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Created June 28, 2016 10:31
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This is an experiment in creating a Jupyter notebook showing a world map with different parameters (including map projection) by combining a Matplotlib Basemap and IPython widgets.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Combine a Matplotlib Basemap with IPython Widgets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is an experiment in creating a [Jupyter](https://jupyter.org) notebook showing a world map with different parameters (including map projection) by combining a [Matplotlib Basemap](http://matplotlib.org/basemap/index.html) and [IPython widgets](https://ipywidgets.readthedocs.io/en/latest/index.html).\n",
"\n",
"Tested on Python 3.5, Basemap 1.0.7, and ipywidgets 4.1.1. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Make plots appear inline (inside the Jupyter notebook).\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import datetime\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.basemap import Basemap, supported_projections\n",
"from ipywidgets import interact, interact_manual, FloatSlider"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Get a list of supported projection names (no, there seems to be no single ready-made list):"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"lines = supported_projections.strip().split('\\n')\n",
"proj_names = [line.strip().split()[0] for line in lines]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create sliders without continuous update, since creating a map can take a few seconds (this effect shows only when replacing the `@interact_manual` decorator below with `@interact`):"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"lat_slider = FloatSlider(min=-90, max=90, step=0.1, continuous_update=False)\n",
"lon_slider = FloatSlider(min=-180, max=180, step=0.1, continuous_update=False)\n",
"hour_slider = FloatSlider(min=-12, max=12, step=1/60, continuous_update=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This function does the real work. Notice that some projections will create warnings or even errors when they need additional parameters!"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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Qmybg3qObYsuHD5cZfIls4oU2JBh0OqwWK21dBMP8ncm0CIxffoXzkEHMlRf5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\nGhLJOQiCoIZEcg6CIKgh/wFJ9b/1vapK5gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x109f579b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"@interact_manual(lat_0=lat_slider, lon_0=lon_slider, delta_hours=hour_slider,\n",
" projection=proj_names, title='Sample Title')\n",
"def show_map(lat_0=0, lon_0=0, delta_hours=0, projection='mill', title=''):\n",
" \"Show a world map.\"\n",
" \n",
" # Resolutions: c (crude), l (low), i (intermediate), h (high), f (full) or None. \n",
" map = Basemap(projection=projection, lat_0=lat_0, lon_0=lon_0, resolution='c')\n",
"\n",
" # Plot coastlines, draw label meridians and parallels.\n",
" map.drawcoastlines() # linewidth=0.5, linestyle='solid', color='k', antialiased=1, ax=None, zorder=None)\n",
"\n",
" # Plot countries.\n",
" map.drawcountries() # linewidth=0.5, linestyle='solid', color='k', antialiased=1, ax=None, zorder=None)\n",
"\n",
" # Plot parallels and meridians.\n",
" map.drawparallels(np.arange(-90, 90, 30), labels=[1, 0, 0, 0])\n",
" map.drawmeridians(np.arange(map.lonmin, map.lonmax + 30, 60), labels=[0, 0, 0, 1])\n",
" \n",
" # Fill continents 'coral' (with zorder=0), color wet areas 'aqua'\n",
" map.drawmapboundary(fill_color='aqua')\n",
" map.fillcontinents(color='coral', lake_color='aqua')\n",
"\n",
" # Shade the night areas, with alpha transparency so the\n",
" # map shows through. Use current time in UTC + delta.\n",
" date = datetime.datetime.utcnow().timestamp() + delta_hours * 3600\n",
" date = datetime.datetime.fromtimestamp(date)\n",
" map.nightshade(date, alpha=0.35)\n",
"\n",
" plt.title('%s %s (UTC)' % (title, date.isoformat()[:19]))\n",
" plt.show()"
]
},
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