diff options
Diffstat (limited to 'Fundamentals_of_Accelerated_Data_Science/3-02_k-means-map.ipynb')
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1 files changed, 1036 insertions, 0 deletions
diff --git a/Fundamentals_of_Accelerated_Data_Science/3-02_k-means-map.ipynb b/Fundamentals_of_Accelerated_Data_Science/3-02_k-means-map.ipynb new file mode 100644 index 0000000..2c85738 --- /dev/null +++ b/Fundamentals_of_Accelerated_Data_Science/3-02_k-means-map.ipynb @@ -0,0 +1,1036 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<img src=\"./images/DLI_Header.png\" width=400/>" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fundamentals of Accelerated Data Science # " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# DO NOT CHANGE THIS CELL\n", + "import cudf\n", + "import cuml\n", + "\n", + "import cuxfilter as cxf" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "northing float64\n", + "easting float64\n", + "dtype: object\n" + ] + }, + { + "data": { + "text/plain": [ + "(58479894, 2)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# DO NOT CHANGE THIS CELL\n", + "gdf = cudf.read_csv('./data/clean_uk_pop.csv', usecols=['easting', 'northing'])\n", + "print(gdf.dtypes)\n", + "gdf.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>northing</th>\n", + " <th>easting</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>515491.5313</td>\n", + " <td>430772.1875</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>503572.4688</td>\n", + " <td>434685.8750</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>517903.6563</td>\n", + " <td>432565.5313</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>517059.9063</td>\n", + " <td>427660.6250</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>509228.6875</td>\n", + " <td>425527.7813</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " northing easting\n", + "0 515491.5313 430772.1875\n", + "1 503572.4688 434685.8750\n", + "2 517903.6563 432565.5313\n", + "3 517059.9063 427660.6250\n", + "4 509228.6875 425527.7813" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " <th>1</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>306647.898235</td>\n", + " <td>408370.452191</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>442109.465392</td>\n", + " <td>402673.747673</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>288997.149971</td>\n", + " <td>553805.430444</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>148770.463641</td>\n", + " <td>311786.805381</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>170553.110214</td>\n", + " <td>521605.459724</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " 0 1\n", + "0 306647.898235 408370.452191\n", + "1 442109.465392 402673.747673\n", + "2 288997.149971 553805.430444\n", + "3 148770.463641 311786.805381\n", + "4 170553.110214 521605.459724" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# DO NOT CHANGE THIS CELL\n", + "# instantaite\n", + "km = cuml.KMeans(n_clusters=5)\n", + "\n", + "# fit\n", + "km.fit(gdf)\n", + "\n", + "# assign cluster as new column\n", + "gdf['cluster'] = km.labels_\n", + "km.cluster_centers_" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>northing</th>\n", + " <th>easting</th>\n", + " <th>cluster</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>515491.5313</td>\n", + " <td>430772.1875</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>503572.4688</td>\n", + " <td>434685.8750</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>517903.6563</td>\n", + " <td>432565.5313</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>517059.9063</td>\n", + " <td>427660.6250</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>509228.6875</td>\n", + " <td>425527.7813</td>\n", + " <td>1</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>58479889</th>\n", + " <td>192393.7813</td>\n", + " <td>340519.8438</td>\n", + " <td>3</td>\n", + " </tr>\n", + " <tr>\n", + " <th>58479890</th>\n", + " <td>183451.8906</td>\n", + " <td>337749.6250</td>\n", + " <td>3</td>\n", + " </tr>\n", + " <tr>\n", + " <th>58479891</th>\n", + " <td>189997.5156</td>\n", + " <td>341165.1250</td>\n", + " <td>3</td>\n", + " </tr>\n", + " <tr>\n", + " <th>58479892</th>\n", + " <td>184439.1250</td>\n", + " <td>335227.6563</td>\n", + " <td>3</td>\n", + " </tr>\n", + " <tr>\n", + " <th>58479893</th>\n", + " <td>187036.3281</td>\n", + " <td>342634.5313</td>\n", + " <td>3</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>58479894 rows × 3 columns</p>\n", + "</div>" + ], + "text/plain": [ + " northing easting cluster\n", + "0 515491.5313 430772.1875 1\n", + "1 503572.4688 434685.8750 1\n", + "2 517903.6563 432565.5313 1\n", + "3 517059.9063 427660.6250 1\n", + "4 509228.6875 425527.7813 1\n", + "... ... ... ...\n", + "58479889 192393.7813 340519.8438 3\n", + "58479890 183451.8906 337749.6250 3\n", + "58479891 189997.5156 341165.1250 3\n", + "58479892 184439.1250 335227.6563 3\n", + "58479893 187036.3281 342634.5313 3\n", + "\n", + "[58479894 rows x 3 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from pyproj import CRS\n", + "import numpy as np\n", + "from pyproj import Transformer\n", + "\n", + "crs_UK = CRS.from_epsg(27700) # GB coord system\n", + "crs_world = CRS.from_epsg(3857) # used by maps WGS 84\n", + "\n", + "transformed = Transformer.from_crs(crs_UK, crs_world).transform(gdf[\"easting\"].to_numpy(), gdf[\"northing\"].to_numpy())" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "tdf = cudf.DataFrame(np.column_stack(transformed), columns=[\"easting\", \"northing\"])\n", + "tdf[\"cluster\"] = gdf[\"cluster\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ncolors = gdf[\"cluster\"].nunique()\n", + "ncolors" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "from bokeh.palettes import Category10 # 10 will be enough" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cxf_data = cxf.DataFrame.from_dataframe(tdf)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "scatter_chart = cxf.charts.datashader.scatter(\n", + " x='easting', y='northing', \n", + " aggregate_col=\"cluster\",\n", + " aggregate_fn=\"mean\",\n", + " tile_provider=\"CartoDark\",\n", + " legend=False,\n", + " color_palette=Category10[ncolors],\n", + " unselected_alpha=0,\n", + ")\n", + "cluster_widget = cxf.charts.panel_widgets.multi_select('cluster')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<script type=\"esms-options\">{\"shimMode\": true}</script><style>*[data-root-id],\n", + "*[data-root-id] > * {\n", + " box-sizing: border-box;\n", + " font-family: var(--jp-ui-font-family);\n", + " font-size: var(--jp-ui-font-size1);\n", + " color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n", + "}\n", + "\n", + "/* Override VSCode background color */\n", + ".cell-output-ipywidget-background:has(\n", + " > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n", + " ),\n", + ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n", + " background-color: transparent !important;\n", + "}\n", + "</style>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n const py_version = '3.5.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n const reloading = false;\n const Bokeh = root.Bokeh;\n\n // Set a timeout for this load but only if we are not already initializing\n if (typeof (root._bokeh_timeout) === \"undefined\" || (force || !root._bokeh_is_initializing)) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks;\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n if (js_exports == null) js_exports = {};\n\n root._bokeh_onload_callbacks.push(callback);\n\n if (root._bokeh_is_loading > 0) {\n // Don't load bokeh if it is still initializing\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n } else if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n // There is nothing to load\n run_callbacks();\n return null;\n }\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n window._bokeh_on_load = on_load\n\n function on_error(e) {\n const src_el = e.srcElement\n console.error(\"failed to load \" + (src_el.href || src_el.src));\n }\n\n const skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'h3': 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document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (let i = 0; i < js_modules.length; i++) {\n const url = js_modules[i];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n if (!window.requirejs) {\n on_load();\n }\n continue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (const name in js_exports) {\n const url = js_exports[name];\n const escaped = encodeURI(url)\n if (skip.indexOf(escaped) >= 0 || root[name] != null) {\n if (!window.requirejs) {\n 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!important;\\n}\\n.multi-select > .bk {\\n padding: 5px;\\n width: 120px !important;\\n height: 30px !important;\\n}\\n\\n.deck-chart {\\n z-index: 10;\\n position: initial !important;\\n}\\n\");\n }, function(Bokeh) {\n inject_raw_css(\"\\n.center-header {\\n text-align: center\\n}\\n.bk-input-group {\\n padding: 10px;\\n}\\n#sidebar {\\n padding-top: 10px;\\n}\\n.custom-widget-box {\\n margin-top: 20px;\\n padding: 5px;\\n border: None !important;\\n}\\n.custom-widget-box > p {\\n margin: 0px;\\n}\\n.bk-input-group {\\n color: None !important;\\n}\\n.indicator {\\n text-align: center;\\n}\\n.widget-card {\\n margin: 5px 10px;\\n}\\n.number-card {\\n margin: 5px 10px;\\n text-align: center;\\n}\\n.number-card-value {\\n width: 100%;\\n margin: 0px;\\n}\\n\");\n }, function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n (function(root, factory) {\n factory(root[\"Bokeh\"]);\n })(this, function(Bokeh) {\n let define;\n return (function outer(modules, entry) {\n if 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+ " var render_items = [{\"docid\":\"95460b55-2665-41ee-84f5-c5d31aecf297\",\"roots\":{\"0c2e9095-7d42-44c0-b3f3-d5cea792f617\":\"c46930fe-c513-45ca-8581-fab9e116b7a1\"},\"root_ids\":[\"0c2e9095-7d42-44c0-b3f3-d5cea792f617\"]}];\n", + " var docs = Object.values(docs_json)\n", + " if (!docs) {\n", + " return\n", + " }\n", + " const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n", + " async function embed_document(root) {\n", + " var Bokeh = get_bokeh(root)\n", + " await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", + " for (const render_item of render_items) {\n", + " for (const root_id of render_item.root_ids) {\n", + "\tconst id_el = document.getElementById(root_id)\n", + "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n", + "\t const root_el = id_el.children[0]\n", + "\t root_el.id = root_el.id + '-rendered'\n", + "\t for (const child of root_el.children) {\n", + " // Ensure JupyterLab does not capture keyboard shortcuts\n", + " // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n", + "\t child.setAttribute('data-lm-suppress-shortcuts', 'true')\n", + "\t }\n", + "\t}\n", + " }\n", + " }\n", + " }\n", + " function get_bokeh(root) {\n", + " if (root.Bokeh === undefined) {\n", + " return null\n", + " } else if (root.Bokeh.version !== py_version) {\n", + " if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n", + "\treturn null\n", + " }\n", + " return root.Bokeh.versions.get(py_version);\n", + " } else if (root.Bokeh.version === py_version) {\n", + " return root.Bokeh\n", + " }\n", + " return null\n", + " }\n", + " function is_loaded(root) {\n", + " var Bokeh = get_bokeh(root)\n", + " return (Bokeh != null && Bokeh.Panel !== undefined && ( root.deck !== undefined) && ( root.deck !== undefined))\n", + " }\n", + " if (is_loaded(root)) {\n", + " embed_document(root);\n", + " } else {\n", + " var attempts = 0;\n", + " var timer = setInterval(function(root) {\n", + " if (is_loaded(root)) {\n", + " clearInterval(timer);\n", + " embed_document(root);\n", + " } else if (document.readyState == \"complete\") {\n", + " attempts++;\n", + " if (attempts > 200) {\n", + " clearInterval(timer);\n", + "\t var Bokeh = get_bokeh(root)\n", + "\t if (Bokeh == null || Bokeh.Panel == null) {\n", + " console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n", + "\t } else {\n", + "\t console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n", + "\t embed_document(root)\n", + "\t }\n", + " }\n", + " }\n", + " }, 25, root)\n", + " }\n", + "})(window);</script>" + ], + "text/plain": [ + "Row\n", + " [0] Button(button_type='success', name='open cuxfilter d...)" + ] + }, + "execution_count": 41, + "metadata": { + "application/vnd.holoviews_exec.v0+json": { + "id": "0c2e9095-7d42-44c0-b3f3-d5cea792f617" + } + }, + "output_type": "execute_result" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Task exception was never retrieved\n", + "future: <Task finished name='Task-427401' coro=<WebSocketProtocol13.write_message.<locals>.wrapper() done, defined at /opt/conda/lib/python3.10/site-packages/tornado/websocket.py:1086> exception=WebSocketClosedError()>\n", + "Traceback (most recent call last):\n", + " File \"/opt/conda/lib/python3.10/site-packages/tornado/websocket.py\", line 1088, in wrapper\n", + " await fut\n", + "tornado.iostream.StreamClosedError: Stream is closed\n", + "\n", + "During handling of the above exception, another exception occurred:\n", + "\n", + "Traceback (most recent call last):\n", + " File \"/opt/conda/lib/python3.10/site-packages/tornado/websocket.py\", line 1090, in wrapper\n", + " raise WebSocketClosedError()\n", + "tornado.websocket.WebSocketClosedError\n" + ] + } + ], + "source": [ + "dash.show(\"http://34.204.188.189/\", port=8789)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'status': 'ok', 'restart': True}" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import IPython\n", + "app = IPython.Application.instance()\n", + "app.kernel.do_shutdown(True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Well Done!** Let's move to the [next notebook](3-03_dbscan.ipynb). " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<img src=\"./images/DLI_Header.png\" width=400/>" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.15" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} |