"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,1, figsize=(6,3))\n",
"\n",
"gdf.plot(ax=ax) # specifying that we want to plot on the ax object we just created\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,1, figsize=(6,3))\n",
"\n",
"gdf.plot(ax=ax) # specifying that we want to plot on the ax object we just created\n",
"ctx.add_basemap(ax=ax) # plotting a base map on the bottom of our geometric data\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"# I'm going to try to break things by giving my gdf geometric data a different CRS\n",
"# from the the defaults of contextily\n",
"gdf = gdf.to_crs(epsg=4326) # lat/long"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/anaconda3/envs/myNewEnv2/lib/python3.7/site-packages/contextily/tile.py:629: UserWarning: The inferred zoom level of 28 is not valid for the current tile provider (valid zooms: 0 - 18).\n",
" warnings.warn(msg)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,1, figsize=(6,3))\n",
"\n",
"gdf.plot(ax=ax) # specifying that we want to plot on the ax object we just created\n",
"ctx.add_basemap(ax=ax) # plotting a base map on the bottom of our geometric data\n",
"\n",
"plt.show()\n",
"# here we are trying to overlap maps with different CRS so they are pointing to different\n",
"# locations on the Earth"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Going back to the same CRS for both contextily and geopandas data:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"gdf = gdf.to_crs(epsg=3857) # 3857 is the \"Web Mercator\" projection"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,1, figsize=(6,3))\n",
"\n",
"gdf.plot(ax=ax) # specifying that we want to plot on the ax object we just created\n",
"ctx.add_basemap(ax=ax) # plotting a base map on the bottom of our geometric data\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2, figsize=(6,3))\n",
"\n",
"gdf.plot(ax=ax[0]) # specifying that we want to plot on the ax object we just created\n",
"\n",
"gdf.plot(ax=ax[1]) # specifying that we want to plot on the ax object we just created\n",
"ctx.add_basemap(ax=ax[1]) # plotting a base map on the bottom of our geometric data\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# let's play around with how our 2 maps are plotting together\n",
"fig, ax = plt.subplots(1,1, figsize=(7,4))\n",
"\n",
"gdf.plot(ax=ax, alpha=0.5) # changing the transparency of our top plot to 50% transparent\n",
"ctx.add_basemap(ax=ax) # plotting a base map on the bottom of our geometric data\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# let's play around with how our 2 maps are plotting together\n",
"fig, ax = plt.subplots(1,1, figsize=(7,4))\n",
"\n",
"gdf.plot(ax=ax, alpha=0.25, edgecolor='black') # 25% transparent, black outline of boundaries\n",
"ctx.add_basemap(ax=ax) # plotting a base map on the bottom of our geometric data\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# whole process\n",
"gdf = geopandas.read_file(geopandas.datasets.get_path('nybb'))\n",
"gdf = gdf.to_crs(epsg=3857) # 3857 is the \"Web Mercator\" projection\n",
"\n",
"# let's play around with how our 2 maps are plotting together\n",
"fig, ax = plt.subplots(1,1, figsize=(7,4))\n",
"\n",
"gdf.plot(ax=ax, alpha=0.25, edgecolor='black') # 25% transparent, black outline of boundaries\n",
"ctx.add_basemap(ax=ax) # plotting a base map on the bottom of our geometric data\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We are using the GIS interface from Cambridge, MA to plot some maps and mappable data.\n",
"\n",
"We are using the \"Bridges\" basemap from: http://cambridgegis.github.io/gisdata.html"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"# this is NOT the raw data so we get an error\n",
"#bridges = geopandas.read_file('https://github.com/cambridgegis/cambridgegis_data/blob/master/Basemap/Bridges/BASEMAP_Bridges.geojson')"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"bridges = geopandas.read_file('https://raw.githubusercontent.com/cambridgegis/cambridgegis_data/master/Basemap/Bridges/BASEMAP_Bridges.geojson')"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"# reading in locally\n",
"bridges_local = geopandas.read_file('BASEMAP_Bridges.geojson')\n",
"#bridges_local = geopandas.read_file('/Users/jillnaiman/Downloads/....')"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"