{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b1ed6628",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<CENTER>\n",
    "    <h1> Geospatial Data Science Applications: GEOG 4/590</h1>\n",
    "    <h3>Feb 21, 2022</h3>\n",
    "    <h2>Lecture 8: Visualization</h2>\n",
    "    <img src=\"images/coding-computer-programming.jpeg\" width=\"300\"/>\n",
    "    <h3>Johnny Ryan: jryan4@uoregon.edu</h3>\n",
    "</CENTER>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "daeac355",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Content of this lecture\n",
    "\n",
    "* Plotting with `matplotlib`\n",
    "<br>\n",
    "<br>\n",
    "* Mapping with `cartopy`\n",
    "<br>\n",
    "<br>\n",
    "* Interactive plotting with `folium`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8833f920",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## `matplotlib`\n",
    "\n",
    "\n",
    "* The **standard** library for producing visualizations in Python\n",
    "\n",
    "\n",
    "* Extremely comprehensive functionality\n",
    "\n",
    "\n",
    "* Many different plot types and options to customize"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ddcc3ca",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Basic\n",
    "\n",
    "<img src=\"images/basic3.png\" width=\"900\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a775b751",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Arrays and fields\n",
    "\n",
    "<img src=\"images/basic2.png\" width=\"900\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bc32b53",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Statistics\n",
    "\n",
    "<img src=\"images/basic1.png\" width=\"900\"/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fa99c2c4",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "# Import packages\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b540b0ca",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Coding styles\n",
    "\n",
    "There are essentially **two** ways to use `matplotlib`:\n",
    "\n",
    "\n",
    "* 1) **Explicitly create** Figures and Axes, and call methods on them (the **\"object-oriented (OO) style\"**)\n",
    "\n",
    "\n",
    "* 2) **Rely** on **pyplot** to **automatically** create and manage the Figures and Axes and use pyplot functions for plotting\n",
    "\n",
    "\n",
    "**Pyplot** style can be very convenient for **quick interactive** work\n",
    "\n",
    "\n",
    "We recommend using the **OO style** for complicated plots that are intended to be reused as part of a larger project"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2392944f",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Simple plot in `matplotlib` using \"object-oriented (OO) style\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "677a6890",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make data\n",
    "x = np.linspace(0, 10, 100)\n",
    "y = 4 + 2 * np.sin(2 * x)\n",
    "\n",
    "# Create a figure containing a single axes\n",
    "fig, ax = plt.subplots(figsize=(5,3)) # Set the figure size in inches \n",
    "\n",
    "# Plot data\n",
    "ax.plot(x, y, linewidth=2.0) # Set linewidth in pixels\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11d8702d",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Simple plot in `matplotlib` using \"pyplot style\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "14d9a4d3",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make data\n",
    "x = np.linspace(0, 10, 100)\n",
    "y = 4 + 2 * np.sin(2 * x)\n",
    "\n",
    "# Plot data\n",
    "plt.figure(figsize=(5, 3))\n",
    "plt.plot(x, y, linewidth=2.0) # Set linewidth in pixels\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1da101f9",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<img src=\"images/anatomy.webp\" width=\"600\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d09fe78",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Colors and line styles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1e131be6",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure containing a single axes\n",
    "fig, ax = plt.subplots(figsize=(5,3)) # Set the figure size in inches \n",
    "\n",
    "# Plot data\n",
    "ax.plot(x, y, linewidth=3.0, color='darkblue')\n",
    "ax.plot(x, y+3, linewidth=2.0, color='red', linestyle='--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1780aa9",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Axes labels and legends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "22351070",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure containing a single axes\n",
    "fig, ax = plt.subplots(figsize=(5,3)) # Set the figure size in inches \n",
    "\n",
    "# Plot data\n",
    "ax.plot(x, y, linewidth=3.0, color='darkblue', label='data1')\n",
    "ax.plot(x, y+3, linewidth=2.0, color='red', linestyle='--', label='data2')\n",
    "\n",
    "# Plot legend\n",
    "ax.legend(fontsize=14)\n",
    "\n",
    "# Set axes labels\n",
    "ax.set_xlabel('Distance (km)', fontsize=14)\n",
    "ax.set_ylabel('Elevation (m)', fontsize=14)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c10056ab",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure containing a single axes\n",
    "fig, ax = plt.subplots(figsize=(5,3)) # Set the figure size in inches \n",
    "\n",
    "# Plot data\n",
    "ax.plot(x, y, linewidth=3.0, color='darkblue', label='data1')\n",
    "ax.plot(x, y+3, linewidth=2.0, color='red', linestyle='--', label='data2')\n",
    "\n",
    "# Plot legend\n",
    "ax.legend(fontsize=14)\n",
    "\n",
    "# Set axes labels\n",
    "ax.set_xlabel('Distance (km)', fontsize=14)\n",
    "ax.set_ylabel('Elevation (m)', fontsize=14)\n",
    "\n",
    "# Set grid style\n",
    "ax.grid(linestyle='--', linewidth=1.5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9906476d",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure containing a single axes\n",
    "fig, ax = plt.subplots(figsize=(5,3)) # Set the figure size in inches \n",
    "\n",
    "# Plot data\n",
    "ax.plot(x, y, linewidth=3.0, color='darkblue', label='data1')\n",
    "\n",
    "ax.set_xlabel('Distance (km)', fontsize=14) # Set axes labels\n",
    "ax.set_ylabel('Elevation (m)', fontsize=14) # Set axes labels\n",
    "ax.set_ylim(2, 6)                           # Set axes scale\n",
    "ax.set_xticks(np.arange(0, 21, 1))          # Set tick labels\n",
    "ax.yaxis.set_tick_params(labelsize=18)      # Set tick label size\n",
    "ax.grid(False)                              # Hide grid lines\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00e6332c",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Produce a figure with two axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "229872ab",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure containing two axes\n",
    "fig, (ax1, ax2) = plt.subplots(ncols=2, nrows=1, figsize=(10,3)) \n",
    "\n",
    "# Plot data\n",
    "ax1.plot(x, y, linewidth=2.0)\n",
    "ax2.plot(x, y, linewidth=2.0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "daf714a4",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Constrained layout\n",
    "\n",
    "* Automatically adjusts subplots, legends and colorbars etc. so that they **fit in the figure window** while still **preserving**, as best they can, the **logical layout** requested by the user."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "464d9147",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure containing two axes\n",
    "fig, (ax1, ax2) = plt.subplots(ncols=2, nrows=1, figsize=(10,3),\n",
    "                               layout='constrained', sharey=True) \n",
    "\n",
    "# Plot data\n",
    "ax1.plot(x, y, linewidth=2.0)\n",
    "ax2.plot(x, y, linewidth=2.0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "079c4ad4",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### More information\n",
    "\n",
    "https://matplotlib.org/stable/tutorials/index.html"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1d1d4e9",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## `cartopy`\n",
    "\n",
    "* Package designed for geospatial data processing in order to **produce maps** and other geospatial data analyses\n",
    "\n",
    "\n",
    "* Built using the powerful `PROJ`, `numpy` and `shapely` libraries and includes a programmatic interface built on top of `matplotlib` for the creation of publication quality maps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "666e1894",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# Import packages\n",
    "import cartopy.crs as ccrs\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6914941a",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Simple map of world coastlines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7535d1d4",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create figure with no axes\n",
    "fig = plt.figure(figsize=(10, 10))\n",
    "\n",
    "# Define a GeoAxes instance with PlateCarree projection\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "\n",
    "# Add coastlines to axes\n",
    "ax.coastlines()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3370458b",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Add point data to map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1acd62c2",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "# Coordinates of Seattle and London\n",
    "seattle_lon, seattle_lat, london_lon, london_lat = -122, 47, 0, 52"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "158c75a7",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.feature_artist.FeatureArtist at 0x1adb662f0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 10)) # Create figure with no axes\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "ax.set_extent([-130, 10, 30, 60], ccrs.Geodetic()) # Set extent\n",
    "\n",
    "# Plot data\n",
    "plt.plot([seattle_lon, london_lon], [seattle_lat, london_lat], color='red', \n",
    "         linewidth=2, transform=ccrs.Geodetic())\n",
    "\n",
    "plt.plot([seattle_lon, london_lon], [seattle_lat, london_lat], color='blue', \n",
    "         linewidth=2, transform=ccrs.PlateCarree())\n",
    "\n",
    "# Add coastlines to axes\n",
    "ax.coastlines()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6c3d4ce",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Add gridded data to map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "9961d186",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "# Import packages\n",
    "import xarray as xr\n",
    "\n",
    "# Define filepath\n",
    "filepath = '/Users/jryan4/Dropbox (University of Oregon)/Teaching/geospatial-data-science/data/lecture8/'\n",
    "\n",
    "# Read data\n",
    "tp = xr.open_dataset(filepath + 'era_2020_tp.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "4717a3e0",
   "metadata": {},
   "outputs": [
    {
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       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;tp&#x27; ()&gt;\n",
       "array(0.00232061, dtype=float32)</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tp'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-49017b48-9c6a-40c4-807b-80642ff61f5d' class='xr-array-in' type='checkbox' checked><label for='section-49017b48-9c6a-40c4-807b-80642ff61f5d' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.002321</span></div><div class='xr-array-data'><pre>array(0.00232061, dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-5d58bf05-87d6-4bb8-b575-bbfc3fc95eff' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5d58bf05-87d6-4bb8-b575-bbfc3fc95eff' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-8dcfdb4f-992b-490e-a6f3-a694f77db880' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8dcfdb4f-992b-490e-a6f3-a694f77db880' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'tp' ()>\n",
       "array(0.00232061, dtype=float32)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tp['tp'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5cdba608",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create figure with no axes\n",
    "fig = plt.figure(figsize=(10, 10))\n",
    "\n",
    "# Define a GeoAxes instance with PlateCarree projection\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "ax.set_global()\n",
    "ax.coastlines()\n",
    "\n",
    "ax.contourf(tp['longitude'], tp['latitude'], np.mean(tp['tp'], axis=0), \n",
    "            cmap='Blues')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ca5c277",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Change projection systems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "eb078cc3",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create figure with no axes\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "\n",
    "# Define a GeoAxes instance with LambertConformal projection\n",
    "ax = plt.axes(projection=ccrs.LambertConformal())\n",
    "ax.set_global()\n",
    "ax.coastlines()\n",
    "\n",
    "ax.contourf(tp['longitude'], tp['latitude'], np.mean(tp['tp'], axis=0), \n",
    "            cmap='Blues')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa8f1669",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Change projection and define data transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7eeca1a6",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_crs = ccrs.PlateCarree() # Specify data coordinate system\n",
    "fig = plt.figure(figsize=(8, 8)) # Create figure with no axes\n",
    "\n",
    "# Define a GeoAxes instance with PlateCarree projection\n",
    "ax = plt.axes(projection=ccrs.LambertConformal())\n",
    "ax.set_global()\n",
    "ax.coastlines()\n",
    "\n",
    "ax.contourf(tp['longitude'], tp['latitude'], np.mean(tp['tp'], axis=0), \n",
    "            transform=data_crs, cmap='Blues')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ab23a95",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Set map extent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bdafaf62",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create figure with no axes\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "ax = plt.axes(projection=ccrs.LambertConformal())\n",
    "ax.set_global()\n",
    "ax.coastlines()\n",
    "\n",
    "# Set extent \n",
    "ax.set_extent([-120, -70, 25, 48], crs=ccrs.PlateCarree())\n",
    "\n",
    "ax.contourf(tp['longitude'], tp['latitude'], np.mean(tp['tp'], axis=0), \n",
    "            transform=data_crs, cmap='Blues')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97972f70",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## `folium`\n",
    "\n",
    "* Sometimes interactive, web-based displays of geospatial data are more useful/powerful than static figures\n",
    "\n",
    "\n",
    "* `folium` is a web mapping framework based on `Leaflet` that allows us to produce interactive maps\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b0781f30",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "# Import package\n",
    "import folium"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf598df5",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Basics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a49f8e6d",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=%3C%21DOCTYPE%20html%3E%0A%3Chead%3E%20%20%20%20%0A%20%20%20%20%3Cmeta%20http-equiv%3D%22content-type%22%20content%3D%22text/html%3B%20charset%3DUTF-8%22%20/%3E%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%3Cscript%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20L_NO_TOUCH%20%3D%20false%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20L_DISABLE_3D%20%3D%20false%3B%0A%20%20%20%20%20%20%20%20%3C/script%3E%0A%20%20%20%20%0A%20%20%20%20%3Cstyle%3Ehtml%2C%20body%20%7Bwidth%3A%20100%25%3Bheight%3A%20100%25%3Bmargin%3A%200%3Bpadding%3A%200%3B%7D%3C/style%3E%0A%20%20%20%20%3Cstyle%3E%23map%20%7Bposition%3Aabsolute%3Btop%3A0%3Bbottom%3A0%3Bright%3A0%3Bleft%3A0%3B%7D%3C/style%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.6.0/dist/leaflet.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//code.jquery.com/jquery-1.12.4.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js%22%3E%3C/script%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.6.0/dist/leaflet.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css%22/%3E%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cmeta%20name%3D%22viewport%22%20content%3D%22width%3Ddevice-width%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20initial-scale%3D1.0%2C%20maximum-scale%3D1.0%2C%20user-scalable%3Dno%22%20/%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cstyle%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%23map_bb37ef536df540fd9b11b2de91c99b1c%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20position%3A%20relative%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20width%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20height%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20left%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20top%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%3C/style%3E%0A%20%20%20%20%20%20%20%20%0A%3C/head%3E%0A%3Cbody%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cdiv%20class%3D%22folium-map%22%20id%3D%22map_bb37ef536df540fd9b11b2de91c99b1c%22%20%3E%3C/div%3E%0A%20%20%20%20%20%20%20%20%0A%3C/body%3E%0A%3Cscript%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20map_bb37ef536df540fd9b11b2de91c99b1c%20%3D%20L.map%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%22map_bb37ef536df540fd9b11b2de91c99b1c%22%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20center%3A%20%5B45.5236%2C%20-122.675%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20crs%3A%20L.CRS.EPSG3857%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20zoom%3A%2011%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20zoomControl%3A%20true%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20preferCanvas%3A%20false%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%0A%20%20%20%20%20%20%20%20%20%20%20%20%0A%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20tile_layer_8692f7acab9246998e3711bccdf6a72a%20%3D%20L.tileLayer%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%22https%3A//%7Bs%7D.tile.openstreetmap.org/%7Bz%7D/%7Bx%7D/%7By%7D.png%22%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22attribution%22%3A%20%22Data%20by%20%5Cu0026copy%3B%20%5Cu003ca%20href%3D%5C%22http%3A//openstreetmap.org%5C%22%5Cu003eOpenStreetMap%5Cu003c/a%5Cu003e%2C%20under%20%5Cu003ca%20href%3D%5C%22http%3A//www.openstreetmap.org/copyright%5C%22%5Cu003eODbL%5Cu003c/a%5Cu003e.%22%2C%20%22detectRetina%22%3A%20false%2C%20%22maxNativeZoom%22%3A%2018%2C%20%22maxZoom%22%3A%2018%2C%20%22minZoom%22%3A%200%2C%20%22noWrap%22%3A%20false%2C%20%22opacity%22%3A%201%2C%20%22subdomains%22%3A%20%22abc%22%2C%20%22tms%22%3A%20false%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_bb37ef536df540fd9b11b2de91c99b1c%29%3B%0A%20%20%20%20%20%20%20%20%0A%3C/script%3E onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1b11d3dc0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Open a map at specific loction and zoom\n",
    "m = folium.Map(location=[45.5236, -122.6750], zoom_start=11)\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c0cc9df",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Tiles\n",
    "\n",
    "* The default tiles are **OpenStreetMap**, but others tiles (e.g. **Stamen Terrain**, **Stamen Toner**) are built in. Some of them require an API key."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4a0974ea",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=%3C%21DOCTYPE%20html%3E%0A%3Chead%3E%20%20%20%20%0A%20%20%20%20%3Cmeta%20http-equiv%3D%22content-type%22%20content%3D%22text/html%3B%20charset%3DUTF-8%22%20/%3E%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%3Cscript%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20L_NO_TOUCH%20%3D%20false%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20L_DISABLE_3D%20%3D%20false%3B%0A%20%20%20%20%20%20%20%20%3C/script%3E%0A%20%20%20%20%0A%20%20%20%20%3Cstyle%3Ehtml%2C%20body%20%7Bwidth%3A%20100%25%3Bheight%3A%20100%25%3Bmargin%3A%200%3Bpadding%3A%200%3B%7D%3C/style%3E%0A%20%20%20%20%3Cstyle%3E%23map%20%7Bposition%3Aabsolute%3Btop%3A0%3Bbottom%3A0%3Bright%3A0%3Bleft%3A0%3B%7D%3C/style%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.6.0/dist/leaflet.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//code.jquery.com/jquery-1.12.4.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js%22%3E%3C/script%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.6.0/dist/leaflet.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css%22/%3E%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cmeta%20name%3D%22viewport%22%20content%3D%22width%3Ddevice-width%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20initial-scale%3D1.0%2C%20maximum-scale%3D1.0%2C%20user-scalable%3Dno%22%20/%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cstyle%3E%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%23map_81c525be2e054d24aefbcaa3f3836638%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20position%3A%20relative%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20width%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20height%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20left%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20top%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%3C/style%3E%0A%20%20%20%20%20%20%20%20%0A%3C/head%3E%0A%3Cbody%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20%3Cdiv%20class%3D%22folium-map%22%20id%3D%22map_81c525be2e054d24aefbcaa3f3836638%22%20%3E%3C/div%3E%0A%20%20%20%20%20%20%20%20%0A%3C/body%3E%0A%3Cscript%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20map_81c525be2e054d24aefbcaa3f3836638%20%3D%20L.map%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%22map_81c525be2e054d24aefbcaa3f3836638%22%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20center%3A%20%5B45.372%2C%20-121.6972%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20crs%3A%20L.CRS.EPSG3857%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20zoom%3A%2012%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20zoomControl%3A%20true%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20preferCanvas%3A%20false%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%0A%20%20%20%20%20%20%20%20%20%20%20%20%0A%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20tile_layer_8b98da0a36194153b8cc2a0f4a6d9e6e%20%3D%20L.tileLayer%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%22https%3A//stamen-tiles-%7Bs%7D.a.ssl.fastly.net/terrain/%7Bz%7D/%7Bx%7D/%7By%7D.jpg%22%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22attribution%22%3A%20%22Map%20tiles%20by%20%5Cu003ca%20href%3D%5C%22http%3A//stamen.com%5C%22%5Cu003eStamen%20Design%5Cu003c/a%5Cu003e%2C%20under%20%5Cu003ca%20href%3D%5C%22http%3A//creativecommons.org/licenses/by/3.0%5C%22%5Cu003eCC%20BY%203.0%5Cu003c/a%5Cu003e.%20Data%20by%20%5Cu0026copy%3B%20%5Cu003ca%20href%3D%5C%22http%3A//openstreetmap.org%5C%22%5Cu003eOpenStreetMap%5Cu003c/a%5Cu003e%2C%20under%20%5Cu003ca%20href%3D%5C%22http%3A//creativecommons.org/licenses/by-sa/3.0%5C%22%5Cu003eCC%20BY%20SA%5Cu003c/a%5Cu003e.%22%2C%20%22detectRetina%22%3A%20false%2C%20%22maxNativeZoom%22%3A%2018%2C%20%22maxZoom%22%3A%2018%2C%20%22minZoom%22%3A%200%2C%20%22noWrap%22%3A%20false%2C%20%22opacity%22%3A%201%2C%20%22subdomains%22%3A%20%22abc%22%2C%20%22tms%22%3A%20false%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_81c525be2e054d24aefbcaa3f3836638%29%3B%0A%20%20%20%20%20%20%20%20%0A%3C/script%3E onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1b1205780>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = folium.Map(location=[45.372, -121.6972], zoom_start=12, tiles=\"Stamen Terrain\")\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4bab02fc",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Adding markers with labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "8e6afdc2",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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22%2C%20%22detectRetina%22%3A%20false%2C%20%22maxNativeZoom%22%3A%2018%2C%20%22maxZoom%22%3A%2018%2C%20%22minZoom%22%3A%200%2C%20%22noWrap%22%3A%20false%2C%20%22opacity%22%3A%201%2C%20%22subdomains%22%3A%20%22abc%22%2C%20%22tms%22%3A%20false%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_46d72a9c70fd4de48176096def0cd78b%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20marker_6165692070864cf2a47fa49b2557601f%20%3D%20L.marker%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B45.3288%2C%20-121.6625%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_46d72a9c70fd4de48176096def0cd78b%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20var%20popup_822c891b1de642ac9a745c62b766fec0%20%3D%20L.popup%28%7B%22maxWidth%22%3A%20%22100%25%22%7D%29%3B%0A%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20html_ac0d73e871e7452ebd2353ddefb5816b%20%3D%20%24%28%60%3Cdiv%20id%3D%22html_ac0d73e871e7452ebd2353ddefb5816b%22%20style%3D%22width%3A%20100.0%25%3B%20height%3A%20100.0%25%3B%22%3E%3Ci%3EMt.%20Hood%20Meadows%3C/i%3E%3C/div%3E%60%29%5B0%5D%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20popup_822c891b1de642ac9a745c62b766fec0.setContent%28html_ac0d73e871e7452ebd2353ddefb5816b%29%3B%0A%20%20%20%20%20%20%20%20%0A%0A%20%20%20%20%20%20%20%20marker_6165692070864cf2a47fa49b2557601f.bindPopup%28popup_822c891b1de642ac9a745c62b766fec0%29%0A%20%20%20%20%20%20%20%20%3B%0A%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20marker_2709383f17d24b25ba4fab1d9ae5b609%20%3D%20L.marker%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5B45.3311%2C%20-121.7113%5D%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29.addTo%28map_46d72a9c70fd4de48176096def0cd78b%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20icon_1ba86202463a49c69d8fa85ba14d308a%20%3D%20L.AwesomeMarkers.icon%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%22extraClasses%22%3A%20%22fa-rotate-0%22%2C%20%22icon%22%3A%20%22info-sign%22%2C%20%22iconColor%22%3A%20%22white%22%2C%20%22markerColor%22%3A%20%22red%22%2C%20%22prefix%22%3A%20%22glyphicon%22%7D%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20marker_2709383f17d24b25ba4fab1d9ae5b609.setIcon%28icon_1ba86202463a49c69d8fa85ba14d308a%29%3B%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20var%20popup_e947e120db724db28c64f879646ecc37%20%3D%20L.popup%28%7B%22maxWidth%22%3A%20%22100%25%22%7D%29%3B%0A%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%20%20%20%20%20%20%20%20var%20html_024a049c445d407a9d4e2cb66d312e57%20%3D%20%24%28%60%3Cdiv%20id%3D%22html_024a049c445d407a9d4e2cb66d312e57%22%20style%3D%22width%3A%20100.0%25%3B%20height%3A%20100.0%25%3B%22%3E%3Cb%3ETimberline%20Lodge%3C/b%3E%3C/div%3E%60%29%5B0%5D%3B%0A%20%20%20%20%20%20%20%20%20%20%20%20popup_e947e120db724db28c64f879646ecc37.setContent%28html_024a049c445d407a9d4e2cb66d312e57%29%3B%0A%20%20%20%20%20%20%20%20%0A%0A%20%20%20%20%20%20%20%20marker_2709383f17d24b25ba4fab1d9ae5b609.bindPopup%28popup_e947e120db724db28c64f879646ecc37%29%0A%20%20%20%20%20%20%20%20%3B%0A%0A%20%20%20%20%20%20%20%20%0A%20%20%20%20%0A%3C/script%3E onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1b1205630>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = folium.Map(location=[45.372, -121.6972], zoom_start=12, tiles=\"Stamen Terrain\")\n",
    "folium.Marker([45.3288, -121.6625], \n",
    "              popup=\"<i>Mt. Hood Meadows</i>\").add_to(m)\n",
    "folium.Marker([45.3311, -121.7113], \n",
    "              popup=\"<b>Timberline Lodge</b>\", \n",
    "              icon=folium.Icon(color=\"red\", icon=\"info-sign\")).add_to(m)\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3363b2b",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Chloropleth maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "53d44456",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting regionmask\n",
      "  Downloading regionmask-0.8.0-py3-none-any.whl (49 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.2/49.2 KB\u001b[0m \u001b[31m1.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from regionmask) (1.22.2)\n",
      "Requirement already satisfied: xarray>=0.15 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from regionmask) (0.21.1)\n",
      "Requirement already satisfied: shapely>=1.6 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from regionmask) (1.8.0)\n",
      "Requirement already satisfied: setuptools>=40.4 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from regionmask) (60.7.1)\n",
      "Requirement already satisfied: rasterio>=1.0 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from regionmask) (1.2.10)\n",
      "Requirement already satisfied: geopandas>=0.6 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from regionmask) (0.10.2)\n",
      "Collecting pooch>=1.0\n",
      "  Downloading pooch-1.6.0-py3-none-any.whl (56 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m56.3/56.3 KB\u001b[0m \u001b[31m2.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hRequirement already satisfied: pandas>=0.25.0 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from geopandas>=0.6->regionmask) (1.4.0)\n",
      "Requirement already satisfied: fiona>=1.8 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from geopandas>=0.6->regionmask) (1.8.20)\n",
      "Requirement already satisfied: pyproj>=2.2.0 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from geopandas>=0.6->regionmask) (3.3.0)\n",
      "Collecting appdirs>=1.3.0\n",
      "  Using cached appdirs-1.4.4-py2.py3-none-any.whl (9.6 kB)\n",
      "Requirement already satisfied: requests>=2.19.0 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from pooch>=1.0->regionmask) (2.27.1)\n",
      "Requirement already satisfied: packaging>=20.0 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from pooch>=1.0->regionmask) (21.3)\n",
      "Requirement already satisfied: click>=4.0 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from rasterio>=1.0->regionmask) (8.0.3)\n",
      "Requirement already satisfied: attrs in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from rasterio>=1.0->regionmask) (21.4.0)\n",
      "Requirement already satisfied: click-plugins in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from rasterio>=1.0->regionmask) (1.1.1)\n",
      "Requirement already satisfied: certifi in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from rasterio>=1.0->regionmask) (2021.10.8)\n",
      "Requirement already satisfied: snuggs>=1.4.1 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from rasterio>=1.0->regionmask) (1.4.7)\n",
      "Requirement already satisfied: cligj>=0.5 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from rasterio>=1.0->regionmask) (0.7.2)\n",
      "Requirement already satisfied: affine in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from rasterio>=1.0->regionmask) (2.3.0)\n",
      "Requirement already satisfied: six>=1.7 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from fiona>=1.8->geopandas>=0.6->regionmask) (1.16.0)\n",
      "Requirement already satisfied: munch in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from fiona>=1.8->geopandas>=0.6->regionmask) (2.5.0)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from packaging>=20.0->pooch>=1.0->regionmask) (3.0.7)\n",
      "Requirement already satisfied: python-dateutil>=2.8.1 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from pandas>=0.25.0->geopandas>=0.6->regionmask) (2.8.2)\n",
      "Requirement already satisfied: pytz>=2020.1 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from pandas>=0.25.0->geopandas>=0.6->regionmask) (2021.3)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from requests>=2.19.0->pooch>=1.0->regionmask) (3.3)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from requests>=2.19.0->pooch>=1.0->regionmask) (1.26.8)\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0 in /opt/anaconda3/envs/lecture8/lib/python3.10/site-packages (from requests>=2.19.0->pooch>=1.0->regionmask) (2.0.11)\n",
      "Installing collected packages: appdirs, pooch, regionmask\n",
      "Successfully installed appdirs-1.4.4 pooch-1.6.0 regionmask-0.8.0\n"
     ]
    }
   ],
   "source": [
    "!pip install regionmask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ea5f4a8f",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Geographic 2D CRS: EPSG:4269>\n",
       "Name: NAD83\n",
       "Axis Info [ellipsoidal]:\n",
       "- Lat[north]: Geodetic latitude (degree)\n",
       "- Lon[east]: Geodetic longitude (degree)\n",
       "Area of Use:\n",
       "- name: North America - onshore and offshore: Canada - Alberta; British Columbia; Manitoba; New Brunswick; Newfoundland and Labrador; Northwest Territories; Nova Scotia; Nunavut; Ontario; Prince Edward Island; Quebec; Saskatchewan; Yukon. Puerto Rico. United States (USA) - Alabama; Alaska; Arizona; Arkansas; California; Colorado; Connecticut; Delaware; Florida; Georgia; Hawaii; Idaho; Illinois; Indiana; Iowa; Kansas; Kentucky; Louisiana; Maine; Maryland; Massachusetts; Michigan; Minnesota; Mississippi; Missouri; Montana; Nebraska; Nevada; New Hampshire; New Jersey; New Mexico; New York; North Carolina; North Dakota; Ohio; Oklahoma; Oregon; Pennsylvania; Rhode Island; South Carolina; South Dakota; Tennessee; Texas; Utah; Vermont; Virginia; Washington; West Virginia; Wisconsin; Wyoming. US Virgin Islands. British Virgin Islands.\n",
       "- bounds: (167.65, 14.92, -47.74, 86.46)\n",
       "Datum: North American Datum 1983\n",
       "- Ellipsoid: GRS 1980\n",
       "- Prime Meridian: Greenwich"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import packages\n",
    "import geopandas as gpd\n",
    "import regionmask\n",
    "\n",
    "# Define filepath\n",
    "filepath = '/Users/jryan4/Dropbox (University of Oregon)/Teaching/geospatial-data-science/data/lecture8/'\n",
    "\n",
    "# Read shapefile\n",
    "states = gpd.read_file(filepath + 'us_mainland_states.shp')\n",
    "states.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "34f135a9",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Geographic 2D CRS: EPSG:4326>\n",
       "Name: WGS 84\n",
       "Axis Info [ellipsoidal]:\n",
       "- Lat[north]: Geodetic latitude (degree)\n",
       "- Lon[east]: Geodetic longitude (degree)\n",
       "Area of Use:\n",
       "- name: World.\n",
       "- bounds: (-180.0, -90.0, 180.0, 90.0)\n",
       "Datum: World Geodetic System 1984 ensemble\n",
       "- Ellipsoid: WGS 84\n",
       "- Prime Meridian: Greenwich"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert coordinate system\n",
    "states_wgs84 = states.to_crs('EPSG:4326')\n",
    "states_wgs84.crs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a86e1094",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Plot \n",
    "\n",
    "* `geopandas` provides a high-level interface to the `matplotlib` library for making maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "6c23ec59",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "states_wgs84.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1497eb83",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Plot simple chloropleth map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "0ebe4877",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "states_wgs84.plot(column='ALAND')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4444c7a4",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Saving figures\n",
    "\n",
    "The recommended way to save plots for use outside of Jupyter notebooks is to use matplotlib's `plt.savefig()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "04153c53",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure containing a single axes\n",
    "fig, ax = plt.subplots(figsize=(5,3)) # Set the figure size in inches \n",
    "ax.plot(x, y, linewidth=3.0, color='darkblue')\n",
    "ax.plot(x, y+3, linewidth=2.0, color='red', linestyle='--')\n",
    "fig.savefig(filepath + 'plot.png', dpi=300, pad_inches=0.05,\n",
    "        facecolor='white')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce9c9fad",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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