{ "cells": [ { "cell_type": "markdown", "source": [ "# Second-level function signatures\n", "\n", "Some signature types are furhter subdivided to get a more fine-grain classification. This notebook generates second-level signatures for cluster 4 (city centres) and cluster 0 (residential neighbourhoods).\n", "\n", "The method mirrors top-level clustering." ], "metadata": {} }, { "cell_type": "code", "execution_count": 3, "source": [ "import dask.dataframe\n", "import pandas as pd\n", "import numpy as np\n", "\n", "from clustergram import Clustergram" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 4, "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import contextily as ctx\n", "import urbangrammar_graphics as ugg\n", "import dask_geopandas\n", "from utils.dask_geopandas import dask_dissolve" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 5, "source": [ "data = dask.dataframe.read_parquet(\"../../urbangrammar_samba/spatial_signatures/clustering_data/function/standardized/\")\n", "data = data.drop(columns=[\"keep_q1\", \"keep_q2\", \"keep_q3\"])\n", "%time data = data.compute()\n", "data" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "CPU times: user 25 s, sys: 28.4 s, total: 53.3 s\n", "Wall time: 44.8 s\n" ] }, { "output_type": "execute_result", "data": { "text/html": [ "
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" ], "text/plain": [ " k7\n", "hindex \n", "c000e109777t0000 2\n", "c000e109777t0001 0\n", "c000e109777t0002 0\n", "c000e109777t0003 2\n", "c000e109777t0004 0\n", "... ..\n", "c102e634855t0000 1\n", "c102e634854t0000 1\n", "c102e634847t0000 1\n", "c102e634850t0000 1\n", "c102e614920t0000 1\n", "\n", "[14539578 rows x 1 columns]" ] }, "metadata": {}, "execution_count": 5 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 8, "source": [ "data = data.replace([np.inf, -np.inf], np.nan).fillna(0)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Sub-cluster cluster 4 - city centres" ], "metadata": {} }, { "cell_type": "code", "execution_count": 7, "source": [ "data4 = data.loc[labels.k7 == 4]" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 10, "source": [ "data4" ], "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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" ], "text/plain": [ " population_q1 population_q2 population_q3 \\\n", "hindex \n", "c000e109744t0003 0.160563 0.551999 0.459137 \n", "c000e109744t0004 0.154700 0.734214 0.564476 \n", "c000e109744t0005 0.156984 0.730738 0.560732 \n", "c000e109744t0006 0.160563 0.551999 0.459137 \n", "c000e109744t0002 -0.114962 0.698390 0.531789 \n", "... ... ... ... \n", "c102e176011t0000 -0.547607 0.043654 0.676789 \n", "c102e176013t0000 -0.547586 0.052054 0.676275 \n", "c102e176012t0000 -0.551185 0.047006 0.658556 \n", "c102e176029t0000 -0.640216 -0.013500 0.713616 \n", "c102e176030t0000 -0.547671 0.199893 0.777637 \n", "\n", " night_lights_q1 night_lights_q2 night_lights_q3 \\\n", "hindex \n", "c000e109744t0003 -0.333316 -0.330964 -0.381250 \n", "c000e109744t0004 -0.316885 -0.330964 -0.369076 \n", "c000e109744t0005 -0.316885 -0.330964 -0.369076 \n", "c000e109744t0006 -0.333316 -0.330964 -0.381250 \n", "c000e109744t0002 -0.328892 -0.347649 -0.381250 \n", "... ... ... ... \n", "c102e176011t0000 1.917708 2.616456 2.632591 \n", "c102e176013t0000 1.832605 2.616456 2.612591 \n", "c102e176012t0000 1.783102 2.616456 2.612591 \n", "c102e176029t0000 1.989751 2.620762 2.638243 \n", "c102e176030t0000 1.624481 2.282745 2.516072 \n", "\n", " A, B, D, E. Agriculture, energy and water_q1 \\\n", "hindex \n", "c000e109744t0003 -0.855546 \n", "c000e109744t0004 -0.895864 \n", "c000e109744t0005 -0.895223 \n", "c000e109744t0006 -0.855546 \n", "c000e109744t0002 -0.878872 \n", "... ... \n", "c102e176011t0000 -0.567927 \n", "c102e176013t0000 -0.584736 \n", "c102e176012t0000 -0.648938 \n", "c102e176029t0000 -0.831174 \n", "c102e176030t0000 -0.619336 \n", "\n", " A, B, D, E. Agriculture, energy and water_q2 \\\n", "hindex \n", "c000e109744t0003 -0.752060 \n", "c000e109744t0004 -0.753215 \n", "c000e109744t0005 -0.753051 \n", "c000e109744t0006 -0.752060 \n", "c000e109744t0002 -0.686856 \n", "... ... \n", "c102e176011t0000 0.060238 \n", "c102e176013t0000 0.038332 \n", "c102e176012t0000 0.004031 \n", "c102e176029t0000 -0.073231 \n", "c102e176030t0000 -0.250772 \n", "\n", " A, B, D, E. Agriculture, energy and water_q3 \\\n", "hindex \n", "c000e109744t0003 -0.473821 \n", "c000e109744t0004 -0.468866 \n", "c000e109744t0005 -0.470388 \n", "c000e109744t0006 -0.473821 \n", "c000e109744t0002 -0.466546 \n", "... ... \n", "c102e176011t0000 0.816548 \n", "c102e176013t0000 0.785125 \n", "c102e176012t0000 0.780972 \n", "c102e176029t0000 0.377597 \n", "c102e176030t0000 0.049717 \n", "\n", " C. Manufacturing_q1 ... Code_18_521_q2 Code_18_334_q3 \\\n", "hindex ... \n", "c000e109744t0003 -0.289913 ... 0.0 0.0 \n", "c000e109744t0004 -0.317284 ... 0.0 0.0 \n", "c000e109744t0005 -0.316643 ... 0.0 0.0 \n", "c000e109744t0006 -0.289913 ... 0.0 0.0 \n", "c000e109744t0002 -0.323862 ... 0.0 0.0 \n", "... ... ... ... ... \n", "c102e176011t0000 2.573758 ... 0.0 0.0 \n", "c102e176013t0000 2.427854 ... 0.0 0.0 \n", "c102e176012t0000 2.282777 ... 0.0 0.0 \n", "c102e176029t0000 2.289325 ... 0.0 0.0 \n", "c102e176030t0000 1.748475 ... 0.0 0.0 \n", "\n", " Code_18_244_q1 Code_18_244_q2 Code_18_331_q3 \\\n", "hindex \n", "c000e109744t0003 0.0 0.0 -0.008758 \n", "c000e109744t0004 0.0 0.0 -0.008758 \n", "c000e109744t0005 0.0 0.0 -0.008758 \n", "c000e109744t0006 0.0 0.0 -0.008758 \n", "c000e109744t0002 0.0 0.0 -0.008758 \n", "... ... ... ... \n", "c102e176011t0000 0.0 0.0 -0.008758 \n", "c102e176013t0000 0.0 0.0 -0.008758 \n", "c102e176012t0000 0.0 0.0 -0.008758 \n", "c102e176029t0000 0.0 0.0 -0.008758 \n", "c102e176030t0000 0.0 0.0 -0.008758 \n", "\n", " Code_18_132_q2 Code_18_132_q3 Code_18_521_q1 \\\n", "hindex \n", "c000e109744t0003 0.0 -0.000679 0.0 \n", "c000e109744t0004 0.0 -0.000679 0.0 \n", "c000e109744t0005 0.0 -0.000679 0.0 \n", "c000e109744t0006 0.0 -0.000679 0.0 \n", "c000e109744t0002 0.0 -0.000679 0.0 \n", "... ... ... ... \n", "c102e176011t0000 0.0 -0.000679 0.0 \n", "c102e176013t0000 0.0 -0.000679 0.0 \n", "c102e176012t0000 0.0 -0.000679 0.0 \n", "c102e176029t0000 0.0 -0.000679 0.0 \n", "c102e176030t0000 0.0 -0.000679 0.0 \n", "\n", " Code_18_222_q2 Code_18_521_q3 \n", "hindex \n", "c000e109744t0003 -0.009142 0.0 \n", "c000e109744t0004 -0.009142 0.0 \n", "c000e109744t0005 -0.009142 0.0 \n", "c000e109744t0006 -0.009142 0.0 \n", "c000e109744t0002 -0.009142 0.0 \n", "... ... ... \n", "c102e176011t0000 -0.009142 0.0 \n", "c102e176013t0000 -0.009142 0.0 \n", "c102e176012t0000 -0.009142 0.0 \n", "c102e176029t0000 -0.009142 0.0 \n", "c102e176030t0000 -0.009142 0.0 \n", "\n", "[336091 rows x 151 columns]" ] }, "metadata": {}, "execution_count": 10 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 11, "source": [ "cgram = Clustergram(range(1, 25), method='kmeans', n_init=1000, random_state=42)\n", "cgram.fit(data4)" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "K=1 skipped. Mean computed from data directly.\n", "K=2 fitted in 337.93535470962524 seconds.\n", "K=3 fitted in 570.0395052433014 seconds.\n", "K=4 fitted in 720.0558495521545 seconds.\n", "K=5 fitted in 919.8088324069977 seconds.\n", "K=6 fitted in 1117.919845342636 seconds.\n", "K=7 fitted in 1256.8639919757843 seconds.\n", "K=8 fitted in 1401.0753099918365 seconds.\n", "K=9 fitted in 1516.1088013648987 seconds.\n", "K=10 fitted in 1633.6145429611206 seconds.\n", "K=11 fitted in 1939.7642407417297 seconds.\n", "K=12 fitted in 2025.075585603714 seconds.\n", "K=13 fitted in 2128.6446125507355 seconds.\n", "K=14 fitted in 2172.816671848297 seconds.\n", "K=15 fitted in 2283.5418021678925 seconds.\n", "K=16 fitted in 2532.043609857559 seconds.\n", "K=17 fitted in 2793.687492609024 seconds.\n", "K=18 fitted in 2931.4929661750793 seconds.\n", "K=19 fitted in 3201.9315991401672 seconds.\n", "K=20 fitted in 3308.400645971298 seconds.\n", "K=21 fitted in 3428.4445757865906 seconds.\n", "K=22 fitted in 3578.427006483078 seconds.\n", "K=23 fitted in 3710.003078222275 seconds.\n", "K=24 fitted in 3846.996705055237 seconds.\n" ] } ], "metadata": {} }, { "cell_type": "code", "execution_count": 12, "source": [ "import urbangrammar_graphics as ugg\n", "from bokeh.io import output_notebook\n", "from bokeh.plotting import show\n", "\n", "output_notebook()" ], "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "application/vnd.bokehjs_load.v0+json": "", "application/javascript": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n var JS_MIME_TYPE = 'application/javascript';\n var HTML_MIME_TYPE = 'text/html';\n var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n var CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n var script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n var cell = handle.cell;\n\n var id = cell.output_area._bokeh_element_id;\n var server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd, {\n iopub: {\n output: function(msg) {\n var id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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cluster_style={\"color\": ugg.HEX[2]},\n", " size=.2\n", ")" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 14 }, { "output_type": "display_data", "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": { "needs_background": "light" } } ], "metadata": {} }, { "cell_type": "code", "execution_count": 18, "source": [ "labels = cgram.labels.copy()\n", "labels.columns = labels.columns.astype(\"str\") # parquet require str column names\n", "labels.to_parquet(\"../../urbangrammar_samba/spatial_signatures/clustering_data/clustergram_c4_function_labels.pq\")" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 19, "source": [ "import pickle\n", "\n", "with open(\"../../urbangrammar_samba/spatial_signatures/clustering_data/clustergram_c4_function_centers.pickle\",'wb') as f:\n", " pickle.dump(cgram.cluster_centers, f)" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 8, "source": [ "labels = pd.read_parquet(\"../../urbangrammar_samba/spatial_signatures/clustering_data/clustergram_c4_function_labels.pq\")\n", "labels.index = data4.index" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 9, "source": [ "centres = []\n", "for i in range(103):\n", " geom = gpd.read_parquet(f\"../../urbangrammar_samba/spatial_signatures/tessellation/tess_{i}.pq\", columns=[\"tessellation\", \"hindex\"]).set_index(\"hindex\")\n", " geom = geom.merge(labels, how=\"inner\", left_index=True, right_index=True)\n", " centres.append(geom)\n", " print(f\"Chunk {i} done.\")" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Chunk 0 done.\n", "Chunk 1 done.\n", "Chunk 2 done.\n", "Chunk 3 done.\n", "Chunk 4 done.\n", "Chunk 5 done.\n", "Chunk 6 done.\n", "Chunk 7 done.\n", "Chunk 8 done.\n", "Chunk 9 done.\n", "Chunk 10 done.\n", "Chunk 11 done.\n", "Chunk 12 done.\n", "Chunk 13 done.\n", "Chunk 14 done.\n", "Chunk 15 done.\n", "Chunk 16 done.\n", "Chunk 17 done.\n", "Chunk 18 done.\n", "Chunk 19 done.\n", "Chunk 20 done.\n", "Chunk 21 done.\n", "Chunk 22 done.\n", "Chunk 23 done.\n", "Chunk 24 done.\n", "Chunk 25 done.\n", "Chunk 26 done.\n", "Chunk 27 done.\n", "Chunk 28 done.\n", "Chunk 29 done.\n", "Chunk 30 done.\n", "Chunk 31 done.\n", "Chunk 32 done.\n", "Chunk 33 done.\n", "Chunk 34 done.\n", "Chunk 35 done.\n", "Chunk 36 done.\n", "Chunk 37 done.\n", "Chunk 38 done.\n", "Chunk 39 done.\n", "Chunk 40 done.\n", "Chunk 41 done.\n", "Chunk 42 done.\n", "Chunk 43 done.\n", "Chunk 44 done.\n", "Chunk 45 done.\n", "Chunk 46 done.\n", "Chunk 47 done.\n", "Chunk 48 done.\n", "Chunk 49 done.\n", "Chunk 50 done.\n", "Chunk 51 done.\n", "Chunk 52 done.\n", "Chunk 53 done.\n", "Chunk 54 done.\n", "Chunk 55 done.\n", "Chunk 56 done.\n", "Chunk 57 done.\n", "Chunk 58 done.\n", "Chunk 59 done.\n", "Chunk 60 done.\n", "Chunk 61 done.\n", "Chunk 62 done.\n", "Chunk 63 done.\n", "Chunk 64 done.\n", "Chunk 65 done.\n", "Chunk 66 done.\n", "Chunk 67 done.\n", "Chunk 68 done.\n", "Chunk 69 done.\n", "Chunk 70 done.\n", "Chunk 71 done.\n", "Chunk 72 done.\n", "Chunk 73 done.\n", "Chunk 74 done.\n", "Chunk 75 done.\n", "Chunk 76 done.\n", "Chunk 77 done.\n", "Chunk 78 done.\n", "Chunk 79 done.\n", "Chunk 80 done.\n", "Chunk 81 done.\n", "Chunk 82 done.\n", "Chunk 83 done.\n", "Chunk 84 done.\n", "Chunk 85 done.\n", "Chunk 86 done.\n", "Chunk 87 done.\n", "Chunk 88 done.\n", "Chunk 89 done.\n", "Chunk 90 done.\n", "Chunk 91 done.\n", "Chunk 92 done.\n", "Chunk 93 done.\n", "Chunk 94 done.\n", "Chunk 95 done.\n", "Chunk 96 done.\n", "Chunk 97 done.\n", "Chunk 98 done.\n", "Chunk 99 done.\n", "Chunk 100 done.\n", "Chunk 101 done.\n", "Chunk 102 done.\n" ] } ], "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true }, "tags": [] } }, { "cell_type": "code", "execution_count": 10, "source": [ "centres = pd.concat(centres)\n", "centres" ], "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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c000e109744t0002POLYGON ((337340.875 427174.701, 337340.659 42...000332075...14852664589
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c102e176011t0000POLYGON ((389693.000 390509.000, 389670.270 39...000005643...515101752020161
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c102e176029t0000POLYGON ((389417.500 390623.500, 389435.420 39...000005643...515101752020161
c102e176030t0000POLYGON ((389439.070 390699.570, 389449.040 39...000005643...515101752020161
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" ], "text/plain": [ " tessellation 1 2 3 \\\n", "hindex \n", "c000e109744t0003 POLYGON ((337347.176 427129.992, 337348.302 42... 0 0 0 \n", "c000e109744t0004 POLYGON ((337387.051 427156.219, 337387.141 42... 0 0 0 \n", "c000e109744t0005 POLYGON ((337407.393 427159.837, 337411.419 42... 0 0 0 \n", "c000e109744t0006 POLYGON ((337411.419 427145.355, 337407.393 42... 0 0 0 \n", "c000e109744t0002 POLYGON ((337340.875 427174.701, 337340.659 42... 0 0 0 \n", "... ... .. .. .. \n", "c102e176011t0000 POLYGON ((389693.000 390509.000, 389670.270 39... 0 0 0 \n", "c102e176013t0000 POLYGON ((389672.000 390555.000, 389686.500 39... 0 0 0 \n", "c102e176012t0000 POLYGON ((389672.000 390555.000, 389664.500 39... 0 0 0 \n", "c102e176029t0000 POLYGON ((389417.500 390623.500, 389435.420 39... 0 0 0 \n", "c102e176030t0000 POLYGON ((389439.070 390699.570, 389449.040 39... 0 0 0 \n", "\n", " 4 5 6 7 8 9 ... 15 16 17 18 19 20 21 22 23 \\\n", "hindex ... \n", "c000e109744t0003 3 3 2 0 7 5 ... 14 8 5 2 6 6 4 5 8 \n", "c000e109744t0004 3 3 2 0 7 5 ... 14 8 5 2 6 6 4 5 8 \n", "c000e109744t0005 3 3 2 0 7 5 ... 14 8 5 2 6 6 4 5 8 \n", "c000e109744t0006 3 3 2 0 7 5 ... 14 8 5 2 6 6 4 5 8 \n", "c000e109744t0002 3 3 2 0 7 5 ... 14 8 5 2 6 6 4 5 8 \n", "... .. .. .. .. .. .. ... .. .. .. .. .. .. .. .. .. \n", "c102e176011t0000 0 0 5 6 4 3 ... 5 15 1 0 17 5 20 20 16 \n", "c102e176013t0000 0 0 5 6 4 3 ... 5 15 1 0 17 5 20 20 16 \n", "c102e176012t0000 0 0 5 6 4 3 ... 5 15 1 0 17 5 20 20 16 \n", "c102e176029t0000 0 0 5 6 4 3 ... 5 15 1 0 17 5 20 20 16 \n", "c102e176030t0000 0 0 5 6 4 3 ... 5 15 1 0 17 5 20 20 16 \n", "\n", " 24 \n", "hindex \n", "c000e109744t0003 9 \n", "c000e109744t0004 9 \n", "c000e109744t0005 9 \n", "c000e109744t0006 9 \n", "c000e109744t0002 9 \n", "... .. \n", "c102e176011t0000 1 \n", "c102e176013t0000 1 \n", "c102e176012t0000 1 \n", "c102e176029t0000 1 \n", "c102e176030t0000 1 \n", "\n", "[336091 rows x 25 columns]" ] }, "metadata": {}, "execution_count": 10 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 11, "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import contextily as ctx\n", "import urbangrammar_graphics as ugg\n", "import dask_geopandas\n", "from utils.dask_geopandas import dask_dissolve\n", "import warnings \n", "\n", "warnings.filterwarnings('ignore', message='.*initial implementation of Parquet.*')" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 12, "source": [ "centres = centres.sort_values(\"10\").rename_geometry(\"geometry\")[[\"10\", \"geometry\"]]\n", "centres.columns = [\"clusters\", \"geometry\"]" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 13, "source": [ "ddf = dask_geopandas.from_geopandas(centres, npartitions=64)\n", "spsig = dask_dissolve(ddf, by=\"clusters\").compute().reset_index(drop=True).explode()\n", "spsig" ], "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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clustersgeometry
000POLYGON Z ((530833.216 103904.196 0.000, 53077...
10POLYGON Z ((531380.341 105538.312 0.000, 53138...
20POLYGON Z ((531375.904 105582.515 0.000, 53137...
30POLYGON Z ((531435.569 105586.397 0.000, 53143...
40POLYGON Z ((530763.565 174182.075 0.000, 53076...
............
98029POLYGON Z ((288426.607 692711.173 0.000, 28842...
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8049POLYGON Z ((273360.017 665324.324 0.000, 27336...
8059POLYGON Z ((273616.954 665386.465 0.000, 27358...
8069POLYGON Z ((266128.413 845196.609 0.000, 26612...
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6847 rows × 2 columns

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" ], "text/plain": [ " clusters geometry\n", "0 0 0 POLYGON Z ((530833.216 103904.196 0.000, 53077...\n", " 1 0 POLYGON Z ((531380.341 105538.312 0.000, 53138...\n", " 2 0 POLYGON Z ((531375.904 105582.515 0.000, 53137...\n", " 3 0 POLYGON Z ((531435.569 105586.397 0.000, 53143...\n", " 4 0 POLYGON Z ((530763.565 174182.075 0.000, 53076...\n", "... ... ...\n", "9 802 9 POLYGON Z ((288426.607 692711.173 0.000, 28842...\n", " 803 9 POLYGON Z ((311520.247 723659.810 0.000, 31152...\n", " 804 9 POLYGON Z ((273360.017 665324.324 0.000, 27336...\n", " 805 9 POLYGON Z ((273616.954 665386.465 0.000, 27358...\n", " 806 9 POLYGON Z ((266128.413 845196.609 0.000, 26612...\n", "\n", "[6847 rows x 2 columns]" ] }, "metadata": {}, "execution_count": 13 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 14, "source": [ "spsig.to_parquet(f\"../../urbangrammar_samba/spatial_signatures/signatures/sub_signatures_cluster4_k10_function_GB.pq\")" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 15, "source": [ "spsig.geometry = spsig.simplify(2).buffer(.001).simplify(2)\n", "spsig.to_file(f\"../../urbangrammar_samba/spatial_signatures/signatures/sub_signatures_cluster4_k10_function_GB_simplified.geojson\", driver=\"GeoJSON\")\n", "spsig.to_parquet(f\"../../urbangrammar_samba/spatial_signatures/signatures/sub_signatures_cluster4_k10_function_GB_simplified.pq\")" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 16, "source": [ "spsig.to_file(f\"sub_signatures_cluster4_k10_function_GB_simplified.gpkg\", driver=\"GPKG\")" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Sub-cluster cluster 0" ], "metadata": {} }, { "cell_type": "code", "execution_count": 18, "source": [ "data0 = data.loc[labels.k7 == 0]" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 24, "source": [ "data0" ], "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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population_q1population_q2population_q3night_lights_q1night_lights_q2night_lights_q3A, B, D, E. Agriculture, energy and water_q1A, B, D, E. Agriculture, energy and water_q2A, B, D, E. Agriculture, energy and water_q3C. Manufacturing_q1...Code_18_521_q2Code_18_334_q3Code_18_244_q1Code_18_244_q2Code_18_331_q3Code_18_132_q2Code_18_132_q3Code_18_521_q1Code_18_222_q2Code_18_521_q3
hindex
c000e109777t0001-0.2081140.3641860.274707-0.385136-0.411700-0.456031-0.971278-0.729707-0.463592-0.372725...0.00.00.00.0-0.0087580.0-0.0006790.0-0.0091420.0
c000e109777t0002-0.1422150.4147500.298747-0.404727-0.431615-0.450650-0.891030-0.694121-0.466906-0.353996...0.00.00.00.0-0.0087580.0-0.0006790.0-0.0091420.0
c000e109777t0004-0.1149620.4130130.298597-0.409151-0.446148-0.456031-0.887856-0.694495-0.466758-0.355091...0.00.00.00.0-0.0087580.0-0.0006790.0-0.0091420.0
c000e109777t0006-0.1422150.4145810.298747-0.404727-0.431615-0.450650-0.891030-0.694121-0.467605-0.353996...0.00.00.00.0-0.0087580.0-0.0006790.0-0.0091420.0
c000e109777t0007-0.1486100.4147500.307068-0.390192-0.411700-0.428205-0.897584-0.719906-0.461180-0.351805...0.00.00.00.0-0.0087580.0-0.0006790.0-0.0091420.0
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c102e174143t00002.1213802.2871641.9376990.8876210.6938510.416122-0.611660-0.530448-0.143488-0.194228...0.00.00.00.0-0.0087580.0-0.0006790.0-0.0091420.0
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c102e220111t00000.4420580.4759280.437039-0.016075-0.189944-0.293426-0.156623-0.345044-0.1999411.896597...0.00.00.00.0-0.0087580.0-0.0006790.0-0.0091420.0
c102e220091t00001.0202230.8235940.700069-0.102020-0.189944-0.342120-0.236947-0.497512-0.4189511.601798...0.00.00.00.0-0.0087580.0-0.0006790.0-0.0091420.0
c102e220121t00000.2361400.3590300.410184-0.319413-0.189944-0.3351640.2673350.6375191.1345992.625393...0.00.00.00.0-0.0087580.0-0.0006790.0-0.0091420.0
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4040688 rows × 151 columns

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" ], "text/plain": [ " population_q1 population_q2 population_q3 \\\n", "hindex \n", "c000e109777t0001 -0.208114 0.364186 0.274707 \n", "c000e109777t0002 -0.142215 0.414750 0.298747 \n", "c000e109777t0004 -0.114962 0.413013 0.298597 \n", "c000e109777t0006 -0.142215 0.414581 0.298747 \n", "c000e109777t0007 -0.148610 0.414750 0.307068 \n", "... ... ... ... \n", "c102e174143t0000 2.121380 2.287164 1.937699 \n", "c102e536902t0000 0.429903 0.446012 0.452081 \n", "c102e220111t0000 0.442058 0.475928 0.437039 \n", "c102e220091t0000 1.020223 0.823594 0.700069 \n", "c102e220121t0000 0.236140 0.359030 0.410184 \n", "\n", " night_lights_q1 night_lights_q2 night_lights_q3 \\\n", "hindex \n", "c000e109777t0001 -0.385136 -0.411700 -0.456031 \n", "c000e109777t0002 -0.404727 -0.431615 -0.450650 \n", "c000e109777t0004 -0.409151 -0.446148 -0.456031 \n", "c000e109777t0006 -0.404727 -0.431615 -0.450650 \n", "c000e109777t0007 -0.390192 -0.411700 -0.428205 \n", "... ... ... ... \n", "c102e174143t0000 0.887621 0.693851 0.416122 \n", "c102e536902t0000 -0.016075 -0.129661 -0.228210 \n", "c102e220111t0000 -0.016075 -0.189944 -0.293426 \n", "c102e220091t0000 -0.102020 -0.189944 -0.342120 \n", "c102e220121t0000 -0.319413 -0.189944 -0.335164 \n", "\n", " A, B, D, E. Agriculture, energy and water_q1 \\\n", "hindex \n", "c000e109777t0001 -0.971278 \n", "c000e109777t0002 -0.891030 \n", "c000e109777t0004 -0.887856 \n", "c000e109777t0006 -0.891030 \n", "c000e109777t0007 -0.897584 \n", "... ... \n", "c102e174143t0000 -0.611660 \n", "c102e536902t0000 -0.292452 \n", "c102e220111t0000 -0.156623 \n", "c102e220091t0000 -0.236947 \n", "c102e220121t0000 0.267335 \n", "\n", " A, B, D, E. Agriculture, energy and water_q2 \\\n", "hindex \n", "c000e109777t0001 -0.729707 \n", "c000e109777t0002 -0.694121 \n", "c000e109777t0004 -0.694495 \n", "c000e109777t0006 -0.694121 \n", "c000e109777t0007 -0.719906 \n", "... ... \n", "c102e174143t0000 -0.530448 \n", "c102e536902t0000 -0.450964 \n", "c102e220111t0000 -0.345044 \n", "c102e220091t0000 -0.497512 \n", "c102e220121t0000 0.637519 \n", "\n", " A, B, D, E. Agriculture, energy and water_q3 \\\n", "hindex \n", "c000e109777t0001 -0.463592 \n", "c000e109777t0002 -0.466906 \n", "c000e109777t0004 -0.466758 \n", "c000e109777t0006 -0.467605 \n", "c000e109777t0007 -0.461180 \n", "... ... \n", "c102e174143t0000 -0.143488 \n", "c102e536902t0000 -0.366377 \n", "c102e220111t0000 -0.199941 \n", "c102e220091t0000 -0.418951 \n", "c102e220121t0000 1.134599 \n", "\n", " C. Manufacturing_q1 ... Code_18_521_q2 Code_18_334_q3 \\\n", "hindex ... \n", "c000e109777t0001 -0.372725 ... 0.0 0.0 \n", "c000e109777t0002 -0.353996 ... 0.0 0.0 \n", "c000e109777t0004 -0.355091 ... 0.0 0.0 \n", "c000e109777t0006 -0.353996 ... 0.0 0.0 \n", "c000e109777t0007 -0.351805 ... 0.0 0.0 \n", "... ... ... ... ... \n", "c102e174143t0000 -0.194228 ... 0.0 0.0 \n", "c102e536902t0000 2.003462 ... 0.0 0.0 \n", "c102e220111t0000 1.896597 ... 0.0 0.0 \n", "c102e220091t0000 1.601798 ... 0.0 0.0 \n", "c102e220121t0000 2.625393 ... 0.0 0.0 \n", "\n", " Code_18_244_q1 Code_18_244_q2 Code_18_331_q3 \\\n", "hindex \n", "c000e109777t0001 0.0 0.0 -0.008758 \n", "c000e109777t0002 0.0 0.0 -0.008758 \n", "c000e109777t0004 0.0 0.0 -0.008758 \n", "c000e109777t0006 0.0 0.0 -0.008758 \n", "c000e109777t0007 0.0 0.0 -0.008758 \n", "... ... ... ... \n", "c102e174143t0000 0.0 0.0 -0.008758 \n", "c102e536902t0000 0.0 0.0 -0.008758 \n", "c102e220111t0000 0.0 0.0 -0.008758 \n", "c102e220091t0000 0.0 0.0 -0.008758 \n", "c102e220121t0000 0.0 0.0 -0.008758 \n", "\n", " Code_18_132_q2 Code_18_132_q3 Code_18_521_q1 \\\n", "hindex \n", "c000e109777t0001 0.0 -0.000679 0.0 \n", "c000e109777t0002 0.0 -0.000679 0.0 \n", "c000e109777t0004 0.0 -0.000679 0.0 \n", "c000e109777t0006 0.0 -0.000679 0.0 \n", "c000e109777t0007 0.0 -0.000679 0.0 \n", "... ... ... ... \n", "c102e174143t0000 0.0 -0.000679 0.0 \n", "c102e536902t0000 0.0 -0.000679 0.0 \n", "c102e220111t0000 0.0 -0.000679 0.0 \n", "c102e220091t0000 0.0 -0.000679 0.0 \n", "c102e220121t0000 0.0 -0.000679 0.0 \n", "\n", " Code_18_222_q2 Code_18_521_q3 \n", "hindex \n", "c000e109777t0001 -0.009142 0.0 \n", "c000e109777t0002 -0.009142 0.0 \n", "c000e109777t0004 -0.009142 0.0 \n", "c000e109777t0006 -0.009142 0.0 \n", "c000e109777t0007 -0.009142 0.0 \n", "... ... ... \n", "c102e174143t0000 -0.009142 0.0 \n", "c102e536902t0000 -0.009142 0.0 \n", "c102e220111t0000 -0.009142 0.0 \n", "c102e220091t0000 -0.009142 0.0 \n", "c102e220121t0000 -0.009142 0.0 \n", "\n", "[4040688 rows x 151 columns]" ] }, "metadata": {}, "execution_count": 24 } ], "metadata": {} }, { "cell_type": "code", "execution_count": null, "source": [ "cgram2 = Clustergram(range(1, 25), method='minibatchkmeans', n_init=1000, batch_size=250_000, random_state=42)\n", "cgram2.fit(data0)" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "K=1 skipped. Mean computed from data directly.\n", "K=2 fitted in 1119.9726717472076 seconds.\n", "K=3 fitted in 1239.4531908035278 seconds.\n", "K=4 fitted in 1340.0616781711578 seconds.\n", "K=5 fitted in 1450.7089176177979 seconds.\n", "K=6 fitted in 1551.5913639068604 seconds.\n", "K=7 fitted in 2213.917969226837 seconds.\n", "K=8 fitted in 2416.2278904914856 seconds.\n", "K=9 fitted in 2529.102439880371 seconds.\n", "K=10 fitted in 2648.996196269989 seconds.\n", "K=11 fitted in 2765.8127110004425 seconds.\n", "K=12 fitted in 2859.472891330719 seconds.\n", "K=13 fitted in 2964.969277381897 seconds.\n", "K=14 fitted in 3069.9570531845093 seconds.\n", "K=15 fitted in 3179.3157906532288 seconds.\n", "K=16 fitted in 3374.6701805591583 seconds.\n", "K=17 fitted in 3503.384238243103 seconds.\n" ] } ], "metadata": {} }, { "cell_type": "code", "execution_count": 26, "source": [ "import urbangrammar_graphics as ugg\n", "from bokeh.io import output_notebook\n", "from bokeh.plotting import show\n", "\n", "output_notebook()" ], "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "application/vnd.bokehjs_load.v0+json": "", "application/javascript": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n var JS_MIME_TYPE = 'application/javascript';\n var HTML_MIME_TYPE = 'text/html';\n var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n var CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n var script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n var cell = handle.cell;\n\n var id = cell.output_area._bokeh_element_id;\n var server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd, {\n iopub: {\n output: function(msg) {\n var id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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", 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" ] }, "metadata": { "needs_background": "light" } } ], "metadata": {} }, { "cell_type": "code", "execution_count": 31, "source": [ "cgram2.silhouette_score(sample_size=100_000).plot()" ], "outputs": [ { "output_type": "error", "ename": "ValueError", "evalue": "Number of labels is 1. Valid values are 2 to n_samples - 1 (inclusive)", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcgram2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msilhouette_score\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msample_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m100_000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/opt/conda/lib/python3.8/site-packages/clustergram/clustergram.py\u001b[0m in \u001b[0;36msilhouette_score\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 542\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mk_range\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 543\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mk\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 544\u001b[0;31m self.silhouette.loc[k] = metrics.silhouette_score(\n\u001b[0m\u001b[1;32m 545\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 546\u001b[0m )\n", "\u001b[0;32m/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36minner_f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 61\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall_args\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 63\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 64\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[0;31m# extra_args > 0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/conda/lib/python3.8/site-packages/sklearn/metrics/cluster/_unsupervised.py\u001b[0m in \u001b[0;36msilhouette_score\u001b[0;34m(X, labels, metric, sample_size, random_state, **kwds)\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 116\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mindices\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mindices\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 117\u001b[0;31m \u001b[0;32mreturn\u001b[0m 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metric, **kwds)\u001b[0m\n\u001b[1;32m 227\u001b[0m \u001b[0mn_samples\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 228\u001b[0m \u001b[0mlabel_freqs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbincount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 229\u001b[0;31m \u001b[0mcheck_number_of_labels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclasses_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_samples\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 230\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 231\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'metric'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmetric\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/conda/lib/python3.8/site-packages/sklearn/metrics/cluster/_unsupervised.py\u001b[0m in \u001b[0;36mcheck_number_of_labels\u001b[0;34m(n_labels, n_samples)\u001b[0m\n\u001b[1;32m 32\u001b[0m \"\"\"\n\u001b[1;32m 33\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mn_labels\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mn_samples\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 34\u001b[0;31m raise ValueError(\"Number of labels is %d. Valid values are 2 \"\n\u001b[0m\u001b[1;32m 35\u001b[0m \"to n_samples - 1 (inclusive)\" % n_labels)\n\u001b[1;32m 36\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: Number of labels is 1. Valid values are 2 to n_samples - 1 (inclusive)" ] } ], "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true }, "tags": [] } }, { "cell_type": "code", "execution_count": 32, "source": [ "cgram2.calinski_harabasz_score().plot()" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 32 }, { "output_type": "display_data", "data": { "image/png": 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", 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8dyFUT0dnJDEyIbpfXTardlZRUtPkUWeJiLDkjIlU1bew9PNCt7+vr8lWV0YMi+aPF05nc0kt93/Q/8XSNhXXcN5Dq/jDW9uZP97GP6+dQ7gbf034WmS4he8eO5aP7jqZX3x7Mtv213HhI5/xvafWsHj5evbXNPPglbNIiPVsHN6Zi49Oxxrpn3bKwqoGbn5+PTkj4vnLJTOwWISYyDCeuGYOc7OSuf2FDazw0XpMyrvc+alpB5YYYyYDxwI3ichRTo77xBgz0/HxG69WOYiKDzaRYo38xuJR3mSxCOdMH8lHBZUeb1rxwpoikmIjOP2oER5935zMZE7MSeXRj3Zhb+77Od2ZbO3NgqlpXJY7hkc/2sWXToY0etPQ0s5v3viK8x9eRVV9C498Zzb/uCa3X3X4UnREGN8/fhwf//hk7jpzImsKq/kwv5K7zpzIbC9NDMdHR3BJ7hje3FRKhb3ZK4/pjvqWdn6wNA8R+PvVuVijvr6AKyYyjCevnUNuZlfQ+2J7y+a2Dr/99RKM+gx5Y8x+Y8w6x+d2YBsw2teF+Ysv2id7OnfGKNo6DO96cEXqgfoW3vuqjAtmpRMV7vkvoCVn5FDT2MaTnxb2epwnk629+eW5RzE2OZY7XtxIbZN7v8xWbivn9Ps+4slVe7jymAw+WHIiZ08bOaBhD1+zRoVz08kT+OQnp/DUdXP4wfHjvPr4V88bS1uH4fl+zKn0R2en4fYXNrC7qoFHrpztdFgwNjKcf147h6Mzkrht+Qbe2tz/RoKePtlRyYL7P2bhw6sGfbmMYOXR378ikgnMAr50cvc8EdkoIm+LiNMFOkRkkYjkiUheZaX31wjxhq6Q9+1Z47TRCYxNifVox6hX15fQ1mH6fRHQ9PREzpwygn98spuaRtdrlns62eqKNSqcv142k7K6Zn75+pZej62oa+am59bxvafziIsO5+UfzeN3509jmIeth/6UEBPBSROHe/UqaYBxqXGcPDGVZ7/Y57WrcHtz/8odvP9VOf/v25M5boLruRhrVDhPXjeHWWMSuXXZet7ZMrCgr6hr5pZl67nqidU0OuaOCkJ0O0tvc/unWETigJeBxcaYnvuUrQPGGmNmAA8Crzl7DGPM48aYXGNMbmqq6x5vfzHGODYLcW9Ss79EhHOnj2LVziq3Lh4yxvDCmiJmZSQyMS2+3897++k51Le28/jHzleO7M9ka29mZSRx26nZvL6h1OlEXWen4bkv93LqfR/x/rZy7jwjhzdvOZ6jxyYP+LmDybXzs6iqb/HqGbMzb2/ezwMrd3BpbrpbnUFxUeH887o5TE9P4Obn13v0l+khHZ2Gpz8r5NR7P+LdLWUsPi2blUtOxCKwp6qxH/8L1ZNbIS8iEXQF/HPGmFd63m+MqTPG1Ds+fwuIEJGBp8Qgq21qo6G1w+dn8tA1ZNNpun6w+rJuXw07KurdvjTelUlpwzh3+ij+uaqQSvuRv1z6O9namxtPGs/RY5P4xatbKD749Q9tQbmdS//2OT9/dQtTRyXwzm3Hc/Mp2USG+39ydag5foKNcalW/rmq0Gf7BGzbX8eSlzYyKyOR357v/hW68dERPH39XKaOTuDm59fxvgfLJG8uruX8h1fxqxVbmZmRyLu3n8Di03KIj44gPSmWPVUN/f3vqG7c6a4R4AlgmzHmPhfHpDmOQ0TmOh7Xsxm3IaDEy0sM92ZiWjw5I+LcujDqhTX7sEaGcc70UQN+3sWnZdPS3sGj/931jdsHOtnqSniYhfsvm4kB7nhhI42t7dz7Xj7ffuATdlbWc8/F03n+B8cwLjWuz8cKVRaLcN1xmWwqrmXdvhqvP351Qys/WJpHfHQ4f/vu0R7P+cRHR7D0e3M5alQCNz63ts/24LrmNn71+hYWPvwpZXXNPHDFLJZeP5csm/XwMVk2K3uqvHetRShz57RpPnAVcEq3FsmzReQGEbnBcczFwBYR2Qg8AFxufHXK4UOH2id9PfF6yLnTR7G6sLrXpW3tzW28sXE/50wf9Y0uh/4alxrHRbPTefbLvYef11uTra6MSY7l7vOmsLqwmnl//A8P/mcn50wfxco7TuSS3DFDemJ1qLhwdjrxUeFeb6ds6+jkpufWUWFv4W9X5TJ8WP9+wQ+LjmDp9XOZPHIYP3p2HR9uP3LpDmMMb2ws5dR7P2LpF3u56tixrFxyIufNGHXEeyDLZmVPZYPP/nIJJe5013xqjBFjzPRuLZJvGWMeM8Y85jjmIWPMFGPMDGPMscaYz3xfuvf58mpXZ86Z0XVm/u9Nrs/m39y0n6a2Di6b671VF289NRtjDA/9ZyfgvcnW3lw4ezQXH51OijWSZ743l79eNnPQr14NZNaocC6dM4a3N++nrNZ77ZS///c2Pt99gD9eMI2ZYxIH9FgJMRE8c/0x5KTF8cNn135jjaY9VQ1c/eRqblm2nrRh0bx+03zuXjjV5eT6uFQrDa0dTocVlWd0ALSbkpomIsMt2OK8t055b7JsVqaNTuj1wqjla4rIGRHHrAH+AHY3JjmWy+dk8MKaIj7dUeXVyVZXRIR7Lp7Of+48ieOzh96keyC4Zl4mHcbw7Bd7vfJ4L64p4qnPCvn+t7K46Oj+7ZPbU0JsBM9+7xgmpMax6Jm1fPBVOf/3wQ7OvP9jNuyr4e7zpvDaTfOZnp7Y6+McGrrZrePyA6Yh301JTROjE2MGdfjg3Bkj2Vhcy94DR76Zt5fVsbGohsvmZHi9pptPmUCYRbjuqdVen2x1RYdlBiYjJZZTJ43g+dX7Brxc9dq9B/nFa1s4PtvGT8+a5KUKuyTGRvLc949hfGoc31+ax18/KODMKWmsXHIi1xyX6dYy0YdCXidfB05DvpvB6JHv6duOydQ3nQzZvLCmiMgwCxfM8v61ZyOGRXPVsV0X2nh7slX5znXzM6luaB3Q5jNltc3c8OxaRiZG8+AVs3yyXESStSvorzwmg6XXz+XBK2Z5NN4/KiGGyHCLhrwXaMh344sdofoyOjGG3LFJR/zQNrd18Or6Es6YMoJkq2+Gj24/PYf/u3ymTyZblW8cNz6F7OFxPPVZ/9opm9s6+OEzeTS2tPP3q3O9uoViT8nWSP5wwbRe9z1wxWIRslKs7K7UkB+ogbdrBInW9k4q7C0+2SykL+dMH8mv3/iKgnI7OSO6LnZ676tyahrbuHyO71ZetEaFs3Bm0K5QEZREhGvnZ/LzV7ewpvAgc7O+vnCsraOTg42tVDd0fRxsaKO6sZXq+tbDt++sqOer/XU8ftXRh99rQ1WWzcqOCr3qdaA05B3KapsxZvA6a7o7e/pIfvPmV7y5sZQ7zujaFOOFNftIT4rhuPEpg16PGtoumDWaP7+Tz5KXNmCLizoc6vZm13sUDIsOJ9kaSZI1kt9fMJUzpqQNYsX9k2mzsnJ7Oe0dnUNiBdJApSHvMJgXQvU0PD6aY8el8Mam/dx+eg5F1U2s2nmAO07P8fpaKCrwxUaGs+SMHJavLsIaGc6YpNiuAI+NJDkukuTYSJKsEaRYo0iyRpAUG+mz1lhfGmez0tZhKK1pJiPFt0uNBDMNeYfB7pHv6dwZo/ifVzaztbSOd7aUYZGu9cSVcubqeZlcPS/T32X4VFbqoTbKeg35AQi8X+8+cijkR/qpy2TBlDTCLcJr60t4aW0RJ+ak+u0XjlJDgbZReoeGvENJTRO2uCifbRbSlyRrJMdn23j680LK61q4zIcTrkoFghRrJPHR4RryA6Qh79B1IZR/e8UPbSZii4vk1MnD/VqLUv4mIoyzWTXkB0hD3mEwdoTqy+lHjSA+OpzL52QE5ESZUt6WZdNe+YHSJOHQZiHNfums6S4+OoKP7jqZxadl+7UOpYaKLFscpbVNA17GIZRpyAMHG9toauvw+5k8dF0lqD3BSnXJSrViDOw9oLtE9ZemCf5vn1RKOTfucIeNbiDSXxry+PdCKKWUa5m65PCAacjT/UxeV2JUaiiJiwonNT6KPTr52m8a8kDJwSaiIyw+W+1RKdV/WTYrhU72W1Du0ZAHSmu72id1Uwulhh7tlR8YDXmgZAi0TyqlnMuyWamqb6W2qc3fpQQkDXn8s1mIUso9h9awKdSz+X4J+ZBvae/aEd4fm4Uopfo2LlUXKhuIkA/5/TXNgPbIKzVUjUmOxSLaRtlfIR/y2j6p1NAWFR5GelKsnsn3U8iHvF4IpdTQl2Wz6lWv/dRnyIvIGBH5UES2ichWEbnNyTEiIg+IyE4R2SQis31TrveV1jQjAml+2ixEKdW3LJuVPZUNGGP8XUrAcedMvh1YYoyZDBwL3CQiR/U45iwg2/GxCHjUq1X6UElNI6lxUUSF+2ezEKVU37JsVhpau5oklGf6DHljzH5jzDrH53ZgGzC6x2ELgaWmyxdAooiM9Hq1PlBa06yTrkoNcVm6hk2/eTQmLyKZwCzgyx53jQaKun1dzJG/CBCRRSKSJyJ5lZWVHpbqG6U1TToer9QQp73y/ed2yItIHPAysNgYU9fzbiffcsTgmTHmcWNMrjEmNzU11bNKfcAY07Xtn/bIKzWkjUqMITLcoh02/eBWyItIBF0B/5wx5hUnhxQDY7p9nQ6UDrw83zrQ0EpLeyejdNJVqSEtzCJkpsTqcE0/uNNdI8ATwDZjzH0uDlsBXO3osjkWqDXG7PdinT6hm4UoFTiydKGyfgl345j5wFXAZhHZ4LjtZ0AGgDHmMeAt4GxgJ9AIXOf1Sn1AQ16pwJFli+M/2yvo6DSEWXTFWHf1GfLGmE9xPube/RgD3OStogZLiWNJA514VWroG2ez0tZhKDnYREZKrL/LCRghfcVrycEmYiPDSIyN8HcpSqk+ZKUeaqPUK189EdIhX1qjm4UoFSiybLoaZX+Edsg7doRSSg19KdZI4qPCNeQ9FNohX9PEaF19UqmAICJkpWqHjadCNuSb2zqoqm/VSVelAoi2UXouZENe2yeVCjxZNislNU00t3X4u5SAEcIhrztCKRVosmxWjIF91Y3+LiVghHDI62YhSgWacbY4AHZX6pCNu0I25EtqmnSzEKUCTKat6yIoHZd3X0iH/Ij4aCLCQvYlUCrgxEdHkBofpVsBeiBkE67rQig9i1cq0GiHjWdCPOR1PF6pQDNOQ94jIRnynZ2G0tpm3SxEqQCUZbNSVd9KbVObv0sJCCEZ8lUNLbS2d2pnjVIBKFO3AvRISIb84R75BA15pQLNOF2ozCMhGvJ6tatSgSojJRYRDXl3hXTI63CNUoEnKjyM9KQYDXk3hWTIFx9sIi4qnGEx7ux+qJQaarJscRrybgrJkD/UI6+bhSgVmA61UXbtPKp6E5ohr5uFKBXQsmxW6lvaqaxv8XcpQ15ohnxNs4a8UgHs8FaAulBZn0Iu5JtaO6hu0M1ClApkut+r+0Iu5Eu0s0apgDcqMYbIcIuGvBtCLuS1R16pwBdmEcYmx7JbQ75PfYa8iDwpIhUissXF/SeJSK2IbHB8/NL7ZXrP1yGvK1AqFch0NUr3uHMm/xSwoI9jPjHGzHR8/GbgZflOaU0TFoG0YRrySgWyrFQr+w400tGpbZS96TPkjTEfA9WDUMugKK5pIm1YNOG6WYhSAW2czUprR+fhv86Vc95KunkislFE3haRKa4OEpFFIpInInmVlZVeemrP6DrySgWHrEP7veqQTa+8EfLrgLHGmBnAg8Brrg40xjxujMk1xuSmpqZ64ak9pz3ySgWHr3vldSvA3gw45I0xdcaYesfnbwERImIbcGU+0Nlp2F/bpJuFKBUEbHGRxEeF6+RrHwYc8iKSJo5FYERkruMxDwz0cX2hsr6Ftg6jZ/JKBQERISvVqsM1fehzGUYRWQacBNhEpBj4FRABYIx5DLgY+JGItANNwOVmiK4a9PWFUNpZo1QwyLJZWbv3oL/LGNL6DHljzBV93P8Q8JDXKvIhvRBKqeCSZbOyYmMpzW0dREeE+bucISmk+gg15JUKLlk2K8bAvupGf5cyZIVYyDcTHx3OsOgIf5eilPKCQx02u3U1SpdCKuSLDzbpwmRKBZFMXY2yTyEV8nohlFLBZVh0BLa4KPZUaa+8K6EV8rVNujCZUkFmnM1KYZWOybsSMiHf0NJOTWMboxNj/V2KUsqLsmyB0ytvb27j44JK8svsg/acfbZQBgtdYlip4JSVaqUqr4W65rYh11Sxv7aJvMKD5BVWk7f3INv219Fp4NrjMvn1eS6X+fKqkAl53RFKqeB0qMOmsKqB6emJfqujs9NQUGFnzaFQLzx4OHdiI8OYlZHIzadkMycziVkZSYNWV8iEfGlNM6A98koFm3HdOmwGM+SbWjvYWFxz+Cx97d6D2JvbARgeH8WczGS+960s5mQmM3lkvN+WNw+ZkN9X3UhEmDBCNwtRKqhkpMQi4tte+ea2DraX2dlcXMOm4lo2l9Syo6L+8IYlOSPiOGf6KOZkJjEnM5n0pBgcS3r5XciE/I5yO+NT4wizDI0XXinlHVHhYaQnxXitV761vZP8MjubSmrY7Aj0/DI77Y5AT7FGMi09gTOOGsGMMYkcPTaJxNhIrzy3L4RMyOeX25k9iONgSqnBk5nS//1ey+ua+W9+xeEz9O377bR2dAKQGBvBtNEJ/PDEcUwbnci09ARGJUQPmbN0d4REyNe3tFN8sIkr5mb4uxSllA+Ms1l5eV0Jxhi3A7i2sY1HPtrJU6sKaWnvJD46nGmjE7juW5lMH53I9PSEITXs0l8hEfI7yrt6UnNGxPu5EqWUL2TZrNS3tFNZ38Lw+N7n3ZpaO3jqs0Ie/e9O7C3tnD9zND86aTwTUuOwBOFwbkiEfIEj5CdqyCsVlLJSu/Z73VPZ4DLk2zs6eWltMfd/UEB5XQsnT0zlxwsmMXnksMEsddCFRMjnl9UTE9E1OaOUCj6H2igLDzRwzLiUb9xnjOGdLWXc814+uysbmJWRyAOXzzriuGAVEiFfUG4nZ0Rw/immlOq6/iUyzHLE8gaf7arif9/JZ2NRDROGx/G3q47mjKNGBPw4uydCIuTzy+2clJPq7zKUUj4SZhHGpsSyx9Erv6Wklj+/m8/HBZWMSojmzxdP56LZ6SHZQh30IV/d0EqlvYWJaToer1Qwy7JZ2Vpax63L1rNiYymJsRH8/OzJXDVvbEhvDRj0IV+gnTVKhYSsVCvvfVXOgYYWbjp5PItOGE9CzNBasMwfQibk9UxeqeD2nbljiYsM57I5Yxiuy5ccFvQhn19mJyEmguHxUf4uRSnlQxkpsdxyara/yxhygn7TkIJyOxNHxIfUbLpSSh0S1CFvjCG/zE5OWpy/S1FKKb8I6pAvr2uhrrldr3RVSoWsPkNeRJ4UkQoR2eLifhGRB0Rkp4hsEpHZ3i+zf/Idk67ZGvJKqRDlzpn8U8CCXu4/C8h2fCwCHh14Wd5RUKbtk0qp0NZnyBtjPgaqezlkIbDUdPkCSBSRkd4qcCDyy+2kxkeRbB26C/orpZQveWNMfjRQ1O3rYsdtRxCRRSKSJyJ5lZWVXnjq3h3qrFFKqVDljZB31ptonB1ojHncGJNrjMlNTfXtWjKdncaxMJmGvFIqdHkj5IuBMd2+TgdKvfC4A1J0sJHmtk4mavukUiqEeSPkVwBXO7psjgVqjTH7vfC4A5Kvk65KKdX3sgYisgw4CbCJSDHwKyACwBjzGPAWcDawE2gErvNVsZ4o0PZJpZTqO+SNMVf0cb8BbvJaRV6SX15PelIMcVFBvzyPUkq5FLRXvBaUaWeNUkoFZci3tneyq7KeHF1eWCkV4oIy5AsPNNDeafRMXikV8oIy5LWzRimlugRlyBeU2wmzCONSrf4uRSml/CooQz6/zE5mSmxIb96rlFIQpCFfUG7XPV2VUoogDPmm1g72VjfqeLxSShGEIb+zoh5j0M4apZQiCEP+0G5Q2iOvlFJBGPIF5XYiwy2MTY71dylKKeV3QRfy+WV2JqTGER4WdP81pZTyWNAloXbWKKXU14Iq5Gub2thf26ydNUop5RBUIb/DMemqu0EppVSXoAr5w501eiavlFJAkIV8QZkda2QYoxNj/F2KUkoNCUEV8vnldnLS4hERf5eilFJDQtCEvDGGfN0NSimlviFoQr6qvpWDjW06Hq+UUt0ETcgXHO6s0ZBXSqlDgibkdTcopZQ6UtCEfEG5nWRrJLa4SH+XopRSQ0bQhHx+uZ2cEXHaWaOUUt0ERcgbYyjQzhqllDqCWyEvIgtEJF9EdorIT53cf5KI1IrIBsfHL71fqmslNU00tHboGvJKKdVDeF8HiEgY8DBwOlAMrBGRFcaYr3oc+okx5hwf1Ninw501eiavlFLf4M6Z/FxgpzFmtzGmFVgOLPRtWZ7JL6sHIFtDXimlvsGdkB8NFHX7uthxW0/zRGSjiLwtIlOcPZCILBKRPBHJq6ys7Ee5zhWU2xmZEE1CTITXHlMppYKBOyHvrF3F9Ph6HTDWGDMDeBB4zdkDGWMeN8bkGmNyU1NTPSq0N/lldu2PV0opJ9wJ+WJgTLev04HS7gcYY+qMMfWOz98CIkTE5rUqe9He0cnOynq90lUppZxwJ+TXANkikiUikcDlwIruB4hImjga1EVkruNxD3i7WGf2VjfS2t6pZ/JKKeVEn901xph2EbkZeBcIA540xmwVkRsc9z8GXAz8SETagSbgcmNMzyEdnygo084apZRypc+Qh8NDMG/1uO2xbp8/BDzk3dLck19uRwQmDNct/5RSqqeAv+K1oNzO2ORYYiLD/F2KUkoNOQEf8tpZo5RSrgV0yDe3dVB4oFE7a5RSyoWADvndlQ10dBo9k1dKKRcCOuR1NyillOpdQId8frmdcIuQmWL1dylKKTUkBXTIF5TZGZdqJTI8oP8bSinlMwGdjgUV2lmjlFK9CdiQb2hpp6i6Sa90VUqpXgRsyO+o6FpDXneDUkop1wI25HXNGqWU6lvAhnx+uZ3oCAtjkmP9XYpSSg1ZARvyBeV2sofHE2ZxtqeJUkopCOCQ1zVrlFKqbwEZ8gcbWqmwtzAxTZcXVkqp3gRkyB9azkDP5JVSqncBHfK6Zo1SSvUuIEM+v9xOfHQ4acOi/V2KUkoNaQEZ8gVl9UwcEY9j73CllFIuBFzIG2PIL7frla5KKeWGgAv5CnsLtU1teqWrUkq5IeBCPr9MO2uUUspdARfysZFhnH7UCO2sUUopN4T7uwBP5WYmk5uZ7O8ylFIqIATcmbxSSin3uRXyIrJARPJFZKeI/NTJ/SIiDzju3yQis71fqlJKKU/1GfIiEgY8DJwFHAVcISJH9TjsLCDb8bEIeNTLdSqllOoHd87k5wI7jTG7jTGtwHJgYY9jFgJLTZcvgEQRGenlWpVSSnnInZAfDRR1+7rYcZunxyAii0QkT0TyKisrPa1VKaWUh9wJeWdrB5h+HIMx5nFjTK4xJjc1NdWd+pRSSg2AOyFfDIzp9nU6UNqPY5RSSg0yd0J+DZAtIlkiEglcDqzoccwK4GpHl82xQK0xZr+Xa1VKKeUhMeaIUZUjDxI5G7gfCAOeNMb8XkRuADDGPCZdy0E+BCwAGoHrjDF5fTxmJbB3YOUPeTagyt9FDDH6mhxJX5Mj6WvinA2wGmPcHu92K+RV/4hInjEm1991DCX6mhxJX5Mj6WviXH9eF73iVSmlgpiGvFJKBTENed963N8FDEH6mhxJX5Mj6WvinMevi47JK6VUENMzeaWUCmIa8kopFcQ05H1ERApFZLOIbBCRXq8ZCFYi8qSIVIjIlm63JYvI+yKyw/Fvkj9rHGwuXpNfi0iJ472ywXFdSsgQkTEi8qGIbBORrSJym+P2kH2v9PKaePxe0TF5HxGRQiDXGBOyF3SIyAlAPV0rlE513PZnoNoY8yfH3gRJxpif+LPOweTiNfk1UG+M+Ys/a/MXx4q1I40x60QkHlgLnA9cS4i+V3p5TS7Fw/eKnskrnzHGfAxU97h5IfC04/On6XrjhgwXr0lIM8bsN8asc3xuB7b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" ] }, "metadata": { "needs_background": "light" } } ], "metadata": {} }, { "cell_type": "code", "execution_count": 34, "source": [ "labels2 = cgram2.labels.copy()\n", "labels2.columns = labels2.columns.astype(\"str\") # parquet require str column names\n", "labels2.to_parquet(\"../../urbangrammar_samba/spatial_signatures/clustering_data/clustergram_c0_function_labels.pq\")" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 35, "source": [ "import pickle\n", "\n", "with open(\"../../urbangrammar_samba/spatial_signatures/clustering_data/clustergram_c0_function_centers.pickle\",'wb') as f:\n", " pickle.dump(cgram.cluster_centers, f)" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 19, "source": [ "labels = pd.read_parquet(\"../../urbangrammar_samba/spatial_signatures/clustering_data/clustergram_c0_function_labels.pq\")\n", "labels.index = data0.index" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 20, "source": [ "centres = []\n", "for i in range(103):\n", " geom = gpd.read_parquet(f\"../../urbangrammar_samba/spatial_signatures/tessellation/tess_{i}.pq\", columns=[\"tessellation\", \"hindex\"]).set_index(\"hindex\")\n", " geom = geom.merge(labels, how=\"inner\", left_index=True, right_index=True)\n", " centres.append(geom)\n", "# print(f\"Chunk {i} done.\")" ], "outputs": [], "metadata": { "tags": [] } }, { "cell_type": "code", "execution_count": 21, "source": [ "centres = pd.concat(centres)\n", "centres" ], "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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hindex
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c000e109777t0007POLYGON ((336261.120 426985.085, 336260.426 42...000001057...13158151896201010
..................................................................
c102e174143t0000POLYGON ((389579.000 395340.000, 389587.800 39...000000200...1111387141415611
c102e536902t0000POLYGON ((401240.000 395746.000, 401219.000 39...000005163...014508167013
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clustersgeometry
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10POLYGON Z ((559974.823 97330.997 0.000, 559974...
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30POLYGON Z ((560247.409 98085.031 0.000, 560248...
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............
553625POLYGON Z ((345984.205 751366.135 0.000, 34598...
53635POLYGON Z ((342260.266 865598.519 0.000, 34226...
53645POLYGON Z ((342373.066 865666.244 0.000, 34237...
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53665POLYGON Z ((343119.757 865965.342 0.000, 34312...
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56153 rows × 2 columns

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" ], "text/plain": [ " clusters geometry\n", "0 0 0 POLYGON Z ((560121.918 97211.634 0.000, 560121...\n", " 1 0 POLYGON Z ((559974.823 97330.997 0.000, 559974...\n", " 2 0 POLYGON Z ((559619.895 97374.969 0.000, 559619...\n", " 3 0 POLYGON Z ((560247.409 98085.031 0.000, 560248...\n", " 4 0 POLYGON Z ((560121.666 98079.843 0.000, 560123...\n", "... ... ...\n", "5 5362 5 POLYGON Z ((345984.205 751366.135 0.000, 34598...\n", " 5363 5 POLYGON Z ((342260.266 865598.519 0.000, 34226...\n", " 5364 5 POLYGON Z ((342373.066 865666.244 0.000, 34237...\n", " 5365 5 POLYGON Z ((342634.647 865740.155 0.000, 34263...\n", " 5366 5 POLYGON Z ((343119.757 865965.342 0.000, 34312...\n", "\n", "[56153 rows x 2 columns]" ] }, "metadata": {}, "execution_count": 23 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 14, "source": [ "spsig.to_parquet(f\"../../urbangrammar_samba/spatial_signatures/signatures/sub_signatures_cluster0_k6_function_GB.pq\")" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 24, "source": [ "spsig.geometry = spsig.simplify(2).buffer(.001).simplify(2)\n", "spsig.to_file(f\"../../urbangrammar_samba/spatial_signatures/signatures/sub_signatures_cluster0_k6_function_GB_simplified.geojson\", driver=\"GeoJSON\")\n", "spsig.to_parquet(f\"../../urbangrammar_samba/spatial_signatures/signatures/sub_signatures_cluster0_k6_function_GB_simplified.pq\")" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 25, "source": [ "spsig.to_file(f\"sub_signatures_cluster0_k6_function_GB_simplified.gpkg\", driver=\"GPKG\")" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": null, "source": [], "outputs": [], "metadata": {} } ], "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 5 }