{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pip install geopandas plotly descartes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import animation\n",
    "import pandas as pd\n",
    "import geopandas # we'll use this to read shapefiles\n",
    "from shapely.geometry import Polygon, Point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>SHAPESTAre</th>\n",
       "      <th>SHAPESTLen</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1332</td>\n",
       "      <td>5.274004e+05</td>\n",
       "      <td>3.378551e+03</td>\n",
       "      <td>POLYGON ((-89.36924133213829 43.10153277072625...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1333</td>\n",
       "      <td>2.675664e+04</td>\n",
       "      <td>7.126214e+02</td>\n",
       "      <td>POLYGON ((-89.28523345356945 43.02112710884431...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1334</td>\n",
       "      <td>1.488101e+05</td>\n",
       "      <td>3.297256e+03</td>\n",
       "      <td>POLYGON ((-89.28049139471618 43.11701006709443...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1335</td>\n",
       "      <td>2.262220e+09</td>\n",
       "      <td>1.135820e+06</td>\n",
       "      <td>POLYGON ((-89.5331291634087 43.0857426328395, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   OBJECTID    SHAPESTAre    SHAPESTLen  \\\n",
       "0      1332  5.274004e+05  3.378551e+03   \n",
       "1      1333  2.675664e+04  7.126214e+02   \n",
       "2      1334  1.488101e+05  3.297256e+03   \n",
       "3      1335  2.262220e+09  1.135820e+06   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((-89.36924133213829 43.10153277072625...  \n",
       "1  POLYGON ((-89.28523345356945 43.02112710884431...  \n",
       "2  POLYGON ((-89.28049139471618 43.11701006709443...  \n",
       "3  POLYGON ((-89.5331291634087 43.0857426328395, ...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city = geopandas.read_file(\"city\")\n",
    "city"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "shapely.geometry.polygon.Polygon"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(city.iloc[3,-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x11b4b9c18>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city.iloc[3,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# lakes and city\n",
    "city = geopandas.read_file(\"city\")\n",
    "lakes = geopandas.read_file(\"lakes2\")\n",
    "ax = city.plot(color=\"lightgray\", figsize=(12,12))\n",
    "lakes.plot(color=\"darkgray\", ax=ax)\n",
    "\n",
    "# custom points\n",
    "buildings = pd.DataFrame([\n",
    "    {\"name\":\"cs\", \"loc\": Point(-89.406749, 43.071478)},\n",
    "    {\"name\":\"capital\", \"loc\": Point(-89.384054, 43.074617)},\n",
    "])\n",
    "buildings = geopandas.GeoDataFrame(buildings, geometry=\"loc\")\n",
    "buildings.plot(color=\"black\", marker=\"x\", markersize=200, ax=ax)\n",
    "\n",
    "ax.set_axis_off()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "city = geopandas.read_file(\"city\")\n",
    "lakes = geopandas.read_file(\"lakes2\")\n",
    "\n",
    "def draw_frame(ax, percent):\n",
    "    ax.cla()\n",
    "    # lakes and city\n",
    "    city.plot(color=\"lightgray\", figsize=(12,12), ax=ax)\n",
    "    lakes.plot(color=\"darkgray\", ax=ax)\n",
    "\n",
    "    # custom points\n",
    "    buildings = pd.DataFrame([\n",
    "        {\"name\":\"cs\", \"loc\": Point(-89.406749 + percent*0.1, 43.071478)},\n",
    "        {\"name\":\"capital\", \"loc\": Point(-89.384054, 43.074617 + percent*0.1)},\n",
    "    ])\n",
    "    buildings = geopandas.GeoDataFrame(buildings, geometry=\"loc\")\n",
    "    buildings.plot(color=\"black\", marker=\"x\", markersize=200, ax=ax, alpha=1-percent)\n",
    "\n",
    "    ax.set_axis_off()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "fig, ax = plt.subplots()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SECONDS = 5\n",
    "INTERVAL_MS = 50\n",
    "TOTAL_FRAMES = int(SECONDS * 1000 / INTERVAL_MS)\n",
    "\n",
    "def update(frame_num):\n",
    "    draw_frame(ax, frame_num/TOTAL_FRAMES)\n",
    "    \n",
    "vid = animation.FuncAnimation(fig, update, frames=TOTAL_FRAMES, interval=INTERVAL_MS)\n",
    "html = vid.to_html5_video()\n",
    "HTML(html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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