{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T18:17:22.583915Z", "start_time": "2018-03-16T18:17:20.252530Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "import geopandas as gpd\n", "# from shapely.geometry import Point\n", "# from geopandas import GeoDataFrame\n", "import os\n", "from os.path import join\n", "import pandas as pd\n", "import fiona\n", "# from cartopy import crs as ccrs\n", "# from urllib.request import urlopen\n", "# from zipfile import ZipFile\n", "# from io import BytesIO\n", "# from pathlib import Path\n", "\n", "sns.set(style='white')\n", "cwd = os.getcwd()\n", "data_path = join(cwd, '..', 'Data storage')\n", "figure_path = join(cwd,'..', 'Figures')\n", "file_date = '2018-03-06'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T01:30:57.926475Z", "start_time": "2018-03-16T01:30:57.915320Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPython 3.6.4\n", "IPython 6.2.1\n", "\n", "pandas 0.22.0\n", "geopandas 0.3.0\n", "shapely 1.6.4.post1\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -v -p pandas,geopandas,shapely" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read NERC regions shapefile" ] }, { "cell_type": "code", "execution_count": 149, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T13:50:57.087464Z", "start_time": "2018-03-16T13:50:56.795701Z" } }, "outputs": [], "source": [ "path = os.path.join(data_path, 'nercregions', 'NERCregions.shp')\n", "regions_nerc = gpd.read_file(path)\n", "regions_nerc['nerc'] = regions_nerc['NERCregion']" ] }, { "cell_type": "code", "execution_count": 150, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T13:51:08.346080Z", "start_time": "2018-03-16T13:51:08.307554Z" } }, "outputs": [ { "data": { "text/html": [ "
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OBJECTIDNERCregionSHAPE_LengSHAPE_Areageometrynerc
01FRCC22.48803011.459289POLYGON ((-84.86300370899994 30.71266453000004...FRCC
12MRO76.997961130.425939POLYGON ((-94.8320392469999 49.33080593000005,...MRO
23NPCC48.57428132.754394(POLYGON ((-72.5509712409999 40.96617993100006...NPCC
34RFC99.33287771.157869(POLYGON ((-87.92640864299995 44.5391396020000...RFC
45SERC128.958444142.139208POLYGON ((-80.20680177299994 36.54903791300006...SERC
56SPP61.52316456.496471POLYGON ((-97.56098691099993 36.38533196100008...SPP
67TRE44.14564150.605118POLYGON ((-104.4498774409999 32.00686615000006...TRE
78WECC102.110211323.227276(POLYGON ((-122.6656125679999 48.3967777520000...WECC
\n", "
" ], "text/plain": [ " OBJECTID NERCregion SHAPE_Leng SHAPE_Area \\\n", "0 1 FRCC 22.488030 11.459289 \n", "1 2 MRO 76.997961 130.425939 \n", "2 3 NPCC 48.574281 32.754394 \n", "3 4 RFC 99.332877 71.157869 \n", "4 5 SERC 128.958444 142.139208 \n", "5 6 SPP 61.523164 56.496471 \n", "6 7 TRE 44.145641 50.605118 \n", "7 8 WECC 102.110211 323.227276 \n", "\n", " geometry nerc \n", "0 POLYGON ((-84.86300370899994 30.71266453000004... FRCC \n", "1 POLYGON ((-94.8320392469999 49.33080593000005,... MRO \n", "2 (POLYGON ((-72.5509712409999 40.96617993100006... NPCC \n", "3 (POLYGON ((-87.92640864299995 44.5391396020000... RFC \n", "4 POLYGON ((-80.20680177299994 36.54903791300006... SERC \n", "5 POLYGON ((-97.56098691099993 36.38533196100008... SPP \n", "6 POLYGON ((-104.4498774409999 32.00686615000006... TRE \n", "7 (POLYGON ((-122.6656125679999 48.3967777520000... WECC " ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regions_nerc" ] }, { "cell_type": "code", "execution_count": 151, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T13:51:14.699102Z", "start_time": "2018-03-16T13:51:14.564849Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regions_nerc.boundary.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read states shapefile" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T01:31:06.504376Z", "start_time": "2018-03-16T01:31:06.438831Z" } }, "outputs": [ { "data": { "text/plain": [ "{'init': 'epsg:4269'}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path = os.path.join(data_path, 'cb_2016_us_state_20m', 'cb_2016_us_state_20m.shp')\n", "states = gpd.read_file(path)\n", "states.crs" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T01:32:08.768359Z", "start_time": "2018-03-16T01:32:08.755736Z" } }, "outputs": [], "source": [ "drop_states = ['Alaska', 'Hawaii', 'Puerto Rico']\n", "states = states.loc[~states['NAME'].isin(drop_states)]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T01:32:10.797976Z", "start_time": "2018-03-16T01:32:10.090678Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ], "text/plain": [ " nerc 2001 2017 Reduction Percent Reduction \\\n", "0 TRE 609.480997 445.396025 164.084972 0.269221 \n", "1 WECC 520.628493 346.627554 174.000939 0.334213 \n", "2 USA 629.016312 438.047363 190.968949 0.303599 \n", "3 SERC 633.368212 426.814179 206.554033 0.326120 \n", "4 RFC 676.181487 461.065520 215.115966 0.318133 \n", "5 FRCC 648.223415 410.133060 238.090355 0.367297 \n", "6 NPCC 414.395302 172.744904 241.650399 0.583140 \n", "7 MRO 855.109267 541.516736 313.592531 0.366728 \n", "8 SPP 853.801162 494.664676 359.136486 0.420632 \n", "\n", " Annual Reduction \n", "0 10.255311 \n", "1 10.875059 \n", "2 11.935559 \n", "3 12.909627 \n", "4 13.444748 \n", "5 14.880647 \n", "6 15.103150 \n", "7 19.599533 \n", "8 22.446030 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path = join(data_path, 'final NERC data',\n", " 'Summary table {}.csv'.format(file_date))\n", "index = pd.read_csv(path)\n", "index" ] }, { "cell_type": "code", "execution_count": 152, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T13:51:21.672922Z", "start_time": "2018-03-16T13:51:21.597805Z" } }, "outputs": [], "source": [ "for nerc in regions_nerc['nerc'].unique():\n", " try:\n", " val_2017 = index.loc[index['nerc']==nerc, '2017'].values[0]\n", " val_2001 = index.loc[index['nerc']==nerc, '2001'].values[0]\n", " reduce = index.loc[index['nerc']==nerc, 'Percent Reduction'].values[0]\n", " regions_nerc.loc[regions_nerc['nerc']==nerc, 2017] = val_2017\n", " regions_nerc.loc[regions_nerc['nerc']==nerc, 2001] = val_2001\n", " \n", " regions_nerc.loc[regions_nerc['nerc']==nerc, 'reduction'] = '{:.0%}'.format(reduce)\n", " regions_nerc.loc[regions_nerc['nerc']==nerc, 'reduction value'] = reduce\n", " except:\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Transform projection to Albers equal area" ] }, { "cell_type": "code", "execution_count": 154, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T13:51:28.909332Z", "start_time": "2018-03-16T13:51:28.881645Z" } }, "outputs": [], "source": [ "regions_albers = regions_nerc.to_crs(epsg=2163)\n", "states_albers = states.to_crs(epsg=2163)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot data" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T02:20:59.328190Z", "start_time": "2018-03-16T02:20:59.321135Z" } }, "outputs": [], "source": [ "# https://gist.github.com/springmeyer/871897\n", "# Convert lon/lat into meters for use in the projected space\n", "\n", "def conv_lon(x):\n", " newx = x * 20037508.34 / 180\n", " return newx\n", "\n", "def conv_lat(y):\n", " newy = np.log(np.tan((90 + y) * np.pi / 360)) / (np.pi / 180)\n", " newy *= 20037508.34 / 180\n", " return newy" ] }, { "cell_type": "code", "execution_count": 169, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T14:15:58.522009Z", "start_time": "2018-03-16T14:15:58.294639Z" } }, "outputs": [], "source": [ "def plot_nerc_annual(regions_proj, states_proj, data_col, text_col,\n", " cmap='cividis_r', vmin=None, vmax=None, title=None,\n", " cbar_title=None, **kwargs):\n", " \n", " states_ec = kwargs.get('states_ec', '0.6')\n", " regions_ec = kwargs.get('regions_ec', '0.2')\n", " regions_lw = kwargs.get('regions_lw', 0.75)\n", " font_size = kwargs.get('font_size', 9)\n", " bbox_alpha = kwargs.get('bbox_alpha', 0.7)\n", " FRCC_x = kwargs.get('FRCC_x', 4.75)\n", " SERC_x = kwargs.get('SERC_x', 2)\n", " SERC_y = kwargs.get('SERC_y', -2)\n", " SPP_y = kwargs.get('SPP_y', 1.75)\n", " RFC_y = kwargs.get('RFC_y', -0.5)\n", " \n", " \n", " fig, ax = plt.subplots(figsize=(8,3.5))\n", " # set aspect to equal. This is done automatically\n", " # when using *geopandas* plot on it's own, but not when\n", " # working with pyplot directly.\n", " ax.set_aspect('equal')\n", "\n", "\n", " regions_proj.plot(ax=ax, column=data_col, cmap=cmap, legend=True,\n", " vmin=vmin, vmax=vmax)\n", " states_proj.plot(ax=ax, color='none', edgecolor=states_ec)\n", " regions_proj.plot(ax=ax, color='none', edgecolor=regions_ec,\n", " linewidth=regions_lw)\n", "# plt.text(x=1.1, y=1.01, s=cbar_title, transform=ax.transAxes,\n", "# ha='center', va='bottom', fontdict={'size':font_size})\n", " plt.title(title)\n", "\n", " for point, nerc in zip(regions_proj.centroid, regions_proj['nerc'].values):\n", " text = regions_proj.loc[regions_proj['nerc']==nerc, text_col].values[0]\n", "# text = '{}'.format(nerc, reduce)\n", " x = point.x\n", " y = point.y\n", " if nerc == 'FRCC':\n", " x = x + conv_lon(4.75)#-79\n", " y = y - conv_lat(1)#28\n", " rot = -67\n", " plt.text(x, y, text, ha='center', va='center',\n", " fontdict={'size':font_size})\n", "\n", " elif nerc == 'NPCC':\n", " x = x - conv_lon(1.5)\n", " y = y + conv_lat(2.1)\n", " plt.text(x, y, text, ha='center', \n", " fontdict={'size':font_size})\n", "\n", " elif nerc == 'SERC':\n", " x = x + conv_lon(SERC_x)\n", " y = y + conv_lat(SERC_y)\n", " plt.text(x, y, text, ha='center', va='center',\n", " bbox=dict(facecolor='white',\n", " alpha=bbox_alpha,\n", " boxstyle=\"square\"),\n", " fontdict={'size':font_size})\n", " elif nerc == 'RFC':\n", "# x = x + conv_lon(RFC_x)\n", " y = y + conv_lat(RFC_y)\n", " plt.text(x, y, text, ha='center', va='center',\n", " bbox=dict(facecolor='white',\n", " alpha=bbox_alpha,\n", " boxstyle=\"square\"),\n", " fontdict={'size':font_size})\n", " \n", " elif nerc == 'SPP':\n", " # x = x + 2\n", " y = y + conv_lat(SPP_y)\n", " plt.text(x, y, text, ha='center', va='center',\n", " bbox=dict(facecolor='white',\n", " alpha=bbox_alpha,\n", " boxstyle=\"square\"),\n", " fontdict={'size':font_size})\n", "\n", " else:\n", " plt.text(x, y, text, ha='center', va='center',\n", " bbox=dict(facecolor='white',\n", " alpha=bbox_alpha,\n", " boxstyle=\"square\"),\n", " fontdict={'size':font_size})\n", "\n", " sns.despine(left=True, bottom=True)\n", " ax.set_yticklabels(labels=[])\n", " ax.set_xticklabels(labels=[])\n", " \n", " cax = fig.get_axes()[-1]\n", " cax.set_title(cbar_title, fontdict={'size':font_size})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Maps of 2001 and 2017 annual values" ] }, { "cell_type": "code", "execution_count": 170, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T14:16:03.765622Z", "start_time": "2018-03-16T14:16:02.738744Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "title = '2001 U.S. Average\\n{} g CO$_2$/kWh'.format(usa_2001)\n", "kwargs = dict(\n", " regions_lw = 1,\n", " regions_ec = '0.1',\n", " SERC_y = -1.5,\n", " SPP_y = 2.25\n", ")\n", "\n", "vmin = regions_albers.loc[:, [2001, 2017]].min().min()\n", "vmax = regions_albers.loc[:, [2001, 2017]].max().max()\n", "plot_nerc_annual(regions_proj=regions_albers, states_proj=states_albers, data_col=2001,\n", " text_col='nerc', vmin=vmin, vmax=vmax, title=title,\n", " cbar_title='g CO$_2$/kWh', **kwargs)\n", "\n", "path = join(figure_path, 'NERC map_cividis_2001.png')\n", "plt.savefig(path, bbox_inches='tight', dpi=350)" ] }, { "cell_type": "code", "execution_count": 171, "metadata": { "ExecuteTime": { "end_time": "2018-03-16T14:16:33.485866Z", "start_time": "2018-03-16T14:16:32.098285Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "title = '2017 U.S. Average\\n{} g CO$_2$/kWh (↓ 30%)'.format(usa_2017)\n", "kwargs = dict(\n", " regions_lw = 1,\n", " regions_ec = '0.1',\n", " SERC_y = -1.5,\n", " SPP_y = 2.25\n", ")\n", "\n", "vmin = regions_albers.loc[:, [2001, 2017]].min().min()\n", "vmax = regions_albers.loc[:, [2001, 2017]].max().max()\n", "regions_albers['arrow reduction'] = '↓ ' + regions_albers['reduction']\n", "plot_nerc_annual(regions_proj=regions_albers, states_proj=states_albers, data_col=2017,\n", " text_col='arrow reduction', vmin=vmin, vmax=vmax, title=title,\n", " cbar_title='g CO$_2$/kWh', **kwargs)\n", "path = join(figure_path, 'NERC map_cividis_2017_change.png')\n", "plt.savefig(path, bbox_inches='tight', dpi=350)" ] } ], "metadata": { "_draft": { "nbviewer_url": "https://gist.github.com/e88f510346fda8e90c995735c3241054" }, "gist": { "data": { "description": "Trying geopandas to assign NERC regions", "public": false }, "id": "e88f510346fda8e90c995735c3241054" }, "kernelspec": { "display_name": "psci", "language": "python", "name": "psci" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }