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@ssugiyama
Created June 5, 2017 16:04
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 地理データでアニメーション\n",
"データの取得は散布図と同様。"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import matplotlib.animation as animation\n",
"import psycopg2 as pg\n",
"import geopandas as gpd\n",
"from IPython.display import HTML\n",
"\n",
"base_sql = \"\"\"\n",
"select \n",
" jcode,\n",
" the_geom\n",
"from areas\n",
" inner join walks \n",
" on walks.path && areas.the_geom and st_intersects(walks.path, areas.the_geom) \n",
"where jcode is not null \n",
"group by jcode, the_geom\n",
"\"\"\"\n",
"\n",
"sql = '''\n",
"select \n",
" Extract(year from date) as year, \n",
" ST_Centroid(path) as centroid \n",
"from walks\n",
"'''\n",
"\n",
"with pg.connect(host=\"localhost\", user=\"postgres\", database=\"postgres\") as conn:\n",
" base_df = gpd.GeoDataFrame.from_postgis(base_sql, conn, geom_col=\"the_geom\", index_col=\"jcode\")\n",
" df = gpd.GeoDataFrame.from_postgis(sql, conn, geom_col=\"centroid\")\n",
" \n",
"df['year'] = df['year'].astype(int)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"GeoDataFrame.plot では axes のオブジェクトが返されるので、アニメーションでは扱いにくい。PathCollectionを返してくれる以下の関数を[最新のGeoPandas](https://github.com/geopandas/geopandas/blob/master/geopandas/plotting.py) からバックポートして使う。"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# back port from geopandas's HEAD\n",
"def plot_point_collection(ax, geoms, colors_or_values,\n",
" vmin=None, vmax=None, cmap=None,\n",
" marker='o', markersize=2, **kwargs):\n",
" \"\"\"\n",
" Plots a collection of Point geometries to `ax`\n",
" Parameters\n",
" ----------\n",
" ax : matplotlib.axes.Axes\n",
" where shapes will be plotted\n",
" geoms : sequence of `N` Points\n",
" colors_or_values : sequence of color or sequence of numbers\n",
" can be a sequence of color specifications of length `N` or a sequence\n",
" of `N` numbers to be mapped to colors using vmin, vmax, and cmap.\n",
" Returns\n",
" -------\n",
" collection : matplotlib.collections.Collection that was plotted\n",
" \"\"\"\n",
" x = [p.x for p in geoms]\n",
" y = [p.y for p in geoms]\n",
"\n",
" # matplotlib ax.scatter requires RGBA color specifications to be a single 2D\n",
" # array, NOT merely a list of 1D arrays. This reshapes that if necessary,\n",
" # having no effect on 1D arrays of values.\n",
" colors_or_values = np.array([element\n",
" for _, element in enumerate(colors_or_values)])\n",
" collection = ax.scatter(x, y, c=colors_or_values,\n",
" vmin=vmin, vmax=vmax, cmap=cmap,\n",
" marker=marker, s=markersize, **kwargs)\n",
" return collection"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"以下がアニメーションのコード本体。update_fig関数の中で散布図とタイトルを更新している。一つ前の散布図を削除するためにimsという引数が必要。"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
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"\">\n",
" Your browser does not support the video tag.\n",
"</video>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"base_df.plot(color=\"w\", ax=ax)\n",
"collections = []\n",
"def update_fig(year, ims):\n",
" if len(ims) > 0:\n",
" ims[0].remove()\n",
" del ims[0]\n",
" ims.append(plot_point_collection(ax, df[df.year == year]['centroid'].values, [\"r\"]*len(df), markersize=15, marker=\"P\"))\n",
" ax.set_title('year = ' + str(year))\n",
"\n",
"anim = animation.FuncAnimation(fig, update_fig, interval=2000, repeat_delay=3000,\\\n",
" frames=range(1997, 2017), fargs=(collections, ))\n",
"HTML(anim.to_html5_video())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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