Last active
August 19, 2019 18:55
-
-
Save dennissergeev/c443f8094bc58e2cd73d35163c3f294d to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib.gridspec as gridspec\n", | |
"import matplotlib.pyplot as plt\n", | |
"import matplotlib.colors as mcolors\n", | |
"from matplotlib.lines import Line2D\n", | |
"from matplotlib.offsetbox import AnchoredText\n", | |
"from mpl_toolkits.axes_grid1 import AxesGrid\n", | |
"from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n", | |
"\n", | |
"import string" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import cartopy.crs as ccrs\n", | |
"from cartopy.mpl.ticker import LongitudeFormatter, LatitudeFormatter\n", | |
"\n", | |
"lon_formatter = LongitudeFormatter(zero_direction_label=True)\n", | |
"lat_formatter = LatitudeFormatter()\n", | |
"\n", | |
"crs_main = ccrs.PlateCarree(central_longitude=180)\n", | |
"crs_aux = ccrs.PlateCarree()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"plt.rcParams['mathtext.default'] = 'regular'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"seasons = [\"Feb 2017\", \"Aug 2016\"]\n", | |
"species = \"$C_2H_6$\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def make_plots_with_map(figsize=(20, 15)):\n", | |
" \"\"\"\n", | |
" Make a super plot.\n", | |
" \n", | |
" Parameters\n", | |
" ----------\n", | |
" figsize: tuple\n", | |
" Figure size in inches.\n", | |
" \n", | |
" Returns\n", | |
" -------\n", | |
" fig: matplotlib.figure.Figure\n", | |
" Parent figure.\n", | |
" ax_dict: dict\n", | |
" Dictionary of \"vert_prof\" axes for vertical profiles;\n", | |
" and the \"map\" entry for a cartopy axes in the middle.\n", | |
" \"\"\"\n", | |
" ncol = 10\n", | |
" nrow = 4\n", | |
"\n", | |
" ax_dict = {}\n", | |
" ax_dict[\"vert_prof\"] = {}\n", | |
"\n", | |
" fig = plt.figure(figsize=figsize)\n", | |
"\n", | |
" gs = gridspec.GridSpec(nrow, ncol, figure=fig, wspace=0.4, hspace=0.3)\n", | |
"\n", | |
" ax_dict[\"vert_prof\"][\"w_canada\"] = plt.subplot(gs[0, 1:3]), plt.subplot(gs[0, 3:5])\n", | |
" ax_dict[\"vert_prof\"][\"greenland\"] = plt.subplot(gs[0, 5:7]), plt.subplot(gs[0, 7:9])\n", | |
"\n", | |
" ax_dict[\"vert_prof\"][\"n_pacific\"] = plt.subplot(gs[1, :2]), plt.subplot(gs[1, 2:4])\n", | |
" ax_dict[\"vert_prof\"][\"n_atlantic\"] = plt.subplot(gs[1, 6:8]), plt.subplot(gs[1, 8:])\n", | |
" ax_dict[\"vert_prof\"][\"c_pacific\"] = plt.subplot(gs[2, :2]), plt.subplot(gs[2, 2:4])\n", | |
" ax_dict[\"vert_prof\"][\"c_atlantic\"] = plt.subplot(gs[2, 6:8]), plt.subplot(gs[2, 8:])\n", | |
" ax_dict[\"vert_prof\"][\"s_pacific\"] = plt.subplot(gs[3, 1:3]), plt.subplot(gs[3, 3:5])\n", | |
" ax_dict[\"vert_prof\"][\"s_e_atlantic\"] = (\n", | |
" plt.subplot(gs[3, 5:7]),\n", | |
" plt.subplot(gs[3, 7:9]),\n", | |
" )\n", | |
"\n", | |
" ax_dict[\"map\"] = plt.subplot(gs[1:3, 4:6], projection=crs_main)\n", | |
" ax_dict[\"map\"].coastlines()\n", | |
" ax_dict[\"map\"].set_extent([-200, -5, -90, 90], crs=crs_aux)\n", | |
" ax_dict[\"map\"].set_xticks([-180, -150, -120, -90, -60, -30], crs=crs_aux)\n", | |
" ax_dict[\"map\"].set_yticks([-90, -60, -30, 0, 30, 60, 90], crs=crs_aux)\n", | |
" ax_dict[\"map\"].xaxis.set_major_formatter(lon_formatter)\n", | |
" ax_dict[\"map\"].yaxis.set_major_formatter(lat_formatter)\n", | |
"\n", | |
" return fig, ax_dict" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 2160x1440 with 17 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax_dict = make_plots_with_map(figsize=(30, 20))\n", | |
"\n", | |
"ilabels = iter(string.ascii_lowercase)\n", | |
"for region, ax_pair in ax_dict[\"vert_prof\"].items():\n", | |
" for i, (season, ax) in enumerate(zip(seasons, ax_pair)):\n", | |
" ax.set_title(f\"({next(ilabels)}) {season}\", loc=\"left\")\n", | |
" ax.set_title(species, loc=\"right\")\n", | |
" ax.set_title(region.replace(\"_\", \" \").title(), loc=\"center\")\n", | |
" \n", | |
" ax.set_xlim([0, 8000])\n", | |
" ax.set_ylim([0, 15])\n", | |
" if i == 0:\n", | |
" # Add y-label only to the left plot\n", | |
" ax.set_ylabel('Altitude [$km$]')\n", | |
" ax.set_xlabel('Concentration [$pptvC$]')\n", | |
"\n", | |
"ax_dict[\"map\"].set_title(f\"({next(ilabels)}) ATom flight tracks and regions\", loc=\"left\");" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python [conda env:exo]", | |
"language": "python", | |
"name": "conda-env-exo-py" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment