[  5.53744971e+03,   5.54513477e+03,   5.54581738e+03, ...,\n",
-      "             3.84082129e+03,   3.84216968e+03,   3.84872705e+03],\n",
-      "          [  5.55099707e+03,   5.55525635e+03,   5.55558887e+03, ...,\n",
-      "             3.88890845e+03,   3.92546436e+03,   3.93128687e+03],\n",
-      "          [  5.56234766e+03,   5.56614209e+03,   5.56697559e+03, ...,\n",
-      "             3.89531714e+03,   3.95873779e+03,   3.96884692e+03],\n",
-      "          ..., \n",
-      "          [  2.42721606e+03,   2.43617432e+03,   2.45051294e+03, ...,\n",
-      "             1.04847522e+03,   1.06220569e+03,   1.05613464e+03],\n",
-      "          [  2.42851782e+03,   2.42709180e+03,   2.43222705e+03, ...,\n",
-      "             1.01397107e+03,   1.06569849e+03,   1.05784790e+03],\n",
-      "          [  2.41751562e+03,   2.41685059e+03,   2.41815234e+03, ...,\n",
-      "             9.70206421e+02,   1.04077393e+03,   1.04266504e+03]],\n",
-      "\n",
-      "         [[  5.22934521e+03,   5.23255615e+03,   5.22954688e+03, ...,\n",
-      "             3.35785547e+03,   3.37133447e+03,   3.37633521e+03],\n",
-      "          [  5.23800586e+03,   5.23838281e+03,   5.23641260e+03, ...,\n",
-      "             3.41426001e+03,   3.45312280e+03,   3.45780786e+03],\n",
-      "          [  5.24514746e+03,   5.24591846e+03,   5.24540186e+03, ...,\n",
-      "             3.43407812e+03,   3.48888623e+03,   3.49813721e+03],\n",
-      "          ..., \n",
-      "          [  2.00343872e+03,   2.01271924e+03,   2.02223169e+03, ...,\n",
-      "             1.20114502e+03,   1.23895215e+03,   1.24074329e+03],\n",
-      "          [  1.98880054e+03,   1.99274243e+03,   1.99904419e+03, ...,\n",
-      "             1.21325452e+03,   1.26687061e+03,   1.26840930e+03],\n",
-      "          [  1.95953369e+03,   1.97156201e+03,   1.98123523e+03, ...,\n",
-      "             1.18253882e+03,   1.26896985e+03,   1.28859924e+03]],\n",
-      "\n",
-      "         [[  4.86250293e+03,   4.84776172e+03,   4.82763721e+03, ...,\n",
-      "             3.09158862e+03,   3.11601831e+03,   3.12126587e+03],\n",
-      "          [  4.84864648e+03,   4.83087891e+03,   4.82364746e+03, ...,\n",
-      "             3.15578979e+03,   3.19782300e+03,   3.20206934e+03],\n",
-      "          [  4.84130273e+03,   4.82411084e+03,   4.82320312e+03, ...,\n",
-      "             3.18217358e+03,   3.23500854e+03,   3.24409106e+03],\n",
-      "          ..., \n",
-      "          [  1.81416943e+03,   1.82268933e+03,   1.83137646e+03, ...,\n",
-      "             1.09266418e+03,   1.11733374e+03,   1.13034973e+03],\n",
-      "          [  1.79572144e+03,   1.80349585e+03,   1.80968372e+03, ...,\n",
-      "             1.12157788e+03,   1.14869666e+03,   1.15225696e+03],\n",
-      "          [  1.76287976e+03,   1.77935376e+03,   1.79004956e+03, ...,\n",
-      "             1.12146472e+03,   1.15950098e+03,   1.16765747e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          ..., \n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00]]],\n",
-      "\n",
-      "\n",
-      "        ..., \n",
-      "        [[[  2.91073218e+03,   2.92811548e+03,   2.92181909e+03, ...,\n",
-      "             2.29859839e+03,   2.21920142e+03,   2.22957056e+03],\n",
-      "          [  2.93315771e+03,   2.92888452e+03,   2.91966455e+03, ...,\n",
-      "             2.39274146e+03,   2.31747827e+03,   2.25716284e+03],\n",
-      "          [  2.97608887e+03,   2.97939404e+03,   2.95844775e+03, ...,\n",
-      "             2.47780005e+03,   2.40320630e+03,   2.31926489e+03],\n",
-      "          ..., \n",
-      "          [  9.49318298e+02,   9.70285522e+02,   9.95938171e+02, ...,\n",
-      "             1.74612524e+03,   1.72415527e+03,   1.72996008e+03],\n",
-      "          [  9.71422607e+02,   9.93285889e+02,   1.01656976e+03, ...,\n",
-      "             1.46257300e+03,   1.49042310e+03,   1.52966541e+03],\n",
-      "          [  9.81327332e+02,   1.00517230e+03,   1.02828870e+03, ...,\n",
-      "             1.51287830e+03,   1.55034351e+03,   1.58815723e+03]],\n",
-      "\n",
-      "         [[  2.60104004e+03,   2.61365796e+03,   2.60477783e+03, ...,\n",
-      "             1.91889514e+03,   1.85541858e+03,   1.86138220e+03],\n",
-      "          [  2.62149731e+03,   2.61436841e+03,   2.60132373e+03, ...,\n",
-      "             1.99776917e+03,   1.93393286e+03,   1.88441248e+03],\n",
-      "          [  2.66197021e+03,   2.66373315e+03,   2.63884570e+03, ...,\n",
-      "             2.07017139e+03,   2.00461133e+03,   1.93333459e+03],\n",
-      "          ..., \n",
-      "          [  7.17261963e+02,   7.37458740e+02,   7.58708984e+02, ...,\n",
-      "             1.41379932e+03,   1.40350122e+03,   1.41212073e+03],\n",
-      "          [  7.27720337e+02,   7.48331360e+02,   7.69001038e+02, ...,\n",
-      "             1.19483093e+03,   1.22207959e+03,   1.25965906e+03],\n",
-      "          [  7.27830566e+02,   7.49538391e+02,   7.72009277e+02, ...,\n",
-      "             1.22293945e+03,   1.26721997e+03,   1.30010461e+03]],\n",
-      "\n",
-      "         [[  2.44405640e+03,   2.45865381e+03,   2.44509814e+03, ...,\n",
-      "             1.73290576e+03,   1.68058850e+03,   1.69149548e+03],\n",
-      "          [  2.46339062e+03,   2.45512451e+03,   2.44086133e+03, ...,\n",
-      "             1.80455078e+03,   1.75079626e+03,   1.71266016e+03],\n",
-      "          [  2.50176978e+03,   2.50264722e+03,   2.47626587e+03, ...,\n",
-      "             1.86867517e+03,   1.81301855e+03,   1.75536243e+03],\n",
-      "          ..., \n",
-      "          [  6.20951233e+02,   6.39933472e+02,   6.58063782e+02, ...,\n",
-      "             1.23802356e+03,   1.23806262e+03,   1.25250671e+03],\n",
-      "          [  6.26485352e+02,   6.46190002e+02,   6.65062622e+02, ...,\n",
-      "             1.06597766e+03,   1.09498145e+03,   1.13424377e+03],\n",
-      "          [  6.23041321e+02,   6.44004700e+02,   6.65359619e+02, ...,\n",
-      "             1.10902930e+03,   1.13254456e+03,   1.17050732e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          ..., \n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[  3.09222583e+03,   3.11587378e+03,   3.11853296e+03, ...,\n",
-      "             2.80724927e+03,   2.86567554e+03,   2.78888208e+03],\n",
-      "          [  3.02988794e+03,   3.01287305e+03,   3.03909180e+03, ...,\n",
-      "             2.82349878e+03,   2.88255640e+03,   2.83591260e+03],\n",
-      "          [  2.95030054e+03,   2.96474976e+03,   2.96819238e+03, ...,\n",
-      "             2.84097388e+03,   2.90157495e+03,   2.87205981e+03],\n",
-      "          ..., \n",
-      "          [  7.72089294e+02,   8.14384705e+02,   8.40282532e+02, ...,\n",
-      "             1.01888562e+03,   1.07043335e+03,   1.13297046e+03],\n",
-      "          [  7.67149231e+02,   8.08794006e+02,   8.40233765e+02, ...,\n",
-      "             1.22570129e+03,   1.28895435e+03,   1.35902100e+03],\n",
-      "          [  7.51539246e+02,   7.88783325e+02,   8.27427246e+02, ...,\n",
-      "             1.48482288e+03,   1.55704089e+03,   1.62824451e+03]],\n",
-      "\n",
-      "         [[  2.79807837e+03,   2.81838159e+03,   2.81726367e+03, ...,\n",
-      "             2.36072705e+03,   2.42101929e+03,   2.34360083e+03],\n",
-      "          [  2.72918970e+03,   2.71327637e+03,   2.73307471e+03, ...,\n",
-      "             2.37652588e+03,   2.43273901e+03,   2.38327124e+03],\n",
-      "          [  2.64455273e+03,   2.65733618e+03,   2.65839502e+03, ...,\n",
-      "             2.39070947e+03,   2.44716992e+03,   2.41420801e+03],\n",
-      "          ..., \n",
-      "          [  5.76154419e+02,   6.20925415e+02,   6.46557434e+02, ...,\n",
-      "             8.12652405e+02,   8.59383545e+02,   9.12117371e+02],\n",
-      "          [  5.71297546e+02,   6.15154663e+02,   6.45083618e+02, ...,\n",
-      "             1.00472375e+03,   1.06359521e+03,   1.11675916e+03],\n",
-      "          [  5.59353455e+02,   5.96949829e+02,   6.33032166e+02, ...,\n",
-      "             1.22511047e+03,   1.29646179e+03,   1.36750879e+03]],\n",
-      "\n",
-      "         [[  2.65479883e+03,   2.67327344e+03,   2.67052075e+03, ...,\n",
-      "             2.14331104e+03,   2.19728369e+03,   2.12793896e+03],\n",
-      "          [  2.58184766e+03,   2.56561157e+03,   2.58246729e+03, ...,\n",
-      "             2.14769263e+03,   2.20012061e+03,   2.15954907e+03],\n",
-      "          [  2.49538818e+03,   2.50625854e+03,   2.50569580e+03, ...,\n",
-      "             2.15469092e+03,   2.20776074e+03,   2.18311694e+03],\n",
-      "          ..., \n",
-      "          [  4.94406738e+02,   5.37182068e+02,   5.61921875e+02, ...,\n",
-      "             7.10873352e+02,   7.56502808e+02,   8.06060852e+02],\n",
-      "          [  4.90504669e+02,   5.32000000e+02,   5.60773621e+02, ...,\n",
-      "             8.99333801e+02,   9.57924988e+02,   1.00617236e+03],\n",
-      "          [  4.80288452e+02,   5.15191528e+02,   5.51077332e+02, ...,\n",
-      "             1.10256726e+03,   1.17293384e+03,   1.24351929e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          ..., \n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[  2.88013086e+03,   2.89059521e+03,   2.88090039e+03, ...,\n",
-      "             3.27139746e+03,   3.25272900e+03,   3.20746973e+03],\n",
-      "          [  2.92814990e+03,   2.93072070e+03,   2.90815234e+03, ...,\n",
-      "             3.27557153e+03,   3.26571387e+03,   3.23137451e+03],\n",
-      "          [  2.90841772e+03,   2.89636401e+03,   2.86899536e+03, ...,\n",
-      "             3.27149854e+03,   3.27014868e+03,   3.24589258e+03],\n",
-      "          ..., \n",
-      "          [  8.84430115e+02,   8.50548767e+02,   8.46654053e+02, ...,\n",
-      "             1.75312268e+03,   1.78324768e+03,   1.82394519e+03],\n",
-      "          [  8.96830994e+02,   8.66921692e+02,   8.59555359e+02, ...,\n",
-      "             1.78113062e+03,   1.78917529e+03,   1.80866199e+03],\n",
-      "          [  9.29416870e+02,   8.89907959e+02,   8.73579163e+02, ...,\n",
-      "             1.81813257e+03,   1.78640015e+03,   1.79047424e+03]],\n",
-      "\n",
-      "         [[  2.58642090e+03,   2.59463647e+03,   2.57491064e+03, ...,\n",
-      "             2.82539795e+03,   2.81216553e+03,   2.77038794e+03],\n",
-      "          [  2.63415381e+03,   2.63707910e+03,   2.60662378e+03, ...,\n",
-      "             2.82926001e+03,   2.82567212e+03,   2.79316821e+03],\n",
-      "          [  2.60984619e+03,   2.59638770e+03,   2.56280420e+03, ...,\n",
-      "             2.82397803e+03,   2.82875391e+03,   2.80545117e+03],\n",
-      "          ..., \n",
-      "          [  6.86633545e+02,   6.70663696e+02,   6.71135132e+02, ...,\n",
-      "             1.71690588e+03,   1.74212500e+03,   1.77421521e+03],\n",
-      "          [  7.09482971e+02,   6.83351562e+02,   6.85089355e+02, ...,\n",
-      "             1.72889014e+03,   1.73688257e+03,   1.75398975e+03],\n",
-      "          [  7.41419006e+02,   7.08033020e+02,   7.03161926e+02, ...,\n",
-      "             1.75068738e+03,   1.73372327e+03,   1.71470776e+03]],\n",
-      "\n",
-      "         [[  2.43718799e+03,   2.44414697e+03,   2.41480493e+03, ...,\n",
-      "             2.57256348e+03,   2.56668579e+03,   2.53100342e+03],\n",
-      "          [  2.48552173e+03,   2.48624927e+03,   2.45013940e+03, ...,\n",
-      "             2.57617334e+03,   2.57939844e+03,   2.55193359e+03],\n",
-      "          [  2.45996582e+03,   2.44318042e+03,   2.40472314e+03, ...,\n",
-      "             2.57023120e+03,   2.58101880e+03,   2.56191772e+03],\n",
-      "          ..., \n",
-      "          [  5.52035156e+02,   5.35512146e+02,   5.46740723e+02, ...,\n",
-      "             1.59437512e+03,   1.60563977e+03,   1.62607300e+03],\n",
-      "          [  5.74944885e+02,   5.53410034e+02,   5.58423950e+02, ...,\n",
-      "             1.58376111e+03,   1.59469897e+03,   1.61161548e+03],\n",
-      "          [  6.04413330e+02,   5.76148560e+02,   5.74987732e+02, ...,\n",
-      "             1.57665149e+03,   1.56091479e+03,   1.55773718e+03]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          ..., \n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00]]]],\n",
-      "\n",
-      "\n",
-      "\n",
-      "       [[[[  1.29808693e+01,   1.48504162e+01,   1.67635956e+01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.19966602e+01,   1.35763712e+01,   1.52120571e+01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.10816364e+01,   1.23468513e+01,   1.36827145e+01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             4.79160957e+01,   4.96372261e+01,   5.06265526e+01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             4.87111397e+01,   5.02615051e+01,   5.12333031e+01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             4.95611725e+01,   5.10297318e+01,   5.19486351e+01]],\n",
-      "\n",
-      "         [[  1.52384377e+01,   1.64827499e+01,   1.77377796e+01, ...,\n",
-      "             1.74214420e+01,   1.70830803e+01,   1.64966526e+01],\n",
-      "          [  1.43719311e+01,   1.54367161e+01,   1.64922676e+01, ...,\n",
-      "             1.61887436e+01,   1.58686209e+01,   1.53875675e+01],\n",
-      "          [  1.34868307e+01,   1.43690119e+01,   1.52398291e+01, ...,\n",
-      "             1.48693132e+01,   1.45112371e+01,   1.41227694e+01],\n",
-      "          ..., \n",
-      "          [  1.00000001e-01,   2.62065917e-01,   2.47099310e-01, ...,\n",
-      "             3.00915012e+01,   2.96791439e+01,   2.91902504e+01],\n",
-      "          [  8.76366198e-01,   1.01177764e+00,   1.10551584e+00, ...,\n",
-      "             3.00019398e+01,   2.95451527e+01,   2.90857983e+01],\n",
-      "          [  2.24186587e+00,   2.10123110e+00,   2.14392996e+00, ...,\n",
-      "             3.01445122e+01,   2.96377258e+01,   2.91005993e+01]],\n",
-      "\n",
-      "         [[  1.98582745e+01,   1.98064461e+01,   1.97746811e+01, ...,\n",
-      "             1.88457890e+01,   1.84518738e+01,   1.77919846e+01],\n",
-      "          [  1.92001190e+01,   1.91567440e+01,   1.91167545e+01, ...,\n",
-      "             1.77595577e+01,   1.73880215e+01,   1.68460407e+01],\n",
-      "          [  1.84881725e+01,   1.84542313e+01,   1.83776264e+01, ...,\n",
-      "             1.65428314e+01,   1.61667633e+01,   1.57676744e+01],\n",
-      "          ..., \n",
-      "          [  1.34846163e+01,   9.42585278e+00,   6.75041056e+00, ...,\n",
-      "             2.63785667e+01,   2.56670017e+01,   2.48884506e+01],\n",
-      "          [  1.76505489e+01,   1.29863129e+01,   8.82650471e+00, ...,\n",
-      "             2.62692184e+01,   2.54870090e+01,   2.47358990e+01],\n",
-      "          [  2.34213428e+01,   1.81237411e+01,   1.32242794e+01, ...,\n",
-      "             2.62095356e+01,   2.54019241e+01,   2.46128712e+01]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          ..., \n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[  3.01727080e+00,   2.96858549e+00,   3.40104651e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  3.70828533e+00,   3.60998583e+00,   3.45648003e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  4.03979445e+00,   3.92303205e+00,   3.63925362e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             6.01184692e+01,   5.96007080e+01,   5.87961082e+01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             6.11034279e+01,   6.06242523e+01,   5.98793945e+01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             6.16065636e+01,   6.12309685e+01,   6.09085426e+01]],\n",
-      "\n",
-      "         [[  4.96981096e+00,   4.82822084e+00,   4.93677187e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  5.45459461e+00,   5.48822451e+00,   5.27511787e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  5.58748341e+00,   5.59361696e+00,   5.32411289e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             3.51331177e+01,   3.42738991e+01,   3.31803093e+01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             3.52219887e+01,   3.45079956e+01,   3.35169220e+01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             3.49862099e+01,   3.43936005e+01,   3.38722687e+01]],\n",
-      "\n",
-      "         [[  6.37677097e+00,   6.26390266e+00,   6.21774149e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  6.53263950e+00,   6.50369358e+00,   6.43709803e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  6.49654818e+00,   6.47777367e+00,   6.36368608e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             2.87705402e+01,   2.85603390e+01,   2.82844715e+01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             2.87758465e+01,   2.85671368e+01,   2.82234802e+01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             2.83971729e+01,   2.82335758e+01,   2.81637783e+01]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          ..., \n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[  2.90363282e-01,   3.14619958e-01,   3.42918366e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  3.34274977e-01,   3.29925001e-01,   3.25509310e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  3.39018285e-01,   3.26871753e-01,   3.04348379e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.11148804e+02,   1.05329124e+02,   1.01297020e+02],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.07483414e+02,   9.84518661e+01,   9.50088577e+01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.03028679e+02,   9.35561142e+01,   8.99787979e+01]],\n",
-      "\n",
-      "         [[  1.09548473e+00,   1.08952248e+00,   1.12278378e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.09960306e+00,   1.10851681e+00,   1.08395863e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.07971597e+00,   1.07346928e+00,   1.00383580e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             9.13864441e+01,   8.41709137e+01,   7.98639374e+01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             8.40239487e+01,   7.62332535e+01,   7.23429642e+01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             7.85394058e+01,   6.93941879e+01,   6.48154221e+01]],\n",
-      "\n",
-      "         [[  2.10658598e+00,   2.14125919e+00,   2.17695975e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  2.12721300e+00,   2.16139913e+00,   2.11697340e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  2.08439922e+00,   2.10552597e+00,   2.00134015e+00, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             8.39920807e+01,   7.73365250e+01,   7.20379639e+01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             7.48667526e+01,   6.87358017e+01,   6.44338150e+01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             6.62950897e+01,   6.06013374e+01,   5.68695183e+01]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          ..., \n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00]]],\n",
-      "\n",
-      "\n",
-      "        ..., \n",
-      "        [[[  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  3.43614489e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.74467385e+00,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  2.69703817e+00,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01]],\n",
-      "\n",
-      "         [[  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             2.19873953e+00,   2.42330599e+00,   8.99894774e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.07787287e+00,   1.05849838e+00,   3.92018259e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             3.12432140e-01,   1.48781359e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  2.77014103e+01,   2.33528461e+01,   2.02698383e+01, ...,\n",
-      "             6.15474892e+00,   4.89473534e+00,   3.51403666e+00],\n",
-      "          [  2.91721745e+01,   2.33849545e+01,   1.98485050e+01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  3.14512081e+01,   2.45999069e+01,   2.01661530e+01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01]],\n",
-      "\n",
-      "         [[  2.24693313e-01,   1.26678720e-01,   3.20076436e-01, ...,\n",
-      "             5.29472542e+00,   5.64295530e+00,   3.54680705e+00],\n",
-      "          [  2.90221274e-01,   4.09227401e-01,   4.48774457e-01, ...,\n",
-      "             3.57712674e+00,   3.49108124e+00,   2.89774466e+00],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   2.15547904e-01, ...,\n",
-      "             2.42384577e+00,   2.17078900e+00,   1.78558540e+00],\n",
-      "          ..., \n",
-      "          [  4.05600014e+01,   3.51492844e+01,   3.12640533e+01, ...,\n",
-      "             1.21757355e+01,   1.09069071e+01,   9.26367664e+00],\n",
-      "          [  4.18991241e+01,   3.51026001e+01,   3.05450726e+01, ...,\n",
-      "             6.02046061e+00,   5.15463066e+00,   4.44979334e+00],\n",
-      "          [  4.45596313e+01,   3.67429123e+01,   3.11394653e+01, ...,\n",
-      "             3.75138283e+00,   3.58754873e+00,   3.79528093e+00]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          ..., \n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  1.42651510e+01,   1.30616598e+01,   9.29221821e+00, ...,\n",
-      "             5.25346708e+00,   6.76961613e+00,   9.76931190e+00],\n",
-      "          [  1.16258793e+01,   1.19669619e+01,   8.79543018e+00, ...,\n",
-      "             1.06458178e+01,   9.96432877e+00,   1.24961729e+01],\n",
-      "          [  9.44648743e+00,   8.98827553e+00,   7.12766886e+00, ...,\n",
-      "             1.58001404e+01,   1.34948235e+01,   1.06385126e+01]],\n",
-      "\n",
-      "         [[  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  4.52502365e+01,   4.29295387e+01,   3.91984787e+01, ...,\n",
-      "             1.76549282e+01,   1.91341820e+01,   2.14198208e+01],\n",
-      "          [  4.19235497e+01,   4.14455490e+01,   3.85166740e+01, ...,\n",
-      "             2.19882164e+01,   2.10528336e+01,   2.24949532e+01],\n",
-      "          [  3.92750511e+01,   3.90346947e+01,   3.74748383e+01, ...,\n",
-      "             2.52698650e+01,   2.28795891e+01,   1.93609715e+01]],\n",
-      "\n",
-      "         [[  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.10662413e+00,   3.48094344e-01,   1.62417755e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.01947749e+00,   4.83286440e-01,   2.08483651e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.22412705e+00,   6.95791304e-01,   2.96203524e-01],\n",
-      "          ..., \n",
-      "          [  5.85633812e+01,   5.66229782e+01,   5.31428795e+01, ...,\n",
-      "             2.18474178e+01,   2.29797211e+01,   2.50731812e+01],\n",
-      "          [  5.49053955e+01,   5.47383194e+01,   5.20846634e+01, ...,\n",
-      "             2.54924927e+01,   2.44102459e+01,   2.55825214e+01],\n",
-      "          [  5.20468254e+01,   5.26631508e+01,   5.03332634e+01, ...,\n",
-      "             2.82967224e+01,   2.53646584e+01,   2.23549080e+01]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          ..., \n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  4.76094246e+01,   5.65787086e+01,   6.11916542e+01, ...,\n",
-      "             3.94258728e+01,   3.93916168e+01,   3.87119331e+01],\n",
-      "          [  4.24860535e+01,   5.06362648e+01,   5.56257019e+01, ...,\n",
-      "             4.18196793e+01,   4.21238060e+01,   4.18552017e+01],\n",
-      "          [  3.62255592e+01,   4.25556946e+01,   4.95842247e+01, ...,\n",
-      "             4.28028526e+01,   4.36511497e+01,   4.22680397e+01]],\n",
-      "\n",
-      "         [[  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  4.44231567e+01,   5.14149551e+01,   5.60853844e+01, ...,\n",
-      "             3.29031715e+01,   3.26948776e+01,   3.14894371e+01],\n",
-      "          [  3.92962494e+01,   4.62282639e+01,   5.01633224e+01, ...,\n",
-      "             3.46586227e+01,   3.46010513e+01,   3.37737885e+01],\n",
-      "          [  3.38551788e+01,   3.84976807e+01,   4.35080185e+01, ...,\n",
-      "             3.43534164e+01,   3.50487480e+01,   3.50413322e+01]],\n",
-      "\n",
-      "         [[  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             2.35453978e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          [  1.00000001e-01,   1.00000001e-01,   1.00000001e-01, ...,\n",
-      "             1.00000001e-01,   1.00000001e-01,   1.00000001e-01],\n",
-      "          ..., \n",
-      "          [  5.22290611e+01,   5.76843719e+01,   6.02404938e+01, ...,\n",
-      "             2.94865723e+01,   2.94513340e+01,   2.86081715e+01],\n",
-      "          [  4.71434975e+01,   5.18986168e+01,   5.42632675e+01, ...,\n",
-      "             3.16041355e+01,   3.14152699e+01,   3.06114178e+01],\n",
-      "          [  4.20609589e+01,   4.49787941e+01,   4.79676704e+01, ...,\n",
-      "             3.29820099e+01,   3.32833214e+01,   3.27605553e+01]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          ..., \n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan],\n",
-      "          [             nan,              nan,              nan, ...,\n",
-      "                        nan,              nan,              nan]],\n",
-      "\n",
-      "         [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          ..., \n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "          [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "             0.00000000e+00,   0.00000000e+00,   0.00000000e+00]]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * cape_cin     (cape_cin) <U4 u'cape' u'cin'\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: cape; cin\n",
-      "    units: J kg-1 ; J kg-1\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "    _FillValue: 9.96920996839e+36\n",
-      "    missing_value: 9.96920996839e+36\n",
-      "<xarray.DataArray u'ctt' (Time: 9, south_north: 96, west_east: 96)>\n",
-      "array([[[ 30.28734779,  30.25170326,  30.2116642 , ...,  30.43941689,\n",
-      "          30.35033607,  30.26937294],\n",
-      "        [ 30.32671547,  30.29772377,  30.2628727 , ...,  30.53902626,\n",
-      "          30.44616127,  30.35714149],\n",
-      "        [ 30.35683632,  30.3349247 ,  30.30584145, ...,  30.63564491,\n",
-      "          30.53905678,  30.44393349],\n",
-      "        ..., \n",
-      "        [ 31.25283241,  31.12960243,  31.00759315, ...,  27.79311562,\n",
-      "          27.66298866,  27.57006264],\n",
-      "        [ 31.27178383,  31.15249062,  31.03255653, ...,  27.8573246 ,\n",
-      "          27.73256874,  27.64241982],\n",
-      "        [ 31.2713871 ,  31.17223549,  31.05983925, ...,  27.91900063,\n",
-      "          27.80031776,  27.70995522]],\n",
-      "\n",
-      "       [[ 16.19169617,  15.99893379,  15.81915665, ...,   7.0032773 ,\n",
-      "           6.8763237 ,   6.93836355],\n",
-      "        [ 15.97773075,  15.74483204,  15.5394392 , ...,   6.78348255,\n",
-      "           6.72141266,   6.79115295],\n",
-      "        [ 15.84720802,  15.57518196,  15.20796871, ...,   6.70142746,\n",
-      "           6.64676285,   6.67825317],\n",
-      "        ..., \n",
-      "        [ 30.45623207,  30.44008827,  30.43691444, ...,  18.54486847,\n",
-      "          19.94033432,  21.34884644],\n",
-      "        [ 30.51400185,  30.49755287,  30.48867226, ...,  20.3301487 ,\n",
-      "          22.57026482,  26.5390873 ],\n",
-      "        [ 30.58187294,  30.56289101,  30.54842567, ...,  23.3081665 ,\n",
-      "          26.56359291,  26.57778358]],\n",
-      "\n",
-      "       [[ 16.208992  ,  15.94972515,  15.30677128, ...,  14.39867306,\n",
-      "          15.21979427,  15.2248764 ],\n",
-      "        [ 15.93093681,  15.10384083,  14.47981071, ...,  14.44307995,\n",
-      "          15.22070312,  15.11969757],\n",
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-      "          15.31226921,  15.0560894 ],\n",
-      "        ..., \n",
-      "        [ 30.31429482,  30.31133461,  30.30013466, ...,  20.29769707,\n",
-      "          21.1438179 ,  21.44757271],\n",
-      "        [ 30.33168983,  30.33086586,  30.32610512, ...,  21.18071175,\n",
-      "          21.65554619,  21.50787354],\n",
-      "        [ 30.29125404,  30.32061195,  30.32686806, ...,  20.91792488,\n",
-      "          21.13373375,  20.81536674]],\n",
-      "\n",
-      "       ..., \n",
-      "       [[ 28.64361   ,  28.65468788,  28.62862587, ...,   7.00876141,\n",
-      "           6.74073505,   6.70544767],\n",
-      "        [ 28.64177895,  28.63732338,  28.62298012, ...,   7.43968439,\n",
-      "           6.94054127,   7.2038517 ],\n",
-      "        [ 28.66106606,  28.66173744,  28.6413517 , ...,   9.21797752,\n",
-      "           8.2333622 ,   9.07994938],\n",
-      "        ..., \n",
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-      "          32.19054413,  32.21041107],\n",
-      "        [ 31.58263588,  31.6111393 ,  31.62984657, ...,  21.16931343,\n",
-      "          17.62268257,  16.70756149]],\n",
-      "\n",
-      "       [[ 28.93020058,  28.93435097,  28.8946476 , ...,  28.78508949,\n",
-      "          28.94683266,  29.12603188],\n",
-      "        [ 28.91274452,  28.88039589,  28.90099525, ...,  28.78740883,\n",
-      "          28.95098305,  29.14202309],\n",
-      "        [ 28.86281776,  28.85476112,  28.84868813, ...,  28.78795815,\n",
-      "          28.96074867,  29.15505409],\n",
-      "        ..., \n",
-      "        [ 33.25832367,  33.24514008,  33.23030853, ...,  14.0408783 ,\n",
-      "          12.95657158,  12.08239651],\n",
-      "        [ 33.27172089,  33.25063324,  33.22808075, ...,  12.5029068 ,\n",
-      "          11.96846199,  11.64200592],\n",
-      "        [ 33.28435516,  33.26958466,  33.23656464, ...,  11.6364212 ,\n",
-      "          11.47585678,  11.44334316]],\n",
-      "\n",
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-      "          29.28582191,  29.25979042],\n",
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-      "          29.28530312,  29.27178383],\n",
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-      "        [ 31.70983315,  31.6944828 ,  31.66973305, ...,  16.75401115,\n",
-      "          18.18523979,  18.30009842],\n",
-      "        [ 31.65715981,  31.65786171,  31.64626503, ...,  16.42384148,\n",
-      "          17.80035019,  19.4046936 ],\n",
-      "        [ 31.5896244 ,  31.61464882,  31.59929848, ...,  16.28834343,\n",
-      "          17.62311363,  28.69741249]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY\n",
-      "    description: cloud top temperature\n",
-      "    units: degC\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'dbz' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
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-      "          -30.        , -30.        ]]],\n",
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-      "         [-30.        , -30.        , -30.        , ..., -30.        ,\n",
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-      "         [-30.        , -30.        , -30.        , ..., -30.        ,\n",
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-      "         [-30.        , -30.        , -30.        , ..., -30.        ,\n",
-      "          -30.        , -30.        ],\n",
-      "         [-30.        , -30.        , -30.        , ..., -30.        ,\n",
-      "          -30.        , -30.        ]],\n",
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-      "          -30.        , -30.        ]],\n",
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-      "         ..., \n",
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-      "          -30.        , -30.        ],\n",
-      "         ..., \n",
-      "         [-30.        , -30.        , -30.        , ..., -30.        ,\n",
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-      "         [-30.        , -30.        , -30.        , ..., -30.        ,\n",
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-      "         [-30.        , -30.        , -30.        , ..., -30.        ,\n",
-      "          -30.        , -30.        ]],\n",
-      "\n",
-      "        [[-30.        , -30.        , -30.        , ..., -30.        ,\n",
-      "          -30.        , -30.        ],\n",
-      "         [-30.        , -30.        , -30.        , ..., -30.        ,\n",
-      "          -30.        , -30.        ],\n",
-      "         [-30.        , -30.        , -30.        , ..., -30.        ,\n",
-      "          -30.        , -30.        ],\n",
-      "         ..., \n",
-      "         [-30.        , -30.        , -30.        , ..., -30.        ,\n",
-      "          -30.        , -30.        ],\n",
-      "         [-30.        , -30.        , -30.        , ..., -30.        ,\n",
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-      "         [-30.        , -30.        , -30.        , ..., -30.        ,\n",
-      "          -30.        , -30.        ]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: radar reflectivity\n",
-      "    units: dBZ\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'max_dbz' (Time: 9, south_north: 96, west_east: 96)>\n",
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-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY\n",
-      "    description: maximum radar reflectivity\n",
-      "    units: dBZ\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
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-      "           189028.9375    ,  189044.09375   ,  189054.984375  ],\n",
-      "         [ 189176.875     ,  189177.4375    ,  189177.4375    , ...,\n",
-      "           189020.0625    ,  189036.140625  ,  189047.84375   ],\n",
-      "         ..., \n",
-      "         [ 189808.53125   ,  189803.5       ,  189790.625     , ...,\n",
-      "           189716.09375   ,  189708.5625    ,  189700.671875  ],\n",
-      "         [ 189817.4375    ,  189817.4375    ,  189808.59375   , ...,\n",
-      "           189713.34375   ,  189710.78125   ,  189708.296875  ],\n",
-      "         [ 189821.28125   ,  189828.078125  ,  189825.359375  , ...,\n",
-      "           189715.015625  ,  189714.890625  ,  189719.1875    ]],\n",
-      "\n",
-      "        [[ 198772.5625    ,  198773.625     ,  198774.015625  , ...,\n",
-      "           198740.578125  ,  198779.09375   ,  198804.03125   ],\n",
-      "         [ 198781.1875    ,  198781.578125  ,  198780.390625  , ...,\n",
-      "           198718.21875   ,  198755.546875  ,  198783.859375  ],\n",
-      "         [ 198790.828125  ,  198791.1875    ,  198790.03125   , ...,\n",
-      "           198694.15625   ,  198733.65625   ,  198765.40625   ],\n",
-      "         ..., \n",
-      "         [ 199534.375     ,  199528.9375    ,  199514.0625    , ...,\n",
-      "           199341.71875   ,  199333.25      ,  199323.90625   ],\n",
-      "         [ 199541.109375  ,  199541.109375  ,  199530.34375   , ...,\n",
-      "           199346.78125   ,  199343.25      ,  199339.921875  ],\n",
-      "         [ 199541.125     ,  199549.859375  ,  199545.828125  , ...,\n",
-      "           199356.875     ,  199355.3125    ,  199360.28125   ]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[    296.98287964,     297.00302124,     297.03115845, ...,\n",
-      "              395.67022705,     511.32369995,     666.07946777],\n",
-      "         [    297.04171753,     297.05575562,     297.05575562, ...,\n",
-      "              345.90170288,     429.34259033,     553.42163086],\n",
-      "         [    297.12731934,     297.14556885,     297.12576294, ...,\n",
-      "              312.18161011,     363.07528687,     449.10186768],\n",
-      "         ..., \n",
-      "         [    313.27963257,     315.27023315,     317.85610962, ...,\n",
-      "              334.66345215,     322.42669678,     313.29071045],\n",
-      "         [    321.36694336,     323.84521484,     327.68252563, ...,\n",
-      "              367.77078247,     351.32104492,     338.09658813],\n",
-      "         [    332.75552368,     335.38165283,     340.56268311, ...,\n",
-      "              414.4309082 ,     393.61471558,     376.66168213]],\n",
-      "\n",
-      "        [[   1020.39538574,    1020.46350098,    1020.5592041 , ...,\n",
-      "             1118.17932129,    1234.06274414,    1389.01318359],\n",
-      "         [   1020.59545898,    1020.64318848,    1020.64221191, ...,\n",
-      "             1068.85754395,    1152.64599609,    1277.01916504],\n",
-      "         [   1020.88690186,    1020.94995117,    1020.88024902, ...,\n",
-      "             1035.51269531,    1086.86376953,    1173.28405762],\n",
-      "         ..., \n",
-      "         [   1039.91491699,    1041.96655273,    1044.60974121, ...,\n",
-      "             1062.04516602,    1049.93359375,    1040.89868164],\n",
-      "         [   1047.89074707,    1050.44641113,    1054.35754395, ...,\n",
-      "             1095.54260254,    1079.19946289,    1066.07348633],\n",
-      "         [   1059.25805664,    1061.92553711,    1067.1706543 , ...,\n",
-      "             1142.15393066,    1121.41662598,    1104.51953125]],\n",
-      "\n",
-      "        [[   2005.48925781,    2005.62109375,    2005.80200195, ...,\n",
-      "             2101.91333008,    2218.07861328,    2373.19604492],\n",
-      "         [   2005.87939453,    2005.97216797,    2005.96704102, ...,\n",
-      "             2053.19677734,    2137.44482422,    2262.16748047],\n",
-      "         [   2006.44628906,    2006.57055664,    2006.43066406, ...,\n",
-      "             2020.35229492,    2072.32910156,    2159.2578125 ],\n",
-      "         ..., \n",
-      "         [   2028.95837402,    2031.09472656,    2033.81994629, ...,\n",
-      "             2052.11914062,    2040.17749023,    2031.2878418 ],\n",
-      "         [   2036.79650879,    2039.45727539,    2043.4699707 , ...,\n",
-      "             2086.13769531,    2069.94458008,    2056.96435547],\n",
-      "         [   2048.13525391,    2050.86621094,    2056.19897461, ...,\n",
-      "             2132.63769531,    2112.00634766,    2095.2043457 ]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 179995.84375   ,  179996.90625   ,  179993.34375   , ...,\n",
-      "           179851.03125   ,  179878.625     ,  179911.203125  ],\n",
-      "         [ 180009.53125   ,  180008.046875  ,  180001.296875  , ...,\n",
-      "           179839.03125   ,  179858.375     ,  179887.375     ],\n",
-      "         [ 180016.65625   ,  180014.125     ,  180006.21875   , ...,\n",
-      "           179830.71875   ,  179844.875     ,  179868.3125    ],\n",
-      "         ..., \n",
-      "         [ 180295.109375  ,  180311.5625    ,  180336.96875   , ...,\n",
-      "           180274.25      ,  180255.34375   ,  180237.6875    ],\n",
-      "         [ 180291.96875   ,  180300.84375   ,  180320.96875   , ...,\n",
-      "           180276.875     ,  180263.375     ,  180257.546875  ],\n",
-      "         [ 180295.21875   ,  180303.0625    ,  180311.078125  , ...,\n",
-      "           180289.5       ,  180274.75      ,  180276.34375   ]],\n",
-      "\n",
-      "        [[ 189235.453125  ,  189233.25      ,  189232.6875    , ...,\n",
-      "           189202.734375  ,  189230.015625  ,  189258.734375  ],\n",
-      "         [ 189256.78125   ,  189253.34375   ,  189249.484375  , ...,\n",
-      "           189195.0625    ,  189216.        ,  189241.09375   ],\n",
-      "         [ 189274.625     ,  189271.375     ,  189266.59375   , ...,\n",
-      "           189190.53125   ,  189207.84375   ,  189229.78125   ],\n",
-      "         ..., \n",
-      "         [ 189881.84375   ,  189896.5       ,  189914.34375   , ...,\n",
-      "           189789.84375   ,  189779.421875  ,  189767.515625  ],\n",
-      "         [ 189879.96875   ,  189890.84375   ,  189906.3125    , ...,\n",
-      "           189800.484375  ,  189794.40625   ,  189795.359375  ],\n",
-      "         [ 189880.90625   ,  189890.609375  ,  189900.65625   , ...,\n",
-      "           189821.4375    ,  189818.5625    ,  189824.09375   ]],\n",
-      "\n",
-      "        [[ 198673.578125  ,  198669.96875   ,  198674.484375  , ...,\n",
-      "           198742.03125   ,  198765.140625  ,  198786.171875  ],\n",
-      "         [ 198695.765625  ,  198692.9375    ,  198694.65625   , ...,\n",
-      "           198740.15625   ,  198760.390625  ,  198780.09375   ],\n",
-      "         [ 198717.15625   ,  198717.546875  ,  198719.828125  , ...,\n",
-      "           198740.609375  ,  198759.8125    ,  198779.5625    ],\n",
-      "         ..., \n",
-      "         [ 199601.421875  ,  199612.125     ,  199616.8125    , ...,\n",
-      "           199440.421875  ,  199437.453125  ,  199430.5625    ],\n",
-      "         [ 199602.8125    ,  199615.3125    ,  199621.8125    , ...,\n",
-      "           199455.09375   ,  199456.40625   ,  199463.5       ],\n",
-      "         [ 199600.703125  ,  199613.90625   ,  199624.265625  , ...,\n",
-      "           199476.5625    ,  199485.59375   ,  199500.765625  ]]],\n",
-      "\n",
-      "\n",
-      "       [[[    297.56643677,     297.57556152,     297.63046265, ...,\n",
-      "              297.85812378,     297.1194458 ,     300.69168091],\n",
-      "         [    297.56713867,     297.53662109,     297.56774902, ...,\n",
-      "              298.25497437,     297.14422607,     297.25689697],\n",
-      "         [    297.4831543 ,     297.48748779,     297.48254395, ...,\n",
-      "              298.56243896,     297.74545288,     297.29821777],\n",
-      "         ..., \n",
-      "         [    349.9203186 ,     347.91967773,     349.85418701, ...,\n",
-      "              538.55908203,     526.53851318,     504.42236328],\n",
-      "         [    374.6519165 ,     368.72946167,     368.72808838, ...,\n",
-      "              616.79943848,     605.11517334,     580.46380615],\n",
-      "         [    407.37811279,     396.33221436,     392.61740112, ...,\n",
-      "              697.71569824,     687.92236328,     662.73577881]],\n",
-      "\n",
-      "        [[   1022.41638184,    1022.44659424,    1022.63354492, ...,\n",
-      "             1021.17486572,    1020.75524902,    1024.54455566],\n",
-      "         [   1022.41864014,    1022.31774902,    1022.4197998 , ...,\n",
-      "             1021.53820801,    1020.84399414,    1021.23016357],\n",
-      "         [   1022.12176514,    1022.14074707,    1022.12207031, ...,\n",
-      "             1021.87121582,    1021.50231934,    1021.36901855],\n",
-      "         ..., \n",
-      "         [   1079.37280273,    1077.43530273,    1079.36791992, ...,\n",
-      "             1265.72631836,    1253.59741211,    1231.22595215],\n",
-      "         [   1104.06921387,    1098.22583008,    1098.22009277, ...,\n",
-      "             1342.86901855,    1331.23132324,    1306.39074707],\n",
-      "         [   1136.72094727,    1125.76135254,    1122.08398438, ...,\n",
-      "             1422.70483398,    1413.09851074,    1388.04943848]],\n",
-      "\n",
-      "        [[   2009.48266602,    2009.5390625 ,    2009.91552734, ...,\n",
-      "             2005.96374512,    2005.97021484,    2010.05944824],\n",
-      "         [   2009.48706055,    2009.29626465,    2009.48632812, ...,\n",
-      "             2006.27331543,    2006.14038086,    2006.90307617],\n",
-      "         [   2008.89038086,    2008.9309082 ,    2008.89038086, ...,\n",
-      "             2006.63574219,    2006.86535645,    2007.17016602],\n",
-      "         ..., \n",
-      "         [   2072.44873047,    2070.61962891,    2072.55541992, ...,\n",
-      "             2255.82324219,    2243.55053711,    2220.87011719],\n",
-      "         [   2097.09741211,    2091.38085938,    2091.37158203, ...,\n",
-      "             2331.49511719,    2319.92456055,    2294.88623047],\n",
-      "         [   2129.64111328,    2118.79882812,    2115.17797852, ...,\n",
-      "             2409.90380859,    2400.53125   ,    2375.72509766]],\n",
-      "\n",
-      "        ..., \n",
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-      "           179831.21875   ,  179839.625     ,  179847.71875   ],\n",
-      "         [ 180092.5       ,  180110.015625  ,  180120.3125    , ...,\n",
-      "           179844.8125    ,  179850.1875    ,  179856.375     ],\n",
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-      "         ..., \n",
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-      "           180496.8125    ,  180490.71875   ,  180478.0625    ],\n",
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-      "         ..., \n",
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-      "           189994.1875    ,  189996.46875   ,  189998.25      ],\n",
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-      "         ..., \n",
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-      "\n",
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-      "              298.05783081,     298.12518311,     298.50363159],\n",
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-      "              297.69973755,     297.71697998,     298.00830078],\n",
-      "         ..., \n",
-      "         [    506.55981445,     493.14038086,     473.39837646, ...,\n",
-      "              735.92144775,     761.55969238,     777.02148438],\n",
-      "         [    570.70544434,     556.24865723,     533.96069336, ...,\n",
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-      "              767.65161133,     797.44989014,     820.91503906]],\n",
-      "\n",
-      "        [[   1022.33752441,    1022.27807617,    1022.20471191, ...,\n",
-      "             1023.1897583 ,    1023.28222656,    1023.56994629],\n",
-      "         [   1022.37463379,    1022.29345703,    1022.20031738, ...,\n",
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-      "             1022.7956543 ,    1022.86029053,    1023.12811279],\n",
-      "         ..., \n",
-      "         [   1233.96826172,    1220.46411133,    1200.6484375 , ...,\n",
-      "             1458.77331543,    1484.36645508,    1499.84191895],\n",
-      "         [   1297.97094727,    1283.45739746,    1261.12475586, ...,\n",
-      "             1490.22119141,    1519.90649414,    1543.37084961],\n",
-      "         [   1366.61621094,    1352.96826172,    1330.96069336, ...,\n",
-      "             1490.17102051,    1519.88623047,    1543.17004395]],\n",
-      "\n",
-      "        [[   2009.35742188,    2009.22998047,    2009.06982422, ...,\n",
-      "             2010.48352051,    2010.60253906,    2010.77758789],\n",
-      "         [   2009.43554688,    2009.27966309,    2009.08435059, ...,\n",
-      "             2010.1328125 ,    2010.22058105,    2010.63867188],\n",
-      "         [   2009.47729492,    2009.28222656,    2009.09643555, ...,\n",
-      "             2010.02954102,    2010.16943359,    2010.40356445],\n",
-      "         ..., \n",
-      "         [   2225.41455078,    2211.83007812,    2191.96020508, ...,\n",
-      "             2444.28637695,    2469.8371582 ,    2485.38085938],\n",
-      "         [   2289.22216797,    2274.65454102,    2252.29345703, ...,\n",
-      "             2475.37963867,    2504.99023438,    2528.43701172],\n",
-      "         [   2357.66455078,    2343.98144531,    2321.93554688, ...,\n",
-      "             2475.38525391,    2504.76953125,    2527.87963867]],\n",
-      "\n",
-      "        ..., \n",
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-      "           179689.8125    ,  179686.609375  ,  179683.21875   ],\n",
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-      "         ..., \n",
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-      "           180514.046875  ,  180516.03125   ,  180519.625     ],\n",
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-      "           189101.5       ,  189103.78125   ,  189097.65625   ],\n",
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-      "         ..., \n",
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-      "         ..., \n",
-      "         [ 199440.890625  ,  199445.        ,  199447.9375    , ...,\n",
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-      "           199574.875     ,  199603.96875   ,  199638.484375  ]]]], dtype=float32)\n",
-      "Coordinates:\n",
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-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
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-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
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-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
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-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
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-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
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-      "         -84.54766083, -84.45771027],\n",
-      "        [-93.00260925, -92.91266632, -92.82271576, ..., -84.63760376,\n",
-      "         -84.54766083, -84.45771027]],\n",
-      "\n",
-      "       [[-93.27244568, -93.18250275, -93.09255981, ..., -84.90744019,\n",
-      "         -84.81749725, -84.72755432],\n",
-      "        [-93.27244568, -93.18250275, -93.09255981, ..., -84.90744019,\n",
-      "         -84.81749725, -84.72755432],\n",
-      "        [-93.27244568, -93.18250275, -93.09255981, ..., -84.90744019,\n",
-      "         -84.81749725, -84.72755432],\n",
-      "        ..., \n",
-      "        [-93.27244568, -93.18250275, -93.09255981, ..., -84.90744019,\n",
-      "         -84.81749725, -84.72755432],\n",
-      "        [-93.27244568, -93.18250275, -93.09255981, ..., -84.90744019,\n",
-      "         -84.81749725, -84.72755432],\n",
-      "        [-93.27244568, -93.18250275, -93.09255981, ..., -84.90744019,\n",
-      "         -84.81749725, -84.72755432]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY \n",
-      "    description: LONGITUDE, WEST IS NEGATIVE\n",
-      "    units: degree_east\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'omega' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
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-      "            2.16812186e-05,   3.36250087e-05,  -5.31027763e-06],\n",
-      "         [ -9.66259176e-05,  -2.61507928e-04,  -4.57894261e-04, ...,\n",
-      "            2.43427858e-05,   3.26546105e-05,  -9.36639408e-05],\n",
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-      "           -2.93675639e-05,  -1.02634713e-05,  -2.66721268e-04],\n",
-      "         ..., \n",
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-      "            1.83638581e-03,   1.39352004e-03,   5.37948799e-04],\n",
-      "         [  1.68340302e-05,   9.22571962e-06,   6.56602469e-06, ...,\n",
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-      "            1.89554924e-03,   8.70659482e-04,   2.07984966e-04]],\n",
-      "\n",
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-      "            2.12082341e-05,   3.28924325e-05,  -5.19456353e-06],\n",
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-      "           -2.87309231e-05,  -1.00408761e-05,  -2.60933739e-04],\n",
-      "         ..., \n",
-      "         [  4.73860246e-06,   7.45437228e-06,   1.35456276e-06, ...,\n",
-      "            1.78838498e-03,   1.35670067e-03,   5.23641531e-04],\n",
-      "         [  1.64661033e-05,   9.02423744e-06,   6.42281111e-06, ...,\n",
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-      "\n",
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-      "            2.05472752e-05,   3.18670463e-05,  -5.03264027e-06],\n",
-      "         [ -9.14021075e-05,  -2.47329503e-04,  -4.32990957e-04, ...,\n",
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-      "           -2.78370917e-05,  -9.72872022e-06,  -2.52823753e-04],\n",
-      "         ..., \n",
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-      "            1.73085753e-03,   1.31296879e-03,   5.06744778e-04],\n",
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-      "            1.78646494e-03,   8.20287154e-04,   1.95905013e-04]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -1.93362624e-08,  -4.96761530e-08,  -7.80942671e-08, ...,\n",
-      "            1.85678339e-09,   2.87999802e-09,  -4.54832921e-10],\n",
-      "         [ -8.32355873e-09,  -2.25295906e-08,  -3.94517059e-08, ...,\n",
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-      "           -2.51228371e-09,  -8.78065787e-10,  -2.28182309e-08],\n",
-      "         ..., \n",
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-      "            1.54418743e-07,   1.17121374e-07,   4.51950619e-08],\n",
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-      "            1.60024769e-07,   9.80361605e-08,   3.25874296e-08],\n",
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-      "            1.59397302e-07,   7.31809706e-08,   1.74743917e-08]],\n",
-      "\n",
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-      "         [ -2.27952701e-09,  -6.16924734e-09,  -1.08014655e-08, ...,\n",
-      "            5.67874747e-10,   7.61650798e-10,  -2.18425478e-09],\n",
-      "         [ -2.20772220e-10,  -8.71781647e-10,  -1.70740999e-09, ...,\n",
-      "           -6.84753698e-10,  -2.39264442e-10,  -6.21651797e-09],\n",
-      "         ..., \n",
-      "         [  1.12604030e-10,   1.77042658e-10,   3.21524439e-11, ...,\n",
-      "            4.22720738e-08,   3.20677707e-08,   1.23766597e-08],\n",
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-      "\n",
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-      "           -9.95374130e-11,  -3.47665299e-11,  -9.03070951e-10],\n",
-      "         ..., \n",
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-      "            6.14478290e-09,   4.66242778e-09,   1.79989657e-09],\n",
-      "         [  5.70438870e-11,   3.12497042e-11,   2.22318691e-11, ...,\n",
-      "            6.36984954e-09,   3.90351973e-09,   1.29791966e-09],\n",
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-      "            6.34761133e-09,   2.91513480e-09,   6.96290137e-10]]],\n",
-      "\n",
-      "\n",
-      "       [[[  2.33653607e-03,   3.38853861e-04,  -4.21153707e-03, ...,\n",
-      "            5.87000418e-03,   8.73305090e-03,   9.25335474e-03],\n",
-      "         [  7.19746342e-03,  -5.33499522e-03,  -5.63088572e-03, ...,\n",
-      "            2.87491549e-03,   7.09638139e-03,   9.59401112e-03],\n",
-      "         [  8.24093726e-03,  -3.75281577e-03,  -2.23456812e-03, ...,\n",
-      "            4.73697408e-04,  -4.03384212e-04,   5.54125290e-03],\n",
-      "         ..., \n",
-      "         [  1.15366280e-02,   4.91238758e-03,   5.52352006e-03, ...,\n",
-      "            6.67090481e-03,   4.48681787e-03,   9.54127777e-03],\n",
-      "         [  1.20253274e-02,   4.38964507e-03,   6.98897289e-03, ...,\n",
-      "            6.75507961e-03,   1.95037294e-03,   8.34437367e-03],\n",
-      "         [  1.20701157e-02,   1.19154872e-02,   1.09884813e-02, ...,\n",
-      "            8.33970495e-03,   6.95431512e-03,   7.48694595e-03]],\n",
-      "\n",
-      "        [[  1.18087977e-02,   7.57933734e-03,  -5.40722534e-03, ...,\n",
-      "            1.74015928e-02,   2.69543789e-02,   2.84907296e-02],\n",
-      "         [  2.34207734e-02,  -2.12618392e-02,  -2.12318916e-02, ...,\n",
-      "            8.38236604e-03,   1.80134475e-02,   2.97158323e-02],\n",
-      "         [  2.58682277e-02,  -1.61193311e-02,  -1.17783267e-02, ...,\n",
-      "            2.85575888e-03,  -4.08901786e-03,   1.82720274e-02],\n",
-      "         ..., \n",
-      "         [  4.26185839e-02,   1.66485906e-02,   2.33432390e-02, ...,\n",
-      "            3.00225820e-02,   2.46862620e-02,   4.39109094e-02],\n",
-      "         [  4.45362069e-02,   1.62308346e-02,   2.54454389e-02, ...,\n",
-      "            2.67831143e-02,   2.06274372e-02,   4.22608443e-02],\n",
-      "         [  4.44933660e-02,   4.44620214e-02,   4.04229052e-02, ...,\n",
-      "            3.87493260e-02,   3.84710915e-02,   4.04856130e-02]],\n",
-      "\n",
-      "        [[  2.34091356e-02,   1.55962864e-02,  -3.02138482e-03, ...,\n",
-      "            2.41432525e-02,   4.11165617e-02,   4.39247005e-02],\n",
-      "         [  4.01018783e-02,  -5.07241748e-02,  -4.90892828e-02, ...,\n",
-      "            9.38776508e-03,   1.60749238e-02,   4.51356992e-02],\n",
-      "         [  4.38028798e-02,  -3.74774858e-02,  -3.27210948e-02, ...,\n",
-      "            5.04607940e-03,  -1.40043432e-02,   2.91540455e-02],\n",
-      "         ..., \n",
-      "         [  8.67961422e-02,   3.07120290e-02,   4.73170206e-02, ...,\n",
-      "            7.01454803e-02,   6.35776892e-02,   9.16837305e-02],\n",
-      "         [  9.07342434e-02,   3.07736658e-02,   5.00904992e-02, ...,\n",
-      "            6.13969751e-02,   5.55497818e-02,   8.95726681e-02],\n",
-      "         [  9.01520327e-02,   8.96169618e-02,   8.06441829e-02, ...,\n",
-      "            8.22333097e-02,   8.27710479e-02,   8.76240209e-02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -1.09204046e-01,  -1.03783548e-01,  -8.97919834e-02, ...,\n",
-      "            1.53970391e-01,   1.06704928e-01,   6.09880649e-02],\n",
-      "         [ -1.09440252e-01,  -2.48294435e-02,  -2.18249913e-02, ...,\n",
-      "            1.48466006e-01,   9.54435244e-02,   7.92401060e-02],\n",
-      "         [ -1.04031391e-01,  -1.38488170e-02,  -4.71287146e-02, ...,\n",
-      "            1.43587023e-01,   7.09368661e-02,   9.20145735e-02],\n",
-      "         ..., \n",
-      "         [  4.32887189e-02,   2.95339916e-02,   2.72820760e-02, ...,\n",
-      "            2.90092845e-02,   4.76558320e-02,   4.61378228e-03],\n",
-      "         [  2.61576157e-02,   3.07161417e-02,   3.77668589e-02, ...,\n",
-      "            2.38268003e-02,   5.07164039e-02,  -9.90790315e-03],\n",
-      "         [  7.22725503e-03,   3.61196846e-02,   5.37254810e-02, ...,\n",
-      "           -4.55717149e-04,  -1.33714741e-02,  -2.73970589e-02]],\n",
-      "\n",
-      "        [[ -8.16251338e-02,  -7.84129798e-02,  -7.06655532e-02, ...,\n",
-      "            9.18516591e-02,   6.09909669e-02,   3.05168051e-02],\n",
-      "         [ -8.41868892e-02,  -2.10250653e-02,  -1.83377601e-02, ...,\n",
-      "            7.46172741e-02,   2.96465363e-02,   4.01757620e-02],\n",
-      "         [ -8.58846828e-02,  -1.37904612e-02,  -3.59393619e-02, ...,\n",
-      "            7.07651302e-02,   1.45113021e-02,   4.38319370e-02],\n",
-      "         ..., \n",
-      "         [  2.81914994e-02,   1.65302102e-02,   1.42737757e-02, ...,\n",
-      "            2.70032808e-02,   3.88130024e-02,   2.89653824e-03],\n",
-      "         [  2.09808610e-02,   2.07436271e-02,   2.31899992e-02, ...,\n",
-      "            2.13258769e-02,   3.39720696e-02,  -7.17490446e-03],\n",
-      "         [  1.04657132e-02,   3.17001231e-02,   4.60748598e-02, ...,\n",
-      "           -1.30980089e-03,  -9.49228834e-03,  -1.70732252e-02]],\n",
-      "\n",
-      "        [[ -2.90820319e-02,  -3.02435514e-02,  -2.82717552e-02, ...,\n",
-      "            3.77988890e-02,   3.15980874e-02,   2.32683420e-02],\n",
-      "         [ -3.38950492e-02,   9.98578500e-03,   1.05569772e-02, ...,\n",
-      "            1.35523938e-02,  -5.56443213e-03,   2.58932952e-02],\n",
-      "         [ -3.83161381e-02,   8.80512875e-03,   8.11448495e-04, ...,\n",
-      "            1.02926577e-02,  -1.24888262e-02,   2.35956479e-02],\n",
-      "         ..., \n",
-      "         [  7.93037657e-03,  -2.63610273e-03,  -1.02424994e-02, ...,\n",
-      "            1.05645731e-02,   1.04193883e-02,  -1.72083173e-02],\n",
-      "         [  1.05813332e-02,   1.22516078e-03,  -2.87081255e-03, ...,\n",
-      "            5.43918367e-03,   3.64684407e-03,  -2.18995325e-02],\n",
-      "         [  1.05578452e-02,   1.80729497e-02,   2.34539155e-02, ...,\n",
-      "           -1.76104829e-02,  -2.26853658e-02,  -2.33378354e-02]]],\n",
-      "\n",
-      "\n",
-      "       [[[ -8.24339502e-03,  -7.09779793e-03,  -6.28508069e-03, ...,\n",
-      "           -2.59982999e-02,  -1.67928971e-02,  -9.33308899e-03],\n",
-      "         [ -5.34925936e-03,  -3.77137563e-03,  -3.79013037e-03, ...,\n",
-      "           -3.15043442e-02,  -1.75708532e-02,  -1.20916739e-02],\n",
-      "         [ -3.29225347e-03,  -2.20851507e-03,  -2.20868201e-03, ...,\n",
-      "           -3.40658575e-02,  -2.11469084e-02,  -1.55625157e-02],\n",
-      "         ..., \n",
-      "         [ -9.32015391e-05,   1.27208419e-03,   2.99126701e-03, ...,\n",
-      "            4.16509695e-02,   3.53858471e-02,   2.59330031e-02],\n",
-      "         [ -2.09592609e-03,  -6.14555436e-04,   1.27206184e-03, ...,\n",
-      "            3.17645706e-02,   2.24001985e-02,   1.03055099e-02],\n",
-      "         [ -4.44014743e-03,  -3.16224014e-03,  -1.28025410e-03, ...,\n",
-      "            3.72714438e-02,   3.07876542e-02,   2.47440524e-02]],\n",
-      "\n",
-      "        [[ -2.52065100e-02,  -2.12295279e-02,  -1.79056991e-02, ...,\n",
-      "           -8.05248618e-02,  -5.53449206e-02,  -3.20882797e-02],\n",
-      "         [ -1.68869048e-02,  -1.16549628e-02,  -1.04469545e-02, ...,\n",
-      "           -8.83236751e-02,  -5.34341037e-02,  -4.20068353e-02],\n",
-      "         [ -1.07677765e-02,  -6.80613378e-03,  -6.80571003e-03, ...,\n",
-      "           -8.39266330e-02,  -6.27989620e-02,  -5.45567274e-02],\n",
-      "         ..., \n",
-      "         [  7.61509582e-04,   4.80335159e-03,   1.03223715e-02, ...,\n",
-      "            9.69078541e-02,   8.89154673e-02,   7.56205991e-02],\n",
-      "         [ -5.53782098e-03,  -1.24089303e-03,   4.71281819e-03, ...,\n",
-      "            7.48874918e-02,   5.66976368e-02,   3.37426141e-02],\n",
-      "         [ -1.27895791e-02,  -9.21387225e-03,  -3.43243941e-03, ...,\n",
-      "            9.64476541e-02,   8.39050114e-02,   7.25487247e-02]],\n",
-      "\n",
-      "        [[ -3.57877389e-02,  -2.77157109e-02,  -1.92171484e-02, ...,\n",
-      "           -1.51526615e-01,  -1.06975570e-01,  -6.40473738e-02],\n",
-      "         [ -2.24310476e-02,  -1.22297937e-02,  -5.98756969e-03, ...,\n",
-      "           -1.54150844e-01,  -1.01241298e-01,  -8.20360482e-02],\n",
-      "         [ -1.12356804e-02,  -1.98288751e-03,   1.41123135e-03, ...,\n",
-      "           -1.45441070e-01,  -1.17217936e-01,  -1.07316568e-01],\n",
-      "         ..., \n",
-      "         [  2.75849830e-03,   9.39577166e-03,   1.90809611e-02, ...,\n",
-      "            1.77295998e-01,   1.72845215e-01,   1.50605351e-01],\n",
-      "         [ -7.15254294e-03,  -6.29985181e-04,   9.29978397e-03, ...,\n",
-      "            1.40967190e-01,   1.32537916e-01,   1.02610625e-01],\n",
-      "         [ -1.73878409e-02,  -1.26507645e-02,  -3.66011495e-03, ...,\n",
-      "            1.82796180e-01,   1.64567903e-01,   1.44034997e-01]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -3.87961753e-02,  -4.66606952e-02,  -3.68537195e-02, ...,\n",
-      "           -1.81916475e-01,  -1.57216340e-01,  -1.34145811e-01],\n",
-      "         [ -5.19724637e-02,  -5.20916246e-02,  -3.69685292e-02, ...,\n",
-      "           -1.99243903e-01,  -1.85309574e-01,  -1.53414175e-01],\n",
-      "         [ -5.71785532e-02,  -4.68252227e-02,  -2.76989900e-02, ...,\n",
-      "           -2.01859802e-01,  -2.12901384e-01,  -2.09732071e-01],\n",
-      "         ..., \n",
-      "         [ -9.92654450e-03,  -4.20256183e-02,  -6.60257936e-02, ...,\n",
-      "            5.75619042e-02,   4.70104441e-02,   2.53434666e-02],\n",
-      "         [  1.09691522e-03,  -3.37301232e-02,  -6.21045083e-02, ...,\n",
-      "            4.74987365e-02,   2.35672332e-02,  -4.14885534e-03],\n",
-      "         [  3.05856038e-02,  -4.08534938e-03,  -3.66762877e-02, ...,\n",
-      "            9.73789208e-03,  -2.33086466e-04,  -7.93037284e-03]],\n",
-      "\n",
-      "        [[ -1.64802969e-02,  -2.14268770e-02,  -2.13892870e-02, ...,\n",
-      "           -1.42320275e-01,  -1.18809022e-01,  -9.66304392e-02],\n",
-      "         [ -2.79661790e-02,  -2.93252338e-02,  -2.45241094e-02, ...,\n",
-      "           -1.60266444e-01,  -1.41873613e-01,  -1.19981326e-01],\n",
-      "         [ -3.70476060e-02,  -3.24918330e-02,  -2.53348611e-02, ...,\n",
-      "           -1.60591289e-01,  -1.55157298e-01,  -1.46139443e-01],\n",
-      "         ..., \n",
-      "         [ -4.33162367e-03,  -1.99669451e-02,  -3.12948115e-02, ...,\n",
-      "            5.49941976e-03,   2.69373949e-03,  -4.96845320e-03],\n",
-      "         [ -5.27236704e-03,  -2.12144498e-02,  -3.31876576e-02, ...,\n",
-      "            1.08638452e-02,  -3.14542814e-03,  -1.30638834e-02],\n",
-      "         [  5.20774210e-03,  -1.03273550e-02,  -2.47805193e-02, ...,\n",
-      "           -1.15158921e-02,  -1.36908060e-02,  -1.77634787e-02]],\n",
-      "\n",
-      "        [[ -4.89572342e-03,  -6.75571244e-03,  -7.67407008e-03, ...,\n",
-      "           -3.21657620e-02,  -2.85971835e-02,  -2.10311655e-02],\n",
-      "         [ -8.31550825e-03,  -9.75226052e-03,  -1.09625030e-02, ...,\n",
-      "           -4.49935235e-02,  -3.16345952e-02,  -3.13025713e-02],\n",
-      "         [ -1.27427550e-02,  -1.38415219e-02,  -1.41448369e-02, ...,\n",
-      "           -4.58175726e-02,  -3.47654112e-02,  -3.91021594e-02],\n",
-      "         ..., \n",
-      "         [  3.30631225e-03,   2.93705845e-03,   4.50568460e-03, ...,\n",
-      "           -1.50998672e-02,  -1.39469113e-02,  -1.17437253e-02],\n",
-      "         [  1.04887784e-03,   1.58315874e-03,   2.92602950e-03, ...,\n",
-      "           -3.43385502e-03,  -6.58178516e-03,  -6.43718150e-03],\n",
-      "         [ -5.12549304e-04,   4.43904748e-04,   1.64941617e-03, ...,\n",
-      "           -1.31411627e-02,  -1.31197898e-02,  -1.16233462e-02]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[  1.29370783e-02,   1.68444961e-02,   2.05635857e-02, ...,\n",
-      "            3.84912416e-02,   6.35370016e-02,   1.04458079e-01],\n",
-      "         [  1.29356263e-02,   1.68425962e-02,   2.05629990e-02, ...,\n",
-      "            6.36083707e-02,   8.00634399e-02,   1.56105012e-01],\n",
-      "         [  1.09171253e-02,   1.23043684e-02,   1.56352520e-02, ...,\n",
-      "            3.87450866e-02,   6.08309694e-02,   1.42547607e-01],\n",
-      "         ..., \n",
-      "         [  4.32301313e-03,   6.81204256e-03,   1.23404404e-02, ...,\n",
-      "           -2.75386441e-02,  -2.50061695e-02,  -1.93978027e-02],\n",
-      "         [  5.14758704e-03,   5.80740254e-03,   1.06223598e-02, ...,\n",
-      "           -4.49224599e-02,  -4.35994454e-02,  -3.36471684e-02],\n",
-      "         [  5.70611423e-03,   5.43307979e-03,   9.20934509e-03, ...,\n",
-      "           -4.44184020e-02,  -4.32806462e-02,  -3.77419181e-02]],\n",
-      "\n",
-      "        [[  4.35728282e-02,   5.67537621e-02,   6.95949718e-02, ...,\n",
-      "            6.68193102e-02,   7.65213817e-02,   1.24154344e-01],\n",
-      "         [  4.35680896e-02,   5.67475483e-02,   6.95931017e-02, ...,\n",
-      "            9.25842002e-02,   5.13785295e-02,   1.78416684e-01],\n",
-      "         [  3.71109955e-02,   4.20462489e-02,   5.34235686e-02, ...,\n",
-      "            6.55900761e-02,   4.84506935e-02,   1.71061799e-01],\n",
-      "         ..., \n",
-      "         [ -1.74172840e-03,   5.17100887e-03,   2.08349638e-02, ...,\n",
-      "           -2.13765148e-02,  -3.34678255e-02,  -2.20236667e-02],\n",
-      "         [ -5.47725661e-03,  -5.20679960e-03,   7.87221361e-03, ...,\n",
-      "           -8.23955834e-02,  -9.27756280e-02,  -6.73138723e-02],\n",
-      "         [ -1.05583323e-02,  -1.37977740e-02,  -3.97223560e-03, ...,\n",
-      "           -9.07729268e-02,  -9.37781185e-02,  -8.42820257e-02]],\n",
-      "\n",
-      "        [[  8.41604695e-02,   1.08827606e-01,   1.33326560e-01, ...,\n",
-      "            6.78310692e-02,   6.37261644e-02,   1.28244668e-01],\n",
-      "         [  8.41519758e-02,   1.08815074e-01,   1.33321866e-01, ...,\n",
-      "            1.22649781e-01,   2.01807972e-02,   1.92276642e-01],\n",
-      "         [  7.26276487e-02,   8.24306458e-02,   1.03924602e-01, ...,\n",
-      "            1.02603562e-01,   4.42996398e-02,   1.97522998e-01],\n",
-      "         ..., \n",
-      "         [ -1.06803188e-02,   3.09567759e-03,   3.17406282e-02, ...,\n",
-      "            2.18609739e-02,  -1.53795267e-02,   3.03686038e-03],\n",
-      "         [ -2.18124166e-02,  -2.09877696e-02,   2.68284907e-03, ...,\n",
-      "           -1.03198357e-01,  -1.28009886e-01,  -7.99594745e-02],\n",
-      "         [ -3.50474268e-02,  -4.14639041e-02,  -2.39351429e-02, ...,\n",
-      "           -1.33243814e-01,  -1.37280732e-01,  -1.15925342e-01]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -7.17486888e-02,  -6.81363791e-02,  -5.06351925e-02, ...,\n",
-      "           -3.86078209e-02,  -6.07390553e-02,  -8.02053213e-02],\n",
-      "         [ -4.98027466e-02,  -4.06569093e-02,  -2.36532111e-02, ...,\n",
-      "           -3.27617340e-02,  -4.58420105e-02,  -5.58014587e-02],\n",
-      "         [ -2.58939266e-02,  -1.27487574e-02,   1.62586255e-03, ...,\n",
-      "           -4.59879488e-02,  -4.91636023e-02,  -5.09601757e-02],\n",
-      "         ..., \n",
-      "         [  4.18191869e-03,  -2.37265043e-03,  -1.30225727e-02, ...,\n",
-      "            1.33732194e-02,   2.87756324e-02,  -8.81621242e-03],\n",
-      "         [  5.87592600e-03,   6.10339455e-04,  -1.24156075e-02, ...,\n",
-      "            3.36251259e-02,  -3.05376463e-02,  -6.78842142e-02],\n",
-      "         [  5.42693632e-03,   3.65565624e-03,  -7.06962077e-03, ...,\n",
-      "           -4.63085659e-02,  -4.18860279e-02,  -6.55529201e-02]],\n",
-      "\n",
-      "        [[ -5.22472188e-02,  -5.86618185e-02,  -5.54257743e-02, ...,\n",
-      "           -2.97973026e-02,  -5.04219979e-02,  -6.80119470e-02],\n",
-      "         [ -4.68926094e-02,  -4.94567901e-02,  -4.50637899e-02, ...,\n",
-      "           -3.50723229e-02,  -4.93166782e-02,  -5.69856204e-02],\n",
-      "         [ -4.07625064e-02,  -3.81525606e-02,  -3.16906385e-02, ...,\n",
-      "           -4.63943966e-02,  -5.28382175e-02,  -5.39928824e-02],\n",
-      "         ..., \n",
-      "         [ -1.52041921e-02,  -4.12461720e-02,  -5.94240353e-02, ...,\n",
-      "           -1.14657860e-02,  -2.53567053e-03,  -1.66529659e-02],\n",
-      "         [  3.24936304e-03,  -2.35003661e-02,  -4.80130911e-02, ...,\n",
-      "           -3.22270370e-03,  -1.95193700e-02,  -3.57907936e-02],\n",
-      "         [  2.02170443e-02,  -2.20062002e-03,  -2.83212904e-02, ...,\n",
-      "           -4.16953377e-02,  -3.28392908e-02,  -3.62879261e-02]],\n",
-      "\n",
-      "        [[ -1.81907956e-02,  -2.42979005e-02,  -2.76285540e-02, ...,\n",
-      "           -3.41159711e-03,  -1.17624113e-02,  -2.01184750e-02],\n",
-      "         [ -2.32965611e-02,  -2.94407774e-02,  -3.19070332e-02, ...,\n",
-      "           -9.39470716e-03,  -1.74217634e-02,  -2.08620187e-02],\n",
-      "         [ -2.39791162e-02,  -2.78000776e-02,  -2.89497245e-02, ...,\n",
-      "           -1.46085657e-02,  -2.06807274e-02,  -1.93602126e-02],\n",
-      "         ..., \n",
-      "         [ -1.42833299e-03,  -1.32934423e-02,  -2.24255584e-02, ...,\n",
-      "           -1.00229904e-02,  -1.62078254e-02,  -1.33031374e-02],\n",
-      "         [  7.59769883e-03,  -4.31669224e-03,  -1.58588178e-02, ...,\n",
-      "           -2.00088527e-02,  -7.39343138e-03,  -7.72283273e-03],\n",
-      "         [  1.59198139e-02,   5.78347174e-03,  -6.27908250e-03, ...,\n",
-      "           -8.65083560e-03,  -6.63674530e-03,  -2.83905095e-03]]],\n",
-      "\n",
-      "\n",
-      "       [[[ -6.42238790e-03,  -7.24709732e-03,  -7.04597589e-03, ...,\n",
-      "            1.75030343e-02,   2.95674466e-02,   3.73459980e-02],\n",
-      "         [ -6.35863189e-03,  -1.45214442e-02,   3.42162722e-03, ...,\n",
-      "            1.69635750e-02,   3.46212760e-02,   3.07799075e-02],\n",
-      "         [ -4.68429411e-03,  -6.06083730e-03,  -1.72963121e-03, ...,\n",
-      "            1.32877547e-02,   3.06376424e-02,   2.42730938e-02],\n",
-      "         ..., \n",
-      "         [  2.01293994e-02,   5.84375300e-03,   1.31850727e-02, ...,\n",
-      "           -1.76013298e-02,  -1.86190959e-02,  -1.66461617e-02],\n",
-      "         [  2.52096709e-02,   3.95987509e-03,   1.61726866e-02, ...,\n",
-      "            2.82704690e-03,  -1.78555574e-03,   1.67407939e-04],\n",
-      "         [  2.41229106e-02,   1.46677615e-02,   1.53695680e-02, ...,\n",
-      "            7.91302696e-03,   1.48224842e-03,   4.72595310e-03]],\n",
-      "\n",
-      "        [[ -2.14491487e-02,  -2.63268054e-02,  -2.33728513e-02, ...,\n",
-      "            5.79179116e-02,   9.61341038e-02,   1.11166388e-01],\n",
-      "         [ -2.12043561e-02,  -5.30658141e-02,   1.38860550e-02, ...,\n",
-      "            5.70724867e-02,   1.10919997e-01,   9.53625068e-02],\n",
-      "         [ -1.45478640e-02,  -1.89376492e-02,  -3.66045698e-03, ...,\n",
-      "            4.81939912e-02,   1.03453599e-01,   8.31450224e-02],\n",
-      "         ..., \n",
-      "         [  2.70972643e-02,  -1.76541153e-02,   9.98780876e-03, ...,\n",
-      "           -5.41957170e-02,  -4.78036813e-02,  -5.05362786e-02],\n",
-      "         [  3.45731042e-02,  -2.63062324e-02,   1.19858766e-02, ...,\n",
-      "           -9.92640480e-03,  -1.20109727e-03,  -9.52872972e-04],\n",
-      "         [  4.62072268e-02,   1.95274930e-02,   2.05988381e-02, ...,\n",
-      "            2.72626039e-02,   3.25909778e-02,   3.11879553e-02]],\n",
-      "\n",
-      "        [[ -3.92736718e-02,  -4.68531586e-02,  -4.29880582e-02, ...,\n",
-      "            1.05931558e-01,   1.76457405e-01,   1.96570560e-01],\n",
-      "         [ -3.91388237e-02,  -1.05666295e-01,   2.73675472e-02, ...,\n",
-      "            1.06236249e-01,   2.01433092e-01,   1.74783126e-01],\n",
-      "         [ -2.46079881e-02,  -2.95062568e-02,  -4.43185354e-03, ...,\n",
-      "            9.41878557e-02,   1.89198762e-01,   1.58132836e-01],\n",
-      "         ..., \n",
-      "         [  3.54461111e-02,  -4.71802466e-02,   5.08064823e-03, ...,\n",
-      "           -1.13085128e-01,  -9.89300758e-02,  -9.91922244e-02],\n",
-      "         [  4.55793627e-02,  -6.03277870e-02,   6.95526041e-03, ...,\n",
-      "           -7.64389038e-02,  -5.39052263e-02,  -3.25996280e-02],\n",
-      "         [  6.39499053e-02,   1.62795018e-02,   1.86678562e-02, ...,\n",
-      "            2.42143273e-02,   4.32761610e-02,   3.48787718e-02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -8.32010061e-02,  -9.23765525e-02,  -9.83879790e-02, ...,\n",
-      "            5.14861476e-03,  -7.13770138e-03,  -9.74897482e-03],\n",
-      "         [ -1.01560242e-01,  -9.00648460e-02,  -6.86445385e-02, ...,\n",
-      "            1.89982215e-03,   1.45588601e-02,  -7.38040730e-03],\n",
-      "         [ -1.15298361e-01,  -8.96775275e-02,  -8.07090923e-02, ...,\n",
-      "            3.27407978e-02,   3.81909125e-02,   4.98983916e-03],\n",
-      "         ..., \n",
-      "         [  9.89169031e-02,   1.62322313e-01,   2.34326214e-01, ...,\n",
-      "           -7.84853026e-02,  -5.51372916e-02,   5.88674620e-02],\n",
-      "         [  6.75965026e-02,   8.63250494e-02,   1.98283538e-01, ...,\n",
-      "           -6.45965338e-02,   4.27358001e-02,   9.80149731e-02],\n",
-      "         [  4.17442247e-02,   7.17225969e-02,   1.13577731e-01, ...,\n",
-      "            3.90663631e-02,   9.05735046e-02,   9.85829607e-02]],\n",
-      "\n",
-      "        [[ -3.05390302e-02,  -3.46747376e-02,  -3.99015658e-02, ...,\n",
-      "            1.88141149e-02,   5.34914946e-03,   8.25517811e-04],\n",
-      "         [ -3.47134359e-02,  -2.02308912e-02,  -5.26996935e-03, ...,\n",
-      "            2.22680420e-02,   1.69682894e-02,  -2.30708439e-03],\n",
-      "         [ -3.25206853e-02,  -6.23424305e-03,   2.92546698e-03, ...,\n",
-      "            2.87298597e-02,   2.71046832e-02,   1.24419585e-03],\n",
-      "         ..., \n",
-      "         [  6.51376322e-02,   1.23944625e-01,   1.79679438e-01, ...,\n",
-      "           -6.68763220e-02,  -2.64203269e-02,   3.22523043e-02],\n",
-      "         [  3.03744003e-02,   6.53648898e-02,   1.39642000e-01, ...,\n",
-      "           -5.66967018e-02,   1.75945461e-02,   6.43012747e-02],\n",
-      "         [ -1.13372598e-03,   3.67986560e-02,   7.75623918e-02, ...,\n",
-      "            4.27769125e-03,   4.99480851e-02,   6.33763298e-02]],\n",
-      "\n",
-      "        [[ -1.99926575e-03,  -4.26334515e-03,  -9.45394486e-03, ...,\n",
-      "            6.52595423e-03,  -2.48043449e-03,  -8.30753986e-03],\n",
-      "         [ -2.46354542e-03,   5.96566126e-03,   1.20827379e-02, ...,\n",
-      "            7.93148763e-03,   5.32718096e-03,  -1.27584934e-02],\n",
-      "         [ -1.31618907e-03,   1.50431981e-02,   1.74283721e-02, ...,\n",
-      "            6.96205068e-03,   5.97525807e-03,  -1.33693507e-02],\n",
-      "         ..., \n",
-      "         [  1.30067691e-02,   3.47481780e-02,   5.44995256e-02, ...,\n",
-      "           -1.49723403e-02,   1.10237775e-02,   4.69910353e-03],\n",
-      "         [  1.17737555e-03,   1.65312048e-02,   3.08684520e-02, ...,\n",
-      "           -1.46609787e-02,   3.44010768e-03,   1.55721894e-02],\n",
-      "         [ -1.10648880e-02,   5.17645711e-03,   2.03163791e-02, ...,\n",
-      "           -1.20102651e-02,   8.92268494e-03,   1.76802594e-02]]],\n",
-      "\n",
-      "\n",
-      "       [[[  2.76580220e-03,   5.90017624e-03,   9.56028607e-03, ...,\n",
-      "           -1.65892800e-03,  -8.41988996e-03,  -8.53852462e-03],\n",
-      "         [  2.74548563e-03,   9.39996634e-03,   1.38003901e-02, ...,\n",
-      "            4.22246667e-04,  -9.48119722e-03,  -8.90114065e-03],\n",
-      "         [ -6.84660263e-05,   2.69416138e-03,   5.44945663e-03, ...,\n",
-      "            2.92308046e-03,  -6.71398779e-03,  -8.42151418e-03],\n",
-      "         ..., \n",
-      "         [  5.52228875e-02,   5.81321009e-02,   6.11439347e-02, ...,\n",
-      "            2.07894202e-02,   1.96910352e-02,   5.97683480e-03],\n",
-      "         [  5.50032780e-02,   5.47387935e-02,   6.35226443e-02, ...,\n",
-      "            2.85774339e-02,   2.70509385e-02,   4.44411207e-03],\n",
-      "         [  4.41289209e-02,   4.77622598e-02,   4.92521413e-02, ...,\n",
-      "            3.13051045e-02,   2.56750584e-02,   1.44859310e-02]],\n",
-      "\n",
-      "        [[  1.03588998e-02,   1.74595173e-02,   2.96295583e-02, ...,\n",
-      "           -4.75704344e-03,  -2.58934274e-02,  -2.60945745e-02],\n",
-      "         [  6.74486207e-03,   3.68958786e-02,   4.80505712e-02, ...,\n",
-      "            1.53105671e-03,  -2.63224561e-02,  -2.68752016e-02],\n",
-      "         [ -2.36820080e-03,   8.82456079e-03,   2.02536359e-02, ...,\n",
-      "            1.08330827e-02,  -1.69173293e-02,  -2.53690016e-02],\n",
-      "         ..., \n",
-      "         [  1.01716906e-01,   1.22473285e-01,   1.31562576e-01, ...,\n",
-      "            1.50797935e-02,   1.93150900e-02,  -1.41402585e-02],\n",
-      "         [  9.59412977e-02,   1.06794931e-01,   1.33365646e-01, ...,\n",
-      "            4.67834249e-02,   2.81654876e-02,  -1.44238407e-02],\n",
-      "         [  8.32851082e-02,   1.00336067e-01,   1.06964335e-01, ...,\n",
-      "            5.19263111e-02,   4.28551547e-02,   2.40413360e-02]],\n",
-      "\n",
-      "        [[  2.48537641e-02,   2.92462669e-02,   5.36154322e-02, ...,\n",
-      "           -5.34909638e-03,  -4.21930477e-02,  -4.26985621e-02],\n",
-      "         [  8.49704817e-03,   7.45221376e-02,   8.98246244e-02, ...,\n",
-      "            8.19470268e-03,  -3.77744138e-02,  -4.24116403e-02],\n",
-      "         [ -8.53975583e-03,   1.58689562e-02,   3.90680656e-02, ...,\n",
-      "            2.52097771e-02,  -1.82222482e-02,  -3.73819284e-02],\n",
-      "         ..., \n",
-      "         [  1.43436834e-01,   1.93233177e-01,   2.07682043e-01, ...,\n",
-      "            2.35395785e-02,   2.07448713e-02,  -3.65293548e-02],\n",
-      "         [  1.22105442e-01,   1.62230387e-01,   2.01363578e-01, ...,\n",
-      "            6.03687353e-02,   9.76113661e-04,  -3.31344232e-02],\n",
-      "         [  8.98334086e-02,   1.30388170e-01,   1.47364438e-01, ...,\n",
-      "            8.16005543e-02,   6.39191419e-02,   3.41011919e-02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  2.82337591e-02,   1.73683856e-02,   4.99060471e-03, ...,\n",
-      "            1.86333470e-02,   4.31480780e-02,   7.43935555e-02],\n",
-      "         [  3.27851102e-02,   3.89032215e-02,   8.20118375e-03, ...,\n",
-      "           -2.38847900e-02,   5.90729015e-03,   4.76649068e-02],\n",
-      "         [  2.60494202e-02,   7.29311183e-02,   3.13013159e-02, ...,\n",
-      "           -7.60764182e-02,  -5.56059703e-02,   8.65518861e-03],\n",
-      "         ..., \n",
-      "         [ -7.07777857e-04,  -1.46697024e-02,  -2.54377946e-02, ...,\n",
-      "           -1.00886956e-01,  -1.21036440e-01,  -1.69898137e-01],\n",
-      "         [ -1.00166481e-02,  -3.02505810e-02,  -4.70307171e-02, ...,\n",
-      "           -1.57571673e-01,  -1.38721570e-01,  -1.80159301e-01],\n",
-      "         [ -2.46367864e-02,  -1.53715713e-02,  -5.16350986e-03, ...,\n",
-      "           -1.95207357e-01,  -1.84426844e-01,  -1.59064710e-01]],\n",
-      "\n",
-      "        [[  6.64854497e-02,   4.81156409e-02,   3.71124856e-02, ...,\n",
-      "            1.85027663e-02,   2.95593664e-02,   4.90388311e-02],\n",
-      "         [  6.56740740e-02,   5.03601395e-02,   1.68007500e-02, ...,\n",
-      "           -1.98468678e-02,   3.32224416e-03,   3.25631090e-02],\n",
-      "         [  4.51890789e-02,   4.81951311e-02,   2.22680382e-02, ...,\n",
-      "           -4.60332744e-02,  -4.15114313e-02,   9.29516461e-03],\n",
-      "         ..., \n",
-      "         [  1.22183177e-04,  -3.48136164e-02,  -5.79939969e-02, ...,\n",
-      "           -7.81967714e-02,  -7.54225552e-02,  -1.16606444e-01],\n",
-      "         [  3.18610668e-03,  -3.51969339e-02,  -5.83738312e-02, ...,\n",
-      "           -1.14880823e-01,  -1.02182761e-01,  -1.19756319e-01],\n",
-      "         [ -1.03277038e-03,  -3.63370869e-03,  -1.22440560e-02, ...,\n",
-      "           -1.35148510e-01,  -1.27715200e-01,  -1.04806826e-01]],\n",
-      "\n",
-      "        [[  2.75636408e-02,   1.83153208e-02,   1.60545707e-02, ...,\n",
-      "            1.23457275e-02,   1.24166338e-02,   1.40571324e-02],\n",
-      "         [  2.78437976e-02,   1.89087000e-02,   6.59686560e-03, ...,\n",
-      "           -1.10016456e-02,   2.00681407e-05,   9.84939281e-03],\n",
-      "         [  1.89709738e-02,   1.06004421e-02,   9.75085702e-03, ...,\n",
-      "           -1.06597655e-02,  -1.75872762e-02,   5.33819478e-03],\n",
-      "         ..., \n",
-      "         [  9.93650500e-03,  -2.03761142e-02,  -3.13249156e-02, ...,\n",
-      "           -1.74394473e-02,  -1.15881469e-02,  -3.47970612e-02],\n",
-      "         [  1.21537466e-02,  -1.97824594e-02,  -2.86901556e-02, ...,\n",
-      "           -2.90810000e-02,  -2.81885508e-02,  -3.44720893e-02],\n",
-      "         [  1.25990268e-02,   9.37922113e-03,   8.64845875e-04, ...,\n",
-      "           -4.81767468e-02,  -3.99086885e-02,  -2.80096699e-02]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: omega\n",
-      "    units: Pa s-1\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'pressure' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
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-      "           100395.8203125 ,  100402.3046875 ,  100408.2109375 ],\n",
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-      "         ..., \n",
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-      "\n",
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-      "             7514.37695312,    7517.01904297,    7515.40283203]],\n",
-      "\n",
-      "        [[   6388.62939453,    6387.78808594,    6387.65673828, ...,\n",
-      "             6394.03662109,    6393.046875  ,    6401.82568359],\n",
-      "         [   6387.47265625,    6386.86425781,    6386.7734375 , ...,\n",
-      "             6391.77197266,    6391.90234375,    6399.11914062],\n",
-      "         [   6385.54785156,    6386.75      ,    6386.61328125, ...,\n",
-      "             6391.61816406,    6391.73681641,    6393.8515625 ],\n",
-      "         ..., \n",
-      "         [   6396.08300781,    6394.77392578,    6394.77832031, ...,\n",
-      "             6393.01171875,    6393.04589844,    6392.97119141],\n",
-      "         [   6396.47753906,    6395.0859375 ,    6395.05615234, ...,\n",
-      "             6393.25585938,    6393.39306641,    6393.78662109],\n",
-      "         [   6396.625     ,    6395.52685547,    6395.11425781, ...,\n",
-      "             6392.89306641,    6394.10595703,    6394.08886719]],\n",
-      "\n",
-      "        [[   5437.45166016,    5436.85595703,    5437.84326172, ...,\n",
-      "             5439.38867188,    5439.66503906,    5441.28466797],\n",
-      "         [   5437.35058594,    5436.73730469,    5436.71044922, ...,\n",
-      "             5438.24072266,    5438.28808594,    5440.86132812],\n",
-      "         [   5437.42871094,    5436.69335938,    5436.66943359, ...,\n",
-      "             5438.18896484,    5438.22265625,    5440.36621094],\n",
-      "         ..., \n",
-      "         [   5439.42822266,    5439.23583984,    5439.24462891, ...,\n",
-      "             5438.67382812,    5438.69970703,    5438.16845703],\n",
-      "         [   5439.53173828,    5439.34472656,    5439.33447266, ...,\n",
-      "             5438.75976562,    5438.81005859,    5438.69726562],\n",
-      "         [   5439.765625  ,    5439.63183594,    5440.57324219, ...,\n",
-      "             5437.73779297,    5439.01416016,    5438.9375    ]]],\n",
-      "\n",
-      "\n",
-      "       [[[  99873.453125  ,   99863.859375  ,   99855.7890625 , ...,\n",
-      "           100164.25      ,  100153.7578125 ,  100157.75      ],\n",
-      "         [  99864.0625    ,   99856.125     ,   99847.96875   , ...,\n",
-      "           100155.4765625 ,  100164.046875  ,  100165.2265625 ],\n",
-      "         [  99856.875     ,   99848.5234375 ,   99840.46875   , ...,\n",
-      "           100150.75      ,  100162.7421875 ,  100164.1640625 ],\n",
-      "         ..., \n",
-      "         [  99955.71875   ,   99957.7734375 ,   99956.7734375 , ...,\n",
-      "           100145.1953125 ,  100119.078125  ,  100107.46875   ],\n",
-      "         [  99962.1953125 ,   99957.9453125 ,   99959.1484375 , ...,\n",
-      "           100161.125     ,  100137.75      ,  100123.5234375 ],\n",
-      "         [  99971.0546875 ,   99965.7578125 ,   99963.4453125 , ...,\n",
-      "           100180.1015625 ,  100158.7890625 ,  100146.7578125 ]],\n",
-      "\n",
-      "        [[  99047.3515625 ,   99041.71875   ,   99032.234375  , ...,\n",
-      "            99334.3984375 ,   99330.75      ,   99333.5546875 ],\n",
-      "         [  99042.140625  ,   99032.5078125 ,   99024.7109375 , ...,\n",
-      "            99333.1484375 ,   99340.484375  ,   99342.015625  ],\n",
-      "         [  99035.4765625 ,   99025.546875  ,   99019.4765625 , ...,\n",
-      "            99330.0859375 ,   99339.1953125 ,   99343.21875   ],\n",
-      "         ..., \n",
-      "         [  99121.6484375 ,   99130.7578125 ,   99133.0546875 , ...,\n",
-      "            99324.5       ,   99300.6953125 ,   99286.234375  ],\n",
-      "         [  99136.2421875 ,   99136.3203125 ,   99136.7421875 , ...,\n",
-      "            99340.8828125 ,   99317.0546875 ,   99301.75      ],\n",
-      "         [  99142.5234375 ,   99142.1875    ,   99141.0234375 , ...,\n",
-      "            99359.2734375 ,   99339.390625  ,   99333.125     ]],\n",
-      "\n",
-      "        [[  97942.1953125 ,   97934.6171875 ,   97927.421875  , ...,\n",
-      "            98209.390625  ,   98217.7578125 ,   98219.1796875 ],\n",
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-      "            98218.765625  ,   98227.2421875 ,   98228.0859375 ],\n",
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-      "            98215.09375   ,   98223.8828125 ,   98228.1015625 ],\n",
-      "         ..., \n",
-      "         [  98006.09375   ,   98010.7734375 ,   98016.6796875 , ...,\n",
-      "            98210.265625  ,   98185.65625   ,   98172.515625  ],\n",
-      "         [  98024.8359375 ,   98023.734375  ,   98023.25      , ...,\n",
-      "            98225.0234375 ,   98201.171875  ,   98187.203125  ],\n",
-      "         [  98031.9140625 ,   98029.4296875 ,   98027.546875  , ...,\n",
-      "            98254.4296875 ,   98216.375     ,   98178.7890625 ]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[   7503.12939453,    7502.25537109,    7502.09326172, ...,\n",
-      "             7513.44921875,    7512.84814453,    7511.93310547],\n",
-      "         [   7502.72998047,    7502.1171875 ,    7501.93457031, ...,\n",
-      "             7515.06445312,    7515.42138672,    7514.140625  ],\n",
-      "         [   7502.38964844,    7501.96777344,    7501.76611328, ...,\n",
-      "             7514.63623047,    7515.96679688,    7515.48388672],\n",
-      "         ..., \n",
-      "         [   7506.51269531,    7507.59521484,    7507.96289062, ...,\n",
-      "             7507.80908203,    7507.52832031,    7507.984375  ],\n",
-      "         [   7507.23681641,    7507.86523438,    7507.890625  , ...,\n",
-      "             7509.04150391,    7508.99072266,    7509.37255859],\n",
-      "         [   7507.54833984,    7508.02880859,    7507.99267578, ...,\n",
-      "             7511.01367188,    7510.39453125,    7510.41259766]],\n",
-      "\n",
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-      "             6391.66064453,    6392.96337891,    6393.68212891],\n",
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-      "             6394.27880859,    6394.92773438,    6394.15966797],\n",
-      "         [   6386.77197266,    6386.06542969,    6385.48681641, ...,\n",
-      "             6394.23974609,    6395.2421875 ,    6394.69775391],\n",
-      "         ..., \n",
-      "         [   6389.16845703,    6389.24169922,    6389.25878906, ...,\n",
-      "             6389.68066406,    6389.48925781,    6389.8125    ],\n",
-      "         [   6389.25341797,    6389.32275391,    6389.31103516, ...,\n",
-      "             6390.16699219,    6390.30615234,    6390.47119141],\n",
-      "         [   6390.86376953,    6389.39208984,    6389.37109375, ...,\n",
-      "             6390.48535156,    6391.23632812,    6388.22460938]],\n",
-      "\n",
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-      "             5438.13916016,    5438.01220703,    5436.69091797],\n",
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-      "             5438.89794922,    5439.24121094,    5438.96533203],\n",
-      "         [   5435.96679688,    5436.46240234,    5435.90429688, ...,\n",
-      "             5438.96484375,    5439.20605469,    5438.93457031],\n",
-      "         ..., \n",
-      "         [   5438.80322266,    5437.47167969,    5437.48339844, ...,\n",
-      "             5437.87646484,    5437.79492188,    5437.83056641],\n",
-      "         [   5439.03759766,    5437.48535156,    5437.49804688, ...,\n",
-      "             5437.96289062,    5438.04394531,    5437.9375    ],\n",
-      "         [   5439.64501953,    5437.13037109,    5437.50146484, ...,\n",
-      "             5439.79345703,    5438.51611328,    5438.80761719]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[  99879.75      ,   99881.3046875 ,   99861.4140625 , ...,\n",
-      "           100000.703125  ,   99871.875     ,   99714.9453125 ],\n",
-      "         [  99869.8125    ,   99864.578125  ,   99856.6171875 , ...,\n",
-      "           100046.171875  ,   99956.484375  ,   99817.765625  ],\n",
-      "         [  99855.9140625 ,   99852.03125   ,   99846.828125  , ...,\n",
-      "           100068.78125   ,  100020.328125  ,   99921.3125    ],\n",
-      "         ..., \n",
-      "         [ 100007.5546875 ,  100002.75      ,   99996.3203125 , ...,\n",
-      "           100207.140625  ,  100227.3203125 ,  100242.125     ],\n",
-      "         [ 100008.7109375 ,  100003.1015625 ,   99997.515625  , ...,\n",
-      "           100173.9296875 ,  100193.765625  ,  100212.3359375 ],\n",
-      "         [ 100005.21875   ,  100012.3125    ,  100007.125     , ...,\n",
-      "           100115.015625  ,  100143.578125  ,  100175.9921875 ]],\n",
-      "\n",
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-      "            99179.2265625 ,   99053.3046875 ,   98891.65625   ],\n",
-      "         [  99048.5703125 ,   99043.15625   ,   99034.7734375 , ...,\n",
-      "            99222.03125   ,   99135.6875    ,   98997.328125  ],\n",
-      "         [  99034.8828125 ,   99030.859375  ,   99025.3828125 , ...,\n",
-      "            99249.7890625 ,   99196.1015625 ,   99102.4140625 ],\n",
-      "         ..., \n",
-      "         [  99190.3125    ,   99184.15625   ,   99179.8125    , ...,\n",
-      "            99383.9765625 ,   99405.0703125 ,   99419.46875   ],\n",
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-      "            99353.4296875 ,   99372.3125    ,   99391.25      ],\n",
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-      "            99293.8671875 ,   99331.375     ,   99361.25      ]],\n",
-      "\n",
-      "        [[  97946.2890625 ,   97950.390625  ,   97929.7890625 , ...,\n",
-      "            98068.4375    ,   97942.515625  ,   97787.7578125 ],\n",
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-      "            98110.625     ,   98026.21875   ,   97890.3515625 ],\n",
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-      "            98135.8359375 ,   98087.1015625 ,   97992.1953125 ],\n",
-      "         ..., \n",
-      "         [  98078.765625  ,   98075.6796875 ,   98069.1953125 , ...,\n",
-      "            98274.3984375 ,   98291.8359375 ,   98306.4921875 ],\n",
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-      "            98241.3984375 ,   98261.765625  ,   98278.765625  ],\n",
-      "         [  98069.1640625 ,   98076.375     ,   98071.703125  , ...,\n",
-      "            98185.90625   ,   98215.109375  ,   98242.5       ]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[   7501.13720703,    7501.71533203,    7501.56494141, ...,\n",
-      "             7504.76806641,    7500.89746094,    7496.73779297],\n",
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-      "             7506.26757812,    7504.50341797,    7500.85351562],\n",
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-      "             7507.55078125,    7506.43896484,    7503.93701172],\n",
-      "         ..., \n",
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-      "             7510.36572266,    7509.45361328,    7511.55712891],\n",
-      "         [   7508.97363281,    7508.70556641,    7508.46435547, ...,\n",
-      "             7508.68847656,    7510.77978516,    7512.15136719],\n",
-      "         [   7508.66210938,    7509.60839844,    7509.12792969, ...,\n",
-      "             7502.40820312,    7507.01074219,    7522.25976562]],\n",
-      "\n",
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-      "             6385.78466797,    6385.67529297,    6386.61523438],\n",
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-      "             6389.20751953,    6388.51171875,    6386.40917969],\n",
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-      "             6390.07226562,    6389.78271484,    6388.29003906],\n",
-      "         ..., \n",
-      "         [   6391.44189453,    6389.73925781,    6389.30371094, ...,\n",
-      "             6391.46582031,    6390.75244141,    6391.84033203],\n",
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-      "             6391.12451172,    6391.23486328,    6391.49121094],\n",
-      "         [   6391.45947266,    6394.13574219,    6386.76367188, ...,\n",
-      "             6399.31054688,    6387.69433594,    6383.24560547]],\n",
-      "\n",
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-      "             5438.41845703,    5436.08642578,    5434.765625  ],\n",
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-      "             5437.29345703,    5437.29248047,    5436.72070312],\n",
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-      "             5437.54003906,    5437.55810547,    5437.1953125 ],\n",
-      "         ..., \n",
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-      "             5438.11230469,    5437.93164062,    5438.37451172],\n",
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-      "             5438.31054688,    5438.02246094,    5438.18945312],\n",
-      "         [   5437.19042969,    5435.44140625,    5440.39794922, ...,\n",
-      "             5440.34179688,    5440.91259766,    5438.91650391]]],\n",
-      "\n",
-      "\n",
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-      "           100006.546875  ,  100025.8671875 ,  100033.453125  ],\n",
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-      "           100007.1640625 ,  100014.9375    ,  100024.53125   ],\n",
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-      "           100000.203125  ,  100005.4140625 ,  100014.671875  ],\n",
-      "         ..., \n",
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-      "            99875.78125   ,   99906.1796875 ,   99954.9375    ],\n",
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-      "            99728.8671875 ,   99754.765625  ,   99808.3203125 ]],\n",
-      "\n",
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-      "            99181.78125   ,   99205.6875    ,   99210.34375   ],\n",
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-      "            99178.7890625 ,   99183.4609375 ,   99194.1484375 ],\n",
-      "         ..., \n",
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-      "            99056.515625  ,   99085.8828125 ,   99135.0390625 ],\n",
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-      "            98993.5078125 ,   99020.421875  ,   99067.2265625 ],\n",
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-      "            98906.9140625 ,   98923.9296875 ,   98986.7890625 ]],\n",
-      "\n",
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-      "            98073.90625   ,   98093.2421875 ,   98098.8828125 ],\n",
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-      "            98066.        ,   98071.953125  ,   98079.40625   ],\n",
-      "         ..., \n",
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-      "            97951.7109375 ,   97980.484375  ,   98025.4609375 ],\n",
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-      "            97888.5078125 ,   97914.2890625 ,   97958.5078125 ],\n",
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-      "            97809.9453125 ,   97838.9375    ,   97879.5859375 ]],\n",
-      "\n",
-      "        ..., \n",
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-      "             7503.82617188,    7505.23486328,    7505.10546875],\n",
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-      "             7504.46630859,    7504.76123047,    7503.24707031],\n",
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-      "             7504.28125   ,    7504.45361328,    7502.58789062],\n",
-      "         ..., \n",
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-      "             7501.71679688,    7502.50537109,    7499.07666016],\n",
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-      "             7499.90283203,    7500.70361328,    7503.4765625 ],\n",
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-      "             7498.20166016,    7500.74853516,    7498.98681641]],\n",
-      "\n",
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-      "             6388.17333984,    6387.89453125,    6388.11083984],\n",
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-      "             6387.30078125,    6387.39892578,    6391.25341797],\n",
-      "         ..., \n",
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-      "             6385.91943359,    6386.32763672,    6378.89599609],\n",
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-      "             6384.88330078,    6385.35791016,    6384.7890625 ],\n",
-      "         [   6382.48974609,    6378.10449219,    6391.07666016, ...,\n",
-      "             6382.45800781,    6384.02197266,    6383.69677734]],\n",
-      "\n",
-      "        [[   5435.62207031,    5436.59765625,    5436.99316406, ...,\n",
-      "             5439.89453125,    5436.97753906,    5437.15576172],\n",
-      "         [   5435.94335938,    5435.62744141,    5435.58544922, ...,\n",
-      "             5436.87060547,    5436.94287109,    5436.99316406],\n",
-      "         [   5435.82470703,    5435.59716797,    5435.53466797, ...,\n",
-      "             5436.84570312,    5436.87841797,    5436.78076172],\n",
-      "         ..., \n",
-      "         [   5438.42773438,    5436.46679688,    5436.47460938, ...,\n",
-      "             5436.45654297,    5436.59765625,    5438.29931641],\n",
-      "         [   5438.45458984,    5436.36181641,    5436.37548828, ...,\n",
-      "             5436.10449219,    5436.28320312,    5439.11523438],\n",
-      "         [   5440.84033203,    5429.57861328,    5435.65283203, ...,\n",
-      "             5434.74707031,    5435.99609375,    5437.94873047]]],\n",
-      "\n",
-      "\n",
-      "       [[[  99568.2421875 ,   99567.34375   ,   99563.8515625 , ...,\n",
-      "            99896.5859375 ,   99901.5546875 ,   99911.25      ],\n",
-      "         [  99555.9609375 ,   99561.0078125 ,   99557.828125  , ...,\n",
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-      "            99879.5625    ,   99893.28125   ,   99905.75      ],\n",
-      "         ..., \n",
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-      "            99566.7734375 ,   99544.25      ,   99528.9609375 ],\n",
-      "         [  99412.640625  ,   99426.7734375 ,   99450.671875  , ...,\n",
-      "            99537.703125  ,   99510.0703125 ,   99486.6875    ],\n",
-      "         [  99344.21875   ,   99360.453125  ,   99377.6953125 , ...,\n",
-      "            99525.0078125 ,   99492.5546875 ,   99492.4921875 ]],\n",
-      "\n",
-      "        [[  98747.546875  ,   98750.296875  ,   98745.6640625 , ...,\n",
-      "            99074.671875  ,   99082.578125  ,   99088.046875  ],\n",
-      "         [  98737.828125  ,   98742.5       ,   98737.6328125 , ...,\n",
-      "            99067.703125  ,   99078.84375   ,   99086.8828125 ],\n",
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-      "            99057.640625  ,   99072.328125  ,   99081.109375  ],\n",
-      "         ..., \n",
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-      "            98749.7421875 ,   98726.1796875 ,   98712.984375  ],\n",
-      "         [  98599.40625   ,   98609.8046875 ,   98631.46875   , ...,\n",
-      "            98722.2734375 ,   98695.046875  ,   98672.78125   ],\n",
-      "         [  98530.78125   ,   98543.4921875 ,   98566.8984375 , ...,\n",
-      "            98707.9453125 ,   98689.7734375 ,   98684.6953125 ]],\n",
-      "\n",
-      "        [[  97641.1640625 ,   97640.6015625 ,   97636.6484375 , ...,\n",
-      "            97961.6328125 ,   97972.71875   ,   97978.671875  ],\n",
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-      "            97955.515625  ,   97968.6875    ,   97975.25      ],\n",
-      "         [  97620.109375  ,   97625.640625  ,   97623.78125   , ...,\n",
-      "            97946.921875  ,   97960.796875  ,   97970.703125  ],\n",
-      "         ..., \n",
-      "         [  97558.15625   ,   97568.390625  ,   97585.359375  , ...,\n",
-      "            97644.796875  ,   97623.25      ,   97602.09375   ],\n",
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-      "            97615.359375  ,   97590.7265625 ,   97568.7109375 ],\n",
-      "         [  97425.6015625 ,   97439.3125    ,   97466.0625    , ...,\n",
-      "            97598.3046875 ,   97615.0390625 ,   97596.7265625 ]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[   7498.15039062,    7495.81005859,    7493.03320312, ...,\n",
-      "             7501.46337891,    7502.18408203,    7504.28808594],\n",
-      "         [   7494.73193359,    7495.53613281,    7495.43164062, ...,\n",
-      "             7502.22900391,    7502.48583984,    7502.85693359],\n",
-      "         [   7492.10253906,    7495.26611328,    7495.2109375 , ...,\n",
-      "             7501.97460938,    7502.37695312,    7502.30615234],\n",
-      "         ..., \n",
-      "         [   7491.35742188,    7494.66064453,    7495.20361328, ...,\n",
-      "             7492.98046875,    7492.39257812,    7494.96289062],\n",
-      "         [   7487.78710938,    7493.03417969,    7493.64404297, ...,\n",
-      "             7492.24414062,    7491.53710938,    7491.59765625],\n",
-      "         [   7487.49609375,    7492.25146484,    7491.00976562, ...,\n",
-      "             7494.84765625,    7494.64111328,    7487.58544922]],\n",
-      "\n",
-      "        [[   6384.38916016,    6382.83398438,    6383.15917969, ...,\n",
-      "             6389.7578125 ,    6386.46337891,    6393.12841797],\n",
-      "         [   6382.81640625,    6382.52734375,    6382.43164062, ...,\n",
-      "             6386.17041016,    6386.28808594,    6393.72021484],\n",
-      "         [   6389.28173828,    6382.39257812,    6382.34179688, ...,\n",
-      "             6386.01708984,    6386.22216797,    6392.        ],\n",
-      "         ..., \n",
-      "         [   6384.92041016,    6382.05566406,    6382.36083984, ...,\n",
-      "             6381.06787109,    6380.73535156,    6377.99560547],\n",
-      "         [   6384.05957031,    6381.14746094,    6381.45068359, ...,\n",
-      "             6380.625     ,    6380.25927734,    6380.17529297],\n",
-      "         [   6382.03027344,    6379.16601562,    6380.23144531, ...,\n",
-      "             6381.58105469,    6381.67724609,    6380.98730469]],\n",
-      "\n",
-      "        [[   5435.32470703,    5436.37646484,    5433.65087891, ...,\n",
-      "             5435.81640625,    5436.59863281,    5436.67089844],\n",
-      "         [   5435.80419922,    5435.328125  ,    5435.29785156, ...,\n",
-      "             5436.48632812,    5436.53076172,    5435.71875   ],\n",
-      "         [   5435.90820312,    5435.30419922,    5435.26904297, ...,\n",
-      "             5436.43994141,    5436.50732422,    5434.45996094],\n",
-      "         ..., \n",
-      "         [   5435.32910156,    5435.22949219,    5435.32128906, ...,\n",
-      "             5434.93945312,    5434.84863281,    5437.09716797],\n",
-      "         [   5435.03417969,    5434.94433594,    5435.04248047, ...,\n",
-      "             5434.76708984,    5434.65820312,    5434.58056641],\n",
-      "         [   5434.45263672,    5434.69042969,    5436.19482422, ...,\n",
-      "             5431.27197266,    5432.68896484,    5434.86376953]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: pressure\n",
-      "    units: Pa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'pressure' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[  999.89129639,   999.89080811,   999.92340088, ...,\n",
-      "           1003.8671875 ,  1003.92773438,  1004.00842285],\n",
-      "         [  999.89654541,   999.90643311,   999.92340088, ...,\n",
-      "           1003.95819092,  1004.02301025,  1004.08209229],\n",
-      "         [  999.8614502 ,   999.89953613,   999.91918945, ...,\n",
-      "           1004.02746582,  1004.09637451,  1004.15692139],\n",
-      "         ..., \n",
-      "         [ 1002.96453857,  1003.03863525,  1003.1373291 , ...,\n",
-      "           1003.88195801,  1003.77294922,  1003.66778564],\n",
-      "         [ 1002.97589111,  1003.02380371,  1003.07452393, ...,\n",
-      "           1003.86584473,  1003.76635742,  1003.71063232],\n",
-      "         [ 1002.97131348,  1003.05706787,  1003.10284424, ...,\n",
-      "           1003.82281494,  1003.73846436,  1003.70379639]],\n",
-      "\n",
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-      "            995.63909912,   995.71191406,   995.77416992],\n",
-      "         [  991.65936279,   991.67675781,   991.69726562, ...,\n",
-      "            995.72406006,   995.78057861,   995.83911133],\n",
-      "         [  991.64660645,   991.66717529,   991.69152832, ...,\n",
-      "            995.78997803,   995.84851074,   995.90301514],\n",
-      "         ..., \n",
-      "         [  994.69238281,   994.72869873,   994.82440186, ...,\n",
-      "            995.63348389,   995.52416992,   995.44073486],\n",
-      "         [  994.73602295,   994.78051758,   994.84265137, ...,\n",
-      "            995.62176514,   995.52233887,   995.4440918 ],\n",
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-      "            995.5824585 ,   995.50097656,   995.45635986]],\n",
-      "\n",
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-      "            984.50836182,   984.56671143,   984.62426758],\n",
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-      "            984.57623291,   984.63769531,   984.70965576],\n",
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-      "            984.64343262,   984.72167969,   984.7779541 ],\n",
-      "         ..., \n",
-      "         [  983.55291748,   983.60559082,   983.69171143, ...,\n",
-      "            984.48748779,   984.36187744,   984.28912354],\n",
-      "         [  983.59832764,   983.64190674,   983.68621826, ...,\n",
-      "            984.47662354,   984.37414551,   984.30859375],\n",
-      "         [  983.63342285,   983.68695068,   983.7286377 , ...,\n",
-      "            984.43719482,   984.33990479,   984.30566406]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[   75.0403595 ,    75.0403595 ,    75.04084015, ...,\n",
-      "             75.14496613,    75.14583588,    75.14723206],\n",
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-      "             75.14656067,    75.14759827,    75.14872742],\n",
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-      "             75.14806366,    75.14922333,    75.15045166],\n",
-      "         ..., \n",
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-      "             75.14487457,    75.13689423,    75.12931824],\n",
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-      "             75.15093994,    75.14827728,    75.14694977],\n",
-      "         [   75.16638184,    75.16727448,    75.16785431, ...,\n",
-      "             75.1499176 ,    75.14795685,    75.14728546]],\n",
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-      "             63.93170166,    63.93252945,    63.93302536],\n",
-      "         ..., \n",
-      "         [   63.93996429,    63.94024277,    63.94057083, ...,\n",
-      "             63.93413925,    63.93062973,    63.9263382 ],\n",
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-      "             63.93311691,    63.9318161 ,    63.93129349],\n",
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-      "             63.93262482,    63.93177414,    63.93156052]],\n",
-      "\n",
-      "        [[   54.36899948,    54.36893463,    54.3690567 , ...,\n",
-      "             54.38713837,    54.38731766,    54.38199615],\n",
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-      "             54.38731384,    54.38758087,    54.38180542],\n",
-      "         [   54.36906433,    54.36902237,    54.36903763, ...,\n",
-      "             54.38772964,    54.3879776 ,    54.38207245],\n",
-      "         ..., \n",
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-      "             54.3931694 ,    54.39731216,    54.40250015],\n",
-      "         [   54.39031601,    54.39064789,    54.39079285, ...,\n",
-      "             54.38822174,    54.38773346,    54.38747406],\n",
-      "         [   54.39064407,    54.39101028,    54.39099121, ...,\n",
-      "             54.38814926,    54.38775253,    54.38753891]]],\n",
-      "\n",
-      "\n",
-      "       [[[  999.6385498 ,   999.56365967,   999.49755859, ...,\n",
-      "           1003.11834717,  1003.18450928,  1003.25286865],\n",
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-      "         ..., \n",
-      "         [ 1003.87420654,  1003.79418945,  1003.80718994, ...,\n",
-      "           1003.40496826,  1003.41882324,  1003.53417969],\n",
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-      "           1003.77331543,  1003.85913086,  1004.01519775]],\n",
-      "\n",
-      "        [[  991.46905518,   991.39343262,   991.27215576, ...,\n",
-      "            994.85272217,   994.93084717,   994.99865723],\n",
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-      "            994.7074585 ,   994.77886963,   994.89385986],\n",
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-      "            994.62451172,   994.69256592,   994.79998779],\n",
-      "         ..., \n",
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-      "            995.16949463,   995.18762207,   995.2722168 ],\n",
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-      "            995.34558105,   995.387146  ,   995.52807617],\n",
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-      "            995.496521  ,   995.60308838,   995.76867676]],\n",
-      "\n",
-      "        [[  980.31848145,   980.26812744,   980.1574707 , ...,\n",
-      "            983.72692871,   983.78979492,   983.85784912],\n",
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-      "            983.57849121,   983.64404297,   983.7756958 ],\n",
-      "         [  980.0927124 ,   979.99865723,   979.95568848, ...,\n",
-      "            983.46893311,   983.54901123,   983.69842529],\n",
-      "         ..., \n",
-      "         [  984.44903564,   984.3694458 ,   984.36132812, ...,\n",
-      "            984.00976562,   984.03796387,   984.11651611],\n",
-      "         [  984.5916748 ,   984.53289795,   984.54370117, ...,\n",
-      "            984.17443848,   984.22943115,   984.36328125],\n",
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-      "            984.36138916,   984.44647217,   984.59967041]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[   75.02919006,    75.04610443,    75.0346756 , ...,\n",
-      "             75.16723633,    75.1471405 ,    75.15960693],\n",
-      "         [   75.0402298 ,    75.03442383,    75.03269196, ...,\n",
-      "             75.12361908,    75.12574768,    75.13706207],\n",
-      "         [   75.05034637,    75.032547  ,    75.02993011, ...,\n",
-      "             75.1210556 ,    75.12312317,    75.13777161],\n",
-      "         ..., \n",
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-      "             75.14564514,    75.14637756,    75.13800049],\n",
-      "         [   75.16082001,    75.1823349 ,    75.18210602, ...,\n",
-      "             75.15045929,    75.15235901,    75.14742279],\n",
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-      "             75.14376831,    75.1701889 ,    75.15402985]],\n",
-      "\n",
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-      "             63.94036484,    63.9304657 ,    64.01825714],\n",
-      "         [   63.87472534,    63.8686409 ,    63.867733  , ...,\n",
-      "             63.91771698,    63.91902161,    63.99119186],\n",
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-      "             63.91617966,    63.91736603,    63.93851471],\n",
-      "         ..., \n",
-      "         [   63.96082687,    63.94773865,    63.94778061, ...,\n",
-      "             63.93011475,    63.93045807,    63.92971039],\n",
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-      "             63.93255615,    63.93392944,    63.93786621],\n",
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-      "             63.92892838,    63.94105911,    63.94088745]],\n",
-      "\n",
-      "        [[   54.37451553,    54.36855698,    54.37843323, ...,\n",
-      "             54.39388657,    54.39664841,    54.41284561],\n",
-      "         [   54.37350464,    54.36737061,    54.36710358, ...,\n",
-      "             54.38240433,    54.38288116,    54.4086113 ],\n",
-      "         [   54.37428665,    54.36693192,    54.36669159, ...,\n",
-      "             54.38188934,    54.38222504,    54.40365982],\n",
-      "         ..., \n",
-      "         [   54.39427948,    54.39235687,    54.39244461, ...,\n",
-      "             54.38673782,    54.38699722,    54.38168335],\n",
-      "         [   54.39531708,    54.39344788,    54.39334488, ...,\n",
-      "             54.38759613,    54.38809967,    54.38697052],\n",
-      "         [   54.39765549,    54.39631653,    54.4057312 , ...,\n",
-      "             54.37737656,    54.39014053,    54.38937378]]],\n",
-      "\n",
-      "\n",
-      "       [[[  998.73449707,   998.6385498 ,   998.55786133, ...,\n",
-      "           1001.64245605,  1001.53753662,  1001.57745361],\n",
-      "         [  998.640625  ,   998.56121826,   998.47967529, ...,\n",
-      "           1001.55474854,  1001.64044189,  1001.65222168],\n",
-      "         [  998.56872559,   998.48522949,   998.40466309, ...,\n",
-      "           1001.50750732,  1001.62738037,  1001.64160156],\n",
-      "         ..., \n",
-      "         [  999.55718994,   999.57769775,   999.56768799, ...,\n",
-      "           1001.4519043 ,  1001.19073486,  1001.074646  ],\n",
-      "         [  999.62194824,   999.57940674,   999.5914917 , ...,\n",
-      "           1001.61120605,  1001.37750244,  1001.23522949],\n",
-      "         [  999.71051025,   999.65753174,   999.63446045, ...,\n",
-      "           1001.80096436,  1001.58789062,  1001.4675293 ]],\n",
-      "\n",
-      "        [[  990.47351074,   990.41717529,   990.32232666, ...,\n",
-      "            993.34393311,   993.30749512,   993.33551025],\n",
-      "         [  990.42138672,   990.32507324,   990.24707031, ...,\n",
-      "            993.33148193,   993.40484619,   993.42010498],\n",
-      "         [  990.35473633,   990.25543213,   990.19476318, ...,\n",
-      "            993.30084229,   993.39190674,   993.43218994],\n",
-      "         ..., \n",
-      "         [  991.2164917 ,   991.30755615,   991.33050537, ...,\n",
-      "            993.24499512,   993.00695801,   992.86230469],\n",
-      "         [  991.36242676,   991.36315918,   991.36737061, ...,\n",
-      "            993.40881348,   993.17053223,   993.01745605],\n",
-      "         [  991.42523193,   991.421875  ,   991.41021729, ...,\n",
-      "            993.5927124 ,   993.39385986,   993.33123779]],\n",
-      "\n",
-      "        [[  979.42193604,   979.34613037,   979.27416992, ...,\n",
-      "            982.09387207,   982.17755127,   982.19177246],\n",
-      "         [  979.35778809,   979.26678467,   979.1852417 , ...,\n",
-      "            982.18762207,   982.2723999 ,   982.28082275],\n",
-      "         [  979.27960205,   979.17883301,   979.1050415 , ...,\n",
-      "            982.15093994,   982.23883057,   982.28100586],\n",
-      "         ..., \n",
-      "         [  980.06091309,   980.10772705,   980.16674805, ...,\n",
-      "            982.10266113,   981.85656738,   981.72515869],\n",
-      "         [  980.24835205,   980.23730469,   980.23248291, ...,\n",
-      "            982.25018311,   982.01171875,   981.87200928],\n",
-      "         [  980.3190918 ,   980.29425049,   980.27545166, ...,\n",
-      "            982.54425049,   982.16375732,   981.7878418 ]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[   75.03129578,    75.02255249,    75.02092743, ...,\n",
-      "             75.13449097,    75.128479  ,    75.11933136],\n",
-      "         [   75.02729797,    75.02117157,    75.01934052, ...,\n",
-      "             75.1506424 ,    75.15421295,    75.1414032 ],\n",
-      "         [   75.02389526,    75.01967621,    75.01766205, ...,\n",
-      "             75.1463623 ,    75.15966797,    75.15483856],\n",
-      "         ..., \n",
-      "         [   75.06512451,    75.07595062,    75.07962799, ...,\n",
-      "             75.07808685,    75.07527924,    75.07984161],\n",
-      "         [   75.07236481,    75.07865143,    75.0789032 , ...,\n",
-      "             75.09041595,    75.08990479,    75.09372711],\n",
-      "         [   75.07548523,    75.08028412,    75.07992554, ...,\n",
-      "             75.11013794,    75.10394287,    75.10412598]],\n",
-      "\n",
-      "        [[   63.86611557,    63.86222458,    63.85602951, ...,\n",
-      "             63.9166069 ,    63.92963409,    63.93682098],\n",
-      "         [   63.86832809,    63.86146164,    63.85469055, ...,\n",
-      "             63.94278717,    63.94927597,    63.94159698],\n",
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-      "             63.94239426,    63.95241928,    63.94697571],\n",
-      "         ..., \n",
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-      "             63.89680481,    63.89488983,    63.89812469],\n",
-      "         [   63.89253235,    63.89322662,    63.89310837, ...,\n",
-      "             63.90166855,    63.90306091,    63.90470886],\n",
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-      "             63.90485382,    63.91236115,    63.88224411]],\n",
-      "\n",
-      "        [[   54.36312866,    54.36512756,    54.3589325 , ...,\n",
-      "             54.38138962,    54.38011932,    54.36690903],\n",
-      "         [   54.3604393 ,    54.3649025 ,    54.35814667, ...,\n",
-      "             54.38897705,    54.39241028,    54.38965225],\n",
-      "         [   54.35966492,    54.36462402,    54.35904312, ...,\n",
-      "             54.38964844,    54.39205933,    54.38934326],\n",
-      "         ..., \n",
-      "         [   54.38803101,    54.3747139 ,    54.37483215, ...,\n",
-      "             54.37876511,    54.37794876,    54.37830353],\n",
-      "         [   54.39037323,    54.37485123,    54.37498093, ...,\n",
-      "             54.37962723,    54.38043976,    54.37937546],\n",
-      "         [   54.39645004,    54.37130356,    54.37501526, ...,\n",
-      "             54.39793396,    54.38515854,    54.38807678]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[  998.79748535,   998.81304932,   998.61413574, ...,\n",
-      "           1000.00701904,   998.71875   ,   997.14941406],\n",
-      "         [  998.69812012,   998.64575195,   998.56616211, ...,\n",
-      "           1000.46166992,   999.56481934,   998.1776123 ],\n",
-      "         [  998.55914307,   998.52026367,   998.46826172, ...,\n",
-      "           1000.68780518,  1000.20324707,   999.21307373],\n",
-      "         ..., \n",
-      "         [ 1000.07550049,  1000.02746582,   999.9631958 , ...,\n",
-      "           1002.07141113,  1002.27319336,  1002.42120361],\n",
-      "         [ 1000.08709717,  1000.03100586,   999.97515869, ...,\n",
-      "           1001.73925781,  1001.93762207,  1002.12335205],\n",
-      "         [ 1000.05218506,  1000.12310791,  1000.07122803, ...,\n",
-      "           1001.15014648,  1001.43572998,  1001.7598877 ]],\n",
-      "\n",
-      "        [[  990.58526611,   990.59051514,   990.39208984, ...,\n",
-      "            991.79223633,   990.53302002,   988.91656494],\n",
-      "         [  990.48565674,   990.43151855,   990.34771729, ...,\n",
-      "            992.22027588,   991.35687256,   989.9732666 ],\n",
-      "         [  990.34881592,   990.30859375,   990.25378418, ...,\n",
-      "            992.49786377,   991.96099854,   991.02410889],\n",
-      "         ..., \n",
-      "         [  991.90307617,   991.84155273,   991.7980957 , ...,\n",
-      "            993.83972168,   994.05065918,   994.19464111],\n",
-      "         [  991.89569092,   991.84692383,   991.79003906, ...,\n",
-      "            993.53430176,   993.7230835 ,   993.91247559],\n",
-      "         [  991.80981445,   991.8571167 ,   991.82928467, ...,\n",
-      "            992.93865967,   993.3137207 ,   993.61248779]],\n",
-      "\n",
-      "        [[  979.46289062,   979.50390625,   979.29785156, ...,\n",
-      "            980.68432617,   979.42510986,   977.87756348],\n",
-      "         [  979.38848877,   979.33581543,   979.24316406, ...,\n",
-      "            981.10620117,   980.262146  ,   978.90350342],\n",
-      "         [  979.25262451,   979.21417236,   979.14831543, ...,\n",
-      "            981.3583374 ,   980.87097168,   979.92193604],\n",
-      "         ..., \n",
-      "         [  980.78765869,   980.7567749 ,   980.69195557, ...,\n",
-      "            982.74395752,   982.91833496,   983.06488037],\n",
-      "         [  980.77960205,   980.76049805,   980.68988037, ...,\n",
-      "            982.41394043,   982.61761475,   982.78765869],\n",
-      "         [  980.69158936,   980.76373291,   980.71697998, ...,\n",
-      "            981.85906982,   982.15106201,   982.42498779]],\n",
-      "\n",
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-      "             75.04767609,    75.00897217,    74.96737671],\n",
-      "         [   75.01189423,    75.01914978,    75.01773071, ...,\n",
-      "             75.06267548,    75.04503632,    75.00853729],\n",
-      "         [   74.98207092,    75.0098114 ,    75.01708984, ...,\n",
-      "             75.07550812,    75.06438446,    75.03936768],\n",
-      "         ..., \n",
-      "         [   75.08911896,    75.08609009,    75.08032227, ...,\n",
-      "             75.10365295,    75.09453583,    75.11557007],\n",
-      "         [   75.08973694,    75.08705139,    75.0846405 , ...,\n",
-      "             75.08688354,    75.10779572,    75.12151337],\n",
-      "         [   75.08661652,    75.09608459,    75.09127808, ...,\n",
-      "             75.02407837,    75.07010651,    75.22259521]],\n",
-      "\n",
-      "        [[   63.87763977,    63.91399384,    63.91021347, ...,\n",
-      "             63.85784531,    63.85675049,    63.8661499 ],\n",
-      "         [   63.85144043,    63.8604393 ,    63.84729004, ...,\n",
-      "             63.89207458,    63.88511658,    63.86408997],\n",
-      "         [   63.8537941 ,    63.85855484,    63.84781647, ...,\n",
-      "             63.9007225 ,    63.89782715,    63.88290024],\n",
-      "         ..., \n",
-      "         [   63.91441727,    63.89739227,    63.89303589, ...,\n",
-      "             63.91465759,    63.90752411,    63.91840363],\n",
-      "         [   63.91748047,    63.89798737,    63.89657974, ...,\n",
-      "             63.91124344,    63.91234589,    63.91490936],\n",
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-      "             63.99310303,    63.87694168,    63.83245468]],\n",
-      "\n",
-      "        [[   54.37340164,    54.36410141,    54.37282944, ...,\n",
-      "             54.38418198,    54.36086273,    54.34765625],\n",
-      "         [   54.3740921 ,    54.36454391,    54.37457275, ...,\n",
-      "             54.37293243,    54.3729248 ,    54.36720657],\n",
-      "         [   54.37508774,    54.36277771,    54.37207031, ...,\n",
-      "             54.37540054,    54.37557983,    54.37195206],\n",
-      "         ..., \n",
-      "         [   54.37667847,    54.37638855,    54.40388489, ...,\n",
-      "             54.38112259,    54.37931442,    54.38374329],\n",
-      "         [   54.37260056,    54.37672806,    54.4085083 , ...,\n",
-      "             54.38310242,    54.38022232,    54.38189316],\n",
-      "         [   54.37190247,    54.35441208,    54.40397644, ...,\n",
-      "             54.40341568,    54.40912628,    54.38916397]]],\n",
-      "\n",
-      "\n",
-      "       [[[  996.74859619,   996.70574951,   996.32226562, ...,\n",
-      "           1000.06542969,  1000.25866699,  1000.33453369],\n",
-      "         [  996.55609131,   996.45605469,   996.36846924, ...,\n",
-      "           1000.07159424,  1000.14935303,  1000.24530029],\n",
-      "         [  996.49499512,   996.39746094,   996.30444336, ...,\n",
-      "           1000.00201416,  1000.05413818,  1000.14666748],\n",
-      "         ..., \n",
-      "         [  997.58007812,   997.58770752,   997.54046631, ...,\n",
-      "            998.7578125 ,   999.06176758,   999.54937744],\n",
-      "         [  997.4105835 ,   997.42871094,   997.41461182, ...,\n",
-      "            998.11828613,   998.36932373,   998.85955811],\n",
-      "         [  997.15515137,   997.2232666 ,   997.18914795, ...,\n",
-      "            997.28863525,   997.54760742,   998.08319092]],\n",
-      "\n",
-      "        [[  988.55389404,   988.53485107,   988.13092041, ...,\n",
-      "            991.81781006,   992.05682373,   992.10339355],\n",
-      "         [  988.34307861,   988.28051758,   988.17523193, ...,\n",
-      "            991.86669922,   991.93896484,   992.03942871],\n",
-      "         [  988.26538086,   988.19458008,   988.1081543 , ...,\n",
-      "            991.7878418 ,   991.83459473,   991.94146729],\n",
-      "         ..., \n",
-      "         [  989.40136719,   989.41271973,   989.3795166 , ...,\n",
-      "            990.56512451,   990.85882568,   991.3503418 ],\n",
-      "         [  989.2557373 ,   989.24945068,   989.24310303, ...,\n",
-      "            989.93505859,   990.20422363,   990.67224121],\n",
-      "         [  989.01019287,   989.05200195,   989.00726318, ...,\n",
-      "            989.0690918 ,   989.23925781,   989.86785889]],\n",
-      "\n",
-      "        [[  977.47943115,   977.45910645,   977.03417969, ...,\n",
-      "            980.73901367,   980.93237305,   980.98883057],\n",
-      "         [  977.24346924,   977.1784668 ,   977.09179688, ...,\n",
-      "            980.75109863,   980.81561279,   980.91436768],\n",
-      "         [  977.19586182,   977.11254883,   977.01617432, ...,\n",
-      "            980.65997314,   980.71948242,   980.79406738],\n",
-      "         ..., \n",
-      "         [  978.3583374 ,   978.35473633,   978.32366943, ...,\n",
-      "            979.51708984,   979.80480957,   980.25457764],\n",
-      "         [  978.2019043 ,   978.21429443,   978.1918335 , ...,\n",
-      "            978.8850708 ,   979.1428833 ,   979.58508301],\n",
-      "         [  977.93896484,   977.95367432,   977.9730835 , ...,\n",
-      "            978.09942627,   978.38934326,   978.7958374 ]],\n",
-      "\n",
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-      "        [[   74.97293091,    74.9787674 ,    74.97357941, ...,\n",
-      "             75.03826141,    75.05234528,    75.05105591],\n",
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-      "             75.04466248,    75.04760742,    75.0324707 ],\n",
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-      "             75.04280853,    75.04453278,    75.02587891],\n",
-      "         ..., \n",
-      "         [   74.99888611,    75.01689148,    75.0163269 , ...,\n",
-      "             75.01716614,    75.02505493,    74.99076843],\n",
-      "         [   75.02950287,    75.01325226,    75.01288605, ...,\n",
-      "             74.99902344,    75.0070343 ,    75.03476715],\n",
-      "         [   74.95927429,    75.08642578,    75.03512573, ...,\n",
-      "             74.98201752,    75.00748444,    74.98986816]],\n",
-      "\n",
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-      "             63.88173294,    63.8789444 ,    63.88110733],\n",
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-      "             63.87398911,    63.87576675,    63.89694595],\n",
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-      "             63.85919189,    63.86327362,    63.7889595 ],\n",
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-      "             63.84883118,    63.85357666,    63.84788895],\n",
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-      "             63.82457733,    63.84021759,    63.83696747]],\n",
-      "\n",
-      "        [[   54.35622025,    54.36597443,    54.36993027, ...,\n",
-      "             54.39894485,    54.36977386,    54.37155533],\n",
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-      "             54.36870575,    54.36942673,    54.36993027],\n",
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-      "         ..., \n",
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-      "             54.36456299,    54.36597443,    54.38299179],\n",
-      "         [   54.38454437,    54.36361694,    54.36375427, ...,\n",
-      "             54.36104202,    54.36283112,    54.39115143],\n",
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-      "             54.34746933,    54.35995865,    54.37948608]]],\n",
-      "\n",
-      "\n",
-      "       [[[  995.68237305,   995.67340088,   995.63848877, ...,\n",
-      "            998.96582031,   999.01550293,   999.11248779],\n",
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-      "            998.87591553,   998.99835205,   999.06530762],\n",
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-      "            998.79559326,   998.93280029,   999.05749512],\n",
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-      "            995.66772461,   995.44250488,   995.28961182],\n",
-      "         [  994.12640381,   994.2677002 ,   994.50671387, ...,\n",
-      "            995.37701416,   995.10070801,   994.86688232],\n",
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-      "            995.25006104,   994.92553711,   994.92492676]],\n",
-      "\n",
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-      "            990.7467041 ,   990.82574463,   990.88043213],\n",
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-      "            990.67700195,   990.78839111,   990.86883545],\n",
-      "         [  987.30804443,   987.33843994,   987.31921387, ...,\n",
-      "            990.57635498,   990.7232666 ,   990.81109619],\n",
-      "         ..., \n",
-      "         [  986.62432861,   986.70898438,   986.87896729, ...,\n",
-      "            987.49737549,   987.26177979,   987.12982178],\n",
-      "         [  985.99401855,   986.09802246,   986.31463623, ...,\n",
-      "            987.22271729,   986.95043945,   986.7277832 ],\n",
-      "         [  985.30780029,   985.43487549,   985.66894531, ...,\n",
-      "            987.07940674,   986.89770508,   986.84692383]],\n",
-      "\n",
-      "        [[  976.41162109,   976.40600586,   976.36645508, ...,\n",
-      "            979.61633301,   979.72717285,   979.78668213],\n",
-      "         [  976.28765869,   976.33874512,   976.30487061, ...,\n",
-      "            979.55511475,   979.68682861,   979.75250244],\n",
-      "         [  976.2010498 ,   976.25640869,   976.23779297, ...,\n",
-      "            979.46917725,   979.60797119,   979.70703125],\n",
-      "         ..., \n",
-      "         [  975.58154297,   975.68389893,   975.85357666, ...,\n",
-      "            976.44793701,   976.23248291,   976.02093506],\n",
-      "         [  974.93914795,   975.07489014,   975.29138184, ...,\n",
-      "            976.15356445,   975.90722656,   975.68707275],\n",
-      "         [  974.25598145,   974.39312744,   974.6605835 , ...,\n",
-      "            975.98303223,   976.15039062,   975.96722412]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[   74.98149872,    74.95809937,    74.93032837, ...,\n",
-      "             75.01463318,    75.02184296,    75.0428772 ],\n",
-      "         [   74.94731903,    74.95536041,    74.95431519, ...,\n",
-      "             75.02228546,    75.02485657,    75.02856445],\n",
-      "         [   74.92102051,    74.95265961,    74.95211029, ...,\n",
-      "             75.01974487,    75.02376556,    75.02306366],\n",
-      "         ..., \n",
-      "         [   74.91357422,    74.94660187,    74.952034  , ...,\n",
-      "             74.92980194,    74.92392731,    74.94963074],\n",
-      "         [   74.87786865,    74.93034363,    74.93643951, ...,\n",
-      "             74.92243958,    74.91536713,    74.91597748],\n",
-      "         [   74.87496185,    74.92251587,    74.91009521, ...,\n",
-      "             74.9484787 ,    74.94641113,    74.87585449]],\n",
-      "\n",
-      "        [[   63.84389114,    63.82833862,    63.83158875, ...,\n",
-      "             63.89757538,    63.86463165,    63.93128204],\n",
-      "         [   63.82816315,    63.82527161,    63.82431412, ...,\n",
-      "             63.86170197,    63.86288071,    63.93720245],\n",
-      "         [   63.89281464,    63.82392502,    63.82341766, ...,\n",
-      "             63.86016846,    63.86222076,    63.91999817],\n",
-      "         ..., \n",
-      "         [   63.8492012 ,    63.82055664,    63.8236084 , ...,\n",
-      "             63.81067657,    63.80735397,    63.779953  ],\n",
-      "         [   63.84059525,    63.81147385,    63.81450653, ...,\n",
-      "             63.80624771,    63.80259323,    63.80175018],\n",
-      "         [   63.82030106,    63.79166031,    63.80231476, ...,\n",
-      "             63.81580734,    63.81677246,    63.80987167]],\n",
-      "\n",
-      "        [[   54.35324478,    54.3637619 ,    54.33650589, ...,\n",
-      "             54.35816193,    54.36598587,    54.36670685],\n",
-      "         [   54.35803986,    54.35327911,    54.35297775, ...,\n",
-      "             54.36486053,    54.36530685,    54.35718536],\n",
-      "         [   54.35908127,    54.3530426 ,    54.35268784, ...,\n",
-      "             54.36439896,    54.36507034,    54.34459686],\n",
-      "         ..., \n",
-      "         [   54.35329056,    54.35229492,    54.35321045, ...,\n",
-      "             54.34939194,    54.34848404,    54.37097168],\n",
-      "         [   54.3503418 ,    54.34944153,    54.35042191, ...,\n",
-      "             54.34767151,    54.34658051,    54.34580612],\n",
-      "         [   54.34452438,    54.34690475,    54.36194611, ...,\n",
-      "             54.31271744,    54.32688904,    54.34863663]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: pressure\n",
-      "    units: hPa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'pvo' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[  2.55885661e-01,   2.68378496e-01,   2.78075904e-01, ...,\n",
-      "            2.72237845e-02,   1.33796129e-02,   4.94320365e-03],\n",
-      "         [  2.45294243e-01,   2.54593104e-01,   2.61596769e-01, ...,\n",
-      "            2.13134699e-02,   1.12062180e-02,   4.92100045e-03],\n",
-      "         [  2.34627351e-01,   2.39519969e-01,   2.43205652e-01, ...,\n",
-      "            1.62021779e-02,   1.06052263e-02,   6.87404210e-03],\n",
-      "         ..., \n",
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-      "            8.48980367e-01,   9.51941371e-01,   1.02919984e+00],\n",
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-      "            8.74864221e-01,   9.80652988e-01,   1.05989063e+00],\n",
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-      "            9.00347292e-01,   9.99099314e-01,   1.08815181e+00]],\n",
-      "\n",
-      "        [[  2.76663214e-01,   2.89505839e-01,   3.01127404e-01, ...,\n",
-      "            7.60183111e-02,   6.60723150e-02,   5.95167913e-02],\n",
-      "         [  2.64578551e-01,   2.74473011e-01,   2.83660114e-01, ...,\n",
-      "            7.04276934e-02,   6.20718412e-02,   5.65262362e-02],\n",
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-      "            6.45328686e-02,   5.82089089e-02,   5.37294410e-02],\n",
-      "         ..., \n",
-      "         [ -7.80412406e-02,  -8.01669359e-02,  -8.18609297e-02, ...,\n",
-      "            4.42980409e-01,   5.04861832e-01,   5.59191108e-01],\n",
-      "         [ -7.11799487e-02,  -7.48311952e-02,  -7.77344555e-02, ...,\n",
-      "            4.60539430e-01,   5.25760710e-01,   5.86265683e-01],\n",
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-      "            4.85506386e-01,   5.45172453e-01,   5.96595228e-01]],\n",
-      "\n",
-      "        [[  2.61968732e-01,   2.70670146e-01,   2.80994147e-01, ...,\n",
-      "            9.70735252e-02,   9.26618427e-02,   8.92611220e-02],\n",
-      "         [  2.50708103e-01,   2.57453710e-01,   2.65775591e-01, ...,\n",
-      "            9.36151296e-02,   8.88595358e-02,   8.52450356e-02],\n",
-      "         [  2.40584135e-01,   2.45606825e-01,   2.52137959e-01, ...,\n",
-      "            8.96655098e-02,   8.44109580e-02,   8.06076974e-02],\n",
-      "         ..., \n",
-      "         [ -4.43487316e-02,  -4.26582061e-02,  -4.08700854e-02, ...,\n",
-      "            1.73812658e-01,   1.88615084e-01,   2.00398028e-01],\n",
-      "         [ -4.34631668e-02,  -4.27365601e-02,  -4.20090035e-02, ...,\n",
-      "            1.80229798e-01,   1.93240464e-01,   2.03121960e-01],\n",
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-      "            1.87614411e-01,   2.01416984e-01,   2.11666211e-01]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  4.52718973e+00,   4.35731888e+00,   4.22948313e+00, ...,\n",
-      "            9.45346928e+00,   9.57021427e+00,   9.79396343e+00],\n",
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-      "            9.32065392e+00,   9.39090252e+00,   9.62566376e+00],\n",
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-      "            9.07450199e+00,   9.05504513e+00,   9.36379528e+00],\n",
-      "         ..., \n",
-      "         [  1.35309525e+01,   1.35340881e+01,   1.35429754e+01, ...,\n",
-      "            1.28517418e+01,   1.26245527e+01,   1.25314827e+01],\n",
-      "         [  1.34823275e+01,   1.34761181e+01,   1.34747314e+01, ...,\n",
-      "            1.30364485e+01,   1.28167009e+01,   1.27376537e+01],\n",
-      "         [  1.34843178e+01,   1.34737968e+01,   1.34673233e+01, ...,\n",
-      "            1.31273155e+01,   1.29217014e+01,   1.28547583e+01]],\n",
-      "\n",
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-      "            1.32398014e+01,   1.36260958e+01,   1.39144812e+01],\n",
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-      "            1.30135632e+01,   1.33656693e+01,   1.36121454e+01],\n",
-      "         [  7.89859438e+00,   7.69404650e+00,   7.54078674e+00, ...,\n",
-      "            1.27313414e+01,   1.30934515e+01,   1.33432236e+01],\n",
-      "         ..., \n",
-      "         [  1.80064735e+01,   1.80383148e+01,   1.80746098e+01, ...,\n",
-      "            1.76225739e+01,   1.73885918e+01,   1.72769337e+01],\n",
-      "         [  1.79569759e+01,   1.79669609e+01,   1.79820099e+01, ...,\n",
-      "            1.77138786e+01,   1.74536610e+01,   1.73290501e+01],\n",
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-      "            1.76948280e+01,   1.74256821e+01,   1.73053207e+01]],\n",
-      "\n",
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-      "            1.41043825e+01,   1.43069201e+01,   1.45188589e+01],\n",
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-      "            1.40090227e+01,   1.42309284e+01,   1.44051962e+01],\n",
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-      "            1.39094009e+01,   1.41463737e+01,   1.42719069e+01],\n",
-      "         ..., \n",
-      "         [  2.04777164e+01,   2.05371685e+01,   2.05624008e+01, ...,\n",
-      "            1.91791096e+01,   1.91644554e+01,   1.91574612e+01],\n",
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-      "            1.92344933e+01,   1.91956272e+01,   1.91388035e+01],\n",
-      "         [  2.07755508e+01,   2.08166313e+01,   2.08249664e+01, ...,\n",
-      "            1.92430115e+01,   1.91962128e+01,   1.91091976e+01]]],\n",
-      "\n",
-      "\n",
-      "       [[[  1.82675570e-01,   1.18081443e-01,   1.83995023e-01, ...,\n",
-      "            6.58776090e-02,   5.19011207e-02,   4.52341326e-02],\n",
-      "         [  2.29330167e-01,   2.11869285e-01,   2.80224890e-01, ...,\n",
-      "            5.50949760e-02,   4.00115252e-02,   3.07289269e-02],\n",
-      "         [  2.73344636e-01,   2.83709496e-01,   3.28660458e-01, ...,\n",
-      "            3.92440856e-02,   2.49065012e-02,   1.52286850e-02],\n",
-      "         ..., \n",
-      "         [ -6.36342317e-02,  -5.71322553e-02,  -4.99581955e-02, ...,\n",
-      "            1.12909710e+00,   1.08778620e+00,   1.06987190e+00],\n",
-      "         [ -7.46818483e-02,  -6.81430697e-02,  -5.96420467e-02, ...,\n",
-      "            1.13762105e+00,   1.10769975e+00,   1.09563446e+00],\n",
-      "         [ -8.00463930e-02,  -7.48000145e-02,  -6.43172041e-02, ...,\n",
-      "            1.18413377e+00,   1.14407277e+00,   1.14852345e+00]],\n",
-      "\n",
-      "        [[  2.00308725e-01,   1.56246558e-01,   1.93222553e-01, ...,\n",
-      "            3.95053253e-02,   3.25756110e-02,   2.85731368e-02],\n",
-      "         [  2.20236480e-01,   1.98533148e-01,   2.27176413e-01, ...,\n",
-      "            3.30720954e-02,   2.50009801e-02,   1.95453297e-02],\n",
-      "         [  2.16300607e-01,   2.29512617e-01,   2.51444757e-01, ...,\n",
-      "            2.43752394e-02,   1.57451723e-02,   1.00730564e-02],\n",
-      "         ..., \n",
-      "         [ -3.49225178e-02,  -3.10208257e-02,  -2.72008553e-02, ...,\n",
-      "            6.40808940e-01,   6.43121243e-01,   6.41830862e-01],\n",
-      "         [ -4.04854193e-02,  -3.64582874e-02,  -3.21359634e-02, ...,\n",
-      "            6.93923652e-01,   6.58343315e-01,   6.87129974e-01],\n",
-      "         [ -4.40977253e-02,  -3.98779400e-02,  -3.42088416e-02, ...,\n",
-      "            7.15345502e-01,   6.67605817e-01,   7.18424022e-01]],\n",
-      "\n",
-      "        [[  1.70711547e-01,   1.53669447e-01,   1.74747154e-01, ...,\n",
-      "            1.26454215e-02,   1.12101799e-02,   9.96641628e-03],\n",
-      "         [  1.86437041e-01,   1.80207983e-01,   1.96581587e-01, ...,\n",
-      "            1.08377365e-02,   8.92052799e-03,   7.31724361e-03],\n",
-      "         [  1.87492207e-01,   1.96846515e-01,   2.07982779e-01, ...,\n",
-      "            8.55913293e-03,   5.95200248e-03,   4.57702065e-03],\n",
-      "         ..., \n",
-      "         [ -6.90522837e-03,  -6.12150086e-03,  -5.20284288e-03, ...,\n",
-      "            2.99985886e-01,   2.89716601e-01,   2.82188773e-01],\n",
-      "         [ -8.68572947e-03,  -7.53453420e-03,  -6.36903290e-03, ...,\n",
-      "            3.03921849e-01,   2.91674316e-01,   2.81725556e-01],\n",
-      "         [ -1.00593893e-02,  -8.53239000e-03,  -6.98170345e-03, ...,\n",
-      "            3.02985102e-01,   2.95106977e-01,   2.90135056e-01]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  7.99150324e+00,   8.40653801e+00,   8.34284019e+00, ...,\n",
-      "            3.83337164e+00,   5.23640490e+00,   7.37627888e+00],\n",
-      "         [  5.20358467e+00,   6.02318239e+00,   6.45335913e+00, ...,\n",
-      "            5.99004507e+00,   7.07799244e+00,   9.53604126e+00],\n",
-      "         [  3.26772332e+00,   4.33896828e+00,   5.28447628e+00, ...,\n",
-      "            7.10496187e+00,   9.36782551e+00,   1.22316971e+01],\n",
-      "         ..., \n",
-      "         [  1.36054621e+01,   1.32908163e+01,   1.30425901e+01, ...,\n",
-      "            1.33775816e+01,   1.35620012e+01,   1.38365889e+01],\n",
-      "         [  1.66365967e+01,   1.59854708e+01,   1.31802149e+01, ...,\n",
-      "            1.28147354e+01,   1.34287481e+01,   1.45701513e+01],\n",
-      "         [  1.44071550e+01,   1.48278399e+01,   1.31417828e+01, ...,\n",
-      "            1.34102812e+01,   1.41910305e+01,   1.49273262e+01]],\n",
-      "\n",
-      "        [[  9.56180096e+00,   9.79863834e+00,   9.96458244e+00, ...,\n",
-      "            9.81205750e+00,   1.68708191e+01,   1.88259296e+01],\n",
-      "         [  8.36761856e+00,   8.93738556e+00,   8.93456268e+00, ...,\n",
-      "            1.15817862e+01,   1.62089577e+01,   1.79408188e+01],\n",
-      "         [  6.74154997e+00,   7.65572977e+00,   7.69960928e+00, ...,\n",
-      "            1.22579432e+01,   1.17555914e+01,   1.33059072e+01],\n",
-      "         ..., \n",
-      "         [  1.65951881e+01,   1.75740337e+01,   1.97263947e+01, ...,\n",
-      "            1.47487383e+01,   1.52046347e+01,   1.52916317e+01],\n",
-      "         [  1.86776752e+01,   1.87846947e+01,   1.86979809e+01, ...,\n",
-      "            1.41391478e+01,   1.37264605e+01,   1.43763962e+01],\n",
-      "         [  1.84963512e+01,   1.83642654e+01,   1.58622198e+01, ...,\n",
-      "            1.53720579e+01,   1.46080990e+01,   1.46733589e+01]],\n",
-      "\n",
-      "        [[  6.86677837e+00,   5.80267096e+00,   5.24550962e+00, ...,\n",
-      "            5.01369095e+00,   5.70335102e+00,   1.01657953e+01],\n",
-      "         [  6.16423273e+00,   5.51231909e+00,   4.83942223e+00, ...,\n",
-      "            9.39010334e+00,   1.07968397e+01,   1.51124125e+01],\n",
-      "         [  4.77087355e+00,   5.58282280e+00,   5.84654474e+00, ...,\n",
-      "            1.28058891e+01,   1.52833433e+01,   1.82118149e+01],\n",
-      "         ..., \n",
-      "         [  2.16542454e+01,   2.20095921e+01,   2.34472141e+01, ...,\n",
-      "            1.87944584e+01,   2.13152523e+01,   2.27941647e+01],\n",
-      "         [  2.20929127e+01,   2.00446930e+01,   1.95733280e+01, ...,\n",
-      "            1.86781731e+01,   1.89679871e+01,   1.85212936e+01],\n",
-      "         [  2.03209743e+01,   1.61541767e+01,   1.37136240e+01, ...,\n",
-      "            1.98238487e+01,   1.98816166e+01,   1.82840137e+01]]],\n",
-      "\n",
-      "\n",
-      "       [[[  5.04400246e-02,   4.77727763e-02,   4.98740226e-02, ...,\n",
-      "            8.00017491e-02,   4.19321135e-02,   1.60635896e-02],\n",
-      "         [  5.24058342e-02,   5.10854572e-02,   5.37427403e-02, ...,\n",
-      "           -2.87124068e-02,   1.37748467e-02,   2.57004090e-02],\n",
-      "         [  5.32179959e-02,   5.46145365e-02,   5.77487685e-02, ...,\n",
-      "           -1.03430197e-01,   2.61206739e-03,   3.84082235e-02],\n",
-      "         ..., \n",
-      "         [ -3.21105123e-02,  -3.19243595e-02,  -3.49591225e-02, ...,\n",
-      "            1.07451546e+00,   1.14205027e+00,   1.26051211e+00],\n",
-      "         [ -9.49993636e-03,  -2.99405027e-02,  -4.67437766e-02, ...,\n",
-      "            6.31247878e-01,   1.08028650e+00,   1.17136633e+00],\n",
-      "         [  2.41247769e-02,  -1.46045098e-02,  -3.82737741e-02, ...,\n",
-      "            6.94964290e-01,   1.16667867e+00,   1.17600214e+00]],\n",
-      "\n",
-      "        [[  5.59556112e-02,   5.84697537e-02,   6.28099367e-02, ...,\n",
-      "            2.49510519e-02,   2.76277531e-02,   1.59346312e-02],\n",
-      "         [  6.09346777e-02,   6.40954971e-02,   6.83420002e-02, ...,\n",
-      "           -2.19852682e-02,   1.03819501e-02,   1.90722030e-02],\n",
-      "         [  6.31181151e-02,   6.65474162e-02,   7.00828135e-02, ...,\n",
-      "           -5.59487715e-02,   6.60308916e-03,   2.54462212e-02],\n",
-      "         ..., \n",
-      "         [ -1.13625703e-02,  -1.33451317e-02,  -1.58294868e-02, ...,\n",
-      "            1.12267303e+00,   8.82267594e-01,   9.15030181e-01],\n",
-      "         [  2.59443512e-03,  -5.42933587e-03,  -1.51480511e-02, ...,\n",
-      "            8.81440580e-01,   7.41277158e-01,   8.18053067e-01],\n",
-      "         [  2.45536361e-02,   4.70762141e-03,  -9.84984264e-03, ...,\n",
-      "            7.23394215e-01,   6.43990099e-01,   7.18035340e-01]],\n",
-      "\n",
-      "        [[  1.44687355e-01,   1.48399815e-01,   1.48733512e-01, ...,\n",
-      "            3.90745560e-03,   1.21443700e-02,   1.11602070e-02],\n",
-      "         [  1.53014407e-01,   1.58559293e-01,   1.61429062e-01, ...,\n",
-      "           -2.43195402e-03,   7.99592957e-03,   1.03832968e-02],\n",
-      "         [  1.56804085e-01,   1.60816044e-01,   1.64364442e-01, ...,\n",
-      "           -1.26529234e-02,   5.78615954e-03,   1.08380932e-02],\n",
-      "         ..., \n",
-      "         [ -1.88794150e-03,  -3.14665330e-03,  -2.34910962e-03, ...,\n",
-      "            5.98917961e-01,   5.25207996e-01,   4.57934380e-01],\n",
-      "         [  1.47836050e-03,  -6.83613936e-04,  -2.09633098e-03, ...,\n",
-      "            7.52000570e-01,   6.80883050e-01,   6.19863629e-01],\n",
-      "         [  1.02138957e-02,   3.50061059e-03,  -1.11603609e-03, ...,\n",
-      "            6.44071162e-01,   6.05123580e-01,   5.60131133e-01]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  8.69988537e+00,   9.46614552e+00,   1.02598801e+01, ...,\n",
-      "            1.42246857e+01,   1.12451859e+01,   1.15390606e+01],\n",
-      "         [  8.66319656e+00,   9.74605083e+00,   1.05401630e+01, ...,\n",
-      "            1.60048256e+01,   1.24589424e+01,   1.22981119e+01],\n",
-      "         [  8.23533726e+00,   9.68295670e+00,   1.04306278e+01, ...,\n",
-      "            1.22730932e+01,   1.30486040e+01,   1.32515974e+01],\n",
-      "         ..., \n",
-      "         [  1.50100098e+01,   1.55238371e+01,   1.56631327e+01, ...,\n",
-      "            1.32577009e+01,   1.34158783e+01,   1.34344196e+01],\n",
-      "         [  1.57364149e+01,   1.58081646e+01,   1.78470078e+01, ...,\n",
-      "            1.33182869e+01,   1.33040323e+01,   1.28176708e+01],\n",
-      "         [  1.72571316e+01,   1.75924702e+01,   1.92561970e+01, ...,\n",
-      "            1.38992310e+01,   1.34095764e+01,   1.25353241e+01]],\n",
-      "\n",
-      "        [[  1.14722013e+01,   1.12360964e+01,   1.20909958e+01, ...,\n",
-      "            1.70459652e+01,   2.31224823e+01,   2.13252525e+01],\n",
-      "         [  1.14955950e+01,   1.10992155e+01,   1.07886143e+01, ...,\n",
-      "            1.49302788e+01,   2.14028931e+01,   1.96286983e+01],\n",
-      "         [  1.09102793e+01,   1.12460308e+01,   1.03402567e+01, ...,\n",
-      "            1.88668919e+01,   1.98047771e+01,   1.77795372e+01],\n",
-      "         ..., \n",
-      "         [  1.63357582e+01,   1.58561487e+01,   1.47035437e+01, ...,\n",
-      "            1.62638245e+01,   1.75912647e+01,   1.74343872e+01],\n",
-      "         [  1.68894901e+01,   1.72645149e+01,   1.60913334e+01, ...,\n",
-      "            1.54228239e+01,   1.77255211e+01,   1.97592487e+01],\n",
-      "         [  1.78406944e+01,   1.86757126e+01,   1.82529316e+01, ...,\n",
-      "            1.56602211e+01,   1.71785622e+01,   1.91849499e+01]],\n",
-      "\n",
-      "        [[  1.17173328e+01,   1.11927385e+01,   1.24491158e+01, ...,\n",
-      "            2.00474377e+01,   1.81110439e+01,   1.44799232e+01],\n",
-      "         [  1.19619446e+01,   1.13548002e+01,   1.18090096e+01, ...,\n",
-      "            1.71392593e+01,   1.44153376e+01,   1.06069956e+01],\n",
-      "         [  1.09605227e+01,   1.05878096e+01,   1.06162777e+01, ...,\n",
-      "            1.17437067e+01,   1.45360880e+01,   1.59144812e+01],\n",
-      "         ..., \n",
-      "         [  1.81881638e+01,   1.87658119e+01,   1.90151958e+01, ...,\n",
-      "            2.15065517e+01,   2.32459946e+01,   2.34404373e+01],\n",
-      "         [  1.84154778e+01,   1.88588657e+01,   1.88737679e+01, ...,\n",
-      "            1.70891533e+01,   2.00925426e+01,   2.02528782e+01],\n",
-      "         [  1.99466591e+01,   1.99049969e+01,   1.99295979e+01, ...,\n",
-      "            1.74811878e+01,   1.93231850e+01,   1.93598633e+01]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[ -4.44075428e-02,  -5.19704781e-02,  -5.07487245e-02, ...,\n",
-      "           -4.91946012e-01,  -6.29430830e-01,  -8.25495422e-01],\n",
-      "         [ -4.13030386e-02,  -4.43515889e-02,  -4.67054062e-02, ...,\n",
-      "           -4.37692434e-01,  -5.20971239e-01,  -6.47530615e-01],\n",
-      "         [ -1.82754677e-02,  -2.17144862e-02,  -3.62211503e-02, ...,\n",
-      "           -4.25280422e-01,  -4.78252321e-01,  -5.60463965e-01],\n",
-      "         ..., \n",
-      "         [ -4.71691526e-02,  -6.66961446e-02,  -7.48346671e-02, ...,\n",
-      "           -1.76024246e+00,  -1.45044589e+00,  -1.20234430e+00],\n",
-      "         [ -1.57637537e-01,  -1.51767045e-01,  -1.34925738e-01, ...,\n",
-      "           -4.26951617e-01,  -3.45679671e-01,  -2.54865795e-01],\n",
-      "         [ -2.01515198e-01,  -2.03329474e-01,  -1.97594270e-01, ...,\n",
-      "            1.96736813e-01,   1.20998524e-01,   1.06673084e-01]],\n",
-      "\n",
-      "        [[ -1.92661379e-02,  -2.14141756e-02,  -2.06021462e-02, ...,\n",
-      "           -2.99291134e-01,  -3.27856451e-01,  -3.86808485e-01],\n",
-      "         [ -1.56727340e-02,  -1.70957278e-02,  -1.88945699e-02, ...,\n",
-      "           -2.65476614e-01,  -2.88657457e-01,  -3.34560126e-01],\n",
-      "         [ -4.91100270e-03,  -6.22633519e-03,  -1.44147351e-02, ...,\n",
-      "           -2.50990540e-01,  -2.71484643e-01,  -3.05917352e-01],\n",
-      "         ..., \n",
-      "         [ -2.16477495e-02,  -3.73183414e-02,  -4.24399003e-02, ...,\n",
-      "           -8.93847585e-01,  -7.44891167e-01,  -6.07951462e-01],\n",
-      "         [ -7.14859888e-02,  -7.30224550e-02,  -6.84051365e-02, ...,\n",
-      "           -1.61193937e-01,  -1.43641263e-01,  -1.23628937e-01],\n",
-      "         [ -9.12309140e-02,  -9.38546807e-02,  -9.27354768e-02, ...,\n",
-      "            1.83737457e-01,   1.27479047e-01,   9.58293602e-02]],\n",
-      "\n",
-      "        [[  6.68867724e-03,   5.91865182e-03,   9.82630998e-03, ...,\n",
-      "           -1.08512282e-01,  -9.15401876e-02,  -5.21603376e-02],\n",
-      "         [  9.20336973e-03,   9.95433424e-03,   9.94008034e-03, ...,\n",
-      "           -9.08306539e-02,  -8.71369094e-02,  -6.67938441e-02],\n",
-      "         [  7.81050744e-03,   8.76598060e-03,   8.62792507e-03, ...,\n",
-      "           -7.66457766e-02,  -8.30693766e-02,  -8.30624178e-02],\n",
-      "         ..., \n",
-      "         [  1.29150087e-02,   7.56412512e-03,   3.44464602e-03, ...,\n",
-      "           -2.69424677e-01,  -2.28348777e-01,  -1.86295792e-01],\n",
-      "         [ -3.51161300e-03,  -4.70431615e-03,  -4.31249710e-03, ...,\n",
-      "           -6.27310351e-02,  -5.34660667e-02,  -4.36338671e-02],\n",
-      "         [ -1.02540888e-02,  -1.13664698e-02,  -1.08687161e-02, ...,\n",
-      "            3.87052596e-02,   2.97166146e-02,   2.37066355e-02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.70146332e+01,   1.72099762e+01,   1.68839054e+01, ...,\n",
-      "            1.06335135e+01,   1.19063339e+01,   1.32253685e+01],\n",
-      "         [  1.59816923e+01,   1.64403191e+01,   1.62948723e+01, ...,\n",
-      "            9.71094131e+00,   1.12259407e+01,   1.34442987e+01],\n",
-      "         [  1.53567772e+01,   1.68982353e+01,   1.71041374e+01, ...,\n",
-      "            7.68238163e+00,   9.87904263e+00,   1.11829643e+01],\n",
-      "         ..., \n",
-      "         [  2.10350018e+01,   1.75722866e+01,   1.97718639e+01, ...,\n",
-      "            1.03111887e+01,   1.06089191e+01,   8.89781570e+00],\n",
-      "         [  2.25256214e+01,   2.04387455e+01,   2.27364674e+01, ...,\n",
-      "            1.46872396e+01,   1.54270306e+01,   1.12801208e+01],\n",
-      "         [  2.06668396e+01,   1.96253738e+01,   2.10525665e+01, ...,\n",
-      "            1.78288422e+01,   1.66796799e+01,   1.22798443e+01]],\n",
-      "\n",
-      "        [[  1.46295099e+01,   1.30793972e+01,   9.03231621e+00, ...,\n",
-      "            1.54632940e+01,   1.84190197e+01,   1.76175842e+01],\n",
-      "         [  1.35030603e+01,   1.26453209e+01,   9.65310955e+00, ...,\n",
-      "            1.45149603e+01,   1.79888725e+01,   1.78947258e+01],\n",
-      "         [  1.15774374e+01,   1.15864439e+01,   1.01385603e+01, ...,\n",
-      "            1.13036747e+01,   1.16872110e+01,   1.21344881e+01],\n",
-      "         ..., \n",
-      "         [  1.49456882e+01,   1.31293650e+01,   1.37141228e+01, ...,\n",
-      "            1.44332476e+01,   1.45656900e+01,   1.22375889e+01],\n",
-      "         [  1.70009441e+01,   1.49590693e+01,   1.66455307e+01, ...,\n",
-      "            1.56275082e+01,   2.12915287e+01,   1.78949051e+01],\n",
-      "         [  1.78999691e+01,   1.48955679e+01,   1.70070801e+01, ...,\n",
-      "            1.88889980e+01,   2.29123745e+01,   1.90235786e+01]],\n",
-      "\n",
-      "        [[  1.49978533e+01,   1.56632891e+01,   1.72913532e+01, ...,\n",
-      "            1.72876434e+01,   1.96263809e+01,   1.93707714e+01],\n",
-      "         [  1.56049643e+01,   1.65141201e+01,   1.66988983e+01, ...,\n",
-      "            1.71153946e+01,   1.91158161e+01,   1.93521538e+01],\n",
-      "         [  1.62884331e+01,   1.73683701e+01,   1.67689934e+01, ...,\n",
-      "            1.28192682e+01,   1.17599401e+01,   1.13417826e+01],\n",
-      "         ..., \n",
-      "         [  2.57613602e+01,   2.56686573e+01,   2.13644085e+01, ...,\n",
-      "            1.55579319e+01,   1.63045406e+01,   1.41496487e+01],\n",
-      "         [  2.16116028e+01,   2.09822159e+01,   2.01700115e+01, ...,\n",
-      "            1.66313534e+01,   1.85172882e+01,   1.87575741e+01],\n",
-      "         [  2.06639061e+01,   2.09224720e+01,   2.15706253e+01, ...,\n",
-      "            1.95182076e+01,   2.01406593e+01,   1.99289894e+01]]],\n",
-      "\n",
-      "\n",
-      "       [[[ -5.60897477e-02,  -5.88602088e-02,  -3.33460718e-02, ...,\n",
-      "           -2.25098327e-01,  -2.47862667e-01,  -2.22628027e-01],\n",
-      "         [ -7.72974268e-02,  -5.17374650e-02,  -4.58558425e-02, ...,\n",
-      "           -2.55923361e-01,  -2.71263450e-01,  -2.50708014e-01],\n",
-      "         [ -8.34169611e-02,  -7.45087937e-02,  -8.37127417e-02, ...,\n",
-      "           -2.81044751e-01,  -2.80464053e-01,  -2.73437381e-01],\n",
-      "         ..., \n",
-      "         [ -1.27412409e-01,  -1.15620159e-01,  -1.01980396e-01, ...,\n",
-      "            1.56800783e+00,   1.61244321e+00,   1.70981610e+00],\n",
-      "         [ -1.34518191e-01,  -1.31781489e-01,  -1.46550879e-01, ...,\n",
-      "            1.35638165e+00,   1.21868587e+00,   1.02115083e+00],\n",
-      "         [ -1.41118005e-01,  -1.51445866e-01,  -1.78270102e-01, ...,\n",
-      "            1.23005569e+00,   1.08786476e+00,   7.73010910e-01]],\n",
-      "\n",
-      "        [[ -2.61234976e-02,  -2.63188537e-02,  -1.32589005e-02, ...,\n",
-      "           -1.16283253e-01,  -1.34739757e-01,  -1.24840029e-01],\n",
-      "         [ -3.58666889e-02,  -2.31777281e-02,  -2.11816672e-02, ...,\n",
-      "           -1.37344018e-01,  -1.46856308e-01,  -1.37426734e-01],\n",
-      "         [ -3.79182361e-02,  -3.55583690e-02,  -4.16426323e-02, ...,\n",
-      "           -1.50490835e-01,  -1.53482869e-01,  -1.49861068e-01],\n",
-      "         ..., \n",
-      "         [ -5.56291230e-02,  -5.11252917e-02,  -4.84631807e-02, ...,\n",
-      "            9.18556035e-01,   9.41476822e-01,   9.70713913e-01],\n",
-      "         [ -7.22743720e-02,  -6.29879311e-02,  -6.43131733e-02, ...,\n",
-      "            7.28000879e-01,   6.55126393e-01,   5.77423096e-01],\n",
-      "         [ -1.00306898e-01,  -8.43043849e-02,  -7.56691620e-02, ...,\n",
-      "            6.14105999e-01,   5.50652325e-01,   4.06428993e-01]],\n",
-      "\n",
-      "        [[  2.58037471e-03,   1.70818402e-03,   2.11868226e-03, ...,\n",
-      "           -9.35440045e-03,  -2.38495320e-02,  -3.27336937e-02],\n",
-      "         [  2.10752152e-03,   2.48350948e-03,   1.17872283e-03, ...,\n",
-      "           -1.60424728e-02,  -2.54021306e-02,  -3.49137411e-02],\n",
-      "         [  3.44983023e-03,   2.20025401e-03,   4.86891979e-04, ...,\n",
-      "           -1.70707796e-02,  -3.05214059e-02,  -3.73549238e-02],\n",
-      "         ..., \n",
-      "         [ -1.52836423e-02,  -1.33421244e-02,  -1.14007788e-02, ...,\n",
-      "            2.68234432e-01,   2.96028674e-01,   3.33007455e-01],\n",
-      "         [ -2.00790502e-02,  -1.54889580e-02,  -1.57845039e-02, ...,\n",
-      "            1.64113775e-01,   1.66014358e-01,   1.95534512e-01],\n",
-      "         [ -2.89022829e-02,  -1.95211116e-02,  -1.62221603e-02, ...,\n",
-      "            1.06181167e-01,   1.05456457e-01,   8.16039443e-02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.55072880e+01,   1.62995319e+01,   1.72762432e+01, ...,\n",
-      "            9.36021042e+00,   9.33311939e+00,   9.56927681e+00],\n",
-      "         [  1.41635418e+01,   1.48513231e+01,   1.72474308e+01, ...,\n",
-      "            6.84960175e+00,   6.06636715e+00,   7.90968847e+00],\n",
-      "         [  1.23939505e+01,   1.29045134e+01,   1.70219193e+01, ...,\n",
-      "            7.58013678e+00,   4.02200747e+00,   6.92751980e+00],\n",
-      "         ..., \n",
-      "         [  1.26220493e+01,   1.40819483e+01,   1.56513901e+01, ...,\n",
-      "            1.18339872e+01,   1.86567459e+01,   1.85390415e+01],\n",
-      "         [  1.45860815e+01,   1.78093681e+01,   1.77435379e+01, ...,\n",
-      "            1.18216896e+01,   1.43105860e+01,   1.35947714e+01],\n",
-      "         [  1.83405704e+01,   2.23392487e+01,   2.03454933e+01, ...,\n",
-      "            1.43040047e+01,   1.60770130e+01,   1.41841364e+01]],\n",
-      "\n",
-      "        [[  9.67292881e+00,   9.80843353e+00,   1.13601284e+01, ...,\n",
-      "            1.31641970e+01,   9.62912750e+00,   1.23553801e+01],\n",
-      "         [  1.36418171e+01,   1.27884607e+01,   1.16728086e+01, ...,\n",
-      "            1.44843731e+01,   1.45101376e+01,   1.49581661e+01],\n",
-      "         [  1.89241447e+01,   1.63326168e+01,   1.02855034e+01, ...,\n",
-      "            1.46883202e+01,   1.78228397e+01,   1.37548285e+01],\n",
-      "         ..., \n",
-      "         [  8.02578926e+00,   6.28445625e+00,   6.05210590e+00, ...,\n",
-      "            1.51433067e+01,   2.11392250e+01,   2.12985821e+01],\n",
-      "         [  1.33989220e+01,   9.02979660e+00,   6.35693121e+00, ...,\n",
-      "            1.69396229e+01,   2.15602016e+01,   1.93319321e+01],\n",
-      "         [  1.69024410e+01,   1.27489529e+01,   6.40251970e+00, ...,\n",
-      "            1.67303257e+01,   1.57366667e+01,   1.32432814e+01]],\n",
-      "\n",
-      "        [[  1.31150055e+01,   1.26994991e+01,   1.43399763e+01, ...,\n",
-      "            1.29152603e+01,   7.90857744e+00,   1.34959116e+01],\n",
-      "         [  1.30435238e+01,   1.08863525e+01,   9.47508812e+00, ...,\n",
-      "            1.49753675e+01,   1.07572947e+01,   1.60830746e+01],\n",
-      "         [  5.77392292e+00,   4.81437063e+00,   4.09366989e+00, ...,\n",
-      "            1.66108780e+01,   1.51109905e+01,   1.56320963e+01],\n",
-      "         ..., \n",
-      "         [  2.64026070e+01,   1.84405937e+01,   1.72298717e+01, ...,\n",
-      "            1.38788538e+01,   2.34033799e+00,   6.95618534e+00],\n",
-      "         [  4.38886642e+01,   2.09362068e+01,   9.53764439e+00, ...,\n",
-      "            1.61029587e+01,   1.79884930e+01,   1.59871702e+01],\n",
-      "         [  4.14997787e+01,   1.76328545e+01,   2.71916938e+00, ...,\n",
-      "            1.40797682e+01,   2.10543861e+01,   1.75642624e+01]]],\n",
-      "\n",
-      "\n",
-      "       [[[ -3.87357026e-02,  -4.48113307e-02,  -3.61504480e-02, ...,\n",
-      "           -4.79642861e-02,   7.02741649e-03,   3.39523517e-02],\n",
-      "         [ -3.23709399e-02,  -3.15787382e-02,  -2.88434029e-02, ...,\n",
-      "           -5.81522807e-02,  -7.39461184e-03,   7.80037837e-03],\n",
-      "         [ -5.61982859e-03,  -4.23631631e-04,   3.82448779e-04, ...,\n",
-      "           -6.52229264e-02,  -1.40400007e-02,   4.67852456e-04],\n",
-      "         ..., \n",
-      "         [  3.21945101e-01,   2.95899659e-01,   1.94965169e-01, ...,\n",
-      "            1.61802459e+00,   1.61778104e+00,   1.50155163e+00],\n",
-      "         [  3.74718755e-01,   3.58310193e-01,   2.07364500e-01, ...,\n",
-      "            1.23383367e+00,   9.51741099e-01,   7.44847596e-01],\n",
-      "         [  4.75143582e-01,   4.05255646e-01,   2.14058071e-01, ...,\n",
-      "            1.21862876e+00,   7.78736472e-01,   4.59722698e-01]],\n",
-      "\n",
-      "        [[ -1.76842641e-02,  -2.00184546e-02,  -1.63252857e-02, ...,\n",
-      "           -2.26281676e-02,   1.05760917e-02,   2.72312574e-02],\n",
-      "         [ -1.51175037e-02,  -1.42346071e-02,  -1.29322344e-02, ...,\n",
-      "           -2.92430054e-02,   3.35901370e-03,   1.45785585e-02],\n",
-      "         [ -1.56495918e-03,   1.12332602e-03,   2.37093354e-03, ...,\n",
-      "           -3.25785615e-02,   4.50234598e-04,   1.07335057e-02],\n",
-      "         ..., \n",
-      "         [  1.53825894e-01,   1.30345196e-01,   7.72073343e-02, ...,\n",
-      "            9.68675137e-01,   9.02666152e-01,   7.97374666e-01],\n",
-      "         [  2.35597387e-01,   1.88354388e-01,   7.38071576e-02, ...,\n",
-      "            5.87975979e-01,   5.60295522e-01,   5.81643760e-01],\n",
-      "         [  3.23079944e-01,   2.52385497e-01,   1.15004815e-01, ...,\n",
-      "            4.25358385e-01,   3.96599889e-01,   4.80064601e-01]],\n",
-      "\n",
-      "        [[  2.86695035e-03,   3.36262258e-03,   5.19808428e-03, ...,\n",
-      "            3.92012578e-03,   1.18719023e-02,   1.60314273e-02],\n",
-      "         [  1.87589263e-03,   1.93463196e-03,   2.64624809e-03, ...,\n",
-      "            2.42174952e-03,   1.03078140e-02,   1.32758021e-02],\n",
-      "         [  5.48795622e-04,   2.01004281e-04,   2.20327242e-03, ...,\n",
-      "            1.97261083e-03,   1.03982305e-02,   1.25358747e-02],\n",
-      "         ..., \n",
-      "         [  6.07792810e-02,   4.39736843e-02,   1.44218020e-02, ...,\n",
-      "            4.82282788e-01,   4.69128937e-01,   4.06359553e-01],\n",
-      "         [  1.01499692e-01,   6.45880401e-02,   1.58506259e-02, ...,\n",
-      "            3.01921904e-01,   3.55860680e-01,   4.11460727e-01],\n",
-      "         [  1.36591107e-01,   9.09880847e-02,   2.98610944e-02, ...,\n",
-      "            2.36971825e-01,   2.94816166e-01,   3.88220608e-01]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.12256098e+01,   7.50746059e+00,   1.16781626e+01, ...,\n",
-      "            8.31396008e+00,   1.08871517e+01,   1.21016550e+01],\n",
-      "         [  1.21741800e+01,   8.39373779e+00,   1.08141146e+01, ...,\n",
-      "            8.26599598e+00,   1.03354435e+01,   1.15064669e+01],\n",
-      "         [  1.06094646e+01,   1.11311073e+01,   1.19465895e+01, ...,\n",
-      "            1.24742165e+01,   1.22190628e+01,   1.22491751e+01],\n",
-      "         ..., \n",
-      "         [  9.30294895e+00,   8.62294292e+00,   1.28356276e+01, ...,\n",
-      "            1.11463795e+01,   1.11698828e+01,   1.15177155e+01],\n",
-      "         [  1.50379534e+01,   1.27807398e+01,   1.01376610e+01, ...,\n",
-      "            1.19851160e+01,   1.30263414e+01,   1.43629751e+01],\n",
-      "         [  1.52471743e+01,   1.43004961e+01,   8.97264862e+00, ...,\n",
-      "            1.42911367e+01,   1.32917109e+01,   1.29464092e+01]],\n",
-      "\n",
-      "        [[  1.64707985e+01,   1.80525646e+01,   1.43996296e+01, ...,\n",
-      "            1.14464388e+01,   1.87803802e+01,   1.58431740e+01],\n",
-      "         [  1.07887783e+01,   1.25079880e+01,   1.32518444e+01, ...,\n",
-      "            9.19159126e+00,   1.36929092e+01,   1.21289845e+01],\n",
-      "         [  7.95745087e+00,   1.07900877e+01,   1.80976582e+01, ...,\n",
-      "            8.36686802e+00,   6.18224382e+00,   4.54709387e+00],\n",
-      "         ..., \n",
-      "         [  9.84226227e+00,   7.10505581e+00,   8.04168701e+00, ...,\n",
-      "            1.71765804e+01,   1.96658916e+01,   1.99945545e+01],\n",
-      "         [  1.36193705e+01,   1.13564034e+01,   2.58536129e+01, ...,\n",
-      "            1.54030380e+01,   1.78518181e+01,   2.18165836e+01],\n",
-      "         [  1.47750378e+01,   1.12874269e+01,   2.33551712e+01, ...,\n",
-      "            1.34361639e+01,   1.48646612e+01,   2.08083668e+01]],\n",
-      "\n",
-      "        [[  2.11590443e+01,   2.38000698e+01,   2.87234154e+01, ...,\n",
-      "            1.89255199e+01,   1.06436806e+01,   5.88159132e+00],\n",
-      "         [  1.86507435e+01,   2.38968945e+01,   3.34041748e+01, ...,\n",
-      "            1.70027790e+01,   1.16930761e+01,   6.79794359e+00],\n",
-      "         [  1.98876534e+01,   2.58680038e+01,   3.07425442e+01, ...,\n",
-      "            1.48641796e+01,   1.27798557e+01,   6.11264658e+00],\n",
-      "         ..., \n",
-      "         [  2.65309658e+01,   1.75156097e+01,   9.92585754e+00, ...,\n",
-      "            1.24337692e+01,   1.63359966e+01,   1.78634853e+01],\n",
-      "         [  3.92136612e+01,   2.36289101e+01,   1.52895203e+01, ...,\n",
-      "            1.04399061e+01,   9.74139690e+00,   1.30091953e+01],\n",
-      "         [  3.89228821e+01,   2.62222176e+01,   2.41492214e+01, ...,\n",
-      "            9.88149738e+00,   8.84540653e+00,   1.03335228e+01]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: potential vorticity\n",
-      "    units: PVU\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'pw' (Time: 9, south_north: 96, west_east: 96)>\n",
-      "array([[[ 59.37500763,  59.29325867,  59.20879745, ...,  59.57878113,\n",
-      "          59.75697708,  59.86497498],\n",
-      "        [ 59.1955452 ,  59.07847595,  58.960289  , ...,  59.69762421,\n",
-      "          59.86959839,  59.97901154],\n",
-      "        [ 59.01163101,  58.86108398,  58.70856857, ...,  59.81641388,\n",
-      "          59.98028183,  60.08629227],\n",
-      "        ..., \n",
-      "        [ 42.80164337,  43.12538528,  43.46860123, ...,  57.22792816,\n",
-      "          57.12802887,  57.00537109],\n",
-      "        [ 42.40649796,  42.67634964,  42.96875763, ...,  57.08293533,\n",
-      "          56.97971725,  56.86011124],\n",
-      "        [ 42.07513046,  42.29195404,  42.53710175, ...,  56.96509171,\n",
-      "          56.86126709,  56.74531937]],\n",
-      "\n",
-      "       [[ 58.44841003,  58.26702499,  58.0929451 , ...,  59.37003326,\n",
-      "          59.28070831,  59.18130493],\n",
-      "        [ 57.99985504,  57.92398453,  57.78551865, ...,  59.49877548,\n",
-      "          59.4311676 ,  59.27423859],\n",
-      "        [ 57.54417038,  57.48068619,  57.36901855, ...,  59.55936813,\n",
-      "          59.52986526,  59.39117813],\n",
-      "        ..., \n",
-      "        [ 45.32409286,  45.40511703,  45.51861954, ...,  55.0594902 ,\n",
-      "          54.86246109,  54.6847229 ],\n",
-      "        [ 45.0916214 ,  45.17777252,  45.3026619 , ...,  54.98443222,\n",
-      "          54.77626419,  54.5995636 ],\n",
-      "        [ 44.87408829,  44.95399475,  45.1023674 , ...,  54.93309402,\n",
-      "          54.71998215,  54.50678635]],\n",
-      "\n",
-      "       [[ 55.14989471,  54.83315659,  54.54050064, ...,  57.12156677,\n",
-      "          56.74093628,  56.48363495],\n",
-      "        [ 54.65258026,  54.34396362,  54.05449677, ...,  57.53149033,\n",
-      "          57.11591721,  56.78659439],\n",
-      "        [ 54.19446182,  53.91093826,  53.65907288, ...,  57.80900192,\n",
-      "          57.42166138,  57.07894516],\n",
-      "        ..., \n",
-      "        [ 41.15812302,  41.26711655,  41.41291428, ...,  51.90330887,\n",
-      "          51.87657928,  51.8331337 ],\n",
-      "        [ 41.12263489,  41.20763779,  41.33785629, ...,  51.89678955,\n",
-      "          51.85984039,  51.79639435],\n",
-      "        [ 41.08794022,  41.15909195,  41.27193069, ...,  51.91713715,\n",
-      "          51.86917114,  51.75967789]],\n",
-      "\n",
-      "       ..., \n",
-      "       [[ 57.06493759,  56.36734772,  55.73223495, ...,  61.69976807,\n",
-      "          61.69303131,  61.43054962],\n",
-      "        [ 55.86642456,  55.24435425,  54.74367523, ...,  61.49626541,\n",
-      "          61.51978683,  61.23924637],\n",
-      "        [ 54.62057114,  54.14321899,  53.84697342, ...,  61.26813889,\n",
-      "          61.28030396,  61.02410126],\n",
-      "        ..., \n",
-      "        [ 43.62939835,  43.70075226,  43.68917847, ...,  55.29939651,\n",
-      "          55.43851852,  55.61375809],\n",
-      "        [ 43.6077919 ,  43.71194077,  43.74478149, ...,  55.57069397,\n",
-      "          55.73080826,  55.94709396],\n",
-      "        [ 43.54414368,  43.6752739 ,  43.74214172, ...,  55.95619583,\n",
-      "          56.13063049,  56.3637619 ]],\n",
-      "\n",
-      "       [[ 51.74726105,  51.6295166 ,  51.59231949, ...,  60.85203934,\n",
-      "          60.56961823,  60.49375916],\n",
-      "        [ 51.4978981 ,  51.54656601,  51.56111145, ...,  61.03173065,\n",
-      "          60.61283875,  60.59623718],\n",
-      "        [ 51.50457382,  51.64157867,  51.80945206, ...,  61.15013504,\n",
-      "          60.6857872 ,  60.694561  ],\n",
-      "        ..., \n",
-      "        [ 44.23069   ,  44.56585312,  44.92742157, ...,  55.56501389,\n",
-      "          55.78152466,  56.11397934],\n",
-      "        [ 44.1954689 ,  44.44050598,  44.7670784 , ...,  56.280056  ,\n",
-      "          56.5448494 ,  56.92415619],\n",
-      "        [ 44.13772583,  44.33135605,  44.60974503, ...,  57.12051392,\n",
-      "          57.33204651,  57.71852493]],\n",
-      "\n",
-      "       [[ 50.02213287,  49.97167969,  49.98827744, ...,  57.38986969,\n",
-      "          57.26525116,  57.07108307],\n",
-      "        [ 50.01389694,  49.99919128,  50.03040314, ...,  57.63440704,\n",
-      "          57.54526138,  57.32291031],\n",
-      "        [ 50.15480804,  50.16196442,  50.16576004, ...,  57.85604858,\n",
-      "          57.79535294,  57.58971405],\n",
-      "        ..., \n",
-      "        [ 43.80133057,  43.93768311,  44.40823746, ...,  58.741642  ,\n",
-      "          58.75209045,  58.73384857],\n",
-      "        [ 43.78573608,  43.84593964,  44.25159073, ...,  58.32040405,\n",
-      "          58.29696655,  58.24396896],\n",
-      "        [ 43.83775711,  43.83442307,  44.11327744, ...,  58.00321579,\n",
-      "          57.87289429,  57.79642105]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY\n",
-      "    description: precipitable water\n",
-      "    units: kg m-2\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'rh2' (Time: 9, south_north: 96, west_east: 96)>\n",
-      "array([[[ 81.11536407,  80.94428253,  80.82328796, ...,  74.88968658,\n",
-      "          75.1180191 ,  75.35478973],\n",
-      "        [ 81.30604553,  81.15416718,  81.04611206, ...,  74.57225037,\n",
-      "          74.80699921,  75.05475616],\n",
-      "        [ 81.55413055,  81.43480682,  81.35144043, ...,  74.27269745,\n",
-      "          74.5129776 ,  74.77101135],\n",
-      "        ..., \n",
-      "        [ 72.81900787,  73.10294342,  73.43064117, ...,  86.26221466,\n",
-      "          87.23379517,  87.95771027],\n",
-      "        [ 72.42847443,  72.72628784,  73.03578949, ...,  85.9701004 ,\n",
-      "          86.89811707,  87.585289  ],\n",
-      "        [ 72.00971222,  72.28807831,  72.57940674, ...,  85.68112946,\n",
-      "          86.55362701,  87.1946106 ]],\n",
-      "\n",
-      "       [[ 89.11118317,  89.27636719,  89.54006958, ...,  78.93461609,\n",
-      "          78.9596405 ,  78.97023773],\n",
-      "        [ 89.22410583,  89.52921295,  89.73464966, ...,  79.03420258,\n",
-      "          79.05686188,  79.04138184],\n",
-      "        [ 89.23485565,  89.46549225,  89.59760284, ...,  79.12522888,\n",
-      "          79.14092255,  79.09887695],\n",
-      "        ..., \n",
-      "        [ 75.97235107,  76.20252991,  76.30856323, ...,  92.9670639 ,\n",
-      "          92.91929626,  92.98545837],\n",
-      "        [ 75.37174988,  75.64642334,  75.82888794, ...,  92.89820099,\n",
-      "          92.91752625,  92.97171021],\n",
-      "        [ 74.72192383,  75.03548431,  75.28488922, ...,  92.91118622,\n",
-      "          93.05160522,  93.10862732]],\n",
-      "\n",
-      "       [[ 90.72455597,  90.79911804,  90.91317749, ...,  81.28128815,\n",
-      "          81.49673462,  81.55097961],\n",
-      "        [ 90.80819702,  90.88716125,  90.95152283, ...,  81.45153046,\n",
-      "          81.53961945,  81.63088226],\n",
-      "        [ 90.85935211,  90.94267273,  90.97894287, ...,  81.61306   ,\n",
-      "          81.63730621,  81.73387909],\n",
-      "        ..., \n",
-      "        [ 76.18359375,  76.25506592,  76.32529449, ...,  94.55293274,\n",
-      "          95.24481201,  95.45643616],\n",
-      "        [ 75.9593277 ,  75.97381592,  76.03643036, ...,  95.10743713,\n",
-      "          95.5891037 ,  95.64173889],\n",
-      "        [ 75.98635864,  75.95842743,  75.98927307, ...,  94.99958801,\n",
-      "          95.6420517 ,  95.77867889]],\n",
-      "\n",
-      "       ..., \n",
-      "       [[ 86.10558319,  86.28933716,  86.37314606, ...,  81.72799683,\n",
-      "          79.65405273,  78.09683228],\n",
-      "        [ 86.23900604,  86.28290558,  86.37513733, ...,  81.89134216,\n",
-      "          79.73222351,  77.81645203],\n",
-      "        [ 86.33218384,  86.38040924,  86.46353912, ...,  82.01548767,\n",
-      "          79.78873444,  77.61710358],\n",
-      "        ..., \n",
-      "        [ 56.83268356,  56.87968063,  57.20413971, ...,  60.50294495,\n",
-      "          59.12693787,  58.97593689],\n",
-      "        [ 57.68245316,  57.75487518,  57.89146805, ...,  56.07707596,\n",
-      "          56.11166763,  56.23795319],\n",
-      "        [ 57.67937851,  57.86222076,  58.10386658, ...,  56.45467377,\n",
-      "          56.60810471,  56.69579697]],\n",
-      "\n",
-      "       [[ 86.31192017,  86.40312195,  86.61453247, ...,  85.43997955,\n",
-      "          84.78904724,  83.45600891],\n",
-      "        [ 86.16646576,  86.2483139 ,  86.28759766, ...,  85.54657745,\n",
-      "          84.88687134,  83.60257721],\n",
-      "        [ 86.14587402,  86.2405777 ,  86.3041687 , ...,  85.67972565,\n",
-      "          84.95861053,  83.7420578 ],\n",
-      "        ..., \n",
-      "        [ 50.83312988,  51.1235733 ,  51.30694962, ...,  53.27397919,\n",
-      "          53.95241165,  55.08908463],\n",
-      "        [ 50.80515289,  51.14110184,  51.407547  , ...,  57.33551025,\n",
-      "          57.80532837,  59.07001114],\n",
-      "        [ 50.6397171 ,  50.98032379,  51.33467102, ...,  63.08774567,\n",
-      "          63.37755585,  63.53930664]],\n",
-      "\n",
-      "       [[ 85.26506042,  85.38162231,  85.40150452, ...,  84.77624512,\n",
-      "          84.64622498,  84.62781525],\n",
-      "        [ 85.65476227,  85.70432281,  85.66722107, ...,  84.867836  ,\n",
-      "          84.73051453,  84.67520142],\n",
-      "        [ 85.42071533,  85.38253021,  85.33054352, ...,  84.96708679,\n",
-      "          84.83808136,  84.78262329],\n",
-      "        ..., \n",
-      "        [ 61.62457657,  61.42515182,  61.43900681, ...,  76.16953278,\n",
-      "          76.57084656,  77.02060699],\n",
-      "        [ 62.18535233,  61.92523575,  61.86539841, ...,  77.78681183,\n",
-      "          78.21398926,  78.55587769],\n",
-      "        [ 62.79318237,  62.43982697,  62.30357361, ...,  78.70925903,\n",
-      "          78.56833649,  78.55477905]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY \n",
-      "    description: 2m relative humidity\n",
-      "    units: %\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'rh' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[ 80.62545776,  80.4986496 ,  80.40483856, ...,  72.23196411,\n",
-      "           72.49720001,  72.7639389 ],\n",
-      "         [ 80.79843903,  80.68763733,  80.6133194 , ...,  71.87772369,\n",
-      "           72.15104675,  72.43675232],\n",
-      "         [ 81.03878021,  80.94883728,  80.89756775, ...,  71.54647064,\n",
-      "           71.82660675,  72.12381744],\n",
-      "         ..., \n",
-      "         [ 67.45787811,  68.07699585,  68.70265198, ...,  82.48806   ,\n",
-      "           83.19893646,  83.69812012],\n",
-      "         [ 66.9119339 ,  67.49852753,  68.1006546 , ...,  82.06400299,\n",
-      "           82.74356079,  83.22943115],\n",
-      "         [ 66.32686615,  66.83089447,  67.39926147, ...,  81.64186096,\n",
-      "           82.29029083,  82.77997589]],\n",
-      "\n",
-      "        [[ 79.41846466,  79.38380432,  79.37667847, ...,  69.80255127,\n",
-      "           70.13385773,  70.48181915],\n",
-      "         [ 79.56873322,  79.54039764,  79.53772736, ...,  69.31271362,\n",
-      "           69.66191864,  70.0268631 ],\n",
-      "         [ 79.76052856,  79.75011444,  79.76049042, ...,  68.83604431,\n",
-      "           69.19734955,  69.57930756],\n",
-      "         ..., \n",
-      "         [ 63.15703583,  64.07957458,  65.0032196 , ...,  77.93989563,\n",
-      "           78.42675018,  78.79639435],\n",
-      "         [ 62.37599945,  63.25528717,  64.15057373, ...,  77.44542694,\n",
-      "           77.90424347,  78.26065063],\n",
-      "         [ 61.51528168,  62.34913254,  63.20676041, ...,  76.96861267,\n",
-      "           77.39861298,  77.73594666]],\n",
-      "\n",
-      "        [[ 77.7816391 ,  77.87380219,  77.98394012, ...,  71.59152985,\n",
-      "           71.96976471,  72.35908508],\n",
-      "         [ 77.89025879,  77.97796631,  78.08382416, ...,  71.1368103 ,\n",
-      "           71.5280838 ,  71.93030548],\n",
-      "         [ 78.02707672,  78.11896515,  78.21847534, ...,  70.6883316 ,\n",
-      "           71.08795929,  71.51159668],\n",
-      "         ..., \n",
-      "         [ 62.49225998,  63.70764542,  64.9342041 , ...,  77.56717682,\n",
-      "           77.98875427,  78.31285095],\n",
-      "         [ 61.60435104,  62.78518677,  63.99015427, ...,  77.0554657 ,\n",
-      "           77.45429993,  77.77429199],\n",
-      "         [ 60.68124008,  61.81136322,  62.97262955, ...,  76.55887604,\n",
-      "           76.94205475,  77.25299072]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  9.04373455,   8.98086834,   8.92492008, ...,   9.07054043,\n",
-      "            9.08099365,   9.08810902],\n",
-      "         [  9.02407837,   8.96640682,   8.90950871, ...,   9.04745388,\n",
-      "            9.05674171,   9.06341934],\n",
-      "         [  9.00653934,   8.95324898,   8.90250015, ...,   9.01993752,\n",
-      "            9.02766323,   9.03334713],\n",
-      "         ..., \n",
-      "         [  9.1140995 ,   9.16884232,   9.22925758, ...,   3.73953915,\n",
-      "            3.30553389,   3.18713975],\n",
-      "         [  9.12033939,   9.17239285,   9.23009968, ...,   3.42304468,\n",
-      "            3.03303456,   3.02095413],\n",
-      "         [  9.12822533,   9.1750021 ,   9.2273531 , ...,   3.29976368,\n",
-      "            3.00995278,   2.99709439]],\n",
-      "\n",
-      "        [[  1.79279959,   1.79976106,   1.80521548, ...,   1.46890402,\n",
-      "            1.47838283,   1.485937  ],\n",
-      "         [  1.77919817,   1.78568065,   1.79057729, ...,   1.43746185,\n",
-      "            1.44633079,   1.45342839],\n",
-      "         [  1.76421487,   1.77020442,   1.77414453, ...,   1.40624917,\n",
-      "            1.41447592,   1.42117572],\n",
-      "         ..., \n",
-      "         [  1.18477821,   1.18120313,   1.17797387, ...,   1.27868831,\n",
-      "            1.28076553,   1.28252709],\n",
-      "         [  1.18788517,   1.18449235,   1.18144715, ...,   1.27883399,\n",
-      "            1.27987731,   1.27995265],\n",
-      "         [  1.19146156,   1.18808258,   1.18506682, ...,   1.27673101,\n",
-      "            1.27727842,   1.27695847]],\n",
-      "\n",
-      "        [[  0.91392672,   0.91421258,   0.91369563, ...,   0.67856896,\n",
-      "            0.67525572,   0.67570239],\n",
-      "         [  0.90607423,   0.90608996,   0.9053266 , ...,   0.67195493,\n",
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-      "            0.66220957,   0.66272366],\n",
-      "         ..., \n",
-      "         [  0.61498135,   0.61528069,   0.61579406, ...,   0.60570276,\n",
-      "            0.60803056,   0.61010927],\n",
-      "         [  0.61104774,   0.61122233,   0.61164272, ...,   0.60962898,\n",
-      "            0.61230242,   0.61476398],\n",
-      "         [  0.6072163 ,   0.60724831,   0.6075694 , ...,   0.61258107,\n",
-      "            0.61524135,   0.61767668]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 87.03794861,  87.23084259,  87.69031525, ...,  75.41464996,\n",
-      "           75.47751617,  75.52307129],\n",
-      "         [ 87.2765274 ,  87.65979004,  87.92455292, ...,  75.51759338,\n",
-      "           75.57083893,  75.57439423],\n",
-      "         [ 87.32024384,  87.61050415,  87.76509094, ...,  75.62418365,\n",
-      "           75.64402771,  75.63213348],\n",
-      "         ..., \n",
-      "         [ 72.018013  ,  72.28432465,  72.40364838, ...,  89.27207184,\n",
-      "           89.36631012,  89.38018799],\n",
-      "         [ 71.33314514,  71.65196228,  71.85099792, ...,  89.00202179,\n",
-      "           89.08730316,  89.06367493],\n",
-      "         [ 70.56684113,  70.92440796,  71.20446777, ...,  88.69828033,\n",
-      "           88.7649765 ,  88.74769592]],\n",
-      "\n",
-      "        [[ 85.42131805,  85.69354248,  86.11440277, ...,  75.90003204,\n",
-      "           75.98734283,  76.06056213],\n",
-      "         [ 85.28215027,  85.60655975,  85.9667511 , ...,  76.00608826,\n",
-      "           76.08073425,  76.11277008],\n",
-      "         [ 85.2755661 ,  85.61962891,  85.90013123, ...,  76.10148621,\n",
-      "           76.15470886,  76.16999817],\n",
-      "         ..., \n",
-      "         [ 72.30664062,  72.57803345,  72.71672821, ...,  82.9449234 ,\n",
-      "           82.87001801,  82.75171661],\n",
-      "         [ 71.59111786,  71.93589783,  72.1421051 , ...,  82.35279083,\n",
-      "           82.32538605,  82.21882629],\n",
-      "         [ 70.8030014 ,  71.17852783,  71.47245789, ...,  81.76473999,\n",
-      "           81.72979736,  81.69374847]],\n",
-      "\n",
-      "        [[ 85.28290558,  85.45925903,  85.69258881, ...,  78.36215973,\n",
-      "           78.47969055,  78.57502747],\n",
-      "         [ 85.36667633,  85.45326996,  85.56116486, ...,  78.46904755,\n",
-      "           78.56977081,  78.61755371],\n",
-      "         [ 85.49047089,  85.58029938,  85.68326569, ...,  78.57149506,\n",
-      "           78.65381622,  78.68603516],\n",
-      "         ..., \n",
-      "         [ 74.53794098,  74.83917999,  74.97188568, ...,  80.85798645,\n",
-      "           80.80155945,  80.69271088],\n",
-      "         [ 73.80104065,  74.17433929,  74.38521576, ...,  80.48452759,\n",
-      "           80.45806885,  80.33958435],\n",
-      "         [ 72.99533844,  73.39138794,  73.68699646, ...,  80.06005859,\n",
-      "           80.06163788,  79.99086761]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  3.49249077,   3.58188319,   3.68142223, ...,   7.54759502,\n",
-      "            7.87562132,   7.78972244],\n",
-      "         [  3.5715003 ,   3.68832564,   3.81798363, ...,   7.55047846,\n",
-      "            7.77280474,   7.80175591],\n",
-      "         [  3.66710591,   3.8025353 ,   3.9666357 , ...,   7.2673564 ,\n",
-      "            7.55549288,   7.67207813],\n",
-      "         ..., \n",
-      "         [  9.91272068,   9.88445663,   9.86923409, ...,   2.13198304,\n",
-      "            2.18955112,   2.31409574],\n",
-      "         [  9.96320724,   9.92612553,   9.91703129, ...,   2.14068198,\n",
-      "            2.1604178 ,   2.2608676 ],\n",
-      "         [  9.85810947,   9.9398756 ,   9.98903656, ...,   2.17468953,\n",
-      "            2.15165019,   2.21506619]],\n",
-      "\n",
-      "        [[  1.18814468,   1.25072992,   1.31802571, ...,   1.81223726,\n",
-      "            1.87695515,   1.85145676],\n",
-      "         [  1.24091828,   1.3098582 ,   1.38609672, ...,   1.83614445,\n",
-      "            1.90294921,   1.88507938],\n",
-      "         [  1.28615749,   1.35174775,   1.43055093, ...,   1.8329705 ,\n",
-      "            1.91052067,   1.92588782],\n",
-      "         ..., \n",
-      "         [  1.42420232,   1.41469026,   1.38833702, ...,   1.04146719,\n",
-      "            1.04741013,   1.05833709],\n",
-      "         [  1.40122676,   1.39478171,   1.37341666, ...,   1.04684496,\n",
-      "            1.05016065,   1.06017256],\n",
-      "         [  1.37319517,   1.37252688,   1.36494482, ...,   1.05678809,\n",
-      "            1.05495608,   1.06128919]],\n",
-      "\n",
-      "        [[  0.76288658,   0.77366459,   0.7845276 , ...,   0.86838078,\n",
-      "            0.87907141,   0.88422263],\n",
-      "         [  0.77367014,   0.78513813,   0.79777843, ...,   0.86731708,\n",
-      "            0.8816613 ,   0.8842805 ],\n",
-      "         [  0.78098184,   0.79027569,   0.80211771, ...,   0.86095119,\n",
-      "            0.87816519,   0.88266778],\n",
-      "         ..., \n",
-      "         [  0.65384543,   0.65142566,   0.65078115, ...,   0.60127056,\n",
-      "            0.60354143,   0.60588634],\n",
-      "         [  0.64645022,   0.64449078,   0.64458382, ...,   0.60395658,\n",
-      "            0.60546392,   0.60718268],\n",
-      "         [  0.63731426,   0.63750017,   0.63692439, ...,   0.60816163,\n",
-      "            0.60746241,   0.60849833]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 89.28233337,  89.3950882 ,  89.53582764, ...,  77.92194366,\n",
-      "           78.22541809,  78.28383636],\n",
-      "         [ 89.40061188,  89.50271606,  89.58216858, ...,  78.1687088 ,\n",
-      "           78.27436066,  78.37630463],\n",
-      "         [ 89.4627533 ,  89.56640625,  89.61332703, ...,  78.38233948,\n",
-      "           78.39891815,  78.51980591],\n",
-      "         ..., \n",
-      "         [ 72.35617828,  72.39739227,  72.48234558, ...,  92.67123413,\n",
-      "           93.26379395,  93.31277466],\n",
-      "         [ 72.26698303,  72.25078583,  72.27799225, ...,  93.06677246,\n",
-      "           93.52659607,  93.5366745 ],\n",
-      "         [ 72.43800354,  72.26803589,  72.22664642, ...,  92.77623749,\n",
-      "           93.45367432,  93.56538391]],\n",
-      "\n",
-      "        [[ 90.48615265,  90.55960846,  90.6733017 , ...,  78.33158112,\n",
-      "           78.65938568,  78.74114227],\n",
-      "         [ 90.55741119,  90.64203644,  90.70223236, ...,  78.6097641 ,\n",
-      "           78.72351837,  78.83392334],\n",
-      "         [ 90.58745575,  90.67725372,  90.70735931, ...,  78.83531189,\n",
-      "           78.86685181,  78.9888916 ],\n",
-      "         ..., \n",
-      "         [ 72.9850235 ,  72.92996216,  72.97143555, ...,  90.02236176,\n",
-      "           90.26397705,  90.20147705],\n",
-      "         [ 72.84328461,  72.80540466,  72.81731415, ...,  90.15602875,\n",
-      "           90.32543182,  90.16924286],\n",
-      "         [ 72.99484253,  72.84570312,  72.77925873, ...,  89.64240265,\n",
-      "           89.7588501 ,  89.55573273]],\n",
-      "\n",
-      "        [[ 92.22348022,  92.16216278,  92.12007141, ...,  80.79557037,\n",
-      "           81.02050018,  81.11154175],\n",
-      "         [ 92.11871338,  92.06425476,  92.07843018, ...,  80.98419952,\n",
-      "           81.09406281,  81.21383667],\n",
-      "         [ 92.03599548,  91.99816132,  92.03231049, ...,  81.21032715,\n",
-      "           81.26011658,  81.3879776 ],\n",
-      "         ..., \n",
-      "         [ 75.487854  ,  75.44672394,  75.43940735, ...,  82.75618744,\n",
-      "           82.90664673,  83.03552246],\n",
-      "         [ 75.3004303 ,  75.29231262,  75.31145477, ...,  82.96775818,\n",
-      "           83.13948059,  83.10811615],\n",
-      "         [ 75.37513733,  75.31777191,  75.29003906, ...,  82.66623688,\n",
-      "           82.87921906,  82.89241791]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  4.0636301 ,   4.13791037,   4.20623684, ...,   4.65213251,\n",
-      "            4.3318696 ,   4.13381863],\n",
-      "         [  4.09028864,   4.15570831,   4.22109175, ...,   5.01160431,\n",
-      "            4.66091776,   4.33316803],\n",
-      "         [  4.09854174,   4.15123224,   4.20921946, ...,   5.40474224,\n",
-      "            4.98963737,   4.58267975],\n",
-      "         ..., \n",
-      "         [  6.27232218,   6.28627777,   6.32060385, ...,   3.43739843,\n",
-      "            3.71841836,   4.0376277 ],\n",
-      "         [  6.27926207,   6.30117798,   6.33803177, ...,   3.12678599,\n",
-      "            3.37992048,   3.66289115],\n",
-      "         [  6.32069349,   6.32328939,   6.33992338, ...,   2.82050204,\n",
-      "            3.03958225,   3.28146458]],\n",
-      "\n",
-      "        [[  1.24291384,   1.24202847,   1.24331021, ...,   0.85637879,\n",
-      "            0.74669969,   0.68476903],\n",
-      "         [  1.25789344,   1.26285839,   1.27290547, ...,   0.95842344,\n",
-      "            0.8352049 ,   0.74331927],\n",
-      "         [  1.2753793 ,   1.28660703,   1.30406356, ...,   1.07596588,\n",
-      "            0.93472064,   0.82152271],\n",
-      "         ..., \n",
-      "         [  1.10637605,   1.11576319,   1.13219965, ...,   1.68243742,\n",
-      "            1.71560836,   1.75112653],\n",
-      "         [  1.11854565,   1.12548482,   1.1394347 , ...,   1.58723128,\n",
-      "            1.6181705 ,   1.64679599],\n",
-      "         [  1.13841701,   1.14266729,   1.14707088, ...,   1.4880445 ,\n",
-      "            1.51720452,   1.54419124]],\n",
-      "\n",
-      "        [[  0.74692607,   0.73871678,   0.7355144 , ...,   0.71111095,\n",
-      "            0.69094169,   0.67977065],\n",
-      "         [  0.75876421,   0.7534852 ,   0.75358158, ...,   0.71763802,\n",
-      "            0.69703269,   0.68546647],\n",
-      "         [  0.77545708,   0.77305144,   0.77485317, ...,   0.72300106,\n",
-      "            0.7006433 ,   0.68524504],\n",
-      "         ..., \n",
-      "         [  0.58108908,   0.585549  ,   0.58991575, ...,   0.69390869,\n",
-      "            0.69535452,   0.69959074],\n",
-      "         [  0.58131629,   0.58545542,   0.59000748, ...,   0.68553561,\n",
-      "            0.68706179,   0.69091302],\n",
-      "         [  0.58213222,   0.58654076,   0.58929205, ...,   0.67430067,\n",
-      "            0.67868149,   0.68276334]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[ 84.33542633,  84.41791534,  84.57453156, ...,  78.80656433,\n",
-      "           76.45985413,  74.62056732],\n",
-      "         [ 84.46785736,  84.51026154,  84.59288025, ...,  78.91648102,\n",
-      "           76.41158295,  74.0943222 ],\n",
-      "         [ 84.58010101,  84.62584686,  84.69154358, ...,  79.01132202,\n",
-      "           76.3751297 ,  73.76055908],\n",
-      "         ..., \n",
-      "         [ 56.52047348,  56.62398911,  56.82839584, ...,  61.29225922,\n",
-      "           60.73169708,  60.52441788],\n",
-      "         [ 56.95398331,  57.04921341,  57.14665985, ...,  57.30604553,\n",
-      "           57.36035156,  57.46109772],\n",
-      "         [ 56.92948914,  57.01685715,  57.11268616, ...,  57.6009407 ,\n",
-      "           57.75836563,  57.81985092]],\n",
-      "\n",
-      "        [[ 85.88367462,  85.95586395,  86.10517883, ...,  79.54623413,\n",
-      "           77.47163391,  76.07961273],\n",
-      "         [ 86.02082062,  86.0466156 ,  86.11303711, ...,  79.49193573,\n",
-      "           77.07912445,  75.0607605 ],\n",
-      "         [ 86.1339798 ,  86.16738129,  86.21180725, ...,  79.48777771,\n",
-      "           76.87672424,  74.43793488],\n",
-      "         ..., \n",
-      "         [ 57.99920654,  58.14794159,  58.28395462, ...,  62.85824966,\n",
-      "           62.44524002,  62.26465607],\n",
-      "         [ 58.3013916 ,  58.40974808,  58.50077438, ...,  59.22002792,\n",
-      "           59.31607819,  59.44290924],\n",
-      "         [ 58.22220993,  58.32549286,  58.42569351, ...,  59.62086105,\n",
-      "           59.81701279,  59.88633347]],\n",
-      "\n",
-      "        [[ 89.027565  ,  89.07936859,  89.20995331, ...,  82.02350616,\n",
-      "           80.00208282,  78.68576813],\n",
-      "         [ 89.1349411 ,  89.15058899,  89.21492004, ...,  81.93929291,\n",
-      "           79.54260254,  77.62783051],\n",
-      "         [ 89.25591278,  89.28034973,  89.31378937, ...,  81.91288757,\n",
-      "           79.27910614,  76.92482758],\n",
-      "         ..., \n",
-      "         [ 60.1564827 ,  60.3054657 ,  60.43901443, ...,  64.98240662,\n",
-      "           64.66234589,  64.53230286],\n",
-      "         [ 60.40305328,  60.51858139,  60.61653137, ...,  61.54494858,\n",
-      "           61.67529678,  61.84251785],\n",
-      "         [ 60.29366302,  60.40599823,  60.52136612, ...,  62.08309937,\n",
-      "           62.18885803,  62.31441498]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 17.63404083,  17.28192139,  16.75364494, ...,  11.76631737,\n",
-      "           11.37353802,  11.01950264],\n",
-      "         [ 17.21227264,  16.8982563 ,  16.44800377, ...,  11.73798275,\n",
-      "           11.45635223,  11.30096912],\n",
-      "         [ 16.84392166,  16.56776237,  16.20203781, ...,  11.73521519,\n",
-      "           11.48817253,  11.36998272],\n",
-      "         ..., \n",
-      "         [  5.22913074,   5.28995466,   5.41631222, ...,   5.87731504,\n",
-      "            6.02749968,   6.17433405],\n",
-      "         [  5.07778263,   5.10184956,   5.18981457, ...,   5.73462534,\n",
-      "            5.91638899,   6.06097412],\n",
-      "         [  4.94655466,   4.945261  ,   4.98678493, ...,   5.61950207,\n",
-      "            5.73498726,   5.74468374]],\n",
-      "\n",
-      "        [[  6.28963566,   6.20751858,   5.96636295, ...,   2.95379543,\n",
-      "            2.87033868,   2.75637031],\n",
-      "         [  6.43017149,   6.3424077 ,   6.09409332, ...,   2.95269585,\n",
-      "            2.87610269,   2.82313704],\n",
-      "         [  6.3783164 ,   6.18952084,   5.8916626 , ...,   2.92834973,\n",
-      "            2.88010621,   2.8393507 ],\n",
-      "         ..., \n",
-      "         [  1.53863657,   1.55930781,   1.61750185, ...,   1.86532438,\n",
-      "            1.82177663,   1.79229915],\n",
-      "         [  1.49902904,   1.4896276 ,   1.51810098, ...,   1.79139352,\n",
-      "            1.75457776,   1.72485232],\n",
-      "         [  1.49084461,   1.44950593,   1.47108495, ...,   1.6857717 ,\n",
-      "            1.69330275,   1.67925549]],\n",
-      "\n",
-      "        [[  1.22796857,   1.21860158,   1.18142343, ...,   0.87189204,\n",
-      "            0.8576169 ,   0.83932853],\n",
-      "         [  1.2493211 ,   1.23344994,   1.19319546, ...,   0.86377227,\n",
-      "            0.84454602,   0.82531482],\n",
-      "         [  1.26047862,   1.23761678,   1.19012654, ...,   0.85432822,\n",
-      "            0.83424932,   0.81646669],\n",
-      "         ..., \n",
-      "         [  0.57891595,   0.5917657 ,   0.62216896, ...,   0.74593759,\n",
-      "            0.73724425,   0.73070771],\n",
-      "         [  0.57119989,   0.56836444,   0.58435076, ...,   0.73361647,\n",
-      "            0.72593361,   0.71879458],\n",
-      "         [  0.57864708,   0.57061434,   0.56768221, ...,   0.71338475,\n",
-      "            0.70790142,   0.70388675]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 84.54846954,  84.66013336,  84.85739136, ...,  83.02005768,\n",
-      "           82.24079132,  80.64955139],\n",
-      "         [ 84.35798645,  84.47688293,  84.4756012 , ...,  83.1506958 ,\n",
-      "           82.34062958,  80.81739044],\n",
-      "         [ 84.32505035,  84.44580841,  84.50056458, ...,  83.27693176,\n",
-      "           82.41883087,  80.97444153],\n",
-      "         ..., \n",
-      "         [ 48.87885666,  49.18964386,  49.41207504, ...,  53.57110596,\n",
-      "           54.31741714,  55.46372986],\n",
-      "         [ 48.70715714,  49.068573  ,  49.36770248, ...,  57.91223526,\n",
-      "           58.43014908,  59.60626602],\n",
-      "         [ 48.43317795,  48.79445267,  49.18974686, ...,  63.24676895,\n",
-      "           63.52994156,  63.67028046]],\n",
-      "\n",
-      "        [[ 86.19541168,  86.28427887,  86.47794342, ...,  83.84545135,\n",
-      "           83.03783417,  81.36014557],\n",
-      "         [ 85.95571136,  86.02937317,  86.00652313, ...,  83.94557953,\n",
-      "           83.09147644,  81.48568726],\n",
-      "         [ 85.90493774,  85.9805603 ,  86.01148987, ...,  84.05567169,\n",
-      "           83.14411926,  81.62128448],\n",
-      "         ..., \n",
-      "         [ 49.59461975,  49.89051819,  50.12039566, ...,  54.73094177,\n",
-      "           55.47237778,  56.50062943],\n",
-      "         [ 49.43121338,  49.78989792,  50.09671783, ...,  59.12474442,\n",
-      "           59.63967896,  60.56061554],\n",
-      "         [ 49.22209549,  49.63547134,  50.03968048, ...,  64.10588074,\n",
-      "           64.43579865,  64.58525848]],\n",
-      "\n",
-      "        [[ 89.45467377,  89.54082489,  89.74073029, ...,  86.46513367,\n",
-      "           85.65724182,  83.94885254],\n",
-      "         [ 89.18767548,  89.2564621 ,  89.21427155, ...,  86.53697205,\n",
-      "           85.66481018,  84.04379272],\n",
-      "         [ 89.10276031,  89.17899323,  89.20278168, ...,  86.61480713,\n",
-      "           85.67812347,  84.1550293 ],\n",
-      "         ..., \n",
-      "         [ 51.31481934,  51.63225555,  51.8728447 , ...,  56.61727905,\n",
-      "           57.36701584,  58.37714767],\n",
-      "         [ 51.16586685,  51.54098892,  51.85919189, ...,  61.13964844,\n",
-      "           61.67513657,  62.53630447],\n",
-      "         [ 50.98304367,  51.44862366,  51.81797028, ...,  66.10002899,\n",
-      "           66.41672516,  66.66339874]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 28.66551018,  28.33577156,  27.7157383 , ...,   9.23929787,\n",
-      "            9.27711964,   9.53889656],\n",
-      "         [ 30.05227661,  30.11703873,  29.52768326, ...,   8.55053902,\n",
-      "            8.67952156,   8.84914494],\n",
-      "         [ 31.18163872,  31.57735252,  31.0601902 , ...,   8.1691637 ,\n",
-      "            8.24271774,   8.42209435],\n",
-      "         ..., \n",
-      "         [ 10.26738644,   9.72089481,   9.26278114, ...,   5.72736454,\n",
-      "            5.80888939,   5.9083271 ],\n",
-      "         [ 10.26792049,   9.89412689,   9.44415665, ...,   5.74699068,\n",
-      "            5.8754406 ,   6.05456495],\n",
-      "         [ 10.19421291,   9.87016487,   9.6812582 , ...,   5.89216614,\n",
-      "            6.07350111,   6.36801243]],\n",
-      "\n",
-      "        [[ 10.75358772,  11.76264477,  12.63349152, ...,   2.09753513,\n",
-      "            2.22530961,   2.38977671],\n",
-      "         [ 11.78727818,  12.81746197,  13.62735367, ...,   2.16353583,\n",
-      "            2.30871987,   2.44412565],\n",
-      "         [ 12.85833549,  13.72890091,  14.45323372, ...,   2.19803166,\n",
-      "            2.31046414,   2.43699336],\n",
-      "         ..., \n",
-      "         [  4.26519203,   3.86917162,   3.56764126, ...,   1.92581463,\n",
-      "            1.89152253,   1.88193929],\n",
-      "         [  4.39741325,   4.11538124,   3.76998687, ...,   1.89714992,\n",
-      "            1.87964416,   1.85058796],\n",
-      "         [  4.34858513,   4.32871914,   3.95202494, ...,   1.90903652,\n",
-      "            1.91615999,   1.93228042]],\n",
-      "\n",
-      "        [[  1.2632463 ,   1.32975483,   1.37472451, ...,   0.79700685,\n",
-      "            0.81649691,   0.83211237],\n",
-      "         [  1.33873415,   1.40291381,   1.42733598, ...,   0.75024223,\n",
-      "            0.76512665,   0.77869582],\n",
-      "         [  1.41065955,   1.4552542 ,   1.46600628, ...,   0.71601075,\n",
-      "            0.72347629,   0.73304534],\n",
-      "         ..., \n",
-      "         [  0.98931593,   0.97252667,   0.92567569, ...,   0.76645285,\n",
-      "            0.75360811,   0.73059267],\n",
-      "         [  0.98628163,   1.00364065,   0.95335174, ...,   0.75453556,\n",
-      "            0.74492055,   0.72199255],\n",
-      "         [  0.97273439,   0.99473876,   0.97457141, ...,   0.74099588,\n",
-      "            0.73777765,   0.72925645]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 83.54446411,  83.65357208,  83.62713623, ...,  82.16036224,\n",
-      "           82.02044678,  81.99704742],\n",
-      "         [ 83.98584747,  84.0242691 ,  83.96142578, ...,  82.2760849 ,\n",
-      "           82.11148834,  82.05272675],\n",
-      "         [ 83.69013977,  83.62565613,  83.54139709, ...,  82.40211487,\n",
-      "           82.24057007,  82.16331482],\n",
-      "         ..., \n",
-      "         [ 56.00487518,  55.82138824,  55.96016693, ...,  74.6831665 ,\n",
-      "           75.10031891,  75.54785156],\n",
-      "         [ 56.17579269,  55.95241928,  55.99710083, ...,  76.12425232,\n",
-      "           76.40949249,  76.74016571],\n",
-      "         [ 56.55421448,  56.18653107,  56.16348267, ...,  77.27251434,\n",
-      "           76.97934723,  76.9725647 ]],\n",
-      "\n",
-      "        [[ 85.13110352,  85.24824524,  85.1783905 , ...,  82.8914032 ,\n",
-      "           82.77423859,  82.7970047 ],\n",
-      "         [ 85.61340332,  85.64511108,  85.54374695, ...,  82.9914856 ,\n",
-      "           82.86303711,  82.83744812],\n",
-      "         [ 85.29013062,  85.19839478,  85.06774139, ...,  83.12364197,\n",
-      "           82.99046326,  82.96640015],\n",
-      "         ..., \n",
-      "         [ 53.53768539,  53.50346756,  53.68740463, ...,  74.72367859,\n",
-      "           74.97111511,  75.11932373],\n",
-      "         [ 53.91967773,  53.69305801,  53.80491638, ...,  75.57769012,\n",
-      "           75.71508026,  75.8015976 ],\n",
-      "         [ 54.4054184 ,  54.0427475 ,  54.03995132, ...,  75.9278183 ,\n",
-      "           75.85469055,  75.91356659]],\n",
-      "\n",
-      "        [[ 88.27861023,  88.42076874,  88.28335571, ...,  85.396698  ,\n",
-      "           85.3144989 ,  85.38459778],\n",
-      "         [ 88.82057953,  88.85433197,  88.70492554, ...,  85.49871063,\n",
-      "           85.40431213,  85.42440033],\n",
-      "         [ 88.48612976,  88.36965179,  88.1998291 , ...,  85.6264267 ,\n",
-      "           85.53304291,  85.54503632],\n",
-      "         ..., \n",
-      "         [ 53.65719223,  53.55816269,  53.80716324, ...,  75.36706543,\n",
-      "           75.46440887,  75.54639435],\n",
-      "         [ 54.06665802,  53.82606888,  53.9600029 , ...,  75.85778046,\n",
-      "           75.98603821,  76.08346558],\n",
-      "         [ 54.56141281,  54.20844269,  54.22495651, ...,  76.17320251,\n",
-      "           76.03617859,  76.10919189]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 19.04078865,  18.14035606,  17.26373672, ...,  10.91037941,\n",
-      "           10.94761276,  11.0045557 ],\n",
-      "         [ 19.49707985,  18.45991516,  17.53331375, ...,  10.99521255,\n",
-      "           10.88761711,  10.93095016],\n",
-      "         [ 19.93987083,  18.53575134,  17.96756935, ...,  11.15205479,\n",
-      "           10.94181633,  10.83276558],\n",
-      "         ..., \n",
-      "         [  9.64114094,   9.2608223 ,   8.87948704, ...,   7.44868946,\n",
-      "            7.32501554,   7.0216651 ],\n",
-      "         [  9.22514439,   8.9295063 ,   8.64701176, ...,   7.19211912,\n",
-      "            7.02775764,   6.71711874],\n",
-      "         [  8.67223835,   8.54866123,   8.35248375, ...,   6.92161655,\n",
-      "            6.71854448,   6.50899076]],\n",
-      "\n",
-      "        [[  2.42632246,   2.34927177,   2.3042779 , ...,   2.34407902,\n",
-      "            2.27241325,   2.21135807],\n",
-      "         [  2.39820218,   2.28132653,   2.25599766, ...,   2.29239941,\n",
-      "            2.18533587,   2.11444402],\n",
-      "         [  2.35813498,   2.30682516,   2.3319416 , ...,   2.24635243,\n",
-      "            2.12758541,   2.04823399],\n",
-      "         ..., \n",
-      "         [  1.35633957,   1.26513302,   1.19626319, ...,   2.46419144,\n",
-      "            2.29598141,   2.12452412],\n",
-      "         [  1.39105392,   1.27273118,   1.18968105, ...,   2.35385966,\n",
-      "            2.19972491,   2.03267264],\n",
-      "         [  1.43777585,   1.30782831,   1.19936359, ...,   2.20126677,\n",
-      "            2.06426859,   1.93535101]],\n",
-      "\n",
-      "        [[  0.67135495,   0.66495687,   0.67689264, ...,   0.66792214,\n",
-      "            0.66185635,   0.66573548],\n",
-      "         [  0.65588498,   0.64330435,   0.65379852, ...,   0.66557395,\n",
-      "            0.66108984,   0.66502821],\n",
-      "         [  0.6490857 ,   0.65207738,   0.65745282, ...,   0.6765871 ,\n",
-      "            0.66989076,   0.67292821],\n",
-      "         ..., \n",
-      "         [  0.54283231,   0.65315247,   0.74997312, ...,   0.84486538,\n",
-      "            0.82632226,   0.80128932],\n",
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-      "         [  0.41047201,   0.46573934,   0.53437257, ...,   0.79829574,\n",
-      "            0.78728205,   0.7758339 ]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
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-      "    MemoryOrder: XYZ\n",
-      "    description: relative humidity\n",
-      "    units: %\n",
-      "    stagger: \n",
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-      "          1009.92047119,  1009.94537354,  1009.97363281]],\n",
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-      "          1005.10424805,  1005.26776123,  1005.49645996],\n",
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-      "          1005.38635254,  1005.50085449,  1005.70263672],\n",
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-      "          1004.40643311,  1004.47912598,  1004.52075195],\n",
-      "        [ 1000.94604492,  1000.94799805,  1000.86126709, ...,\n",
-      "          1004.2767334 ,  1004.30090332,  1004.57769775]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY\n",
-      "    description: sea level pressure\n",
-      "    units: hPa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
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-      "           2.44647598e+01,   2.32437954e+01,   2.10006657e+01],\n",
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-      "           3.24863968e+01,   3.12932816e+01,   2.87900181e+01],\n",
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-      "           4.07823067e+01,   3.97774811e+01,   3.72031441e+01]],\n",
-      "\n",
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-      "           3.51214781e-02,   4.06469405e-02,   8.31803456e-02],\n",
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-      "           0.00000000e+00,   0.00000000e+00,   3.05384398e-02],\n",
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-      "           4.80540619e+01,   5.10923347e+01,   5.34901352e+01],\n",
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-      "           4.80540619e+01,   5.10923347e+01,   5.34901352e+01]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY \n",
-      "    description: terrain height\n",
-      "    units: m\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
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-      "        [ 26.71571922,  26.66150284,  26.60911369, ...,  25.62618828,\n",
-      "          25.59453201,  25.56707764],\n",
-      "        ..., \n",
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-      "          24.46643066,  24.44397926],\n",
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-      "          26.06065559,  26.03703308],\n",
-      "        ..., \n",
-      "        [ 25.84604263,  25.87969971,  25.9007225 , ...,  24.38747025,\n",
-      "          24.40286255,  24.42279243],\n",
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-      "        [ 25.67613602,  25.72613525,  25.76588058, ...,  24.36510849,\n",
-      "          24.38096619,  24.39430237]],\n",
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-      "\n",
-      "       ..., \n",
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-      "          25.42188644,  25.30725098],\n",
-      "        [ 26.22552681,  26.23126793,  26.2363224 , ...,  25.74662971,\n",
-      "          25.56170654,  25.38960457],\n",
-      "        [ 26.26811028,  26.27744865,  26.27147675, ...,  25.84489632,\n",
-      "          25.67444229,  25.48586082],\n",
-      "        ..., \n",
-      "        [ 22.85924339,  22.8885231 ,  22.96845818, ...,  23.89961243,\n",
-      "          23.70969772,  23.70244217],\n",
-      "        [ 22.97539902,  23.01591873,  23.06809998, ...,  23.19825363,\n",
-      "          23.22487068,  23.27166557],\n",
-      "        [ 22.9745369 ,  23.01517105,  23.06727791, ...,  23.23484039,\n",
-      "          23.28470612,  23.32991409]],\n",
-      "\n",
-      "       [[ 26.50849724,  26.53131676,  26.53627586, ...,  26.22475815,\n",
-      "          26.23908806,  26.13105774],\n",
-      "        [ 26.46908569,  26.46068382,  26.48333931, ...,  26.24864578,\n",
-      "          26.26181602,  26.17617035],\n",
-      "        [ 26.4252224 ,  26.44067764,  26.44531822, ...,  26.27212524,\n",
-      "          26.28466034,  26.21464539],\n",
-      "        ..., \n",
-      "        [ 22.24027443,  22.31536293,  22.35973358, ...,  22.27685356,\n",
-      "          22.39392281,  22.56420135],\n",
-      "        [ 22.23226738,  22.31272888,  22.37340736, ...,  22.80650711,\n",
-      "          22.90809059,  23.07791901],\n",
-      "        [ 22.18593407,  22.27374268,  22.35321426, ...,  23.4847374 ,\n",
-      "          23.58062553,  23.67085457]],\n",
-      "\n",
-      "       [[ 26.29077339,  26.30698586,  26.3044796 , ...,  26.49787712,\n",
-      "          26.48482132,  26.46269226],\n",
-      "        [ 26.3431797 ,  26.34539223,  26.33238602, ...,  26.50991058,\n",
-      "          26.49918938,  26.48309898],\n",
-      "        [ 26.32944489,  26.31823349,  26.29993057, ...,  26.52131462,\n",
-      "          26.51393127,  26.50098991],\n",
-      "        ..., \n",
-      "        [ 22.758255  ,  22.68678665,  22.67219162, ...,  24.08869743,\n",
-      "          24.12829399,  24.18241692],\n",
-      "        [ 22.84059906,  22.76916885,  22.7402668 , ...,  24.18773079,\n",
-      "          24.20858192,  24.23295403],\n",
-      "        [ 22.94223976,  22.85596657,  22.80256081, ...,  24.25099564,\n",
-      "          24.20522499,  24.1993084 ]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY \n",
-      "    description: 2m dew point temperature\n",
-      "    units: degC\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'td' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[ 26.27621651,  26.21652794,  26.15933228, ...,  24.63342667,\n",
-      "           24.60868645,  24.59169197],\n",
-      "         [ 26.34877205,  26.29870987,  26.25043488, ...,  24.64783478,\n",
-      "           24.62168121,  24.60164452],\n",
-      "         [ 26.42603493,  26.38699913,  26.3489151 , ...,  24.66417122,\n",
-      "           24.63637543,  24.61349869],\n",
-      "         ..., \n",
-      "         [ 24.29208755,  24.32421684,  24.35761642, ...,  24.26455307,\n",
-      "           24.27845383,  24.28594971],\n",
-      "         [ 24.17855072,  24.20777321,  24.23878288, ...,  24.24277115,\n",
-      "           24.25647163,  24.26463127],\n",
-      "         [ 24.03637695,  24.06575775,  24.09716415, ...,  24.21848106,\n",
-      "           24.23262405,  24.24188614]],\n",
-      "\n",
-      "        [[ 25.60533905,  25.58071136,  25.55704689, ...,  23.36085701,\n",
-      "           23.34634972,  23.3430481 ],\n",
-      "         [ 25.6657505 ,  25.64676094,  25.62851715, ...,  23.32806778,\n",
-      "           23.31545639,  23.31209373],\n",
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-      "           23.28679657,  23.28345871],\n",
-      "         ..., \n",
-      "         [ 22.57441521,  22.67357445,  22.77365685, ...,  23.74412727,\n",
-      "           23.79603386,  23.83445549],\n",
-      "         [ 22.42407036,  22.51977539,  22.61680984, ...,  23.72068787,\n",
-      "           23.77010536,  23.80690575],\n",
-      "         [ 22.25332451,  22.3450222 ,  22.43896675, ...,  23.69440651,\n",
-      "           23.74162865,  23.77779961]],\n",
-      "\n",
-      "        [[ 24.68694115,  24.71049309,  24.73323059, ...,  22.95646477,\n",
-      "           22.94776154,  22.94871902],\n",
-      "         [ 24.73115349,  24.75477791,  24.77759171, ...,  22.92398453,\n",
-      "           22.91677094,  22.91797638],\n",
-      "         [ 24.77820396,  24.80179787,  24.82489777, ...,  22.89278221,\n",
-      "           22.88739586,  22.88837624],\n",
-      "         ..., \n",
-      "         [ 21.58711624,  21.75874901,  21.92900848, ...,  23.175951  ,\n",
-      "           23.22917557,  23.27087975],\n",
-      "         [ 21.41847229,  21.58859825,  21.75795174, ...,  23.14553642,\n",
-      "           23.19710922,  23.23814201],\n",
-      "         [ 21.23840332,  21.40540314,  21.5727005 , ...,  23.11548042,\n",
-      "           23.16526222,  23.20640564]],\n",
-      "\n",
-      "        ..., \n",
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-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
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-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]],\n",
-      "\n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]],\n",
-      "\n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 27.1723938 ,  27.19473076,  27.21271133, ...,  25.02937317,\n",
-      "           25.00278664,  24.97934914],\n",
-      "         [ 27.17917252,  27.22003746,  27.252985  , ...,  25.02263069,\n",
-      "           24.99519348,  24.97046852],\n",
-      "         [ 27.1794796 ,  27.21068192,  27.23963165, ...,  25.0216732 ,\n",
-      "           24.99571037,  24.97145462],\n",
-      "         ..., \n",
-      "         [ 24.60126686,  24.64577866,  24.66950035, ...,  24.284935  ,\n",
-      "           24.30051804,  24.31837082],\n",
-      "         [ 24.50112343,  24.55778313,  24.59431458, ...,  24.26885033,\n",
-      "           24.28366661,  24.29740334],\n",
-      "         [ 24.3903923 ,  24.45427132,  24.50440788, ...,  24.25361061,\n",
-      "           24.26681328,  24.27742004]],\n",
-      "\n",
-      "        [[ 26.39148331,  26.42604446,  26.46011353, ...,  24.45053673,\n",
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-      "           24.4193573 ,  24.3982029 ],\n",
-      "         [ 26.37737083,  26.40927315,  26.44952202, ...,  24.44047356,\n",
-      "           24.41876602,  24.39917564],\n",
-      "         ..., \n",
-      "         [ 23.95613098,  24.00608635,  24.02923584, ...,  23.88455963,\n",
-      "           23.89306068,  23.90364647],\n",
-      "         [ 23.85269356,  23.91481781,  23.95219231, ...,  23.84559631,\n",
-      "           23.85565567,  23.86593056],\n",
-      "         [ 23.73854446,  23.80625725,  23.85851479, ...,  23.8064785 ,\n",
-      "           23.81548691,  23.8267746 ]],\n",
-      "\n",
-      "        [[ 25.65947533,  25.68016052,  25.69962692, ...,  24.04657555,\n",
-      "           24.02851677,  24.01321602],\n",
-      "         [ 25.68106651,  25.68257141,  25.69119263, ...,  24.03700447,\n",
-      "           24.01783943,  24.00086212],\n",
-      "         [ 25.71006203,  25.71312523,  25.7238369 , ...,  24.03268814,\n",
-      "           24.01614952,  24.00284004],\n",
-      "         ..., \n",
-      "         [ 23.52296638,  23.57266235,  23.59583664, ...,  23.25867271,\n",
-      "           23.25500107,  23.24771118],\n",
-      "         [ 23.41967201,  23.48241615,  23.51962662, ...,  23.23610878,\n",
-      "           23.23627281,  23.23018456],\n",
-      "         [ 23.30609131,  23.37478256,  23.42757988, ...,  23.20929527,\n",
-      "           23.21330833,  23.21180916]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]],\n",
-      "\n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]],\n",
-      "\n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 27.30028343,  27.3110199 ,  27.32005501, ...,  25.43012619,\n",
-      "           25.42455864,  25.41229248],\n",
-      "         [ 27.3215847 ,  27.33087349,  27.33757591, ...,  25.47764397,\n",
-      "           25.49502754,  25.48519897],\n",
-      "         [ 27.3386116 ,  27.34726334,  27.35287094, ...,  25.50725746,\n",
-      "           25.53811073,  25.53031921],\n",
-      "         ..., \n",
-      "         [ 24.54206085,  24.5484848 ,  24.55688667, ...,  24.08985519,\n",
-      "           24.12176323,  24.11223984],\n",
-      "         [ 24.53853798,  24.53412056,  24.53572273, ...,  24.07437706,\n",
-      "           24.14166832,  24.12717438],\n",
-      "         [ 24.53863144,  24.52832222,  24.52495384, ...,  24.01555061,\n",
-      "           24.11300278,  24.11511421]],\n",
-      "\n",
-      "        [[ 26.87549973,  26.88274002,  26.88754463, ...,  24.81573105,\n",
-      "           24.82318878,  24.8110199 ],\n",
-      "         [ 26.89270401,  26.89796638,  26.90228271, ...,  24.87405777,\n",
-      "           24.89467049,  24.88501167],\n",
-      "         [ 26.90556145,  26.91092873,  26.91540527, ...,  24.91485786,\n",
-      "           24.94113541,  24.93427277],\n",
-      "         ..., \n",
-      "         [ 23.94389534,  23.94908905,  23.95399094, ...,  23.84012604,\n",
-      "           23.87877274,  23.87034035],\n",
-      "         [ 23.92461777,  23.92615509,  23.92914009, ...,  23.86252403,\n",
-      "           23.91174316,  23.89759064],\n",
-      "         [ 23.90432549,  23.90912628,  23.91322136, ...,  23.80989075,\n",
-      "           23.88800621,  23.89246941]],\n",
-      "\n",
-      "        [[ 26.33448601,  26.32309723,  26.31021309, ...,  24.36348152,\n",
-      "           24.37806892,  24.36605835],\n",
-      "         [ 26.32867813,  26.3157444 ,  26.31433678, ...,  24.42545891,\n",
-      "           24.44911957,  24.43989944],\n",
-      "         [ 26.3266964 ,  26.31422424,  26.3181324 , ...,  24.47011757,\n",
-      "           24.49624443,  24.49019814],\n",
-      "         ..., \n",
-      "         [ 23.53955841,  23.54421806,  23.54759789, ...,  22.96848297,\n",
-      "           22.99271011,  23.00712204],\n",
-      "         [ 23.51527023,  23.52213478,  23.52581787, ...,  23.01438141,\n",
-      "           23.04117966,  23.03605843],\n",
-      "         [ 23.48656464,  23.50067711,  23.50842285, ...,  23.00522041,\n",
-      "           23.03780556,  23.03203011]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]],\n",
-      "\n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]],\n",
-      "\n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[ 25.4375    ,  25.46403122,  25.46912003, ...,  24.6129055 ,\n",
-      "           24.36417198,  24.20777321],\n",
-      "         [ 25.46123314,  25.46510696,  25.46721649, ...,  24.72994614,\n",
-      "           24.48698616,  24.25076485],\n",
-      "         [ 25.50129318,  25.51072121,  25.50377464, ...,  24.82930374,\n",
-      "           24.59427071,  24.33392143],\n",
-      "         ..., \n",
-      "         [ 21.83482742,  21.87726212,  21.93421745, ...,  23.12126541,\n",
-      "           23.0648098 ,  23.05747223],\n",
-      "         [ 21.88422012,  21.92692184,  21.97107887, ...,  22.5184021 ,\n",
-      "           22.55608559,  22.60253334],\n",
-      "         [ 21.87454414,  21.92529488,  21.96932411, ...,  22.55337906,\n",
-      "           22.61170197,  22.65797806]],\n",
-      "\n",
-      "        [[ 24.99370003,  25.01648521,  25.01969528, ...,  24.03718758,\n",
-      "           23.81648064,  23.68357086],\n",
-      "         [ 25.01670456,  25.01791382,  25.01649475, ...,  24.13413239,\n",
-      "           23.90442467,  23.69463539],\n",
-      "         [ 25.05586052,  25.06357765,  25.05258369, ...,  24.22314262,\n",
-      "           23.99154854,  23.75138855],\n",
-      "         ..., \n",
-      "         [ 21.32471466,  21.37199593,  21.42080116, ...,  22.62681007,\n",
-      "           22.59359741,  22.5927887 ],\n",
-      "         [ 21.34905434,  21.3943882 ,  21.43728638, ...,  22.09679604,\n",
-      "           22.14165497,  22.19311333],\n",
-      "         [ 21.32050705,  21.3723011 ,  21.42007256, ...,  22.12153053,\n",
-      "           22.19840431,  22.24278069]],\n",
-      "\n",
-      "        [[ 24.63825226,  24.6634407 ,  24.66171455, ...,  23.61298943,\n",
-      "           23.40629768,  23.28779411],\n",
-      "         [ 24.66012192,  24.66008759,  24.65732384, ...,  23.70446777,\n",
-      "           23.48688316,  23.29635048],\n",
-      "         [ 24.6989727 ,  24.70574951,  24.69242859, ...,  23.78679466,\n",
-      "           23.56600761,  23.34446907],\n",
-      "         ..., \n",
-      "         [ 20.941082  ,  20.98950768,  21.03484917, ...,  22.20012665,\n",
-      "           22.1851635 ,  22.19684792],\n",
-      "         [ 20.95401382,  21.00164032,  21.04427719, ...,  21.72964096,\n",
-      "           21.78300476,  21.84199905],\n",
-      "         [ 20.91805458,  20.97238922,  21.02161598, ...,  21.785923  ,\n",
-      "           21.83262825,  21.88873291]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]],\n",
-      "\n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]],\n",
-      "\n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 25.75276756,  25.77823448,  25.77795219, ...,  25.31788635,\n",
-      "           25.31946182,  25.17329979],\n",
-      "         [ 25.69923592,  25.69112396,  25.71060181, ...,  25.34566498,\n",
-      "           25.34312057,  25.22230911],\n",
-      "         [ 25.64499283,  25.66053391,  25.66523743, ...,  25.37083435,\n",
-      "           25.36786842,  25.26626587],\n",
-      "         ..., \n",
-      "         [ 20.98431206,  21.07284355,  21.13093758, ...,  21.59075546,\n",
-      "           21.71611023,  21.90019608],\n",
-      "         [ 20.94067955,  21.03873634,  21.114645  , ...,  22.16798401,\n",
-      "           22.27870369,  22.46207428],\n",
-      "         [ 20.86274147,  20.96710587,  21.06504822, ...,  22.82427979,\n",
-      "           22.92598724,  23.02406883]],\n",
-      "\n",
-      "        [[ 25.32854462,  25.35185432,  25.34775543, ...,  24.73831177,\n",
-      "           24.74242783,  24.58726692],\n",
-      "         [ 25.2654953 ,  25.25709534,  25.27070045, ...,  24.76652908,\n",
-      "           24.76007652,  24.63070679],\n",
-      "         [ 25.20428467,  25.21767044,  25.21984673, ...,  24.78858566,\n",
-      "           24.78027916,  24.67067337],\n",
-      "         ..., \n",
-      "         [ 20.422472  ,  20.51947021,  20.58121872, ...,  21.13934326,\n",
-      "           21.25852585,  21.42248344],\n",
-      "         [ 20.38213158,  20.48804665,  20.56606293, ...,  21.71203232,\n",
-      "           21.8210907 ,  21.96816635],\n",
-      "         [ 20.31777954,  20.43103027,  20.52904892, ...,  22.3104496 ,\n",
-      "           22.41417503,  22.51969147]],\n",
-      "\n",
-      "        [[ 24.99043655,  25.01234245,  25.00613403, ...,  24.31222343,\n",
-      "           24.31225586,  24.16120338],\n",
-      "         [ 24.92152596,  24.9123764 ,  24.92374802, ...,  24.32922935,\n",
-      "           24.32113266,  24.19758797],\n",
-      "         [ 24.8575058 ,  24.86909485,  24.86937904, ...,  24.34387207,\n",
-      "           24.33485603,  24.23080063],\n",
-      "         ..., \n",
-      "         [ 20.03248405,  20.13014793,  20.1925354 , ...,  20.76802826,\n",
-      "           20.88648033,  21.04255867],\n",
-      "         [ 19.99584389,  20.10219002,  20.18002701, ...,  21.3413105 ,\n",
-      "           21.45196533,  21.58754158],\n",
-      "         [ 19.93696404,  20.05097389,  20.14929962, ...,  21.91856003,\n",
-      "           22.0265522 ,  22.1331501 ]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]],\n",
-      "\n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]],\n",
-      "\n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 25.54444313,  25.55646706,  25.54479408, ...,  25.6206665 ,\n",
-      "           25.59961891,  25.57011795],\n",
-      "         [ 25.60357666,  25.6038723 ,  25.58109665, ...,  25.63447952,\n",
-      "           25.61717606,  25.59261703],\n",
-      "         [ 25.57553864,  25.56122589,  25.53520012, ...,  25.64752769,\n",
-      "           25.63394547,  25.61395645],\n",
-      "         ..., \n",
-      "         [ 21.7301712 ,  21.66381073,  21.6805687 , ...,  23.89747047,\n",
-      "           23.93643951,  23.98801231],\n",
-      "         [ 21.73008537,  21.66732407,  21.669384  , ...,  23.98611832,\n",
-      "           23.99595642,  24.02028275],\n",
-      "         [ 21.77466393,  21.69389153,  21.67324257, ...,  24.06964302,\n",
-      "           24.00912476,  24.00805092]],\n",
-      "\n",
-      "        [[ 25.11954117,  25.13322067,  25.11198807, ...,  25.05324745,\n",
-      "           25.03786087,  25.01081085],\n",
-      "         [ 25.18350792,  25.18463898,  25.15358353, ...,  25.06731224,\n",
-      "           25.05545044,  25.03357506],\n",
-      "         [ 25.15109825,  25.13449097,  25.10128593, ...,  25.07945061,\n",
-      "           25.0717144 ,  25.05321121],\n",
-      "         ..., \n",
-      "         [ 20.90333366,  20.87435722,  20.9028492 , ...,  23.58293343,\n",
-      "           23.60735893,  23.63479614],\n",
-      "         [ 20.94375038,  20.88026237,  20.90258789, ...,  23.62338066,\n",
-      "           23.62504196,  23.6340065 ],\n",
-      "         [ 21.0056591 ,  20.92549324,  20.92618942, ...,  23.64739227,\n",
-      "           23.61748886,  23.59624672]],\n",
-      "\n",
-      "        [[ 24.77329445,  24.78748703,  24.75678825, ...,  24.60676575,\n",
-      "           24.60028076,  24.58053207],\n",
-      "         [ 24.8409996 ,  24.84186935,  24.80485535, ...,  24.62107658,\n",
-      "           24.61699677,  24.60087967],\n",
-      "         [ 24.80751228,  24.78870201,  24.74986839, ...,  24.63282394,\n",
-      "           24.63154793,  24.61856651],\n",
-      "         ..., \n",
-      "         [ 20.27478981,  20.23866081,  20.2940731 , ...,  23.11400414,\n",
-      "           23.11732864,  23.12779808],\n",
-      "         [ 20.320961  ,  20.26310539,  20.29550552, ...,  23.10991287,\n",
-      "           23.11517334,  23.12537766],\n",
-      "         [ 20.38426971,  20.31064796,  20.32249641, ...,  23.10232353,\n",
-      "           23.08117294,  23.07128143]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]],\n",
-      "\n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]],\n",
-      "\n",
-      "        [[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         ..., \n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072],\n",
-      "         [-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,\n",
-      "          -80.44786072, -80.44786072]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: dew point temperature\n",
-      "    units: degC\n",
-      "    stagger: \n",
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-      "         ..., \n",
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-      "          -62.06442261, -62.09547424],\n",
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-      "         [-62.48651123, -62.49284363, -62.48851013, ..., -62.12489319,\n",
-      "          -62.11442566, -62.12814331]]],\n",
-      "\n",
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-      "       [[[ 29.61273193,  29.60238647,  29.58496094, ...,  29.98208618,\n",
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-      "           29.97314453,  29.94055176],\n",
-      "         [ 29.61816406,  29.60742188,  29.6043396 , ...,  29.96246338,\n",
-      "           29.99124146,  29.95669556],\n",
-      "         ..., \n",
-      "         [ 30.31430054,  30.31134033,  30.30014038, ...,  25.66329956,\n",
-      "           25.590271  ,  25.57177734],\n",
-      "         [ 30.33169556,  30.33087158,  30.32611084, ...,  25.57650757,\n",
-      "           25.56393433,  25.54727173],\n",
-      "         [ 30.29125977,  30.32061768,  30.32687378, ...,  25.56784058,\n",
-      "           25.54733276,  25.5296936 ]],\n",
-      "\n",
-      "        [[ 28.9468689 ,  28.94061279,  28.92431641, ...,  29.24926758,\n",
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-      "         ..., \n",
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-      "           25.88607788,  25.88894653],\n",
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-      "           25.90875244,  25.92300415],\n",
-      "         [ 29.49127197,  29.53121948,  29.55111694, ...,  25.92980957,\n",
-      "           25.98898315,  26.03137207]],\n",
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-      "         [ 28.09490967,  28.08898926,  28.08679199, ...,  28.27786255,\n",
-      "           28.2947998 ,  28.26187134],\n",
-      "         ..., \n",
-      "         [ 28.53851318,  28.55264282,  28.55783081, ...,  26.39315796,\n",
-      "           26.38812256,  26.37722778],\n",
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-      "           26.44055176,  26.43197632]],\n",
-      "\n",
-      "        ..., \n",
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-      "         ..., \n",
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-      "         [-68.63192749, -68.58586121, -68.56321716, ..., -70.42991638,\n",
-      "          -70.37516785, -70.28060913]],\n",
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-      "          -64.18147278, -63.52622986],\n",
-      "         ..., \n",
-      "         [-64.12794495, -64.13380432, -64.16766357, ..., -67.65489197,\n",
-      "          -67.60714722, -67.58532715],\n",
-      "         [-64.25537109, -64.25003052, -64.27661133, ..., -67.44319153,\n",
-      "          -67.39579773, -67.35113525],\n",
-      "         [-64.38458252, -64.36856079, -64.37184143, ..., -67.17593384,\n",
-      "          -67.13882446, -67.10762024]],\n",
-      "\n",
-      "        [[-63.78672791, -63.71128845, -63.68585205, ..., -63.32133484,\n",
-      "          -63.10058594, -62.97232056],\n",
-      "         [-63.8913269 , -63.84489441, -63.85232544, ..., -63.39846802,\n",
-      "          -63.17961121, -63.04786682],\n",
-      "         [-64.03703308, -64.01774597, -64.04055786, ..., -63.45127869,\n",
-      "          -63.22137451, -63.05448914],\n",
-      "         ..., \n",
-      "         [-61.8662262 , -61.92657471, -61.98118591, ..., -63.07572937,\n",
-      "          -63.07568359, -63.10688782],\n",
-      "         [-61.84898376, -61.90594482, -61.96232605, ..., -63.00216675,\n",
-      "          -63.00480652, -63.03395081],\n",
-      "         [-61.84277344, -61.90545654, -61.9380188 , ..., -62.89056396,\n",
-      "          -62.92932129, -62.96237183]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[ 28.64361572,  28.6546936 ,  28.62863159, ...,  28.93161011,\n",
-      "           29.18457031,  29.43484497],\n",
-      "         [ 28.64178467,  28.6373291 ,  28.62298584, ...,  29.03060913,\n",
-      "           29.32437134,  29.60064697],\n",
-      "         [ 28.66107178,  28.66174316,  28.64135742, ...,  29.11437988,\n",
-      "           29.44528198,  29.76528931],\n",
-      "         ..., \n",
-      "         [ 31.66418457,  31.67858887,  31.67807007, ...,  31.65304565,\n",
-      "           31.75106812,  31.80227661],\n",
-      "         [ 31.58569336,  31.6031189 ,  31.62149048, ...,  32.16616821,\n",
-      "           32.19055176,  32.2104187 ],\n",
-      "         [ 31.5826416 ,  31.61114502,  31.62985229, ...,  32.11517334,\n",
-      "           32.13098145,  32.16259766]],\n",
-      "\n",
-      "        [[ 27.87631226,  27.88583374,  27.85995483, ...,  28.17193604,\n",
-      "           28.38775635,  28.55551147],\n",
-      "         [ 27.87335205,  27.86956787,  27.85510254, ...,  28.28494263,\n",
-      "           28.565979  ,  28.79553223],\n",
-      "         [ 27.89193726,  27.89343262,  27.87332153, ...,  28.37902832,\n",
-      "           28.70199585,  28.99661255],\n",
-      "         ..., \n",
-      "         [ 30.66790771,  30.67504883,  30.68768311, ...,  30.68835449,\n",
-      "           30.76593018,  30.81481934],\n",
-      "         [ 30.60498047,  30.62210083,  30.64172363, ...,  31.14358521,\n",
-      "           31.1640625 ,  31.18276978],\n",
-      "         [ 30.59747314,  30.62301636,  30.64517212, ...,  31.05419922,\n",
-      "           31.08050537,  31.10836792]],\n",
-      "\n",
-      "        [[ 26.90631104,  26.92263794,  26.8963623 , ...,  27.21469116,\n",
-      "           27.418396  ,  27.57385254],\n",
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-      "           27.73806763,  28.01437378],\n",
-      "         ..., \n",
-      "         [ 29.6305542 ,  29.64050293,  29.65158081, ...,  29.66445923,\n",
-      "           29.73269653,  29.77954102],\n",
-      "         [ 29.57470703,  29.59338379,  29.61169434, ...,  30.08883667,\n",
-      "           30.10995483,  30.12698364],\n",
-      "         [ 29.56692505,  29.59365845,  29.61410522, ...,  30.00048828,\n",
-      "           30.02148438,  30.04718018]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[-74.85037231, -74.89193726, -74.90493774, ..., -72.86647034,\n",
-      "          -72.64027405, -72.42816162],\n",
-      "         [-74.60087585, -74.64590454, -74.68283081, ..., -72.80749512,\n",
-      "          -72.62672424, -72.51077271],\n",
-      "         [-74.37171936, -74.4079895 , -74.45979309, ..., -72.77667236,\n",
-      "          -72.61123657, -72.51261902],\n",
-      "         ..., \n",
-      "         [-68.22802734, -68.27282715, -68.3973999 , ..., -69.47833252,\n",
-      "          -69.35662842, -69.24794006],\n",
-      "         [-68.19616699, -68.19824219, -68.2819519 , ..., -69.24668884,\n",
-      "          -69.1502533 , -69.03923035],\n",
-      "         [-68.19857788, -68.16802979, -68.19525146, ..., -69.06095886,\n",
-      "          -68.8848114 , -68.61010742]],\n",
-      "\n",
-      "        [[-71.53897095, -71.50619507, -71.36431885, ..., -68.96800232,\n",
-      "          -68.78738403, -68.53010559],\n",
-      "         [-71.56259155, -71.55447388, -71.4210968 , ..., -68.91911316,\n",
-      "          -68.74732971, -68.61073303],\n",
-      "         [-71.39930725, -71.3044281 , -71.11682129, ..., -68.8730011 ,\n",
-      "          -68.73876953, -68.61769104],\n",
-      "         ..., \n",
-      "         [-63.97103882, -64.03897095, -64.23403931, ..., -66.12976074,\n",
-      "          -65.9490509 , -65.81822205],\n",
-      "         [-63.94490051, -63.90028381, -63.98919678, ..., -65.88175964,\n",
-      "          -65.71949768, -65.58940125],\n",
-      "         [-64.0447998 , -63.85971069, -63.95796204, ..., -65.50276184,\n",
-      "          -65.5075531 , -65.42974854]],\n",
-      "\n",
-      "        [[-66.02731323, -66.03913879, -65.92424011, ..., -64.57440186,\n",
-      "          -64.48474121, -64.3584137 ],\n",
-      "         [-66.06910706, -66.05877686, -65.93778992, ..., -64.5274353 ,\n",
-      "          -64.39302063, -64.25674438],\n",
-      "         [-66.06802368, -66.03674316, -65.90061951, ..., -64.4666748 ,\n",
-      "          -64.32362366, -64.19529724],\n",
-      "         ..., \n",
-      "         [-62.45799255, -62.58821106, -62.83247375, ..., -63.6577301 ,\n",
-      "          -63.58410645, -63.52418518],\n",
-      "         [-62.35705566, -62.35246277, -62.49206543, ..., -63.56466675,\n",
-      "          -63.49819946, -63.432724  ],\n",
-      "         [-62.38441467, -62.37718201, -62.27201843, ..., -63.40306091,\n",
-      "          -63.34938049, -63.31201172]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 28.9302063 ,  28.93435669,  28.89465332, ...,  28.78509521,\n",
-      "           28.94683838,  29.1260376 ],\n",
-      "         [ 28.91275024,  28.88040161,  28.90100098, ...,  28.78741455,\n",
-      "           28.95098877,  29.14202881],\n",
-      "         [ 28.86282349,  28.85476685,  28.84869385, ...,  28.78796387,\n",
-      "           28.96075439,  29.15505981],\n",
-      "         ..., \n",
-      "         [ 33.2583313 ,  33.24514771,  33.23031616, ...,  32.32720947,\n",
-      "           32.22375488,  32.06192017],\n",
-      "         [ 33.27172852,  33.25064087,  33.22808838, ...,  31.60507202,\n",
-      "           31.57098389,  31.42486572],\n",
-      "         [ 33.28436279,  33.26959229,  33.23657227, ...,  30.79367065,\n",
-      "           30.82589722,  30.89300537]],\n",
-      "\n",
-      "        [[ 28.16409302,  28.17092896,  28.12890625, ...,  28.01538086,\n",
-      "           28.18313599,  28.36627197],\n",
-      "         [ 28.14562988,  28.12243652,  28.14111328, ...,  28.02462769,\n",
-      "           28.19067383,  28.38562012],\n",
-      "         [ 28.09194946,  28.09103394,  28.08724976, ...,  28.0255127 ,\n",
-      "           28.20108032,  28.39929199],\n",
-      "         ..., \n",
-      "         [ 32.38800049,  32.39129639,  32.37930298, ...,  31.46575928,\n",
-      "           31.36309814,  31.2243042 ],\n",
-      "         [ 32.40097046,  32.3918457 ,  32.37088013, ...,  30.75650024,\n",
-      "           30.72512817,  30.62036133],\n",
-      "         [ 32.40383911,  32.38314819,  32.35003662, ...,  30.01324463,\n",
-      "           30.03643799,  30.10958862]],\n",
-      "\n",
-      "        [[ 27.19146729,  27.19799805,  27.15426636, ...,  27.05749512,\n",
-      "           27.21505737,  27.39639282],\n",
-      "         [ 27.17034912,  27.14794922,  27.16769409, ...,  27.06121826,\n",
-      "           27.22283936,  27.41531372],\n",
-      "         [ 27.12002563,  27.1177063 ,  27.11355591, ...,  27.06137085,\n",
-      "           27.23452759,  27.42770386],\n",
-      "         ..., \n",
-      "         [ 31.37136841,  31.37188721,  31.35995483, ...,  30.48104858,\n",
-      "           30.38372803,  30.25335693],\n",
-      "         [ 31.38140869,  31.37182617,  31.35083008, ...,  29.78488159,\n",
-      "           29.75488281,  29.66369629],\n",
-      "         [ 31.37869263,  31.34674072,  31.33096313, ...,  29.07424927,\n",
-      "           29.10812378,  29.15866089]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[-77.56286621, -77.69136047, -77.81378174, ..., -71.03845215,\n",
-      "          -71.04321289, -71.18096924],\n",
-      "         [-77.69262695, -77.85968018, -77.99145508, ..., -70.58323669,\n",
-      "          -70.65615845, -70.75119019],\n",
-      "         [-77.79020691, -77.96684265, -78.10012817, ..., -70.33631897,\n",
-      "          -70.37461853, -70.47409058],\n",
-      "         ..., \n",
-      "         [-72.02334595, -71.63554382, -71.30770874, ..., -68.99594116,\n",
-      "          -68.8241272 , -68.72227478],\n",
-      "         [-72.19352722, -71.89830017, -71.56855774, ..., -68.95858765,\n",
-      "          -68.83340454, -68.78283691],\n",
-      "         [-72.38018799, -72.07139587, -71.91262817, ..., -69.06539917,\n",
-      "          -68.97647095, -69.02243042]],\n",
-      "\n",
-      "        [[-74.61685181, -75.15834045, -75.60102844, ..., -66.69348145,\n",
-      "          -66.97814941, -67.32000732],\n",
-      "         [-75.04521179, -75.57301331, -75.9740448 , ..., -66.75553894,\n",
-      "          -67.07261658, -67.34390259],\n",
-      "         [-75.42649841, -75.86560059, -76.21725464, ..., -66.84239197,\n",
-      "          -67.09054565, -67.32035828],\n",
-      "         ..., \n",
-      "         [-69.67807007, -69.09359741, -68.64610291, ..., -65.84965515,\n",
-      "          -65.7089386 , -65.71540833],\n",
-      "         [-69.95414734, -69.52928162, -69.0430603 , ..., -65.71499634,\n",
-      "          -65.61260986, -65.48236084],\n",
-      "         [-69.98312378, -69.96905518, -69.38902283, ..., -65.71014404,\n",
-      "          -65.67298889, -65.6680603 ]],\n",
-      "\n",
-      "        [[-66.23623657, -66.51742554, -66.7245636 , ..., -64.15196228,\n",
-      "          -64.29721069, -64.40011597],\n",
-      "         [-66.50439453, -66.77740479, -66.9130249 , ..., -63.82304382,\n",
-      "          -63.93000793, -64.02520752],\n",
-      "         [-66.74810791, -66.93647766, -67.02055359, ..., -63.56239319,\n",
-      "          -63.6204071 , -63.69200134],\n",
-      "         ..., \n",
-      "         [-65.16737366, -65.08360291, -64.85955811, ..., -63.77392578,\n",
-      "          -63.68228149, -63.54464722],\n",
-      "         [-65.16023254, -65.24510193, -65.01014709, ..., -63.68209839,\n",
-      "          -63.60636902, -63.44311523],\n",
-      "         [-65.09051514, -65.23384094, -65.16641235, ..., -63.59988403,\n",
-      "          -63.54714966, -63.48919678]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 28.91610718,  28.90649414,  28.89968872, ...,  29.27883911,\n",
-      "           29.28582764,  29.25979614],\n",
-      "         [ 28.8883667 ,  28.88088989,  28.86984253, ...,  29.26934814,\n",
-      "           29.28530884,  29.27178955],\n",
-      "         [ 28.91903687,  28.91717529,  28.90713501, ...,  29.25695801,\n",
-      "           29.27612305,  29.2711792 ],\n",
-      "         ..., \n",
-      "         [ 31.70983887,  31.69448853,  31.66973877, ...,  29.09359741,\n",
-      "           29.04003906,  28.99343872],\n",
-      "         [ 31.65716553,  31.65786743,  31.64627075, ...,  28.86230469,\n",
-      "           28.80923462,  28.76159668],\n",
-      "         [ 31.58963013,  31.61465454,  31.5993042 , ...,  28.69610596,\n",
-      "           28.697052  ,  28.69741821]],\n",
-      "\n",
-      "        [[ 28.15689087,  28.14788818,  28.13964844, ...,  28.53790283,\n",
-      "           28.54577637,  28.5128479 ],\n",
-      "         [ 28.12805176,  28.12295532,  28.11065674, ...,  28.53216553,\n",
-      "           28.54598999,  28.52835083],\n",
-      "         [ 28.15826416,  28.15914917,  28.1505127 , ...,  28.51791382,\n",
-      "           28.53695679,  28.52252197],\n",
-      "         ..., \n",
-      "         [ 31.58987427,  31.56930542,  31.54107666, ...,  28.75479126,\n",
-      "           28.72451782,  28.7199707 ],\n",
-      "         [ 31.51123047,  31.51473999,  31.50311279, ...,  28.60476685,\n",
-      "           28.57580566,  28.56594849],\n",
-      "         [ 31.4239502 ,  31.45205688,  31.45367432, ...,  28.55175781,\n",
-      "           28.53665161,  28.50115967]],\n",
-      "\n",
-      "        [[ 27.18899536,  27.17669678,  27.17098999, ...,  27.57302856,\n",
-      "           27.5824585 ,  27.54806519],\n",
-      "         [ 27.15646362,  27.15097046,  27.14086914, ...,  27.56784058,\n",
-      "           27.58215332,  27.56140137],\n",
-      "         [ 27.18511963,  27.18771362,  27.17974854, ...,  27.55496216,\n",
-      "           27.57196045,  27.55606079],\n",
-      "         ..., \n",
-      "         [ 30.8677063 ,  30.8600769 ,  30.84069824, ...,  28.11834717,\n",
-      "           28.10009766,  28.09283447],\n",
-      "         [ 30.78741455,  30.80102539,  30.7935791 , ...,  28.0045166 ,\n",
-      "           27.9815979 ,  27.97076416],\n",
-      "         [ 30.69992065,  30.73126221,  30.7388916 , ...,  27.92654419,\n",
-      "           27.93463135,  27.90808105]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[-76.34733582, -76.2794342 , -76.20161438, ..., -72.01631165,\n",
-      "          -72.05036926, -72.07624817],\n",
-      "         [-76.37269592, -76.29138184, -76.21298218, ..., -72.09065247,\n",
-      "          -72.04663086, -72.07400513],\n",
-      "         [-76.39245605, -76.21037292, -76.26083374, ..., -72.19830322,\n",
-      "          -72.09753418, -72.04302979],\n",
-      "         ..., \n",
-      "         [-72.68807983, -72.39094543, -72.08189392, ..., -69.7539978 ,\n",
-      "          -69.48970032, -69.08898926],\n",
-      "         [-72.6710968 , -72.40925598, -72.1529541 , ..., -69.49060059,\n",
-      "          -69.19352722, -68.78627014],\n",
-      "         [-72.53172302, -72.38308716, -72.17875671, ..., -69.19966125,\n",
-      "          -68.86833191, -68.56613159]],\n",
-      "\n",
-      "        [[-67.69322205, -67.64607239, -67.62214661, ..., -66.91996765,\n",
-      "          -66.78567505, -66.64808655],\n",
-      "         [-67.58882141, -67.4540863 , -67.50700378, ..., -66.85517883,\n",
-      "          -66.63121033, -66.45956421],\n",
-      "         [-67.43798828, -67.49656677, -67.66503906, ..., -66.79177856,\n",
-      "          -66.53643799, -66.34472656],\n",
-      "         ..., \n",
-      "         [-63.33865356, -63.01394653, -62.74610901, ..., -66.7885437 ,\n",
-      "          -66.39431763, -65.99510193],\n",
-      "         [-63.52937317, -63.07839966, -62.75215149, ..., -66.50233459,\n",
-      "          -66.12530518, -65.70605469],\n",
-      "         [-63.77871704, -63.28863525, -62.840271  , ..., -66.10139465,\n",
-      "          -65.74523926, -65.40852356]],\n",
-      "\n",
-      "        [[-63.19618225, -63.08074951, -63.17680359, ..., -63.46411133,\n",
-      "          -63.43943787, -63.48475647],\n",
-      "         [-63.07264709, -62.89897156, -62.95169067, ..., -63.44413757,\n",
-      "          -63.427948  , -63.47525024],\n",
-      "         [-62.98352051, -62.97009277, -62.97845459, ..., -63.51976013,\n",
-      "          -63.4861908 , -63.52890015],\n",
-      "         ..., \n",
-      "         [-62.23760986, -63.07563782, -63.7396698 , ..., -64.3175354 ,\n",
-      "          -64.21118164, -64.03686523],\n",
-      "         [-61.60794067, -62.35877991, -63.02236938, ..., -64.21121216,\n",
-      "          -64.12969971, -64.02177429],\n",
-      "         [-61.0925293 , -61.61575317, -62.21821594, ..., -64.02246094,\n",
-      "          -63.95491028, -63.88232422]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: temperature\n",
-      "    units: degC\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'theta' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[ 303.44677734,  303.41116333,  303.36828613, ...,  303.25482178,\n",
-      "           303.16061401,  303.07275391],\n",
-      "         [ 303.48568726,  303.45584106,  303.41949463, ...,  303.34643555,\n",
-      "           303.24810791,  303.15408325],\n",
-      "         [ 303.51885986,  303.49362183,  303.46286011, ...,  303.4369812 ,\n",
-      "           303.33456421,  303.23431396],\n",
-      "         ..., \n",
-      "         [ 304.14547729,  304.01593018,  303.88549805, ...,  300.61016846,\n",
-      "           300.48950195,  300.40567017],\n",
-      "         [ 304.16345215,  304.0401001 ,  303.91586304, ...,  300.6756897 ,\n",
-      "           300.55957031,  300.47427368],\n",
-      "         [ 304.16345215,  304.0569458 ,  303.94067383, ...,  300.7409668 ,\n",
-      "           300.62963867,  300.54232788]],\n",
-      "\n",
-      "        [[ 303.71820068,  303.69949341,  303.67523193, ...,  303.20553589,\n",
-      "           303.10287476,  303.00942993],\n",
-      "         [ 303.75112915,  303.73571777,  303.71530151, ...,  303.28366089,\n",
-      "           303.17941284,  303.08145142],\n",
-      "         [ 303.77923584,  303.7661438 ,  303.7487793 , ...,  303.362854  ,\n",
-      "           303.25735474,  303.15496826],\n",
-      "         ..., \n",
-      "         [ 304.16265869,  304.01675415,  303.8699646 , ...,  301.73547363,\n",
-      "           301.6940918 ,  301.66210938],\n",
-      "         [ 304.21118164,  304.06951904,  303.92687988, ...,  301.81964111,\n",
-      "           301.78018188,  301.74838257],\n",
-      "         [ 304.26223755,  304.12579346,  303.98831177, ...,  301.90005493,\n",
-      "           301.86239624,  301.83062744]],\n",
-      "\n",
-      "        [[ 304.08847046,  304.09298706,  304.0930481 , ...,  303.3203125 ,\n",
-      "           303.21612549,  303.12014771],\n",
-      "         [ 304.11322021,  304.11758423,  304.11758423, ...,  303.38842773,\n",
-      "           303.28179932,  303.18118286],\n",
-      "         [ 304.1343689 ,  304.13787842,  304.13766479, ...,  303.45718384,\n",
-      "           303.34838867,  303.24316406],\n",
-      "         ..., \n",
-      "         [ 304.26278687,  304.112854  ,  303.96173096, ...,  302.19277954,\n",
-      "           302.16818237,  302.14834595],\n",
-      "         [ 304.32223511,  304.17633057,  304.02908325, ...,  302.27368164,\n",
-      "           302.24969482,  302.22894287],\n",
-      "         [ 304.38360596,  304.24273682,  304.10043335, ...,  302.35494995,\n",
-      "           302.33148193,  302.30960083]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 417.7119751 ,  417.60235596,  417.50274658, ...,  418.53805542,\n",
-      "           418.33557129,  418.18591309],\n",
-      "         [ 417.73162842,  417.62319946,  417.52539062, ...,  418.87564087,\n",
-      "           418.67544556,  418.5249939 ],\n",
-      "         [ 417.75921631,  417.6539917 ,  417.56015015, ...,  419.22241211,\n",
-      "           419.02542114,  418.87493896],\n",
-      "         ..., \n",
-      "         [ 423.9803772 ,  424.02365112,  424.06365967, ...,  422.43084717,\n",
-      "           422.47390747,  422.52810669],\n",
-      "         [ 423.92730713,  423.96624756,  424.00198364, ...,  422.52511597,\n",
-      "           422.57577515,  422.63519287],\n",
-      "         [ 423.86947632,  423.90643311,  423.94024658, ...,  422.6300354 ,\n",
-      "           422.68637085,  422.74908447]],\n",
-      "\n",
-      "        [[ 448.23345947,  448.17340088,  448.12600708, ...,  451.25439453,\n",
-      "           451.15136719,  451.07025146],\n",
-      "         [ 448.35244751,  448.29476929,  448.25152588, ...,  451.59490967,\n",
-      "           451.49630737,  451.41772461],\n",
-      "         [ 448.48370361,  448.42987061,  448.39349365, ...,  451.94116211,\n",
-      "           451.847229  ,  451.77148438],\n",
-      "         ..., \n",
-      "         [ 454.66296387,  454.71105957,  454.7545166 , ...,  453.45053101,\n",
-      "           453.43081665,  453.41650391],\n",
-      "         [ 454.61895752,  454.66445923,  454.70532227, ...,  453.45053101,\n",
-      "           453.43978882,  453.43978882],\n",
-      "         [ 454.56881714,  454.61398315,  454.65454102, ...,  453.47769165,\n",
-      "           453.47235107,  453.47674561]],\n",
-      "\n",
-      "        [[ 477.86962891,  477.86444092,  477.8737793 , ...,  482.94830322,\n",
-      "           483.03311157,  483.03341675],\n",
-      "         [ 478.01672363,  478.01608276,  478.03027344, ...,  483.11846924,\n",
-      "           483.20361328,  483.20361328],\n",
-      "         [ 478.18078613,  478.18389893,  478.20318604, ...,  483.28710938,\n",
-      "           483.37161255,  483.3711853 ],\n",
-      "         ..., \n",
-      "         [ 484.66162109,  484.65246582,  484.63748169, ...,  484.92144775,\n",
-      "           484.84484863,  484.77337646],\n",
-      "         [ 484.77346802,  484.76773071,  484.75531006, ...,  484.81896973,\n",
-      "           484.7432251 ,  484.67337036],\n",
-      "         [ 484.88320923,  484.88146973,  484.87225342, ...,  484.73431396,\n",
-      "           484.65911865,  484.590271  ]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 303.09552002,  303.08743286,  303.02212524, ...,  302.99957275,\n",
-      "           302.9515686 ,  302.91064453],\n",
-      "         [ 303.06295776,  303.03717041,  303.02703857, ...,  302.98101807,\n",
-      "           302.93530273,  302.89697266],\n",
-      "         [ 303.06195068,  303.04522705,  303.05123901, ...,  302.96627808,\n",
-      "           302.92770386,  302.8956604 ],\n",
-      "         ..., \n",
-      "         [ 303.27099609,  303.26177979,  303.25747681, ...,  299.34634399,\n",
-      "           299.34362793,  299.34960938],\n",
-      "         [ 303.31719971,  303.30267334,  303.29309082, ...,  299.36486816,\n",
-      "           299.35995483,  299.36785889],\n",
-      "         [ 303.37149048,  303.35037231,  303.33398438, ...,  299.39019775,\n",
-      "           299.38394165,  299.38482666]],\n",
-      "\n",
-      "        [[ 303.31484985,  303.30325317,  303.26580811, ...,  302.99810791,\n",
-      "           302.94839478,  302.90612793],\n",
-      "         [ 303.33065796,  303.30627441,  303.28543091, ...,  302.97845459,\n",
-      "           302.93109131,  302.89157104],\n",
-      "         [ 303.3493042 ,  303.32424927,  303.31253052, ...,  302.96218872,\n",
-      "           302.92144775,  302.88796997],\n",
-      "         ..., \n",
-      "         [ 303.23913574,  303.23138428,  303.22674561, ...,  300.87216187,\n",
-      "           300.89468384,  300.92245483],\n",
-      "         [ 303.2868042 ,  303.27346802,  303.26339722, ...,  300.93682861,\n",
-      "           300.94934082,  300.96969604],\n",
-      "         [ 303.34194946,  303.32034302,  303.30389404, ...,  301.00360107,\n",
-      "           301.01098633,  301.01586914]],\n",
-      "\n",
-      "        [[ 303.56069946,  303.55160522,  303.53533936, ...,  303.00479126,\n",
-      "           302.95471191,  302.91195679],\n",
-      "         [ 303.57681274,  303.5692749 ,  303.56243896, ...,  302.98461914,\n",
-      "           302.93682861,  302.89697266],\n",
-      "         [ 303.59231567,  303.58596802,  303.58050537, ...,  302.96755981,\n",
-      "           302.92526245,  302.89108276],\n",
-      "         ..., \n",
-      "         [ 303.23944092,  303.2303772 ,  303.22546387, ...,  301.61990356,\n",
-      "           301.62536621,  301.6335144 ],\n",
-      "         [ 303.28668213,  303.2723999 ,  303.26248169, ...,  301.65982056,\n",
-      "           301.66070557,  301.66741943],\n",
-      "         [ 303.34048462,  303.31896973,  303.30383301, ...,  301.70440674,\n",
-      "           301.70083618,  301.70071411]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 428.38839722,  428.17163086,  427.95254517, ...,  421.54837036,\n",
-      "           421.12911987,  421.2706604 ],\n",
-      "         [ 428.24041748,  427.98345947,  427.6942749 , ...,  421.63153076,\n",
-      "           421.34204102,  421.28485107],\n",
-      "         [ 428.10409546,  427.83660889,  427.47570801, ...,  422.09225464,\n",
-      "           421.67184448,  421.45184326],\n",
-      "         ..., \n",
-      "         [ 423.26101685,  423.33099365,  423.38473511, ...,  426.77676392,\n",
-      "           426.68597412,  426.57272339],\n",
-      "         [ 423.17480469,  423.2623291 ,  423.32717896, ...,  426.65588379,\n",
-      "           426.61404419,  426.48077393],\n",
-      "         [ 423.2543335 ,  423.20544434,  423.21829224, ...,  426.44775391,\n",
-      "           426.47122192,  426.40368652]],\n",
-      "\n",
-      "        [[ 453.87365723,  453.2668457 ,  452.65032959, ...,  449.9420166 ,\n",
-      "           449.55358887,  449.6149292 ],\n",
-      "         [ 453.37927246,  452.75411987,  452.10354614, ...,  449.88964844,\n",
-      "           449.45404053,  449.4730835 ],\n",
-      "         [ 453.04626465,  452.47589111,  451.84185791, ...,  449.99334717,\n",
-      "           449.47363281,  449.31219482],\n",
-      "         ..., \n",
-      "         [ 454.18695068,  454.30773926,  454.50219727, ...,  456.68701172,\n",
-      "           456.65039062,  456.55123901],\n",
-      "         [ 454.27954102,  454.37365723,  454.52215576, ...,  456.59204102,\n",
-      "           456.58972168,  456.49047852],\n",
-      "         [ 454.4546814 ,  454.48428345,  454.56115723, ...,  456.43048096,\n",
-      "           456.47766113,  456.44671631]],\n",
-      "\n",
-      "        [[ 480.80514526,  480.56246948,  480.28805542, ...,  478.80221558,\n",
-      "           478.60089111,  478.46438599],\n",
-      "         [ 480.5546875 ,  480.30267334,  480.01885986, ...,  478.86169434,\n",
-      "           478.59356689,  478.4800415 ],\n",
-      "         [ 480.38995361,  480.19680786,  479.93405151, ...,  478.98687744,\n",
-      "           478.66256714,  478.52575684],\n",
-      "         ..., \n",
-      "         [ 483.57165527,  483.63671875,  483.64453125, ...,  485.07061768,\n",
-      "           485.00439453,  484.94656372],\n",
-      "         [ 483.76702881,  483.82150269,  483.81207275, ...,  484.99066162,\n",
-      "           484.94567871,  484.8963623 ],\n",
-      "         [ 484.00747681,  483.99630737,  483.98236084, ...,  484.88995361,\n",
-      "           484.88150024,  484.85192871]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 302.87228394,  302.87023926,  302.85980225, ...,  302.98995972,\n",
-      "           302.92678833,  302.89767456],\n",
-      "         [ 302.88000488,  302.8770752 ,  302.87597656, ...,  302.99346924,\n",
-      "           302.98120117,  302.94760132],\n",
-      "         [ 302.89208984,  302.88858032,  302.89248657, ...,  302.98202515,\n",
-      "           303.00042725,  302.96466064],\n",
-      "         ..., \n",
-      "         [ 303.50268555,  303.49795532,  303.48760986, ...,  298.68945312,\n",
-      "           298.63870239,  298.63009644],\n",
-      "         [ 303.51446533,  303.51733398,  303.51153564, ...,  298.58911133,\n",
-      "           298.59646606,  298.59191895],\n",
-      "         [ 303.46633911,  303.50030518,  303.50857544, ...,  298.56430054,\n",
-      "           298.56195068,  298.55456543]],\n",
-      "\n",
-      "        [[ 302.92419434,  302.92285156,  302.91479492, ...,  302.97680664,\n",
-      "           302.91662598,  302.88366699],\n",
-      "         [ 302.93325806,  302.93127441,  302.93127441, ...,  302.9788208 ,\n",
-      "           302.96942139,  302.934021  ],\n",
-      "         [ 302.94680786,  302.94424438,  302.94854736, ...,  302.97555542,\n",
-      "           302.98840332,  302.95129395],\n",
-      "         ..., \n",
-      "         [ 303.44937134,  303.45980835,  303.45327759, ...,  299.62039185,\n",
-      "           299.63626099,  299.65158081],\n",
-      "         [ 303.44937134,  303.45983887,  303.45983887, ...,  299.60464478,\n",
-      "           299.64486694,  299.67233276],\n",
-      "         [ 303.38684082,  303.42718506,  303.44812012, ...,  299.62957764,\n",
-      "           299.70599365,  299.75387573]],\n",
-      "\n",
-      "        [[ 303.01333618,  303.01950073,  303.02026367, ...,  302.96286011,\n",
-      "           302.92355347,  302.89059448],\n",
-      "         [ 303.0322876 ,  303.03695679,  303.04013062, ...,  302.98013306,\n",
-      "           302.97445679,  302.93893433],\n",
-      "         [ 303.0524292 ,  303.0553894 ,  303.0597229 , ...,  302.98294067,\n",
-      "           302.99221802,  302.95541382],\n",
-      "         ..., \n",
-      "         [ 303.42956543,  303.43963623,  303.43963623, ...,  301.09274292,\n",
-      "           301.10925293,  301.10980225],\n",
-      "         [ 303.42956543,  303.43963623,  303.43963623, ...,  301.08496094,\n",
-      "           301.09927368,  301.11251831],\n",
-      "         [ 303.37597656,  303.40609741,  303.42224121, ...,  301.11068726,\n",
-      "           301.13504028,  301.15933228]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 427.15087891,  427.01251221,  426.88000488, ...,  426.88684082,\n",
-      "           427.80648804,  428.38787842],\n",
-      "         [ 427.28533936,  427.17663574,  427.05688477, ...,  426.0741272 ,\n",
-      "           427.00006104,  427.93624878],\n",
-      "         [ 427.525177  ,  427.45651245,  427.36090088, ...,  425.26144409,\n",
-      "           426.2722168 ,  427.34432983],\n",
-      "         ..., \n",
-      "         [ 428.64154053,  428.67150879,  428.65603638, ...,  423.9039917 ,\n",
-      "           423.98635864,  424.0378418 ],\n",
-      "         [ 428.64154053,  428.67428589,  428.668396  , ...,  424.25616455,\n",
-      "           424.35772705,  424.49154663],\n",
-      "         [ 428.56619263,  428.65490723,  428.70294189, ...,  424.74252319,\n",
-      "           424.86724854,  425.06506348]],\n",
-      "\n",
-      "        [[ 454.61206055,  454.73513794,  454.82568359, ...,  459.40875244,\n",
-      "           460.96508789,  461.91888428],\n",
-      "         [ 454.55596924,  454.62203979,  454.62203979, ...,  458.09387207,\n",
-      "           459.65478516,  460.94067383],\n",
-      "         [ 454.48138428,  454.48583984,  454.41467285, ...,  456.81951904,\n",
-      "           458.42108154,  459.86968994],\n",
-      "         ..., \n",
-      "         [ 458.6630249 ,  458.64865112,  458.57400513, ...,  450.91339111,\n",
-      "           451.02203369,  451.06338501],\n",
-      "         [ 458.38165283,  458.39193726,  458.3338623 , ...,  451.36810303,\n",
-      "           451.46929932,  451.56396484],\n",
-      "         [ 458.06512451,  458.13043213,  458.12368774, ...,  451.94812012,\n",
-      "           452.01437378,  452.14370728]],\n",
-      "\n",
-      "        [[ 481.10745239,  481.27575684,  481.34985352, ...,  482.13061523,\n",
-      "           482.64105225,  482.96932983],\n",
-      "         [ 480.87387085,  480.96929932,  480.96929932, ...,  481.93417358,\n",
-      "           482.42834473,  482.73803711],\n",
-      "         [ 480.54098511,  480.57278442,  480.53448486, ...,  481.81112671,\n",
-      "           482.33325195,  482.72357178],\n",
-      "         ..., \n",
-      "         [ 485.45715332,  485.35241699,  485.22665405, ...,  482.70162964,\n",
-      "           482.70379639,  482.63119507],\n",
-      "         [ 485.49078369,  485.3994751 ,  485.26959229, ...,  482.86843872,\n",
-      "           482.86035156,  482.79608154],\n",
-      "         [ 485.48956299,  485.40966797,  485.32537842, ...,  483.07843018,\n",
-      "           483.02178955,  482.93847656]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[ 301.89736938,  301.90710449,  301.89822388, ...,  302.08099365,\n",
-      "           302.44534302,  302.83172607],\n",
-      "         [ 301.90411377,  301.90420532,  301.89672852, ...,  302.14074707,\n",
-      "           302.51199341,  302.90844727],\n",
-      "         [ 301.9354248 ,  301.93945312,  301.92355347, ...,  302.20498657,\n",
-      "           302.57769775,  302.98342896],\n",
-      "         ..., \n",
-      "         [ 304.80758667,  304.82620239,  304.83126831, ...,  304.62289429,\n",
-      "           304.70330811,  304.74163818],\n",
-      "         [ 304.72808838,  304.75042725,  304.77365112, ...,  305.16461182,\n",
-      "           305.17172241,  305.17541504],\n",
-      "         [ 304.72808838,  304.75042725,  304.77365112, ...,  305.16491699,\n",
-      "           305.15585327,  305.15924072]],\n",
-      "\n",
-      "        [[ 301.8409729 ,  301.85006714,  301.84140015, ...,  302.0322876 ,\n",
-      "           302.35836792,  302.66778564],\n",
-      "         [ 301.84667969,  301.84759521,  301.84039307, ...,  302.1083374 ,\n",
-      "           302.46520996,  302.81616211],\n",
-      "         [ 301.87722778,  301.88223267,  301.86685181, ...,  302.1784668 ,\n",
-      "           302.54888916,  302.92596436],\n",
-      "         ..., \n",
-      "         [ 304.52444458,  304.5369873 ,  304.5534668 , ...,  304.37524414,\n",
-      "           304.43450928,  304.47088623],\n",
-      "         [ 304.46200562,  304.48345947,  304.50811768, ...,  304.85806274,\n",
-      "           304.86203003,  304.86416626],\n",
-      "         [ 304.46200562,  304.48345947,  304.50811768, ...,  304.82073975,\n",
-      "           304.81420898,  304.81591797]],\n",
-      "\n",
-      "        [[ 301.84057617,  301.85339355,  301.84509277, ...,  302.04321289,\n",
-      "           302.35903931,  302.65213013],\n",
-      "         [ 301.84960938,  301.85125732,  301.84442139, ...,  302.11935425,\n",
-      "           302.46734619,  302.7996521 ],\n",
-      "         [ 301.87924194,  301.8850708 ,  301.87069702, ...,  302.18896484,\n",
-      "           302.55307007,  302.91467285],\n",
-      "         ..., \n",
-      "         [ 304.46340942,  304.47616577,  304.49304199, ...,  304.32418823,\n",
-      "           304.37734985,  304.41146851],\n",
-      "         [ 304.40795898,  304.42843628,  304.453125  , ...,  304.77993774,\n",
-      "           304.78311157,  304.78515625],\n",
-      "         [ 304.40795898,  304.42843628,  304.453125  , ...,  304.74032593,\n",
-      "           304.73553467,  304.73709106]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 415.63693237,  415.54067993,  415.51580811, ...,  419.73718262,\n",
-      "           420.27316284,  420.78442383],\n",
-      "         [ 416.15905762,  416.05319214,  415.97802734, ...,  419.83679199,\n",
-      "           420.24383545,  420.54528809],\n",
-      "         [ 416.68670654,  416.56665039,  416.4465332 , ...,  419.88088989,\n",
-      "           420.24533081,  420.49203491],\n",
-      "         ..., \n",
-      "         [ 429.39028931,  429.30136108,  429.04974365, ...,  426.74682617,\n",
-      "           427.01663208,  427.21020508],\n",
-      "         [ 429.45605469,  429.45608521,  429.28460693, ...,  427.25942993,\n",
-      "           427.42749023,  427.63781738],\n",
-      "         [ 429.45608521,  429.50463867,  429.45544434, ...,  427.75088501,\n",
-      "           428.04504395,  428.37225342]],\n",
-      "\n",
-      "        [[ 442.42858887,  442.42858887,  442.74734497, ...,  448.11016846,\n",
-      "           448.50875854,  449.05450439],\n",
-      "         [ 442.42858887,  442.42858887,  442.74734497, ...,  448.14883423,\n",
-      "           448.53973389,  448.88171387],\n",
-      "         [ 442.7822876 ,  442.9810791 ,  443.41412354, ...,  448.23269653,\n",
-      "           448.53302002,  448.82867432],\n",
-      "         ..., \n",
-      "         [ 458.96066284,  458.8465271 ,  458.4274292 , ...,  454.22372437,\n",
-      "           454.63470459,  454.8996582 ],\n",
-      "         [ 459.01171875,  459.14962769,  458.95742798, ...,  454.77478027,\n",
-      "           455.12857056,  455.40881348],\n",
-      "         [ 458.79846191,  459.1496582 ,  459.08538818, ...,  455.4397583 ,\n",
-      "           455.66574097,  455.92721558]],\n",
-      "\n",
-      "        [[ 475.9329834 ,  475.92907715,  476.17123413, ...,  479.24438477,\n",
-      "           479.50915527,  479.83276367],\n",
-      "         [ 475.83520508,  475.8828125 ,  476.13574219, ...,  479.38061523,\n",
-      "           479.68951416,  480.01708984],\n",
-      "         [ 475.83520508,  475.93786621,  476.22741699, ...,  479.51403809,\n",
-      "           479.84228516,  480.14630127],\n",
-      "         ..., \n",
-      "         [ 484.12634277,  483.82785034,  483.19677734, ...,  481.3583374 ,\n",
-      "           481.53207397,  481.65856934],\n",
-      "         [ 484.36865234,  484.36868286,  483.96713257, ...,  481.56716919,\n",
-      "           481.72720337,  481.87341309],\n",
-      "         [ 484.30755615,  484.36871338,  484.48419189, ...,  481.88708496,\n",
-      "           481.99597168,  482.13235474]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 302.36141968,  302.3692627 ,  302.36279297, ...,  301.92944336,\n",
-      "           302.07452393,  302.24713135],\n",
-      "         [ 302.36062622,  302.33691406,  302.3651123 , ...,  301.93121338,\n",
-      "           302.08810425,  302.27084351],\n",
-      "         [ 302.31594849,  302.31634521,  302.31832886, ...,  301.93777466,\n",
-      "           302.1060791 ,  302.29238892],\n",
-      "         ..., \n",
-      "         [ 306.62051392,  306.60662842,  306.59594727, ...,  305.58569336,\n",
-      "           305.45565796,  305.2512207 ],\n",
-      "         [ 306.64880371,  306.62609863,  306.60476685, ...,  304.9190979 ,\n",
-      "           304.86309814,  304.67416382],\n",
-      "         [ 306.68389893,  306.66311646,  306.63305664, ...,  304.17953491,\n",
-      "           304.18920898,  304.2097168 ]],\n",
-      "\n",
-      "        [[ 302.30679321,  302.31530762,  302.30844116, ...,  301.87316895,\n",
-      "           302.02050781,  302.20001221],\n",
-      "         [ 302.30670166,  302.28887939,  302.3168335 , ...,  301.87817383,\n",
-      "           302.03833008,  302.22497559],\n",
-      "         [ 302.25961304,  302.26489258,  302.26864624, ...,  301.88592529,\n",
-      "           302.05783081,  302.24719238],\n",
-      "         ..., \n",
-      "         [ 306.46957397,  306.47186279,  306.46276855, ...,  305.44192505,\n",
-      "           305.31311035,  305.13070679],\n",
-      "         [ 306.4954834 ,  306.48687744,  306.46640015, ...,  304.78613281,\n",
-      "           304.73098755,  304.58480835],\n",
-      "         [ 306.52008057,  306.49563599,  306.46636963, ...,  304.11676025,\n",
-      "           304.12506104,  304.14324951]],\n",
-      "\n",
-      "        [[ 302.30245972,  302.31082153,  302.30435181, ...,  301.88034058,\n",
-      "           302.02175903,  302.1991272 ],\n",
-      "         [ 302.30206299,  302.2852478 ,  302.31280518, ...,  301.88302612,\n",
-      "           302.03985596,  302.22470093],\n",
-      "         [ 302.25561523,  302.26062012,  302.26498413, ...,  301.89117432,\n",
-      "           302.06005859,  302.24777222],\n",
-      "         ..., \n",
-      "         [ 306.43093872,  306.43179321,  306.4225769 , ...,  305.43173218,\n",
-      "           305.30822754,  305.13708496],\n",
-      "         [ 306.45504761,  306.44430542,  306.4251709 , ...,  304.78765869,\n",
-      "           304.73452759,  304.60348511],\n",
-      "         [ 306.4758606 ,  306.44238281,  306.42477417, ...,  304.14242554,\n",
-      "           304.15075684,  304.16552734]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 410.01156616,  409.73309326,  409.48455811, ...,  423.58337402,\n",
-      "           423.55065918,  423.2640686 ],\n",
-      "         [ 409.72961426,  409.38955688,  409.11791992, ...,  424.52703857,\n",
-      "           424.36947632,  424.19476318],\n",
-      "         [ 409.50982666,  409.16815186,  408.89505005, ...,  425.04751587,\n",
-      "           424.96447754,  424.78619385],\n",
-      "         ..., \n",
-      "         [ 421.5824585 ,  422.36636353,  423.05438232, ...,  427.89840698,\n",
-      "           428.2456665 ,  428.5151062 ],\n",
-      "         [ 421.17660522,  421.82147217,  422.51318359, ...,  428.00628662,\n",
-      "           428.25561523,  428.31637573],\n",
-      "         [ 420.89801025,  421.34127808,  421.75631714, ...,  427.81011963,\n",
-      "           427.95501709,  427.88739014]],\n",
-      "\n",
-      "        [[ 435.74060059,  434.56958008,  433.61584473, ...,  453.05352783,\n",
-      "           452.43450928,  451.67993164],\n",
-      "         [ 434.80883789,  433.65899658,  432.78204346, ...,  452.93304443,\n",
-      "           452.23364258,  451.59552002],\n",
-      "         [ 433.9932251 ,  433.01907349,  432.25137329, ...,  452.7444458 ,\n",
-      "           452.19787598,  451.61572266],\n",
-      "         ..., \n",
-      "         [ 446.64422607,  447.83221436,  448.81420898, ...,  454.95111084,\n",
-      "           455.25164795,  455.38891602],\n",
-      "         [ 446.04248047,  446.88079834,  447.94665527, ...,  455.26776123,\n",
-      "           455.48278809,  455.78027344],\n",
-      "         [ 445.94805908,  446.06652832,  447.08032227, ...,  455.32781982,\n",
-      "           455.37750244,  455.3949585 ]],\n",
-      "\n",
-      "        [[ 475.49584961,  474.82531738,  474.33947754, ...,  480.17779541,\n",
-      "           479.91760254,  479.67663574],\n",
-      "         [ 474.87158203,  474.2520752 ,  473.94146729, ...,  481.0098877 ,\n",
-      "           480.76226807,  480.54223633],\n",
-      "         [ 474.31448364,  473.88726807,  473.69561768, ...,  481.60946655,\n",
-      "           481.4753418 ,  481.31329346],\n",
-      "         ..., \n",
-      "         [ 477.88168335,  478.12341309,  478.63806152, ...,  481.13323975,\n",
-      "           481.34024048,  481.61346436],\n",
-      "         [ 477.8973999 ,  477.75494385,  478.29449463, ...,  481.35314941,\n",
-      "           481.52264404,  481.82611084],\n",
-      "         [ 477.99768066,  477.95126343,  477.95358276, ...,  481.57641602,\n",
-      "           481.66601562,  481.74972534]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 302.4397583 ,  302.4309082 ,  302.42712402, ...,  302.51824951,\n",
-      "           302.52093506,  302.48651123],\n",
-      "         [ 302.42263794,  302.41079712,  302.40246582, ...,  302.51654053,\n",
-      "           302.52191162,  302.50259399],\n",
-      "         [ 302.45965576,  302.45401001,  302.44580078, ...,  302.51107788,\n",
-      "           302.5184021 ,  302.50265503],\n",
-      "         ..., \n",
-      "         [ 305.31704712,  305.29177856,  305.25198364, ...,  302.6187439 ,\n",
-      "           302.58468628,  302.55130005],\n",
-      "         [ 305.32061768,  305.30892944,  305.27633667, ...,  302.41241455,\n",
-      "           302.38323975,  302.35583496],\n",
-      "         [ 305.3130188 ,  305.32385254,  305.29333496, ...,  302.25698853,\n",
-      "           302.28610229,  302.28652954]],\n",
-      "\n",
-      "        [[ 302.39385986,  302.38241577,  302.37820435, ...,  302.49026489,\n",
-      "           302.49127197,  302.45349121],\n",
-      "         [ 302.37341309,  302.36422729,  302.35614014, ...,  302.49060059,\n",
-      "           302.49475098,  302.47006226],\n",
-      "         [ 302.40988159,  302.40811157,  302.40112305, ...,  302.4850769 ,\n",
-      "           302.49136353,  302.46923828],\n",
-      "         ..., \n",
-      "         [ 305.9145813 ,  305.88644409,  305.8430481 , ...,  302.99200439,\n",
-      "           302.98226929,  302.98925781],\n",
-      "         [ 305.89147949,  305.88580322,  305.85491943, ...,  302.86550903,\n",
-      "           302.86029053,  302.86993408],\n",
-      "         [ 305.86468506,  305.88165283,  305.86251831, ...,  302.82485962,\n",
-      "           302.82562256,  302.79443359]],\n",
-      "\n",
-      "        [[ 302.39437866,  302.38250732,  302.38024902, ...,  302.49771118,\n",
-      "           302.49743652,  302.45758057],\n",
-      "         [ 302.37261963,  302.36254883,  302.3553772 , ...,  302.49789429,\n",
-      "           302.50067139,  302.47399902],\n",
-      "         [ 302.40911865,  302.40682983,  302.40045166, ...,  302.49252319,\n",
-      "           302.49737549,  302.47265625],\n",
-      "         ..., \n",
-      "         [ 306.17266846,  306.15579224,  306.12109375, ...,  303.32687378,\n",
-      "           303.32763672,  303.33911133],\n",
-      "         [ 306.14941406,  306.15093994,  306.12402344, ...,  303.23840332,\n",
-      "           303.23718262,  303.24581909],\n",
-      "         [ 306.12258911,  306.1418457 ,  306.1255188 , ...,  303.17501831,\n",
-      "           303.16830444,  303.15783691]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 412.54623413,  412.72540283,  412.93225098, ...,  421.57189941,\n",
-      "           421.48895264,  421.40093994],\n",
-      "         [ 412.54681396,  412.70465088,  412.8706665 , ...,  421.40380859,\n",
-      "           421.49194336,  421.42861938],\n",
-      "         [ 412.54675293,  412.87872314,  412.77380371, ...,  421.18225098,\n",
-      "           421.38699341,  421.50238037],\n",
-      "         ..., \n",
-      "         [ 420.32577515,  420.89578247,  421.53497314, ...,  426.45150757,\n",
-      "           427.01522827,  427.81347656],\n",
-      "         [ 420.41864014,  420.88348389,  421.41107178, ...,  427.01574707,\n",
-      "           427.65014648,  428.50311279],\n",
-      "         [ 420.71557617,  420.95092773,  421.39929199, ...,  427.58331299,\n",
-      "           428.28134155,  429.03033447]],\n",
-      "\n",
-      "        [[ 450.93603516,  451.07089233,  451.11685181, ...,  452.5244751 ,\n",
-      "           452.88586426,  453.05279541],\n",
-      "         [ 451.19692993,  451.49850464,  451.38427734, ...,  452.73928833,\n",
-      "           453.22842407,  453.45440674],\n",
-      "         [ 451.3973999 ,  451.4079895 ,  451.03921509, ...,  452.88153076,\n",
-      "           453.43774414,  453.74121094],\n",
-      "         ..., \n",
-      "         [ 460.48248291,  461.25427246,  461.83587646, ...,  452.98895264,\n",
-      "           453.86108398,  454.79321289],\n",
-      "         [ 460.081604  ,  461.13153076,  461.84143066, ...,  453.6262207 ,\n",
-      "           454.46130371,  455.38336182],\n",
-      "         [ 459.57608032,  460.71090698,  461.67318726, ...,  454.48687744,\n",
-      "           455.26672363,  456.01989746]],\n",
-      "\n",
-      "        [[ 482.48956299,  482.72814941,  482.57653809, ...,  481.86135864,\n",
-      "           481.89825439,  481.79229736],\n",
-      "         [ 482.76126099,  483.17248535,  483.05209351, ...,  481.89031982,\n",
-      "           481.9263916 ,  481.83825684],\n",
-      "         [ 482.96343994,  483.00964355,  482.99130249, ...,  481.7177124 ,\n",
-      "           481.79315186,  481.74682617],\n",
-      "         ..., \n",
-      "         [ 484.69232178,  482.76898193,  481.24066162, ...,  479.92230225,\n",
-      "           480.16900635,  480.51281738],\n",
-      "         [ 486.1468811 ,  484.42364502,  482.89614868, ...,  480.17102051,\n",
-      "           480.36108398,  480.61108398],\n",
-      "         [ 487.34625244,  486.13769531,  484.71481323, ...,  480.69311523,\n",
-      "           480.81256104,  480.92437744]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: potential temperature\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'temp' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[ 303.43734741,  303.40170288,  303.36166382, ...,  303.5894165 ,\n",
-      "           303.50033569,  303.41937256],\n",
-      "         [ 303.47671509,  303.44772339,  303.41287231, ...,  303.68902588,\n",
-      "           303.59616089,  303.50714111],\n",
-      "         [ 303.50683594,  303.48492432,  303.45584106, ...,  303.78564453,\n",
-      "           303.6890564 ,  303.59393311],\n",
-      "         ..., \n",
-      "         [ 304.40283203,  304.27960205,  304.15759277, ...,  300.94311523,\n",
-      "           300.81298828,  300.72006226],\n",
-      "         [ 304.42178345,  304.30249023,  304.18255615, ...,  301.00732422,\n",
-      "           300.88256836,  300.79241943],\n",
-      "         [ 304.42138672,  304.32223511,  304.20983887, ...,  301.06900024,\n",
-      "           300.95031738,  300.85995483]],\n",
-      "\n",
-      "        [[ 302.99398804,  302.97558594,  302.95227051, ...,  302.82717896,\n",
-      "           302.73095703,  302.64303589],\n",
-      "         [ 303.02511597,  303.01126099,  302.99267578, ...,  302.91256714,\n",
-      "           302.81335449,  302.72061157],\n",
-      "         [ 303.05203247,  303.04077148,  303.02557373, ...,  302.99740601,\n",
-      "           302.89712524,  302.79959106],\n",
-      "         ..., \n",
-      "         [ 303.70053101,  303.55801392,  303.4197998 , ...,  301.35845947,\n",
-      "           301.30767822,  301.26852417],\n",
-      "         [ 303.7527771 ,  303.61523438,  303.47821045, ...,  301.4414978 ,\n",
-      "           301.39349365,  301.35494995],\n",
-      "         [ 303.80789185,  303.67526245,  303.54171753, ...,  301.5184021 ,\n",
-      "           301.47375488,  301.43817139]],\n",
-      "\n",
-      "        [[ 302.38754272,  302.39215088,  302.39199829, ...,  301.97027588,\n",
-      "           301.87164307,  301.78115845],\n",
-      "         [ 302.41027832,  302.41595459,  302.4168396 , ...,  302.04403687,\n",
-      "           301.94326782,  301.84939575],\n",
-      "         [ 302.42987061,  302.43463135,  302.43722534, ...,  302.11837769,\n",
-      "           302.01690674,  301.91708374],\n",
-      "         ..., \n",
-      "         [ 302.82452393,  302.67993164,  302.53707886, ...,  300.84591675,\n",
-      "           300.81048584,  300.78439331],\n",
-      "         [ 302.88769531,  302.74630737,  302.6036377 , ...,  300.92553711,\n",
-      "           300.8927002 ,  300.86630249],\n",
-      "         [ 302.95187378,  302.81637573,  302.67840576, ...,  301.00299072,\n",
-      "           300.97113037,  300.9463501 ]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 199.31161499,  199.25930786,  199.21214294, ...,  199.78529358,\n",
-      "           199.68928528,  199.61891174],\n",
-      "         [ 199.32078552,  199.26960754,  199.22364807, ...,  199.94764709,\n",
-      "           199.8528595 ,  199.78190613],\n",
-      "         [ 199.33404541,  199.28465271,  199.24072266, ...,  200.11431885,\n",
-      "           200.02116394,  199.95025635],\n",
-      "         ..., \n",
-      "         [ 202.39686584,  202.41789246,  202.43751526, ...,  201.6434021 ,\n",
-      "           201.65783691,  201.67790222],\n",
-      "         [ 202.37297058,  202.39199829,  202.40951538, ...,  201.6930542 ,\n",
-      "           201.7151947 ,  201.74253845],\n",
-      "         [ 202.34666443,  202.36499023,  202.38157654, ...,  201.74235535,\n",
-      "           201.76774597,  201.79716492]],\n",
-      "\n",
-      "        [[ 204.25112915,  204.22366333,  204.20225525, ...,  205.68093872,\n",
-      "           205.63471985,  205.5980835 ],\n",
-      "         [ 204.30506897,  204.27935791,  204.25999451, ...,  205.83700562,\n",
-      "           205.79272461,  205.75750732],\n",
-      "         [ 204.36506653,  204.34109497,  204.32543945, ...,  205.99562073,\n",
-      "           205.9535675 ,  205.91949463],\n",
-      "         ..., \n",
-      "         [ 207.24386597,  207.26605225,  207.28616333, ...,  206.68583679,\n",
-      "           206.6736145 ,  206.66311646],\n",
-      "         [ 207.22479248,  207.24578857,  207.26469421, ...,  206.68489075,\n",
-      "           206.67880249,  206.67831421],\n",
-      "         [ 207.20288086,  207.22372437,  207.24237061, ...,  206.69682312,\n",
-      "           206.69360352,  206.69540405]],\n",
-      "\n",
-      "        [[ 207.9606781 ,  207.95835876,  207.96255493, ...,  210.19087219,\n",
-      "           210.22798157,  210.222229  ],\n",
-      "         [ 208.02442932,  208.02432251,  208.03056335, ...,  210.26512146,\n",
-      "           210.30247498,  210.2960968 ],\n",
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-      "           210.3760376 ,  210.36932373],\n",
-      "         ..., \n",
-      "         [ 210.93968201,  210.93600464,  210.92965698, ...,  211.05632019,\n",
-      "           211.02757263,  211.00221252],\n",
-      "         [ 210.98875427,  210.98661804,  210.98138428, ...,  211.00622559,\n",
-      "           210.97271729,  210.94203186],\n",
-      "         [ 211.03688049,  211.03652954,  211.03248596, ...,  210.96929932,\n",
-      "           210.93614197,  210.90594482]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 303.06420898,  303.0496521 ,  302.97860718, ...,  303.26922607,\n",
-      "           303.22689819,  303.1918335 ],\n",
-      "         [ 303.02450562,  302.9921875 ,  302.97497559, ...,  303.23880005,\n",
-      "           303.19778442,  303.17086792],\n",
-      "         [ 303.01629639,  302.99209595,  302.99212646, ...,  303.21368408,\n",
-      "           303.18179321,  303.15887451],\n",
-      "         ..., \n",
-      "         [ 303.60623169,  303.59008789,  303.58691406, ...,  299.63720703,\n",
-      "           299.63568115,  299.65151978],\n",
-      "         [ 303.66400146,  303.64755249,  303.63867188, ...,  299.6711731 ,\n",
-      "           299.67047119,  299.68908691],\n",
-      "         [ 303.73187256,  303.71289062,  303.69842529, ...,  299.71252441,\n",
-      "           299.71359253,  299.7277832 ]],\n",
-      "\n",
-      "        [[ 302.57327271,  302.55511475,  302.50720215, ...,  302.55169678,\n",
-      "           302.50881958,  302.47250366],\n",
-      "         [ 302.5796814 ,  302.54452515,  302.51971436, ...,  302.5194397 ,\n",
-      "           302.47836304,  302.44888306],\n",
-      "         [ 302.58773804,  302.5524292 ,  302.53866577, ...,  302.4960022 ,\n",
-      "           302.46121216,  302.43713379],\n",
-      "         ..., \n",
-      "         [ 302.85662842,  302.84555054,  302.83746338, ...,  300.45620728,\n",
-      "           300.48025513,  300.51528931],\n",
-      "         [ 302.91687012,  302.90063477,  302.8913269 , ...,  300.53598022,\n",
-      "           300.55206299,  300.58453369],\n",
-      "         [ 302.98492432,  302.96633911,  302.95132446, ...,  300.61566162,\n",
-      "           300.63223267,  300.65139771]],\n",
-      "\n",
-      "        [[ 301.84155273,  301.82809448,  301.80218506, ...,  301.58773804,\n",
-      "           301.543396  ,  301.5067749 ],\n",
-      "         [ 301.84744263,  301.83184814,  301.81945801, ...,  301.55465698,\n",
-      "           301.51281738,  301.48468018],\n",
-      "         [ 301.8531189 ,  301.83853149,  301.82931519, ...,  301.52807617,\n",
-      "           301.49298096,  301.4720459 ],\n",
-      "         ..., \n",
-      "         [ 301.884552  ,  301.86856079,  301.86294556, ...,  300.23397827,\n",
-      "           300.24185181,  300.25683594],\n",
-      "         [ 301.9440918 ,  301.92471313,  301.915802  , ...,  300.28805542,\n",
-      "           300.29373169,  300.31207275],\n",
-      "         [ 302.01040649,  301.99111938,  301.9786377 , ...,  300.34875488,\n",
-      "           300.3526001 ,  300.36584473]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 204.39718628,  204.30691528,  204.1934967 , ...,  201.23927307,\n",
-      "           201.02377319,  201.1008606 ],\n",
-      "         [ 204.33517456,  204.20805359,  204.06872559, ...,  201.24559021,\n",
-      "           201.10903931,  201.09039307],\n",
-      "         [ 204.27799988,  204.13652039,  203.96229553, ...,  201.46353149,\n",
-      "           201.26445007,  201.1706543 ],\n",
-      "         ..., \n",
-      "         [ 202.06410217,  202.09771729,  202.12364197, ...,  203.71847534,\n",
-      "           203.67570496,  203.61517334],\n",
-      "         [ 202.01077271,  202.06907654,  202.09985352, ...,  203.664505  ,\n",
-      "           203.64601135,  203.5785675 ],\n",
-      "         [ 202.05232239,  202.04849243,  202.05537415, ...,  203.5599823 ,\n",
-      "           203.59162903,  203.546875  ]],\n",
-      "\n",
-      "        [[ 206.8344574 ,  206.55015564,  206.26800537, ...,  205.09234619,\n",
-      "           204.90621948,  205.01454163],\n",
-      "         [ 206.59846497,  206.3079834 ,  206.01069641, ...,  205.04771423,\n",
-      "           204.85037231,  204.92510986],\n",
-      "         [ 206.42895508,  206.18014526,  205.88998413, ...,  205.09356689,\n",
-      "           204.85778809,  204.80355835],\n",
-      "         ..., \n",
-      "         [ 207.04618835,  207.08914185,  207.17782593, ...,  208.15730286,\n",
-      "           208.14093018,  208.095047  ],\n",
-      "         [ 207.09205627,  207.12208557,  207.1894989 , ...,  208.11628723,\n",
-      "           208.11651611,  208.07493591],\n",
-      "         [ 207.17326355,  207.17658997,  207.20780945, ...,  208.03927612,\n",
-      "           208.072052  ,  208.05780029]],\n",
-      "\n",
-      "        [[ 209.24423218,  209.13208008,  209.02349854, ...,  208.39378357,\n",
-      "           208.30917358,  208.26747131],\n",
-      "         [ 209.13412476,  209.01771545,  208.8939209 , ...,  208.40710449,\n",
-      "           208.29092407,  208.26966858],\n",
-      "         [ 209.06329346,  208.97116089,  208.85655212, ...,  208.46101379,\n",
-      "           208.32023621,  208.28414917],\n",
-      "         ..., \n",
-      "         [ 210.47006226,  210.4962616 ,  210.49975586, ...,  211.11410522,\n",
-      "           211.08557129,  211.05451965],\n",
-      "         [ 210.5562439 ,  210.57788086,  210.57366943, ...,  211.08026123,\n",
-      "           211.06124878,  211.03852844],\n",
-      "         [ 210.66348267,  210.65715027,  210.66148376, ...,  211.02510071,\n",
-      "           211.03556824,  211.02185059]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 302.76272583,  302.75238037,  302.73495483, ...,  303.13208008,\n",
-      "           303.05978394,  303.03411865],\n",
-      "         [ 302.76229858,  302.75250244,  302.74435425, ...,  303.12799072,\n",
-      "           303.12313843,  303.09054565],\n",
-      "         [ 302.76815796,  302.75741577,  302.7543335 , ...,  303.11245728,\n",
-      "           303.14123535,  303.10668945],\n",
-      "         ..., \n",
-      "         [ 303.46429443,  303.46133423,  303.45013428, ...,  298.81329346,\n",
-      "           298.74026489,  298.72177124],\n",
-      "         [ 303.48168945,  303.48086548,  303.47610474, ...,  298.72650146,\n",
-      "           298.71392822,  298.69726562],\n",
-      "         [ 303.44125366,  303.47061157,  303.47686768, ...,  298.71783447,\n",
-      "           298.69732666,  298.6796875 ]],\n",
-      "\n",
-      "        [[ 302.09686279,  302.09060669,  302.0743103 , ...,  302.39926147,\n",
-      "           302.33602905,  302.30557251],\n",
-      "         [ 302.10134888,  302.0909729 ,  302.084198  , ...,  302.400177  ,\n",
-      "           302.39718628,  302.3631897 ],\n",
-      "         [ 302.10906982,  302.09783936,  302.09686279, ...,  302.39425659,\n",
-      "           302.41500854,  302.38146973],\n",
-      "         ..., \n",
-      "         [ 302.68545532,  302.70379639,  302.69927979, ...,  299.04071045,\n",
-      "           299.03607178,  299.03894043],\n",
-      "         [ 302.69818115,  302.7086792 ,  302.70904541, ...,  299.03909302,\n",
-      "           299.05874634,  299.07299805],\n",
-      "         [ 302.64126587,  302.68121338,  302.70111084, ...,  299.07980347,\n",
-      "           299.13897705,  299.18136597]],\n",
-      "\n",
-      "        [[ 301.21853638,  301.21801758,  301.21243286, ...,  301.40289307,\n",
-      "           301.37112427,  301.33956909],\n",
-      "         [ 301.23175049,  301.22839355,  301.22436523, ...,  301.42828369,\n",
-      "           301.43008423,  301.39547729],\n",
-      "         [ 301.24490356,  301.23898315,  301.23678589, ...,  301.42785645,\n",
-      "           301.4447937 ,  301.41186523],\n",
-      "         ..., \n",
-      "         [ 301.68850708,  301.70263672,  301.70782471, ...,  299.54315186,\n",
-      "           299.53811646,  299.52722168],\n",
-      "         [ 301.70498657,  301.71405029,  301.71362305, ...,  299.54827881,\n",
-      "           299.54171753,  299.54272461],\n",
-      "         [ 301.65792847,  301.68569946,  301.70010376, ...,  299.5994873 ,\n",
-      "           299.59054565,  299.58197021]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 203.80836487,  203.73556519,  203.67108154, ...,  203.76239014,\n",
-      "           204.19668579,  204.46707153],\n",
-      "         [ 203.86941528,  203.81278992,  203.75424194, ...,  203.38694763,\n",
-      "           203.83171082,  204.2686615 ],\n",
-      "         [ 203.98120117,  203.94517517,  203.89797974, ...,  202.99571228,\n",
-      "           203.48847961,  203.99653625],\n",
-      "         ..., \n",
-      "         [ 204.54595947,  204.56867981,  204.56416321, ...,  202.29519653,\n",
-      "           202.33233643,  202.36042786],\n",
-      "         [ 204.55158997,  204.57211304,  204.56950378, ...,  202.4727478 ,\n",
-      "           202.52082825,  202.58764648],\n",
-      "         [ 204.51806641,  204.56413269,  204.58677673, ...,  202.72007751,\n",
-      "           202.77482605,  202.86938477]],\n",
-      "\n",
-      "        [[ 207.1522522 ,  207.20472717,  207.24024963, ...,  209.38522339,\n",
-      "           210.10679626,  210.54829407],\n",
-      "         [ 207.12875366,  207.15249634,  207.14620972, ...,  208.81037903,\n",
-      "           209.5279541 ,  210.10690308],\n",
-      "         [ 207.0941925 ,  207.0896759 ,  207.05189514, ...,  208.22912598,\n",
-      "           208.96852112,  209.62376404],\n",
-      "         ..., \n",
-      "         [ 209.02204895,  209.01618958,  208.98233032, ...,  205.49510193,\n",
-      "           205.54284668,  205.56466675],\n",
-      "         [ 208.8946228 ,  208.89996338,  208.87338257, ...,  205.70680237,\n",
-      "           205.75419617,  205.79885864],\n",
-      "         [ 208.76541138,  208.78143311,  208.77815247, ...,  205.97406006,\n",
-      "           206.01116943,  206.04237366]],\n",
-      "\n",
-      "        [[ 209.36326599,  209.43870544,  209.46414185, ...,  209.82865906,\n",
-      "           210.04940796,  210.17767334],\n",
-      "         [ 209.25866699,  209.30509949,  209.29766846, ...,  209.75152588,\n",
-      "           209.97038269,  210.10212708],\n",
-      "         [ 209.11296082,  209.13224792,  209.10943604, ...,  209.69871521,\n",
-      "           209.92861938,  210.09550476],\n",
-      "         ..., \n",
-      "         [ 211.2837677 ,  211.22341919,  211.16880798, ...,  210.07426453,\n",
-      "           210.0743103 ,  210.04310608],\n",
-      "         [ 211.30101013,  211.24404907,  211.18766785, ...,  210.14782715,\n",
-      "           210.14518738,  210.11604309],\n",
-      "         [ 211.30722046,  211.24453735,  211.2119751 , ...,  210.25942993,\n",
-      "           210.22067261,  210.18762207]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[ 301.79360962,  301.8046875 ,  301.77862549, ...,  302.081604  ,\n",
-      "           302.33456421,  302.58483887],\n",
-      "         [ 301.79177856,  301.787323  ,  301.77297974, ...,  302.18060303,\n",
-      "           302.47436523,  302.75064087],\n",
-      "         [ 301.81106567,  301.81173706,  301.79135132, ...,  302.26437378,\n",
-      "           302.59527588,  302.9152832 ],\n",
-      "         ..., \n",
-      "         [ 304.81417847,  304.82858276,  304.82806396, ...,  304.80303955,\n",
-      "           304.90106201,  304.95227051],\n",
-      "         [ 304.73568726,  304.75311279,  304.77148438, ...,  305.31616211,\n",
-      "           305.34054565,  305.3604126 ],\n",
-      "         [ 304.7326355 ,  304.76113892,  304.77984619, ...,  305.26516724,\n",
-      "           305.28097534,  305.31259155]],\n",
-      "\n",
-      "        [[ 301.02630615,  301.03582764,  301.00994873, ...,  301.32192993,\n",
-      "           301.53775024,  301.70550537],\n",
-      "         [ 301.02334595,  301.01956177,  301.00509644, ...,  301.43493652,\n",
-      "           301.7159729 ,  301.94552612],\n",
-      "         [ 301.04193115,  301.04342651,  301.02331543, ...,  301.52902222,\n",
-      "           301.85198975,  302.14660645],\n",
-      "         ..., \n",
-      "         [ 303.81790161,  303.82504272,  303.837677  , ...,  303.83834839,\n",
-      "           303.91592407,  303.96481323],\n",
-      "         [ 303.75497437,  303.77209473,  303.79171753, ...,  304.2935791 ,\n",
-      "           304.3140564 ,  304.33276367],\n",
-      "         [ 303.74746704,  303.77301025,  303.79516602, ...,  304.20419312,\n",
-      "           304.23049927,  304.25836182]],\n",
-      "\n",
-      "        [[ 300.05630493,  300.07263184,  300.0463562 , ...,  300.36468506,\n",
-      "           300.56838989,  300.72384644],\n",
-      "         [ 300.05877686,  300.05581665,  300.04089355, ...,  300.47732544,\n",
-      "           300.74945068,  300.96060181],\n",
-      "         [ 300.07632446,  300.07876587,  300.05871582, ...,  300.56863403,\n",
-      "           300.88806152,  301.16436768],\n",
-      "         ..., \n",
-      "         [ 302.7805481 ,  302.79049683,  302.80157471, ...,  302.81445312,\n",
-      "           302.88269043,  302.92953491],\n",
-      "         [ 302.72470093,  302.74337769,  302.76168823, ...,  303.23883057,\n",
-      "           303.25994873,  303.27697754],\n",
-      "         [ 302.71691895,  302.74365234,  302.76409912, ...,  303.15048218,\n",
-      "           303.17147827,  303.19717407]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 198.29962158,  198.25805664,  198.24505615, ...,  200.28352356,\n",
-      "           200.50971985,  200.72183228],\n",
-      "         [ 198.54911804,  198.50408936,  198.46716309, ...,  200.34249878,\n",
-      "           200.52326965,  200.63922119],\n",
-      "         [ 198.77827454,  198.74200439,  198.69020081, ...,  200.37332153,\n",
-      "           200.53875732,  200.63737488],\n",
-      "         ..., \n",
-      "         [ 204.92196655,  204.87716675,  204.75259399, ...,  203.67166138,\n",
-      "           203.79336548,  203.90205383],\n",
-      "         [ 204.9538269 ,  204.95175171,  204.86804199, ...,  203.90330505,\n",
-      "           203.9997406 ,  204.11076355],\n",
-      "         [ 204.95141602,  204.98196411,  204.95474243, ...,  204.08903503,\n",
-      "           204.2651825 ,  204.53988647]],\n",
-      "\n",
-      "        [[ 201.61102295,  201.64379883,  201.78567505, ...,  204.18199158,\n",
-      "           204.36260986,  204.61988831],\n",
-      "         [ 201.58740234,  201.59552002,  201.72889709, ...,  204.23088074,\n",
-      "           204.40266418,  204.53926086],\n",
-      "         [ 201.75068665,  201.8455658 ,  202.03317261, ...,  204.2769928 ,\n",
-      "           204.41122437,  204.53230286],\n",
-      "         ..., \n",
-      "         [ 209.17895508,  209.11102295,  208.91595459, ...,  207.02023315,\n",
-      "           207.20094299,  207.33177185],\n",
-      "         [ 209.20509338,  209.24971008,  209.16079712, ...,  207.26823425,\n",
-      "           207.43049622,  207.56059265],\n",
-      "         [ 209.10519409,  209.2902832 ,  209.19203186, ...,  207.64723206,\n",
-      "           207.6424408 ,  207.72024536]],\n",
-      "\n",
-      "        [[ 207.12268066,  207.1108551 ,  207.22575378, ...,  208.57559204,\n",
-      "           208.66525269,  208.7915802 ],\n",
-      "         [ 207.08088684,  207.09121704,  207.21220398, ...,  208.62255859,\n",
-      "           208.75697327,  208.89324951],\n",
-      "         [ 207.08197021,  207.11325073,  207.24937439, ...,  208.68331909,\n",
-      "           208.82637024,  208.95469666],\n",
-      "         ..., \n",
-      "         [ 210.69200134,  210.56178284,  210.31752014, ...,  209.49226379,\n",
-      "           209.56588745,  209.62580872],\n",
-      "         [ 210.79293823,  210.79753113,  210.65792847, ...,  209.58532715,\n",
-      "           209.65179443,  209.7172699 ],\n",
-      "         [ 210.76557922,  210.77281189,  210.87797546, ...,  209.74693298,\n",
-      "           209.8006134 ,  209.83798218]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 302.0802002 ,  302.08435059,  302.04464722, ...,  301.93508911,\n",
-      "           302.09683228,  302.27603149],\n",
-      "         [ 302.06274414,  302.03039551,  302.05099487, ...,  301.93740845,\n",
-      "           302.10098267,  302.29202271],\n",
-      "         [ 302.01281738,  302.00476074,  301.99868774, ...,  301.93795776,\n",
-      "           302.11074829,  302.30505371],\n",
-      "         ..., \n",
-      "         [ 306.4083252 ,  306.3951416 ,  306.38031006, ...,  305.47720337,\n",
-      "           305.37374878,  305.21191406],\n",
-      "         [ 306.42172241,  306.40063477,  306.37808228, ...,  304.75506592,\n",
-      "           304.72097778,  304.57485962],\n",
-      "         [ 306.43435669,  306.41958618,  306.38656616, ...,  303.94366455,\n",
-      "           303.97589111,  304.04299927]],\n",
-      "\n",
-      "        [[ 301.31408691,  301.32092285,  301.27890015, ...,  301.16537476,\n",
-      "           301.33312988,  301.51626587],\n",
-      "         [ 301.29562378,  301.27243042,  301.29110718, ...,  301.17462158,\n",
-      "           301.34066772,  301.53561401],\n",
-      "         [ 301.24194336,  301.24102783,  301.23724365, ...,  301.17550659,\n",
-      "           301.35107422,  301.54928589],\n",
-      "         ..., \n",
-      "         [ 305.53799438,  305.54129028,  305.52929688, ...,  304.61575317,\n",
-      "           304.51309204,  304.3742981 ],\n",
-      "         [ 305.55096436,  305.5418396 ,  305.52087402, ...,  303.90649414,\n",
-      "           303.87512207,  303.77035522],\n",
-      "         [ 305.55383301,  305.53314209,  305.50003052, ...,  303.16323853,\n",
-      "           303.18643188,  303.25958252]],\n",
-      "\n",
-      "        [[ 300.34146118,  300.34799194,  300.30426025, ...,  300.20748901,\n",
-      "           300.36505127,  300.54638672],\n",
-      "         [ 300.32034302,  300.29794312,  300.31768799, ...,  300.21121216,\n",
-      "           300.37283325,  300.56530762],\n",
-      "         [ 300.27001953,  300.2677002 ,  300.2635498 , ...,  300.21136475,\n",
-      "           300.38452148,  300.57769775],\n",
-      "         ..., \n",
-      "         [ 304.5213623 ,  304.5218811 ,  304.50994873, ...,  303.63104248,\n",
-      "           303.53372192,  303.40335083],\n",
-      "         [ 304.53140259,  304.52182007,  304.50082397, ...,  302.93487549,\n",
-      "           302.90487671,  302.81369019],\n",
-      "         [ 304.52868652,  304.49673462,  304.48095703, ...,  302.22424316,\n",
-      "           302.25811768,  302.30865479]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 195.58712769,  195.45863342,  195.33621216, ...,  202.11154175,\n",
-      "           202.10678101,  201.96902466],\n",
-      "         [ 195.45736694,  195.29031372,  195.15853882, ...,  202.5667572 ,\n",
-      "           202.49383545,  202.39880371],\n",
-      "         [ 195.35978699,  195.18315125,  195.04986572, ...,  202.81367493,\n",
-      "           202.77537537,  202.67590332],\n",
-      "         ..., \n",
-      "         [ 201.12664795,  201.51445007,  201.84228516, ...,  204.15405273,\n",
-      "           204.3258667 ,  204.42771912],\n",
-      "         [ 200.95646667,  201.25169373,  201.58143616, ...,  204.19140625,\n",
-      "           204.31658936,  204.36715698],\n",
-      "         [ 200.76980591,  201.07859802,  201.23736572, ...,  204.08459473,\n",
-      "           204.17352295,  204.12756348]],\n",
-      "\n",
-      "        [[ 198.53314209,  197.99165344,  197.54896545, ...,  206.45651245,\n",
-      "           206.17184448,  205.82998657],\n",
-      "         [ 198.1047821 ,  197.57698059,  197.1759491 , ...,  206.39445496,\n",
-      "           206.07737732,  205.80609131],\n",
-      "         [ 197.72349548,  197.28439331,  196.93273926, ...,  206.30760193,\n",
-      "           206.05944824,  205.82963562],\n",
-      "         ..., \n",
-      "         [ 203.47192383,  204.05639648,  204.50389099, ...,  207.30033875,\n",
-      "           207.4410553 ,  207.43458557],\n",
-      "         [ 203.19584656,  203.62071228,  204.10693359, ...,  207.43499756,\n",
-      "           207.53738403,  207.66763306],\n",
-      "         [ 203.16687012,  203.18093872,  203.76097107, ...,  207.43984985,\n",
-      "           207.477005  ,  207.48193359]],\n",
-      "\n",
-      "        [[ 206.91375732,  206.63256836,  206.4254303 , ...,  208.99803162,\n",
-      "           208.8527832 ,  208.74987793],\n",
-      "         [ 206.64559937,  206.37258911,  206.23696899, ...,  209.32695007,\n",
-      "           209.21998596,  209.12478638],\n",
-      "         [ 206.40188599,  206.21351624,  206.12944031, ...,  209.58760071,\n",
-      "           209.52958679,  209.45799255],\n",
-      "         ..., \n",
-      "         [ 207.98262024,  208.06639099,  208.29043579, ...,  209.37606812,\n",
-      "           209.4677124 ,  209.60534668],\n",
-      "         [ 207.98976135,  207.90489197,  208.1398468 , ...,  209.46789551,\n",
-      "           209.54362488,  209.70687866],\n",
-      "         [ 208.05947876,  207.91615295,  207.98358154, ...,  209.55010986,\n",
-      "           209.60284424,  209.66079712]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 302.06610107,  302.05648804,  302.04968262, ...,  302.42883301,\n",
-      "           302.43582153,  302.40979004],\n",
-      "         [ 302.0383606 ,  302.03088379,  302.01983643, ...,  302.41934204,\n",
-      "           302.43530273,  302.42178345],\n",
-      "         [ 302.06903076,  302.06716919,  302.05712891, ...,  302.4069519 ,\n",
-      "           302.42611694,  302.4211731 ],\n",
-      "         ..., \n",
-      "         [ 304.85983276,  304.84448242,  304.81973267, ...,  302.24359131,\n",
-      "           302.19003296,  302.14343262],\n",
-      "         [ 304.80715942,  304.80786133,  304.79626465, ...,  302.01229858,\n",
-      "           301.95922852,  301.91159058],\n",
-      "         [ 304.73962402,  304.76464844,  304.7492981 , ...,  301.84609985,\n",
-      "           301.8470459 ,  301.84741211]],\n",
-      "\n",
-      "        [[ 301.30688477,  301.29788208,  301.28964233, ...,  301.68789673,\n",
-      "           301.69577026,  301.6628418 ],\n",
-      "         [ 301.27804565,  301.27294922,  301.26065063, ...,  301.68215942,\n",
-      "           301.69598389,  301.67834473],\n",
-      "         [ 301.30825806,  301.30914307,  301.30050659, ...,  301.66790771,\n",
-      "           301.68695068,  301.67251587],\n",
-      "         ..., \n",
-      "         [ 304.73986816,  304.71929932,  304.69107056, ...,  301.90478516,\n",
-      "           301.87451172,  301.8699646 ],\n",
-      "         [ 304.66122437,  304.66473389,  304.65310669, ...,  301.75476074,\n",
-      "           301.72579956,  301.71594238],\n",
-      "         [ 304.57394409,  304.60205078,  304.60366821, ...,  301.70175171,\n",
-      "           301.68664551,  301.65115356]],\n",
-      "\n",
-      "        [[ 300.33898926,  300.32669067,  300.32098389, ...,  300.72302246,\n",
-      "           300.73245239,  300.69805908],\n",
-      "         [ 300.30645752,  300.30096436,  300.29086304, ...,  300.71783447,\n",
-      "           300.73214722,  300.71139526],\n",
-      "         [ 300.33511353,  300.33770752,  300.32974243, ...,  300.70495605,\n",
-      "           300.72195435,  300.70605469],\n",
-      "         ..., \n",
-      "         [ 304.0177002 ,  304.0100708 ,  303.99069214, ...,  301.26834106,\n",
-      "           301.25009155,  301.24282837],\n",
-      "         [ 303.93740845,  303.95101929,  303.943573  , ...,  301.1545105 ,\n",
-      "           301.1315918 ,  301.12075806],\n",
-      "         [ 303.84991455,  303.8812561 ,  303.8888855 , ...,  301.07653809,\n",
-      "           301.08462524,  301.05807495]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 196.80265808,  196.87055969,  196.94837952, ...,  201.13368225,\n",
-      "           201.09962463,  201.07374573],\n",
-      "         [ 196.77729797,  196.85861206,  196.93701172, ...,  201.05934143,\n",
-      "           201.10336304,  201.07598877],\n",
-      "         [ 196.75753784,  196.93962097,  196.88916016, ...,  200.95169067,\n",
-      "           201.05245972,  201.10696411],\n",
-      "         ..., \n",
-      "         [ 200.46191406,  200.75904846,  201.06809998, ...,  203.39599609,\n",
-      "           203.66029358,  204.06100464],\n",
-      "         [ 200.47889709,  200.74073792,  200.99703979, ...,  203.65939331,\n",
-      "           203.95646667,  204.36372375],\n",
-      "         [ 200.61827087,  200.76690674,  200.97123718, ...,  203.95033264,\n",
-      "           204.28166199,  204.5838623 ]],\n",
-      "\n",
-      "        [[ 205.45677185,  205.50392151,  205.52784729, ...,  206.23002625,\n",
-      "           206.36431885,  206.50190735],\n",
-      "         [ 205.56117249,  205.69590759,  205.64299011, ...,  206.29481506,\n",
-      "           206.51878357,  206.69042969],\n",
-      "         [ 205.71200562,  205.65342712,  205.48495483, ...,  206.35821533,\n",
-      "           206.61355591,  206.80526733],\n",
-      "         ..., \n",
-      "         [ 209.81134033,  210.13604736,  210.40388489, ...,  206.3614502 ,\n",
-      "           206.75567627,  207.15489197],\n",
-      "         [ 209.62062073,  210.07159424,  210.39784241, ...,  206.6476593 ,\n",
-      "           207.02468872,  207.44393921],\n",
-      "         [ 209.37127686,  209.86135864,  210.3097229 , ...,  207.04859924,\n",
-      "           207.40475464,  207.74147034]],\n",
-      "\n",
-      "        [[ 209.95381165,  210.06924438,  209.97319031, ...,  209.68588257,\n",
-      "           209.71055603,  209.66523743],\n",
-      "         [ 210.0773468 ,  210.25102234,  210.19830322, ...,  209.70585632,\n",
-      "           209.7220459 ,  209.67474365],\n",
-      "         [ 210.16647339,  210.17990112,  210.17153931, ...,  209.63023376,\n",
-      "           209.6638031 ,  209.62109375],\n",
-      "         ..., \n",
-      "         [ 210.91238403,  210.07435608,  209.4103241 , ...,  208.8324585 ,\n",
-      "           208.93881226,  209.11312866],\n",
-      "         [ 211.54205322,  210.79121399,  210.12762451, ...,  208.93878174,\n",
-      "           209.02029419,  209.1282196 ],\n",
-      "         [ 212.0574646 ,  211.53424072,  210.93177795, ...,  209.12753296,\n",
-      "           209.19508362,  209.26766968]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: temperature\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'tv' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[ 307.40814209,  307.35787964,  307.3036499 , ...,  307.17358398,\n",
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-      "           307.17727661,  307.08267212],\n",
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-      "           307.27420044,  307.17276001],\n",
-      "         ..., \n",
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-      "\n",
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-      "         ..., \n",
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-      "         ..., \n",
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-      "           304.21292114,  304.1947937 ],\n",
-      "         [ 305.91726685,  305.81109619,  305.70278931, ...,  304.30764771,\n",
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-      "\n",
-      "        ..., \n",
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-      "         ..., \n",
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-      "           201.71531677,  201.74266052],\n",
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-      "           201.76786804,  201.79728699]],\n",
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-      "         ..., \n",
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-      "           206.67373657,  206.66323853],\n",
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-      "           206.69372559,  206.69552612]],\n",
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-      "         ..., \n",
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-      "\n",
-      "\n",
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-      "           306.89016724,  306.84924316],\n",
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-      "         ..., \n",
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-      "         ..., \n",
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-      "           304.99319458,  304.96862793],\n",
-      "         ..., \n",
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-      "           303.56777954,  303.58117676],\n",
-      "         [ 305.32077026,  305.31433105,  305.31298828, ...,  303.61019897,\n",
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-      "           303.66989136,  303.6824646 ]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 204.3973999 ,  204.30712891,  204.19371033, ...,  201.23956299,\n",
-      "           201.02406311,  201.10115051],\n",
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-      "         ..., \n",
-      "         [ 202.06452942,  202.09814453,  202.12406921, ...,  203.71859741,\n",
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-      "           203.64613342,  203.57868958],\n",
-      "         [ 202.05273438,  202.04891968,  202.05580139, ...,  203.56010437,\n",
-      "           203.5917511 ,  203.54699707]],\n",
-      "\n",
-      "        [[ 206.83457947,  206.55027771,  206.26812744, ...,  205.09248352,\n",
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-      "         [ 206.59858704,  206.30810547,  206.01081848, ...,  205.04785156,\n",
-      "           204.85050964,  204.92524719],\n",
-      "         [ 206.42907715,  206.18026733,  205.8901062 , ...,  205.09370422,\n",
-      "           204.85792542,  204.80369568],\n",
-      "         ..., \n",
-      "         [ 207.04634094,  207.08929443,  207.17797852, ...,  208.15742493,\n",
-      "           208.14105225,  208.09516907],\n",
-      "         [ 207.09220886,  207.12223816,  207.18963623, ...,  208.1164093 ,\n",
-      "           208.11663818,  208.07505798],\n",
-      "         [ 207.17340088,  207.17672729,  207.20794678, ...,  208.03939819,\n",
-      "           208.07217407,  208.05792236]],\n",
-      "\n",
-      "        [[ 209.24435425,  209.13220215,  209.02362061, ...,  208.39390564,\n",
-      "           208.30929565,  208.26759338],\n",
-      "         [ 209.13424683,  209.01783752,  208.89404297, ...,  208.40722656,\n",
-      "           208.29104614,  208.26979065],\n",
-      "         [ 209.06341553,  208.97128296,  208.85667419, ...,  208.46113586,\n",
-      "           208.32035828,  208.28427124],\n",
-      "         ..., \n",
-      "         [ 210.47018433,  210.49638367,  210.49987793, ...,  211.11422729,\n",
-      "           211.08569336,  211.05464172],\n",
-      "         [ 210.55636597,  210.57800293,  210.5737915 , ...,  211.0803833 ,\n",
-      "           211.06137085,  211.03865051],\n",
-      "         [ 210.66360474,  210.65727234,  210.66160583, ...,  211.02522278,\n",
-      "           211.03569031,  211.02197266]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 306.97937012,  306.97198486,  306.9569397 , ...,  306.8956604 ,\n",
-      "           306.82162476,  306.79269409],\n",
-      "         [ 306.98471069,  306.97744751,  306.97122192, ...,  306.90264893,\n",
-      "           306.90136719,  306.86608887],\n",
-      "         [ 306.99523926,  306.98687744,  306.98550415, ...,  306.89382935,\n",
-      "           306.92953491,  306.89273071],\n",
-      "         ..., \n",
-      "         [ 307.04275513,  307.04107666,  307.03158569, ...,  302.23495483,\n",
-      "           302.16864014,  302.14834595],\n",
-      "         [ 307.05935669,  307.05770874,  307.05319214, ...,  302.1434021 ,\n",
-      "           302.14550781,  302.12612915],\n",
-      "         [ 307.01812744,  307.04580688,  307.05148315, ...,  302.12179565,\n",
-      "           302.12200928,  302.10501099]],\n",
-      "\n",
-      "        [[ 306.23379517,  306.22949219,  306.21453857, ...,  306.04766846,\n",
-      "           305.98544312,  305.95184326],\n",
-      "         [ 306.24279785,  306.23400879,  306.22854614, ...,  306.06152344,\n",
-      "           306.06280518,  306.02618408],\n",
-      "         [ 306.25408936,  306.24447632,  306.24484253, ...,  306.06469727,\n",
-      "           306.09118652,  306.05557251],\n",
-      "         ..., \n",
-      "         [ 306.15670776,  306.17605591,  306.17242432, ...,  302.44152832,\n",
-      "           302.44567871,  302.44732666],\n",
-      "         [ 306.16500854,  306.17593384,  306.17694092, ...,  302.44396973,\n",
-      "           302.47491455,  302.48690796],\n",
-      "         [ 306.10293579,  306.14434814,  306.16540527, ...,  302.47363281,\n",
-      "           302.55032349,  302.59436035]],\n",
-      "\n",
-      "        [[ 305.25787354,  305.25488281,  305.24642944, ...,  304.98202515,\n",
-      "           304.95272827,  304.91815186],\n",
-      "         [ 305.27011108,  305.26397705,  305.2598877 , ...,  305.02084351,\n",
-      "           305.02752686,  304.990448  ],\n",
-      "         [ 305.28329468,  305.27468872,  305.27371216, ...,  305.03030396,\n",
-      "           305.05282593,  305.01800537],\n",
-      "         ..., \n",
-      "         [ 305.10299683,  305.11810303,  305.12384033, ...,  302.81015015,\n",
-      "           302.8107605 ,  302.80307007],\n",
-      "         [ 305.11395264,  305.12457275,  305.12493896, ...,  302.82403564,\n",
-      "           302.82357788,  302.82406616],\n",
-      "         [ 305.06015015,  305.09124756,  305.10748291, ...,  302.87298584,\n",
-      "           302.87176514,  302.8631897 ]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 203.80859375,  203.73579407,  203.67131042, ...,  203.76264954,\n",
-      "           204.19694519,  204.46731567],\n",
-      "         [ 203.86964417,  203.8130188 ,  203.75447083, ...,  203.38720703,\n",
-      "           203.83197021,  204.2689209 ],\n",
-      "         [ 203.98143005,  203.94540405,  203.89820862, ...,  202.99597168,\n",
-      "           203.48873901,  203.99679565],\n",
-      "         ..., \n",
-      "         [ 204.54634094,  204.56906128,  204.56455994, ...,  202.29534912,\n",
-      "           202.33250427,  202.36061096],\n",
-      "         [ 204.55197144,  204.57249451,  204.56990051, ...,  202.47288513,\n",
-      "           202.52098083,  202.58781433],\n",
-      "         [ 204.51844788,  204.56452942,  204.58717346, ...,  202.72021484,\n",
-      "           202.77496338,  202.86953735]],\n",
-      "\n",
-      "        [[ 207.15238953,  207.2048645 ,  207.24038696, ...,  209.38534546,\n",
-      "           210.10691833,  210.54841614],\n",
-      "         [ 207.12889099,  207.15263367,  207.14634705, ...,  208.8105011 ,\n",
-      "           209.52807617,  210.10702515],\n",
-      "         [ 207.09432983,  207.08981323,  207.05203247, ...,  208.22926331,\n",
-      "           208.96864319,  209.62388611],\n",
-      "         ..., \n",
-      "         [ 209.02220154,  209.01634216,  208.98248291, ...,  205.49523926,\n",
-      "           205.54298401,  205.56481934],\n",
-      "         [ 208.89477539,  208.90011597,  208.87353516, ...,  205.7069397 ,\n",
-      "           205.7543335 ,  205.79899597],\n",
-      "         [ 208.76556396,  208.78158569,  208.77830505, ...,  205.97419739,\n",
-      "           206.01130676,  206.04251099]],\n",
-      "\n",
-      "        [[ 209.36338806,  209.43882751,  209.46426392, ...,  209.82878113,\n",
-      "           210.04953003,  210.17779541],\n",
-      "         [ 209.25878906,  209.30522156,  209.29779053, ...,  209.75164795,\n",
-      "           209.97050476,  210.10224915],\n",
-      "         [ 209.11308289,  209.13237   ,  209.10955811, ...,  209.69883728,\n",
-      "           209.92874146,  210.09562683],\n",
-      "         ..., \n",
-      "         [ 211.28388977,  211.22354126,  211.16893005, ...,  210.0743866 ,\n",
-      "           210.07443237,  210.04322815],\n",
-      "         [ 211.3011322 ,  211.24417114,  211.18778992, ...,  210.14794922,\n",
-      "           210.14530945,  210.11616516],\n",
-      "         [ 211.30734253,  211.24465942,  211.21209717, ...,  210.259552  ,\n",
-      "           210.22079468,  210.18774414]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[ 305.55307007,  305.57022095,  305.54574585, ...,  305.65744019,\n",
-      "           305.86444092,  306.08984375],\n",
-      "         [ 305.5569458 ,  305.55352783,  305.53979492, ...,  305.78140259,\n",
-      "           306.02923584,  306.26306152],\n",
-      "         [ 305.58612061,  305.58908081,  305.56707764, ...,  305.88705444,\n",
-      "           306.17245483,  306.44369507],\n",
-      "         ..., \n",
-      "         [ 307.85852051,  307.88119507,  307.89163208, ...,  308.09106445,\n",
-      "           308.1781311 ,  308.22793579],\n",
-      "         [ 307.78851318,  307.81433105,  307.84140015, ...,  308.49127197,\n",
-      "           308.52264404,  308.5512085 ],\n",
-      "         [ 307.78372192,  307.82183838,  307.84921265, ...,  308.44848633,\n",
-      "           308.47494507,  308.5149231 ]],\n",
-      "\n",
-      "        [[ 304.70779419,  304.72247314,  304.69772339, ...,  304.79516602,\n",
-      "           304.9715271 ,  305.11911011],\n",
-      "         [ 304.71026611,  304.70690918,  304.69229126, ...,  304.92849731,\n",
-      "           305.16732788,  305.36047363],\n",
-      "         [ 304.73834229,  304.74172974,  304.71911621, ...,  305.04162598,\n",
-      "           305.32110596,  305.57199097],\n",
-      "         ..., \n",
-      "         [ 306.78253174,  306.79864502,  306.82052612, ...,  307.04476929,\n",
-      "           307.11593628,  307.16470337],\n",
-      "         [ 306.72348022,  306.74926758,  306.77719116, ...,  307.402771  ,\n",
-      "           307.43145752,  307.45965576],\n",
-      "         [ 306.7109375 ,  306.74609375,  306.77737427, ...,  307.3190918 ,\n",
-      "           307.35925293,  307.39501953]],\n",
-      "\n",
-      "        [[ 303.68914795,  303.71105957,  303.68484497, ...,  303.7772522 ,\n",
-      "           303.94485474,  304.08306885],\n",
-      "         [ 303.69674683,  303.69393921,  303.67855835, ...,  303.90878296,\n",
-      "           304.14169312,  304.32064819],\n",
-      "         [ 303.72357178,  303.72769165,  303.70471191, ...,  304.01748657,\n",
-      "           304.29614258,  304.53305054],\n",
-      "         ..., \n",
-      "         [ 305.6986084 ,  305.7175293 ,  305.7371521 , ...,  305.96282959,\n",
-      "           306.02832031,  306.0774231 ],\n",
-      "         [ 305.64459229,  305.67214966,  305.6986084 , ...,  306.30249023,\n",
-      "           306.33328247,  306.36114502],\n",
-      "         [ 305.63046265,  305.66708374,  305.69683838, ...,  306.22564697,\n",
-      "           306.25482178,  306.2906189 ]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 198.30004883,  198.25846863,  198.24545288, ...,  200.28390503,\n",
-      "           200.51010132,  200.72221375],\n",
-      "         [ 198.54954529,  198.50450134,  198.46757507, ...,  200.34288025,\n",
-      "           200.52365112,  200.63960266],\n",
-      "         [ 198.77871704,  198.74243164,  198.69061279, ...,  200.373703  ,\n",
-      "           200.53913879,  200.63777161],\n",
-      "         ..., \n",
-      "         [ 204.92230225,  204.87750244,  204.75292969, ...,  203.67198181,\n",
-      "           203.79370117,  203.90240479],\n",
-      "         [ 204.9541626 ,  204.9520874 ,  204.86837769, ...,  203.90362549,\n",
-      "           204.00007629,  204.1111145 ],\n",
-      "         [ 204.95173645,  204.98228455,  204.95506287, ...,  204.08935547,\n",
-      "           204.26551819,  204.54023743]],\n",
-      "\n",
-      "        [[ 201.61131287,  201.64408875,  201.78596497, ...,  204.18218994,\n",
-      "           204.36280823,  204.62008667],\n",
-      "         [ 201.58770752,  201.59580994,  201.72918701, ...,  204.2310791 ,\n",
-      "           204.40286255,  204.53945923],\n",
-      "         [ 201.75099182,  201.84587097,  202.03346252, ...,  204.27719116,\n",
-      "           204.41142273,  204.53250122],\n",
-      "         ..., \n",
-      "         [ 209.1791687 ,  209.11123657,  208.91616821, ...,  207.02043152,\n",
-      "           207.20114136,  207.33197021],\n",
-      "         [ 209.20530701,  209.24992371,  209.16101074, ...,  207.26843262,\n",
-      "           207.43069458,  207.56079102],\n",
-      "         [ 209.10539246,  209.29048157,  209.19223022, ...,  207.64741516,\n",
-      "           207.6426239 ,  207.72044373]],\n",
-      "\n",
-      "        [[ 207.12283325,  207.11100769,  207.22590637, ...,  208.57572937,\n",
-      "           208.66539001,  208.79171753],\n",
-      "         [ 207.08103943,  207.09136963,  207.21235657, ...,  208.62269592,\n",
-      "           208.7571106 ,  208.89338684],\n",
-      "         [ 207.0821228 ,  207.11340332,  207.24952698, ...,  208.68345642,\n",
-      "           208.82650757,  208.95481873],\n",
-      "         ..., \n",
-      "         [ 210.69212341,  210.56190491,  210.31764221, ...,  209.49238586,\n",
-      "           209.56600952,  209.62593079],\n",
-      "         [ 210.7930603 ,  210.7976532 ,  210.65805054, ...,  209.58544922,\n",
-      "           209.6519165 ,  209.71739197],\n",
-      "         [ 210.76570129,  210.77293396,  210.87809753, ...,  209.74705505,\n",
-      "           209.80073547,  209.83810425]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 305.92324829,  305.9335022 ,  305.89474487, ...,  305.66448975,\n",
-      "           305.82785034,  305.97622681],\n",
-      "         [ 305.89398193,  305.85974121,  305.88543701, ...,  305.67306519,\n",
-      "           305.83779907,  306.00369263],\n",
-      "         [ 305.83117676,  305.82696533,  305.82226562, ...,  305.67956543,\n",
-      "           305.8536377 ,  306.02713013],\n",
-      "         ..., \n",
-      "         [ 309.31896973,  309.32165527,  309.31741333, ...,  308.48651123,\n",
-      "           308.4045105 ,  308.27416992],\n",
-      "         [ 309.32510376,  309.32150269,  309.31256104, ...,  307.86813354,\n",
-      "           307.85418701,  307.74050903],\n",
-      "         [ 309.32458496,  309.32827759,  309.31277466, ...,  307.17892456,\n",
-      "           307.23086548,  307.31652832]],\n",
-      "\n",
-      "        [[ 305.0821228 ,  305.09442139,  305.05249023, ...,  304.78753662,\n",
-      "           304.95733643,  305.10861206],\n",
-      "         [ 305.04995728,  305.02481079,  305.04721069, ...,  304.80291748,\n",
-      "           304.9692688 ,  305.13787842],\n",
-      "         [ 304.98205566,  304.98443604,  304.98141479, ...,  304.80895996,\n",
-      "           304.98464966,  305.16079712],\n",
-      "         ..., \n",
-      "         [ 308.36404419,  308.38446045,  308.38342285, ...,  307.55822754,\n",
-      "           307.47549438,  307.36407471],\n",
-      "         [ 308.37045288,  308.37994385,  308.37261963, ...,  306.95001221,\n",
-      "           306.93804932,  306.8586731 ],\n",
-      "         [ 308.36276245,  308.36166382,  308.34570312, ...,  306.31622314,\n",
-      "           306.35928345,  306.45178223]],\n",
-      "\n",
-      "        [[ 304.06369019,  304.07531738,  304.03128052, ...,  303.7663269 ,\n",
-      "           303.92504883,  304.07580566],\n",
-      "         [ 304.02774048,  304.00326538,  304.02612305, ...,  303.77371216,\n",
-      "           303.93527222,  304.10302734],\n",
-      "         [ 303.96264648,  303.96322632,  303.95944214, ...,  303.77737427,\n",
-      "           303.95040894,  304.12313843],\n",
-      "         ..., \n",
-      "         [ 307.30157471,  307.31912231,  307.31811523, ...,  306.52978516,\n",
-      "           306.4520874 ,  306.34750366],\n",
-      "         [ 307.30578613,  307.31460571,  307.30706787, ...,  305.9336853 ,\n",
-      "           305.92318726,  305.85513306],\n",
-      "         [ 307.29360962,  307.28109741,  307.2822876 , ...,  305.32723999,\n",
-      "           305.3812561 ,  305.45159912]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 195.58757019,  195.45906067,  195.33662415, ...,  202.11193848,\n",
-      "           202.10717773,  201.96942139],\n",
-      "         [ 195.45782471,  195.29075623,  195.15896606, ...,  202.56715393,\n",
-      "           202.49423218,  202.39920044],\n",
-      "         [ 195.36026001,  195.18360901,  195.05030823, ...,  202.81407166,\n",
-      "           202.77577209,  202.67630005],\n",
-      "         ..., \n",
-      "         [ 201.12702942,  201.51483154,  201.84266663, ...,  204.15438843,\n",
-      "           204.32621765,  204.42807007],\n",
-      "         [ 200.95683289,  201.25205994,  201.58181763, ...,  204.19174194,\n",
-      "           204.31694031,  204.36752319],\n",
-      "         [ 200.77015686,  201.07896423,  201.23773193, ...,  204.08493042,\n",
-      "           204.1738739 ,  204.12792969]],\n",
-      "\n",
-      "        [[ 198.53346252,  197.99197388,  197.54928589, ...,  206.45671082,\n",
-      "           206.17204285,  205.8302002 ],\n",
-      "         [ 198.10510254,  197.57730103,  197.17626953, ...,  206.39465332,\n",
-      "           206.07759094,  205.80630493],\n",
-      "         [ 197.72383118,  197.284729  ,  196.93307495, ...,  206.30780029,\n",
-      "           206.05966187,  205.82984924],\n",
-      "         ..., \n",
-      "         [ 203.47218323,  204.05665588,  204.50415039, ...,  207.30055237,\n",
-      "           207.44126892,  207.43479919],\n",
-      "         [ 203.19610596,  203.62097168,  204.10719299, ...,  207.43521118,\n",
-      "           207.53759766,  207.66784668],\n",
-      "         [ 203.16712952,  203.18119812,  203.76123047, ...,  207.44006348,\n",
-      "           207.47721863,  207.48214722]],\n",
-      "\n",
-      "        [[ 206.91390991,  206.63272095,  206.42558289, ...,  208.99815369,\n",
-      "           208.85290527,  208.75      ],\n",
-      "         [ 206.64575195,  206.3727417 ,  206.23712158, ...,  209.32707214,\n",
-      "           209.22010803,  209.12490845],\n",
-      "         [ 206.40203857,  206.21366882,  206.1295929 , ...,  209.58772278,\n",
-      "           209.52970886,  209.45811462],\n",
-      "         ..., \n",
-      "         [ 207.98275757,  208.06652832,  208.29057312, ...,  209.37619019,\n",
-      "           209.46783447,  209.60546875],\n",
-      "         [ 207.98989868,  207.9050293 ,  208.13998413, ...,  209.46801758,\n",
-      "           209.54374695,  209.70700073],\n",
-      "         [ 208.05961609,  207.91629028,  207.98371887, ...,  209.55023193,\n",
-      "           209.60296631,  209.66091919]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 305.86523438,  305.85830688,  305.84887695, ...,  306.23730469,\n",
-      "           306.23937988,  306.2059021 ],\n",
-      "         [ 305.85116577,  305.84347534,  305.82717896, ...,  306.23120117,\n",
-      "           306.24291992,  306.22335815],\n",
-      "         [ 305.87609863,  305.87075806,  305.85470581, ...,  306.22195435,\n",
-      "           306.23773193,  306.22766113],\n",
-      "         ..., \n",
-      "         [ 307.90133667,  307.87301636,  307.85064697, ...,  305.68438721,\n",
-      "           305.63916016,  305.60339355],\n",
-      "         [ 307.85009766,  307.83859253,  307.82653809, ...,  305.47006226,\n",
-      "           305.41943359,  305.37719727],\n",
-      "         [ 307.79238892,  307.80197144,  307.78207397, ...,  305.32000732,\n",
-      "           305.30935669,  305.30950928]],\n",
-      "\n",
-      "        [[ 305.03173828,  305.02560425,  305.01266479, ...,  305.39013672,\n",
-      "           305.39437866,  305.35479736],\n",
-      "         [ 305.01733398,  305.01223755,  304.99298096, ...,  305.38775635,\n",
-      "           305.39868164,  305.37561035],\n",
-      "         [ 305.04086304,  305.03790283,  305.02178955, ...,  305.37643433,\n",
-      "           305.3934021 ,  305.37432861],\n",
-      "         ..., \n",
-      "         [ 307.6524353 ,  307.62615967,  307.60232544, ...,  305.3046875 ,\n",
-      "           305.27996826,  305.28152466],\n",
-      "         [ 307.58224487,  307.57397461,  307.56561279, ...,  305.162323  ,\n",
-      "           305.13433838,  305.12701416],\n",
-      "         [ 307.50741577,  307.52084351,  307.52191162, ...,  305.11422729,\n",
-      "           305.09335327,  305.05322266]],\n",
-      "\n",
-      "        [[ 304.01669312,  304.00741577,  303.9949646 , ...,  304.35641479,\n",
-      "           304.36410522,  304.32473755],\n",
-      "         [ 303.99932861,  303.99377441,  303.97540283, ...,  304.35455322,\n",
-      "           304.36764526,  304.34283447],\n",
-      "         [ 304.02120972,  304.01940918,  304.0027771 , ...,  304.34442139,\n",
-      "           304.36083984,  304.3414917 ],\n",
-      "         ..., \n",
-      "         [ 306.84375   ,  306.82937622,  306.8190918 , ...,  304.60296631,\n",
-      "           304.5859375 ,  304.58148193],\n",
-      "         [ 306.7727356 ,  306.77584839,  306.7734375 , ...,  304.48806763,\n",
-      "           304.46682739,  304.45870972],\n",
-      "         [ 306.69766235,  306.71585083,  306.72485352, ...,  304.40826416,\n",
-      "           304.41156006,  304.3833313 ]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 196.80302429,  196.87091064,  196.94871521, ...,  201.13409424,\n",
-      "           201.10002136,  201.07414246],\n",
-      "         [ 196.77766418,  196.85896301,  196.93734741, ...,  201.05973816,\n",
-      "           201.10375977,  201.0763855 ],\n",
-      "         [ 196.75791931,  196.93998718,  196.88951111, ...,  200.9520874 ,\n",
-      "           201.05285645,  201.10736084],\n",
-      "         ..., \n",
-      "         [ 200.4622345 ,  200.7593689 ,  201.06842041, ...,  203.39637756,\n",
-      "           203.66069031,  204.06140137],\n",
-      "         [ 200.47920227,  200.74104309,  200.99736023, ...,  203.65979004,\n",
-      "           203.9568634 ,  204.36412048],\n",
-      "         [ 200.61857605,  200.76721191,  200.97154236, ...,  203.95072937,\n",
-      "           204.28205872,  204.58425903]],\n",
-      "\n",
-      "        [[ 205.45697021,  205.50411987,  205.52804565, ...,  206.23023987,\n",
-      "           206.36453247,  206.50212097],\n",
-      "         [ 205.56137085,  205.69610596,  205.64318848, ...,  206.29502869,\n",
-      "           206.51899719,  206.69064331],\n",
-      "         [ 205.71220398,  205.65362549,  205.4851532 , ...,  206.35842896,\n",
-      "           206.61376953,  206.8054657 ],\n",
-      "         ..., \n",
-      "         [ 209.81155396,  210.13624573,  210.40408325, ...,  206.36167908,\n",
-      "           206.75590515,  207.15512085],\n",
-      "         [ 209.62083435,  210.0717926 ,  210.39804077, ...,  206.64788818,\n",
-      "           207.0249176 ,  207.44416809],\n",
-      "         [ 209.37149048,  209.86155701,  210.30992126, ...,  207.04882812,\n",
-      "           207.40498352,  207.74168396]],\n",
-      "\n",
-      "        [[ 209.95393372,  210.06936646,  209.97331238, ...,  209.68600464,\n",
-      "           209.7106781 ,  209.6653595 ],\n",
-      "         [ 210.07746887,  210.25114441,  210.19842529, ...,  209.70597839,\n",
-      "           209.72216797,  209.67486572],\n",
-      "         [ 210.16659546,  210.18002319,  210.17166138, ...,  209.63035583,\n",
-      "           209.66392517,  209.62121582],\n",
-      "         ..., \n",
-      "         [ 210.91249084,  210.07447815,  209.41044617, ...,  208.83259583,\n",
-      "           208.93894958,  209.11326599],\n",
-      "         [ 211.54216003,  210.7913208 ,  210.12774658, ...,  208.93891907,\n",
-      "           209.02043152,  209.12834167],\n",
-      "         [ 212.05757141,  211.53434753,  210.93188477, ...,  209.12767029,\n",
-      "           209.19520569,  209.26779175]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: virtual temperature\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'twb' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[ 300.36956787,  300.31692505,  300.26531982, ...,  299.22705078,\n",
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-      "         ..., \n",
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-      "           297.53353882,  297.55639648]],\n",
-      "\n",
-      "        ..., \n",
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-      "           201.58158875,  201.61058044]],\n",
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-      "         ..., \n",
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-      "           206.36148071,  206.3513031 ],\n",
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-      "           206.38092041,  206.38267517]],\n",
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-      "         ..., \n",
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-      "           210.4871521 ,  210.46315002],\n",
-      "         [ 210.45022583,  210.44819641,  210.4432373 , ...,  210.46678162,\n",
-      "           210.43496704,  210.40583801],\n",
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-      "           210.4002533 ,  210.37158203]]],\n",
-      "\n",
-      "\n",
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-      "         ..., \n",
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-      "         ..., \n",
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-      "\n",
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-      "           298.28353882,  298.26394653],\n",
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-      "           298.26834106,  298.24975586],\n",
-      "         [ 299.57202148,  299.57080078,  299.5765686 , ...,  298.28225708,\n",
-      "           298.262146  ,  298.2479248 ],\n",
-      "         ..., \n",
-      "         [ 298.01174927,  298.04284668,  298.05783081, ...,  297.41009521,\n",
-      "           297.4095459 ,  297.40829468],\n",
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-      "           297.40975952,  297.41015625],\n",
-      "         [ 297.89141846,  297.93450928,  297.96835327, ...,  297.40475464,\n",
-      "           297.40859985,  297.41098022]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 204.17124939,  204.08258057,  203.97122192, ...,  201.06434631,\n",
-      "           200.85142517,  200.9276123 ],\n",
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-      "           201.08932495,  200.99659729],\n",
-      "         ..., \n",
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-      "           203.43077087,  203.36462402],\n",
-      "         [ 201.86932373,  201.86561584,  201.87246704, ...,  203.34623718,\n",
-      "           203.37731934,  203.3334198 ]],\n",
-      "\n",
-      "        [[ 206.51802063,  206.24153137,  205.96707153, ...,  204.82194519,\n",
-      "           204.64004517,  204.74555969],\n",
-      "         [ 206.2885437 ,  206.00601196,  205.71682739, ...,  204.77844238,\n",
-      "           204.58551025,  204.65826416],\n",
-      "         [ 206.12376404,  205.88168335,  205.59944153, ...,  204.82330322,\n",
-      "           204.5927887 ,  204.53967285],\n",
-      "         ..., \n",
-      "         [ 206.72427368,  206.76611328,  206.85232544, ...,  207.7986908 ,\n",
-      "           207.78286743,  207.73852539],\n",
-      "         [ 206.76882935,  206.79811096,  206.86357117, ...,  207.75901794,\n",
-      "           207.75924683,  207.71905518],\n",
-      "         [ 206.84776306,  206.85105896,  206.8812561 , ...,  207.68458557,\n",
-      "           207.7162323 ,  207.70246887]],\n",
-      "\n",
-      "        [[ 208.79064941,  208.68312073,  208.57920837, ...,  207.97615051,\n",
-      "           207.8951416 ,  207.85543823],\n",
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-      "           207.87744141,  207.85746765],\n",
-      "         [ 208.61727905,  208.52893066,  208.41911316, ...,  208.04039001,\n",
-      "           207.90551758,  207.87127686],\n",
-      "         ..., \n",
-      "         [ 209.95791626,  209.98275757,  209.98608398, ...,  210.56916809,\n",
-      "           210.54208374,  210.51255798],\n",
-      "         [ 210.03974915,  210.06025696,  210.05625916, ...,  210.5370636 ,\n",
-      "           210.51901245,  210.49743652],\n",
-      "         [ 210.14157104,  210.13552856,  210.13978577, ...,  210.48457336,\n",
-      "           210.49465942,  210.48162842]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 300.97613525,  300.98178101,  300.98458862, ...,  299.68322754,\n",
-      "           299.6619873 ,  299.64709473],\n",
-      "         [ 300.99191284,  300.99661255,  300.99975586, ...,  299.71664429,\n",
-      "           299.72817993,  299.71334839],\n",
-      "         [ 301.00588989,  301.00991821,  301.01339722, ...,  299.73443604,\n",
-      "           299.76382446,  299.74996948],\n",
-      "         ..., \n",
-      "         [ 299.12719727,  299.131073  ,  299.13433838, ...,  297.64865112,\n",
-      "           297.65267944,  297.64102173],\n",
-      "         [ 299.12896729,  299.12557983,  299.12557983, ...,  297.61553955,\n",
-      "           297.66046143,  297.64562988],\n",
-      "         [ 299.11935425,  299.11907959,  299.11816406, ...,  297.57147217,\n",
-      "           297.63577271,  297.63269043]],\n",
-      "\n",
-      "        [[ 300.50198364,  300.506073  ,  300.50598145, ...,  299.06118774,\n",
-      "           299.05145264,  299.03521729],\n",
-      "         [ 300.51611328,  300.51773071,  300.51947021, ...,  299.10266113,\n",
-      "           299.11663818,  299.10177612],\n",
-      "         [ 300.52767944,  300.52920532,  300.53240967, ...,  299.13015747,\n",
-      "           299.15386963,  299.14108276],\n",
-      "         ..., \n",
-      "         [ 298.50942993,  298.51757812,  298.51992798, ...,  297.52178955,\n",
-      "           297.54837036,  297.54296875],\n",
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-      "           297.57806396,  297.57144165],\n",
-      "         [ 298.47161865,  298.48458862,  298.49221802, ...,  297.51025391,\n",
-      "           297.581604  ,  297.59570312]],\n",
-      "\n",
-      "        [[ 299.88873291,  299.8800354 ,  299.86904907, ...,  298.4859314 ,\n",
-      "           298.48873901,  298.47232056],\n",
-      "         [ 299.88739014,  299.87686157,  299.87481689, ...,  298.53704834,\n",
-      "           298.55471802,  298.53955078],\n",
-      "         [ 299.8888855 ,  299.87811279,  299.88046265, ...,  298.56933594,\n",
-      "           298.59255981,  298.58007812],\n",
-      "         ..., \n",
-      "         [ 297.97006226,  297.97695923,  297.98071289, ...,  297.02548218,\n",
-      "           297.04083252,  297.04797363],\n",
-      "         [ 297.95709229,  297.9642334 ,  297.96673584, ...,  297.05914307,\n",
-      "           297.07595825,  297.07244873],\n",
-      "         [ 297.92495728,  297.94192505,  297.95101929, ...,  297.06628418,\n",
-      "           297.08633423,  297.07962036]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 203.59301758,  203.52153015,  203.45820618, ...,  203.54853821,\n",
-      "           203.97517395,  204.24078369],\n",
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-      "           203.27961731,  203.77868652],\n",
-      "         ..., \n",
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-      "           202.13919067,  202.16725159],\n",
-      "         [ 204.3271637 ,  204.34738159,  204.34486389, ...,  202.27700806,\n",
-      "           202.32472229,  202.39094543],\n",
-      "         [ 204.29423523,  204.33955383,  204.36186218, ...,  202.52055359,\n",
-      "           202.57481384,  202.66836548]],\n",
-      "\n",
-      "        [[ 206.82728577,  206.87805176,  206.91242981, ...,  208.98207092,\n",
-      "           209.67436218,  210.09790039],\n",
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-      "           209.11897278,  209.67440796],\n",
-      "         [ 206.77116394,  206.7668457 ,  206.73016357, ...,  207.86820984,\n",
-      "           208.58230591,  209.21090698],\n",
-      "         ..., \n",
-      "         [ 208.63426208,  208.62866211,  208.59620667, ...,  205.21554565,\n",
-      "           205.26208496,  205.28338623],\n",
-      "         [ 208.51194763,  208.51708984,  208.49160767, ...,  205.42137146,\n",
-      "           205.46755981,  205.51109314],\n",
-      "         [ 208.38725281,  208.40286255,  208.39970398, ...,  205.68125916,\n",
-      "           205.71742249,  205.74795532]],\n",
-      "\n",
-      "        [[ 208.90457153,  208.97686768,  209.00117493, ...,  209.34886169,\n",
-      "           209.55839539,  209.6799469 ],\n",
-      "         [ 208.80432129,  208.84886169,  208.8416748 , ...,  209.27577209,\n",
-      "           209.48358154,  209.6085968 ],\n",
-      "         [ 208.66471863,  208.6832428 ,  208.66131592, ...,  209.22566223,\n",
-      "           209.44392395,  209.60229492],\n",
-      "         ..., \n",
-      "         [ 210.73020935,  210.67277527,  210.6209259 , ...,  209.58198547,\n",
-      "           209.58203125,  209.55241394],\n",
-      "         [ 210.74659729,  210.69236755,  210.63883972, ...,  209.65182495,\n",
-      "           209.64933777,  209.62165833],\n",
-      "         [ 210.75256348,  210.6927948 ,  210.66192627, ...,  209.75805664,\n",
-      "           209.72106934,  209.68974304]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[ 299.36856079,  299.39041138,  299.38772583, ...,  298.84362793,\n",
-      "           298.7277832 ,  298.67663574],\n",
-      "         [ 299.38522339,  299.38693237,  299.38497925, ...,  298.95135498,\n",
-      "           298.84899902,  298.74810791],\n",
-      "         [ 299.41876221,  299.42575073,  299.415802  , ...,  299.04299927,\n",
-      "           298.9548645 ,  298.84738159],\n",
-      "         ..., \n",
-      "         [ 297.62579346,  297.65661621,  297.69317627, ...,  298.47650146,\n",
-      "           298.46295166,  298.4708252 ],\n",
-      "         [ 297.63812256,  297.66992188,  297.70300293, ...,  298.20251465,\n",
-      "           298.23339844,  298.26895142],\n",
-      "         [ 297.63104248,  297.67108154,  297.7041626 , ...,  298.21139526,\n",
-      "           298.25396729,  298.29269409]],\n",
-      "\n",
-      "        [[ 298.85534668,  298.8744812 ,  298.8704834 , ...,  298.23937988,\n",
-      "           298.13552856,  298.0824585 ],\n",
-      "         [ 298.87158203,  298.871521  ,  298.86694336, ...,  298.33731079,\n",
-      "           298.24282837,  298.15072632],\n",
-      "         [ 298.90505981,  298.91113281,  298.89807129, ...,  298.42510986,\n",
-      "           298.33917236,  298.24151611],\n",
-      "         ..., \n",
-      "         [ 297.02554321,  297.0581665 ,  297.09332275, ...,  297.8949585 ,\n",
-      "           297.89215088,  297.90411377],\n",
-      "         [ 297.02520752,  297.05917358,  297.09228516, ...,  297.6534729 ,\n",
-      "           297.68862915,  297.7277832 ],\n",
-      "         [ 297.0045166 ,  297.04498291,  297.0819397 , ...,  297.64645386,\n",
-      "           297.7046814 ,  297.74169922]],\n",
-      "\n",
-      "        [[ 298.35229492,  298.37484741,  298.36697388, ...,  297.69024658,\n",
-      "           297.59387207,  297.54776001],\n",
-      "         [ 298.368927  ,  298.36813354,  298.36236572, ...,  297.78411865,\n",
-      "           297.69711304,  297.6144104 ],\n",
-      "         [ 298.40179443,  298.40737915,  298.39257812, ...,  297.86621094,\n",
-      "           297.78857422,  297.70050049],\n",
-      "         ..., \n",
-      "         [ 296.48931885,  296.52328491,  296.55560303, ...,  297.33453369,\n",
-      "           297.34207153,  297.36212158],\n",
-      "         [ 296.48318481,  296.51898193,  296.5513916 , ...,  297.12765503,\n",
-      "           297.16864014,  297.21231079],\n",
-      "         [ 296.45767212,  296.50003052,  296.53729248, ...,  297.14123535,\n",
-      "           297.17807007,  297.22238159]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 198.15914917,  198.11769104,  198.10449219, ...,  200.12214661,\n",
-      "           200.3458252 ,  200.55561829],\n",
-      "         [ 198.40647888,  198.36160278,  198.32469177, ...,  200.18049622,\n",
-      "           200.35923767,  200.47396851],\n",
-      "         [ 198.63372803,  198.59750366,  198.54585266, ...,  200.21098328,\n",
-      "           200.37457275,  200.47213745],\n",
-      "         ..., \n",
-      "         [ 204.68890381,  204.64511108,  204.52323914, ...,  203.46092224,\n",
-      "           203.58084106,  203.6879425 ],\n",
-      "         [ 204.71989441,  204.71789551,  204.63600159, ...,  203.68859863,\n",
-      "           203.78369141,  203.89309692],\n",
-      "         [ 204.71731567,  204.74725342,  204.72064209, ...,  203.87121582,\n",
-      "           204.04460144,  204.31468201]],\n",
-      "\n",
-      "        [[ 201.41197205,  201.44400024,  201.5836792 , ...,  203.93370056,\n",
-      "           204.11032104,  204.36183167],\n",
-      "         [ 201.38899231,  201.39685059,  201.5282135 , ...,  203.98139954,\n",
-      "           204.1493988 ,  204.2830658 ],\n",
-      "         [ 201.54998779,  201.64334106,  201.82797241, ...,  204.02644348,\n",
-      "           204.15771484,  204.27619934],\n",
-      "         ..., \n",
-      "         [ 208.78637695,  208.72122192,  208.53405762, ...,  206.70039368,\n",
-      "           206.87583923,  207.00231934],\n",
-      "         [ 208.81134033,  208.85418701,  208.76889038, ...,  206.94085693,\n",
-      "           207.09773254,  207.22349548],\n",
-      "         [ 208.71537781,  208.89295959,  208.79876709, ...,  207.30708313,\n",
-      "           207.3026886 ,  207.37808228]],\n",
-      "\n",
-      "        [[ 206.75296021,  206.7414093 ,  206.85238647, ...,  208.15028381,\n",
-      "           208.23587036,  208.35673523],\n",
-      "         [ 206.71266174,  206.7224884 ,  206.83935547, ...,  208.19512939,\n",
-      "           208.32389832,  208.45437622],\n",
-      "         [ 206.71376038,  206.74375916,  206.87522888, ...,  208.25335693,\n",
-      "           208.39041138,  208.51330566],\n",
-      "         ..., \n",
-      "         [ 210.16807556,  210.04446411,  209.81306458, ...,  209.02839661,\n",
-      "           209.09890747,  209.15634155],\n",
-      "         [ 210.26383972,  210.26823425,  210.13618469, ...,  209.11755371,\n",
-      "           209.18093872,  209.24311829],\n",
-      "         [ 210.23788452,  210.24449158,  210.34498596, ...,  209.27166748,\n",
-      "           209.32272339,  209.3578186 ]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 299.66659546,  299.68649292,  299.67669678, ...,  299.31738281,\n",
-      "           299.35702515,  299.29507446],\n",
-      "         [ 299.62268066,  299.60891724,  299.62820435, ...,  299.33789062,\n",
-      "           299.37484741,  299.33364868],\n",
-      "         [ 299.57064819,  299.58013916,  299.5821228 , ...,  299.35601807,\n",
-      "           299.39486694,  299.36801147],\n",
-      "         ..., \n",
-      "         [ 297.47802734,  297.5296936 ,  297.56207275, ...,  297.63116455,\n",
-      "           297.68637085,  297.76589966],\n",
-      "         [ 297.45388794,  297.50939941,  297.55099487, ...,  297.82397461,\n",
-      "           297.88909912,  297.97549438],\n",
-      "         [ 297.40820312,  297.46914673,  297.52160645, ...,  298.0586853 ,\n",
-      "           298.13476562,  298.21786499]],\n",
-      "\n",
-      "        [[ 299.16790771,  299.18664551,  299.17346191, ...,  298.70336914,\n",
-      "           298.74743652,  298.68035889],\n",
-      "         [ 299.11730957,  299.10559082,  299.1199646 , ...,  298.72607422,\n",
-      "           298.76202393,  298.71624756],\n",
-      "         [ 299.05981445,  299.06930542,  299.06994629, ...,  298.74224854,\n",
-      "           298.7791748 ,  298.74832153],\n",
-      "         ..., \n",
-      "         [ 296.88665771,  296.94830322,  296.98406982, ...,  297.10848999,\n",
-      "           297.16000366,  297.23162842],\n",
-      "         [ 296.86447144,  296.92840576,  296.97210693, ...,  297.29785156,\n",
-      "           297.36151123,  297.43240356],\n",
-      "         [ 296.824646  ,  296.89004517,  296.94299316, ...,  297.50482178,\n",
-      "           297.58087158,  297.67166138]],\n",
-      "\n",
-      "        [[ 298.67941284,  298.69699097,  298.68157959, ...,  298.15408325,\n",
-      "           298.19302368,  298.12963867],\n",
-      "         [ 298.62384033,  298.61172485,  298.62466431, ...,  298.16723633,\n",
-      "           298.20117188,  298.16009521],\n",
-      "         [ 298.56515503,  298.57290649,  298.57202148, ...,  298.17767334,\n",
-      "           298.21380615,  298.18670654],\n",
-      "         ..., \n",
-      "         [ 296.35656738,  296.41760254,  296.45352173, ...,  296.5953064 ,\n",
-      "           296.64736938,  296.71621704],\n",
-      "         [ 296.33599854,  296.39974976,  296.44299316, ...,  296.78918457,\n",
-      "           296.85400391,  296.92044067],\n",
-      "         [ 296.29812622,  296.36068726,  296.4180603 , ...,  296.98693848,\n",
-      "           297.06854248,  297.15405273]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 195.4672699 ,  195.33920288,  195.21710205, ...,  201.92723083,\n",
-      "           201.92254639,  201.78681946],\n",
-      "         [ 195.33856201,  195.17227173,  195.04086304, ...,  202.37588501,\n",
-      "           202.30403137,  202.2104187 ],\n",
-      "         [ 195.24179077,  195.06608582,  194.93319702, ...,  202.61920166,\n",
-      "           202.58148193,  202.48352051],\n",
-      "         ..., \n",
-      "         [ 200.9556427 ,  201.33825684,  201.66146851, ...,  203.93534851,\n",
-      "           204.10449219,  204.20492554],\n",
-      "         [ 200.78710938,  201.07904053,  201.40412903, ...,  203.97216797,\n",
-      "           204.0954895 ,  204.14544678],\n",
-      "         [ 200.60243225,  200.907547  ,  201.06463623, ...,  203.86730957,\n",
-      "           203.95500183,  203.91023254]],\n",
-      "\n",
-      "        [[ 198.37446594,  197.83822632,  197.39982605, ...,  206.15235901,\n",
-      "           205.8755188 ,  205.5430603 ],\n",
-      "         [ 197.95040894,  197.42765808,  197.03044128, ...,  206.09213257,\n",
-      "           205.78375244,  205.51985168],\n",
-      "         [ 197.57302856,  197.13804626,  196.7895813 , ...,  206.00765991,\n",
-      "           205.76631165,  205.54272461],\n",
-      "         ..., \n",
-      "         [ 203.24023438,  203.81228638,  204.24978638, ...,  206.97235107,\n",
-      "           207.1084137 ,  207.10189819],\n",
-      "         [ 202.96903992,  203.38600159,  203.86160278, ...,  207.1026001 ,\n",
-      "           207.20161438,  207.32759094],\n",
-      "         [ 202.94046021,  202.95401001,  203.52311707, ...,  207.10740662,\n",
-      "           207.14332581,  207.14814758]],\n",
-      "\n",
-      "        [[ 206.55104065,  206.2796936 ,  206.07977295, ...,  208.55508423,\n",
-      "           208.41558838,  208.31703186],\n",
-      "         [ 206.29223633,  206.02861023,  205.89764404, ...,  208.86982727,\n",
-      "           208.7673645 ,  208.67617798],\n",
-      "         [ 206.05696106,  205.87506104,  205.79376221, ...,  209.11953735,\n",
-      "           209.06394958,  208.99536133],\n",
-      "         ..., \n",
-      "         [ 207.58232117,  207.66226196,  207.87686157, ...,  208.91693115,\n",
-      "           209.00474548,  209.13673401],\n",
-      "         [ 207.58917236,  207.50753784,  207.73258972, ...,  209.00488281,\n",
-      "           209.07745361,  209.23342896],\n",
-      "         [ 207.65632629,  207.51725769,  207.58276367, ...,  209.08351135,\n",
-      "           209.1341095 ,  209.18948364]]],\n",
-      "\n",
-      "\n",
-      "       [[[ 299.50894165,  299.51550293,  299.50527954, ...,  299.65313721,\n",
-      "           299.6394043 ,  299.61166382],\n",
-      "         [ 299.54580688,  299.54425049,  299.52481079, ...,  299.66098022,\n",
-      "           299.65213013,  299.63095093],\n",
-      "         [ 299.53244019,  299.52148438,  299.49993896, ...,  299.66757202,\n",
-      "           299.66223145,  299.64645386],\n",
-      "         ..., \n",
-      "         [ 297.55786133,  297.51147461,  297.51644897, ...,  298.37213135,\n",
-      "           298.38619995,  298.41107178],\n",
-      "         [ 297.54336548,  297.50326538,  297.50219727, ...,  298.37719727,\n",
-      "           298.37075806,  298.37606812],\n",
-      "         [ 297.55404663,  297.50827026,  297.49145508, ...,  298.39517212,\n",
-      "           298.35211182,  298.35140991]],\n",
-      "\n",
-      "        [[ 299.01339722,  299.0211792 ,  299.00378418, ...,  299.05874634,\n",
-      "           299.04962158,  299.02246094],\n",
-      "         [ 299.05291748,  299.05252075,  299.02697754, ...,  299.06741333,\n",
-      "           299.06228638,  299.04244995],\n",
-      "         [ 299.03652954,  299.02468872,  298.99853516, ...,  299.07266235,\n",
-      "           299.07174683,  299.05511475],\n",
-      "         ..., \n",
-      "         [ 296.98233032,  296.95846558,  296.9697876 , ...,  298.06045532,\n",
-      "           298.06997681,  298.08813477],\n",
-      "         [ 296.98736572,  296.9473877 ,  296.95907593, ...,  298.05136108,\n",
-      "           298.04516602,  298.04891968],\n",
-      "         [ 297.00408936,  296.95956421,  296.96072388, ...,  298.05499268,\n",
-      "           298.0300293 ,  298.00616455]],\n",
-      "\n",
-      "        [[ 298.5199585 ,  298.5272522 ,  298.50366211, ...,  298.49395752,\n",
-      "           298.49157715,  298.46862793],\n",
-      "         [ 298.56106567,  298.5604248 ,  298.53109741, ...,  298.50314331,\n",
-      "           298.50375366,  298.48681641],\n",
-      "         [ 298.5435791 ,  298.53063965,  298.50064087, ...,  298.50857544,\n",
-      "           298.51190186,  298.49847412],\n",
-      "         ..., \n",
-      "         [ 296.37179565,  296.34719849,  296.37759399, ...,  297.56115723,\n",
-      "           297.55862427,  297.56387329],\n",
-      "         [ 296.37890625,  296.3460083 ,  296.36508179, ...,  297.52938843,\n",
-      "           297.52700806,  297.53115845],\n",
-      "         [ 296.3951416 ,  296.35665894,  296.36669922, ...,  297.5043335 ,\n",
-      "           297.49185181,  297.47808838]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 196.67260742,  196.73973083,  196.81672668, ...,  200.96315002,\n",
-      "           200.92944336,  200.90382385],\n",
-      "         [ 196.64767456,  196.72801208,  196.80549622, ...,  200.88960266,\n",
-      "           200.93309021,  200.90600586],\n",
-      "         [ 196.6282959 ,  196.80856323,  196.75814819, ...,  200.78317261,\n",
-      "           200.88273621,  200.93659973],\n",
-      "         ..., \n",
-      "         [ 200.29730225,  200.59101868,  200.89657593, ...,  203.19184875,\n",
-      "           203.45181274,  203.84573364],\n",
-      "         [ 200.31387329,  200.57266235,  200.82608032, ...,  203.45075989,\n",
-      "           203.74293518,  204.14332581],\n",
-      "         [ 200.4513855 ,  200.5982666 ,  200.80036926, ...,  203.73667908,\n",
-      "           204.06246948,  204.35949707]],\n",
-      "\n",
-      "        [[ 205.17987061,  205.22567749,  205.24887085, ...,  205.93235779,\n",
-      "           206.06309509,  206.19659424],\n",
-      "         [ 205.28152466,  205.41247559,  205.36090088, ...,  205.9954834 ,\n",
-      "           206.21328735,  206.37985229],\n",
-      "         [ 205.42808533,  205.37117004,  205.20718384, ...,  206.05711365,\n",
-      "           206.30543518,  206.49156189],\n",
-      "         ..., \n",
-      "         [ 209.39329529,  209.70501709,  209.96202087, ...,  206.06095886,\n",
-      "           206.44444275,  206.83169556],\n",
-      "         [ 209.21025085,  209.64312744,  209.95625305, ...,  206.33937073,\n",
-      "           206.70613098,  207.11154175],\n",
-      "         [ 208.97094727,  209.44100952,  209.87149048, ...,  206.72952271,\n",
-      "           207.0738678 ,  207.39935303]],\n",
-      "\n",
-      "        [[ 209.46705627,  209.57684326,  209.48522949, ...,  209.21264648,\n",
-      "           209.23620605,  209.19319153],\n",
-      "         [ 209.58441162,  209.74923706,  209.69920349, ...,  209.23173523,\n",
-      "           209.24710083,  209.20204163],\n",
-      "         [ 209.66903687,  209.68171692,  209.67379761, ...,  209.15994263,\n",
-      "           209.19181824,  209.15089417],\n",
-      "         ..., \n",
-      "         [ 210.37690735,  209.58146667,  208.94960022, ...,  208.39596558,\n",
-      "           208.49784851,  208.6651001 ],\n",
-      "         [ 210.97238159,  210.26182556,  209.63197327, ...,  208.49781799,\n",
-      "           208.57589722,  208.67927551],\n",
-      "         [ 211.45619202,  210.96496582,  210.39538574, ...,  208.67829895,\n",
-      "           208.7431488 ,  208.81291199]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: wetbulb temperature\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'updraft_helicity' (Time: 9, south_north: 96, west_east: 96)>\n",
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-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "        [  0.00000000e+00,   2.54334125e-04,   4.99285408e-04, ...,\n",
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-      "        ..., \n",
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-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
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-      "\n",
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-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00]],\n",
-      "\n",
-      "       ..., \n",
-      "       [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
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-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
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-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "        ..., \n",
-      "        [  0.00000000e+00,  -5.08318655e-03,   0.00000000e+00, ...,\n",
-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
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-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00]],\n",
-      "\n",
-      "       [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "        [  0.00000000e+00,   7.05354214e-01,   0.00000000e+00, ...,\n",
-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "        [  0.00000000e+00,   1.12678394e-01,   0.00000000e+00, ...,\n",
-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "        ..., \n",
-      "        [  0.00000000e+00,  -6.11236691e-01,  -7.32488930e-02, ...,\n",
-      "          -3.23281908e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "        [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "        [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00]],\n",
-      "\n",
-      "       [[  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "        [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "        [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "        ..., \n",
-      "        [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "        [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00],\n",
-      "        [  0.00000000e+00,   0.00000000e+00,   0.00000000e+00, ...,\n",
-      "           0.00000000e+00,   0.00000000e+00,   0.00000000e+00]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY \n",
-      "    description: updraft helicity\n",
-      "    units: m2 s-2\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'ua' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[  5.57110310e+00,   5.45100880e+00,   5.32669830e+00, ...,\n",
-      "            8.96481514e-01,   8.35512221e-01,   7.63919592e-01],\n",
-      "         [  5.57079983e+00,   5.47562218e+00,   5.37727833e+00, ...,\n",
-      "            8.00660372e-01,   7.28504181e-01,   6.47763133e-01],\n",
-      "         [  5.56049538e+00,   5.49059439e+00,   5.42076254e+00, ...,\n",
-      "            6.96611285e-01,   6.12392068e-01,   5.21795034e-01],\n",
-      "         ..., \n",
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-      "           -2.47085762e+00,  -2.24512434e+00,  -2.06775427e+00]],\n",
-      "\n",
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-      "            9.16110635e-01,   8.39711428e-01,   7.55932808e-01],\n",
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-      "         ..., \n",
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-      "\n",
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-      "            1.02454495e+00,   9.36414480e-01,   8.40716958e-01],\n",
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-      "            9.53225732e-01,   8.55248034e-01,   7.50968337e-01],\n",
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-      "            8.74076426e-01,   7.65575767e-01,   6.52131140e-01],\n",
-      "         ..., \n",
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-      "           -5.65098715e+00,  -5.55287647e+00,  -5.46653748e+00]],\n",
-      "\n",
-      "        ..., \n",
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-      "           -1.60016823e+01,  -1.59684315e+01,  -1.59101906e+01],\n",
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-      "           -1.59528942e+01,  -1.59399586e+01,  -1.59065475e+01],\n",
-      "         ..., \n",
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-      "           -6.10790300e+00,  -6.07347107e+00,  -6.04759121e+00],\n",
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-      "\n",
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-      "           -1.73682709e+01,  -1.74442501e+01,  -1.75071297e+01],\n",
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-      "           -1.73323479e+01,  -1.74121017e+01,  -1.74803238e+01],\n",
-      "         ..., \n",
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-      "           -1.03824768e+01,  -1.03648987e+01,  -1.03478012e+01],\n",
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-      "\n",
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-      "         ..., \n",
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-      "           -1.07092094e+01,  -1.07500515e+01,  -1.07833796e+01],\n",
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-      "           -1.06204605e+01,  -1.06581717e+01,  -1.06885796e+01],\n",
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-      "           -1.05341454e+01,  -1.05686703e+01,  -1.05961552e+01]]],\n",
-      "\n",
-      "\n",
-      "       [[[  5.15933800e+00,   5.25348234e+00,   5.32708597e+00, ...,\n",
-      "           -3.52102470e+00,  -3.50975895e+00,  -3.46617389e+00],\n",
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-      "           -3.67522526e+00,  -3.74819422e+00,  -3.69906211e+00],\n",
-      "         ..., \n",
-      "         [ -1.06302509e+01,  -1.05616360e+01,  -1.06035433e+01, ...,\n",
-      "           -4.24943733e+00,  -4.24630451e+00,  -4.17960215e+00],\n",
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-      "           -4.17164421e+00,  -4.13348961e+00,  -4.05807590e+00],\n",
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-      "           -4.09340572e+00,  -3.99804521e+00,  -3.91470528e+00]],\n",
-      "\n",
-      "        [[  5.89843607e+00,   6.03193045e+00,   6.16991043e+00, ...,\n",
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-      "         [  5.97959757e+00,   6.18296623e+00,   6.22785378e+00, ...,\n",
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-      "           -3.85205650e+00,  -3.92520523e+00,  -3.87735844e+00],\n",
-      "         ..., \n",
-      "         [ -1.14731522e+01,  -1.14006147e+01,  -1.14357643e+01, ...,\n",
-      "           -6.25333500e+00,  -6.11295605e+00,  -5.91529751e+00],\n",
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-      "           -6.10530376e+00,  -5.95815849e+00,  -5.75778103e+00],\n",
-      "         [ -1.12815533e+01,  -1.12313814e+01,  -1.11904945e+01, ...,\n",
-      "           -5.95178986e+00,  -5.76860332e+00,  -5.57264423e+00]],\n",
-      "\n",
-      "        [[  6.24637032e+00,   6.41101408e+00,   6.56668186e+00, ...,\n",
-      "           -3.65192366e+00,  -3.66496539e+00,  -3.65525246e+00],\n",
-      "         [  6.29311752e+00,   6.52199745e+00,   6.61547899e+00, ...,\n",
-      "           -3.74477196e+00,  -3.80586052e+00,  -3.77589655e+00],\n",
-      "         [  6.22959042e+00,   6.46540499e+00,   6.53214693e+00, ...,\n",
-      "           -3.84829021e+00,  -3.93966079e+00,  -3.89891577e+00],\n",
-      "         ..., \n",
-      "         [ -1.17509022e+01,  -1.16779871e+01,  -1.17272205e+01, ...,\n",
-      "           -7.16095352e+00,  -6.90356731e+00,  -6.64628124e+00],\n",
-      "         [ -1.16156368e+01,  -1.15373878e+01,  -1.15677052e+01, ...,\n",
-      "           -6.96057320e+00,  -6.70793247e+00,  -6.45303392e+00],\n",
-      "         [ -1.15511379e+01,  -1.15046091e+01,  -1.14680672e+01, ...,\n",
-      "           -6.76424503e+00,  -6.51777840e+00,  -6.26053476e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -8.74995041e+00,  -8.50344086e+00,  -8.26547623e+00, ...,\n",
-      "           -1.97809849e+01,  -2.01334076e+01,  -2.04506817e+01],\n",
-      "         [ -8.66934013e+00,  -8.45770073e+00,  -8.22927856e+00, ...,\n",
-      "           -1.92244949e+01,  -1.97601357e+01,  -2.02404175e+01],\n",
-      "         [ -8.53066635e+00,  -8.35728645e+00,  -8.16419029e+00, ...,\n",
-      "           -1.88596344e+01,  -1.94327698e+01,  -1.99969406e+01],\n",
-      "         ..., \n",
-      "         [ -5.39282846e+00,  -5.56091118e+00,  -5.81672764e+00, ...,\n",
-      "           -1.17205868e+01,  -1.16924763e+01,  -1.16670780e+01],\n",
-      "         [ -5.41713238e+00,  -5.54639387e+00,  -5.72800159e+00, ...,\n",
-      "           -1.15086794e+01,  -1.14796066e+01,  -1.14581528e+01],\n",
-      "         [ -5.41117954e+00,  -5.53325653e+00,  -5.66476727e+00, ...,\n",
-      "           -1.13279018e+01,  -1.13007050e+01,  -1.12463150e+01]],\n",
-      "\n",
-      "        [[ -9.09062386e+00,  -8.88309288e+00,  -8.68593025e+00, ...,\n",
-      "           -2.22246628e+01,  -2.24564667e+01,  -2.25272293e+01],\n",
-      "         [ -8.67168617e+00,  -8.48080444e+00,  -8.30157852e+00, ...,\n",
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-      "           -2.19425812e+01,  -2.23970566e+01,  -2.25248985e+01],\n",
-      "         ..., \n",
-      "         [ -8.63331223e+00,  -8.81589317e+00,  -8.99563026e+00, ...,\n",
-      "           -1.19313812e+01,  -1.20006752e+01,  -1.20249958e+01],\n",
-      "         [ -8.53111744e+00,  -8.68566513e+00,  -8.88031006e+00, ...,\n",
-      "           -1.18472347e+01,  -1.18899193e+01,  -1.19103603e+01],\n",
-      "         [ -8.48772907e+00,  -8.59394264e+00,  -8.67855072e+00, ...,\n",
-      "           -1.18100777e+01,  -1.17896404e+01,  -1.17523441e+01]],\n",
-      "\n",
-      "        [[ -1.32331753e+01,  -1.30549307e+01,  -1.29253960e+01, ...,\n",
-      "           -2.21124649e+01,  -2.23548183e+01,  -2.23387871e+01],\n",
-      "         [ -1.25221539e+01,  -1.23472176e+01,  -1.22402554e+01, ...,\n",
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-      "           -2.17539101e+01,  -2.20110893e+01,  -2.22201538e+01],\n",
-      "         ..., \n",
-      "         [ -7.76076794e+00,  -7.91837406e+00,  -8.02023125e+00, ...,\n",
-      "           -8.97893143e+00,  -9.21014786e+00,  -9.45758629e+00],\n",
-      "         [ -7.66240215e+00,  -7.77170134e+00,  -7.87877941e+00, ...,\n",
-      "           -9.17880630e+00,  -9.39066982e+00,  -9.61004257e+00],\n",
-      "         [ -7.60436869e+00,  -7.55109024e+00,  -7.54829884e+00, ...,\n",
-      "           -9.42207718e+00,  -9.58273029e+00,  -9.68650055e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  6.64608574e+00,   6.74942589e+00,   6.87659931e+00, ...,\n",
-      "           -4.64008522e+00,  -4.86627293e+00,  -5.02882195e+00],\n",
-      "         [  6.52969933e+00,   6.69052124e+00,   6.87629175e+00, ...,\n",
-      "           -4.55551195e+00,  -4.78857660e+00,  -5.02653408e+00],\n",
-      "         [  6.45938587e+00,   6.64744329e+00,   6.85937881e+00, ...,\n",
-      "           -4.38172817e+00,  -4.68197203e+00,  -4.99319363e+00],\n",
-      "         ..., \n",
-      "         [ -8.45624161e+00,  -8.58956909e+00,  -8.73453712e+00, ...,\n",
-      "           -5.99476242e+00,  -5.78995228e+00,  -5.62855482e+00],\n",
-      "         [ -8.30935383e+00,  -8.50364208e+00,  -8.69777870e+00, ...,\n",
-      "           -5.65376091e+00,  -5.59997129e+00,  -5.55719948e+00],\n",
-      "         [ -8.01037502e+00,  -8.31223488e+00,  -8.60524273e+00, ...,\n",
-      "           -5.46807957e+00,  -5.45215416e+00,  -5.39942265e+00]],\n",
-      "\n",
-      "        [[  6.85282564e+00,   6.97819853e+00,   7.12903881e+00, ...,\n",
-      "           -4.92255974e+00,  -5.16211319e+00,  -5.32167625e+00],\n",
-      "         [  6.75546551e+00,   6.89629841e+00,   7.06829739e+00, ...,\n",
-      "           -4.84959984e+00,  -5.09993696e+00,  -5.34521198e+00],\n",
-      "         [  6.69129992e+00,   6.84223366e+00,   7.02453709e+00, ...,\n",
-      "           -4.71401882e+00,  -5.02208614e+00,  -5.32371902e+00],\n",
-      "         ..., \n",
-      "         [ -9.01284599e+00,  -9.18662453e+00,  -9.37758350e+00, ...,\n",
-      "           -9.13721275e+00,  -8.79082108e+00,  -8.44509506e+00],\n",
-      "         [ -8.84760284e+00,  -9.05070019e+00,  -9.26770496e+00, ...,\n",
-      "           -8.86719513e+00,  -8.53472519e+00,  -8.23292732e+00],\n",
-      "         [ -8.59637070e+00,  -8.83872032e+00,  -9.09297276e+00, ...,\n",
-      "           -8.59803295e+00,  -8.34948730e+00,  -8.07808495e+00]],\n",
-      "\n",
-      "        [[  6.85904884e+00,   7.02409172e+00,   7.20602989e+00, ...,\n",
-      "           -4.94601870e+00,  -5.18511391e+00,  -5.34468460e+00],\n",
-      "         [  6.77848148e+00,   6.93653488e+00,   7.11857939e+00, ...,\n",
-      "           -4.88182592e+00,  -5.14159393e+00,  -5.39613438e+00],\n",
-      "         [  6.71449280e+00,   6.87422037e+00,   7.05983019e+00, ...,\n",
-      "           -4.78940201e+00,  -5.09181499e+00,  -5.38516140e+00],\n",
-      "         ..., \n",
-      "         [ -9.20265579e+00,  -9.38047504e+00,  -9.58049488e+00, ...,\n",
-      "           -1.09999237e+01,  -1.04688396e+01,  -9.93691921e+00],\n",
-      "         [ -9.03956985e+00,  -9.23242664e+00,  -9.44592667e+00, ...,\n",
-      "           -1.05266457e+01,  -1.00034657e+01,  -9.49503136e+00],\n",
-      "         [ -8.82447815e+00,  -9.03276253e+00,  -9.26015854e+00, ...,\n",
-      "           -1.00290203e+01,  -9.57483292e+00,  -9.11880970e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -9.62713432e+00,  -9.45528030e+00,  -9.33037758e+00, ...,\n",
-      "           -2.05125694e+01,  -2.04896755e+01,  -2.03870201e+01],\n",
-      "         [ -9.43233681e+00,  -9.29256058e+00,  -9.20529270e+00, ...,\n",
-      "           -2.03336411e+01,  -2.03729572e+01,  -2.02582455e+01],\n",
-      "         [ -9.22581482e+00,  -9.14605427e+00,  -9.12841892e+00, ...,\n",
-      "           -2.01838245e+01,  -2.02157516e+01,  -2.00973873e+01],\n",
-      "         ..., \n",
-      "         [ -1.18813848e+01,  -1.18115082e+01,  -1.16605625e+01, ...,\n",
-      "           -7.75288916e+00,  -7.92413521e+00,  -8.08522034e+00],\n",
-      "         [ -1.17363701e+01,  -1.17396336e+01,  -1.16680737e+01, ...,\n",
-      "           -8.02685165e+00,  -8.15813065e+00,  -8.29135895e+00],\n",
-      "         [ -1.15317135e+01,  -1.16197395e+01,  -1.16546001e+01, ...,\n",
-      "           -8.26509571e+00,  -8.36708641e+00,  -8.46880722e+00]],\n",
-      "\n",
-      "        [[ -1.29726267e+01,  -1.26733913e+01,  -1.23894672e+01, ...,\n",
-      "           -1.50635452e+01,  -1.46434422e+01,  -1.42491322e+01],\n",
-      "         [ -1.26563272e+01,  -1.23220825e+01,  -1.20093927e+01, ...,\n",
-      "           -1.57637091e+01,  -1.51860809e+01,  -1.45602417e+01],\n",
-      "         [ -1.23337469e+01,  -1.20003643e+01,  -1.16984825e+01, ...,\n",
-      "           -1.63781433e+01,  -1.56929607e+01,  -1.49218750e+01],\n",
-      "         ..., \n",
-      "         [ -1.55244179e+01,  -1.54682102e+01,  -1.52876549e+01, ...,\n",
-      "           -8.94131279e+00,  -9.08042908e+00,  -9.19686127e+00],\n",
-      "         [ -1.52925520e+01,  -1.52925529e+01,  -1.52029047e+01, ...,\n",
-      "           -8.90060425e+00,  -9.01619053e+00,  -9.09602928e+00],\n",
-      "         [ -1.50219126e+01,  -1.50986223e+01,  -1.51115494e+01, ...,\n",
-      "           -8.78069496e+00,  -8.87150383e+00,  -8.92575455e+00]],\n",
-      "\n",
-      "        [[ -1.85750732e+01,  -1.84280758e+01,  -1.82588367e+01, ...,\n",
-      "           -1.51728096e+01,  -1.42411737e+01,  -1.33629007e+01],\n",
-      "         [ -1.82393150e+01,  -1.80439415e+01,  -1.78283691e+01, ...,\n",
-      "           -1.60303040e+01,  -1.48587160e+01,  -1.37393188e+01],\n",
-      "         [ -1.78566437e+01,  -1.76361656e+01,  -1.74159374e+01, ...,\n",
-      "           -1.65703564e+01,  -1.53757591e+01,  -1.42047110e+01],\n",
-      "         ..., \n",
-      "         [ -1.61445751e+01,  -1.60203285e+01,  -1.56808052e+01, ...,\n",
-      "           -9.16918468e+00,  -9.28398705e+00,  -9.39070320e+00],\n",
-      "         [ -1.60509720e+01,  -1.60034904e+01,  -1.57573948e+01, ...,\n",
-      "           -8.85879135e+00,  -9.00526619e+00,  -9.11003494e+00],\n",
-      "         [ -1.59203100e+01,  -1.59605560e+01,  -1.58409920e+01, ...,\n",
-      "           -8.48484802e+00,  -8.64202595e+00,  -8.76127625e+00]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[  7.29605055e+00,   7.58561468e+00,   7.91976595e+00, ...,\n",
-      "            1.75028729e+00,   5.78028917e-01,  -6.77133441e-01],\n",
-      "         [  7.29605055e+00,   7.57731628e+00,   7.88493061e+00, ...,\n",
-      "            1.70127678e+00,   7.76429713e-01,  -2.80733466e-01],\n",
-      "         [  7.49481297e+00,   7.69730091e+00,   7.92681503e+00, ...,\n",
-      "            1.63013721e+00,   9.75286782e-01,   1.84863329e-01],\n",
-      "         ..., \n",
-      "         [ -5.05770540e+00,  -5.11227322e+00,  -5.15230131e+00, ...,\n",
-      "           -7.69562721e+00,  -7.40640736e+00,  -7.25033665e+00],\n",
-      "         [ -5.00393772e+00,  -5.06174946e+00,  -5.10322666e+00, ...,\n",
-      "           -6.75138664e+00,  -6.44153500e+00,  -6.22502613e+00],\n",
-      "         [ -4.93504906e+00,  -4.99647665e+00,  -5.04161119e+00, ...,\n",
-      "           -6.14005089e+00,  -5.72134113e+00,  -5.42103958e+00]],\n",
-      "\n",
-      "        [[  7.66365814e+00,   7.96128750e+00,   8.30407429e+00, ...,\n",
-      "            1.61700940e+00,   5.73540151e-01,  -4.77957726e-01],\n",
-      "         [  7.66365814e+00,   7.95181131e+00,   8.27372265e+00, ...,\n",
-      "            1.60398054e+00,   7.52695501e-01,  -1.95199549e-01],\n",
-      "         [  7.86624146e+00,   8.08196545e+00,   8.31847382e+00, ...,\n",
-      "            1.55980802e+00,   9.40934539e-01,   2.18276739e-01],\n",
-      "         ..., \n",
-      "         [ -6.04137182e+00,  -6.11107731e+00,  -6.15526199e+00, ...,\n",
-      "           -9.40513992e+00,  -9.02616119e+00,  -8.66230583e+00],\n",
-      "         [ -5.91711092e+00,  -6.00928068e+00,  -6.08293819e+00, ...,\n",
-      "           -8.45597649e+00,  -8.06699657e+00,  -7.74319649e+00],\n",
-      "         [ -5.79139614e+00,  -5.89619064e+00,  -5.98935413e+00, ...,\n",
-      "           -7.76873159e+00,  -7.31377220e+00,  -6.97043896e+00]],\n",
-      "\n",
-      "        [[  7.73794270e+00,   8.02630234e+00,   8.36093807e+00, ...,\n",
-      "            1.39703989e+00,   5.71354091e-01,  -2.12805897e-01],\n",
-      "         [  7.73794270e+00,   8.01961517e+00,   8.33972549e+00, ...,\n",
-      "            1.40032125e+00,   7.08168685e-01,  -3.26211825e-02],\n",
-      "         [  7.92073822e+00,   8.14986038e+00,   8.39873505e+00, ...,\n",
-      "            1.37981987e+00,   8.74520659e-01,   3.09502065e-01],\n",
-      "         ..., \n",
-      "         [ -6.42975616e+00,  -6.50484562e+00,  -6.55043411e+00, ...,\n",
-      "           -1.00093946e+01,  -9.59351158e+00,  -9.15555191e+00],\n",
-      "         [ -6.28159904e+00,  -6.39065790e+00,  -6.47670269e+00, ...,\n",
-      "           -9.09002972e+00,  -8.66657257e+00,  -8.28781319e+00],\n",
-      "         [ -6.13031340e+00,  -6.25946188e+00,  -6.37371588e+00, ...,\n",
-      "           -8.36939240e+00,  -7.89787865e+00,  -7.52815962e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -5.33816719e+00,  -5.47223616e+00,  -5.68709612e+00, ...,\n",
-      "           -1.37056332e+01,  -1.38101883e+01,  -1.39388065e+01],\n",
-      "         [ -5.29329109e+00,  -5.46496391e+00,  -5.69082260e+00, ...,\n",
-      "           -1.37479830e+01,  -1.39083366e+01,  -1.40149012e+01],\n",
-      "         [ -5.32993698e+00,  -5.58055019e+00,  -5.85238171e+00, ...,\n",
-      "           -1.36992702e+01,  -1.38724365e+01,  -1.39824419e+01],\n",
-      "         ..., \n",
-      "         [ -2.86068535e+00,  -3.38414073e+00,  -4.21248245e+00, ...,\n",
-      "           -4.24095631e+00,  -4.43542957e+00,  -4.51366091e+00],\n",
-      "         [ -2.67790723e+00,  -3.04011345e+00,  -3.69992924e+00, ...,\n",
-      "           -4.26558495e+00,  -4.38346815e+00,  -4.36804008e+00],\n",
-      "         [ -2.70424795e+00,  -2.89958858e+00,  -3.35120869e+00, ...,\n",
-      "           -4.31878996e+00,  -4.31762981e+00,  -4.22080326e+00]],\n",
-      "\n",
-      "        [[ -1.19495878e+01,  -1.18769512e+01,  -1.18259840e+01, ...,\n",
-      "           -1.68843403e+01,  -1.67340965e+01,  -1.65256824e+01],\n",
-      "         [ -1.20071430e+01,  -1.19003019e+01,  -1.17895012e+01, ...,\n",
-      "           -1.69747849e+01,  -1.68793373e+01,  -1.66708679e+01],\n",
-      "         [ -1.20877638e+01,  -1.20295277e+01,  -1.19682865e+01, ...,\n",
-      "           -1.69916859e+01,  -1.68958511e+01,  -1.67231903e+01],\n",
-      "         ..., \n",
-      "         [ -5.53035545e+00,  -5.58819294e+00,  -5.79514837e+00, ...,\n",
-      "           -5.34078884e+00,  -5.50492382e+00,  -5.62453461e+00],\n",
-      "         [ -5.53035545e+00,  -5.53035545e+00,  -5.61864758e+00, ...,\n",
-      "           -5.21304417e+00,  -5.36935806e+00,  -5.41786957e+00],\n",
-      "         [ -5.70819950e+00,  -5.58756447e+00,  -5.60945797e+00, ...,\n",
-      "           -5.18884659e+00,  -5.23177242e+00,  -5.20204687e+00]],\n",
-      "\n",
-      "        [[ -1.94316368e+01,  -1.92581329e+01,  -1.91308346e+01, ...,\n",
-      "           -2.08423328e+01,  -2.05348549e+01,  -2.00850182e+01],\n",
-      "         [ -1.89805374e+01,  -1.88466225e+01,  -1.87735710e+01, ...,\n",
-      "           -2.11496735e+01,  -2.08402462e+01,  -2.03169441e+01],\n",
-      "         [ -1.85619545e+01,  -1.84726372e+01,  -1.84566689e+01, ...,\n",
-      "           -2.12829533e+01,  -2.09080257e+01,  -2.03361835e+01],\n",
-      "         ..., \n",
-      "         [ -1.23777714e+01,  -1.17742882e+01,  -1.08612232e+01, ...,\n",
-      "           -9.32476616e+00,  -9.27626038e+00,  -9.16917706e+00],\n",
-      "         [ -1.25007381e+01,  -1.21763344e+01,  -1.15121984e+01, ...,\n",
-      "           -8.90956497e+00,  -8.91032791e+00,  -8.76936340e+00],\n",
-      "         [ -1.23343744e+01,  -1.22081013e+01,  -1.18070469e+01, ...,\n",
-      "           -8.65854836e+00,  -8.60651398e+00,  -8.41831589e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  7.38115406e+00,   7.54369402e+00,   7.68495941e+00, ...,\n",
-      "           -5.73753655e-01,   5.56805730e-03,   6.71110988e-01],\n",
-      "         [  7.31860590e+00,   7.47561693e+00,   7.64462185e+00, ...,\n",
-      "           -4.58201051e-01,   4.65402305e-02,   7.02164531e-01],\n",
-      "         [  7.27336359e+00,   7.45394611e+00,   7.65823650e+00, ...,\n",
-      "           -3.02418351e-01,   1.32162809e-01,   7.17727244e-01],\n",
-      "         ..., \n",
-      "         [ -3.91225672e+00,  -4.26283932e+00,  -4.61353016e+00, ...,\n",
-      "           -7.00851917e+00,  -6.60563946e+00,  -6.14450741e+00],\n",
-      "         [ -3.73860455e+00,  -4.11095047e+00,  -4.50109100e+00, ...,\n",
-      "           -6.77511215e+00,  -6.32528400e+00,  -5.82110167e+00],\n",
-      "         [ -3.56932020e+00,  -3.92882347e+00,  -4.36958218e+00, ...,\n",
-      "           -6.71589231e+00,  -6.27008057e+00,  -5.77002335e+00]],\n",
-      "\n",
-      "        [[  7.69198799e+00,   7.90138245e+00,   8.08728981e+00, ...,\n",
-      "           -3.79247308e-01,   8.43484551e-02,   6.20248735e-01],\n",
-      "         [  7.61505079e+00,   7.81880188e+00,   8.05519867e+00, ...,\n",
-      "           -3.10774952e-01,   9.83610600e-02,   6.39747381e-01],\n",
-      "         [  7.58745241e+00,   7.80954599e+00,   8.06711769e+00, ...,\n",
-      "           -1.98449284e-01,   1.67449608e-01,   6.74676359e-01],\n",
-      "         ..., \n",
-      "         [ -4.80594826e+00,  -5.13371992e+00,  -5.48903084e+00, ...,\n",
-      "           -8.60619354e+00,  -8.11886406e+00,  -7.55021334e+00],\n",
-      "         [ -4.67466784e+00,  -4.98513460e+00,  -5.34800339e+00, ...,\n",
-      "           -8.20866299e+00,  -7.68259573e+00,  -7.10179281e+00],\n",
-      "         [ -4.66595888e+00,  -4.90411854e+00,  -5.21221018e+00, ...,\n",
-      "           -7.96329212e+00,  -7.49460649e+00,  -7.02072239e+00]],\n",
-      "\n",
-      "        [[  7.71491814e+00,   7.95815468e+00,   8.18098068e+00, ...,\n",
-      "           -2.01095149e-01,   1.34735122e-01,   5.49216986e-01],\n",
-      "         [  7.65381527e+00,   7.89027977e+00,   8.14975357e+00, ...,\n",
-      "           -1.62547261e-01,   1.45288765e-01,   5.60035110e-01],\n",
-      "         [  7.62822533e+00,   7.87547493e+00,   8.15640831e+00, ...,\n",
-      "           -8.45551342e-02,   2.01624811e-01,   5.95157981e-01],\n",
-      "         ..., \n",
-      "         [ -5.18993568e+00,  -5.49443913e+00,  -5.83667278e+00, ...,\n",
-      "           -9.14518929e+00,  -8.61685753e+00,  -8.02914810e+00],\n",
-      "         [ -5.06902456e+00,  -5.34221745e+00,  -5.68146610e+00, ...,\n",
-      "           -8.62377548e+00,  -8.07570267e+00,  -7.50021935e+00],\n",
-      "         [ -5.07559109e+00,  -5.28533173e+00,  -5.54429436e+00, ...,\n",
-      "           -8.28483772e+00,  -7.81988573e+00,  -7.35389900e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -7.18559074e+00,  -6.42323589e+00,  -5.68475819e+00, ...,\n",
-      "           -1.53561859e+01,  -1.51063404e+01,  -1.48890705e+01],\n",
-      "         [ -6.93149662e+00,  -6.15578747e+00,  -5.35011053e+00, ...,\n",
-      "           -1.51071987e+01,  -1.48685446e+01,  -1.47062016e+01],\n",
-      "         [ -6.54012108e+00,  -5.74193716e+00,  -5.01261330e+00, ...,\n",
-      "           -1.47127094e+01,  -1.44145060e+01,  -1.44417553e+01],\n",
-      "         ..., \n",
-      "         [ -6.68630314e+00,  -6.51604271e+00,  -6.34429264e+00, ...,\n",
-      "           -4.15239191e+00,  -4.27133179e+00,  -4.52937984e+00],\n",
-      "         [ -6.69326591e+00,  -6.52966833e+00,  -6.41106606e+00, ...,\n",
-      "           -4.14853764e+00,  -4.33772755e+00,  -4.54951000e+00],\n",
-      "         [ -6.68356133e+00,  -6.71576548e+00,  -6.53829861e+00, ...,\n",
-      "           -4.13646698e+00,  -4.34983206e+00,  -4.45012093e+00]],\n",
-      "\n",
-      "        [[ -1.51350756e+01,  -1.50359983e+01,  -1.49720221e+01, ...,\n",
-      "           -1.61036949e+01,  -1.61553726e+01,  -1.62502060e+01],\n",
-      "         [ -1.45638313e+01,  -1.44482384e+01,  -1.44131556e+01, ...,\n",
-      "           -1.59441376e+01,  -1.59969759e+01,  -1.61380692e+01],\n",
-      "         [ -1.41344318e+01,  -1.39903584e+01,  -1.38219147e+01, ...,\n",
-      "           -1.59174585e+01,  -1.62386742e+01,  -1.62181778e+01],\n",
-      "         ..., \n",
-      "         [ -5.75578308e+00,  -6.00171089e+00,  -6.49311495e+00, ...,\n",
-      "           -5.49812889e+00,  -5.00575638e+00,  -5.04933071e+00],\n",
-      "         [ -5.34362411e+00,  -5.54843903e+00,  -6.00002956e+00, ...,\n",
-      "           -5.53052139e+00,  -5.53563786e+00,  -5.63207531e+00],\n",
-      "         [ -5.17110348e+00,  -5.31566143e+00,  -5.48238754e+00, ...,\n",
-      "           -5.65181637e+00,  -5.76678181e+00,  -5.85295677e+00]],\n",
-      "\n",
-      "        [[ -2.35151443e+01,  -2.37121658e+01,  -2.39148540e+01, ...,\n",
-      "           -1.70885124e+01,  -1.72856255e+01,  -1.74935532e+01],\n",
-      "         [ -2.29729843e+01,  -2.32574558e+01,  -2.36799316e+01, ...,\n",
-      "           -1.69011879e+01,  -1.70153465e+01,  -1.72718468e+01],\n",
-      "         [ -2.25225487e+01,  -2.29605217e+01,  -2.35257664e+01, ...,\n",
-      "           -1.66771431e+01,  -1.68102036e+01,  -1.70328445e+01],\n",
-      "         ..., \n",
-      "         [ -6.17526960e+00,  -6.83366394e+00,  -7.97564316e+00, ...,\n",
-      "           -7.07655764e+00,  -6.78396130e+00,  -6.83417654e+00],\n",
-      "         [ -5.92399883e+00,  -6.43682957e+00,  -7.33823299e+00, ...,\n",
-      "           -6.92871571e+00,  -6.77729654e+00,  -7.00306988e+00],\n",
-      "         [ -6.02900314e+00,  -6.28679609e+00,  -6.70364380e+00, ...,\n",
-      "           -7.33104801e+00,  -7.44936848e+00,  -7.62660789e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[  5.87589550e+00,   6.13071728e+00,   6.40292645e+00, ...,\n",
-      "           -8.90024781e-01,  -1.14951825e+00,  -1.54504561e+00],\n",
-      "         [  5.94678211e+00,   6.10761738e+00,   6.39011145e+00, ...,\n",
-      "           -9.29870248e-01,  -1.11457670e+00,  -1.48921609e+00],\n",
-      "         [  6.13071585e+00,   6.27581215e+00,   6.52817059e+00, ...,\n",
-      "           -1.00823689e+00,  -1.15007198e+00,  -1.49197578e+00],\n",
-      "         ..., \n",
-      "         [ -2.13538003e+00,  -2.02066708e+00,  -1.93991089e+00, ...,\n",
-      "           -6.47821903e+00,  -6.34409618e+00,  -6.38095093e+00],\n",
-      "         [ -2.06080580e+00,  -2.05188966e+00,  -2.03840542e+00, ...,\n",
-      "           -6.52290535e+00,  -6.33842516e+00,  -6.27618122e+00],\n",
-      "         [ -2.00101638e+00,  -2.09711790e+00,  -2.15289927e+00, ...,\n",
-      "           -6.73514748e+00,  -6.54763651e+00,  -6.39230204e+00]],\n",
-      "\n",
-      "        [[  6.11100578e+00,   6.39634037e+00,   6.70077848e+00, ...,\n",
-      "           -9.53925788e-01,  -1.17026985e+00,  -1.50347781e+00],\n",
-      "         [  6.18085289e+00,   6.36346006e+00,   6.68127728e+00, ...,\n",
-      "           -1.01150429e+00,  -1.15131593e+00,  -1.45569205e+00],\n",
-      "         [  6.37870216e+00,   6.54388428e+00,   6.83492899e+00, ...,\n",
-      "           -1.09116197e+00,  -1.17825544e+00,  -1.44839334e+00],\n",
-      "         ..., \n",
-      "         [ -3.76413870e+00,  -3.70922709e+00,  -3.62811327e+00, ...,\n",
-      "           -9.70637321e+00,  -9.49391460e+00,  -9.37413311e+00],\n",
-      "         [ -3.70563078e+00,  -3.76880455e+00,  -3.77165866e+00, ...,\n",
-      "           -9.83772850e+00,  -9.55254364e+00,  -9.35396004e+00],\n",
-      "         [ -3.62122798e+00,  -3.78570938e+00,  -3.89602995e+00, ...,\n",
-      "           -1.00493145e+01,  -9.77783966e+00,  -9.51970482e+00]],\n",
-      "\n",
-      "        [[  6.14063644e+00,   6.43598557e+00,   6.75696659e+00, ...,\n",
-      "           -9.51166272e-01,  -1.11827970e+00,  -1.39942467e+00],\n",
-      "         [  6.18528366e+00,   6.37550831e+00,   6.72981071e+00, ...,\n",
-      "           -1.02687168e+00,  -1.10776043e+00,  -1.34412265e+00],\n",
-      "         [  6.39244175e+00,   6.56324482e+00,   6.89019489e+00, ...,\n",
-      "           -1.11172891e+00,  -1.13850069e+00,  -1.33135343e+00],\n",
-      "         ..., \n",
-      "         [ -5.11421871e+00,  -5.10363770e+00,  -5.00899887e+00, ...,\n",
-      "           -1.21876354e+01,  -1.18088665e+01,  -1.16404057e+01],\n",
-      "         [ -5.08182430e+00,  -5.18158913e+00,  -5.16189384e+00, ...,\n",
-      "           -1.23627567e+01,  -1.20044556e+01,  -1.17278938e+01],\n",
-      "         [ -4.99439144e+00,  -5.18724155e+00,  -5.28796387e+00, ...,\n",
-      "           -1.24677906e+01,  -1.21766529e+01,  -1.18967628e+01]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -8.83512306e+00,  -8.41325760e+00,  -8.05104542e+00, ...,\n",
-      "           -1.72317791e+01,  -1.72358971e+01,  -1.72528839e+01],\n",
-      "         [ -8.37215710e+00,  -7.94151783e+00,  -7.66913986e+00, ...,\n",
-      "           -1.72827377e+01,  -1.72353897e+01,  -1.72462978e+01],\n",
-      "         [ -8.12130737e+00,  -7.77483940e+00,  -7.53433323e+00, ...,\n",
-      "           -1.74510555e+01,  -1.73445816e+01,  -1.73626442e+01],\n",
-      "         ..., \n",
-      "         [  2.64607012e-01,   4.77569699e-01,   4.15192068e-01, ...,\n",
-      "           -6.41615677e+00,  -6.34000778e+00,  -6.11429119e+00],\n",
-      "         [  1.03763707e-01,   4.42927927e-01,   4.93576676e-01, ...,\n",
-      "           -6.28558397e+00,  -6.15723038e+00,  -5.96529865e+00],\n",
-      "         [ -2.24465281e-01,   1.24481648e-01,   3.82447541e-01, ...,\n",
-      "           -6.18740940e+00,  -5.98040867e+00,  -5.73000097e+00]],\n",
-      "\n",
-      "        [[ -1.70786457e+01,  -1.71802521e+01,  -1.73233719e+01, ...,\n",
-      "           -1.74526882e+01,  -1.75134735e+01,  -1.75876389e+01],\n",
-      "         [ -1.67455597e+01,  -1.69013596e+01,  -1.71262550e+01, ...,\n",
-      "           -1.74037933e+01,  -1.75843811e+01,  -1.75150795e+01],\n",
-      "         [ -1.60850391e+01,  -1.62900753e+01,  -1.69510517e+01, ...,\n",
-      "           -1.73117332e+01,  -1.73106689e+01,  -1.71561279e+01],\n",
-      "         ..., \n",
-      "         [ -5.53319073e+00,  -6.20706749e+00,  -7.25808907e+00, ...,\n",
-      "           -6.12241364e+00,  -5.83653212e+00,  -5.42010403e+00],\n",
-      "         [ -5.25221682e+00,  -5.78246593e+00,  -6.55264378e+00, ...,\n",
-      "           -5.84244061e+00,  -5.53706360e+00,  -5.09199238e+00],\n",
-      "         [ -5.10727119e+00,  -5.43938112e+00,  -5.95754766e+00, ...,\n",
-      "           -5.33769178e+00,  -5.00072670e+00,  -4.66039610e+00]],\n",
-      "\n",
-      "        [[ -2.10979881e+01,  -2.15358944e+01,  -2.18899059e+01, ...,\n",
-      "           -1.69805832e+01,  -1.72388229e+01,  -1.75799065e+01],\n",
-      "         [ -2.15795288e+01,  -2.20772705e+01,  -2.23887939e+01, ...,\n",
-      "           -1.68931389e+01,  -1.67864304e+01,  -1.69174004e+01],\n",
-      "         [ -2.18051567e+01,  -2.21905384e+01,  -2.24551735e+01, ...,\n",
-      "           -1.68236065e+01,  -1.64811363e+01,  -1.64008102e+01],\n",
-      "         ..., \n",
-      "         [ -1.22021170e+01,  -1.17407503e+01,  -1.09807501e+01, ...,\n",
-      "           -5.10737991e+00,  -4.79196978e+00,  -4.05232573e+00],\n",
-      "         [ -1.25057936e+01,  -1.20565386e+01,  -1.13046761e+01, ...,\n",
-      "           -4.64681816e+00,  -4.10861778e+00,  -3.42059898e+00],\n",
-      "         [ -1.28089085e+01,  -1.24070787e+01,  -1.19521446e+01, ...,\n",
-      "           -4.02659035e+00,  -3.40893555e+00,  -2.75635052e+00]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: destaggered u-wind component\n",
-      "    units: m s-1\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'va' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[ -3.64269257e+00,  -3.41889215e+00,  -3.19216013e+00, ...,\n",
-      "            9.53820610e+00,   9.39290524e+00,   9.24475861e+00],\n",
-      "         [ -3.80051374e+00,  -3.59925199e+00,  -3.39510345e+00, ...,\n",
-      "            9.82399750e+00,   9.68291473e+00,   9.53087521e+00],\n",
-      "         [ -3.96190023e+00,  -3.78391027e+00,  -3.60331821e+00, ...,\n",
-      "            1.01128559e+01,   9.97693157e+00,   9.82147789e+00],\n",
-      "         ..., \n",
-      "         [ -3.32462096e+00,  -3.32233357e+00,  -3.32545257e+00, ...,\n",
-      "            3.48640978e-01,   3.30351710e-01,   3.36235464e-01],\n",
-      "         [ -3.02216005e+00,  -3.01584792e+00,  -3.01894855e+00, ...,\n",
-      "            3.48640978e-01,   3.42349887e-01,   3.60774875e-01],\n",
-      "         [ -2.74336624e+00,  -2.73260593e+00,  -2.73446655e+00, ...,\n",
-      "            3.45495462e-01,   3.42349887e-01,   3.67432445e-01]],\n",
-      "\n",
-      "        [[ -4.36020374e+00,  -4.14089060e+00,  -3.91745806e+00, ...,\n",
-      "            9.96243572e+00,   9.79170418e+00,   9.62912655e+00],\n",
-      "         [ -4.51946163e+00,  -4.32301617e+00,  -4.12265491e+00, ...,\n",
-      "            1.02479553e+01,   1.00881634e+01,   9.92611313e+00],\n",
-      "         [ -4.68175793e+00,  -4.50891733e+00,  -4.33261013e+00, ...,\n",
-      "            1.05415325e+01,   1.03941498e+01,   1.02335844e+01],\n",
-      "         ..., \n",
-      "         [ -3.73961186e+00,  -3.71506596e+00,  -3.69409370e+00, ...,\n",
-      "            8.00047338e-01,   8.01856160e-01,   8.53042245e-01],\n",
-      "         [ -3.43147850e+00,  -3.40227318e+00,  -3.37719178e+00, ...,\n",
-      "            7.94455409e-01,   8.03665102e-01,   8.72363448e-01],\n",
-      "         [ -3.14904165e+00,  -3.11495876e+00,  -3.08544350e+00, ...,\n",
-      "            7.70319283e-01,   8.03665161e-01,   8.73278975e-01]],\n",
-      "\n",
-      "        [[ -5.34025383e+00,  -5.12708044e+00,  -4.90818119e+00, ...,\n",
-      "            1.04998360e+01,   1.03142014e+01,   1.01378651e+01],\n",
-      "         [ -5.50146770e+00,  -5.31161213e+00,  -5.11645126e+00, ...,\n",
-      "            1.07509193e+01,   1.05712547e+01,   1.03932991e+01],\n",
-      "         [ -5.66501236e+00,  -5.49921799e+00,  -5.32878876e+00, ...,\n",
-      "            1.10081673e+01,   1.08360062e+01,   1.06572857e+01],\n",
-      "         ..., \n",
-      "         [ -4.11319780e+00,  -4.05995512e+00,  -4.01040411e+00, ...,\n",
-      "            1.29126859e+00,   1.33718741e+00,   1.40048552e+00],\n",
-      "         [ -3.80866814e+00,  -3.75055933e+00,  -3.69672370e+00, ...,\n",
-      "            1.27214503e+00,   1.33259726e+00,   1.40048552e+00],\n",
-      "         [ -3.52972698e+00,  -3.46711397e+00,  -3.40924358e+00, ...,\n",
-      "            1.23353124e+00,   1.30989063e+00,   1.39422536e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -7.13199973e-02,  -1.34437859e-01,  -1.93486780e-01, ...,\n",
-      "           -2.26836801e-01,  -3.55280876e-01,  -4.79374170e-01],\n",
-      "         [  1.45242572e-01,   9.38946903e-02,   4.59586233e-02, ...,\n",
-      "           -9.97448936e-02,  -2.30330586e-01,  -3.56661707e-01],\n",
-      "         [  3.67349625e-01,   3.28632712e-01,   2.92676181e-01, ...,\n",
-      "            1.71050467e-02,  -1.16048388e-01,  -2.44884163e-01],\n",
-      "         ..., \n",
-      "         [ -4.17741328e-01,  -4.88491714e-01,  -5.58421969e-01, ...,\n",
-      "           -1.58352470e+00,  -1.57131529e+00,  -1.57174397e+00],\n",
-      "         [ -3.88822228e-01,  -4.56930399e-01,  -5.24378121e-01, ...,\n",
-      "           -1.55074978e+00,  -1.53906846e+00,  -1.53935575e+00],\n",
-      "         [ -3.68216515e-01,  -4.34170067e-01,  -4.99532461e-01, ...,\n",
-      "           -1.53390336e+00,  -1.52322769e+00,  -1.52308631e+00]],\n",
-      "\n",
-      "        [[  2.98139095e+00,   2.98439407e+00,   2.99499059e+00, ...,\n",
-      "            4.57650232e+00,   4.52761984e+00,   4.48680973e+00],\n",
-      "         [  3.06025314e+00,   3.07042313e+00,   3.08620048e+00, ...,\n",
-      "            4.59776878e+00,   4.54304218e+00,   4.49389553e+00],\n",
-      "         [  3.13780308e+00,   3.15583658e+00,   3.17717528e+00, ...,\n",
-      "            4.60984325e+00,   4.54877996e+00,   4.49389553e+00],\n",
-      "         ..., \n",
-      "         [ -2.58018732e+00,  -2.61288118e+00,  -2.64534307e+00, ...,\n",
-      "           -2.17544413e+00,  -2.10680747e+00,  -2.04446483e+00],\n",
-      "         [ -2.51642203e+00,  -2.54716110e+00,  -2.57771206e+00, ...,\n",
-      "           -2.13124824e+00,  -2.06431341e+00,  -2.00416517e+00],\n",
-      "         [ -2.46006298e+00,  -2.48951864e+00,  -2.51875973e+00, ...,\n",
-      "           -2.09779167e+00,  -2.03321362e+00,  -1.97583246e+00]],\n",
-      "\n",
-      "        [[  1.26005149e+00,   1.25903440e+00,   1.26864600e+00, ...,\n",
-      "            3.46199703e+00,   3.46063423e+00,   3.47194099e+00],\n",
-      "         [  1.24999666e+00,   1.24806857e+00,   1.25394571e+00, ...,\n",
-      "            3.40506792e+00,   3.40198255e+00,   3.41029406e+00],\n",
-      "         [  1.24177861e+00,   1.23926520e+00,   1.24122596e+00, ...,\n",
-      "            3.33973575e+00,   3.33532166e+00,   3.34079099e+00],\n",
-      "         ..., \n",
-      "         [ -1.24286070e-01,  -7.19989315e-02,  -2.21890137e-02, ...,\n",
-      "           -2.18671608e+00,  -2.18713379e+00,  -2.18124723e+00],\n",
-      "         [ -9.60811973e-02,  -4.09039818e-02,   1.19236931e-02, ...,\n",
-      "           -2.13786793e+00,  -2.13843918e+00,  -2.13391614e+00],\n",
-      "         [ -7.85427466e-02,  -2.12109592e-02,   3.39517370e-02, ...,\n",
-      "           -2.08811712e+00,  -2.08871365e+00,  -2.08567810e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[ -3.39691329e+00,  -3.07672167e+00,  -2.70469165e+00, ...,\n",
-      "            1.02648630e+01,   1.00671368e+01,   9.89967537e+00],\n",
-      "         [ -3.42843628e+00,  -3.09400535e+00,  -2.80470276e+00, ...,\n",
-      "            1.04981747e+01,   1.03695545e+01,   1.02911777e+01],\n",
-      "         [ -3.45396495e+00,  -3.20013285e+00,  -2.99279785e+00, ...,\n",
-      "            1.06943760e+01,   1.06285267e+01,   1.06263952e+01],\n",
-      "         ..., \n",
-      "         [ -3.34156179e+00,  -3.46995878e+00,  -3.59899282e+00, ...,\n",
-      "            1.06662758e-01,   1.32378265e-01,   1.60369247e-01],\n",
-      "         [ -3.07904148e+00,  -3.26839471e+00,  -3.40051460e+00, ...,\n",
-      "            8.85393023e-02,   1.33882120e-01,   1.83331415e-01],\n",
-      "         [ -2.81290555e+00,  -3.01544714e+00,  -3.16612530e+00, ...,\n",
-      "            9.80768725e-02,   1.54113382e-01,   2.17837721e-01]],\n",
-      "\n",
-      "        [[ -4.32189369e+00,  -3.93622351e+00,  -3.59371185e+00, ...,\n",
-      "            1.11563635e+01,   1.09559116e+01,   1.07566366e+01],\n",
-      "         [ -4.44815874e+00,  -4.05880404e+00,  -3.76947641e+00, ...,\n",
-      "            1.12922287e+01,   1.11211300e+01,   1.09618568e+01],\n",
-      "         [ -4.56875467e+00,  -4.29432774e+00,  -4.04948044e+00, ...,\n",
-      "            1.14041653e+01,   1.12596455e+01,   1.11436844e+01],\n",
-      "         ..., \n",
-      "         [ -3.56817436e+00,  -3.70877552e+00,  -3.84615970e+00, ...,\n",
-      "            1.98826838e+00,   2.12577915e+00,   2.26417685e+00],\n",
-      "         [ -3.29409027e+00,  -3.49939489e+00,  -3.64066792e+00, ...,\n",
-      "            2.05256224e+00,   2.18782949e+00,   2.34587526e+00],\n",
-      "         [ -3.01684523e+00,  -3.23163891e+00,  -3.39037728e+00, ...,\n",
-      "            2.12531471e+00,   2.26488543e+00,   2.42743063e+00]],\n",
-      "\n",
-      "        [[ -5.33625937e+00,  -4.98615932e+00,  -4.66438150e+00, ...,\n",
-      "            1.14792500e+01,   1.12842398e+01,   1.10670700e+01],\n",
-      "         [ -5.50214195e+00,  -5.16575909e+00,  -4.88061285e+00, ...,\n",
-      "            1.15521193e+01,   1.13621235e+01,   1.11576500e+01],\n",
-      "         [ -5.66407585e+00,  -5.42142296e+00,  -5.19722176e+00, ...,\n",
-      "            1.16072254e+01,   1.14207611e+01,   1.12463188e+01],\n",
-      "         ..., \n",
-      "         [ -3.65494204e+00,  -3.79833841e+00,  -3.93551445e+00, ...,\n",
-      "            3.79937363e+00,   3.91845536e+00,   4.03295040e+00],\n",
-      "         [ -3.38541722e+00,  -3.59787869e+00,  -3.73768187e+00, ...,\n",
-      "            3.82411718e+00,   3.95355225e+00,   4.06927681e+00],\n",
-      "         [ -3.11352158e+00,  -3.33436394e+00,  -3.49193287e+00, ...,\n",
-      "            3.83760309e+00,   3.97499132e+00,   4.10005951e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  2.02010059e+00,   1.95495892e+00,   1.86204040e+00, ...,\n",
-      "           -4.49352264e-01,  -3.08228731e-01,  -2.41559207e-01],\n",
-      "         [  1.73618436e+00,   1.57731366e+00,   1.41531610e+00, ...,\n",
-      "           -4.51678395e-01,  -2.64592171e-01,  -1.32548809e-01],\n",
-      "         [  1.41402793e+00,   1.21915197e+00,   1.04073739e+00, ...,\n",
-      "           -4.42361236e-01,  -2.85834163e-01,  -2.86998376e-02],\n",
-      "         ..., \n",
-      "         [ -4.82929516e+00,  -4.84387541e+00,  -4.86305237e+00, ...,\n",
-      "           -4.45959568e+00,  -4.37653875e+00,  -4.29990339e+00],\n",
-      "         [ -4.66752338e+00,  -4.68222046e+00,  -4.72025108e+00, ...,\n",
-      "           -4.38370323e+00,  -4.37128687e+00,  -4.24958515e+00],\n",
-      "         [ -4.46952629e+00,  -4.53819752e+00,  -4.60716152e+00, ...,\n",
-      "           -4.33739185e+00,  -4.31945610e+00,  -4.17331219e+00]],\n",
-      "\n",
-      "        [[ -9.38912481e-02,   2.13639989e-01,   4.91160244e-01, ...,\n",
-      "            3.58835459e+00,   3.62113523e+00,   3.67817497e+00],\n",
-      "         [  9.66015831e-02,   3.59300196e-01,   5.70871115e-01, ...,\n",
-      "            3.37272263e+00,   3.45873070e+00,   3.58902550e+00],\n",
-      "         [  2.46781945e-01,   4.81966943e-01,   6.74456418e-01, ...,\n",
-      "            3.23096251e+00,   3.34880638e+00,   3.48865843e+00],\n",
-      "         ..., \n",
-      "         [ -3.11516285e+00,  -3.08671641e+00,  -2.95179939e+00, ...,\n",
-      "           -8.27248752e-01,  -8.84649754e-01,  -9.37778831e-01],\n",
-      "         [ -3.11072898e+00,  -3.06940889e+00,  -2.94382000e+00, ...,\n",
-      "           -8.47029388e-01,  -9.61231232e-01,  -9.84745562e-01],\n",
-      "         [ -3.07291722e+00,  -3.07090116e+00,  -2.98276424e+00, ...,\n",
-      "           -9.37526584e-01,  -1.03350234e+00,  -1.02193809e+00]],\n",
-      "\n",
-      "        [[ -3.31035376e+00,  -2.86501074e+00,  -2.50518799e+00, ...,\n",
-      "           -1.55112100e+00,  -1.50105643e+00,  -1.52562451e+00],\n",
-      "         [ -2.77731133e+00,  -2.39057016e+00,  -2.15687180e+00, ...,\n",
-      "           -1.67748547e+00,  -1.63270473e+00,  -1.56220460e+00],\n",
-      "         [ -2.26976538e+00,  -1.96126437e+00,  -1.77031326e+00, ...,\n",
-      "           -1.77211118e+00,  -1.70723748e+00,  -1.59692204e+00],\n",
-      "         ..., \n",
-      "         [ -2.07678556e+00,  -1.96033251e+00,  -1.75785923e+00, ...,\n",
-      "            1.34966111e+00,   1.13190150e+00,   1.02271807e+00],\n",
-      "         [ -2.22677565e+00,  -2.12569118e+00,  -1.93227255e+00, ...,\n",
-      "            1.25484276e+00,   9.73359823e-01,   8.04669499e-01],\n",
-      "         [ -2.34429741e+00,  -2.32024193e+00,  -2.20908475e+00, ...,\n",
-      "            1.06071889e+00,   7.91076660e-01,   6.52677059e-01]]],\n",
-      "\n",
-      "\n",
-      "       [[[ -1.83349466e+00,  -1.70713782e+00,  -1.53606749e+00, ...,\n",
-      "            1.39420357e+01,   1.37736664e+01,   1.36570835e+01],\n",
-      "         [ -2.10571265e+00,  -1.95961249e+00,  -1.78433895e+00, ...,\n",
-      "            1.36146832e+01,   1.35124569e+01,   1.35057726e+01],\n",
-      "         [ -2.33894968e+00,  -2.17512226e+00,  -2.00494552e+00, ...,\n",
-      "            1.33258324e+01,   1.33471994e+01,   1.34179173e+01],\n",
-      "         ..., \n",
-      "         [ -5.57035828e+00,  -5.71635532e+00,  -5.85290575e+00, ...,\n",
-      "           -2.90174127e-01,  -1.25601441e-01,   8.31958205e-02],\n",
-      "         [ -5.45146275e+00,  -5.57007599e+00,  -5.67072773e+00, ...,\n",
-      "           -3.66948932e-01,  -1.53322503e-01,   4.19880226e-02],\n",
-      "         [ -5.34943485e+00,  -5.43644047e+00,  -5.50558949e+00, ...,\n",
-      "           -2.24062413e-01,  -1.70263276e-02,   1.43166870e-01]],\n",
-      "\n",
-      "        [[ -2.04909658e+00,  -1.92459464e+00,  -1.76402354e+00, ...,\n",
-      "            1.49929647e+01,   1.48924570e+01,   1.47700958e+01],\n",
-      "         [ -2.33521080e+00,  -2.19273376e+00,  -2.02529049e+00, ...,\n",
-      "            1.47137699e+01,   1.46594791e+01,   1.46101818e+01],\n",
-      "         [ -2.58613825e+00,  -2.42755699e+00,  -2.26045227e+00, ...,\n",
-      "            1.45038700e+01,   1.44987068e+01,   1.45163221e+01],\n",
-      "         ..., \n",
-      "         [ -5.90657616e+00,  -6.06421471e+00,  -6.21456432e+00, ...,\n",
-      "            1.19016027e+00,   1.48355842e+00,   1.78703666e+00],\n",
-      "         [ -5.72610235e+00,  -5.86426258e+00,  -5.99707747e+00, ...,\n",
-      "            1.19211876e+00,   1.42126024e+00,   1.68926287e+00],\n",
-      "         [ -5.57367611e+00,  -5.69118881e+00,  -5.80480671e+00, ...,\n",
-      "            1.43698525e+00,   1.64800739e+00,   1.88543510e+00]],\n",
-      "\n",
-      "        [[ -2.40134025e+00,  -2.33436537e+00,  -2.25603127e+00, ...,\n",
-      "            1.53211679e+01,   1.52479534e+01,   1.51139164e+01],\n",
-      "         [ -2.75010586e+00,  -2.66012096e+00,  -2.54642439e+00, ...,\n",
-      "            1.50660334e+01,   1.50416470e+01,   1.49580803e+01],\n",
-      "         [ -3.06197929e+00,  -2.94835949e+00,  -2.80502391e+00, ...,\n",
-      "            1.49230537e+01,   1.49053555e+01,   1.48801651e+01],\n",
-      "         ..., \n",
-      "         [ -6.01325464e+00,  -6.17188454e+00,  -6.32183838e+00, ...,\n",
-      "            4.14995289e+00,   4.49607372e+00,   4.75243664e+00],\n",
-      "         [ -5.84493446e+00,  -5.98357677e+00,  -6.11290264e+00, ...,\n",
-      "            4.20156574e+00,   4.73878479e+00,   5.13327599e+00],\n",
-      "         [ -5.68444872e+00,  -5.80794907e+00,  -5.92063046e+00, ...,\n",
-      "            4.44619703e+00,   4.95069027e+00,   5.31694126e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -1.28329659e+00,  -1.19837916e+00,  -1.11869907e+00, ...,\n",
-      "           -1.60422134e+00,  -1.29247057e+00,  -1.08146501e+00],\n",
-      "         [ -1.28329659e+00,  -1.19837916e+00,  -1.11869907e+00, ...,\n",
-      "           -1.88237238e+00,  -1.49585772e+00,  -1.17985594e+00],\n",
-      "         [ -1.30762529e+00,  -1.22278881e+00,  -1.18294883e+00, ...,\n",
-      "           -2.21754599e+00,  -1.76887774e+00,  -1.33580601e+00],\n",
-      "         ..., \n",
-      "         [  1.49930453e+00,   1.55479407e+00,   1.52168524e+00, ...,\n",
-      "            7.93569982e-01,   5.17353535e-01,   2.87691712e-01],\n",
-      "         [  1.41444445e+00,   1.54613781e+00,   1.53332257e+00, ...,\n",
-      "            5.59241712e-01,   3.28279257e-01,   1.09119415e-01],\n",
-      "         [  1.22062469e+00,   1.43950164e+00,   1.53332257e+00, ...,\n",
-      "            3.77177060e-01,   1.71598434e-01,  -4.78325449e-02]],\n",
-      "\n",
-      "        [[ -7.33443642e+00,  -7.11284494e+00,  -6.85771799e+00, ...,\n",
-      "           -1.29463673e+00,  -1.63420439e+00,  -1.63921392e+00],\n",
-      "         [ -7.31770611e+00,  -7.08517456e+00,  -6.86122608e+00, ...,\n",
-      "           -9.53383923e-01,  -1.31994057e+00,  -1.44934082e+00],\n",
-      "         [ -7.28264999e+00,  -7.05335665e+00,  -6.86249256e+00, ...,\n",
-      "           -6.76707506e-01,  -1.05540180e+00,  -1.29972303e+00],\n",
-      "         ..., \n",
-      "         [  4.57730341e+00,   4.69642735e+00,   4.71847820e+00, ...,\n",
-      "           -6.58509970e-01,  -7.43569314e-01,  -7.58827925e-01],\n",
-      "         [  4.66334629e+00,   4.83392143e+00,   4.90594244e+00, ...,\n",
-      "           -7.44339466e-01,  -7.88929403e-01,  -6.35472476e-01],\n",
-      "         [  4.72048855e+00,   4.93783092e+00,   5.06931591e+00, ...,\n",
-      "           -6.83791518e-01,  -7.00173736e-01,  -5.32706678e-01]],\n",
-      "\n",
-      "        [[ -8.46078491e+00,  -8.26562881e+00,  -8.04179573e+00, ...,\n",
-      "           -6.18343639e+00,  -6.75148726e+00,  -7.06342602e+00],\n",
-      "         [ -8.61626911e+00,  -8.39641190e+00,  -8.17455101e+00, ...,\n",
-      "           -5.73920250e+00,  -6.33188200e+00,  -6.87126637e+00],\n",
-      "         [ -8.72023964e+00,  -8.50257397e+00,  -8.30919838e+00, ...,\n",
-      "           -5.32143116e+00,  -5.88978100e+00,  -6.34137201e+00],\n",
-      "         ..., \n",
-      "         [  1.29145229e+00,   1.34757841e+00,   1.33596277e+00, ...,\n",
-      "           -3.63272190e+00,  -3.42142487e+00,  -3.17219925e+00],\n",
-      "         [  1.48400342e+00,   1.57756448e+00,   1.54658985e+00, ...,\n",
-      "           -3.54561520e+00,  -3.29227257e+00,  -3.03240156e+00],\n",
-      "         [  1.69984770e+00,   1.84939194e+00,   1.83045220e+00, ...,\n",
-      "           -3.27920389e+00,  -2.98430514e+00,  -2.71022630e+00]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[ -3.73422909e+00,  -3.56167221e+00,  -3.41738892e+00, ...,\n",
-      "            1.15298462e+01,   1.04514713e+01,   1.01066628e+01],\n",
-      "         [ -3.72865868e+00,  -3.47395658e+00,  -3.27151799e+00, ...,\n",
-      "            1.24118547e+01,   1.15077496e+01,   1.11905785e+01],\n",
-      "         [ -3.73620677e+00,  -3.42204618e+00,  -3.16738272e+00, ...,\n",
-      "            1.30885983e+01,   1.23624353e+01,   1.18540726e+01],\n",
-      "         ..., \n",
-      "         [ -6.81285191e+00,  -6.73759270e+00,  -6.73442459e+00, ...,\n",
-      "            3.37562037e+00,   3.24532557e+00,   3.04105806e+00],\n",
-      "         [ -6.64712906e+00,  -6.55852938e+00,  -6.51434088e+00, ...,\n",
-      "            2.74683714e+00,   2.54001284e+00,   2.39249992e+00],\n",
-      "         [ -6.52159119e+00,  -6.44581747e+00,  -6.36462307e+00, ...,\n",
-      "            1.78959727e+00,   1.61135817e+00,   1.62778842e+00]],\n",
-      "\n",
-      "        [[ -3.97067308e+00,  -3.78191805e+00,  -3.62103653e+00, ...,\n",
-      "            1.27277832e+01,   1.18339195e+01,   1.18974829e+01],\n",
-      "         [ -3.98942280e+00,  -3.73561621e+00,  -3.51926684e+00, ...,\n",
-      "            1.34113579e+01,   1.25871925e+01,   1.25212793e+01],\n",
-      "         [ -4.02985859e+00,  -3.72806454e+00,  -3.46386337e+00, ...,\n",
-      "            1.40290070e+01,   1.33312435e+01,   1.29931793e+01],\n",
-      "         ..., \n",
-      "         [ -7.96240377e+00,  -7.86346722e+00,  -7.84312534e+00, ...,\n",
-      "            3.97912741e+00,   3.80502701e+00,   3.56619430e+00],\n",
-      "         [ -7.74411917e+00,  -7.64699078e+00,  -7.59189224e+00, ...,\n",
-      "            3.57934594e+00,   3.26504636e+00,   3.10645962e+00],\n",
-      "         [ -7.55822420e+00,  -7.48416901e+00,  -7.40256596e+00, ...,\n",
-      "            2.75029087e+00,   2.48884583e+00,   2.48235512e+00]],\n",
-      "\n",
-      "        [[ -4.03451395e+00,  -3.86618614e+00,  -3.66314983e+00, ...,\n",
-      "            1.31372671e+01,   1.23443050e+01,   1.24248343e+01],\n",
-      "         [ -4.08021641e+00,  -3.86618614e+00,  -3.60626316e+00, ...,\n",
-      "            1.37344065e+01,   1.29844990e+01,   1.29782867e+01],\n",
-      "         [ -4.15091896e+00,  -3.87175846e+00,  -3.60017395e+00, ...,\n",
-      "            1.43172827e+01,   1.36772919e+01,   1.34072304e+01],\n",
-      "         ..., \n",
-      "         [ -8.29420757e+00,  -8.19544029e+00,  -8.17420387e+00, ...,\n",
-      "            4.14501143e+00,   3.96711922e+00,   3.72698450e+00],\n",
-      "         [ -8.07669544e+00,  -7.97204876e+00,  -7.91234493e+00, ...,\n",
-      "            3.92279935e+00,   3.64282036e+00,   3.46458173e+00],\n",
-      "         [ -7.88881207e+00,  -7.79892921e+00,  -7.70817375e+00, ...,\n",
-      "            3.24774003e+00,   3.02541876e+00,   2.98109579e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.73780513e+00,   2.19140339e+00,   2.58255339e+00, ...,\n",
-      "            1.27094758e+00,   1.17305470e+00,   1.20304012e+00],\n",
-      "         [  1.73780513e+00,   2.10507226e+00,   2.39712858e+00, ...,\n",
-      "            1.27619457e+00,   1.16288686e+00,   1.22411156e+00],\n",
-      "         [  1.66671348e+00,   1.92223454e+00,   2.12616730e+00, ...,\n",
-      "            1.09311509e+00,   1.08729362e+00,   1.15384436e+00],\n",
-      "         ..., \n",
-      "         [  4.48032796e-01,   8.43114793e-01,   1.35286760e+00, ...,\n",
-      "            1.05985534e+00,   8.60437751e-01,   7.31322527e-01],\n",
-      "         [  2.96378434e-01,   5.30777097e-01,   9.67897177e-01, ...,\n",
-      "            8.43495727e-01,   9.33668733e-01,   8.95409226e-01],\n",
-      "         [  2.38872901e-01,   3.03581536e-01,   6.27141714e-01, ...,\n",
-      "            9.94466245e-01,   1.16306996e+00,   1.17462325e+00]],\n",
-      "\n",
-      "        [[ -1.04321814e+00,  -1.13872457e+00,  -1.29158390e+00, ...,\n",
-      "            2.14052701e+00,   2.16622472e+00,   2.10329866e+00],\n",
-      "         [ -1.03873563e+00,  -1.13872457e+00,  -1.29158390e+00, ...,\n",
-      "            1.99566340e+00,   2.05500937e+00,   2.03935909e+00],\n",
-      "         [ -1.03873563e+00,  -1.15498269e+00,  -1.32651925e+00, ...,\n",
-      "            2.04644156e+00,   1.92167926e+00,   1.79549170e+00],\n",
-      "         ..., \n",
-      "         [  2.27166367e+00,   2.19425249e+00,   2.21647716e+00, ...,\n",
-      "            2.80375957e+00,   2.82876778e+00,   2.83943558e+00],\n",
-      "         [  2.57187414e+00,   2.41112661e+00,   2.35828209e+00, ...,\n",
-      "            2.55466223e+00,   2.86218905e+00,   3.09369564e+00],\n",
-      "         [  2.91774607e+00,   2.68193960e+00,   2.54806995e+00, ...,\n",
-      "            2.79909039e+00,   3.17078018e+00,   3.45153379e+00]],\n",
-      "\n",
-      "        [[ -2.88207674e+00,  -2.55721545e+00,  -2.25927019e+00, ...,\n",
-      "            4.58891773e+00,   4.31613922e+00,   4.18711710e+00],\n",
-      "         [ -2.65288687e+00,  -2.32063580e+00,  -2.00750184e+00, ...,\n",
-      "            4.68300819e+00,   4.52186823e+00,   4.48989773e+00],\n",
-      "         [ -2.45081854e+00,  -2.14521217e+00,  -1.82637239e+00, ...,\n",
-      "            4.89786291e+00,   4.75678539e+00,   4.62357330e+00],\n",
-      "         ..., \n",
-      "         [  2.76950431e+00,   2.82437515e+00,   2.46033525e+00, ...,\n",
-      "            8.76838863e-01,   1.15364099e+00,   1.39463258e+00],\n",
-      "         [  2.60724854e+00,   2.74781513e+00,   2.46033525e+00, ...,\n",
-      "            1.02959263e+00,   1.29407513e+00,   1.66122794e+00],\n",
-      "         [  2.36413217e+00,   2.57017231e+00,   2.45247173e+00, ...,\n",
-      "            1.46844780e+00,   1.77236974e+00,   2.15402508e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[ -3.73594761e+00,  -3.50304008e+00,  -3.67106342e+00, ...,\n",
-      "            1.41726513e+01,   1.43135424e+01,   1.38801517e+01],\n",
-      "         [ -4.09725380e+00,  -3.81561756e+00,  -3.94116664e+00, ...,\n",
-      "            1.43186493e+01,   1.45275230e+01,   1.41364441e+01],\n",
-      "         [ -4.42113972e+00,  -4.27396250e+00,  -4.13090420e+00, ...,\n",
-      "            1.46252956e+01,   1.47050009e+01,   1.43285465e+01],\n",
-      "         ..., \n",
-      "         [ -7.20472670e+00,  -7.29400349e+00,  -7.38131237e+00, ...,\n",
-      "            3.47828656e-01,   1.65219441e-01,  -2.40492493e-01],\n",
-      "         [ -6.93264341e+00,  -7.14615059e+00,  -7.24794102e+00, ...,\n",
-      "           -1.13697819e-01,  -1.34754360e-01,  -4.39818561e-01],\n",
-      "         [ -6.66070747e+00,  -6.91331291e+00,  -7.08619547e+00, ...,\n",
-      "           -2.51857221e-01,  -2.41838425e-01,  -4.40469503e-01]],\n",
-      "\n",
-      "        [[ -3.97784710e+00,  -3.73397636e+00,  -3.93254375e+00, ...,\n",
-      "            1.52499104e+01,   1.54094095e+01,   1.48552284e+01],\n",
-      "         [ -4.36575890e+00,  -4.07374001e+00,  -4.22941971e+00, ...,\n",
-      "            1.54187450e+01,   1.56561203e+01,   1.51587362e+01],\n",
-      "         [ -4.71501446e+00,  -4.55995131e+00,  -4.40883970e+00, ...,\n",
-      "            1.57556257e+01,   1.58528128e+01,   1.54190788e+01],\n",
-      "         ..., \n",
-      "         [ -8.41838837e+00,  -8.55792522e+00,  -8.67431068e+00, ...,\n",
-      "            1.15139818e+00,   1.03190470e+00,   8.31336379e-01],\n",
-      "         [ -8.20073032e+00,  -8.38279533e+00,  -8.49158859e+00, ...,\n",
-      "            3.32538992e-01,   3.17922354e-01,  -1.16478205e-02],\n",
-      "         [ -7.99806070e+00,  -8.19828033e+00,  -8.33390808e+00, ...,\n",
-      "           -2.91323125e-01,  -2.51790524e-01,  -5.72450638e-01]],\n",
-      "\n",
-      "        [[ -4.04526138e+00,  -3.78440523e+00,  -3.97974300e+00, ...,\n",
-      "            1.55826740e+01,   1.57249794e+01,   1.51414843e+01],\n",
-      "         [ -4.43983459e+00,  -4.13714600e+00,  -4.29661179e+00, ...,\n",
-      "            1.57641850e+01,   1.59782104e+01,   1.54555922e+01],\n",
-      "         [ -4.79713154e+00,  -4.64366436e+00,  -4.49571133e+00, ...,\n",
-      "            1.60927620e+01,   1.61859169e+01,   1.57390690e+01],\n",
-      "         ..., \n",
-      "         [ -8.87353134e+00,  -9.02690887e+00,  -9.14475822e+00, ...,\n",
-      "            1.82087183e+00,   1.80469859e+00,   1.78567433e+00],\n",
-      "         [ -8.65921497e+00,  -8.81290245e+00,  -8.95257378e+00, ...,\n",
-      "            7.62377501e-01,   7.28231013e-01,   6.03323460e-01],\n",
-      "         [ -8.46440125e+00,  -8.63087082e+00,  -8.78449821e+00, ...,\n",
-      "           -1.20899573e-01,  -2.24864155e-01,  -4.26584661e-01]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -8.45693207e+00,  -7.93043518e+00,  -7.26698875e+00, ...,\n",
-      "            1.75908279e+00,   1.86125624e+00,   1.85889721e+00],\n",
-      "         [ -8.32106781e+00,  -7.76331234e+00,  -7.05880260e+00, ...,\n",
-      "            1.83002365e+00,   1.90566242e+00,   1.88993406e+00],\n",
-      "         [ -7.97856951e+00,  -7.39960241e+00,  -6.65840721e+00, ...,\n",
-      "            1.92109692e+00,   1.92716479e+00,   1.87957013e+00],\n",
-      "         ..., \n",
-      "         [  4.71078682e+00,   4.62414360e+00,   4.58372402e+00, ...,\n",
-      "           -3.54835153e-01,  -5.29606760e-01,  -6.53966546e-01],\n",
-      "         [  4.47055387e+00,   4.52089977e+00,   4.63560009e+00, ...,\n",
-      "           -4.98013735e-01,  -6.62831604e-01,  -7.68797278e-01],\n",
-      "         [  4.09772873e+00,   4.35771179e+00,   4.59780836e+00, ...,\n",
-      "           -7.32545733e-01,  -8.22697759e-01,  -8.69039416e-01]],\n",
-      "\n",
-      "        [[ -6.42413616e+00,  -6.49594021e+00,  -6.49489880e+00, ...,\n",
-      "            5.58424234e-01,   4.91987348e-01,   5.25824547e-01],\n",
-      "         [ -6.38032484e+00,  -6.39396000e+00,  -6.32810783e+00, ...,\n",
-      "            6.89442039e-01,   5.71624517e-01,   5.98993719e-01],\n",
-      "         [ -6.20379829e+00,  -6.10640144e+00,  -5.96844769e+00, ...,\n",
-      "            6.57237113e-01,   6.78999066e-01,   6.68635368e-01],\n",
-      "         ..., \n",
-      "         [  2.52677560e+00,   2.45969963e+00,   2.41497612e+00, ...,\n",
-      "            3.30936503e+00,   3.26477385e+00,   3.13292956e+00],\n",
-      "         [  2.52444410e+00,   2.50602508e+00,   2.29603934e+00, ...,\n",
-      "            3.43432665e+00,   3.29281235e+00,   2.95141244e+00],\n",
-      "         [  2.48156929e+00,   2.54215574e+00,   2.37457013e+00, ...,\n",
-      "            3.36430597e+00,   3.12525606e+00,   2.69656277e+00]],\n",
-      "\n",
-      "        [[  1.87188268e+00,   1.92960453e+00,   1.83982468e+00, ...,\n",
-      "            9.25728202e-01,   8.46050620e-01,   1.02219939e+00],\n",
-      "         [  2.48711061e+00,   2.50367999e+00,   2.29219055e+00, ...,\n",
-      "            8.03253293e-01,   7.36071110e-01,   9.80711222e-01],\n",
-      "         [  2.95994115e+00,   2.85415173e+00,   2.54637671e+00, ...,\n",
-      "            4.86222267e-01,   6.95815027e-01,   9.46642160e-01],\n",
-      "         ..., \n",
-      "         [ -3.10164404e+00,  -2.63789296e+00,  -2.24287653e+00, ...,\n",
-      "            6.09690952e+00,   6.20351315e+00,   6.08120728e+00],\n",
-      "         [ -3.16335821e+00,  -2.55257320e+00,  -2.81568050e+00, ...,\n",
-      "            6.40517426e+00,   6.18066454e+00,   5.70030975e+00],\n",
-      "         [ -3.13543844e+00,  -2.79039025e+00,  -3.15768003e+00, ...,\n",
-      "            6.43262386e+00,   5.89473248e+00,   5.19659710e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[ -3.50750446e+00,  -3.44075346e+00,  -3.46759009e+00, ...,\n",
-      "            1.47713890e+01,   1.47273769e+01,   1.47316494e+01],\n",
-      "         [ -3.51451540e+00,  -3.42648220e+00,  -3.35757923e+00, ...,\n",
-      "            1.48222713e+01,   1.47783079e+01,   1.48305731e+01],\n",
-      "         [ -3.53575659e+00,  -3.43943644e+00,  -3.31646490e+00, ...,\n",
-      "            1.49052982e+01,   1.48897915e+01,   1.49198074e+01],\n",
-      "         ..., \n",
-      "         [ -5.45849228e+00,  -5.52409077e+00,  -5.66277599e+00, ...,\n",
-      "           -1.57688379e+00,  -1.51262355e+00,  -1.39672768e+00],\n",
-      "         [ -5.16496181e+00,  -5.21985149e+00,  -5.32568550e+00, ...,\n",
-      "           -1.46319008e+00,  -1.64403272e+00,  -2.01580477e+00],\n",
-      "         [ -4.89243984e+00,  -4.92989922e+00,  -5.03513718e+00, ...,\n",
-      "           -1.68941307e+00,  -2.01199627e+00,  -2.54890323e+00]],\n",
-      "\n",
-      "        [[ -3.69943452e+00,  -3.63869548e+00,  -3.64270878e+00, ...,\n",
-      "            1.59962626e+01,   1.59472618e+01,   1.59274635e+01],\n",
-      "         [ -3.76565552e+00,  -3.64393616e+00,  -3.58757019e+00, ...,\n",
-      "            1.60673485e+01,   1.60222797e+01,   1.60559044e+01],\n",
-      "         [ -3.84633684e+00,  -3.70489264e+00,  -3.60301065e+00, ...,\n",
-      "            1.61657410e+01,   1.61488457e+01,   1.61677399e+01],\n",
-      "         ..., \n",
-      "         [ -8.01007080e+00,  -8.22672844e+00,  -8.52285290e+00, ...,\n",
-      "           -1.93737304e+00,  -1.88010979e+00,  -1.79948640e+00],\n",
-      "         [ -7.73034954e+00,  -7.87918997e+00,  -8.16211891e+00, ...,\n",
-      "           -2.11607838e+00,  -2.28971672e+00,  -2.49608088e+00],\n",
-      "         [ -7.49456263e+00,  -7.56149197e+00,  -7.78282022e+00, ...,\n",
-      "           -2.44862199e+00,  -2.75244474e+00,  -3.09732962e+00]],\n",
-      "\n",
-      "        [[ -3.76517296e+00,  -3.70143843e+00,  -3.70695591e+00, ...,\n",
-      "            1.63923168e+01,   1.63645420e+01,   1.63242378e+01],\n",
-      "         [ -3.87168980e+00,  -3.75132322e+00,  -3.70263624e+00, ...,\n",
-      "            1.64885559e+01,   1.64551468e+01,   1.64695854e+01],\n",
-      "         [ -3.99197960e+00,  -3.85480452e+00,  -3.74751663e+00, ...,\n",
-      "            1.66009407e+01,   1.65875168e+01,   1.65899773e+01],\n",
-      "         ..., \n",
-      "         [ -9.51207733e+00,  -9.77521324e+00,  -1.01638403e+01, ...,\n",
-      "           -2.02934432e+00,  -2.02456951e+00,  -1.98549008e+00],\n",
-      "         [ -9.24216270e+00,  -9.38251495e+00,  -9.77246475e+00, ...,\n",
-      "           -2.10193253e+00,  -2.49082375e+00,  -2.51459169e+00],\n",
-      "         [ -9.03394222e+00,  -9.07206535e+00,  -9.37853050e+00, ...,\n",
-      "           -2.37823510e+00,  -2.83549023e+00,  -2.94729185e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  5.00873685e-01,   8.16751242e-01,   8.80195498e-01, ...,\n",
-      "            1.01939464e+00,   8.54551196e-01,   7.80392528e-01],\n",
-      "         [  1.00851917e+00,   1.25213504e+00,   1.18703055e+00, ...,\n",
-      "            1.01555789e+00,   7.89382756e-01,   6.27575636e-01],\n",
-      "         [  1.29353237e+00,   1.36428571e+00,   1.35407090e+00, ...,\n",
-      "            9.39319670e-01,   7.21557081e-01,   4.55743194e-01],\n",
-      "         ..., \n",
-      "         [ -2.14654875e+00,  -2.50013041e+00,  -2.62583971e+00, ...,\n",
-      "           -1.63848329e+00,  -1.64077044e+00,  -1.60918188e+00],\n",
-      "         [ -1.83789921e+00,  -2.17441869e+00,  -2.58805847e+00, ...,\n",
-      "           -1.71689475e+00,  -1.68172336e+00,  -1.51550317e+00],\n",
-      "         [ -1.47026539e+00,  -1.87063956e+00,  -2.39304495e+00, ...,\n",
-      "           -1.65813839e+00,  -1.60408700e+00,  -1.46400416e+00]],\n",
-      "\n",
-      "        [[ -3.47286224e+00,  -3.15985298e+00,  -2.79871821e+00, ...,\n",
-      "           -2.94004679e+00,  -3.00096297e+00,  -2.94233465e+00],\n",
-      "         [ -3.08974123e+00,  -2.78885221e+00,  -2.49293041e+00, ...,\n",
-      "           -2.89323282e+00,  -2.97111106e+00,  -2.89813137e+00],\n",
-      "         [ -2.71363282e+00,  -2.55549860e+00,  -2.44342470e+00, ...,\n",
-      "           -2.70603848e+00,  -2.81884575e+00,  -2.79884434e+00],\n",
-      "         ..., \n",
-      "         [ -8.12417805e-01,  -8.07554841e-01,  -5.59995055e-01, ...,\n",
-      "            6.75031841e-02,   3.36264044e-01,   7.48248756e-01],\n",
-      "         [ -9.84394670e-01,  -9.71950948e-01,  -6.77120149e-01, ...,\n",
-      "            1.92440644e-01,   5.18912435e-01,   1.07115340e+00],\n",
-      "         [ -1.07788575e+00,  -1.11254215e+00,  -8.92307281e-01, ...,\n",
-      "            4.44304466e-01,   7.77575135e-01,   1.33228254e+00]],\n",
-      "\n",
-      "        [[ -2.79232836e+00,  -3.14936018e+00,  -3.44167757e+00, ...,\n",
-      "           -3.45367074e+00,  -3.25630903e+00,  -2.92529821e+00],\n",
-      "         [ -3.45243359e+00,  -3.76353979e+00,  -3.75694871e+00, ...,\n",
-      "           -3.50223970e+00,  -3.33762074e+00,  -3.04849815e+00],\n",
-      "         [ -3.89695740e+00,  -3.95739555e+00,  -3.60543776e+00, ...,\n",
-      "           -3.43813562e+00,  -3.35425425e+00,  -3.20281172e+00],\n",
-      "         ..., \n",
-      "         [  7.40283203e+00,   7.20414543e+00,   6.52207088e+00, ...,\n",
-      "            1.84865189e+00,   2.11516190e+00,   2.55798650e+00],\n",
-      "         [  7.41339970e+00,   7.54813957e+00,   6.89162397e+00, ...,\n",
-      "            2.34649587e+00,   2.63700438e+00,   3.08305454e+00],\n",
-      "         [  7.47407818e+00,   7.66611195e+00,   7.25173664e+00, ...,\n",
-      "            2.94288540e+00,   3.25393677e+00,   3.61156750e+00]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: destaggered v-wind component\n",
-      "    units: m s-1\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'wa' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[  2.01924668e-05,   5.18621928e-05,   8.15110543e-05, ...,\n",
-      "           -1.94090444e-06,  -3.00899410e-06,   4.75028628e-07],\n",
-      "         [  8.69255746e-06,   2.35220996e-05,   4.11796682e-05, ...,\n",
-      "           -2.17970546e-06,  -2.92282493e-06,   8.38052802e-06],\n",
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-      "            2.63031825e-06,   9.18877959e-07,   2.38699577e-05],\n",
-      "         ..., \n",
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-      "           -1.68239683e-04,  -7.72523344e-05,  -1.84494220e-05]],\n",
-      "\n",
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-      "           -1.90795959e-06,  -2.95791961e-06,   4.66965560e-07],\n",
-      "         [  8.54501013e-06,   2.31228369e-05,   4.04806924e-05, ...,\n",
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-      "         [  8.27824806e-07,   3.26848522e-06,   6.40083317e-06, ...,\n",
-      "            2.58567161e-06,   9.03281034e-07,   2.34647905e-05],\n",
-      "         ..., \n",
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-      "\n",
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-      "           -1.86383704e-06,  -2.88951605e-06,   4.56166731e-07],\n",
-      "         [  8.34740058e-06,   2.25881085e-05,   3.95445531e-05, ...,\n",
-      "           -2.09315613e-06,  -2.80676841e-06,   8.04776391e-06],\n",
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-      "            2.52587643e-06,   8.82392101e-07,   2.29221550e-05],\n",
-      "         ..., \n",
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-      "         [ -1.45195713e-06,  -7.95396204e-07,  -5.65850371e-07, ...,\n",
-      "           -1.62153563e-04,  -9.93547510e-05,  -3.30307885e-05],\n",
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-      "           -1.61559408e-04,  -7.41848926e-05,  -1.77168513e-05]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  1.50253179e-08,   3.85909154e-08,   6.06527806e-08, ...,\n",
-      "           -1.44423651e-09,  -2.23900720e-09,   3.53471197e-10],\n",
-      "         [  6.46817488e-09,   1.75029111e-08,   3.06419992e-08, ...,\n",
-      "           -1.62192970e-09,  -2.17488871e-09,   6.23599261e-09],\n",
-      "         [  6.26624863e-10,   2.47409115e-09,   4.84513230e-09, ...,\n",
-      "            1.95723304e-09,   6.83741619e-10,   1.77617530e-08],\n",
-      "         ..., \n",
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-      "           -1.21226577e-07,  -9.19625904e-08,  -3.54938443e-08],\n",
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-      "           -1.25648384e-07,  -7.69872912e-08,  -2.55946588e-08],\n",
-      "         [  2.91804580e-10,   1.93721417e-09,   9.20866716e-10, ...,\n",
-      "           -1.25187995e-07,  -5.74838523e-08,  -1.37283074e-08]],\n",
-      "\n",
-      "        [[  4.95530461e-09,   1.27271687e-08,   2.00031067e-08, ...,\n",
-      "           -4.76304884e-10,  -7.38417882e-10,   1.16573737e-10],\n",
-      "         [  2.13318452e-09,   5.77240789e-09,   1.01056381e-08, ...,\n",
-      "           -5.34907563e-10,  -7.17271742e-10,   2.05661177e-09],\n",
-      "         [  2.06658995e-10,   8.15947865e-10,   1.59791025e-09, ...,\n",
-      "            6.45489606e-10,   2.25495955e-10,   5.85777293e-09],\n",
-      "         ..., \n",
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-      "           -3.99801650e-08,  -3.03289909e-08,  -1.17057635e-08],\n",
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-      "           -4.12866257e-08,  -1.89580014e-08,  -4.52755433e-09]],\n",
-      "\n",
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-      "         [  3.72183867e-10,   1.00713127e-09,   1.76316450e-09, ...,\n",
-      "           -9.33271169e-11,  -1.25144797e-10,   3.58823943e-10],\n",
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-      "            1.12620725e-10,   3.93430358e-11,   1.02202535e-09],\n",
-      "         ..., \n",
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-      "           -6.97547353e-09,  -5.29160005e-09,  -2.04234385e-09],\n",
-      "         [ -6.47381038e-11,  -3.54641629e-11,  -2.52294539e-11, ...,\n",
-      "           -7.22990734e-09,  -4.42990933e-09,  -1.47273693e-09],\n",
-      "         [  1.67906643e-11,   1.11468813e-10,   5.29873923e-11, ...,\n",
-      "           -7.20341520e-09,  -3.30766614e-09,  -7.89937615e-10]]],\n",
-      "\n",
-      "\n",
-      "       [[[ -2.10103433e-04,  -3.04714486e-05,   3.78664816e-04, ...,\n",
-      "           -5.25474199e-04,  -7.81593670e-04,  -8.27993150e-04],\n",
-      "         [ -6.47175300e-04,   4.79709008e-04,   5.06341632e-04, ...,\n",
-      "           -2.57366832e-04,  -6.35145290e-04,  -8.58483545e-04],\n",
-      "         [ -7.41044234e-04,   3.37473117e-04,   2.00962997e-04, ...,\n",
-      "           -4.24077116e-05,   3.61056191e-05,  -4.95880551e-04],\n",
-      "         ..., \n",
-      "         [ -1.03278633e-03,  -4.39794501e-04,  -4.94504406e-04, ...,\n",
-      "           -5.89536503e-04,  -3.96516116e-04,  -8.43153684e-04],\n",
-      "         [ -1.07652019e-03,  -3.92968912e-04,  -6.25657965e-04, ...,\n",
-      "           -5.96927595e-04,  -1.72341795e-04,  -7.37297931e-04],\n",
-      "         [ -1.08051719e-03,  -1.06662896e-03,  -9.83612379e-04, ...,\n",
-      "           -7.36911141e-04,  -6.14450313e-04,  -6.61443220e-04]],\n",
-      "\n",
-      "        [[ -1.06832595e-03,  -6.85722858e-04,   4.89202386e-04, ...,\n",
-      "           -1.56649854e-03,  -2.42586993e-03,  -2.56362138e-03],\n",
-      "         [ -2.11908901e-03,   1.92381442e-03,   1.92110543e-03, ...,\n",
-      "           -7.54610752e-04,  -1.62127102e-03,  -2.67391186e-03],\n",
-      "         [ -2.34089606e-03,   1.45873101e-03,   1.06589950e-03, ...,\n",
-      "           -2.57087115e-04,   3.68036679e-04,  -1.64426130e-03],\n",
-      "         ..., \n",
-      "         [ -3.83620290e-03,  -1.49863528e-03,  -2.10132170e-03, ...,\n",
-      "           -2.68200645e-03,  -2.20544590e-03,  -3.92310508e-03],\n",
-      "         [ -4.00873460e-03,  -1.46098202e-03,  -2.29038252e-03, ...,\n",
-      "           -2.39275838e-03,  -1.84285396e-03,  -3.77547508e-03],\n",
-      "         [ -4.00485983e-03,  -4.00183676e-03,  -3.63818230e-03, ...,\n",
-      "           -3.46209412e-03,  -3.43707344e-03,  -3.61670461e-03]],\n",
-      "\n",
-      "        [[ -2.13580648e-03,  -1.42300967e-03,   2.75683968e-04, ...,\n",
-      "           -2.19062995e-03,  -3.72986053e-03,  -3.98379378e-03],\n",
-      "         [ -3.65938898e-03,   4.62890416e-03,   4.47985064e-03, ...,\n",
-      "           -8.51826626e-04,  -1.45828561e-03,  -4.09363722e-03],\n",
-      "         [ -3.99773475e-03,   3.42061347e-03,   2.98655801e-03, ...,\n",
-      "           -4.57880786e-04,   1.27048558e-03,  -2.64426460e-03],\n",
-      "         ..., \n",
-      "         [ -7.87447952e-03,  -2.78648781e-03,  -4.29307437e-03, ...,\n",
-      "           -6.33080071e-03,  -5.73801203e-03,  -8.27434193e-03],\n",
-      "         [ -8.23160075e-03,  -2.79195933e-03,  -4.54442063e-03, ...,\n",
-      "           -5.54120354e-03,  -5.01329452e-03,  -8.08316469e-03],\n",
-      "         [ -8.17872863e-03,  -8.12984072e-03,  -7.31558818e-03, ...,\n",
-      "           -7.42166769e-03,  -7.46966247e-03,  -7.90671445e-03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  8.70355517e-02,   8.26602578e-02,   7.14876130e-02, ...,\n",
-      "           -1.20596550e-01,  -8.35089311e-02,  -4.77405898e-02],\n",
-      "         [  8.71845186e-02,   1.97693612e-02,   1.73657425e-02, ...,\n",
-      "           -1.16356425e-01,  -7.47485459e-02,  -6.20434061e-02],\n",
-      "         [  8.28412473e-02,   1.10229300e-02,   3.74812707e-02, ...,\n",
-      "           -1.12658367e-01,  -5.56005314e-02,  -7.20736384e-02],\n",
-      "         ..., \n",
-      "         [ -3.40403952e-02,  -2.32280456e-02,  -2.14596000e-02, ...,\n",
-      "           -2.30078883e-02,  -3.77885625e-02,  -3.65780643e-03],\n",
-      "         [ -2.05681361e-02,  -2.41526328e-02,  -2.97013484e-02, ...,\n",
-      "           -1.88913308e-02,  -4.02063727e-02,   7.85258878e-03],\n",
-      "         [ -5.68371825e-03,  -2.83954069e-02,  -4.22370508e-02, ...,\n",
-      "            3.61166894e-04,   1.05951400e-02,   2.17084717e-02]],\n",
-      "\n",
-      "        [[  7.73129463e-02,   7.41781741e-02,   6.67592138e-02, ...,\n",
-      "           -8.61935019e-02,  -5.71907721e-02,  -2.85912454e-02],\n",
-      "         [  7.96628147e-02,   1.98691301e-02,   1.73048452e-02, ...,\n",
-      "           -7.00303391e-02,  -2.77967341e-02,  -3.76402326e-02],\n",
-      "         [  8.12271684e-02,   1.30244344e-02,   3.38959731e-02, ...,\n",
-      "           -6.64314479e-02,  -1.36067113e-02,  -4.10751179e-02],\n",
-      "         ..., \n",
-      "         [ -2.66983565e-02,  -1.56611521e-02,  -1.35291293e-02, ...,\n",
-      "           -2.57226583e-02,  -3.69691998e-02,  -2.75836303e-03],\n",
-      "         [ -1.98727995e-02,  -1.96552202e-02,  -2.19804868e-02, ...,\n",
-      "           -2.03097239e-02,  -3.23526822e-02,   6.83110394e-03],\n",
-      "         [ -9.91664641e-03,  -3.00426669e-02,  -4.36752141e-02, ...,\n",
-      "            1.24699960e-03,   9.03686881e-03,   1.62530188e-02]],\n",
-      "\n",
-      "        [[  3.27413045e-02,   3.40344533e-02,   3.17932069e-02, ...,\n",
-      "           -4.23669182e-02,  -3.54005657e-02,  -2.60554515e-02],\n",
-      "         [  3.81405540e-02,  -1.12315612e-02,  -1.18670380e-02, ...,\n",
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-      "           -1.15428017e-02,   1.39961718e-02,  -2.64285393e-02],\n",
-      "         ..., \n",
-      "         [ -8.97726510e-03,   2.98457150e-03,   1.15966378e-02, ...,\n",
-      "           -1.19974613e-02,  -1.18309287e-02,   1.95386056e-02],\n",
-      "         [ -1.19828507e-02,  -1.38762593e-03,   3.25144408e-03, ...,\n",
-      "           -6.17581978e-03,  -4.14033001e-03,   2.48607863e-02],\n",
-      "         [ -1.19618271e-02,  -2.04761773e-02,  -2.65686195e-02, ...,\n",
-      "            1.99940260e-02,   2.57510189e-02,   2.64903121e-02]]],\n",
-      "\n",
-      "\n",
-      "       [[[  7.41272932e-04,   6.38303056e-04,   5.65233582e-04, ...,\n",
-      "            2.33042892e-03,   1.50507176e-03,   8.36370571e-04],\n",
-      "         [  4.81076393e-04,   3.39191087e-04,   3.40898783e-04, ...,\n",
-      "            2.82428972e-03,   1.57504401e-03,   1.08375528e-03],\n",
-      "         [  2.96114595e-04,   1.98651294e-04,   1.98681460e-04, ...,\n",
-      "            3.05397995e-03,   1.89579884e-03,   1.39497663e-03],\n",
-      "         ..., \n",
-      "         [  8.37581683e-06,  -1.14316426e-04,  -2.68805976e-04, ...,\n",
-      "           -3.67749901e-03,  -3.12446035e-03,  -2.28991546e-03],\n",
-      "         [  1.88354243e-04,   5.52302045e-05,  -1.14317365e-04, ...,\n",
-      "           -2.80330144e-03,  -1.97734777e-03,  -9.09776078e-04],\n",
-      "         [  3.98933073e-04,   2.84157839e-04,   1.15047995e-04, ...,\n",
-      "           -3.28843808e-03,  -2.71695713e-03,  -2.18375935e-03]],\n",
-      "\n",
-      "        [[  2.28000525e-03,   1.92035735e-03,   1.61977019e-03, ...,\n",
-      "            7.25825597e-03,   4.98778513e-03,   2.89145485e-03],\n",
-      "         [  1.52759708e-03,   1.05438544e-03,   9.45158536e-04, ...,\n",
-      "            7.96167739e-03,   4.81632398e-03,   3.78580717e-03],\n",
-      "         [  9.74159455e-04,   6.15792465e-04,   6.15792640e-04, ...,\n",
-      "            7.56563013e-03,   5.66103123e-03,   4.91726119e-03],\n",
-      "         ..., \n",
-      "         [ -6.88118962e-05,  -4.34030313e-04,  -9.32695635e-04, ...,\n",
-      "           -8.63290392e-03,  -7.92292040e-03,  -6.73928345e-03],\n",
-      "         [  5.00351132e-04,   1.12120622e-04,  -4.25825245e-04, ...,\n",
-      "           -6.67020399e-03,  -5.05176745e-03,  -3.00705433e-03],\n",
-      "         [  1.15525187e-03,   8.32382357e-04,   3.10111936e-04, ...,\n",
-      "           -8.58981162e-03,  -7.47613143e-03,  -6.46560825e-03]],\n",
-      "\n",
-      "        [[  3.26320343e-03,   2.52734963e-03,   1.75245991e-03, ...,\n",
-      "            1.37664843e-02,   9.71717481e-03,   5.81702869e-03],\n",
-      "         [  2.04552757e-03,   1.11533806e-03,   5.46095194e-04, ...,\n",
-      "            1.40053462e-02,   9.19766631e-03,   7.45191984e-03],\n",
-      "         [  1.02472794e-03,   1.80858842e-04,  -1.28727464e-04, ...,\n",
-      "            1.32149253e-02,   1.06503749e-02,   9.74920951e-03],\n",
-      "         ..., \n",
-      "         [ -2.51234334e-04,  -8.55735387e-04,  -1.73775794e-03, ...,\n",
-      "           -1.59928314e-02,  -1.55952908e-02,  -1.35901310e-02],\n",
-      "         [  6.51327311e-04,   5.73705729e-05,  -8.46904295e-04, ...,\n",
-      "           -1.27144959e-02,  -1.19571052e-02,  -9.25850123e-03],\n",
-      "         [  1.58298411e-03,   1.15186861e-03,   3.33282369e-04, ...,\n",
-      "           -1.64849795e-02,  -1.48468018e-02,  -1.29989944e-02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  3.08305901e-02,   3.70714515e-02,   2.92712729e-02, ...,\n",
-      "            1.44334495e-01,   1.25013009e-01,   1.06822371e-01],\n",
-      "         [  4.13161106e-02,   4.14027199e-02,   2.93750726e-02, ...,\n",
-      "            1.57757074e-01,   1.47038043e-01,   1.22011662e-01],\n",
-      "         [  4.54817414e-02,   3.72418687e-02,   2.20255479e-02, ...,\n",
-      "            1.59529939e-01,   1.68634683e-01,   1.66549802e-01],\n",
-      "         ..., \n",
-      "         [  7.91342463e-03,   3.35016437e-02,   5.26301712e-02, ...,\n",
-      "           -4.53754254e-02,  -3.70660163e-02,  -1.99839585e-02],\n",
-      "         [ -8.74398742e-04,   2.68881936e-02,   4.95062247e-02, ...,\n",
-      "           -3.74694504e-02,  -1.85955893e-02,   3.27454414e-03],\n",
-      "         [ -2.43761055e-02,   3.25646531e-03,   2.92383470e-02, ...,\n",
-      "           -7.68911466e-03,   1.84111763e-04,   6.26699766e-03]],\n",
-      "\n",
-      "        [[  1.56385805e-02,   2.03389078e-02,   2.03086790e-02, ...,\n",
-      "            1.36399329e-01,   1.14235327e-01,   9.30953026e-02],\n",
-      "         [  2.65339017e-02,   2.78295353e-02,   2.32750475e-02, ...,\n",
-      "            1.53114483e-01,   1.35994419e-01,   1.15340978e-01],\n",
-      "         [  3.51446979e-02,   3.08256671e-02,   2.40334924e-02, ...,\n",
-      "            1.52998686e-01,   1.48323253e-01,   1.40152574e-01],\n",
-      "         ..., \n",
-      "         [  4.14583180e-03,   1.91097688e-02,   2.99463999e-02, ...,\n",
-      "           -5.17430902e-03,  -2.53515784e-03,   4.67621814e-03],\n",
-      "         [  5.04308147e-03,   2.02921703e-02,   3.17408741e-02, ...,\n",
-      "           -1.02313561e-02,   2.96292035e-03,   1.23082288e-02],\n",
-      "         [ -4.97693149e-03,   9.87267029e-03,   2.36892086e-02, ...,\n",
-      "            1.08589903e-02,   1.29106492e-02,   1.67616811e-02]],\n",
-      "\n",
-      "        [[  5.51602291e-03,   7.61413993e-03,   8.65122583e-03, ...,\n",
-      "            3.63096036e-02,   3.23160067e-02,   2.37863846e-02],\n",
-      "         [  9.36488528e-03,   1.09844832e-02,   1.23487385e-02, ...,\n",
-      "            5.07641807e-02,   3.57268862e-02,   3.53758857e-02],\n",
-      "         [  1.43410396e-02,   1.55776385e-02,   1.59188956e-02, ...,\n",
-      "            5.16802669e-02,   3.92551497e-02,   4.41892706e-02],\n",
-      "         ..., \n",
-      "         [ -3.75768007e-03,  -3.33788060e-03,  -5.11924317e-03, ...,\n",
-      "            1.70659237e-02,   1.57630891e-02,   1.32709434e-02],\n",
-      "         [ -1.19211338e-03,  -1.79938460e-03,  -3.32476757e-03, ...,\n",
-      "            3.88225238e-03,   7.44103920e-03,   7.27669057e-03],\n",
-      "         [  5.82495471e-04,  -5.04566822e-04,  -1.87440123e-03, ...,\n",
-      "            1.48600414e-02,   1.48366224e-02,   1.31415855e-02]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[ -1.15786598e-03,  -1.50764035e-03,  -1.84073078e-03, ...,\n",
-      "           -3.44196707e-03,  -5.69279306e-03,  -9.38087981e-03],\n",
-      "         [ -1.15786598e-03,  -1.50764035e-03,  -1.84073066e-03, ...,\n",
-      "           -5.68771362e-03,  -7.17131980e-03,  -1.40125286e-02],\n",
-      "         [ -9.77419550e-04,  -1.10167416e-03,  -1.39987748e-03, ...,\n",
-      "           -3.46491020e-03,  -5.44772856e-03,  -1.27898483e-02],\n",
-      "         ..., \n",
-      "         [ -3.89329973e-04,  -6.13566255e-04,  -1.11162267e-03, ...,\n",
-      "            2.47705635e-03,   2.24944693e-03,   1.74496672e-03],\n",
-      "         [ -4.63480159e-04,  -5.22962073e-04,  -9.56691103e-04, ...,\n",
-      "            4.04729275e-03,   3.92771699e-03,   3.03087104e-03],\n",
-      "         [ -5.13778941e-04,  -4.89220838e-04,  -8.29370867e-04, ...,\n",
-      "            4.00367891e-03,   3.90034844e-03,   3.40055185e-03]],\n",
-      "\n",
-      "        [[ -3.92121170e-03,  -5.10761142e-03,  -6.26401557e-03, ...,\n",
-      "           -6.00761734e-03,  -6.89264666e-03,  -1.12068765e-02],\n",
-      "         [ -3.92121170e-03,  -5.10761142e-03,  -6.26401557e-03, ...,\n",
-      "           -8.32414534e-03,  -4.62703267e-03,  -1.61004383e-02],\n",
-      "         [ -3.34083033e-03,  -3.78531078e-03,  -4.80948947e-03, ...,\n",
-      "           -5.89767098e-03,  -4.36289841e-03,  -1.54310409e-02],\n",
-      "         ..., \n",
-      "         [  1.57599454e-04,  -4.67949809e-04,  -1.88567466e-03, ...,\n",
-      "            1.93212449e-03,   3.02506145e-03,   1.99068431e-03],\n",
-      "         [  4.95515240e-04,   4.71110339e-04,  -7.12382200e-04, ...,\n",
-      "            7.45833246e-03,   8.39710701e-03,   6.09196536e-03],\n",
-      "         [  9.55232419e-04,   1.24839449e-03,   3.59446509e-04, ...,\n",
-      "            8.21932871e-03,   8.48934613e-03,   7.62829790e-03]],\n",
-      "\n",
-      "        [[ -7.63417874e-03,  -9.87202860e-03,  -1.20958909e-02, ...,\n",
-      "           -6.14706147e-03,  -5.78567712e-03,  -1.16670206e-02],\n",
-      "         [ -7.63417874e-03,  -9.87202860e-03,  -1.20958909e-02, ...,\n",
-      "           -1.11149335e-02,  -1.83182897e-03,  -1.74876302e-02],\n",
-      "         [ -6.59020012e-03,  -7.48011470e-03,  -9.43049043e-03, ...,\n",
-      "           -9.29921493e-03,  -4.02066251e-03,  -1.79586429e-02],\n",
-      "         ..., \n",
-      "         [  9.73902643e-04,  -2.82310881e-04,  -2.89496966e-03, ...,\n",
-      "           -1.99118070e-03,   1.40087702e-03,  -2.76622071e-04],\n",
-      "         [  1.98866636e-03,   1.91369199e-03,  -2.44664465e-04, ...,\n",
-      "            9.41329449e-03,   1.16752451e-02,   7.29217101e-03],\n",
-      "         [  3.19545856e-03,   3.78065789e-03,   2.18271045e-03, ...,\n",
-      "            1.21577261e-02,   1.25235403e-02,   1.05736647e-02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  5.54910004e-02,   5.26821017e-02,   3.91486436e-02, ...,\n",
-      "            3.01437285e-02,   4.75011319e-02,   6.28259704e-02],\n",
-      "         [  3.85660306e-02,   3.14735323e-02,   1.83074810e-02, ...,\n",
-      "            2.55817156e-02,   3.58360559e-02,   4.36681136e-02],\n",
-      "         [  2.00827532e-02,   9.88219120e-03,  -1.25983544e-03, ...,\n",
-      "            3.59086767e-02,   3.84256989e-02,   3.98627557e-02],\n",
-      "         ..., \n",
-      "         [ -3.33887897e-03,   1.89400651e-03,   1.03899557e-02, ...,\n",
-      "           -1.06100896e-02,  -2.28465255e-02,   7.00143911e-03],\n",
-      "         [ -4.69207950e-03,  -4.87384386e-04,   9.91070736e-03, ...,\n",
-      "           -2.67139226e-02,   2.42657512e-02,   5.39615005e-02],\n",
-      "         [ -4.33367817e-03,  -2.91929021e-03,   5.64518478e-03, ...,\n",
-      "            3.68547849e-02,   3.33434157e-02,   5.21477237e-02]],\n",
-      "\n",
-      "        [[  4.82438654e-02,   5.41449487e-02,   5.11970967e-02, ...,\n",
-      "            2.78736241e-02,   4.72093448e-02,   6.37493283e-02],\n",
-      "         [  4.33122367e-02,   4.56760377e-02,   4.16549742e-02, ...,\n",
-      "            3.27983722e-02,   4.61629964e-02,   5.33947498e-02],\n",
-      "         [  3.76792923e-02,   3.52807119e-02,   2.93373689e-02, ...,\n",
-      "            4.33902889e-02,   4.94515747e-02,   5.05739786e-02],\n",
-      "         ..., \n",
-      "         [  1.45578030e-02,   3.94903310e-02,   5.68451695e-02, ...,\n",
-      "            1.08649926e-02,   2.40517035e-03,   1.58031918e-02],\n",
-      "         [ -3.11145955e-03,   2.25146729e-02,   4.59807068e-02, ...,\n",
-      "            3.05765960e-03,   1.85339041e-02,   3.40037905e-02],\n",
-      "         [ -1.93506591e-02,   2.10729614e-03,   2.71387994e-02, ...,\n",
-      "            3.95816378e-02,   3.12305074e-02,   3.45471874e-02]],\n",
-      "\n",
-      "        [[  2.02724412e-02,   2.70814933e-02,   3.08058448e-02, ...,\n",
-      "            3.82791040e-03,   1.32091027e-02,   2.26120725e-02],\n",
-      "         [  2.59569120e-02,   3.28101628e-02,   3.55728827e-02, ...,\n",
-      "            1.05456877e-02,   1.95687711e-02,   2.34507583e-02],\n",
-      "         [  2.67170630e-02,   3.09859961e-02,   3.22830826e-02, ...,\n",
-      "            1.64023470e-02,   2.32359488e-02,   2.17670947e-02],\n",
-      "         ..., \n",
-      "         [  1.61911594e-03,   1.50598194e-02,   2.53630765e-02, ...,\n",
-      "            1.12961456e-02,   1.82736274e-02,   1.50017831e-02],\n",
-      "         [ -8.61729868e-03,   4.89572110e-03,   1.79636627e-02, ...,\n",
-      "            2.25596428e-02,   8.33905395e-03,   8.71303864e-03],\n",
-      "         [ -1.80541165e-02,  -6.56117359e-03,   7.12049007e-03, ...,\n",
-      "            9.75754671e-03,   7.48692174e-03,   3.20448354e-03]]],\n",
-      "\n",
-      "\n",
-      "       [[[  5.76681865e-04,   6.50784292e-04,   6.32887066e-04, ...,\n",
-      "           -1.56510260e-03,  -2.64479150e-03,  -3.34194582e-03],\n",
-      "         [  5.71012672e-04,   1.30402786e-03,  -3.07315437e-04, ...,\n",
-      "           -1.51689793e-03,  -3.09729273e-03,  -2.75486521e-03],\n",
-      "         [  4.20594617e-04,   5.44237788e-04,   1.55325746e-04, ...,\n",
-      "           -1.18831068e-03,  -2.74131121e-03,  -2.17287242e-03],\n",
-      "         ..., \n",
-      "         [ -1.82600715e-03,  -5.30107529e-04,  -1.19610480e-03, ...,\n",
-      "            1.59050256e-03,   1.68151152e-03,   1.50196522e-03],\n",
-      "         [ -2.28729006e-03,  -3.59271362e-04,  -1.46729313e-03, ...,\n",
-      "           -2.55110674e-04,   1.61079442e-04,  -1.50893029e-05],\n",
-      "         [ -2.18924461e-03,  -1.33107929e-03,  -1.39474520e-03, ...,\n",
-      "           -7.13059970e-04,  -1.33556518e-04,  -4.25717502e-04]],\n",
-      "\n",
-      "        [[  1.93659752e-03,   2.37713219e-03,   2.11098278e-03, ...,\n",
-      "           -5.20704221e-03,  -8.64555500e-03,  -1.00019313e-02],\n",
-      "         [  1.91470189e-03,   4.79162298e-03,  -1.25407882e-03, ...,\n",
-      "           -5.13104117e-03,  -9.97686014e-03,  -8.58139154e-03],\n",
-      "         [  1.31344784e-03,   1.70991349e-03,   3.30534705e-04, ...,\n",
-      "           -4.33325954e-03,  -9.30673163e-03,  -7.48327747e-03],\n",
-      "         ..., \n",
-      "         [ -2.47075432e-03,   1.60980714e-03,  -9.10775270e-04, ...,\n",
-      "            4.92291292e-03,   4.33983235e-03,   4.58397344e-03],\n",
-      "         [ -3.15293809e-03,   2.39911932e-03,  -1.09308888e-03, ...,\n",
-      "            9.00462852e-04,   1.08922352e-04,   8.63487949e-05],\n",
-      "         [ -4.21486748e-03,  -1.78115058e-03,  -1.87885831e-03, ...,\n",
-      "           -2.47015129e-03,  -2.95284018e-03,  -2.82478053e-03]],\n",
-      "\n",
-      "        [[  3.57413804e-03,   4.26416798e-03,   3.91353481e-03, ...,\n",
-      "           -9.59896483e-03,  -1.59948505e-02,  -1.78258047e-02],\n",
-      "         [  3.56230466e-03,   9.61731188e-03,  -2.49129022e-03, ...,\n",
-      "           -9.62669030e-03,  -1.82615407e-02,  -1.58526562e-02],\n",
-      "         [  2.23937910e-03,   2.68536573e-03,   4.03377984e-04, ...,\n",
-      "           -8.53581075e-03,  -1.71549357e-02,  -1.43451989e-02],\n",
-      "         ..., \n",
-      "         [ -3.25722923e-03,   4.33577085e-03,  -4.66914760e-04, ...,\n",
-      "            1.03533054e-02,   9.05240979e-03,   9.06913728e-03],\n",
-      "         [ -4.18912526e-03,   5.54471789e-03,  -6.39255974e-04, ...,\n",
-      "            6.98912656e-03,   4.92731249e-03,   2.97782477e-03],\n",
-      "         [ -5.87887969e-03,  -1.49648229e-03,  -1.71600259e-03, ...,\n",
-      "           -2.21140264e-03,  -3.95177538e-03,  -3.18437582e-03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  6.35006577e-02,   7.04518110e-02,   7.49946609e-02, ...,\n",
-      "           -4.05706977e-03,   5.62326703e-03,   7.67539395e-03],\n",
-      "         [  7.74547830e-02,   6.86350763e-02,   5.22782169e-02, ...,\n",
-      "           -1.50028942e-03,  -1.14925401e-02,   5.82442107e-03],\n",
-      "         [  8.78768116e-02,   6.83043003e-02,   6.14346936e-02, ...,\n",
-      "           -2.58875601e-02,  -3.01904716e-02,  -3.94358579e-03],\n",
-      "         ..., \n",
-      "         [ -7.76066631e-02,  -1.27567202e-01,  -1.84455216e-01, ...,\n",
-      "            6.24883808e-02,   4.39315066e-02,  -4.69484180e-02],\n",
-      "         [ -5.29673025e-02,  -6.77566752e-02,  -1.55888826e-01, ...,\n",
-      "            5.14522828e-02,  -3.40570547e-02,  -7.81006515e-02],\n",
-      "         [ -3.27101909e-02,  -5.61919436e-02,  -8.91150087e-02, ...,\n",
-      "           -3.11078280e-02,  -7.21289515e-02,  -7.85081238e-02]],\n",
-      "\n",
-      "        [[  2.77833380e-02,   3.14642340e-02,   3.61313857e-02, ...,\n",
-      "           -1.77888963e-02,  -5.05091064e-03,  -7.78172689e-04],\n",
-      "         [  3.15150507e-02,   1.83192212e-02,   4.76243580e-03, ...,\n",
-      "           -2.10508350e-02,  -1.60156880e-02,   2.17397697e-03],\n",
-      "         [  2.94725653e-02,   5.63689694e-03,  -2.64053140e-03, ...,\n",
-      "           -2.71484274e-02,  -2.55815089e-02,  -1.17226003e-03],\n",
-      "         ..., \n",
-      "         [ -6.07645474e-02,  -1.15869537e-01,  -1.68341398e-01, ...,\n",
-      "            6.35129511e-02,   2.51070112e-02,  -3.06838416e-02],\n",
-      "         [ -2.82976851e-02,  -6.09781221e-02,  -1.30580127e-01, ...,\n",
-      "            5.38890064e-02,  -1.67302527e-02,  -6.11864403e-02],\n",
-      "         [  1.05580641e-03,  -3.42954658e-02,  -7.23455101e-02, ...,\n",
-      "           -4.06749453e-03,  -4.74906117e-02,  -6.02626801e-02]],\n",
-      "\n",
-      "        [[  2.22650589e-03,   4.74062143e-03,   1.05010010e-02, ...,\n",
-      "           -7.33514829e-03,   2.78755627e-03,   9.33125522e-03],\n",
-      "         [  2.73983879e-03,  -6.62634615e-03,  -1.34121608e-02, ...,\n",
-      "           -8.93395860e-03,  -5.99734439e-03,   1.43568534e-02],\n",
-      "         [  1.46210892e-03,  -1.66964158e-02,  -1.93360522e-02, ...,\n",
-      "           -7.85179436e-03,  -6.73698448e-03,   1.50687965e-02],\n",
-      "         ..., \n",
-      "         [ -1.45524563e-02,  -3.89072374e-02,  -6.10882752e-02, ...,\n",
-      "            1.68699566e-02,  -1.24260616e-02,  -5.29867643e-03],\n",
-      "         [ -1.31733017e-03,  -1.84958391e-02,  -3.45759243e-02, ...,\n",
-      "            1.65274478e-02,  -3.87933757e-03,  -1.75649635e-02],\n",
-      "         [  1.23788901e-02,  -5.79919759e-03,  -2.27424279e-02, ...,\n",
-      "            1.35479728e-02,  -1.00653004e-02,  -1.99426971e-02]]],\n",
-      "\n",
-      "\n",
-      "       [[[ -2.48566910e-04,  -5.30250662e-04,  -8.59189546e-04, ...,\n",
-      "            1.48781139e-04,   7.55106274e-04,   7.65587611e-04],\n",
-      "         [ -2.46760115e-04,  -8.44790717e-04,  -1.24023773e-03, ...,\n",
-      "           -3.78718942e-05,   8.50310200e-04,   7.98183959e-04],\n",
-      "         [  6.15457202e-06,  -2.42169684e-04,  -4.89819271e-04, ...,\n",
-      "           -2.62188347e-04,   6.02165470e-04,   7.55191373e-04],\n",
-      "         ..., \n",
-      "         [ -5.00059407e-03,  -5.26294997e-03,  -5.53426985e-03, ...,\n",
-      "           -1.86729990e-03,  -1.76878180e-03,  -5.36899315e-04],\n",
-      "         [ -4.98309452e-03,  -4.95824311e-03,  -5.75227663e-03, ...,\n",
-      "           -2.56576668e-03,  -2.42898520e-03,  -3.99088778e-04],\n",
-      "         [ -3.99992149e-03,  -4.32868116e-03,  -4.46264539e-03, ...,\n",
-      "           -2.80964281e-03,  -2.30501546e-03,  -1.30049686e-03]],\n",
-      "\n",
-      "        [[ -9.36149561e-04,  -1.57776754e-03,  -2.67755194e-03, ...,\n",
-      "            4.28985280e-04,   2.33488856e-03,   2.35259184e-03],\n",
-      "         [ -6.09574665e-04,  -3.33429407e-03,  -4.34228731e-03, ...,\n",
-      "           -1.38077739e-04,   2.37369817e-03,   2.42316397e-03],\n",
-      "         [  2.14060623e-04,  -7.97615852e-04,  -1.83058181e-03, ...,\n",
-      "           -9.77040268e-04,   1.52563979e-03,   2.28748331e-03],\n",
-      "         ..., \n",
-      "         [ -9.27928556e-03,  -1.11709069e-02,  -1.19969528e-02, ...,\n",
-      "           -1.36397302e-03,  -1.74733275e-03,   1.27937098e-03],\n",
-      "         [ -8.75599310e-03,  -9.74525046e-03,  -1.21668782e-02, ...,\n",
-      "           -4.23078239e-03,  -2.54756864e-03,   1.30489958e-03],\n",
-      "         [ -7.60438200e-03,  -9.16044507e-03,  -9.76330508e-03, ...,\n",
-      "           -4.69581177e-03,  -3.87593545e-03,  -2.17418908e-03]],\n",
-      "\n",
-      "        [[ -2.26396415e-03,  -2.66401749e-03,  -4.88378154e-03, ...,\n",
-      "            4.86205361e-04,   3.83479428e-03,   3.88000114e-03],\n",
-      "         [ -7.74062122e-04,  -6.78832084e-03,  -8.18203390e-03, ...,\n",
-      "           -7.44898280e-04,   3.43337958e-03,   3.85429268e-03],\n",
-      "         [  7.78077636e-04,  -1.44576817e-03,  -3.55923548e-03, ...,\n",
-      "           -2.29169312e-03,   1.65634695e-03,   3.39734415e-03],\n",
-      "         ..., \n",
-      "         [ -1.31985825e-02,  -1.77779794e-02,  -1.91033501e-02, ...,\n",
-      "           -2.14830833e-03,  -1.89356506e-03,   3.33502609e-03],\n",
-      "         [ -1.12405401e-02,  -1.49323540e-02,  -1.85300745e-02, ...,\n",
-      "           -5.50905475e-03,  -8.90932279e-05,   3.02489381e-03],\n",
-      "         [ -8.27347860e-03,  -1.20075140e-02,  -1.35675408e-02, ...,\n",
-      "           -7.44595146e-03,  -5.83160669e-03,  -3.11148772e-03]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -2.16799956e-02,  -1.33455135e-02,  -3.83761618e-03, ...,\n",
-      "           -1.46165015e-02,  -3.38375382e-02,  -5.83169684e-02],\n",
-      "         [ -2.51831040e-02,  -2.98917238e-02,  -6.30406756e-03, ...,\n",
-      "            1.87270399e-02,  -4.63250838e-03,  -3.73719744e-02],\n",
-      "         [ -2.00142562e-02,  -5.60625158e-02,  -2.40554903e-02, ...,\n",
-      "            5.96183389e-02,   4.35959026e-02,  -6.78769965e-03],\n",
-      "         ..., \n",
-      "         [  5.54092054e-04,   1.14962989e-02,   1.99642405e-02, ...,\n",
-      "            8.01191851e-02,   9.62533206e-02,   1.35329634e-01],\n",
-      "         [  7.84605183e-03,   2.37096474e-02,   3.69055569e-02, ...,\n",
-      "            1.25309616e-01,   1.10490337e-01,   1.43780440e-01],\n",
-      "         [  1.93121880e-02,   1.20506808e-02,   4.05277126e-03, ...,\n",
-      "            1.55407339e-01,   1.47067398e-01,   1.27150238e-01]],\n",
-      "\n",
-      "        [[ -6.25952035e-02,  -4.53216955e-02,  -3.49597521e-02, ...,\n",
-      "           -1.74709894e-02,  -2.79436186e-02,  -4.63408604e-02],\n",
-      "         [ -6.18779659e-02,  -4.74824570e-02,  -1.58368833e-02, ...,\n",
-      "            1.87565573e-02,  -3.14308354e-03,  -3.07968222e-02],\n",
-      "         [ -4.25651744e-02,  -4.54327390e-02,  -2.09746752e-02, ...,\n",
-      "            4.35187966e-02,   3.92912477e-02,  -8.79822858e-03],\n",
-      "         ..., \n",
-      "         [ -1.17462216e-04,   3.35353166e-02,   5.59330806e-02, ...,\n",
-      "            7.39839301e-02,   7.14992210e-02,   1.10801816e-01],\n",
-      "         [ -3.06062913e-03,   3.38989832e-02,   5.63058294e-02, ...,\n",
-      "            1.08849935e-01,   9.70006883e-02,   1.13914743e-01],\n",
-      "         [  9.91231995e-04,   3.49729275e-03,   1.18075972e-02, ...,\n",
-      "            1.28282860e-01,   1.21433869e-01,   9.98247489e-02]],\n",
-      "\n",
-      "        [[ -3.11492793e-02,  -2.07052566e-02,  -1.81503072e-02, ...,\n",
-      "           -1.39326658e-02,  -1.40123190e-02,  -1.58600025e-02],\n",
-      "         [ -3.14816162e-02,  -2.13986896e-02,  -7.46374251e-03, ...,\n",
-      "            1.24154668e-02,  -2.26486591e-05,  -1.11150583e-02],\n",
-      "         [ -2.14582402e-02,  -1.19923539e-02,  -1.10308453e-02, ...,\n",
-      "            1.20254159e-02,   1.98433604e-02,  -6.02401653e-03],\n",
-      "         ..., \n",
-      "         [ -1.12803616e-02,   2.30403803e-02,   3.53082307e-02, ...,\n",
-      "            1.96042024e-02,   1.30334329e-02,   3.91534418e-02],\n",
-      "         [ -1.38394143e-02,   2.24466119e-02,   3.24508622e-02, ...,\n",
-      "            3.27084996e-02,   3.17177325e-02,   3.88085470e-02],\n",
-      "         [ -1.43829463e-02,  -1.06803561e-02,  -9.81745310e-04, ...,\n",
-      "            5.42700589e-02,   4.49590646e-02,   3.15525606e-02]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: destaggered w-wind component\n",
-      "    units: m s-1\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'uvmet10' (u_v: 2, Time: 9, south_north: 96, west_east: 96)>\n",
-      "array([[[[  5.44842768e+00,   5.32657337e+00,   5.19090414e+00, ...,\n",
-      "            9.74800169e-01,   9.38300729e-01,   8.92079711e-01],\n",
-      "         [  5.42335033e+00,   5.32657337e+00,   5.21790028e+00, ...,\n",
-      "            8.97422194e-01,   8.44173729e-01,   7.83434868e-01],\n",
-      "         [  5.39103889e+00,   5.31907272e+00,   5.23762465e+00, ...,\n",
-      "            8.13240111e-01,   7.41986513e-01,   6.65677428e-01],\n",
-      "         ..., \n",
-      "         [ -7.38177395e+00,  -7.57967758e+00,  -7.77310562e+00, ...,\n",
-      "           -2.11620760e+00,  -1.69266295e+00,  -1.32833636e+00],\n",
-      "         [ -7.11486149e+00,  -7.31249237e+00,  -7.50643826e+00, ...,\n",
-      "           -2.07396603e+00,  -1.67598069e+00,  -1.33399570e+00],\n",
-      "         [ -6.81922340e+00,  -7.01256371e+00,  -7.20293331e+00, ...,\n",
-      "           -2.02622008e+00,  -1.65795946e+00,  -1.34205627e+00]],\n",
-      "\n",
-      "        [[  4.73238230e+00,   4.82119703e+00,   4.90765429e+00, ...,\n",
-      "           -3.24727893e+00,  -3.23995042e+00,  -3.20160532e+00],\n",
-      "         [  4.78799677e+00,   4.94517374e+00,   4.95554113e+00, ...,\n",
-      "           -3.32565308e+00,  -3.36115766e+00,  -3.30507874e+00],\n",
-      "         [  4.80739117e+00,   4.98520803e+00,   4.95013428e+00, ...,\n",
-      "           -3.39801478e+00,  -3.45160675e+00,  -3.40367293e+00],\n",
-      "         ..., \n",
-      "         [ -9.82123756e+00,  -9.75841427e+00,  -9.77762794e+00, ...,\n",
-      "           -2.48925829e+00,  -2.50620580e+00,  -2.45644021e+00],\n",
-      "         [ -9.71394539e+00,  -9.64334679e+00,  -9.65370083e+00, ...,\n",
-      "           -2.41186190e+00,  -2.39479637e+00,  -2.34042692e+00],\n",
-      "         [ -9.66703606e+00,  -9.62245083e+00,  -9.58755398e+00, ...,\n",
-      "           -2.33918667e+00,  -2.27046752e+00,  -2.21685815e+00]],\n",
-      "\n",
-      "        [[  6.10773039e+00,   6.22282600e+00,   6.35762358e+00, ...,\n",
-      "           -4.24965525e+00,  -4.44835377e+00,  -4.57906961e+00],\n",
-      "         [  6.04928589e+00,   6.16890287e+00,   6.29957533e+00, ...,\n",
-      "           -4.18448257e+00,  -4.37975121e+00,  -4.56163263e+00],\n",
-      "         [  6.00298882e+00,   6.12597036e+00,   6.25380087e+00, ...,\n",
-      "           -4.03038549e+00,  -4.28521442e+00,  -4.54437685e+00],\n",
-      "         ..., \n",
-      "         [ -7.76654720e+00,  -7.86267614e+00,  -7.95775843e+00, ...,\n",
-      "           -4.15911007e+00,  -3.95391440e+00,  -3.78844476e+00],\n",
-      "         [ -7.70256186e+00,  -7.82767344e+00,  -7.93866634e+00, ...,\n",
-      "           -3.85379291e+00,  -3.78259206e+00,  -3.73458147e+00],\n",
-      "         [ -7.53953409e+00,  -7.71790504e+00,  -7.86991835e+00, ...,\n",
-      "           -3.67935753e+00,  -3.65187669e+00,  -3.61648250e+00]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[  6.82755899e+00,   7.07593966e+00,   7.34860802e+00, ...,\n",
-      "            1.61116958e+00,   5.33641934e-01,  -6.26187325e-01],\n",
-      "         [  6.82755899e+00,   7.07593966e+00,   7.34860802e+00, ...,\n",
-      "            1.56423247e+00,   7.15958297e-01,  -1.82917893e-01],\n",
-      "         [  6.94197702e+00,   7.17936897e+00,   7.42402077e+00, ...,\n",
-      "            1.49483335e+00,   8.98734510e-01,   2.62883574e-01],\n",
-      "         ..., \n",
-      "         [ -4.18920517e+00,  -4.25662136e+00,  -4.29624033e+00, ...,\n",
-      "           -6.04421854e+00,  -5.85178804e+00,  -5.61132669e+00],\n",
-      "         [ -4.15453529e+00,  -4.22158480e+00,  -4.27265549e+00, ...,\n",
-      "           -5.36441374e+00,  -5.12931395e+00,  -4.92692709e+00],\n",
-      "         [ -4.09555578e+00,  -4.16696548e+00,  -4.22957182e+00, ...,\n",
-      "           -4.90713739e+00,  -4.58681917e+00,  -4.34325600e+00]],\n",
-      "\n",
-      "        [[  6.88561964e+00,   7.03378439e+00,   7.15649700e+00, ...,\n",
-      "           -5.37899792e-01,  -1.55311928e-03,   6.14939690e-01],\n",
-      "         [  6.81711197e+00,   6.95665026e+00,   7.11320543e+00, ...,\n",
-      "           -4.29377884e-01,   3.59192155e-02,   6.44787550e-01],\n",
-      "         [  6.78208780e+00,   6.94335270e+00,   7.12714720e+00, ...,\n",
-      "           -2.90889680e-01,   1.09663025e-01,   6.55049920e-01],\n",
-      "         ..., \n",
-      "         [ -3.25466466e+00,  -3.53454995e+00,  -3.82233429e+00, ...,\n",
-      "           -5.47125673e+00,  -5.16124487e+00,  -4.81929302e+00],\n",
-      "         [ -3.12211323e+00,  -3.41763282e+00,  -3.73191118e+00, ...,\n",
-      "           -5.30434752e+00,  -4.95837545e+00,  -4.57962132e+00],\n",
-      "         [ -2.99253297e+00,  -3.28114820e+00,  -3.63603067e+00, ...,\n",
-      "           -5.25615978e+00,  -4.92666817e+00,  -4.54636955e+00]],\n",
-      "\n",
-      "        [[  5.51954126e+00,   5.75874090e+00,   6.01111841e+00, ...,\n",
-      "           -8.08141172e-01,  -1.05173659e+00,  -1.41521287e+00],\n",
-      "         [  5.58519173e+00,   5.74268055e+00,   6.00887966e+00, ...,\n",
-      "           -8.37396443e-01,  -1.00429952e+00,  -1.35256124e+00],\n",
-      "         [  5.76725006e+00,   5.91219854e+00,   6.14079905e+00, ...,\n",
-      "           -9.06158626e-01,  -1.02613509e+00,  -1.34542966e+00],\n",
-      "         ..., \n",
-      "         [ -1.34485447e+00,  -1.27368951e+00,  -1.22132218e+00, ...,\n",
-      "           -4.37363386e+00,  -4.27938318e+00,  -4.30419683e+00],\n",
-      "         [ -1.27311766e+00,  -1.26799357e+00,  -1.26634645e+00, ...,\n",
-      "           -4.38918304e+00,  -4.24336147e+00,  -4.19922209e+00],\n",
-      "         [ -1.22541118e+00,  -1.28381968e+00,  -1.32453823e+00, ...,\n",
-      "           -4.57214880e+00,  -4.42320347e+00,  -4.31364393e+00]]],\n",
-      "\n",
-      "\n",
-      "       [[[ -3.12575674e+00,  -2.87244558e+00,  -2.61624336e+00, ...,\n",
-      "            8.97211647e+00,   8.84425831e+00,   8.71323490e+00],\n",
-      "         [ -3.27083254e+00,  -3.03844213e+00,  -2.80332994e+00, ...,\n",
-      "            9.21832371e+00,   9.08703613e+00,   8.94779396e+00],\n",
-      "         [ -3.42380333e+00,  -3.21364045e+00,  -3.00101519e+00, ...,\n",
-      "            9.48805141e+00,   9.35390759e+00,   9.20633125e+00],\n",
-      "         ..., \n",
-      "         [ -3.49510884e+00,  -3.51680660e+00,  -3.54133034e+00, ...,\n",
-      "            1.23823002e-01,   5.56390546e-02,   7.81657547e-03],\n",
-      "         [ -3.16010499e+00,  -3.17682743e+00,  -3.19729638e+00, ...,\n",
-      "            1.37326255e-01,   8.35999399e-02,   4.81338985e-02],\n",
-      "         [ -2.85200334e+00,  -2.86352539e+00,  -2.87985754e+00, ...,\n",
-      "            1.37326255e-01,   9.93320793e-02,   7.73488507e-02]],\n",
-      "\n",
-      "        [[ -3.14493442e+00,  -2.84019327e+00,  -2.50256348e+00, ...,\n",
-      "            9.40586472e+00,   9.23254967e+00,   9.10322571e+00],\n",
-      "         [ -3.17789316e+00,  -2.86413717e+00,  -2.59593344e+00, ...,\n",
-      "            9.59806061e+00,   9.48305798e+00,   9.45014286e+00],\n",
-      "         [ -3.20060444e+00,  -2.97355247e+00,  -2.78169322e+00, ...,\n",
-      "            9.78393459e+00,   9.71913624e+00,   9.74675655e+00],\n",
-      "         ..., \n",
-      "         [ -3.06078601e+00,  -3.14908028e+00,  -3.26869774e+00, ...,\n",
-      "            7.62840807e-02,   9.25871283e-02,   9.94453430e-02],\n",
-      "         [ -2.81840801e+00,  -2.94077706e+00,  -3.06026530e+00, ...,\n",
-      "            6.37291446e-02,   8.82612616e-02,   1.11652009e-01],\n",
-      "         [ -2.57223344e+00,  -2.72390556e+00,  -2.86063552e+00, ...,\n",
-      "            6.48494214e-02,   9.46592912e-02,   1.30304337e-01]],\n",
-      "\n",
-      "        [[ -1.64876604e+00,  -1.51948166e+00,  -1.37604940e+00, ...,\n",
-      "            1.26561489e+01,   1.25446167e+01,   1.24405079e+01],\n",
-      "         [ -1.90830922e+00,  -1.77075434e+00,  -1.61560178e+00, ...,\n",
-      "            1.23720541e+01,   1.23252573e+01,   1.23148918e+01],\n",
-      "         [ -2.13894892e+00,  -1.99349260e+00,  -1.83156800e+00, ...,\n",
-      "            1.21557741e+01,   1.21758375e+01,   1.22293329e+01],\n",
-      "         ..., \n",
-      "         [ -5.16580105e+00,  -5.31649351e+00,  -5.46015644e+00, ...,\n",
-      "           -1.90268114e-01,  -7.30289593e-02,   6.89911842e-02],\n",
-      "         [ -5.05951786e+00,  -5.18773460e+00,  -5.30613422e+00, ...,\n",
-      "           -2.46734232e-01,  -9.34921056e-02,   3.87215540e-02],\n",
-      "         [ -4.98007965e+00,  -5.08026791e+00,  -5.16955280e+00, ...,\n",
-      "           -1.55588552e-01,  -1.00158826e-02,   9.81744826e-02]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ -3.48983383e+00,  -3.31413651e+00,  -3.16549397e+00, ...,\n",
-      "            1.06358795e+01,   9.68630028e+00,   9.38345242e+00],\n",
-      "         [ -3.50597954e+00,  -3.27736759e+00,  -3.08662844e+00, ...,\n",
-      "            1.14100552e+01,   1.06147280e+01,   1.03440113e+01],\n",
-      "         [ -3.53085327e+00,  -3.27736759e+00,  -3.08662844e+00, ...,\n",
-      "            1.19906073e+01,   1.13477917e+01,   1.08946486e+01],\n",
-      "         ..., \n",
-      "         [ -5.78437567e+00,  -5.73372698e+00,  -5.72094154e+00, ...,\n",
-      "            2.63009095e+00,   2.53400707e+00,   2.38294363e+00],\n",
-      "         [ -5.69760847e+00,  -5.63460875e+00,  -5.58544493e+00, ...,\n",
-      "            2.16696453e+00,   1.99139476e+00,   1.89267480e+00],\n",
-      "         [ -5.63056087e+00,  -5.57080269e+00,  -5.49680424e+00, ...,\n",
-      "            1.42448509e+00,   1.27382755e+00,   1.30305815e+00]],\n",
-      "\n",
-      "        [[ -3.48567557e+00,  -3.27095413e+00,  -3.43102455e+00, ...,\n",
-      "            1.29505281e+01,   1.30691357e+01,   1.26829290e+01],\n",
-      "         [ -3.82556272e+00,  -3.56458187e+00,  -3.67675805e+00, ...,\n",
-      "            1.30818672e+01,   1.32602654e+01,   1.29063463e+01],\n",
-      "         [ -4.13067579e+00,  -3.98851609e+00,  -3.84837341e+00, ...,\n",
-      "            1.33533697e+01,   1.34146614e+01,   1.30744419e+01],\n",
-      "         ..., \n",
-      "         [ -6.01600933e+00,  -6.09431362e+00,  -6.16496086e+00, ...,\n",
-      "            3.16210568e-01,   1.71958134e-01,  -1.73927546e-01],\n",
-      "         [ -5.79274845e+00,  -5.98326731e+00,  -6.06228209e+00, ...,\n",
-      "           -1.00142106e-01,  -8.68098736e-02,  -3.36804092e-01],\n",
-      "         [ -5.56898212e+00,  -5.78606176e+00,  -5.92113543e+00, ...,\n",
-      "           -2.21601307e-01,  -1.79922402e-01,  -3.35866004e-01]],\n",
-      "\n",
-      "        [[ -3.30867362e+00,  -3.23680305e+00,  -3.26447129e+00, ...,\n",
-      "            1.34184170e+01,   1.33944931e+01,   1.34171276e+01],\n",
-      "         [ -3.31716728e+00,  -3.21610332e+00,  -3.15474081e+00, ...,\n",
-      "            1.34499693e+01,   1.34291010e+01,   1.34975224e+01],\n",
-      "         [ -3.33393478e+00,  -3.22963786e+00,  -3.11012459e+00, ...,\n",
-      "            1.35383701e+01,   1.35308781e+01,   1.35698051e+01],\n",
-      "         ..., \n",
-      "         [ -3.42148519e+00,  -3.45602441e+00,  -3.55704546e+00, ...,\n",
-      "           -1.07807875e+00,  -1.03109562e+00,  -9.49430227e-01],\n",
-      "         [ -3.19904041e+00,  -3.22781754e+00,  -3.30383134e+00, ...,\n",
-      "           -9.66118455e-01,  -1.10820150e+00,  -1.34677768e+00],\n",
-      "         [ -3.00472856e+00,  -3.02299309e+00,  -3.09630179e+00, ...,\n",
-      "           -1.11920798e+00,  -1.35929394e+00,  -1.71208560e+00]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "  * u_v          (u_v) <U1 u'u' u'v'\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY\n",
-      "    description: 10m earth rotated u,v\n",
-      "    units: m s-1\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'uvmet' (u_v: 2, Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[[  5.57110310e+00,   5.45100880e+00,   5.32669830e+00, ...,\n",
-      "             8.96481514e-01,   8.35512221e-01,   7.63919592e-01],\n",
-      "          [  5.57079983e+00,   5.47562218e+00,   5.37727833e+00, ...,\n",
-      "             8.00660372e-01,   7.28504181e-01,   6.47763133e-01],\n",
-      "          [  5.56049538e+00,   5.49059439e+00,   5.42076254e+00, ...,\n",
-      "             6.96611285e-01,   6.12392068e-01,   5.21795034e-01],\n",
-      "          ..., \n",
-      "          [ -8.36647797e+00,  -8.53802967e+00,  -8.70156097e+00, ...,\n",
-      "            -2.44479513e+00,  -2.18261385e+00,  -1.98379612e+00],\n",
-      "          [ -8.11189651e+00,  -8.28458500e+00,  -8.44973373e+00, ...,\n",
-      "            -2.46024990e+00,  -2.21581697e+00,  -2.02759457e+00],\n",
-      "          [ -7.82521009e+00,  -7.99498653e+00,  -8.15786171e+00, ...,\n",
-      "            -2.47085762e+00,  -2.24512434e+00,  -2.06775427e+00]],\n",
-      "\n",
-      "         [[  6.32823563e+00,   6.26767540e+00,   6.20571709e+00, ...,\n",
-      "             9.16110635e-01,   8.39711428e-01,   7.55932808e-01],\n",
-      "          [  6.29560804e+00,   6.25583839e+00,   6.21342945e+00, ...,\n",
-      "             8.30943942e-01,   7.44977593e-01,   6.53097987e-01],\n",
-      "          [  6.25252628e+00,   6.23135090e+00,   6.20602655e+00, ...,\n",
-      "             7.38127947e-01,   6.41907454e-01,   5.41336894e-01],\n",
-      "          ..., \n",
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-      "            -4.11314583e+00,  -3.93591738e+00,  -3.80093002e+00],\n",
-      "          [ -8.94219303e+00,  -9.09276962e+00,  -9.23542404e+00, ...,\n",
-      "            -4.12965488e+00,  -3.96828461e+00,  -3.84415579e+00],\n",
-      "          [ -8.67688370e+00,  -8.82471085e+00,  -8.96516800e+00, ...,\n",
-      "            -4.13943148e+00,  -3.99500537e+00,  -3.88208961e+00]],\n",
-      "\n",
-      "         [[  7.36251354e+00,   7.38853931e+00,   7.41175938e+00, ...,\n",
-      "             1.02454495e+00,   9.36414480e-01,   8.40716958e-01],\n",
-      "          [  7.28572750e+00,   7.32164383e+00,   7.35564470e+00, ...,\n",
-      "             9.53225732e-01,   8.55248034e-01,   7.50968337e-01],\n",
-      "          [  7.19530010e+00,   7.24068069e+00,   7.28530788e+00, ...,\n",
-      "             8.74076426e-01,   7.65575767e-01,   6.52131140e-01],\n",
-      "          ..., \n",
-      "          [ -9.80811119e+00,  -9.92670536e+00,  -1.00370140e+01, ...,\n",
-      "            -5.66890001e+00,  -5.54890823e+00,  -5.44946861e+00],\n",
-      "          [ -9.58416557e+00,  -9.70502663e+00,  -9.81788063e+00, ...,\n",
-      "            -5.65816879e+00,  -5.54904175e+00,  -5.45660830e+00],\n",
-      "          [ -9.33408356e+00,  -9.45399475e+00,  -9.56635475e+00, ...,\n",
-      "            -5.65098715e+00,  -5.55287647e+00,  -5.46653748e+00]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[ -1.66809120e+01,  -1.65752411e+01,  -1.64642677e+01, ...,\n",
-      "            -1.60016823e+01,  -1.59684315e+01,  -1.59101906e+01],\n",
-      "          [ -1.64163094e+01,  -1.63019638e+01,  -1.61825714e+01, ...,\n",
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-      "            -1.59528942e+01,  -1.59399586e+01,  -1.59065475e+01],\n",
-      "          ..., \n",
-      "          [ -4.89073849e+00,  -5.01818180e+00,  -5.14307499e+00, ...,\n",
-      "            -6.10790300e+00,  -6.07347107e+00,  -6.04759121e+00],\n",
-      "          [ -4.83766174e+00,  -4.96406937e+00,  -5.08781433e+00, ...,\n",
-      "            -5.98060703e+00,  -5.95010233e+00,  -5.92909193e+00],\n",
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-      "            -5.86179924e+00,  -5.83504200e+00,  -5.81855059e+00]],\n",
-      "\n",
-      "         [[ -1.33464527e+01,  -1.32280378e+01,  -1.31049824e+01, ...,\n",
-      "            -1.74015369e+01,  -1.74733219e+01,  -1.75306015e+01],\n",
-      "          [ -1.31049681e+01,  -1.29769058e+01,  -1.28443680e+01, ...,\n",
-      "            -1.73682709e+01,  -1.74442501e+01,  -1.75071297e+01],\n",
-      "          [ -1.28511772e+01,  -1.27139206e+01,  -1.25723896e+01, ...,\n",
-      "            -1.73323479e+01,  -1.74121017e+01,  -1.74803238e+01],\n",
-      "          ..., \n",
-      "          [ -6.50721550e+00,  -6.65926838e+00,  -6.80692959e+00, ...,\n",
-      "            -1.03824768e+01,  -1.03648987e+01,  -1.03478012e+01],\n",
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-      "            -1.02270489e+01,  -1.02101746e+01,  -1.01944838e+01],\n",
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-      "            -1.00770016e+01,  -1.00609932e+01,  -1.00467052e+01]],\n",
-      "\n",
-      "         [[ -1.37767696e+01,  -1.36147051e+01,  -1.34477158e+01, ...,\n",
-      "            -1.58003740e+01,  -1.59578037e+01,  -1.61176262e+01],\n",
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-      "            -1.57084026e+01,  -1.58654785e+01,  -1.60262718e+01],\n",
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-      "            -1.56174583e+01,  -1.57736301e+01,  -1.59348974e+01],\n",
-      "          ..., \n",
-      "          [ -7.95047283e+00,  -8.02222729e+00,  -8.09005928e+00, ...,\n",
-      "            -1.07092094e+01,  -1.07500515e+01,  -1.07833796e+01],\n",
-      "          [ -7.87236977e+00,  -7.94750023e+00,  -8.01895905e+00, ...,\n",
-      "            -1.06204605e+01,  -1.06581717e+01,  -1.06885796e+01],\n",
-      "          [ -7.79049540e+00,  -7.86841488e+00,  -7.94291878e+00, ...,\n",
-      "            -1.05341454e+01,  -1.05686703e+01,  -1.05961552e+01]]],\n",
-      "\n",
-      "\n",
-      "        [[[  5.15933800e+00,   5.25348234e+00,   5.32708597e+00, ...,\n",
-      "            -3.52102470e+00,  -3.50975895e+00,  -3.46617389e+00],\n",
-      "          [  5.18603802e+00,   5.34427357e+00,   5.37229347e+00, ...,\n",
-      "            -3.59608221e+00,  -3.64244795e+00,  -3.58488798e+00],\n",
-      "          [  5.19591045e+00,   5.38133812e+00,   5.37308216e+00, ...,\n",
-      "            -3.67522526e+00,  -3.74819422e+00,  -3.69906211e+00],\n",
-      "          ..., \n",
-      "          [ -1.06302509e+01,  -1.05616360e+01,  -1.06035433e+01, ...,\n",
-      "            -4.24943733e+00,  -4.24630451e+00,  -4.17960215e+00],\n",
-      "          [ -1.05139923e+01,  -1.04408693e+01,  -1.04715376e+01, ...,\n",
-      "            -4.17164421e+00,  -4.13348961e+00,  -4.05807590e+00],\n",
-      "          [ -1.04727669e+01,  -1.04226217e+01,  -1.03844757e+01, ...,\n",
-      "            -4.09340572e+00,  -3.99804521e+00,  -3.91470528e+00]],\n",
-      "\n",
-      "         [[  5.89843607e+00,   6.03193045e+00,   6.16991043e+00, ...,\n",
-      "            -3.66593838e+00,  -3.66756248e+00,  -3.64096832e+00],\n",
-      "          [  5.97959757e+00,   6.18296623e+00,   6.22785378e+00, ...,\n",
-      "            -3.75565720e+00,  -3.80315757e+00,  -3.75791669e+00],\n",
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-      "            -3.85205650e+00,  -3.92520523e+00,  -3.87735844e+00],\n",
-      "          ..., \n",
-      "          [ -1.14731522e+01,  -1.14006147e+01,  -1.14357643e+01, ...,\n",
-      "            -6.25333500e+00,  -6.11295605e+00,  -5.91529751e+00],\n",
-      "          [ -1.13416309e+01,  -1.12641897e+01,  -1.12861481e+01, ...,\n",
-      "            -6.10530376e+00,  -5.95815849e+00,  -5.75778103e+00],\n",
-      "          [ -1.12815533e+01,  -1.12313814e+01,  -1.11904945e+01, ...,\n",
-      "            -5.95178986e+00,  -5.76860332e+00,  -5.57264423e+00]],\n",
-      "\n",
-      "         [[  6.24637032e+00,   6.41101408e+00,   6.56668186e+00, ...,\n",
-      "            -3.65192366e+00,  -3.66496539e+00,  -3.65525246e+00],\n",
-      "          [  6.29311752e+00,   6.52199745e+00,   6.61547899e+00, ...,\n",
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-      "          [  6.22959042e+00,   6.46540499e+00,   6.53214693e+00, ...,\n",
-      "            -3.84829021e+00,  -3.93966079e+00,  -3.89891577e+00],\n",
-      "          ..., \n",
-      "          [ -1.17509022e+01,  -1.16779871e+01,  -1.17272205e+01, ...,\n",
-      "            -7.16095352e+00,  -6.90356731e+00,  -6.64628124e+00],\n",
-      "          [ -1.16156368e+01,  -1.15373878e+01,  -1.15677052e+01, ...,\n",
-      "            -6.96057320e+00,  -6.70793247e+00,  -6.45303392e+00],\n",
-      "          [ -1.15511379e+01,  -1.15046091e+01,  -1.14680672e+01, ...,\n",
-      "            -6.76424503e+00,  -6.51777840e+00,  -6.26053476e+00]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[ -8.74995041e+00,  -8.50344086e+00,  -8.26547623e+00, ...,\n",
-      "            -1.97809849e+01,  -2.01334076e+01,  -2.04506817e+01],\n",
-      "          [ -8.66934013e+00,  -8.45770073e+00,  -8.22927856e+00, ...,\n",
-      "            -1.92244949e+01,  -1.97601357e+01,  -2.02404175e+01],\n",
-      "          [ -8.53066635e+00,  -8.35728645e+00,  -8.16419029e+00, ...,\n",
-      "            -1.88596344e+01,  -1.94327698e+01,  -1.99969406e+01],\n",
-      "          ..., \n",
-      "          [ -5.39282846e+00,  -5.56091118e+00,  -5.81672764e+00, ...,\n",
-      "            -1.17205868e+01,  -1.16924763e+01,  -1.16670780e+01],\n",
-      "          [ -5.41713238e+00,  -5.54639387e+00,  -5.72800159e+00, ...,\n",
-      "            -1.15086794e+01,  -1.14796066e+01,  -1.14581528e+01],\n",
-      "          [ -5.41117954e+00,  -5.53325653e+00,  -5.66476727e+00, ...,\n",
-      "            -1.13279018e+01,  -1.13007050e+01,  -1.12463150e+01]],\n",
-      "\n",
-      "         [[ -9.09062386e+00,  -8.88309288e+00,  -8.68593025e+00, ...,\n",
-      "            -2.22246628e+01,  -2.24564667e+01,  -2.25272293e+01],\n",
-      "          [ -8.67168617e+00,  -8.48080444e+00,  -8.30157852e+00, ...,\n",
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-      "            -2.19425812e+01,  -2.23970566e+01,  -2.25248985e+01],\n",
-      "          ..., \n",
-      "          [ -8.63331223e+00,  -8.81589317e+00,  -8.99563026e+00, ...,\n",
-      "            -1.19313812e+01,  -1.20006752e+01,  -1.20249958e+01],\n",
-      "          [ -8.53111744e+00,  -8.68566513e+00,  -8.88031006e+00, ...,\n",
-      "            -1.18472347e+01,  -1.18899193e+01,  -1.19103603e+01],\n",
-      "          [ -8.48772907e+00,  -8.59394264e+00,  -8.67855072e+00, ...,\n",
-      "            -1.18100777e+01,  -1.17896404e+01,  -1.17523441e+01]],\n",
-      "\n",
-      "         [[ -1.32331753e+01,  -1.30549307e+01,  -1.29253960e+01, ...,\n",
-      "            -2.21124649e+01,  -2.23548183e+01,  -2.23387871e+01],\n",
-      "          [ -1.25221539e+01,  -1.23472176e+01,  -1.22402554e+01, ...,\n",
-      "            -2.17960205e+01,  -2.20686646e+01,  -2.22284355e+01],\n",
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-      "            -2.17539101e+01,  -2.20110893e+01,  -2.22201538e+01],\n",
-      "          ..., \n",
-      "          [ -7.76076794e+00,  -7.91837406e+00,  -8.02023125e+00, ...,\n",
-      "            -8.97893143e+00,  -9.21014786e+00,  -9.45758629e+00],\n",
-      "          [ -7.66240215e+00,  -7.77170134e+00,  -7.87877941e+00, ...,\n",
-      "            -9.17880630e+00,  -9.39066982e+00,  -9.61004257e+00],\n",
-      "          [ -7.60436869e+00,  -7.55109024e+00,  -7.54829884e+00, ...,\n",
-      "            -9.42207718e+00,  -9.58273029e+00,  -9.68650055e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[  6.64608574e+00,   6.74942589e+00,   6.87659931e+00, ...,\n",
-      "            -4.64008522e+00,  -4.86627293e+00,  -5.02882195e+00],\n",
-      "          [  6.52969933e+00,   6.69052124e+00,   6.87629175e+00, ...,\n",
-      "            -4.55551195e+00,  -4.78857660e+00,  -5.02653408e+00],\n",
-      "          [  6.45938587e+00,   6.64744329e+00,   6.85937881e+00, ...,\n",
-      "            -4.38172817e+00,  -4.68197203e+00,  -4.99319363e+00],\n",
-      "          ..., \n",
-      "          [ -8.45624161e+00,  -8.58956909e+00,  -8.73453712e+00, ...,\n",
-      "            -5.99476242e+00,  -5.78995228e+00,  -5.62855482e+00],\n",
-      "          [ -8.30935383e+00,  -8.50364208e+00,  -8.69777870e+00, ...,\n",
-      "            -5.65376091e+00,  -5.59997129e+00,  -5.55719948e+00],\n",
-      "          [ -8.01037502e+00,  -8.31223488e+00,  -8.60524273e+00, ...,\n",
-      "            -5.46807957e+00,  -5.45215416e+00,  -5.39942265e+00]],\n",
-      "\n",
-      "         [[  6.85282564e+00,   6.97819853e+00,   7.12903881e+00, ...,\n",
-      "            -4.92255974e+00,  -5.16211319e+00,  -5.32167625e+00],\n",
-      "          [  6.75546551e+00,   6.89629841e+00,   7.06829739e+00, ...,\n",
-      "            -4.84959984e+00,  -5.09993696e+00,  -5.34521198e+00],\n",
-      "          [  6.69129992e+00,   6.84223366e+00,   7.02453709e+00, ...,\n",
-      "            -4.71401882e+00,  -5.02208614e+00,  -5.32371902e+00],\n",
-      "          ..., \n",
-      "          [ -9.01284599e+00,  -9.18662453e+00,  -9.37758350e+00, ...,\n",
-      "            -9.13721275e+00,  -8.79082108e+00,  -8.44509506e+00],\n",
-      "          [ -8.84760284e+00,  -9.05070019e+00,  -9.26770496e+00, ...,\n",
-      "            -8.86719513e+00,  -8.53472519e+00,  -8.23292732e+00],\n",
-      "          [ -8.59637070e+00,  -8.83872032e+00,  -9.09297276e+00, ...,\n",
-      "            -8.59803295e+00,  -8.34948730e+00,  -8.07808495e+00]],\n",
-      "\n",
-      "         [[  6.85904884e+00,   7.02409172e+00,   7.20602989e+00, ...,\n",
-      "            -4.94601870e+00,  -5.18511391e+00,  -5.34468460e+00],\n",
-      "          [  6.77848148e+00,   6.93653488e+00,   7.11857939e+00, ...,\n",
-      "            -4.88182592e+00,  -5.14159393e+00,  -5.39613438e+00],\n",
-      "          [  6.71449280e+00,   6.87422037e+00,   7.05983019e+00, ...,\n",
-      "            -4.78940201e+00,  -5.09181499e+00,  -5.38516140e+00],\n",
-      "          ..., \n",
-      "          [ -9.20265579e+00,  -9.38047504e+00,  -9.58049488e+00, ...,\n",
-      "            -1.09999237e+01,  -1.04688396e+01,  -9.93691921e+00],\n",
-      "          [ -9.03956985e+00,  -9.23242664e+00,  -9.44592667e+00, ...,\n",
-      "            -1.05266457e+01,  -1.00034657e+01,  -9.49503136e+00],\n",
-      "          [ -8.82447815e+00,  -9.03276253e+00,  -9.26015854e+00, ...,\n",
-      "            -1.00290203e+01,  -9.57483292e+00,  -9.11880970e+00]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[ -9.62713432e+00,  -9.45528030e+00,  -9.33037758e+00, ...,\n",
-      "            -2.05125694e+01,  -2.04896755e+01,  -2.03870201e+01],\n",
-      "          [ -9.43233681e+00,  -9.29256058e+00,  -9.20529270e+00, ...,\n",
-      "            -2.03336411e+01,  -2.03729572e+01,  -2.02582455e+01],\n",
-      "          [ -9.22581482e+00,  -9.14605427e+00,  -9.12841892e+00, ...,\n",
-      "            -2.01838245e+01,  -2.02157516e+01,  -2.00973873e+01],\n",
-      "          ..., \n",
-      "          [ -1.18813848e+01,  -1.18115082e+01,  -1.16605625e+01, ...,\n",
-      "            -7.75288916e+00,  -7.92413521e+00,  -8.08522034e+00],\n",
-      "          [ -1.17363701e+01,  -1.17396336e+01,  -1.16680737e+01, ...,\n",
-      "            -8.02685165e+00,  -8.15813065e+00,  -8.29135895e+00],\n",
-      "          [ -1.15317135e+01,  -1.16197395e+01,  -1.16546001e+01, ...,\n",
-      "            -8.26509571e+00,  -8.36708641e+00,  -8.46880722e+00]],\n",
-      "\n",
-      "         [[ -1.29726267e+01,  -1.26733913e+01,  -1.23894672e+01, ...,\n",
-      "            -1.50635452e+01,  -1.46434422e+01,  -1.42491322e+01],\n",
-      "          [ -1.26563272e+01,  -1.23220825e+01,  -1.20093927e+01, ...,\n",
-      "            -1.57637091e+01,  -1.51860809e+01,  -1.45602417e+01],\n",
-      "          [ -1.23337469e+01,  -1.20003643e+01,  -1.16984825e+01, ...,\n",
-      "            -1.63781433e+01,  -1.56929607e+01,  -1.49218750e+01],\n",
-      "          ..., \n",
-      "          [ -1.55244179e+01,  -1.54682102e+01,  -1.52876549e+01, ...,\n",
-      "            -8.94131279e+00,  -9.08042908e+00,  -9.19686127e+00],\n",
-      "          [ -1.52925520e+01,  -1.52925529e+01,  -1.52029047e+01, ...,\n",
-      "            -8.90060425e+00,  -9.01619053e+00,  -9.09602928e+00],\n",
-      "          [ -1.50219126e+01,  -1.50986223e+01,  -1.51115494e+01, ...,\n",
-      "            -8.78069496e+00,  -8.87150383e+00,  -8.92575455e+00]],\n",
-      "\n",
-      "         [[ -1.85750732e+01,  -1.84280758e+01,  -1.82588367e+01, ...,\n",
-      "            -1.51728096e+01,  -1.42411737e+01,  -1.33629007e+01],\n",
-      "          [ -1.82393150e+01,  -1.80439415e+01,  -1.78283691e+01, ...,\n",
-      "            -1.60303040e+01,  -1.48587160e+01,  -1.37393188e+01],\n",
-      "          [ -1.78566437e+01,  -1.76361656e+01,  -1.74159374e+01, ...,\n",
-      "            -1.65703564e+01,  -1.53757591e+01,  -1.42047110e+01],\n",
-      "          ..., \n",
-      "          [ -1.61445751e+01,  -1.60203285e+01,  -1.56808052e+01, ...,\n",
-      "            -9.16918468e+00,  -9.28398705e+00,  -9.39070320e+00],\n",
-      "          [ -1.60509720e+01,  -1.60034904e+01,  -1.57573948e+01, ...,\n",
-      "            -8.85879135e+00,  -9.00526619e+00,  -9.11003494e+00],\n",
-      "          [ -1.59203100e+01,  -1.59605560e+01,  -1.58409920e+01, ...,\n",
-      "            -8.48484802e+00,  -8.64202595e+00,  -8.76127625e+00]]],\n",
-      "\n",
-      "\n",
-      "        ..., \n",
-      "        [[[  7.29605055e+00,   7.58561468e+00,   7.91976595e+00, ...,\n",
-      "             1.75028729e+00,   5.78028917e-01,  -6.77133441e-01],\n",
-      "          [  7.29605055e+00,   7.57731628e+00,   7.88493061e+00, ...,\n",
-      "             1.70127678e+00,   7.76429713e-01,  -2.80733466e-01],\n",
-      "          [  7.49481297e+00,   7.69730091e+00,   7.92681503e+00, ...,\n",
-      "             1.63013721e+00,   9.75286782e-01,   1.84863329e-01],\n",
-      "          ..., \n",
-      "          [ -5.05770540e+00,  -5.11227322e+00,  -5.15230131e+00, ...,\n",
-      "            -7.69562721e+00,  -7.40640736e+00,  -7.25033665e+00],\n",
-      "          [ -5.00393772e+00,  -5.06174946e+00,  -5.10322666e+00, ...,\n",
-      "            -6.75138664e+00,  -6.44153500e+00,  -6.22502613e+00],\n",
-      "          [ -4.93504906e+00,  -4.99647665e+00,  -5.04161119e+00, ...,\n",
-      "            -6.14005089e+00,  -5.72134113e+00,  -5.42103958e+00]],\n",
-      "\n",
-      "         [[  7.66365814e+00,   7.96128750e+00,   8.30407429e+00, ...,\n",
-      "             1.61700940e+00,   5.73540151e-01,  -4.77957726e-01],\n",
-      "          [  7.66365814e+00,   7.95181131e+00,   8.27372265e+00, ...,\n",
-      "             1.60398054e+00,   7.52695501e-01,  -1.95199549e-01],\n",
-      "          [  7.86624146e+00,   8.08196545e+00,   8.31847382e+00, ...,\n",
-      "             1.55980802e+00,   9.40934539e-01,   2.18276739e-01],\n",
-      "          ..., \n",
-      "          [ -6.04137182e+00,  -6.11107731e+00,  -6.15526199e+00, ...,\n",
-      "            -9.40513992e+00,  -9.02616119e+00,  -8.66230583e+00],\n",
-      "          [ -5.91711092e+00,  -6.00928068e+00,  -6.08293819e+00, ...,\n",
-      "            -8.45597649e+00,  -8.06699657e+00,  -7.74319649e+00],\n",
-      "          [ -5.79139614e+00,  -5.89619064e+00,  -5.98935413e+00, ...,\n",
-      "            -7.76873159e+00,  -7.31377220e+00,  -6.97043896e+00]],\n",
-      "\n",
-      "         [[  7.73794270e+00,   8.02630234e+00,   8.36093807e+00, ...,\n",
-      "             1.39703989e+00,   5.71354091e-01,  -2.12805897e-01],\n",
-      "          [  7.73794270e+00,   8.01961517e+00,   8.33972549e+00, ...,\n",
-      "             1.40032125e+00,   7.08168685e-01,  -3.26211825e-02],\n",
-      "          [  7.92073822e+00,   8.14986038e+00,   8.39873505e+00, ...,\n",
-      "             1.37981987e+00,   8.74520659e-01,   3.09502065e-01],\n",
-      "          ..., \n",
-      "          [ -6.42975616e+00,  -6.50484562e+00,  -6.55043411e+00, ...,\n",
-      "            -1.00093946e+01,  -9.59351158e+00,  -9.15555191e+00],\n",
-      "          [ -6.28159904e+00,  -6.39065790e+00,  -6.47670269e+00, ...,\n",
-      "            -9.09002972e+00,  -8.66657257e+00,  -8.28781319e+00],\n",
-      "          [ -6.13031340e+00,  -6.25946188e+00,  -6.37371588e+00, ...,\n",
-      "            -8.36939240e+00,  -7.89787865e+00,  -7.52815962e+00]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[ -5.33816719e+00,  -5.47223616e+00,  -5.68709612e+00, ...,\n",
-      "            -1.37056332e+01,  -1.38101883e+01,  -1.39388065e+01],\n",
-      "          [ -5.29329109e+00,  -5.46496391e+00,  -5.69082260e+00, ...,\n",
-      "            -1.37479830e+01,  -1.39083366e+01,  -1.40149012e+01],\n",
-      "          [ -5.32993698e+00,  -5.58055019e+00,  -5.85238171e+00, ...,\n",
-      "            -1.36992702e+01,  -1.38724365e+01,  -1.39824419e+01],\n",
-      "          ..., \n",
-      "          [ -2.86068535e+00,  -3.38414073e+00,  -4.21248245e+00, ...,\n",
-      "            -4.24095631e+00,  -4.43542957e+00,  -4.51366091e+00],\n",
-      "          [ -2.67790723e+00,  -3.04011345e+00,  -3.69992924e+00, ...,\n",
-      "            -4.26558495e+00,  -4.38346815e+00,  -4.36804008e+00],\n",
-      "          [ -2.70424795e+00,  -2.89958858e+00,  -3.35120869e+00, ...,\n",
-      "            -4.31878996e+00,  -4.31762981e+00,  -4.22080326e+00]],\n",
-      "\n",
-      "         [[ -1.19495878e+01,  -1.18769512e+01,  -1.18259840e+01, ...,\n",
-      "            -1.68843403e+01,  -1.67340965e+01,  -1.65256824e+01],\n",
-      "          [ -1.20071430e+01,  -1.19003019e+01,  -1.17895012e+01, ...,\n",
-      "            -1.69747849e+01,  -1.68793373e+01,  -1.66708679e+01],\n",
-      "          [ -1.20877638e+01,  -1.20295277e+01,  -1.19682865e+01, ...,\n",
-      "            -1.69916859e+01,  -1.68958511e+01,  -1.67231903e+01],\n",
-      "          ..., \n",
-      "          [ -5.53035545e+00,  -5.58819294e+00,  -5.79514837e+00, ...,\n",
-      "            -5.34078884e+00,  -5.50492382e+00,  -5.62453461e+00],\n",
-      "          [ -5.53035545e+00,  -5.53035545e+00,  -5.61864758e+00, ...,\n",
-      "            -5.21304417e+00,  -5.36935806e+00,  -5.41786957e+00],\n",
-      "          [ -5.70819950e+00,  -5.58756447e+00,  -5.60945797e+00, ...,\n",
-      "            -5.18884659e+00,  -5.23177242e+00,  -5.20204687e+00]],\n",
-      "\n",
-      "         [[ -1.94316368e+01,  -1.92581329e+01,  -1.91308346e+01, ...,\n",
-      "            -2.08423328e+01,  -2.05348549e+01,  -2.00850182e+01],\n",
-      "          [ -1.89805374e+01,  -1.88466225e+01,  -1.87735710e+01, ...,\n",
-      "            -2.11496735e+01,  -2.08402462e+01,  -2.03169441e+01],\n",
-      "          [ -1.85619545e+01,  -1.84726372e+01,  -1.84566689e+01, ...,\n",
-      "            -2.12829533e+01,  -2.09080257e+01,  -2.03361835e+01],\n",
-      "          ..., \n",
-      "          [ -1.23777714e+01,  -1.17742882e+01,  -1.08612232e+01, ...,\n",
-      "            -9.32476616e+00,  -9.27626038e+00,  -9.16917706e+00],\n",
-      "          [ -1.25007381e+01,  -1.21763344e+01,  -1.15121984e+01, ...,\n",
-      "            -8.90956497e+00,  -8.91032791e+00,  -8.76936340e+00],\n",
-      "          [ -1.23343744e+01,  -1.22081013e+01,  -1.18070469e+01, ...,\n",
-      "            -8.65854836e+00,  -8.60651398e+00,  -8.41831589e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[  7.38115406e+00,   7.54369402e+00,   7.68495941e+00, ...,\n",
-      "            -5.73753655e-01,   5.56805730e-03,   6.71110988e-01],\n",
-      "          [  7.31860590e+00,   7.47561693e+00,   7.64462185e+00, ...,\n",
-      "            -4.58201051e-01,   4.65402305e-02,   7.02164531e-01],\n",
-      "          [  7.27336359e+00,   7.45394611e+00,   7.65823650e+00, ...,\n",
-      "            -3.02418351e-01,   1.32162809e-01,   7.17727244e-01],\n",
-      "          ..., \n",
-      "          [ -3.91225672e+00,  -4.26283932e+00,  -4.61353016e+00, ...,\n",
-      "            -7.00851917e+00,  -6.60563946e+00,  -6.14450741e+00],\n",
-      "          [ -3.73860455e+00,  -4.11095047e+00,  -4.50109100e+00, ...,\n",
-      "            -6.77511215e+00,  -6.32528400e+00,  -5.82110167e+00],\n",
-      "          [ -3.56932020e+00,  -3.92882347e+00,  -4.36958218e+00, ...,\n",
-      "            -6.71589231e+00,  -6.27008057e+00,  -5.77002335e+00]],\n",
-      "\n",
-      "         [[  7.69198799e+00,   7.90138245e+00,   8.08728981e+00, ...,\n",
-      "            -3.79247308e-01,   8.43484551e-02,   6.20248735e-01],\n",
-      "          [  7.61505079e+00,   7.81880188e+00,   8.05519867e+00, ...,\n",
-      "            -3.10774952e-01,   9.83610600e-02,   6.39747381e-01],\n",
-      "          [  7.58745241e+00,   7.80954599e+00,   8.06711769e+00, ...,\n",
-      "            -1.98449284e-01,   1.67449608e-01,   6.74676359e-01],\n",
-      "          ..., \n",
-      "          [ -4.80594826e+00,  -5.13371992e+00,  -5.48903084e+00, ...,\n",
-      "            -8.60619354e+00,  -8.11886406e+00,  -7.55021334e+00],\n",
-      "          [ -4.67466784e+00,  -4.98513460e+00,  -5.34800339e+00, ...,\n",
-      "            -8.20866299e+00,  -7.68259573e+00,  -7.10179281e+00],\n",
-      "          [ -4.66595888e+00,  -4.90411854e+00,  -5.21221018e+00, ...,\n",
-      "            -7.96329212e+00,  -7.49460649e+00,  -7.02072239e+00]],\n",
-      "\n",
-      "         [[  7.71491814e+00,   7.95815468e+00,   8.18098068e+00, ...,\n",
-      "            -2.01095149e-01,   1.34735122e-01,   5.49216986e-01],\n",
-      "          [  7.65381527e+00,   7.89027977e+00,   8.14975357e+00, ...,\n",
-      "            -1.62547261e-01,   1.45288765e-01,   5.60035110e-01],\n",
-      "          [  7.62822533e+00,   7.87547493e+00,   8.15640831e+00, ...,\n",
-      "            -8.45551342e-02,   2.01624811e-01,   5.95157981e-01],\n",
-      "          ..., \n",
-      "          [ -5.18993568e+00,  -5.49443913e+00,  -5.83667278e+00, ...,\n",
-      "            -9.14518929e+00,  -8.61685753e+00,  -8.02914810e+00],\n",
-      "          [ -5.06902456e+00,  -5.34221745e+00,  -5.68146610e+00, ...,\n",
-      "            -8.62377548e+00,  -8.07570267e+00,  -7.50021935e+00],\n",
-      "          [ -5.07559109e+00,  -5.28533173e+00,  -5.54429436e+00, ...,\n",
-      "            -8.28483772e+00,  -7.81988573e+00,  -7.35389900e+00]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[ -7.18559074e+00,  -6.42323589e+00,  -5.68475819e+00, ...,\n",
-      "            -1.53561859e+01,  -1.51063404e+01,  -1.48890705e+01],\n",
-      "          [ -6.93149662e+00,  -6.15578747e+00,  -5.35011053e+00, ...,\n",
-      "            -1.51071987e+01,  -1.48685446e+01,  -1.47062016e+01],\n",
-      "          [ -6.54012108e+00,  -5.74193716e+00,  -5.01261330e+00, ...,\n",
-      "            -1.47127094e+01,  -1.44145060e+01,  -1.44417553e+01],\n",
-      "          ..., \n",
-      "          [ -6.68630314e+00,  -6.51604271e+00,  -6.34429264e+00, ...,\n",
-      "            -4.15239191e+00,  -4.27133179e+00,  -4.52937984e+00],\n",
-      "          [ -6.69326591e+00,  -6.52966833e+00,  -6.41106606e+00, ...,\n",
-      "            -4.14853764e+00,  -4.33772755e+00,  -4.54951000e+00],\n",
-      "          [ -6.68356133e+00,  -6.71576548e+00,  -6.53829861e+00, ...,\n",
-      "            -4.13646698e+00,  -4.34983206e+00,  -4.45012093e+00]],\n",
-      "\n",
-      "         [[ -1.51350756e+01,  -1.50359983e+01,  -1.49720221e+01, ...,\n",
-      "            -1.61036949e+01,  -1.61553726e+01,  -1.62502060e+01],\n",
-      "          [ -1.45638313e+01,  -1.44482384e+01,  -1.44131556e+01, ...,\n",
-      "            -1.59441376e+01,  -1.59969759e+01,  -1.61380692e+01],\n",
-      "          [ -1.41344318e+01,  -1.39903584e+01,  -1.38219147e+01, ...,\n",
-      "            -1.59174585e+01,  -1.62386742e+01,  -1.62181778e+01],\n",
-      "          ..., \n",
-      "          [ -5.75578308e+00,  -6.00171089e+00,  -6.49311495e+00, ...,\n",
-      "            -5.49812889e+00,  -5.00575638e+00,  -5.04933071e+00],\n",
-      "          [ -5.34362411e+00,  -5.54843903e+00,  -6.00002956e+00, ...,\n",
-      "            -5.53052139e+00,  -5.53563786e+00,  -5.63207531e+00],\n",
-      "          [ -5.17110348e+00,  -5.31566143e+00,  -5.48238754e+00, ...,\n",
-      "            -5.65181637e+00,  -5.76678181e+00,  -5.85295677e+00]],\n",
-      "\n",
-      "         [[ -2.35151443e+01,  -2.37121658e+01,  -2.39148540e+01, ...,\n",
-      "            -1.70885124e+01,  -1.72856255e+01,  -1.74935532e+01],\n",
-      "          [ -2.29729843e+01,  -2.32574558e+01,  -2.36799316e+01, ...,\n",
-      "            -1.69011879e+01,  -1.70153465e+01,  -1.72718468e+01],\n",
-      "          [ -2.25225487e+01,  -2.29605217e+01,  -2.35257664e+01, ...,\n",
-      "            -1.66771431e+01,  -1.68102036e+01,  -1.70328445e+01],\n",
-      "          ..., \n",
-      "          [ -6.17526960e+00,  -6.83366394e+00,  -7.97564316e+00, ...,\n",
-      "            -7.07655764e+00,  -6.78396130e+00,  -6.83417654e+00],\n",
-      "          [ -5.92399883e+00,  -6.43682957e+00,  -7.33823299e+00, ...,\n",
-      "            -6.92871571e+00,  -6.77729654e+00,  -7.00306988e+00],\n",
-      "          [ -6.02900314e+00,  -6.28679609e+00,  -6.70364380e+00, ...,\n",
-      "            -7.33104801e+00,  -7.44936848e+00,  -7.62660789e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[  5.87589550e+00,   6.13071728e+00,   6.40292645e+00, ...,\n",
-      "            -8.90024781e-01,  -1.14951825e+00,  -1.54504561e+00],\n",
-      "          [  5.94678211e+00,   6.10761738e+00,   6.39011145e+00, ...,\n",
-      "            -9.29870248e-01,  -1.11457670e+00,  -1.48921609e+00],\n",
-      "          [  6.13071585e+00,   6.27581215e+00,   6.52817059e+00, ...,\n",
-      "            -1.00823689e+00,  -1.15007198e+00,  -1.49197578e+00],\n",
-      "          ..., \n",
-      "          [ -2.13538003e+00,  -2.02066708e+00,  -1.93991089e+00, ...,\n",
-      "            -6.47821903e+00,  -6.34409618e+00,  -6.38095093e+00],\n",
-      "          [ -2.06080580e+00,  -2.05188966e+00,  -2.03840542e+00, ...,\n",
-      "            -6.52290535e+00,  -6.33842516e+00,  -6.27618122e+00],\n",
-      "          [ -2.00101638e+00,  -2.09711790e+00,  -2.15289927e+00, ...,\n",
-      "            -6.73514748e+00,  -6.54763651e+00,  -6.39230204e+00]],\n",
-      "\n",
-      "         [[  6.11100578e+00,   6.39634037e+00,   6.70077848e+00, ...,\n",
-      "            -9.53925788e-01,  -1.17026985e+00,  -1.50347781e+00],\n",
-      "          [  6.18085289e+00,   6.36346006e+00,   6.68127728e+00, ...,\n",
-      "            -1.01150429e+00,  -1.15131593e+00,  -1.45569205e+00],\n",
-      "          [  6.37870216e+00,   6.54388428e+00,   6.83492899e+00, ...,\n",
-      "            -1.09116197e+00,  -1.17825544e+00,  -1.44839334e+00],\n",
-      "          ..., \n",
-      "          [ -3.76413870e+00,  -3.70922709e+00,  -3.62811327e+00, ...,\n",
-      "            -9.70637321e+00,  -9.49391460e+00,  -9.37413311e+00],\n",
-      "          [ -3.70563078e+00,  -3.76880455e+00,  -3.77165866e+00, ...,\n",
-      "            -9.83772850e+00,  -9.55254364e+00,  -9.35396004e+00],\n",
-      "          [ -3.62122798e+00,  -3.78570938e+00,  -3.89602995e+00, ...,\n",
-      "            -1.00493145e+01,  -9.77783966e+00,  -9.51970482e+00]],\n",
-      "\n",
-      "         [[  6.14063644e+00,   6.43598557e+00,   6.75696659e+00, ...,\n",
-      "            -9.51166272e-01,  -1.11827970e+00,  -1.39942467e+00],\n",
-      "          [  6.18528366e+00,   6.37550831e+00,   6.72981071e+00, ...,\n",
-      "            -1.02687168e+00,  -1.10776043e+00,  -1.34412265e+00],\n",
-      "          [  6.39244175e+00,   6.56324482e+00,   6.89019489e+00, ...,\n",
-      "            -1.11172891e+00,  -1.13850069e+00,  -1.33135343e+00],\n",
-      "          ..., \n",
-      "          [ -5.11421871e+00,  -5.10363770e+00,  -5.00899887e+00, ...,\n",
-      "            -1.21876354e+01,  -1.18088665e+01,  -1.16404057e+01],\n",
-      "          [ -5.08182430e+00,  -5.18158913e+00,  -5.16189384e+00, ...,\n",
-      "            -1.23627567e+01,  -1.20044556e+01,  -1.17278938e+01],\n",
-      "          [ -4.99439144e+00,  -5.18724155e+00,  -5.28796387e+00, ...,\n",
-      "            -1.24677906e+01,  -1.21766529e+01,  -1.18967628e+01]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[ -8.83512306e+00,  -8.41325760e+00,  -8.05104542e+00, ...,\n",
-      "            -1.72317791e+01,  -1.72358971e+01,  -1.72528839e+01],\n",
-      "          [ -8.37215710e+00,  -7.94151783e+00,  -7.66913986e+00, ...,\n",
-      "            -1.72827377e+01,  -1.72353897e+01,  -1.72462978e+01],\n",
-      "          [ -8.12130737e+00,  -7.77483940e+00,  -7.53433323e+00, ...,\n",
-      "            -1.74510555e+01,  -1.73445816e+01,  -1.73626442e+01],\n",
-      "          ..., \n",
-      "          [  2.64607012e-01,   4.77569699e-01,   4.15192068e-01, ...,\n",
-      "            -6.41615677e+00,  -6.34000778e+00,  -6.11429119e+00],\n",
-      "          [  1.03763707e-01,   4.42927927e-01,   4.93576676e-01, ...,\n",
-      "            -6.28558397e+00,  -6.15723038e+00,  -5.96529865e+00],\n",
-      "          [ -2.24465281e-01,   1.24481648e-01,   3.82447541e-01, ...,\n",
-      "            -6.18740940e+00,  -5.98040867e+00,  -5.73000097e+00]],\n",
-      "\n",
-      "         [[ -1.70786457e+01,  -1.71802521e+01,  -1.73233719e+01, ...,\n",
-      "            -1.74526882e+01,  -1.75134735e+01,  -1.75876389e+01],\n",
-      "          [ -1.67455597e+01,  -1.69013596e+01,  -1.71262550e+01, ...,\n",
-      "            -1.74037933e+01,  -1.75843811e+01,  -1.75150795e+01],\n",
-      "          [ -1.60850391e+01,  -1.62900753e+01,  -1.69510517e+01, ...,\n",
-      "            -1.73117332e+01,  -1.73106689e+01,  -1.71561279e+01],\n",
-      "          ..., \n",
-      "          [ -5.53319073e+00,  -6.20706749e+00,  -7.25808907e+00, ...,\n",
-      "            -6.12241364e+00,  -5.83653212e+00,  -5.42010403e+00],\n",
-      "          [ -5.25221682e+00,  -5.78246593e+00,  -6.55264378e+00, ...,\n",
-      "            -5.84244061e+00,  -5.53706360e+00,  -5.09199238e+00],\n",
-      "          [ -5.10727119e+00,  -5.43938112e+00,  -5.95754766e+00, ...,\n",
-      "            -5.33769178e+00,  -5.00072670e+00,  -4.66039610e+00]],\n",
-      "\n",
-      "         [[ -2.10979881e+01,  -2.15358944e+01,  -2.18899059e+01, ...,\n",
-      "            -1.69805832e+01,  -1.72388229e+01,  -1.75799065e+01],\n",
-      "          [ -2.15795288e+01,  -2.20772705e+01,  -2.23887939e+01, ...,\n",
-      "            -1.68931389e+01,  -1.67864304e+01,  -1.69174004e+01],\n",
-      "          [ -2.18051567e+01,  -2.21905384e+01,  -2.24551735e+01, ...,\n",
-      "            -1.68236065e+01,  -1.64811363e+01,  -1.64008102e+01],\n",
-      "          ..., \n",
-      "          [ -1.22021170e+01,  -1.17407503e+01,  -1.09807501e+01, ...,\n",
-      "            -5.10737991e+00,  -4.79196978e+00,  -4.05232573e+00],\n",
-      "          [ -1.25057936e+01,  -1.20565386e+01,  -1.13046761e+01, ...,\n",
-      "            -4.64681816e+00,  -4.10861778e+00,  -3.42059898e+00],\n",
-      "          [ -1.28089085e+01,  -1.24070787e+01,  -1.19521446e+01, ...,\n",
-      "            -4.02659035e+00,  -3.40893555e+00,  -2.75635052e+00]]]],\n",
-      "\n",
-      "\n",
-      "\n",
-      "       [[[[ -3.64269257e+00,  -3.41889215e+00,  -3.19216013e+00, ...,\n",
-      "             9.53820610e+00,   9.39290524e+00,   9.24475861e+00],\n",
-      "          [ -3.80051374e+00,  -3.59925199e+00,  -3.39510345e+00, ...,\n",
-      "             9.82399750e+00,   9.68291473e+00,   9.53087521e+00],\n",
-      "          [ -3.96190023e+00,  -3.78391027e+00,  -3.60331821e+00, ...,\n",
-      "             1.01128559e+01,   9.97693157e+00,   9.82147789e+00],\n",
-      "          ..., \n",
-      "          [ -3.32462096e+00,  -3.32233357e+00,  -3.32545257e+00, ...,\n",
-      "             3.48640978e-01,   3.30351710e-01,   3.36235464e-01],\n",
-      "          [ -3.02216005e+00,  -3.01584792e+00,  -3.01894855e+00, ...,\n",
-      "             3.48640978e-01,   3.42349887e-01,   3.60774875e-01],\n",
-      "          [ -2.74336624e+00,  -2.73260593e+00,  -2.73446655e+00, ...,\n",
-      "             3.45495462e-01,   3.42349887e-01,   3.67432445e-01]],\n",
-      "\n",
-      "         [[ -4.36020374e+00,  -4.14089060e+00,  -3.91745806e+00, ...,\n",
-      "             9.96243572e+00,   9.79170418e+00,   9.62912655e+00],\n",
-      "          [ -4.51946163e+00,  -4.32301617e+00,  -4.12265491e+00, ...,\n",
-      "             1.02479553e+01,   1.00881634e+01,   9.92611313e+00],\n",
-      "          [ -4.68175793e+00,  -4.50891733e+00,  -4.33261013e+00, ...,\n",
-      "             1.05415325e+01,   1.03941498e+01,   1.02335844e+01],\n",
-      "          ..., \n",
-      "          [ -3.73961186e+00,  -3.71506596e+00,  -3.69409370e+00, ...,\n",
-      "             8.00047338e-01,   8.01856160e-01,   8.53042245e-01],\n",
-      "          [ -3.43147850e+00,  -3.40227318e+00,  -3.37719178e+00, ...,\n",
-      "             7.94455409e-01,   8.03665102e-01,   8.72363448e-01],\n",
-      "          [ -3.14904165e+00,  -3.11495876e+00,  -3.08544350e+00, ...,\n",
-      "             7.70319283e-01,   8.03665161e-01,   8.73278975e-01]],\n",
-      "\n",
-      "         [[ -5.34025383e+00,  -5.12708044e+00,  -4.90818119e+00, ...,\n",
-      "             1.04998360e+01,   1.03142014e+01,   1.01378651e+01],\n",
-      "          [ -5.50146770e+00,  -5.31161213e+00,  -5.11645126e+00, ...,\n",
-      "             1.07509193e+01,   1.05712547e+01,   1.03932991e+01],\n",
-      "          [ -5.66501236e+00,  -5.49921799e+00,  -5.32878876e+00, ...,\n",
-      "             1.10081673e+01,   1.08360062e+01,   1.06572857e+01],\n",
-      "          ..., \n",
-      "          [ -4.11319780e+00,  -4.05995512e+00,  -4.01040411e+00, ...,\n",
-      "             1.29126859e+00,   1.33718741e+00,   1.40048552e+00],\n",
-      "          [ -3.80866814e+00,  -3.75055933e+00,  -3.69672370e+00, ...,\n",
-      "             1.27214503e+00,   1.33259726e+00,   1.40048552e+00],\n",
-      "          [ -3.52972698e+00,  -3.46711397e+00,  -3.40924358e+00, ...,\n",
-      "             1.23353124e+00,   1.30989063e+00,   1.39422536e+00]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[ -7.13199973e-02,  -1.34437859e-01,  -1.93486780e-01, ...,\n",
-      "            -2.26836801e-01,  -3.55280876e-01,  -4.79374170e-01],\n",
-      "          [  1.45242572e-01,   9.38946903e-02,   4.59586233e-02, ...,\n",
-      "            -9.97448936e-02,  -2.30330586e-01,  -3.56661707e-01],\n",
-      "          [  3.67349625e-01,   3.28632712e-01,   2.92676181e-01, ...,\n",
-      "             1.71050467e-02,  -1.16048388e-01,  -2.44884163e-01],\n",
-      "          ..., \n",
-      "          [ -4.17741328e-01,  -4.88491714e-01,  -5.58421969e-01, ...,\n",
-      "            -1.58352470e+00,  -1.57131529e+00,  -1.57174397e+00],\n",
-      "          [ -3.88822228e-01,  -4.56930399e-01,  -5.24378121e-01, ...,\n",
-      "            -1.55074978e+00,  -1.53906846e+00,  -1.53935575e+00],\n",
-      "          [ -3.68216515e-01,  -4.34170067e-01,  -4.99532461e-01, ...,\n",
-      "            -1.53390336e+00,  -1.52322769e+00,  -1.52308631e+00]],\n",
-      "\n",
-      "         [[  2.98139095e+00,   2.98439407e+00,   2.99499059e+00, ...,\n",
-      "             4.57650232e+00,   4.52761984e+00,   4.48680973e+00],\n",
-      "          [  3.06025314e+00,   3.07042313e+00,   3.08620048e+00, ...,\n",
-      "             4.59776878e+00,   4.54304218e+00,   4.49389553e+00],\n",
-      "          [  3.13780308e+00,   3.15583658e+00,   3.17717528e+00, ...,\n",
-      "             4.60984325e+00,   4.54877996e+00,   4.49389553e+00],\n",
-      "          ..., \n",
-      "          [ -2.58018732e+00,  -2.61288118e+00,  -2.64534307e+00, ...,\n",
-      "            -2.17544413e+00,  -2.10680747e+00,  -2.04446483e+00],\n",
-      "          [ -2.51642203e+00,  -2.54716110e+00,  -2.57771206e+00, ...,\n",
-      "            -2.13124824e+00,  -2.06431341e+00,  -2.00416517e+00],\n",
-      "          [ -2.46006298e+00,  -2.48951864e+00,  -2.51875973e+00, ...,\n",
-      "            -2.09779167e+00,  -2.03321362e+00,  -1.97583246e+00]],\n",
-      "\n",
-      "         [[  1.26005149e+00,   1.25903440e+00,   1.26864600e+00, ...,\n",
-      "             3.46199703e+00,   3.46063423e+00,   3.47194099e+00],\n",
-      "          [  1.24999666e+00,   1.24806857e+00,   1.25394571e+00, ...,\n",
-      "             3.40506792e+00,   3.40198255e+00,   3.41029406e+00],\n",
-      "          [  1.24177861e+00,   1.23926520e+00,   1.24122596e+00, ...,\n",
-      "             3.33973575e+00,   3.33532166e+00,   3.34079099e+00],\n",
-      "          ..., \n",
-      "          [ -1.24286070e-01,  -7.19989315e-02,  -2.21890137e-02, ...,\n",
-      "            -2.18671608e+00,  -2.18713379e+00,  -2.18124723e+00],\n",
-      "          [ -9.60811973e-02,  -4.09039818e-02,   1.19236931e-02, ...,\n",
-      "            -2.13786793e+00,  -2.13843918e+00,  -2.13391614e+00],\n",
-      "          [ -7.85427466e-02,  -2.12109592e-02,   3.39517370e-02, ...,\n",
-      "            -2.08811712e+00,  -2.08871365e+00,  -2.08567810e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[ -3.39691329e+00,  -3.07672167e+00,  -2.70469165e+00, ...,\n",
-      "             1.02648630e+01,   1.00671368e+01,   9.89967537e+00],\n",
-      "          [ -3.42843628e+00,  -3.09400535e+00,  -2.80470276e+00, ...,\n",
-      "             1.04981747e+01,   1.03695545e+01,   1.02911777e+01],\n",
-      "          [ -3.45396495e+00,  -3.20013285e+00,  -2.99279785e+00, ...,\n",
-      "             1.06943760e+01,   1.06285267e+01,   1.06263952e+01],\n",
-      "          ..., \n",
-      "          [ -3.34156179e+00,  -3.46995878e+00,  -3.59899282e+00, ...,\n",
-      "             1.06662758e-01,   1.32378265e-01,   1.60369247e-01],\n",
-      "          [ -3.07904148e+00,  -3.26839471e+00,  -3.40051460e+00, ...,\n",
-      "             8.85393023e-02,   1.33882120e-01,   1.83331415e-01],\n",
-      "          [ -2.81290555e+00,  -3.01544714e+00,  -3.16612530e+00, ...,\n",
-      "             9.80768725e-02,   1.54113382e-01,   2.17837721e-01]],\n",
-      "\n",
-      "         [[ -4.32189369e+00,  -3.93622351e+00,  -3.59371185e+00, ...,\n",
-      "             1.11563635e+01,   1.09559116e+01,   1.07566366e+01],\n",
-      "          [ -4.44815874e+00,  -4.05880404e+00,  -3.76947641e+00, ...,\n",
-      "             1.12922287e+01,   1.11211300e+01,   1.09618568e+01],\n",
-      "          [ -4.56875467e+00,  -4.29432774e+00,  -4.04948044e+00, ...,\n",
-      "             1.14041653e+01,   1.12596455e+01,   1.11436844e+01],\n",
-      "          ..., \n",
-      "          [ -3.56817436e+00,  -3.70877552e+00,  -3.84615970e+00, ...,\n",
-      "             1.98826838e+00,   2.12577915e+00,   2.26417685e+00],\n",
-      "          [ -3.29409027e+00,  -3.49939489e+00,  -3.64066792e+00, ...,\n",
-      "             2.05256224e+00,   2.18782949e+00,   2.34587526e+00],\n",
-      "          [ -3.01684523e+00,  -3.23163891e+00,  -3.39037728e+00, ...,\n",
-      "             2.12531471e+00,   2.26488543e+00,   2.42743063e+00]],\n",
-      "\n",
-      "         [[ -5.33625937e+00,  -4.98615932e+00,  -4.66438150e+00, ...,\n",
-      "             1.14792500e+01,   1.12842398e+01,   1.10670700e+01],\n",
-      "          [ -5.50214195e+00,  -5.16575909e+00,  -4.88061285e+00, ...,\n",
-      "             1.15521193e+01,   1.13621235e+01,   1.11576500e+01],\n",
-      "          [ -5.66407585e+00,  -5.42142296e+00,  -5.19722176e+00, ...,\n",
-      "             1.16072254e+01,   1.14207611e+01,   1.12463188e+01],\n",
-      "          ..., \n",
-      "          [ -3.65494204e+00,  -3.79833841e+00,  -3.93551445e+00, ...,\n",
-      "             3.79937363e+00,   3.91845536e+00,   4.03295040e+00],\n",
-      "          [ -3.38541722e+00,  -3.59787869e+00,  -3.73768187e+00, ...,\n",
-      "             3.82411718e+00,   3.95355225e+00,   4.06927681e+00],\n",
-      "          [ -3.11352158e+00,  -3.33436394e+00,  -3.49193287e+00, ...,\n",
-      "             3.83760309e+00,   3.97499132e+00,   4.10005951e+00]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[  2.02010059e+00,   1.95495892e+00,   1.86204040e+00, ...,\n",
-      "            -4.49352264e-01,  -3.08228731e-01,  -2.41559207e-01],\n",
-      "          [  1.73618436e+00,   1.57731366e+00,   1.41531610e+00, ...,\n",
-      "            -4.51678395e-01,  -2.64592171e-01,  -1.32548809e-01],\n",
-      "          [  1.41402793e+00,   1.21915197e+00,   1.04073739e+00, ...,\n",
-      "            -4.42361236e-01,  -2.85834163e-01,  -2.86998376e-02],\n",
-      "          ..., \n",
-      "          [ -4.82929516e+00,  -4.84387541e+00,  -4.86305237e+00, ...,\n",
-      "            -4.45959568e+00,  -4.37653875e+00,  -4.29990339e+00],\n",
-      "          [ -4.66752338e+00,  -4.68222046e+00,  -4.72025108e+00, ...,\n",
-      "            -4.38370323e+00,  -4.37128687e+00,  -4.24958515e+00],\n",
-      "          [ -4.46952629e+00,  -4.53819752e+00,  -4.60716152e+00, ...,\n",
-      "            -4.33739185e+00,  -4.31945610e+00,  -4.17331219e+00]],\n",
-      "\n",
-      "         [[ -9.38912481e-02,   2.13639989e-01,   4.91160244e-01, ...,\n",
-      "             3.58835459e+00,   3.62113523e+00,   3.67817497e+00],\n",
-      "          [  9.66015831e-02,   3.59300196e-01,   5.70871115e-01, ...,\n",
-      "             3.37272263e+00,   3.45873070e+00,   3.58902550e+00],\n",
-      "          [  2.46781945e-01,   4.81966943e-01,   6.74456418e-01, ...,\n",
-      "             3.23096251e+00,   3.34880638e+00,   3.48865843e+00],\n",
-      "          ..., \n",
-      "          [ -3.11516285e+00,  -3.08671641e+00,  -2.95179939e+00, ...,\n",
-      "            -8.27248752e-01,  -8.84649754e-01,  -9.37778831e-01],\n",
-      "          [ -3.11072898e+00,  -3.06940889e+00,  -2.94382000e+00, ...,\n",
-      "            -8.47029388e-01,  -9.61231232e-01,  -9.84745562e-01],\n",
-      "          [ -3.07291722e+00,  -3.07090116e+00,  -2.98276424e+00, ...,\n",
-      "            -9.37526584e-01,  -1.03350234e+00,  -1.02193809e+00]],\n",
-      "\n",
-      "         [[ -3.31035376e+00,  -2.86501074e+00,  -2.50518799e+00, ...,\n",
-      "            -1.55112100e+00,  -1.50105643e+00,  -1.52562451e+00],\n",
-      "          [ -2.77731133e+00,  -2.39057016e+00,  -2.15687180e+00, ...,\n",
-      "            -1.67748547e+00,  -1.63270473e+00,  -1.56220460e+00],\n",
-      "          [ -2.26976538e+00,  -1.96126437e+00,  -1.77031326e+00, ...,\n",
-      "            -1.77211118e+00,  -1.70723748e+00,  -1.59692204e+00],\n",
-      "          ..., \n",
-      "          [ -2.07678556e+00,  -1.96033251e+00,  -1.75785923e+00, ...,\n",
-      "             1.34966111e+00,   1.13190150e+00,   1.02271807e+00],\n",
-      "          [ -2.22677565e+00,  -2.12569118e+00,  -1.93227255e+00, ...,\n",
-      "             1.25484276e+00,   9.73359823e-01,   8.04669499e-01],\n",
-      "          [ -2.34429741e+00,  -2.32024193e+00,  -2.20908475e+00, ...,\n",
-      "             1.06071889e+00,   7.91076660e-01,   6.52677059e-01]]],\n",
-      "\n",
-      "\n",
-      "        [[[ -1.83349466e+00,  -1.70713782e+00,  -1.53606749e+00, ...,\n",
-      "             1.39420357e+01,   1.37736664e+01,   1.36570835e+01],\n",
-      "          [ -2.10571265e+00,  -1.95961249e+00,  -1.78433895e+00, ...,\n",
-      "             1.36146832e+01,   1.35124569e+01,   1.35057726e+01],\n",
-      "          [ -2.33894968e+00,  -2.17512226e+00,  -2.00494552e+00, ...,\n",
-      "             1.33258324e+01,   1.33471994e+01,   1.34179173e+01],\n",
-      "          ..., \n",
-      "          [ -5.57035828e+00,  -5.71635532e+00,  -5.85290575e+00, ...,\n",
-      "            -2.90174127e-01,  -1.25601441e-01,   8.31958205e-02],\n",
-      "          [ -5.45146275e+00,  -5.57007599e+00,  -5.67072773e+00, ...,\n",
-      "            -3.66948932e-01,  -1.53322503e-01,   4.19880226e-02],\n",
-      "          [ -5.34943485e+00,  -5.43644047e+00,  -5.50558949e+00, ...,\n",
-      "            -2.24062413e-01,  -1.70263276e-02,   1.43166870e-01]],\n",
-      "\n",
-      "         [[ -2.04909658e+00,  -1.92459464e+00,  -1.76402354e+00, ...,\n",
-      "             1.49929647e+01,   1.48924570e+01,   1.47700958e+01],\n",
-      "          [ -2.33521080e+00,  -2.19273376e+00,  -2.02529049e+00, ...,\n",
-      "             1.47137699e+01,   1.46594791e+01,   1.46101818e+01],\n",
-      "          [ -2.58613825e+00,  -2.42755699e+00,  -2.26045227e+00, ...,\n",
-      "             1.45038700e+01,   1.44987068e+01,   1.45163221e+01],\n",
-      "          ..., \n",
-      "          [ -5.90657616e+00,  -6.06421471e+00,  -6.21456432e+00, ...,\n",
-      "             1.19016027e+00,   1.48355842e+00,   1.78703666e+00],\n",
-      "          [ -5.72610235e+00,  -5.86426258e+00,  -5.99707747e+00, ...,\n",
-      "             1.19211876e+00,   1.42126024e+00,   1.68926287e+00],\n",
-      "          [ -5.57367611e+00,  -5.69118881e+00,  -5.80480671e+00, ...,\n",
-      "             1.43698525e+00,   1.64800739e+00,   1.88543510e+00]],\n",
-      "\n",
-      "         [[ -2.40134025e+00,  -2.33436537e+00,  -2.25603127e+00, ...,\n",
-      "             1.53211679e+01,   1.52479534e+01,   1.51139164e+01],\n",
-      "          [ -2.75010586e+00,  -2.66012096e+00,  -2.54642439e+00, ...,\n",
-      "             1.50660334e+01,   1.50416470e+01,   1.49580803e+01],\n",
-      "          [ -3.06197929e+00,  -2.94835949e+00,  -2.80502391e+00, ...,\n",
-      "             1.49230537e+01,   1.49053555e+01,   1.48801651e+01],\n",
-      "          ..., \n",
-      "          [ -6.01325464e+00,  -6.17188454e+00,  -6.32183838e+00, ...,\n",
-      "             4.14995289e+00,   4.49607372e+00,   4.75243664e+00],\n",
-      "          [ -5.84493446e+00,  -5.98357677e+00,  -6.11290264e+00, ...,\n",
-      "             4.20156574e+00,   4.73878479e+00,   5.13327599e+00],\n",
-      "          [ -5.68444872e+00,  -5.80794907e+00,  -5.92063046e+00, ...,\n",
-      "             4.44619703e+00,   4.95069027e+00,   5.31694126e+00]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[ -1.28329659e+00,  -1.19837916e+00,  -1.11869907e+00, ...,\n",
-      "            -1.60422134e+00,  -1.29247057e+00,  -1.08146501e+00],\n",
-      "          [ -1.28329659e+00,  -1.19837916e+00,  -1.11869907e+00, ...,\n",
-      "            -1.88237238e+00,  -1.49585772e+00,  -1.17985594e+00],\n",
-      "          [ -1.30762529e+00,  -1.22278881e+00,  -1.18294883e+00, ...,\n",
-      "            -2.21754599e+00,  -1.76887774e+00,  -1.33580601e+00],\n",
-      "          ..., \n",
-      "          [  1.49930453e+00,   1.55479407e+00,   1.52168524e+00, ...,\n",
-      "             7.93569982e-01,   5.17353535e-01,   2.87691712e-01],\n",
-      "          [  1.41444445e+00,   1.54613781e+00,   1.53332257e+00, ...,\n",
-      "             5.59241712e-01,   3.28279257e-01,   1.09119415e-01],\n",
-      "          [  1.22062469e+00,   1.43950164e+00,   1.53332257e+00, ...,\n",
-      "             3.77177060e-01,   1.71598434e-01,  -4.78325449e-02]],\n",
-      "\n",
-      "         [[ -7.33443642e+00,  -7.11284494e+00,  -6.85771799e+00, ...,\n",
-      "            -1.29463673e+00,  -1.63420439e+00,  -1.63921392e+00],\n",
-      "          [ -7.31770611e+00,  -7.08517456e+00,  -6.86122608e+00, ...,\n",
-      "            -9.53383923e-01,  -1.31994057e+00,  -1.44934082e+00],\n",
-      "          [ -7.28264999e+00,  -7.05335665e+00,  -6.86249256e+00, ...,\n",
-      "            -6.76707506e-01,  -1.05540180e+00,  -1.29972303e+00],\n",
-      "          ..., \n",
-      "          [  4.57730341e+00,   4.69642735e+00,   4.71847820e+00, ...,\n",
-      "            -6.58509970e-01,  -7.43569314e-01,  -7.58827925e-01],\n",
-      "          [  4.66334629e+00,   4.83392143e+00,   4.90594244e+00, ...,\n",
-      "            -7.44339466e-01,  -7.88929403e-01,  -6.35472476e-01],\n",
-      "          [  4.72048855e+00,   4.93783092e+00,   5.06931591e+00, ...,\n",
-      "            -6.83791518e-01,  -7.00173736e-01,  -5.32706678e-01]],\n",
-      "\n",
-      "         [[ -8.46078491e+00,  -8.26562881e+00,  -8.04179573e+00, ...,\n",
-      "            -6.18343639e+00,  -6.75148726e+00,  -7.06342602e+00],\n",
-      "          [ -8.61626911e+00,  -8.39641190e+00,  -8.17455101e+00, ...,\n",
-      "            -5.73920250e+00,  -6.33188200e+00,  -6.87126637e+00],\n",
-      "          [ -8.72023964e+00,  -8.50257397e+00,  -8.30919838e+00, ...,\n",
-      "            -5.32143116e+00,  -5.88978100e+00,  -6.34137201e+00],\n",
-      "          ..., \n",
-      "          [  1.29145229e+00,   1.34757841e+00,   1.33596277e+00, ...,\n",
-      "            -3.63272190e+00,  -3.42142487e+00,  -3.17219925e+00],\n",
-      "          [  1.48400342e+00,   1.57756448e+00,   1.54658985e+00, ...,\n",
-      "            -3.54561520e+00,  -3.29227257e+00,  -3.03240156e+00],\n",
-      "          [  1.69984770e+00,   1.84939194e+00,   1.83045220e+00, ...,\n",
-      "            -3.27920389e+00,  -2.98430514e+00,  -2.71022630e+00]]],\n",
-      "\n",
-      "\n",
-      "        ..., \n",
-      "        [[[ -3.73422909e+00,  -3.56167221e+00,  -3.41738892e+00, ...,\n",
-      "             1.15298462e+01,   1.04514713e+01,   1.01066628e+01],\n",
-      "          [ -3.72865868e+00,  -3.47395658e+00,  -3.27151799e+00, ...,\n",
-      "             1.24118547e+01,   1.15077496e+01,   1.11905785e+01],\n",
-      "          [ -3.73620677e+00,  -3.42204618e+00,  -3.16738272e+00, ...,\n",
-      "             1.30885983e+01,   1.23624353e+01,   1.18540726e+01],\n",
-      "          ..., \n",
-      "          [ -6.81285191e+00,  -6.73759270e+00,  -6.73442459e+00, ...,\n",
-      "             3.37562037e+00,   3.24532557e+00,   3.04105806e+00],\n",
-      "          [ -6.64712906e+00,  -6.55852938e+00,  -6.51434088e+00, ...,\n",
-      "             2.74683714e+00,   2.54001284e+00,   2.39249992e+00],\n",
-      "          [ -6.52159119e+00,  -6.44581747e+00,  -6.36462307e+00, ...,\n",
-      "             1.78959727e+00,   1.61135817e+00,   1.62778842e+00]],\n",
-      "\n",
-      "         [[ -3.97067308e+00,  -3.78191805e+00,  -3.62103653e+00, ...,\n",
-      "             1.27277832e+01,   1.18339195e+01,   1.18974829e+01],\n",
-      "          [ -3.98942280e+00,  -3.73561621e+00,  -3.51926684e+00, ...,\n",
-      "             1.34113579e+01,   1.25871925e+01,   1.25212793e+01],\n",
-      "          [ -4.02985859e+00,  -3.72806454e+00,  -3.46386337e+00, ...,\n",
-      "             1.40290070e+01,   1.33312435e+01,   1.29931793e+01],\n",
-      "          ..., \n",
-      "          [ -7.96240377e+00,  -7.86346722e+00,  -7.84312534e+00, ...,\n",
-      "             3.97912741e+00,   3.80502701e+00,   3.56619430e+00],\n",
-      "          [ -7.74411917e+00,  -7.64699078e+00,  -7.59189224e+00, ...,\n",
-      "             3.57934594e+00,   3.26504636e+00,   3.10645962e+00],\n",
-      "          [ -7.55822420e+00,  -7.48416901e+00,  -7.40256596e+00, ...,\n",
-      "             2.75029087e+00,   2.48884583e+00,   2.48235512e+00]],\n",
-      "\n",
-      "         [[ -4.03451395e+00,  -3.86618614e+00,  -3.66314983e+00, ...,\n",
-      "             1.31372671e+01,   1.23443050e+01,   1.24248343e+01],\n",
-      "          [ -4.08021641e+00,  -3.86618614e+00,  -3.60626316e+00, ...,\n",
-      "             1.37344065e+01,   1.29844990e+01,   1.29782867e+01],\n",
-      "          [ -4.15091896e+00,  -3.87175846e+00,  -3.60017395e+00, ...,\n",
-      "             1.43172827e+01,   1.36772919e+01,   1.34072304e+01],\n",
-      "          ..., \n",
-      "          [ -8.29420757e+00,  -8.19544029e+00,  -8.17420387e+00, ...,\n",
-      "             4.14501143e+00,   3.96711922e+00,   3.72698450e+00],\n",
-      "          [ -8.07669544e+00,  -7.97204876e+00,  -7.91234493e+00, ...,\n",
-      "             3.92279935e+00,   3.64282036e+00,   3.46458173e+00],\n",
-      "          [ -7.88881207e+00,  -7.79892921e+00,  -7.70817375e+00, ...,\n",
-      "             3.24774003e+00,   3.02541876e+00,   2.98109579e+00]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[  1.73780513e+00,   2.19140339e+00,   2.58255339e+00, ...,\n",
-      "             1.27094758e+00,   1.17305470e+00,   1.20304012e+00],\n",
-      "          [  1.73780513e+00,   2.10507226e+00,   2.39712858e+00, ...,\n",
-      "             1.27619457e+00,   1.16288686e+00,   1.22411156e+00],\n",
-      "          [  1.66671348e+00,   1.92223454e+00,   2.12616730e+00, ...,\n",
-      "             1.09311509e+00,   1.08729362e+00,   1.15384436e+00],\n",
-      "          ..., \n",
-      "          [  4.48032796e-01,   8.43114793e-01,   1.35286760e+00, ...,\n",
-      "             1.05985534e+00,   8.60437751e-01,   7.31322527e-01],\n",
-      "          [  2.96378434e-01,   5.30777097e-01,   9.67897177e-01, ...,\n",
-      "             8.43495727e-01,   9.33668733e-01,   8.95409226e-01],\n",
-      "          [  2.38872901e-01,   3.03581536e-01,   6.27141714e-01, ...,\n",
-      "             9.94466245e-01,   1.16306996e+00,   1.17462325e+00]],\n",
-      "\n",
-      "         [[ -1.04321814e+00,  -1.13872457e+00,  -1.29158390e+00, ...,\n",
-      "             2.14052701e+00,   2.16622472e+00,   2.10329866e+00],\n",
-      "          [ -1.03873563e+00,  -1.13872457e+00,  -1.29158390e+00, ...,\n",
-      "             1.99566340e+00,   2.05500937e+00,   2.03935909e+00],\n",
-      "          [ -1.03873563e+00,  -1.15498269e+00,  -1.32651925e+00, ...,\n",
-      "             2.04644156e+00,   1.92167926e+00,   1.79549170e+00],\n",
-      "          ..., \n",
-      "          [  2.27166367e+00,   2.19425249e+00,   2.21647716e+00, ...,\n",
-      "             2.80375957e+00,   2.82876778e+00,   2.83943558e+00],\n",
-      "          [  2.57187414e+00,   2.41112661e+00,   2.35828209e+00, ...,\n",
-      "             2.55466223e+00,   2.86218905e+00,   3.09369564e+00],\n",
-      "          [  2.91774607e+00,   2.68193960e+00,   2.54806995e+00, ...,\n",
-      "             2.79909039e+00,   3.17078018e+00,   3.45153379e+00]],\n",
-      "\n",
-      "         [[ -2.88207674e+00,  -2.55721545e+00,  -2.25927019e+00, ...,\n",
-      "             4.58891773e+00,   4.31613922e+00,   4.18711710e+00],\n",
-      "          [ -2.65288687e+00,  -2.32063580e+00,  -2.00750184e+00, ...,\n",
-      "             4.68300819e+00,   4.52186823e+00,   4.48989773e+00],\n",
-      "          [ -2.45081854e+00,  -2.14521217e+00,  -1.82637239e+00, ...,\n",
-      "             4.89786291e+00,   4.75678539e+00,   4.62357330e+00],\n",
-      "          ..., \n",
-      "          [  2.76950431e+00,   2.82437515e+00,   2.46033525e+00, ...,\n",
-      "             8.76838863e-01,   1.15364099e+00,   1.39463258e+00],\n",
-      "          [  2.60724854e+00,   2.74781513e+00,   2.46033525e+00, ...,\n",
-      "             1.02959263e+00,   1.29407513e+00,   1.66122794e+00],\n",
-      "          [  2.36413217e+00,   2.57017231e+00,   2.45247173e+00, ...,\n",
-      "             1.46844780e+00,   1.77236974e+00,   2.15402508e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[ -3.73594761e+00,  -3.50304008e+00,  -3.67106342e+00, ...,\n",
-      "             1.41726513e+01,   1.43135424e+01,   1.38801517e+01],\n",
-      "          [ -4.09725380e+00,  -3.81561756e+00,  -3.94116664e+00, ...,\n",
-      "             1.43186493e+01,   1.45275230e+01,   1.41364441e+01],\n",
-      "          [ -4.42113972e+00,  -4.27396250e+00,  -4.13090420e+00, ...,\n",
-      "             1.46252956e+01,   1.47050009e+01,   1.43285465e+01],\n",
-      "          ..., \n",
-      "          [ -7.20472670e+00,  -7.29400349e+00,  -7.38131237e+00, ...,\n",
-      "             3.47828656e-01,   1.65219441e-01,  -2.40492493e-01],\n",
-      "          [ -6.93264341e+00,  -7.14615059e+00,  -7.24794102e+00, ...,\n",
-      "            -1.13697819e-01,  -1.34754360e-01,  -4.39818561e-01],\n",
-      "          [ -6.66070747e+00,  -6.91331291e+00,  -7.08619547e+00, ...,\n",
-      "            -2.51857221e-01,  -2.41838425e-01,  -4.40469503e-01]],\n",
-      "\n",
-      "         [[ -3.97784710e+00,  -3.73397636e+00,  -3.93254375e+00, ...,\n",
-      "             1.52499104e+01,   1.54094095e+01,   1.48552284e+01],\n",
-      "          [ -4.36575890e+00,  -4.07374001e+00,  -4.22941971e+00, ...,\n",
-      "             1.54187450e+01,   1.56561203e+01,   1.51587362e+01],\n",
-      "          [ -4.71501446e+00,  -4.55995131e+00,  -4.40883970e+00, ...,\n",
-      "             1.57556257e+01,   1.58528128e+01,   1.54190788e+01],\n",
-      "          ..., \n",
-      "          [ -8.41838837e+00,  -8.55792522e+00,  -8.67431068e+00, ...,\n",
-      "             1.15139818e+00,   1.03190470e+00,   8.31336379e-01],\n",
-      "          [ -8.20073032e+00,  -8.38279533e+00,  -8.49158859e+00, ...,\n",
-      "             3.32538992e-01,   3.17922354e-01,  -1.16478205e-02],\n",
-      "          [ -7.99806070e+00,  -8.19828033e+00,  -8.33390808e+00, ...,\n",
-      "            -2.91323125e-01,  -2.51790524e-01,  -5.72450638e-01]],\n",
-      "\n",
-      "         [[ -4.04526138e+00,  -3.78440523e+00,  -3.97974300e+00, ...,\n",
-      "             1.55826740e+01,   1.57249794e+01,   1.51414843e+01],\n",
-      "          [ -4.43983459e+00,  -4.13714600e+00,  -4.29661179e+00, ...,\n",
-      "             1.57641850e+01,   1.59782104e+01,   1.54555922e+01],\n",
-      "          [ -4.79713154e+00,  -4.64366436e+00,  -4.49571133e+00, ...,\n",
-      "             1.60927620e+01,   1.61859169e+01,   1.57390690e+01],\n",
-      "          ..., \n",
-      "          [ -8.87353134e+00,  -9.02690887e+00,  -9.14475822e+00, ...,\n",
-      "             1.82087183e+00,   1.80469859e+00,   1.78567433e+00],\n",
-      "          [ -8.65921497e+00,  -8.81290245e+00,  -8.95257378e+00, ...,\n",
-      "             7.62377501e-01,   7.28231013e-01,   6.03323460e-01],\n",
-      "          [ -8.46440125e+00,  -8.63087082e+00,  -8.78449821e+00, ...,\n",
-      "            -1.20899573e-01,  -2.24864155e-01,  -4.26584661e-01]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[ -8.45693207e+00,  -7.93043518e+00,  -7.26698875e+00, ...,\n",
-      "             1.75908279e+00,   1.86125624e+00,   1.85889721e+00],\n",
-      "          [ -8.32106781e+00,  -7.76331234e+00,  -7.05880260e+00, ...,\n",
-      "             1.83002365e+00,   1.90566242e+00,   1.88993406e+00],\n",
-      "          [ -7.97856951e+00,  -7.39960241e+00,  -6.65840721e+00, ...,\n",
-      "             1.92109692e+00,   1.92716479e+00,   1.87957013e+00],\n",
-      "          ..., \n",
-      "          [  4.71078682e+00,   4.62414360e+00,   4.58372402e+00, ...,\n",
-      "            -3.54835153e-01,  -5.29606760e-01,  -6.53966546e-01],\n",
-      "          [  4.47055387e+00,   4.52089977e+00,   4.63560009e+00, ...,\n",
-      "            -4.98013735e-01,  -6.62831604e-01,  -7.68797278e-01],\n",
-      "          [  4.09772873e+00,   4.35771179e+00,   4.59780836e+00, ...,\n",
-      "            -7.32545733e-01,  -8.22697759e-01,  -8.69039416e-01]],\n",
-      "\n",
-      "         [[ -6.42413616e+00,  -6.49594021e+00,  -6.49489880e+00, ...,\n",
-      "             5.58424234e-01,   4.91987348e-01,   5.25824547e-01],\n",
-      "          [ -6.38032484e+00,  -6.39396000e+00,  -6.32810783e+00, ...,\n",
-      "             6.89442039e-01,   5.71624517e-01,   5.98993719e-01],\n",
-      "          [ -6.20379829e+00,  -6.10640144e+00,  -5.96844769e+00, ...,\n",
-      "             6.57237113e-01,   6.78999066e-01,   6.68635368e-01],\n",
-      "          ..., \n",
-      "          [  2.52677560e+00,   2.45969963e+00,   2.41497612e+00, ...,\n",
-      "             3.30936503e+00,   3.26477385e+00,   3.13292956e+00],\n",
-      "          [  2.52444410e+00,   2.50602508e+00,   2.29603934e+00, ...,\n",
-      "             3.43432665e+00,   3.29281235e+00,   2.95141244e+00],\n",
-      "          [  2.48156929e+00,   2.54215574e+00,   2.37457013e+00, ...,\n",
-      "             3.36430597e+00,   3.12525606e+00,   2.69656277e+00]],\n",
-      "\n",
-      "         [[  1.87188268e+00,   1.92960453e+00,   1.83982468e+00, ...,\n",
-      "             9.25728202e-01,   8.46050620e-01,   1.02219939e+00],\n",
-      "          [  2.48711061e+00,   2.50367999e+00,   2.29219055e+00, ...,\n",
-      "             8.03253293e-01,   7.36071110e-01,   9.80711222e-01],\n",
-      "          [  2.95994115e+00,   2.85415173e+00,   2.54637671e+00, ...,\n",
-      "             4.86222267e-01,   6.95815027e-01,   9.46642160e-01],\n",
-      "          ..., \n",
-      "          [ -3.10164404e+00,  -2.63789296e+00,  -2.24287653e+00, ...,\n",
-      "             6.09690952e+00,   6.20351315e+00,   6.08120728e+00],\n",
-      "          [ -3.16335821e+00,  -2.55257320e+00,  -2.81568050e+00, ...,\n",
-      "             6.40517426e+00,   6.18066454e+00,   5.70030975e+00],\n",
-      "          [ -3.13543844e+00,  -2.79039025e+00,  -3.15768003e+00, ...,\n",
-      "             6.43262386e+00,   5.89473248e+00,   5.19659710e+00]]],\n",
-      "\n",
-      "\n",
-      "        [[[ -3.50750446e+00,  -3.44075346e+00,  -3.46759009e+00, ...,\n",
-      "             1.47713890e+01,   1.47273769e+01,   1.47316494e+01],\n",
-      "          [ -3.51451540e+00,  -3.42648220e+00,  -3.35757923e+00, ...,\n",
-      "             1.48222713e+01,   1.47783079e+01,   1.48305731e+01],\n",
-      "          [ -3.53575659e+00,  -3.43943644e+00,  -3.31646490e+00, ...,\n",
-      "             1.49052982e+01,   1.48897915e+01,   1.49198074e+01],\n",
-      "          ..., \n",
-      "          [ -5.45849228e+00,  -5.52409077e+00,  -5.66277599e+00, ...,\n",
-      "            -1.57688379e+00,  -1.51262355e+00,  -1.39672768e+00],\n",
-      "          [ -5.16496181e+00,  -5.21985149e+00,  -5.32568550e+00, ...,\n",
-      "            -1.46319008e+00,  -1.64403272e+00,  -2.01580477e+00],\n",
-      "          [ -4.89243984e+00,  -4.92989922e+00,  -5.03513718e+00, ...,\n",
-      "            -1.68941307e+00,  -2.01199627e+00,  -2.54890323e+00]],\n",
-      "\n",
-      "         [[ -3.69943452e+00,  -3.63869548e+00,  -3.64270878e+00, ...,\n",
-      "             1.59962626e+01,   1.59472618e+01,   1.59274635e+01],\n",
-      "          [ -3.76565552e+00,  -3.64393616e+00,  -3.58757019e+00, ...,\n",
-      "             1.60673485e+01,   1.60222797e+01,   1.60559044e+01],\n",
-      "          [ -3.84633684e+00,  -3.70489264e+00,  -3.60301065e+00, ...,\n",
-      "             1.61657410e+01,   1.61488457e+01,   1.61677399e+01],\n",
-      "          ..., \n",
-      "          [ -8.01007080e+00,  -8.22672844e+00,  -8.52285290e+00, ...,\n",
-      "            -1.93737304e+00,  -1.88010979e+00,  -1.79948640e+00],\n",
-      "          [ -7.73034954e+00,  -7.87918997e+00,  -8.16211891e+00, ...,\n",
-      "            -2.11607838e+00,  -2.28971672e+00,  -2.49608088e+00],\n",
-      "          [ -7.49456263e+00,  -7.56149197e+00,  -7.78282022e+00, ...,\n",
-      "            -2.44862199e+00,  -2.75244474e+00,  -3.09732962e+00]],\n",
-      "\n",
-      "         [[ -3.76517296e+00,  -3.70143843e+00,  -3.70695591e+00, ...,\n",
-      "             1.63923168e+01,   1.63645420e+01,   1.63242378e+01],\n",
-      "          [ -3.87168980e+00,  -3.75132322e+00,  -3.70263624e+00, ...,\n",
-      "             1.64885559e+01,   1.64551468e+01,   1.64695854e+01],\n",
-      "          [ -3.99197960e+00,  -3.85480452e+00,  -3.74751663e+00, ...,\n",
-      "             1.66009407e+01,   1.65875168e+01,   1.65899773e+01],\n",
-      "          ..., \n",
-      "          [ -9.51207733e+00,  -9.77521324e+00,  -1.01638403e+01, ...,\n",
-      "            -2.02934432e+00,  -2.02456951e+00,  -1.98549008e+00],\n",
-      "          [ -9.24216270e+00,  -9.38251495e+00,  -9.77246475e+00, ...,\n",
-      "            -2.10193253e+00,  -2.49082375e+00,  -2.51459169e+00],\n",
-      "          [ -9.03394222e+00,  -9.07206535e+00,  -9.37853050e+00, ...,\n",
-      "            -2.37823510e+00,  -2.83549023e+00,  -2.94729185e+00]],\n",
-      "\n",
-      "         ..., \n",
-      "         [[  5.00873685e-01,   8.16751242e-01,   8.80195498e-01, ...,\n",
-      "             1.01939464e+00,   8.54551196e-01,   7.80392528e-01],\n",
-      "          [  1.00851917e+00,   1.25213504e+00,   1.18703055e+00, ...,\n",
-      "             1.01555789e+00,   7.89382756e-01,   6.27575636e-01],\n",
-      "          [  1.29353237e+00,   1.36428571e+00,   1.35407090e+00, ...,\n",
-      "             9.39319670e-01,   7.21557081e-01,   4.55743194e-01],\n",
-      "          ..., \n",
-      "          [ -2.14654875e+00,  -2.50013041e+00,  -2.62583971e+00, ...,\n",
-      "            -1.63848329e+00,  -1.64077044e+00,  -1.60918188e+00],\n",
-      "          [ -1.83789921e+00,  -2.17441869e+00,  -2.58805847e+00, ...,\n",
-      "            -1.71689475e+00,  -1.68172336e+00,  -1.51550317e+00],\n",
-      "          [ -1.47026539e+00,  -1.87063956e+00,  -2.39304495e+00, ...,\n",
-      "            -1.65813839e+00,  -1.60408700e+00,  -1.46400416e+00]],\n",
-      "\n",
-      "         [[ -3.47286224e+00,  -3.15985298e+00,  -2.79871821e+00, ...,\n",
-      "            -2.94004679e+00,  -3.00096297e+00,  -2.94233465e+00],\n",
-      "          [ -3.08974123e+00,  -2.78885221e+00,  -2.49293041e+00, ...,\n",
-      "            -2.89323282e+00,  -2.97111106e+00,  -2.89813137e+00],\n",
-      "          [ -2.71363282e+00,  -2.55549860e+00,  -2.44342470e+00, ...,\n",
-      "            -2.70603848e+00,  -2.81884575e+00,  -2.79884434e+00],\n",
-      "          ..., \n",
-      "          [ -8.12417805e-01,  -8.07554841e-01,  -5.59995055e-01, ...,\n",
-      "             6.75031841e-02,   3.36264044e-01,   7.48248756e-01],\n",
-      "          [ -9.84394670e-01,  -9.71950948e-01,  -6.77120149e-01, ...,\n",
-      "             1.92440644e-01,   5.18912435e-01,   1.07115340e+00],\n",
-      "          [ -1.07788575e+00,  -1.11254215e+00,  -8.92307281e-01, ...,\n",
-      "             4.44304466e-01,   7.77575135e-01,   1.33228254e+00]],\n",
-      "\n",
-      "         [[ -2.79232836e+00,  -3.14936018e+00,  -3.44167757e+00, ...,\n",
-      "            -3.45367074e+00,  -3.25630903e+00,  -2.92529821e+00],\n",
-      "          [ -3.45243359e+00,  -3.76353979e+00,  -3.75694871e+00, ...,\n",
-      "            -3.50223970e+00,  -3.33762074e+00,  -3.04849815e+00],\n",
-      "          [ -3.89695740e+00,  -3.95739555e+00,  -3.60543776e+00, ...,\n",
-      "            -3.43813562e+00,  -3.35425425e+00,  -3.20281172e+00],\n",
-      "          ..., \n",
-      "          [  7.40283203e+00,   7.20414543e+00,   6.52207088e+00, ...,\n",
-      "             1.84865189e+00,   2.11516190e+00,   2.55798650e+00],\n",
-      "          [  7.41339970e+00,   7.54813957e+00,   6.89162397e+00, ...,\n",
-      "             2.34649587e+00,   2.63700438e+00,   3.08305454e+00],\n",
-      "          [  7.47407818e+00,   7.66611195e+00,   7.25173664e+00, ...,\n",
-      "             2.94288540e+00,   3.25393677e+00,   3.61156750e+00]]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "  * u_v          (u_v) <U1 u'u' u'v'\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: earth rotated u,v\n",
-      "    units: m s-1\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'height' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>\n",
-      "array([[[[    30.51792145,     30.57023048,     30.65082169, ...,\n",
-      "              30.41054153,     30.39932442,     30.40038109],\n",
-      "         [    30.50630379,     30.51225471,     30.52232742, ...,\n",
-      "              30.41658592,     30.40223885,     30.4094429 ],\n",
-      "         [    30.50622177,     30.49936295,     30.49457741, ...,\n",
-      "              30.42688942,     30.41205597,     30.43368912],\n",
-      "         ..., \n",
-      "         [    30.51556969,     30.50427437,     30.49253654, ...,\n",
-      "              52.37903595,     53.32913971,     53.99845505],\n",
-      "         [    30.51302528,     30.50189209,     30.49112892, ...,\n",
-      "              52.25369263,     53.12332535,     53.58916473],\n",
-      "         [    30.51758575,     30.50270653,     30.48904037, ...,\n",
-      "              52.46278   ,     53.18763733,     53.43733978]],\n",
-      "\n",
-      "        [[   104.80344391,    104.84422302,    104.91194916, ...,\n",
-      "             104.40445709,    104.36649323,    104.34407806],\n",
-      "         [   104.81176758,    104.80885315,    104.80886841, ...,\n",
-      "             104.42997742,    104.38845062,    104.37089539],\n",
-      "         [   104.83124542,    104.81797791,    104.80569458, ...,\n",
-      "             104.46004486,    104.41764832,    104.4132309 ],\n",
-      "         ..., \n",
-      "         [   104.76138306,    104.72349548,    104.68431091, ...,\n",
-      "             125.92333984,    126.85829926,    127.51709747],\n",
-      "         [   104.75358582,    104.71760559,    104.68196869, ...,\n",
-      "             125.81452179,    126.66984558,    127.12548828],\n",
-      "         [   104.74899292,    104.71079254,    104.67384338, ...,\n",
-      "             126.03825378,    126.74980927,    126.98945618]],\n",
-      "\n",
-      "        [[   205.99009705,    206.0304718 ,    206.09658813, ...,\n",
-      "             205.11964417,    205.04534912,    204.99124146],\n",
-      "         [   206.02006531,    206.01828003,    206.01832581, ...,\n",
-      "             205.16439819,    205.08633423,    205.03575134],\n",
-      "         [   206.06080627,    206.0501709 ,    206.03915405, ...,\n",
-      "             205.21424866,    205.13517761,    205.09661865],\n",
-      "         ..., \n",
-      "         [   205.7416687 ,    205.67689514,    205.60778809, ...,\n",
-      "             226.29234314,    227.22383118,    227.87995911],\n",
-      "         [   205.72888184,    205.667099  ,    205.60542297, ...,\n",
-      "             226.20706177,    227.05923462,    227.51274109],\n",
-      "         [   205.71820068,    205.6555481 ,    205.59402466, ...,\n",
-      "             226.45239258,    227.16131592,    227.39926147]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 18305.08984375,  18304.453125  ,  18303.86523438, ...,\n",
-      "           18293.3359375 ,  18291.29882812,  18289.40039062],\n",
-      "         [ 18305.37304688,  18304.72265625,  18304.12109375, ...,\n",
-      "           18294.58007812,  18292.50390625,  18290.56445312],\n",
-      "         [ 18305.71289062,  18305.06054688,  18304.46289062, ...,\n",
-      "           18295.8046875 ,  18293.69335938,  18291.72265625],\n",
-      "         ..., \n",
-      "         [ 18365.13085938,  18364.8203125 ,  18364.54492188, ...,\n",
-      "           18358.82226562,  18358.15820312,  18357.51757812],\n",
-      "         [ 18365.63085938,  18365.26171875,  18364.9296875 , ...,\n",
-      "           18358.71679688,  18358.04492188,  18357.38085938],\n",
-      "         [ 18366.25      ,  18365.83398438,  18365.45117188, ...,\n",
-      "           18358.89648438,  18358.24023438,  18357.5703125 ]],\n",
-      "\n",
-      "        [[ 19256.34570312,  19255.52929688,  19254.79296875, ...,\n",
-      "           19251.984375  ,  19249.64648438,  19247.52734375],\n",
-      "         [ 19256.78515625,  19255.97265625,  19255.23828125, ...,\n",
-      "           19254.02929688,  19251.65820312,  19249.50195312],\n",
-      "         [ 19257.30273438,  19256.5       ,  19255.78710938, ...,\n",
-      "           19256.06835938,  19253.67382812,  19251.4921875 ],\n",
-      "         ..., \n",
-      "         [ 19334.15625   ,  19333.96289062,  19333.796875  , ...,\n",
-      "           19324.44140625,  19323.74804688,  19323.13476562],\n",
-      "         [ 19334.60742188,  19334.3515625 ,  19334.12304688, ...,\n",
-      "           19324.421875  ,  19323.71875   ,  19323.07421875],\n",
-      "         [ 19335.16601562,  19334.85742188,  19334.578125  , ...,\n",
-      "           19324.72460938,  19324.05859375,  19323.44726562]],\n",
-      "\n",
-      "        [[ 20227.66210938,  20226.79101562,  20226.02734375, ...,\n",
-      "           20235.43359375,  20233.109375  ,  20230.98242188],\n",
-      "         [ 20228.38867188,  20227.53710938,  20226.80078125, ...,\n",
-      "           20238.07617188,  20235.73046875,  20233.57226562],\n",
-      "         [ 20229.22070312,  20228.40039062,  20227.70117188, ...,\n",
-      "           20240.71875   ,  20238.35546875,  20236.17773438],\n",
-      "         ..., \n",
-      "         [ 20323.6796875 ,  20323.546875  ,  20323.42773438, ...,\n",
-      "           20312.46289062,  20311.546875  ,  20310.75585938],\n",
-      "         [ 20324.265625  ,  20324.07226562,  20323.89453125, ...,\n",
-      "           20312.37890625,  20311.49414062,  20310.73046875],\n",
-      "         [ 20324.94726562,  20324.70898438,  20324.48828125, ...,\n",
-      "           20312.59375   ,  20311.7734375 ,  20311.06835938]]],\n",
-      "\n",
-      "\n",
-      "       [[[    30.82236099,     30.94279861,     31.06064415, ...,\n",
-      "              30.39117241,     30.38370323,     30.37926865],\n",
-      "         [    30.57290649,     30.59576225,     30.62070274, ...,\n",
-      "              30.3882885 ,     30.38315582,     30.37553215],\n",
-      "         [    30.50501442,     30.50811386,     30.51073265, ...,\n",
-      "              30.38543892,     30.38124847,     30.37411308],\n",
-      "         ..., \n",
-      "         [    30.44392014,     30.44577789,     30.44516563, ...,\n",
-      "              54.27841949,     54.68300629,     54.38586807],\n",
-      "         [    30.44475746,     30.44693184,     30.44734955, ...,\n",
-      "              53.48132324,     53.48273468,     52.8421936 ],\n",
-      "         [    30.44715691,     30.44659996,     30.44777489, ...,\n",
-      "              52.88583374,     52.36062241,     51.25851059]],\n",
-      "\n",
-      "        [[   105.13817596,    105.26111603,    105.37287903, ...,\n",
-      "             104.41293335,    104.39250946,    104.37749481],\n",
-      "         [   104.88833618,    104.91876984,    104.94689178, ...,\n",
-      "             104.4079895 ,    104.38996887,    104.36450195],\n",
-      "         [   104.82497406,    104.83547211,    104.84268951, ...,\n",
-      "             104.39749146,    104.38272095,    104.3591156 ],\n",
-      "         ..., \n",
-      "         [   104.58731079,    104.59341431,    104.59281158, ...,\n",
-      "             127.58533478,    127.99617004,    127.7117691 ],\n",
-      "         [   104.59091187,    104.59799957,    104.59980774, ...,\n",
-      "             126.80027771,    126.80750275,    126.17880249],\n",
-      "         [   104.59669495,    104.59971619,    104.60423279, ...,\n",
-      "             126.21903992,    125.70001221,    124.60552216]],\n",
-      "\n",
-      "        [[   206.3412323 ,    206.46600342,    206.57836914, ...,\n",
-      "             205.20393372,    205.16648865,    205.13754272],\n",
-      "         [   206.10157776,    206.14195251,    206.17195129, ...,\n",
-      "             205.19615173,    205.16085815,    205.1113739 ],\n",
-      "         [   206.05070496,    206.07011414,    206.07962036, ...,\n",
-      "             205.17430115,    205.14503479,    205.09857178],\n",
-      "         ..., \n",
-      "         [   205.53260803,    205.54447937,    205.54415894, ...,\n",
-      "             227.74377441,    228.16149902,    227.89175415],\n",
-      "         [   205.54014587,    205.55444336,    205.55789185, ...,\n",
-      "             226.97691345,    226.99049377,    226.37567139],\n",
-      "         [   205.55047607,    205.55863953,    205.56759644, ...,\n",
-      "             226.41592407,    225.90431213,    224.81898499]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 18309.875     ,  18309.11523438,  18308.55078125, ...,\n",
-      "           18283.67773438,  18281.41796875,  18279.73242188],\n",
-      "         [ 18310.63867188,  18310.21484375,  18309.52148438, ...,\n",
-      "           18287.37890625,  18285.24414062,  18280.75      ],\n",
-      "         [ 18311.42382812,  18310.63867188,  18309.58789062, ...,\n",
-      "           18289.390625  ,  18287.09179688,  18281.9375    ],\n",
-      "         ..., \n",
-      "         [ 18353.79882812,  18355.609375  ,  18356.40039062, ...,\n",
-      "           18358.95898438,  18358.54492188,  18358.94140625],\n",
-      "         [ 18354.13476562,  18355.515625  ,  18356.6875    , ...,\n",
-      "           18359.64453125,  18359.2890625 ,  18359.45703125],\n",
-      "         [ 18354.68164062,  18355.44140625,  18356.34765625, ...,\n",
-      "           18360.58398438,  18360.10546875,  18359.96289062]],\n",
-      "\n",
-      "        [[ 19278.90429688,  19277.17578125,  19275.7109375 , ...,\n",
-      "           19243.23242188,  19240.3046875 ,  19238.40429688],\n",
-      "         [ 19278.9453125 ,  19277.65625   ,  19275.92382812, ...,\n",
-      "           19247.23242188,  19244.36328125,  19239.40820312],\n",
-      "         [ 19279.22265625,  19277.56445312,  19275.4140625 , ...,\n",
-      "           19249.77929688,  19246.51171875,  19240.77148438],\n",
-      "         ..., \n",
-      "         [ 19321.88671875,  19323.921875  ,  19324.9453125 , ...,\n",
-      "           19332.66210938,  19332.13671875,  19332.49414062],\n",
-      "         [ 19322.44726562,  19323.98242188,  19325.375     , ...,\n",
-      "           19333.26171875,  19332.91601562,  19333.01367188],\n",
-      "         [ 19323.42382812,  19324.12304688,  19325.1640625 , ...,\n",
-      "           19334.04882812,  19333.58984375,  19333.60351562]],\n",
-      "\n",
-      "        [[ 20258.91210938,  20256.31835938,  20253.80664062, ...,\n",
-      "           20219.9609375 ,  20216.52929688,  20214.06054688],\n",
-      "         [ 20258.19335938,  20256.08203125,  20253.33789062, ...,\n",
-      "           20224.10351562,  20220.56054688,  20214.97460938],\n",
-      "         [ 20257.98632812,  20255.52539062,  20252.40039062, ...,\n",
-      "           20226.78515625,  20222.69921875,  20216.40429688],\n",
-      "         ..., \n",
-      "         [ 20310.20703125,  20312.47070312,  20313.67382812, ...,\n",
-      "           20324.05664062,  20323.45507812,  20323.84570312],\n",
-      "         [ 20311.21875   ,  20312.97070312,  20314.50390625, ...,\n",
-      "           20324.64648438,  20324.31835938,  20324.43164062],\n",
-      "         [ 20312.79101562,  20313.59960938,  20314.68554688, ...,\n",
-      "           20325.44921875,  20325.01171875,  20325.1640625 ]]],\n",
-      "\n",
-      "\n",
-      "       [[[    30.49833298,     30.49901772,     30.51126862, ...,\n",
-      "              30.56918907,     30.44493866,     30.40229988],\n",
-      "         [    30.50135422,     30.50179863,     30.50606728, ...,\n",
-      "              30.85987473,     30.51312256,     30.40888405],\n",
-      "         [    30.5075264 ,     30.50720215,     30.50914955, ...,\n",
-      "              31.26061249,     30.59626007,     30.41302681],\n",
-      "         ..., \n",
-      "         [    30.43498993,     30.43489075,     30.43484688, ...,\n",
-      "              45.64345169,     48.99940109,     51.3324585 ],\n",
-      "         [    30.43698692,     30.43698692,     30.43623734, ...,\n",
-      "              45.58584976,     48.75775528,     51.03520203],\n",
-      "         [    30.44843102,     30.45343781,     30.45345306, ...,\n",
-      "              45.95347214,     48.92026138,     51.11729431]],\n",
-      "\n",
-      "        [[   104.80413818,    104.80628204,    104.81754303, ...,\n",
-      "             104.62055969,    104.49308777,    104.44671631],\n",
-      "         [   104.81424713,    104.81556702,    104.82022095, ...,\n",
-      "             104.92848969,    104.58480072,    104.47393036],\n",
-      "         [   104.82736206,    104.82748413,    104.83050537, ...,\n",
-      "             105.32911682,    104.67762756,    104.48827362],\n",
-      "         ..., \n",
-      "         [   104.56399536,    104.56317139,    104.56216431, ...,\n",
-      "             118.66918945,    122.02198792,    124.35258484],\n",
-      "         [   104.56494904,    104.5659256 ,    104.56454468, ...,\n",
-      "             118.6035614 ,    121.78496552,    124.06117249],\n",
-      "         [   104.56246185,    104.57472229,    104.57904816, ...,\n",
-      "             118.96259308,    121.94607544,    124.14465332]],\n",
-      "\n",
-      "        [[   205.99401855,    205.99664307,    206.00569153, ...,\n",
-      "             205.44473267,    205.311203  ,    205.26063538],\n",
-      "         [   206.01231384,    206.01361084,    206.01818848, ...,\n",
-      "             205.77264404,    205.43487549,    205.31495667],\n",
-      "         [   206.03393555,    206.03359985,    206.03778076, ...,\n",
-      "             206.17623901,    205.54125977,    205.34303284],\n",
-      "         ..., \n",
-      "         [   205.49514771,    205.493927  ,    205.49031067, ...,\n",
-      "             218.48675537,    221.84326172,    224.17324829],\n",
-      "         [   205.48657227,    205.49072266,    205.49009705, ...,\n",
-      "             218.42825317,    221.61836243,    223.89578247],\n",
-      "         [   205.46279907,    205.48616028,    205.49736023, ...,\n",
-      "             218.7829895 ,    221.79136658,    224.00546265]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 18313.42382812,  18313.28320312,  18313.203125  , ...,\n",
-      "           18294.7578125 ,  18293.81054688,  18293.07421875],\n",
-      "         [ 18314.5546875 ,  18314.51757812,  18314.53710938, ...,\n",
-      "           18296.35742188,  18295.10351562,  18293.70898438],\n",
-      "         [ 18315.80859375,  18315.9453125 ,  18316.16015625, ...,\n",
-      "           18297.77929688,  18296.43554688,  18294.79101562],\n",
-      "         ..., \n",
-      "         [ 18372.61328125,  18372.13867188,  18370.93164062, ...,\n",
-      "           18376.13867188,  18375.35546875,  18374.55273438],\n",
-      "         [ 18373.79492188,  18373.79492188,  18372.96289062, ...,\n",
-      "           18374.85546875,  18374.55078125,  18374.15234375],\n",
-      "         [ 18374.63671875,  18375.13671875,  18374.82421875, ...,\n",
-      "           18373.76953125,  18373.75585938,  18373.80078125]],\n",
-      "\n",
-      "        [[ 19281.453125  ,  19281.30078125,  19281.15429688, ...,\n",
-      "           19269.66601562,  19271.40820312,  19272.45703125],\n",
-      "         [ 19282.65429688,  19282.57421875,  19282.44140625, ...,\n",
-      "           19269.00390625,  19270.54882812,  19271.65820312],\n",
-      "         [ 19284.08398438,  19284.14257812,  19284.14257812, ...,\n",
-      "           19268.09960938,  19269.73828125,  19270.93164062],\n",
-      "         ..., \n",
-      "         [ 19348.47265625,  19347.9609375 ,  19346.6484375 , ...,\n",
-      "           19339.05078125,  19338.28320312,  19337.47851562],\n",
-      "         [ 19349.38085938,  19349.38085938,  19348.48046875, ...,\n",
-      "           19338.76953125,  19338.50976562,  19338.25585938],\n",
-      "         [ 19349.7734375 ,  19350.46679688,  19350.18945312, ...,\n",
-      "           19338.94140625,  19338.92773438,  19339.36523438]],\n",
-      "\n",
-      "        [[ 20262.23828125,  20262.34570312,  20262.38671875, ...,\n",
-      "           20258.9765625 ,  20262.90429688,  20265.4453125 ],\n",
-      "         [ 20263.1171875 ,  20263.15625   ,  20263.03515625, ...,\n",
-      "           20256.69921875,  20260.50390625,  20263.38867188],\n",
-      "         [ 20264.09960938,  20264.13671875,  20264.01953125, ...,\n",
-      "           20254.24609375,  20258.27148438,  20261.5078125 ],\n",
-      "         ..., \n",
-      "         [ 20339.89453125,  20339.33984375,  20337.82421875, ...,\n",
-      "           20320.25585938,  20319.39257812,  20318.43945312],\n",
-      "         [ 20340.58203125,  20340.58203125,  20339.484375  , ...,\n",
-      "           20320.77148438,  20320.41210938,  20320.07226562],\n",
-      "         [ 20340.58203125,  20341.47265625,  20341.0625    , ...,\n",
-      "           20321.80078125,  20321.640625  ,  20322.1484375 ]]],\n",
-      "\n",
-      "\n",
-      "       ..., \n",
-      "       [[[    30.27348328,     30.27553558,     30.27840424, ...,\n",
-      "              40.33335495,     52.12269974,     67.89800262],\n",
-      "         [    30.27947998,     30.2809124 ,     30.2809124 , ...,\n",
-      "              35.26011276,     43.76580811,     56.41402817],\n",
-      "         [    30.2882061 ,     30.29006767,     30.28804779, ...,\n",
-      "              31.82279205,     37.01073074,     45.78000641],\n",
-      "         ..., \n",
-      "         [    31.93472099,     32.13763809,     32.40123367, ...,\n",
-      "              34.11452103,     32.86714554,     31.93585014],\n",
-      "         [    32.75911713,     33.01174164,     33.40290451, ...,\n",
-      "              37.48937607,     35.81254196,     34.46448135],\n",
-      "         [    33.9200325 ,     34.18772888,     34.7158699 , ...,\n",
-      "              42.24575806,     40.12382126,     38.39568329]],\n",
-      "\n",
-      "        [[   104.01583862,    104.02278137,    104.03253174, ...,\n",
-      "             113.98361969,    125.79640198,    141.59155273],\n",
-      "         [   104.03623199,    104.04109192,    104.04099274, ...,\n",
-      "             108.95590973,    117.49703979,    130.17524719],\n",
-      "         [   104.06594086,    104.07236481,    104.06526184, ...,\n",
-      "             105.55684662,    110.79141235,    119.60081482],\n",
-      "         ..., \n",
-      "         [   106.00559235,    106.21472931,    106.48416901, ...,\n",
-      "             108.26148224,    107.0268631 ,    106.10587311],\n",
-      "         [   106.8186264 ,    107.07913971,    107.47782898, ...,\n",
-      "             111.67610168,    110.01013184,    108.67211151],\n",
-      "         [   107.97737122,    108.24928284,    108.78395844, ...,\n",
-      "             116.42751312,    114.31361389,    112.59117889]],\n",
-      "\n",
-      "        [[   204.43315125,    204.44657898,    204.46502686, ...,\n",
-      "             214.26231384,    226.1038208 ,    241.91600037],\n",
-      "         [   204.47291565,    204.4823761 ,    204.4818573 , ...,\n",
-      "             209.29629517,    217.88427734,    230.59809875],\n",
-      "         [   204.53070068,    204.54336548,    204.52911377, ...,\n",
-      "             205.94824219,    211.24658203,    220.1078186 ],\n",
-      "         ..., \n",
-      "         [   206.82551575,    207.04328918,    207.3210907 , ...,\n",
-      "             209.18644714,    207.96914673,    207.06297302],\n",
-      "         [   207.62451172,    207.89573669,    208.30477905, ...,\n",
-      "             212.65419006,    211.00350952,    209.68035889],\n",
-      "         [   208.78034973,    209.05873108,    209.60232544, ...,\n",
-      "             217.39425659,    215.29115295,    213.57841492]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 18348.19921875,  18348.30859375,  18347.9453125 , ...,\n",
-      "           18333.4375    ,  18336.25      ,  18339.57226562],\n",
-      "         [ 18349.59375   ,  18349.44335938,  18348.75585938, ...,\n",
-      "           18332.21484375,  18334.18554688,  18337.14257812],\n",
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-      "           18331.3671875 ,  18332.81054688,  18335.19921875],\n",
-      "         ..., \n",
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-      "           18376.58007812,  18374.65234375,  18372.8515625 ],\n",
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-      "           18376.84765625,  18375.47070312,  18374.87695312],\n",
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-      "           18378.1328125 ,  18376.63085938,  18376.79296875]],\n",
-      "\n",
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-      "           19286.72070312,  19289.50195312,  19292.4296875 ],\n",
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-      "           19285.9375    ,  19288.07226562,  19290.63085938],\n",
-      "         [ 19294.04882812,  19293.71679688,  19293.23046875, ...,\n",
-      "           19285.4765625 ,  19287.24023438,  19289.4765625 ],\n",
-      "         ..., \n",
-      "         [ 19355.94726562,  19357.44140625,  19359.25976562, ...,\n",
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-      "         [ 19355.8515625 ,  19356.83984375,  19357.86328125, ...,\n",
-      "           19349.7890625 ,  19349.49609375,  19350.06054688]],\n",
-      "\n",
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-      "           20259.125     ,  20261.48046875,  20263.625     ],\n",
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-      "           20258.93359375,  20260.99804688,  20263.00585938],\n",
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-      "           20258.98046875,  20260.9375    ,  20262.95117188],\n",
-      "         ..., \n",
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-      "           20331.8125    ,  20331.94726562,  20332.66992188],\n",
-      "         [ 20346.65625   ,  20348.00195312,  20349.05859375, ...,\n",
-      "           20334.00195312,  20334.921875  ,  20336.46875   ]]],\n",
-      "\n",
-      "\n",
-      "       [[[    30.33296967,     30.33389854,     30.33949471, ...,\n",
-      "              30.36270332,     30.28740311,     30.65154648],\n",
-      "         [    30.33304024,     30.32992935,     30.33310318, ...,\n",
-      "              30.40315628,     30.28993034,     30.30141449],\n",
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-      "              30.43449783,     30.35121727,     30.30562782],\n",
-      "         ..., \n",
-      "         [    35.66975403,     35.4658165 ,     35.66301346, ...,\n",
-      "              54.89898682,     53.67364883,     51.41919708],\n",
-      "         [    38.19081497,     37.58710098,     37.58695984, ...,\n",
-      "              62.8745575 ,     61.6835022 ,     59.17061996],\n",
-      "         [    41.52681732,     40.40083694,     40.02215958, ...,\n",
-      "              71.12290192,     70.12460327,     67.55715942]],\n",
-      "\n",
-      "        [[   104.22184753,    104.22492981,    104.24398804, ...,\n",
-      "             104.09529114,    104.05252075,    104.43878937],\n",
-      "         [   104.22207642,    104.21179199,    104.22219849, ...,\n",
-      "             104.13233185,    104.06156158,    104.10092926],\n",
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-      "             104.16627502,    104.12866974,    104.11508179],\n",
-      "         ..., \n",
-      "         [   110.02780151,    109.83029938,    110.0273056 , ...,\n",
-      "             129.02407837,    127.78770447,    125.50722504],\n",
-      "         [   112.54528046,    111.94962311,    111.94903564, ...,\n",
-      "             136.88775635,    135.70146179,    133.16928101],\n",
-      "         [   115.87368774,    114.75650024,    114.3816452 , ...,\n",
-      "             145.02597046,    144.04673767,    141.49331665]],\n",
-      "\n",
-      "        [[   204.84022522,    204.84597778,    204.88435364, ...,\n",
-      "             204.48152161,    204.48217773,    204.89901733],\n",
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-      "             204.51307678,    204.49952698,    204.57727051],\n",
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-      "             204.55001831,    204.57342529,    204.60449219],\n",
-      "         ..., \n",
-      "         [   211.2587738 ,    211.07232666,    211.26965332, ...,\n",
-      "             229.9513855 ,    228.7003479 ,    226.38838196],\n",
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-      "             237.66514587,    236.485672  ,    233.93334961],\n",
-      "         [   217.08879089,    215.98356628,    215.61445618, ...,\n",
-      "             245.65786743,    244.70246887,    242.17379761]],\n",
-      "\n",
-      "        ..., \n",
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-      "           18331.41796875,  18332.27539062,  18333.09960938],\n",
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-      "           18332.8046875 ,  18333.3515625 ,  18333.98242188],\n",
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-      "         ..., \n",
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-      "           18398.17773438,  18397.46289062,  18396.28125   ],\n",
-      "         [ 18391.93945312,  18391.37890625,  18391.94335938, ...,\n",
-      "           18399.265625  ,  18398.64453125,  18397.35546875],\n",
-      "         [ 18392.96484375,  18393.49414062,  18394.35546875, ...,\n",
-      "           18399.69335938,  18399.5859375 ,  18398.765625  ]],\n",
-      "\n",
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-      "           19294.51953125,  19294.73632812,  19294.46875   ],\n",
-      "         [ 19283.78320312,  19283.94335938,  19283.67578125, ...,\n",
-      "           19296.76367188,  19296.46484375,  19296.25390625],\n",
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-      "           19297.28125   ,  19297.37695312,  19297.71484375],\n",
-      "         ..., \n",
-      "         [ 19344.05078125,  19345.15625   ,  19347.00195312, ...,\n",
-      "           19367.3984375 ,  19367.63085938,  19367.8125    ],\n",
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-      "           19368.34765625,  19368.4296875 ,  19367.78125   ],\n",
-      "         [ 19344.6171875 ,  19345.48828125,  19347.41796875, ...,\n",
-      "           19367.96875   ,  19368.078125  ,  19367.67773438]],\n",
-      "\n",
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-      "           20273.24414062,  20272.84570312,  20271.546875  ],\n",
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-      "           20277.20898438,  20276.671875  ,  20276.10546875],\n",
-      "         ..., \n",
-      "         [ 20312.97460938,  20315.4375    ,  20318.77539062, ...,\n",
-      "           20348.48242188,  20349.51367188,  20350.77148438],\n",
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-      "           20348.59179688,  20348.88476562,  20348.86132812]]],\n",
-      "\n",
-      "\n",
-      "       [[[    30.33017159,     30.32867622,     30.32679749, ...,\n",
-      "              30.38306046,     30.389925  ,     30.42850304],\n",
-      "         [    30.33132935,     30.32859802,     30.32601929, ...,\n",
-      "              30.34807587,     30.34904289,     30.40293503],\n",
-      "         [    30.33217621,     30.32905006,     30.32655334, ...,\n",
-      "              30.34655762,     30.34831429,     30.3780117 ],\n",
-      "         ..., \n",
-      "         [    51.63708496,     50.26914978,     48.25671387, ...,\n",
-      "              75.01747131,     77.63095093,     79.20707703],\n",
-      "         [    58.17588425,     56.70220566,     54.43024063, ...,\n",
-      "              78.25698853,     81.29099274,     83.68612671],\n",
-      "         [    65.1880188 ,     63.80091858,     61.56138229, ...,\n",
-      "              78.2519455 ,     81.28948212,     83.68144989]],\n",
-      "\n",
-      "        [[   104.21381378,    104.20774841,    104.20027161, ...,\n",
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-      "             104.26566315,    104.26965332,    104.31887054],\n",
-      "         [   104.22001648,    104.21007538,    104.20103455, ...,\n",
-      "             104.26051331,    104.26709747,    104.29440308],\n",
-      "         ..., \n",
-      "         [   125.78676605,    124.41020203,    122.39025116, ...,\n",
-      "             148.7026825 ,    151.31155396,    152.88908386],\n",
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-      "             151.90837097,    154.93440247,    157.32627869],\n",
-      "         [   139.30847168,    137.91725159,    135.6738739 , ...,\n",
-      "             151.90325928,    154.93232727,    157.30580139]],\n",
-      "\n",
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-      "             204.94224548,    204.95437622,    204.972229  ],\n",
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-      "             204.90649414,    204.91543579,    204.95806885],\n",
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-      "             204.89596558,    204.91023254,    204.93409729],\n",
-      "         ..., \n",
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-      "             249.16271973,    251.76728821,    253.35176086],\n",
-      "         [   233.35597229,    231.87098694,    229.59158325, ...,\n",
-      "             252.33226013,    255.35067749,    257.74075317],\n",
-      "         [   240.33276367,    238.93795776,    236.69067383, ...,\n",
-      "             252.33283997,    255.32817078,    257.68395996]],\n",
-      "\n",
-      "        ..., \n",
-      "        [[ 18327.63671875,  18326.85742188,  18326.52148438, ...,\n",
-      "           18317.00390625,  18316.67773438,  18316.33203125],\n",
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-      "           18316.8828125 ,  18317.4765625 ,  18317.08398438],\n",
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-      "           18316.82421875,  18317.36328125,  18317.4296875 ],\n",
-      "         ..., \n",
-      "         [ 18378.38476562,  18378.08203125,  18377.78710938, ...,\n",
-      "           18401.0234375 ,  18401.2265625 ,  18401.59179688],\n",
-      "         [ 18379.7421875 ,  18379.11523438,  18378.99609375, ...,\n",
-      "           18402.34960938,  18402.81445312,  18403.34765625],\n",
-      "         [ 18381.17382812,  18380.24804688,  18379.75585938, ...,\n",
-      "           18401.75585938,  18402.75585938,  18403.81640625]],\n",
-      "\n",
-      "        [[ 19273.10351562,  19272.80664062,  19272.8046875 , ...,\n",
-      "           19276.40039062,  19276.6328125 ,  19276.00976562],\n",
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-      "           19276.14257812,  19277.64257812,  19277.99609375],\n",
-      "         ..., \n",
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-      "           19363.68359375,  19365.27929688,  19367.44140625],\n",
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-      "           19367.01953125,  19369.3828125 ,  19372.26757812]],\n",
-      "\n",
-      "        [[ 20248.91796875,  20248.97265625,  20248.97070312, ...,\n",
-      "           20255.54882812,  20256.45703125,  20255.63476562],\n",
-      "         [ 20249.12890625,  20249.8359375 ,  20249.4453125 , ...,\n",
-      "           20255.8671875 ,  20257.90820312,  20257.28515625],\n",
-      "         [ 20249.26367188,  20249.98242188,  20249.18554688, ...,\n",
-      "           20255.47851562,  20257.81054688,  20258.40234375],\n",
-      "         ..., \n",
-      "         [ 20330.36523438,  20330.78320312,  20331.08398438, ...,\n",
-      "           20338.24804688,  20340.83203125,  20344.21679688],\n",
-      "         [ 20331.41992188,  20332.1640625 ,  20332.88671875, ...,\n",
-      "           20341.40429688,  20344.12304688,  20347.40429688],\n",
-      "         [ 20332.15429688,  20333.02929688,  20333.87304688, ...,\n",
-      "           20344.0234375 ,  20346.98828125,  20350.5078125 ]]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * bottom_top   (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XYZ\n",
-      "    description: model height (MSL)\n",
-      "    units: m\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "<xarray.DataArray u'ctt' (Time: 9, south_north: 96, west_east: 96)>\n",
-      "array([[[ 30.28734779,  30.25170326,  30.2116642 , ...,  30.43941689,\n",
-      "          30.35033607,  30.26937294],\n",
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-      "          30.44616127,  30.35714149],\n",
-      "        [ 30.35683632,  30.3349247 ,  30.30584145, ...,  30.63564491,\n",
-      "          30.53905678,  30.44393349],\n",
-      "        ..., \n",
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-      "          27.66298866,  27.57006264],\n",
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-      "          27.73256874,  27.64241982],\n",
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-      "          27.80031776,  27.70995522]],\n",
-      "\n",
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-      "           6.64676285,   6.67825317],\n",
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-      "\n",
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-      "        ..., \n",
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-      "          21.65554619,  21.50787354],\n",
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-      "          21.13373375,  20.81536674]],\n",
-      "\n",
-      "       ..., \n",
-      "       [[ 28.64361   ,  28.65468788,  28.62862587, ...,   7.00876141,\n",
-      "           6.74073505,   6.70544767],\n",
-      "        [ 28.64177895,  28.63732338,  28.62298012, ...,   7.43968439,\n",
-      "           6.94054127,   7.2038517 ],\n",
-      "        [ 28.66106606,  28.66173744,  28.6413517 , ...,   9.21797752,\n",
-      "           8.2333622 ,   9.07994938],\n",
-      "        ..., \n",
-      "        [ 31.66417885,  31.67858315,  31.67806435, ...,  31.65303993,\n",
-      "          31.75106239,  31.80227089],\n",
-      "        [ 31.58568764,  31.60311317,  31.62148476, ...,  32.16616058,\n",
-      "          32.19054413,  32.21041107],\n",
-      "        [ 31.58263588,  31.6111393 ,  31.62984657, ...,  21.16931343,\n",
-      "          17.62268257,  16.70756149]],\n",
-      "\n",
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-      "          28.94683266,  29.12603188],\n",
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-      "          28.95098305,  29.14202309],\n",
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-      "          28.96074867,  29.15505409],\n",
-      "        ..., \n",
-      "        [ 33.25832367,  33.24514008,  33.23030853, ...,  14.0408783 ,\n",
-      "          12.95657158,  12.08239651],\n",
-      "        [ 33.27172089,  33.25063324,  33.22808075, ...,  12.5029068 ,\n",
-      "          11.96846199,  11.64200592],\n",
-      "        [ 33.28435516,  33.26958466,  33.23656464, ...,  11.6364212 ,\n",
-      "          11.47585678,  11.44334316]],\n",
-      "\n",
-      "       [[ 28.91610146,  28.90648842,  28.899683  , ...,  29.27883339,\n",
-      "          29.28582191,  29.25979042],\n",
-      "        [ 28.88836098,  28.88088417,  28.86983681, ...,  29.26934242,\n",
-      "          29.28530312,  29.27178383],\n",
-      "        [ 28.91903114,  23.74165535,  23.63720703, ...,  29.25695229,\n",
-      "          29.27611732,  29.27117348],\n",
-      "        ..., \n",
-      "        [ 31.70983315,  31.6944828 ,  31.66973305, ...,  16.75401115,\n",
-      "          18.18523979,  18.30009842],\n",
-      "        [ 31.65715981,  31.65786171,  31.64626503, ...,  16.42384148,\n",
-      "          17.80035019,  19.4046936 ],\n",
-      "        [ 31.5896244 ,  31.61464882,  31.59929848, ...,  16.28834343,\n",
-      "          17.62311363,  28.69741249]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XLONG        (Time, south_north, west_east) float32 -90.5741 -90.4841 ...\n",
-      "    XLAT         (Time, south_north, west_east) float32 21.302 21.302 21.302 ...\n",
-      "    XTIME        (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time         (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "  * south_north  (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...\n",
-      "  * west_east    (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...\n",
-      "    datetime     (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    MemoryOrder: XY\n",
-      "    description: cloud top temperature\n",
-      "    units: degC\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "wrf_vars = [\"avo\", \"eth\", \"cape_2d\", \"cape_3d\", \"ctt\", \"dbz\", \"mdbz\", \n",
     "            \"geopt\", \"helicity\", \"lat\", \"lon\", \"omg\", \"p\", \"pressure\", \n",
@@ -18940,140 +1108,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'pressure_cross' (file: 3, vertical: 100, idx: 127)>\n",
-      "array([[[          nan,           nan,           nan, ...,           nan,\n",
-      "                   nan,           nan],\n",
-      "        [ 980.74664307,  980.77416992,  980.79528809, ...,  986.93023682,\n",
-      "          986.90289307,  986.87811279],\n",
-      "        [ 958.53637695,  958.55133057,  958.58758545, ...,  964.4765625 ,\n",
-      "          964.44683838,  964.4230957 ],\n",
-      "        ..., \n",
-      "        [  57.70079041,   57.70930099,   57.72071075, ...,   58.59809113,\n",
-      "           58.5868988 ,   58.57575989],\n",
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-      "           54.62757492,   54.61482239]],\n",
-      "\n",
-      "       [[          nan,           nan,           nan, ...,           nan,\n",
-      "                   nan,           nan],\n",
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-      "          961.02697754,  961.23553467],\n",
-      "        ..., \n",
-      "        [  57.71975327,   57.71946335,   57.73896408, ...,   58.46494293,\n",
-      "           58.41485214,   58.38776016],\n",
-      "        [  55.71782684,   55.71284485,   55.73302841, ...,   56.49335098,\n",
-      "           56.44298172,   56.41420364],\n",
-      "        [          nan,           nan,           nan, ...,   54.52177811,\n",
-      "           54.47113037,   54.4406662 ]],\n",
-      "\n",
-      "       [[          nan,           nan,           nan, ...,           nan,\n",
-      "                   nan,           nan],\n",
-      "        [ 976.1730957 ,  976.10961914,  976.04351807, ...,  980.60638428,\n",
-      "          980.80114746,  980.99615479],\n",
-      "        [ 953.89752197,  953.84191895,  953.77593994, ...,  958.3024292 ,\n",
-      "          958.47937012,  958.65539551],\n",
-      "        ..., \n",
-      "        [  57.91437912,   57.90946198,   57.88705826, ...,   58.69552612,\n",
-      "           58.71183395,   58.72624588],\n",
-      "        [  55.94142532,   55.91307449,   55.88866806, ...,   56.69937134,\n",
-      "           56.71670151,   56.73094559],\n",
-      "        [          nan,           nan,           nan, ...,   54.70323563,\n",
-      "           54.72158813,   54.73566818]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XTIME     (file) float32 0.0 720.0 1440.0\n",
-      "  * file      (file) int64 0 1 2\n",
-      "    datetime  (file) datetime64[ns] 2005-08-28 2005-08-28T12:00:00 2005-08-29\n",
-      "    Time      int64 0\n",
-      "    xy_loc    (idx) object CoordPair(x=5.33333333333, y=0.0) ...\n",
-      "  * vertical  (vertical) float32 0.0 204.984 409.968 614.951 819.935 1024.92 ...\n",
-      "  * idx       (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    description: pressure\n",
-      "    units: hPa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "    _FillValue: 9.96920996839e+36\n",
-      "    missing_value: 9.96920996839e+36\n",
-      "    orientation: (5.33333333333, 0.0) to (89.1128608924, 94.2519685039) ; center=CoordPair(x=48.0, y=48.0) ; angle=40.0\n",
-      "\n",
-      "\n",
-      "<xarray.DataArray u'pressure_cross' (file: 3, vertical: 100, idx: 95)>\n",
-      "array([[[          nan,           nan,           nan, ...,           nan,\n",
-      "                   nan,           nan],\n",
-      "        [ 981.99780273,  982.01373291,  982.00976562, ...,  984.1293335 ,\n",
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-      "        ..., \n",
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-      "           58.24372482,   58.25061035],\n",
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-      "        ..., \n",
-      "        [  57.92559814,   57.87038803,   57.86621475, ...,   58.08515167,\n",
-      "           58.04118729,   58.01815033],\n",
-      "        [  55.89165497,   55.84772491,   55.84859085, ...,   56.09467316,\n",
-      "           56.05030823,   56.02840805],\n",
-      "        [          nan,           nan,           nan, ...,           nan,\n",
-      "                   nan,           nan]],\n",
-      "\n",
-      "       [[          nan,           nan,           nan, ...,           nan,\n",
-      "                   nan,           nan],\n",
-      "        [ 974.43347168,  974.26580811,  974.04626465, ...,  976.63537598,\n",
-      "          976.94836426,  977.28277588],\n",
-      "        [ 952.35394287,  952.18359375,  951.9786377 , ...,  954.41174316,\n",
-      "          954.69708252,  955.0223999 ],\n",
-      "        ..., \n",
-      "        [  58.30871201,   58.29523849,   58.28606033, ...,   58.29392624,\n",
-      "           58.27378082,   58.26105499],\n",
-      "        [  56.3295784 ,   56.30103683,   56.29473495, ...,   56.29204559,\n",
-      "           56.27233505,   56.25983429],\n",
-      "        [          nan,           nan,           nan, ...,           nan,\n",
-      "                   nan,           nan]]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XTIME     (file) float32 0.0 720.0 1440.0\n",
-      "  * file      (file) int64 0 1 2\n",
-      "    datetime  (file) datetime64[ns] 2005-08-28 2005-08-28T12:00:00 2005-08-29\n",
-      "    Time      int64 0\n",
-      "    xy_loc    (idx) object CoordPair(x=0.0, y=48.0) CoordPair(x=1.0, y=48.0) ...\n",
-      "  * vertical  (vertical) float32 0.0 204.984 409.968 614.951 819.935 1024.92 ...\n",
-      "  * idx       (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    description: pressure\n",
-      "    units: hPa\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "    _FillValue: 9.96920996839e+36\n",
-      "    missing_value: 9.96920996839e+36\n",
-      "    orientation: (0.0, 48.0) to (94.0, 48.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import os\n",
     "from wrf import getvar\n",
@@ -19108,484 +1147,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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-      "Coordinates:\n",
-      "    XTIME     (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time      (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "    datetime  (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "    xy_loc    (Time, line_idx) object CoordPair(x=0.0, y=48.0, lat=25.266708374, lon=-90.5740585327) ...\n",
-      "  * line_idx  (line_idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    description: TEMP at 2 M\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "    orientation: (0.0, 48.0) to (94.0, 48.0) ; center=CoordPair(x=48.0, y=48.0) ; angle=90.0\n",
-      "\n",
-      "\n",
-      "<xarray.DataArray u'T2_line' (Time: 9, line_idx: 95)>\n",
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-      "         302.6539917 ,  302.63339233,  302.5640564 ,  302.53118896,\n",
-      "         302.49816895,  302.39447021,  302.38348389,  302.31201172,\n",
-      "         302.10443115,  301.89187622,  301.50106812,  301.2428894 ,\n",
-      "         301.11880493,  300.98052979,  300.82583618,  300.98641968,\n",
-      "         301.47073364,  302.01870728,  302.35549927,  302.42449951,\n",
-      "         302.43667603,  302.49615479,  302.55239868,  302.26928711,\n",
-      "         301.25787354,  300.0798645 ,  299.59143066,  299.43988037,\n",
-      "         299.40383911,  299.67102051,  300.53033447,  301.53140259,\n",
-      "         301.78192139,  301.5105896 ,  301.58145142,  301.99307251,\n",
-      "         302.32736206,  302.68457031,  302.88360596,  302.89199829,\n",
-      "         302.85464478,  302.89468384,  303.00775146,  303.03121948,\n",
-      "         303.04931641,  303.00390625,  302.92651367,  303.25112915,\n",
-      "         303.24090576,  303.27090454,  303.29971313,  303.35519409,\n",
-      "         303.41827393,  303.46853638,  303.49679565,  303.50326538,\n",
-      "         303.50512695,  303.51708984,  303.51782227,  303.43457031,\n",
-      "         303.43041992,  303.48239136,  303.40557861,  303.31365967,\n",
-      "         303.28042603,  303.28555298,  303.30877686],\n",
-      "       [ 300.74517822,  300.89889526,  301.02633667,  301.13082886,\n",
-      "         301.20858765,  301.18560791,  301.26470947,  301.45941162,\n",
-      "         301.49981689,  301.52667236,  301.72201538,  301.8425293 ,\n",
-      "         301.81466675,  301.77813721,  301.81576538,  301.89187622,\n",
-      "         302.02349854,  302.1289978 ,  302.2036438 ,  302.22601318,\n",
-      "         302.16149902,  302.14645386,  302.35916138,  302.65118408,\n",
-      "         302.73632812,  302.67443848,  302.60540771,  302.54000854,\n",
-      "         302.50415039,  302.53128052,  302.62799072,  302.3298645 ,\n",
-      "         301.91641235,  301.72503662,  301.60791016,  301.32284546,\n",
-      "         301.05908203,  300.99133301,  301.02526855,  301.13534546,\n",
-      "         301.07174683,  300.80529785,  300.55880737,  300.60214233,\n",
-      "         301.16781616,  301.96508789,  302.37283325,  302.44351196,\n",
-      "         302.46356201,  302.47210693,  302.38323975,  302.12203979,\n",
-      "         301.59985352,  301.22229004,  301.23294067,  301.19088745,\n",
-      "         301.17825317,  301.33932495,  301.59939575,  301.78778076,\n",
-      "         301.97528076,  302.20013428,  302.37368774,  302.43133545,\n",
-      "         302.49829102,  302.58566284,  302.58023071,  302.70922852,\n",
-      "         302.88671875,  303.26702881,  303.22415161,  303.35217285,\n",
-      "         303.40463257,  303.44744873,  303.49572754,  303.53567505,\n",
-      "         303.55950928,  303.5786438 ,  303.6144104 ,  303.65408325,\n",
-      "         303.68191528,  303.70376587,  303.74060059,  303.7364502 ,\n",
-      "         303.6178894 ,  303.52294922,  303.55828857,  303.55361938,\n",
-      "         303.53863525,  303.58630371,  303.61746216,  303.66296387,\n",
-      "         303.71697998,  303.7381897 ,  303.74832153],\n",
-      "       [ 301.4336853 ,  301.51245117,  301.58908081,  301.66348267,\n",
-      "         301.73770142,  301.78948975,  301.83197021,  301.86053467,\n",
-      "         301.8835144 ,  301.93249512,  302.01953125,  301.98983765,\n",
-      "         302.14144897,  302.17260742,  302.16485596,  302.04852295,\n",
-      "         301.96347046,  301.88339233,  301.83004761,  301.80688477,\n",
-      "         301.78100586,  301.79525757,  301.87405396,  302.27798462,\n",
-      "         302.56646729,  302.61459351,  302.60684204,  302.63040161,\n",
-      "         302.66085815,  302.68475342,  302.68460083,  302.62792969,\n",
-      "         302.32922363,  302.05795288,  301.91653442,  301.85058594,\n",
-      "         301.7479248 ,  301.57348633,  301.37643433,  301.2572937 ,\n",
-      "         301.01486206,  300.81082153,  300.60241699,  300.74172974,\n",
-      "         301.10235596,  301.80636597,  302.30767822,  302.35003662,\n",
-      "         302.36257935,  302.52005005,  302.60491943,  302.53811646,\n",
-      "         302.08087158,  301.01235962,  299.97219849,  299.54229736,\n",
-      "         299.68927002,  300.17709351,  300.84683228,  301.51724243,\n",
-      "         302.14001465,  302.65310669,  302.909729  ,  302.87124634,\n",
-      "         302.80169678,  302.87030029,  303.02362061,  303.15567017,\n",
-      "         303.20394897,  303.29501343,  303.44393921,  303.48202515,\n",
-      "         303.64932251,  303.40682983,  303.22784424,  303.23242188,\n",
-      "         303.40802002,  303.29049683,  303.22729492,  303.34994507,\n",
-      "         303.31033325,  303.47946167,  303.63827515,  303.73571777,\n",
-      "         303.77563477,  303.79434204,  303.87445068,  303.90127563,\n",
-      "         303.93453979,  303.91888428,  303.81628418,  303.56848145,\n",
-      "         303.24746704,  302.97988892,  302.86758423],\n",
-      "       [ 301.7527771 ,  301.76443481,  301.81420898,  301.93374634,\n",
-      "         302.04830933,  302.19937134,  302.29055786,  302.30722046,\n",
-      "         302.29675293,  302.29168701,  302.27478027,  302.22808838,\n",
-      "         302.20492554,  302.23074341,  302.26980591,  302.24789429,\n",
-      "         302.20932007,  302.15209961,  302.25387573,  302.2973938 ,\n",
-      "         302.29901123,  302.55743408,  302.80654907,  302.91494751,\n",
-      "         302.99429321,  303.0536499 ,  303.08892822,  303.02603149,\n",
-      "         302.97515869,  302.71728516,  302.41195679,  302.16851807,\n",
-      "         302.2383728 ,  302.24771118,  302.34255981,  302.56521606,\n",
-      "         302.2210083 ,  301.52157593,  300.94512939,  300.71676636,\n",
-      "         300.7013855 ,  300.58135986,  301.16259766,  302.06970215,\n",
-      "         302.38009644,  302.47531128,  302.5692749 ,  302.73751831,\n",
-      "         302.87817383,  302.9737854 ,  302.97253418,  302.94332886,\n",
-      "         302.95547485,  302.35855103,  301.04324341,  300.64044189,\n",
-      "         300.85430908,  300.78579712,  301.02081299,  301.4276123 ,\n",
-      "         301.86627197,  302.31036377,  302.81192017,  302.97280884,\n",
-      "         302.67877197,  302.64974976,  302.87890625,  303.07705688,\n",
-      "         303.17352295,  303.23901367,  303.26248169,  303.37966919,\n",
-      "         303.38427734,  303.18270874,  302.88705444,  302.95709229,\n",
-      "         303.12271118,  303.23043823,  303.34860229,  303.23602295,\n",
-      "         303.23403931,  303.48077393,  303.45248413,  303.52151489,\n",
-      "         303.52984619,  303.56799316,  303.49902344,  303.44836426,\n",
-      "         303.43695068,  303.47421265,  303.58422852,  303.74411011,\n",
-      "         303.91397095,  304.08248901,  304.25106812],\n",
-      "       [ 301.82647705,  301.78030396,  301.7618103 ,  301.74603271,\n",
-      "         301.73721313,  301.78326416,  301.85897827,  301.98400879,\n",
-      "         302.21002197,  302.34713745,  302.37472534,  302.40374756,\n",
-      "         302.2583313 ,  302.10263062,  302.24621582,  302.44165039,\n",
-      "         302.50549316,  302.49285889,  302.52740479,  302.44836426,\n",
-      "         302.51205444,  302.54373169,  302.52441406,  302.48654175,\n",
-      "         302.67553711,  302.98269653,  303.15405273,  303.18084717,\n",
-      "         303.2510376 ,  303.11419678,  302.84509277,  302.58273315,\n",
-      "         302.10580444,  301.58636475,  301.30395508,  301.19833374,\n",
-      "         301.26242065,  301.40634155,  301.55789185,  301.34506226,\n",
-      "         301.03878784,  300.89074707,  300.96246338,  301.17816162,\n",
-      "         301.75396729,  302.35403442,  302.62365723,  302.55389404,\n",
-      "         302.1552124 ,  301.51306152,  300.60232544,  299.93026733,\n",
-      "         299.97677612,  300.61242676,  301.31369019,  301.76538086,\n",
-      "         301.9854126 ,  301.9480896 ,  301.78326416,  301.78463745,\n",
-      "         301.95602417,  302.21746826,  302.5223999 ,  302.52593994,\n",
-      "         302.31369019,  302.46533203,  302.77792358,  303.04125977,\n",
-      "         303.19308472,  303.06344604,  302.74386597,  302.62957764,\n",
-      "         302.58294678,  302.50546265,  302.62261963,  302.70300293,\n",
-      "         303.04492188,  303.30343628,  303.2850647 ,  303.33013916,\n",
-      "         303.34387207,  303.32766724,  303.57312012,  303.97314453,\n",
-      "         304.29959106,  304.48406982,  304.44091797,  304.56436157,\n",
-      "         304.74249268,  304.96871948,  305.14633179,  305.26126099,\n",
-      "         305.32754517,  305.33703613,  305.48101807],\n",
-      "       [ 301.98840332,  302.03988647,  302.10858154,  302.20681763,\n",
-      "         302.28817749,  302.36038208,  302.43063354,  302.36022949,\n",
-      "         302.26937866,  302.34295654,  302.3742981 ,  302.32141113,\n",
-      "         302.42205811,  302.55627441,  302.49893188,  302.5206604 ,\n",
-      "         302.50259399,  302.28530884,  302.37734985,  302.59429932,\n",
-      "         302.65396118,  302.56552124,  302.60235596,  302.8270874 ,\n",
-      "         302.99273682,  303.15615845,  303.24887085,  303.14263916,\n",
-      "         303.07989502,  303.15713501,  303.30853271,  303.27459717,\n",
-      "         303.19369507,  303.07498169,  302.91442871,  302.60061646,\n",
-      "         302.24597168,  302.07983398,  302.01638794,  301.85415649,\n",
-      "         301.88052368,  301.72650146,  301.50427246,  301.31246948,\n",
-      "         301.23580933,  301.58950806,  302.22750854,  302.84216309,\n",
-      "         303.11538696,  303.07095337,  302.93978882,  302.86712646,\n",
-      "         302.83175659,  302.43475342,  301.50317383,  301.06561279,\n",
-      "         300.76971436,  300.56454468,  300.52294922,  300.69247437,\n",
-      "         301.06271362,  301.47036743,  301.78817749,  302.04144287,\n",
-      "         302.25735474,  302.4185791 ,  302.47891235,  302.5942688 ,\n",
-      "         302.76620483,  302.80981445,  302.88174438,  303.00933838,\n",
-      "         303.14724731,  303.05130005,  302.82220459,  302.75430298,\n",
-      "         302.97921753,  303.36352539,  303.62240601,  303.5135498 ,\n",
-      "         303.66104126,  303.85766602,  304.06164551,  304.12854004,\n",
-      "         304.20117188,  304.20831299,  304.28082275,  304.28771973,\n",
-      "         304.16201782,  304.21697998,  304.14779663,  304.02865601,\n",
-      "         303.72528076,  302.76031494,  302.66412354]], dtype=float32)\n",
-      "Coordinates:\n",
-      "    XTIME     (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...\n",
-      "  * Time      (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "    datetime  (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...\n",
-      "    xy_loc    (Time, line_idx) object CoordPair(x=48.0, y=0.0, lat=21.3020038605, lon=-86.2566375732) ...\n",
-      "  * line_idx  (line_idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...\n",
-      "Attributes:\n",
-      "    FieldType: 104\n",
-      "    description: TEMP at 2 M\n",
-      "    units: K\n",
-      "    stagger: \n",
-      "    coordinates: XLONG XLAT XTIME\n",
-      "    projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)\n",
-      "    orientation: (48.0, 0.0) to (48.0, 94.0)\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import os\n",
     "from wrf import getvar\n",
@@ -19624,7 +1190,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
@@ -19635,7 +1201,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
@@ -19644,55 +1210,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<xarray.DataArray u'latlon' (lat_lon: 2, idx: 2)>\n",
-      "array([[ 36.93808939,  37.29670428],\n",
-      "       [-54.59554706, -81.12969927]])\n",
-      "Coordinates:\n",
-      "  * lat_lon   (lat_lon) <U3 u'lat' u'lon'\n",
-      "    xy_coord  (idx) object CoordPair(x=400, y=200) CoordPair(x=105, y=205)\n",
-      "  * idx       (idx) int64 0 1\n",
-      "\n",
-      "\n",
-      "<xarray.DataArray u'xy' (x_y: 2)>\n",
-      "array([-225,  327])\n",
-      "Coordinates:\n",
-      "    latlon_coord  object CoordPair(lat=45.5, lon=-110.8)\n",
-      "  * x_y           (x_y) <U1 u'x' u'y'\n",
-      "    idx           int64 0\n",
-      "\n",
-      "\n",
-      "<xarray.DataArray u'latlon' (lat_lon: 2, idx: 2)>\n",
-      "array([[ 36.93808939,  37.29670428],\n",
-      "       [-54.59554706, -81.12969927]])\n",
-      "Coordinates:\n",
-      "  * lat_lon   (lat_lon) <U3 u'lat' u'lon'\n",
-      "    xy_coord  (idx) object CoordPair(x=400, y=200) CoordPair(x=105, y=205)\n",
-      "  * idx       (idx) int64 0 1\n",
-      "\n",
-      "\n",
-      "<xarray.DataArray u'latlon' (lat_lon: 2, domain_idx: 2, idx: 2)>\n",
-      "array([[[ 36.93808939,  36.93808939],\n",
-      "        [ 37.29670428,  37.29670428]],\n",
-      "\n",
-      "       [[-54.59554706, -54.59554706],\n",
-      "        [-81.12969927, -81.12969927]]])\n",
-      "Coordinates:\n",
-      "  * lat_lon     (lat_lon) <U3 u'lat' u'lon'\n",
-      "    xy_coord    (idx) object CoordPair(x=400, y=200) CoordPair(x=105, y=205)\n",
-      "  * domain_idx  (domain_idx) int64 0 1\n",
-      "  * idx         (idx) int64 0 1\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from wrf.latlon import xy_to_ll, ll_to_xy \n",
     "\n",
@@ -19717,75 +1239,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[ GeoBounds(CoordPair(lat=21.3020038605, lon=-90.5740585327), CoordPair(lat=29.0274410248, lon=-82.0291671753))\n",
-      " GeoBounds(CoordPair(lat=21.3020038605, lon=-90.3042221069), CoordPair(lat=29.0274410248, lon=-81.7593231201))\n",
-      " GeoBounds(CoordPair(lat=21.3020038605, lon=-90.8438949585), CoordPair(lat=29.0274410248, lon=-82.2990036011))\n",
-      " GeoBounds(CoordPair(lat=21.3020038605, lon=-91.1137390137), CoordPair(lat=29.0274410248, lon=-82.5688400269))\n",
-      " GeoBounds(CoordPair(lat=21.8039493561, lon=-91.6534042358), CoordPair(lat=29.4982528687, lon=-83.1085205078))\n",
-      " GeoBounds(CoordPair(lat=22.0542640686, lon=-92.193107605), CoordPair(lat=29.7328338623, lon=-83.6481933594))\n",
-      " GeoBounds(CoordPair(lat=22.5535621643, lon=-92.7327728271), CoordPair(lat=30.2003688812, lon=-84.1878738403))\n",
-      " GeoBounds(CoordPair(lat=22.8025398254, lon=-93.0026092529), CoordPair(lat=30.4333114624, lon=-84.4577102661))\n",
-      " GeoBounds(CoordPair(lat=23.0510597229, lon=-93.2724456787), CoordPair(lat=30.665681839, lon=-84.7275543213))]\n",
-      "\n",
-      "<wrf.projection.MercatorWithLatTS object at 0x13893e9b0>\n",
-      "\n",
-      "\n",
-      "[[-174999.8505754546, 774999.5806103835]\n",
-      " [-145000.11853874932, 805000.1608638937]\n",
-      " [-204999.58261215844, 744999.8485736783]\n",
-      " [-235000.16286567, 715000.1165369744]\n",
-      " [-294998.77872227144, 654999.804246759]\n",
-      " [-355001.6356629085, 595000.34017335]\n",
-      " [-415000.25151950994, 535000.0278831345]\n",
-      " [-444999.98355621524, 505000.29584642925]\n",
-      " [-474999.7155929191, 474999.7155929177]]\n",
-      "\n",
-      "\n",
-      "[[2424828.507236154, 3374828.14098255]\n",
-      " [2424828.507236154, 3374828.14098255]\n",
-      " [2424828.507236154, 3374828.14098255]\n",
-      " [2424828.507236154, 3374828.14098255]\n",
-      " [2484829.1182174017, 3434828.972518358]\n",
-      " [2514829.1041871575, 3464828.196283651]\n",
-      " [2574829.0041584675, 3524828.8880928173]\n",
-      " [2604829.1786526926, 3554829.5610342724]\n",
-      " [2634828.9016262344, 3584828.016406863]]\n",
-      "\n",
-      "\n",
-      "[<mpl_toolkits.basemap.Basemap object at 0x1232782d0>\n",
-      " <mpl_toolkits.basemap.Basemap object at 0x1069dd350>\n",
-      " <mpl_toolkits.basemap.Basemap object at 0x1069dd310>\n",
-      " <mpl_toolkits.basemap.Basemap object at 0x1069dd390>\n",
-      " <mpl_toolkits.basemap.Basemap object at 0x1069dd410>\n",
-      " <mpl_toolkits.basemap.Basemap object at 0x1069dd490>\n",
-      " <mpl_toolkits.basemap.Basemap object at 0x1069dd510>\n",
-      " <mpl_toolkits.basemap.Basemap object at 0x1069dd590>\n",
-      " <mpl_toolkits.basemap.Basemap object at 0x1069dd610>]\n",
-      "\n",
-      "\n",
-      "[<Ngl.Resources instance at 0x140cd30e0>\n",
-      " <Ngl.Resources instance at 0x11d3187a0>\n",
-      " <Ngl.Resources instance at 0x11d3185a8>\n",
-      " <Ngl.Resources instance at 0x11d3188c0>\n",
-      " <Ngl.Resources instance at 0x11d318878>\n",
-      " <Ngl.Resources instance at 0x11d3183f8>\n",
-      " <Ngl.Resources instance at 0x11d318950>\n",
-      " <Ngl.Resources instance at 0x11d318a70>\n",
-      " <Ngl.Resources instance at 0x11d318710>]\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from glob import glob\n",
     "from wrf import getvar, ALL_TIMES, geo_bounds, get_cartopy, get_basemap, get_pyngl, cartopy_xlim, cartopy_ylim\n",