{ "cells": [ { "cell_type": "markdown", "id": "3c579838-fc52-4949-999a-0f7b0aa70449", "metadata": {}, "source": [ "# Analysis of simulated IP grouped by model parameters and years" ] }, { "cell_type": "markdown", "id": "2a991079-f69f-4b4e-85e9-dd0eb6817d17", "metadata": {}, "source": [ "### Import libraries" ] }, { "cell_type": "code", "execution_count": 1, "id": "e6e8b28e-203f-4c4b-907f-fe6183e5d331", "metadata": {}, "outputs": [], "source": [ "import datetime as dt\n", "\n", "import numpy as np\n", "import scipy.stats as st\n", "\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "83163834-de47-4f28-8add-768c7b76e1d3", "metadata": {}, "source": [ "### Helper functions, variables and classes" ] }, { "cell_type": "code", "execution_count": 2, "id": "61405aa1-0b4d-4a8a-85a5-3097d37c644e", "metadata": {}, "outputs": [], "source": [ "month_name = [\"J\", \"F\", \"M\", \"A\", \"M\", \"J\", \"J\", \"A\", \"S\", \"O\", \"N\", \"D\"]" ] }, { "cell_type": "code", "execution_count": 3, "id": "42ca4c03-8fbf-451c-bd17-607e42450130", "metadata": {}, "outputs": [], "source": [ "def std_error(avg_val, avg_sqr, counter):\n", " \"\"\"\n", " Estimate the standard error from the average value\n", " and the average value of the square.\n", " \n", " :param avg_val: the average value\n", " :param avg_sqr: the average square value\n", " :param counter: the size of the sample\n", " \n", " :return: the standard error\n", " \"\"\"\n", "\n", " return np.sqrt((avg_sqr - avg_val**2) / (counter - 1))" ] }, { "cell_type": "markdown", "id": "d00db06e-dd79-4422-b62b-f10ca8a81f9a", "metadata": {}, "source": [ "### Loading precalculated arrays" ] }, { "cell_type": "code", "execution_count": 4, "id": "2dd01e73-6586-4e1b-b519-4f3e84ae8940", "metadata": {}, "outputs": [], "source": [ "# numbers of simulated days for analysis\n", "wrf_N_days = 4992\n", "inm_N_days = 3650" ] }, { "cell_type": "code", "execution_count": 5, "id": "9252215e-9586-444e-bb63-b65dcb945dd6", "metadata": {}, "outputs": [], "source": [ "# dates corresponding to the indices (0 axis) of the data arrays\n", "# note: for WRF dates correspond to real dates\n", "\n", "wrf_dt_indicies = np.array(\n", " [dt.date(1980, 1, 1) + dt.timedelta(i * 3) for i in range(wrf_N_days)]\n", ")\n", "\n", "inm_dt_indicies = np.array(\n", " [dt.date(2022, 1, 1) + dt.timedelta(i % 365) for i in range(inm_N_days)]\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "id": "69602993-2005-4fed-b425-69575f9fd2cf", "metadata": {}, "outputs": [], "source": [ "# dictionaries where processed data is saved. The dictionary keys represent the\n", "# threshold value of CAPE - integer numbers from the list 500, 800, 1000, 1200,\n", "# where the key 500 relates only to temperature-based modeling and is present \n", "# only in dictionaries wrf_<...>, while keys 800, 1000, 1200 correspond to \n", "# classical modeling using the WRF or INMCM model.\n", "\n", "# dict contains arrays with dimensions (4992, 24)\n", "# where axis 0 contains the day index (see `wrf_dt_indicies`)\n", "wrf_hourly_total_ip = {\n", " key: np.load(f\"./data/WRF/WRF_HOURLY_TOTAL_IP_{parameters}.npy\")[:wrf_N_days]\n", " for key, parameters in zip([500, 800, 1000, 1200],\n", " [\"500_T2_25\", \"800\", \"1000\", \"1200\"])\n", "}\n", "\n", "# dict contains arrays with dimensions (3650, 24)\n", "# where axis 0 contains the day index (see `inm_dt_indicies`)\n", "# note: years in `inm_dt_indicies` is not real\n", "inm_hourly_total_ip = {\n", " key: np.load(f\"./data/INMCM/INMCM_HOURLY_TOTAL_IP_{parameters}.npy\")[:inm_N_days]\n", " for key, parameters in zip([800, 1000, 1200],\n", " [\"800\", \"1000\", \"1200\"])\n", "}" ] }, { "cell_type": "markdown", "id": "ae294872-6a91-44d9-8f26-17ab169a9c30", "metadata": {}, "source": [ "### Figure 2.1" ] }, { "cell_type": "code", "execution_count": 7, "id": "b57ba36b-077d-4fd0-8d7b-f0755d3c9b45", "metadata": {}, "outputs": [], "source": [ "# calculate seasonal variation parameters for different parametrizations\n", "\n", "# 7 sets for different axes of the figure\n", "# each set with 12 values for each month\n", "\n", "# monthly mean values of IP \n", "data = np.zeros((7, 12))\n", "\n", "# count of days per month\n", "data_counter = np.zeros((7, 12), dtype=int)\n", "\n", "# the sum of squares of IP daily values\n", "data_sqr = np.zeros((7, 12))\n", "\n", "for j, cape_thres in enumerate([800, 1000, 1200]):\n", " for m in range(12):\n", "\n", " # the indices `ax_idx` from 0 to 6 correspond to the axes:\n", " # 0 - WRF, 1980-2020, CAPE=800,\n", " # 1 - INMCM, 10 years, CAPE=800,\n", " # 2 - WRF, 1980-2020, CAPE=1000,\n", " # 3 - INMCM, 10 years, CAPE=1000,\n", " # 4 - WRF, 1980-2020, CAPE=1200,\n", " # 5 - INMCM, 10 years, CAPE=1200,\n", " # 6 - Vostok station, 2006-2020\n", "\n", " # calculate axes index for WRF axes (0, 2, 4)\n", " ax_idx = j * 2\n", "\n", " # filtering day indices belonging to a specific month\n", " wrf_inds = [i for i, date in enumerate(wrf_dt_indicies) \n", " if date.month == m + 1]\n", "\n", " # slice IP for specific CAPE and day indices\n", " ip = wrf_hourly_total_ip[cape_thres][wrf_inds]\n", "\n", " # calculate seasonal variation parameters\n", " data[ax_idx, m] = ip.mean()\n", " data_counter[ax_idx, m] = len(ip)\n", " data_sqr[ax_idx, m] = np.sum(ip.mean(axis=-1) ** 2) / len(ip)\n", "\n", " # calculate axes index for INMCM axes (1, 3, 5)\n", " ax_idx = j * 2 + 1\n", "\n", " # filtering day indices belonging to a specific month\n", " inmcm_inds =[i for i, date in enumerate(inm_dt_indicies) \n", " if date.month == m + 1]\n", " \n", " # slice IP for specific CAPE and day indices\n", " ip = inm_hourly_total_ip[cape_thres][inmcm_inds]\n", "\n", " # calculate seasonal variation parameters\n", " data[ax_idx, m] = ip.mean()\n", " data_counter[ax_idx, m] = len(ip)\n", " data_sqr[ax_idx, m] = np.sum(ip.mean(axis=-1) ** 2) / len(ip)\n", "\n", "# the last set is loaded from the processed data of Vostok station in script 2\n", "# the data is loaded as a dictionary with keys `mean`, `counter`, `sqr`\n", "# index 0: 2006-2020, index 1: 2006-2012, index 2: 2013-2020\n", "vostok_results = np.load(\"./data/Vostok/vostok_2006_2020_results.npz\")\n", "\n", "data[-1] = vostok_results[\"mean\"][0]\n", "data_counter[-1] = vostok_results[\"counter\"][0]\n", "data_sqr[-1] = vostok_results[\"sqr\"][0]" ] }, { "cell_type": "code", "execution_count": 8, "id": "a2da339e-fd7a-4a90-a79b-b7f81e563d94", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 14), constrained_layout=False)\n", "ax = [None for _ in range(7)]\n", "for n in range(6):\n", " ax[n] = fig.add_subplot(4, 4, (2*n + 1, 2*n + 2))\n", "ax[6] = fig.add_subplot(4, 4, (14, 15))\n", "\n", "low = [200e3] * 6 + [100]\n", "high = [280e3] * 6 + [180]\n", "step = [20e3] * 6 + [20]\n", "coeff = [1e3] * 6 + [1]\n", "caption = [\"WRF, 1980–2020, $\\\\varepsilon_0 = 0.8$ kJ/kg\",\n", " \"INMCM, 10 years, $\\\\varepsilon_0 = 0.8$ kJ/kg\",\n", " \"WRF, 1980–2020, $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"INMCM, 10 years, $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"WRF, 1980–2020, $\\\\varepsilon_0 = 1.2$ kJ/kg\",\n", " \"INMCM, 10 years, $\\\\varepsilon_0 = 1.2$ kJ/kg\",\n", " \"Vostok station, 2006–2020\"]\n", "\n", "col = [\"royalblue\"] * 6 + [\"orangered\"]\n", "\n", "for n in range(7):\n", " for axis in [\"top\", \"bottom\", \"left\", \"right\"]:\n", " ax[n].spines[axis].set_linewidth(0.5)\n", " ax[n].tick_params(length=6, width=0.5, axis=\"y\")\n", " ax[n].tick_params(length=0, width=0.5, axis=\"x\")\n", " ax[n].grid(color=\"0.\", linewidth=0.5, axis=\"y\")\n", "\n", " ax[n].set_xlim((-0.5, 11.5))\n", " ax[n].set_xticks(np.arange(12))\n", " ax[n].set_xticklabels(month_name, fontsize=\"large\", va=\"top\")\n", "\n", " ax[n].set_ylim((low[n], high[n]))\n", " ax[n].set_yticks(np.arange(low[n], high[n] + step[n] / 2, step[n]))\n", " ax[n].set_yticklabels((np.arange(low[n], high[n] + step[n] / 2,\n", " step[n]) / coeff[n]).astype(int),\n", " fontsize=\"large\")\n", " if n < 6:\n", " ax[n].set_ylabel(\"Monthly mean\\nionospheric potential, kV\",\n", " fontsize=\"large\")\n", " else:\n", " ax[n].set_ylabel(\"Monthly mean fair-weather\\npotential gradient, V/m\",\n", " fontsize=\"large\")\n", "\n", " ax[n].set_title(caption[n], fontsize=\"large\")\n", "\n", " ax[n].annotate(\"\", xy=(12, np.min(data[n])), xycoords=\"data\",\n", " xytext=(12, np.max(data[n])), textcoords=\"data\",\n", " annotation_clip=False,\n", " arrowprops=dict(\n", " arrowstyle=\"<|-|>,head_length=0.8,head_width=0.3\",\n", " patchA=None, patchB=None, shrinkA=0., shrinkB=0.,\n", " connectionstyle=\"arc3,rad=0.\", fc=\"black\",\n", " linewidth=0.5\n", " ))\n", " # ampl = (np.max(data[n]) - np.min(data[n])) / np.mean(data[n])\n", " ampl = (np.max(data[n]) - np.min(data[n])) / \\\n", " np.sum(data[n] * data_counter[n]) * np.sum(data_counter[n])\n", " ax[n].text(12.2, (np.min(data[n]) + np.max(data[n])) / 2,\n", " f\"{ampl * 100:.0f}%\",\n", " fontsize=\"large\", ha=\"left\", va=\"center\", rotation=270)\n", "\n", "fig.align_ylabels([ax[0], ax[2], ax[4]])\n", "fig.align_ylabels([ax[1], ax[3], ax[5]])\n", "\n", "for n in range(7):\n", " ax[n].bar(np.arange(12), data[n],\n", " yerr=std_error(data[n],\n", " data_sqr[n],\n", " data_counter[n]),\n", " width=0.8, color=col[n])\n", "\n", "for n in range(6):\n", " ax[n].text(-0.3, 1.05, chr(ord(\"a\") + 3 * (n % 2) + n // 2),\n", " fontsize=\"x-large\",\n", " fontweight=\"semibold\", ha=\"left\", va=\"bottom\",\n", " transform=ax[n].transAxes)\n", "ax[6].text(-0.3, 1.05, chr(ord(\"a\") + 6), fontsize=\"x-large\",\n", " fontweight=\"semibold\", ha=\"left\", va=\"bottom\",\n", " transform=ax[6].transAxes)\n", "\n", "fig.subplots_adjust(hspace=0.3, wspace=1.6)\n", "\n", "for m in range(12):\n", " ax[6].annotate(f\"{data_counter[6, m]}\",\n", " xy=(m-0.15, ax[6].get_ylim()[0] + 3),\n", " rotation=270, ha=\"center\", va=\"bottom\",\n", " fontsize=\"large\", color=\"0.\")\n", "\n", "fig.savefig(\"./figures_two_parts/ip_pg_total.eps\", bbox_inches=\"tight\")" ] }, { "cell_type": "markdown", "id": "6d2b0559-ca51-4dd7-98e8-af08fb402886", "metadata": {}, "source": [ "### Figure 2.5" ] }, { "cell_type": "code", "execution_count": 9, "id": "5c2a949e-1c6c-409f-9a62-6012fe5900a0", "metadata": {}, "outputs": [], "source": [ "# calculate seasonal variation parameters for different temporal parts\n", "\n", "# 8 sets for different axes of the figure\n", "# each set with 12 values for each month\n", "\n", "# monthly mean values of IP \n", "data = np.zeros((7, 12))\n", "\n", "# count of days per month\n", "data_counter = np.zeros((7, 12), dtype=int)\n", "\n", "# the sum of squares of IP daily values\n", "data_sqr = np.zeros((7, 12))\n", "\n", "data = np.zeros((8, 12))\n", "data_counter = np.zeros((8, 12), dtype=int)\n", "data_sqr = np.zeros((8, 12))\n", "\n", "# to construct this figure we divide the datasets into equal ranges of years\n", "# the dictionary keys below denote the axis number on the figure\n", "wrf_ranges = {\n", " 0: range(1981, 1990 + 1),\n", " 1: range(1991, 2000 + 1),\n", " 2: range(2001, 2010 + 1),\n", " 3: range(2011, 2020 + 1),\n", "}\n", "\n", "inm_ranges = {\n", " 4: range(0, 5),\n", " 5: range(5, 10)\n", "}\n", "\n", "for m in range(12):\n", " for ax_idx in range(6):\n", " if ax_idx in [0, 1, 2, 3]:\n", "\n", " # filtering day indices belonging to a specific month\n", " wrf_inds = [i for i, date in enumerate(wrf_dt_indicies)\n", " if date.month == m + 1\n", " and date.year in wrf_ranges[ax_idx]\n", " ]\n", "\n", " # slice IP for CAPE = 1000 and aforementioned day indices\n", " ip = wrf_hourly_total_ip[1000][wrf_inds]\n", "\n", " # calculate seasonal variation parameters\n", " data[ax_idx, m] = ip.mean()\n", " data_counter[ax_idx, m] = len(ip)\n", " data_sqr[ax_idx, m] = np.sum(ip.mean(axis=-1) ** 2) / len(ip)\n", "\n", " if ax_idx in [4, 5]:\n", " inmcm_inds = [i for i, date in enumerate(inm_dt_indicies) \n", " if date.month == m + 1\n", " and i//365 in inm_ranges[ax_idx]\n", " ]\n", "\n", " # slice IP for CAPE = 1000 and aforementioned day indices\n", " ip = inm_hourly_total_ip[1000][inmcm_inds]\n", "\n", " # calculate seasonal variation parameters\n", " data[ax_idx, m] = ip.mean()\n", " data_counter[ax_idx, m] = len(ip)\n", " data_sqr[ax_idx, m] = np.sum(ip.mean(axis=-1) ** 2) / len(ip)\n", "\n", "# the last sets is loaded from the processed data of Vostok station in script 2\n", "# the data is loaded as a dictionary with keys `mean`, `counter`, `sqr`\n", "# index 0: 2006-2020, index 1: 2006-2012, index 2: 2013-2020\n", "vostok_results = np.load(\"./data/Vostok/vostok_2006_2020_results.npz\")\n", "\n", "# part 2006-2012\n", "data[6] = vostok_results[\"mean\"][1]\n", "data_counter[6] = vostok_results[\"counter\"][1]\n", "data_sqr[6] = vostok_results[\"sqr\"][1]\n", "\n", "# part 2013-2020\n", "data[7] = vostok_results[\"mean\"][2]\n", "data_counter[7] = vostok_results[\"counter\"][2]\n", "data_sqr[7] = vostok_results[\"sqr\"][2]" ] }, { "cell_type": "code", "execution_count": 10, "id": "97cc13ff-e014-4626-90ec-1c65a60bdcac", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 14), constrained_layout=False)\n", "ax = [None for _ in range(8)]\n", "\n", "for n in range(8):\n", " ax[n] = fig.add_subplot(4, 4, (2*n + 1, 2*n + 2))\n", "\n", "low = [200e3] * 6 + [80] * 2\n", "high = [280e3] * 6 + [180] * 2\n", "step = [20e3] * 6 + [20] * 2\n", "coeff = [1e3] * 6 + [1] * 2\n", "\n", "caption = [\"WRF, 1981–1990, $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"WRF, 1991–2000, $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"WRF, 2001–2010, $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"WRF, 2011–2020, $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"INMCM, 5 years (1–5), $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"INMCM, 5 years (6–10), $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"Vostok station, 2006–2012\",\n", " \"Vostok station, 2013–2020\"]\n", "\n", "col = [\"royalblue\"] * 6 + [\"orangered\"] * 2\n", "\n", "for n in range(8):\n", " for axis in [\"top\", \"bottom\", \"left\", \"right\"]:\n", " ax[n].spines[axis].set_linewidth(0.5)\n", " ax[n].tick_params(length=6, width=0.5, axis=\"y\")\n", " ax[n].tick_params(length=0, width=0.5, axis=\"x\")\n", " ax[n].grid(color=\"0.\", linewidth=0.5, axis=\"y\")\n", "\n", " ax[n].set_xlim((-0.5, 11.5))\n", " ax[n].set_xticks(np.arange(12))\n", " ax[n].set_xticklabels(month_name, fontsize=\"large\", va=\"top\")\n", "\n", " ax[n].set_ylim((low[n], high[n]))\n", " ax[n].set_yticks(np.arange(low[n], high[n] + step[n] / 2, step[n]))\n", " ax[n].set_yticklabels((np.arange(low[n], high[n] + step[n] / 2,\n", " step[n]) / coeff[n]).astype(int),\n", " fontsize=\"large\")\n", " if n <= 5:\n", " ax[n].set_ylabel(\"Monthly mean\\nionospheric potential, kV\",\n", " fontsize=\"large\")\n", " else:\n", " ax[n].set_ylabel(\"Monthly mean fair-weather\\npotential gradient, V/m\",\n", " fontsize=\"large\")\n", "\n", " ax[n].set_title(caption[n], fontsize=\"large\")\n", "\n", " ax[n].annotate(\"\", xy=(12, np.min(data[n])), xycoords=\"data\",\n", " xytext=(12, np.max(data[n])), textcoords=\"data\",\n", " annotation_clip=False,\n", " arrowprops=dict(\n", " arrowstyle=\"<|-|>,head_length=0.8,head_width=0.3\",\n", " patchA=None, patchB=None, shrinkA=0., shrinkB=0.,\n", " connectionstyle=\"arc3,rad=0.\", fc=\"black\",\n", " linewidth=0.5\n", " ))\n", " # ampl = (np.max(data[n]) - np.min(data[n])) / np.mean(data[n])\n", " ampl = (np.max(data[n]) - np.min(data[n])) / \\\n", " np.sum(data[n] * data_counter[n]) * np.sum(data_counter[n])\n", " ax[n].text(12.2, (np.min(data[n]) + np.max(data[n])) / 2,\n", " f\"{ampl * 100:.0f}%\",\n", " fontsize=\"large\", ha=\"left\", va=\"center\", rotation=270)\n", "\n", "fig.align_ylabels([ax[0], ax[2], ax[4], ax[6]])\n", "fig.align_ylabels([ax[1], ax[3], ax[5], ax[7]])\n", "\n", "for n in range(8):\n", " ax[n].bar(np.arange(12), data[n],\n", " yerr=std_error(data[n],\n", " data_sqr[n],\n", " data_counter[n]),\n", " width=0.8, color=col[n])\n", "\n", "for n in range(8):\n", " ax[n].text(-0.3, 1.05, chr(ord(\"a\") + n), fontsize=\"x-large\",\n", " fontweight=\"semibold\", ha=\"left\", va=\"bottom\",\n", " transform=ax[n].transAxes)\n", "\n", "fig.subplots_adjust(hspace=0.3, wspace=1.6)\n", "\n", "for n in range(6, 8):\n", " for m in range(12):\n", " ax[n].annotate(f\"{data_counter[n, m]}\",\n", " xy=(m-0.15, ax[n].get_ylim()[0] + 3),\n", " rotation=270, ha=\"center\", va=\"bottom\",\n", " fontsize=\"large\", color=\"0.\")\n", "\n", "fig.savefig(\"./figures_two_parts/ip_pg_partial.eps\", bbox_inches=\"tight\")" ] }, { "cell_type": "code", "execution_count": null, "id": "7af55182-03fb-4e9f-979b-0df94edbd451", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.2" } }, "nbformat": 4, "nbformat_minor": 5 }