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@darribas
Created August 28, 2020 10:16
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Choropleths for raster files in PySAL
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Choropleth mapping for rasters"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import xarray\n",
"import pandas\n",
"import mapclassify\n",
"from libpysal.weights import raster, Queen\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"url = \"https://github.com/darribas/ectqg19-workshop/raw/master/data/ghsl.tiff\"\n",
"da = xarray.open_rasterio(url)\n",
"da"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Standard plot"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f3352c2f950>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"da.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now the data is highly skewed:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"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": [
"da.plot.hist(bins=100);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It'd be much better if we could use any choropleth scheme approach (as those in [`mapclassify`](https://github.com/pysal/mapclassify) to better convey the distribution of values. Let's give it a try!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Choropleths for a raster\n",
"\n",
"To make the plot, we will need to bring the data from `xarray` to a data structure that PySAL understands, then use `mapclassify` for the classification task, and then return the output into a `xarray` data structure that we can easily and efficiently plot."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Bring data to PySAL"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's build a spatial weights matrix from the array to map missing values and get the right order of observations in space:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 9.27 s, sys: 159 ms, total: 9.43 s\n",
"Wall time: 9.44 s\n"
]
}
],
"source": [
"%time w = Queen.from_xarray(da)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 57.2 ms, sys: 4.21 ms, total: 61.4 ms\n",
"Wall time: 60.3 ms\n"
]
}
],
"source": [
"%time w = Queen.from_xarray(da, sparse=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can bring the values from `xarray` to `pandas` in a way that is aligned with their location:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 197 ms, sys: 20.1 ms, total: 217 ms\n",
"Wall time: 216 ms\n"
]
},
{
"data": {
"text/plain": [
"band y x \n",
"1 5892375.0 436875.0 0.0\n",
" 437125.0 0.0\n",
" 437375.0 0.0\n",
" 437625.0 0.0\n",
" 437875.0 0.0\n",
"dtype: float32"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"vals = da.to_series()\\\n",
" .reindex(w.index)\n",
"vals.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Classify values\n",
"\n",
"For the sake of the illustration, we will do a Fisher-Jenks classification:"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 312 ms, sys: 4.11 ms, total: 316 ms\n",
"Wall time: 313 ms\n"
]
},
{
"data": {
"text/plain": [
"FisherJenksSampled \n",
"\n",
" Interval Count\n",
"------------------------\n",
"[ 0.00, 18.36] | 65704\n",
"( 18.36, 55.00] | 4968\n",
"( 55.00, 98.69] | 2356\n",
"( 98.69, 152.89] | 1359\n",
"(152.89, 219.62] | 692\n",
"(219.62, 287.44] | 262\n",
"(287.44, 588.57] | 119"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"fj = mapclassify.FisherJenksSampled(vals.values, k=7)\n",
"labels = pandas.Series(fj.yb, index=vals.index)\n",
"fj"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Return trip to `xarray`\n",
"\n",
"With the labels at hand, we can then \"put\" them on a `DataArray` again:"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 11.5 ms, sys: 84 µs, total: 11.6 ms\n",
"Wall time: 9.25 ms\n"
]
}
],
"source": [
"%time da_fj = raster.wsp2da(labels, w)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f8bec290d90>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"da_fj.where(da_fj!=da_fj.attrs[\"nodatavals\"]).plot(cmap=\"viridis\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### StdMean\n",
"\n",
"Now let's streamline the process and compare the original `xarray` classification (equal interval) with the Fisher-Jenks and an additional one using the `StdMean` classifier, which bins the data by how many standard deviations they are apart from the mean."
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 219 ms, sys: 3.91 ms, total: 223 ms\n",
"Wall time: 223 ms\n"
]
},
{
"data": {
"text/plain": [
"StdMean \n",
"\n",
" Interval Count\n",
"------------------------\n",
"( -inf, -60.28] | 0\n",
"(-60.28, -24.80] | 0\n",
"(-24.80, 46.16] | 69913\n",
"( 46.16, 81.64] | 2396\n",
"( 81.64, 588.57] | 3151"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"classi = mapclassify.StdMean(vals.values)\n",
"labels_classi = pandas.Series(classi.yb, index=vals.index)\n",
"da2plot = raster.wsp2da(labels_classi, w)\n",
"classi"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The classification table above essentially says that 69,913 values are within one standard deviation of the mean, no values are below that (sensible given population counts cannot be negative), and there are two groups of outliers within two (2,396) and three (3,151) standard deviations of the mean."
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f8bf4433790>"
]
},
"execution_count": 56,
"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": [
"da2plot.where(da2plot!=da2plot.attrs[\"nodatavals\"])\\\n",
" .plot(cmap=\"viridis\", add_colorbar=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Scaled up model\n",
"\n",
"Now we see how it works, let's take it up for larger raster. For example the [NASA DEM for San Diego](https://geographicdata.science/book/data/nasadem/build_nasadem_sd.html), which contains elevation for more than 19 million cells."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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" 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, 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 (y: 3515, x: 5510)&gt;\n",
"[19367650 values with dtype=int16]\n",
"Coordinates:\n",
" band int64 1\n",
" * y (y) float64 33.51 33.5 33.5 33.5 33.5 ... 32.53 32.53 32.53 32.53\n",
" * x (x) float64 -117.6 -117.6 -117.6 -117.6 ... -116.1 -116.1 -116.1\n",
"Attributes:\n",
" transform: (0.0002777777777777778, 0.0, -117.61125, 0.0, -0.00027777...\n",
" crs: +init=epsg:4326\n",
" res: (0.0002777777777777778, 0.0002777777777777778)\n",
" is_tiled: 0\n",
" nodatavals: (-32768.0,)\n",
" scales: (1.0,)\n",
" offsets: (0.0,)\n",
" AREA_OR_POINT: Area</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 3515</li><li><span class='xr-has-index'>x</span>: 5510</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-32bd757a-1e1c-4fb6-8876-45c0b3aec9b7' class='xr-array-in' type='checkbox' checked><label for='section-32bd757a-1e1c-4fb6-8876-45c0b3aec9b7' 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>...</span></div><div class='xr-array-data'><pre>[19367650 values with dtype=int16]</pre></div></div></li><li class='xr-section-item'><input id='section-d53d75ec-5ef7-4b69-86a3-04cdfd59a8fc' class='xr-section-summary-in' type='checkbox' checked><label for='section-d53d75ec-5ef7-4b69-86a3-04cdfd59a8fc' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>band</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-6064b255-9bdf-4b59-84c8-f3771de308f0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6064b255-9bdf-4b59-84c8-f3771de308f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-785e1148-1cea-47f4-a6f6-6f4dccce72ad' class='xr-var-data-in' type='checkbox'><label for='data-785e1148-1cea-47f4-a6f6-6f4dccce72ad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>33.51 33.5 33.5 ... 32.53 32.53</div><input id='attrs-2705f294-1354-4e94-8311-653c93f347ae' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2705f294-1354-4e94-8311-653c93f347ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a685a913-f612-4412-a0e5-e4d5ae047d07' class='xr-var-data-in' type='checkbox'><label for='data-a685a913-f612-4412-a0e5-e4d5ae047d07' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([33.505 , 33.504722, 33.504444, ..., 32.529444, 32.529167, 32.528889])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-117.6 -117.6 ... -116.1 -116.1</div><input id='attrs-c5234e19-32b6-4f78-99c8-de0a18a973c4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c5234e19-32b6-4f78-99c8-de0a18a973c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3588567-8e18-4d56-a9b3-0e498bb1ab35' class='xr-var-data-in' type='checkbox'><label for='data-d3588567-8e18-4d56-a9b3-0e498bb1ab35' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-117.611111, -117.610833, -117.610556, ..., -116.081389, -116.081111,\n",
" -116.080833])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bba465f5-8143-4638-b521-d062ed244e1c' class='xr-section-summary-in' type='checkbox' checked><label for='section-bba465f5-8143-4638-b521-d062ed244e1c' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>transform :</span></dt><dd>(0.0002777777777777778, 0.0, -117.61125, 0.0, -0.0002777777777777778, 33.505138888888894)</dd><dt><span>crs :</span></dt><dd>+init=epsg:4326</dd><dt><span>res :</span></dt><dd>(0.0002777777777777778, 0.0002777777777777778)</dd><dt><span>is_tiled :</span></dt><dd>0</dd><dt><span>nodatavals :</span></dt><dd>(-32768.0,)</dd><dt><span>scales :</span></dt><dd>(1.0,)</dd><dt><span>offsets :</span></dt><dd>(0.0,)</dd><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray (y: 3515, x: 5510)>\n",
"[19367650 values with dtype=int16]\n",
"Coordinates:\n",
" band int64 1\n",
" * y (y) float64 33.51 33.5 33.5 33.5 33.5 ... 32.53 32.53 32.53 32.53\n",
" * x (x) float64 -117.6 -117.6 -117.6 -117.6 ... -116.1 -116.1 -116.1\n",
"Attributes:\n",
" transform: (0.0002777777777777778, 0.0, -117.61125, 0.0, -0.00027777...\n",
" crs: +init=epsg:4326\n",
" res: (0.0002777777777777778, 0.0002777777777777778)\n",
" is_tiled: 0\n",
" nodatavals: (-32768.0,)\n",
" scales: (1.0,)\n",
" offsets: (0.0,)\n",
" AREA_OR_POINT: Area"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"url = \"https://geographicdata.science/book/data/nasadem/nasadem_sd.tif\"\n",
"da = xarray.open_rasterio(url).sel(band=1)\n",
"da"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A straight plot will look like this (note we use `imshow` for better performance):"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 847 ms, sys: 1.27 s, total: 2.11 s\n",
"Wall time: 2.13 s\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8bef99bbd0>"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%time da.where(da!=da.attrs[\"nodatavals\"]).plot.imshow();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's build the spatial weights matrix and classify it based on, for example, (sampled) Fisher-Jenks:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 17.8 s, sys: 3.1 s, total: 20.9 s\n",
"Wall time: 46.2 s\n",
"CPU times: user 273 ms, sys: 51.5 ms, total: 325 ms\n",
"Wall time: 322 ms\n",
"CPU times: user 56.1 s, sys: 5.78 s, total: 1min 1s\n",
"Wall time: 1min 1s\n"
]
}
],
"source": [
"%time w = Queen.from_xarray(da, sparse=True)\n",
"%time vals = da.to_series()\n",
"%time vals = vals.reindex(w.index)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Fisher-Jenks"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 48.2 s, sys: 1.25 s, total: 49.4 s\n",
"Wall time: 49.3 s\n",
"CPU times: user 396 µs, sys: 38 µs, total: 434 µs\n",
"Wall time: 448 µs\n",
"CPU times: user 516 ms, sys: 344 ms, total: 860 ms\n",
"Wall time: 859 ms\n"
]
}
],
"source": [
"%time fj = mapclassify.FisherJenksSampled(vals.values, k=7)\n",
"%time labels_fj = pandas.Series(fj.yb, index=vals.index)\n",
"%time da_fj = raster.wsp2da(labels_fj, w)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fe9eb2eae90>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"da2plot.plot.imshow()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Quantiles"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 37.7 s, sys: 1.23 s, total: 38.9 s\n",
"Wall time: 38.9 s\n",
"CPU times: user 414 µs, sys: 0 ns, total: 414 µs\n",
"Wall time: 428 µs\n",
"CPU times: user 463 ms, sys: 367 ms, total: 830 ms\n",
"Wall time: 825 ms\n"
]
}
],
"source": [
"%time quantiles = mapclassify.Quantiles(vals.values, k=7)\n",
"%time labels_quantiles = pandas.Series(quantiles.yb, index=vals.index)\n",
"%time da_quantiles = raster.wsp2da(labels_quantiles, w)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fe9eb0f6b50>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"da_quantiles.plot.imshow()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Comparison"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, axs = plt.subplots(1, 3, figsize=(16, 5))\n",
"\n",
"ax = axs[0]\n",
"da.where(da!=da.attrs[\"nodatavals\"]).plot.imshow(ax=ax, add_colorbar=False)\n",
"ax.set_title(\"Equal Interval\")\n",
"\n",
"ax = axs[1]\n",
"da_fj.plot.imshow(ax=ax, add_colorbar=False)\n",
"ax.set_title(\"Fisher-Jenks\")\n",
"\n",
"ax = axs[2]\n",
"da_quantiles.plot.imshow(ax=ax, add_colorbar=False)\n",
"ax.set_title(\"Quantiles\")\n",
"\n",
"plt.show()"
]
}
],
"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": "3.7.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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