mirror of
https://github.com/gsi-upm/sitc
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690 lines
156 KiB
Plaintext
690 lines
156 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "skip"
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}
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},
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"source": [
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"![](images/EscUpmPolit_p.gif \"UPM\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "skip"
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}
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},
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"source": [
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"# Course Notes for Learning Intelligent Systems"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "skip"
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}
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},
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"source": [
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"Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "skip"
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}
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},
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"source": [
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"## [Introduction to Visualization](00_Intro_Visualization.ipynb)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "subslide"
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}
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},
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"source": [
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"# Spatial charts\n",
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"Charts for showing geographical information."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Maps\n",
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"Showing a map. You should install **folium**."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"scrolled": true,
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"slideshow": {
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"slide_type": "subslide"
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}
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"<!DOCTYPE html>\n",
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"<html>\n",
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"<head>\n",
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" \n",
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" <meta http-equiv="content-type" content="text/html; charset=UTF-8" />\n",
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" \n",
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" <script>\n",
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" L_NO_TOUCH = false;\n",
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" L_DISABLE_3D = false;\n",
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" </script>\n",
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" \n",
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" <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n",
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" <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>\n",
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" <script src="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js"></script>\n",
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" <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n",
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" <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js"></script>\n",
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" <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n",
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" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css"/>\n",
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" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css"/>\n",
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" <link rel="stylesheet" href="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css"/>\n",
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" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css"/>\n",
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" <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>\n",
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" <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n",
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" \n",
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" <meta name="viewport" content="width=device-width,\n",
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" initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n",
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" <style>\n",
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" #map_10753c97c83dda53bf3f2bd9c1b59b1f {\n",
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" position: relative;\n",
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" width: 100.0%;\n",
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" height: 100.0%;\n",
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" left: 0.0%;\n",
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" top: 0.0%;\n",
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" }\n",
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" .leaflet-container { font-size: 1rem; }\n",
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" </style>\n",
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" \n",
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"</head>\n",
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"<body>\n",
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" \n",
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" \n",
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" <div class="folium-map" id="map_10753c97c83dda53bf3f2bd9c1b59b1f" ></div>\n",
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" \n",
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"</body>\n",
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"<script>\n",
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" \n",
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" \n",
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" var map_10753c97c83dda53bf3f2bd9c1b59b1f = L.map(\n",
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" "map_10753c97c83dda53bf3f2bd9c1b59b1f",\n",
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" {\n",
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" center: [45.5, 25.56667],\n",
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" crs: L.CRS.EPSG3857,\n",
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" zoom: 10,\n",
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" zoomControl: true,\n",
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" preferCanvas: false,\n",
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" }\n",
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" );\n",
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"\n",
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" \n",
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"\n",
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" \n",
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" \n",
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" var tile_layer_dbed7fdb04df56d25f6e0c103bc1253b = L.tileLayer(\n",
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" "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n",
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" {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n",
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" ).addTo(map_10753c97c83dda53bf3f2bd9c1b59b1f);\n",
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" \n",
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"</script>\n",
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"</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
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],
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"text/plain": [
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"<folium.folium.Map at 0x7f475544dc30>"
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]
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},
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"execution_count": 1,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import folium\n",
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"folium.Map(location=[45.5, 25.56667])"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Choroplethe map\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"slideshow": {
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"slide_type": "subslide"
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}
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"<!DOCTYPE html>\n",
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"<html>\n",
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"<head>\n",
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" \n",
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" <meta http-equiv="content-type" content="text/html; charset=UTF-8" />\n",
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" \n",
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" <script>\n",
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" L_NO_TOUCH = false;\n",
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" L_DISABLE_3D = false;\n",
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" </script>\n",
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" \n",
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" <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n",
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" <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>\n",
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" <script src="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js"></script>\n",
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" <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n",
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" <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js"></script>\n",
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" <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n",
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" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css"/>\n",
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" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css"/>\n",
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" <link rel="stylesheet" href="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css"/>\n",
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" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css"/>\n",
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" <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>\n",
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" <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n",
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" \n",
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" <meta name="viewport" content="width=device-width,\n",
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" initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n",
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" <style>\n",
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" #map_0c9c9008aa93000cd1e9b85695012b72 {\n",
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" position: relative;\n",
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" width: 100.0%;\n",
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" height: 100.0%;\n",
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" left: 0.0%;\n",
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" top: 0.0%;\n",
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" }\n",
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" .leaflet-container { font-size: 1rem; }\n",
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" </style>\n",
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" \n",
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" <script src="https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js"></script>\n",
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"</head>\n",
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"<body>\n",
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" \n",
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" \n",
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" <div class="folium-map" id="map_0c9c9008aa93000cd1e9b85695012b72" ></div>\n",
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" \n",
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"</body>\n",
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"<script>\n",
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" \n",
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" \n",
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" var map_0c9c9008aa93000cd1e9b85695012b72 = L.map(\n",
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" "map_0c9c9008aa93000cd1e9b85695012b72",\n",
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" {\n",
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" center: [48.0, -102.0],\n",
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" crs: L.CRS.EPSG3857,\n",
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" zoom: 3,\n",
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" zoomControl: true,\n",
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" preferCanvas: false,\n",
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" }\n",
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" );\n",
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"\n",
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" \n",
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"\n",
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" \n",
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" \n",
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" var tile_layer_c31c1658d34eef60a0f149dd3d1cb98c = L.tileLayer(\n",
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" "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n",
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" {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n",
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" ).addTo(map_0c9c9008aa93000cd1e9b85695012b72);\n",
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" \n",
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" \n",
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" var choropleth_380395aa7595e86e82e5b7c28cc37d3d = L.featureGroup(\n",
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" {}\n",
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" ).addTo(map_0c9c9008aa93000cd1e9b85695012b72);\n",
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" \n",
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" \n",
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" function geo_json_b9e9a7f28ed8ea1a8b2b59cbd3acb3b1_styler(feature) {\n",
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" switch(feature.id) {\n",
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" case "AZ": case "CT": case "FL": case "GA": case "IL": case "IN": case "KY": case "MI": case "MS": case "NY": case "OR": case "PA": case "SC": \n",
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" return {"color": "black", "fillColor": "#31a354", "fillOpacity": 0.7, "opacity": 0.2, "weight": 1};\n",
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" case "CA": case "NV": case "NJ": case "NC": case "RI": \n",
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" return {"color": "black", "fillColor": "#006837", "fillOpacity": 0.7, "opacity": 0.2, "weight": 1};\n",
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" case "HI": case "IA": case "OK": case "SD": case "UT": case "VT": case "WY": \n",
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" return {"color": "black", "fillColor": "#d9f0a3", "fillOpacity": 0.7, "opacity": 0.2, "weight": 1};\n",
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" case "ID": case "KS": case "LA": case "MA": case "MN": case "MO": case "MT": case "NH": case "TX": case "VA": \n",
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" return {"color": "black", "fillColor": "#addd8e", "fillOpacity": 0.7, "opacity": 0.2, "weight": 1};\n",
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" case "NE": case "ND": \n",
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" return {"color": "black", "fillColor": "#ffffcc", "fillOpacity": 0.7, "opacity": 0.2, "weight": 1};\n",
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" default:\n",
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" return {"color": "black", "fillColor": "#78c679", "fillOpacity": 0.7, "opacity": 0.2, "weight": 1};\n",
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" }\n",
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" }\n",
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"\n",
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" function geo_json_b9e9a7f28ed8ea1a8b2b59cbd3acb3b1_onEachFeature(feature, layer) {\n",
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" layer.on({\n",
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" });\n",
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" };\n",
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" var geo_json_b9e9a7f28ed8ea1a8b2b59cbd3acb3b1 = L.geoJson(null, {\n",
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" onEachFeature: geo_json_b9e9a7f28ed8ea1a8b2b59cbd3acb3b1_onEachFeature,\n",
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" \n",
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" style: geo_json_b9e9a7f28ed8ea1a8b2b59cbd3acb3b1_styler,\n",
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" });\n",
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"\n",
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" function geo_json_b9e9a7f28ed8ea1a8b2b59cbd3acb3b1_add (data) {\n",
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" geo_json_b9e9a7f28ed8ea1a8b2b59cbd3acb3b1\n",
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" .addData(data)\n",
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" .addTo(choropleth_380395aa7595e86e82e5b7c28cc37d3d);\n",
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" }\n",
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" geo_json_b9e9a7f28ed8ea1a8b2b59cbd3acb3b1_add({"features": [{"geometry": {"coordinates": [[[-87.359296, 35.00118], [-85.606675, 34.984749], [-85.431413, 34.124869], [-85.184951, 32.859696], [-85.069935, 32.580372], [-84.960397, 32.421541], [-85.004212, 32.322956], [-84.889196, 32.262709], [-85.058981, 32.13674], [-85.053504, 32.01077], [-85.141136, 31.840985], [-85.042551, 31.539753], [-85.113751, 31.27686], [-85.004212, 31.003013], [-85.497137, 30.997536], [-87.600282, 30.997536], [-87.633143, 30.86609], [-87.408589, 30.674397], [-87.446927, 30.510088], [-87.37025, 30.427934], [-87.518128, 30.280057], [-87.655051, 30.247195], [-87.90699, 30.411504], [-87.934375, 30.657966], [-88.011052, 30.685351], [-88.10416, 30.499135], [-88.137022, 30.318396], [-88.394438, 30.367688], [-88.471115, 31.895754], [-88.241084, 33.796253], [-88.098683, 34.891641], [-88.202745, 34.995703], [-87.359296, 35.00118]]], "type": "Polygon"}, "id": "AL", "properties": {"name": "Alabama"}, "type": "Feature"}, 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"\n",
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" \n",
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" \n",
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" var color_map_b10797f7b9b84b60d8ba6a41cb09c4b1 = {};\n",
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"\n",
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" \n",
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" color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.color = d3.scale.threshold()\n",
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|
|
" \n",
|
|
"\n",
|
|
" color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.x = d3.scale.linear()\n",
|
|
" .domain([3.2, 10.3])\n",
|
|
" .range([0, 450 - 50]);\n",
|
|
"\n",
|
|
" color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.legend = L.control({position: 'topright'});\n",
|
|
" color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n",
|
|
" color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.legend.addTo(map_0c9c9008aa93000cd1e9b85695012b72);\n",
|
|
"\n",
|
|
" color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.xAxis = d3.svg.axis()\n",
|
|
" .scale(color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.x)\n",
|
|
" .orient("top")\n",
|
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" .tickSize(1)\n",
|
|
" .tickValues([3.2, 4.383333333333334, 5.566666666666666, 6.75, 7.933333333333334, 9.116666666666667, 10.3]);\n",
|
|
"\n",
|
|
" color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.svg = d3.select(".legend.leaflet-control").append("svg")\n",
|
|
" .attr("id", 'legend')\n",
|
|
" .attr("width", 450)\n",
|
|
" .attr("height", 40);\n",
|
|
"\n",
|
|
" color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.g = color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.svg.append("g")\n",
|
|
" .attr("class", "key")\n",
|
|
" .attr("transform", "translate(25,16)");\n",
|
|
"\n",
|
|
" color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.g.selectAll("rect")\n",
|
|
" .data(color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.color.range().map(function(d, i) {\n",
|
|
" return {\n",
|
|
" x0: i ? color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.x(color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.color.domain()[i - 1]) : color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.x.range()[0],\n",
|
|
" x1: i < color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.color.domain().length ? color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.x(color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.color.domain()[i]) : color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.x.range()[1],\n",
|
|
" z: d\n",
|
|
" };\n",
|
|
" }))\n",
|
|
" .enter().append("rect")\n",
|
|
" .attr("height", 40 - 30)\n",
|
|
" .attr("x", function(d) { return d.x0; })\n",
|
|
" .attr("width", function(d) { return d.x1 - d.x0; })\n",
|
|
" .style("fill", function(d) { return d.z; });\n",
|
|
"\n",
|
|
" color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.g.call(color_map_b10797f7b9b84b60d8ba6a41cb09c4b1.xAxis).append("text")\n",
|
|
" .attr("class", "caption")\n",
|
|
" .attr("y", 21)\n",
|
|
" .text("Unemployment Rate (%)");\n",
|
|
" \n",
|
|
" var layer_control_59b1664b9ae6832dbdfea6b170a0ccbf = {\n",
|
|
" base_layers : {\n",
|
|
" "openstreetmap" : tile_layer_c31c1658d34eef60a0f149dd3d1cb98c,\n",
|
|
" },\n",
|
|
" overlays : {\n",
|
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" "choropleth" : choropleth_380395aa7595e86e82e5b7c28cc37d3d,\n",
|
|
" },\n",
|
|
" };\n",
|
|
" L.control.layers(\n",
|
|
" layer_control_59b1664b9ae6832dbdfea6b170a0ccbf.base_layers,\n",
|
|
" layer_control_59b1664b9ae6832dbdfea6b170a0ccbf.overlays,\n",
|
|
" {"autoZIndex": true, "collapsed": true, "position": "topright"}\n",
|
|
" ).addTo(map_0c9c9008aa93000cd1e9b85695012b72);\n",
|
|
" \n",
|
|
"</script>\n",
|
|
"</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
|
|
],
|
|
"text/plain": [
|
|
"<folium.folium.Map at 0x7f475544f1f0>"
|
|
]
|
|
},
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"\n",
|
|
"\n",
|
|
"url = 'https://raw.githubusercontent.com/python-visualization/folium/master/examples/data'\n",
|
|
"state_geo = f'{url}/us-states.json'\n",
|
|
"state_unemployment = f'{url}/US_Unemployment_Oct2012.csv'\n",
|
|
"state_data = pd.read_csv(state_unemployment)\n",
|
|
"\n",
|
|
"m = folium.Map(location=[48, -102], zoom_start=3)\n",
|
|
"\n",
|
|
"folium.Choropleth(\n",
|
|
" geo_data=state_geo,\n",
|
|
" name='choropleth',\n",
|
|
" data=state_data,\n",
|
|
" columns=['State', 'Unemployment'],\n",
|
|
" key_on='feature.id',\n",
|
|
" fill_color='YlGn',\n",
|
|
" fill_opacity=0.7,\n",
|
|
" line_opacity=0.2,\n",
|
|
" legend_name='Unemployment Rate (%)'\n",
|
|
").add_to(m)\n",
|
|
"\n",
|
|
"folium.LayerControl().add_to(m)\n",
|
|
"\n",
|
|
"m"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"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>State</th>\n",
|
|
" <th>Unemployment</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>AL</td>\n",
|
|
" <td>7.1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>AK</td>\n",
|
|
" <td>6.8</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>AZ</td>\n",
|
|
" <td>8.1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>AR</td>\n",
|
|
" <td>7.2</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>CA</td>\n",
|
|
" <td>10.1</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" State Unemployment\n",
|
|
"0 AL 7.1\n",
|
|
"1 AK 6.8\n",
|
|
"2 AZ 8.1\n",
|
|
"3 AR 7.2\n",
|
|
"4 CA 10.1"
|
|
]
|
|
},
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"state_data.head(5)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import folium\n",
|
|
"\n",
|
|
"data = (\n",
|
|
" np.random.normal(size=(100, 3)) *\n",
|
|
" np.array([[1, 1, 1]]) +\n",
|
|
" np.array([[45, 25, 1]])\n",
|
|
").tolist()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"<!DOCTYPE html>\n",
|
|
"<html>\n",
|
|
"<head>\n",
|
|
" \n",
|
|
" <meta http-equiv="content-type" content="text/html; charset=UTF-8" />\n",
|
|
" \n",
|
|
" <script>\n",
|
|
" L_NO_TOUCH = false;\n",
|
|
" L_DISABLE_3D = false;\n",
|
|
" </script>\n",
|
|
" \n",
|
|
" <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n",
|
|
" <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>\n",
|
|
" <script src="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js"></script>\n",
|
|
" <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n",
|
|
" <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js"></script>\n",
|
|
" <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n",
|
|
" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css"/>\n",
|
|
" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css"/>\n",
|
|
" <link rel="stylesheet" href="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css"/>\n",
|
|
" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css"/>\n",
|
|
" <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>\n",
|
|
" <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n",
|
|
" \n",
|
|
" <meta name="viewport" content="width=device-width,\n",
|
|
" initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n",
|
|
" <style>\n",
|
|
" #map_7f635bde4c183a6496b74362a1412c1f {\n",
|
|
" position: relative;\n",
|
|
" width: 100.0%;\n",
|
|
" height: 100.0%;\n",
|
|
" left: 0.0%;\n",
|
|
" top: 0.0%;\n",
|
|
" }\n",
|
|
" .leaflet-container { font-size: 1rem; }\n",
|
|
" </style>\n",
|
|
" \n",
|
|
" <script src="https://cdn.jsdelivr.net/gh/python-visualization/folium@main/folium/templates/leaflet_heat.min.js"></script>\n",
|
|
"</head>\n",
|
|
"<body>\n",
|
|
" \n",
|
|
" \n",
|
|
" <div class="folium-map" id="map_7f635bde4c183a6496b74362a1412c1f" ></div>\n",
|
|
" \n",
|
|
"</body>\n",
|
|
"<script>\n",
|
|
" \n",
|
|
" \n",
|
|
" var map_7f635bde4c183a6496b74362a1412c1f = L.map(\n",
|
|
" "map_7f635bde4c183a6496b74362a1412c1f",\n",
|
|
" {\n",
|
|
" center: [45.5, 25.56667],\n",
|
|
" crs: L.CRS.EPSG3857,\n",
|
|
" zoom: 6,\n",
|
|
" zoomControl: true,\n",
|
|
" preferCanvas: false,\n",
|
|
" }\n",
|
|
" );\n",
|
|
"\n",
|
|
" \n",
|
|
"\n",
|
|
" \n",
|
|
" \n",
|
|
" var tile_layer_df2e80ff45c62b1cb053c6945df5f408 = L.tileLayer(\n",
|
|
" "https://stamen-tiles-{s}.a.ssl.fastly.net/toner/{z}/{x}/{y}.png",\n",
|
|
" {"attribution": "Map tiles by \\u003ca target=\\"_blank\\" href=\\"http://stamen.com\\"\\u003eStamen Design\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://creativecommons.org/licenses/by/3.0\\"\\u003eCC BY 3.0\\u003c/a\\u003e. Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n",
|
|
" ).addTo(map_7f635bde4c183a6496b74362a1412c1f);\n",
|
|
" \n",
|
|
" \n",
|
|
" var heat_map_a3bc80dc375c2c3d3654adf42ea4f051 = L.heatLayer(\n",
|
|
" [[43.62235681472994, 26.568505527596045, 0.49182615728394685], [44.4976396232618, 25.0115444030025, 2.0571786342551106], [46.22109491256618, 25.321787534260043, 1.9026435149612178], [43.74485607555257, 25.140563981325126, -0.3090093499122202], [45.22074103414042, 24.83247041249025, 0.29315080030561913], [45.48771868229699, 25.53866804476246, 1.1396024209139897], [43.007423625009, 25.384423173659822, 1.4738664558041057], [44.10482640271034, 24.52169993614013, 1.1395451759821513], [45.039732225692596, 23.483137883925146, 1.9750872574376042], [44.95508573487622, 25.98685838570842, 2.271837604543397], [43.13584761741731, 24.697400381544316, -0.4505651338468166], [43.940851235787534, 25.103903882315876, 1.7651371569385779], [45.58526022232475, 26.47412381006918, 2.003784427167313], [46.845750770154915, 26.701281975316363, 1.8863541126345482], [46.54572580264807, 26.55361887589343, 1.2062180960790414], [44.097283534949995, 23.151672224357867, 0.5312335675403816], [43.207646565104625, 24.815150280753702, 1.7402959130882205], [42.876903992941, 25.711962177308003, 0.8999716512082094], [45.876047227075766, 25.114635763988662, 1.888094521370324], [44.78630639218873, 25.588237557783913, 1.4888585444703635], [45.36458928193135, 24.182827624694998, 0.8090384630941582], [45.238882439974134, 24.216271370180245, 2.1505817669793714], [45.43882621079613, 24.031911671294278, -0.33467081102662455], [45.54974763314922, 24.500949641360176, 0.8854595388749171], [43.583667757783616, 25.135562495051246, 2.2939134869817734], [43.400989353387516, 26.83703621910271, -0.27330418133260315], [46.766111545224014, 24.37675120680769, 0.8399902520673865], [44.66823925672088, 25.610639409549858, -0.6699705673273979], [44.88579463268279, 25.185388663937086, 0.6111277506239743], [46.75631953126659, 22.51981056977864, -1.2320720318543277], [46.14788210626937, 24.88755733229663, 1.4943482514083284], [44.58265259672661, 25.48315353232797, -1.264769305727408], [44.63651747904148, 25.521573601364658, 1.2257426426391735], [44.097261308908635, 26.28980694266996, 0.7903261494299669], [43.5180426546007, 24.41775563741146, 2.2582433472913674], [45.43748891547579, 23.719703853870374, 2.017910449334929], [43.05427794294243, 25.570296461734443, -1.124525673740843], [45.94451970566149, 24.718820568228654, -1.4559038971675577], [44.4025066206608, 24.983714939132362, 0.1477619470057926], [44.08958957768476, 26.157205796697273, 1.882307593560515], [45.48374020549212, 25.01030608131657, -0.03760328964889936], [45.784428379081916, 26.147159288802165, 1.791767498074115], [45.63079988709774, 25.376093979472856, 1.7832865568246636], [46.897768837533796, 23.833356700768086, 1.3122142967039412], [46.43367019261663, 26.057602431786375, 0.9541685168245819], [43.92167222617511, 25.536462809057497, 2.345336348211255], [44.149831018581814, 25.00294152022472, 2.4489070868109213], [43.13118884168836, 26.245134620722006, 0.9946494537572931], [46.77519147779098, 25.702418270897045, 0.8702322171999125], [44.85599910706135, 24.376272258753083, 1.7225579026740057], [44.64655743145279, 25.02442100309076, 1.057870296167934], [45.58684570372787, 23.474896473425517, -0.5845893803541948], [45.225993030561945, 25.399412784577596, -0.2159446594093437], [46.11058903349467, 23.261308309417352, 0.7484445902750486], [47.45328514961796, 25.88486057917817, 1.351173147351711], [46.881452589745585, 23.168865597765777, 2.2717317155594188], [44.43170157936319, 23.807186175829695, 1.7367145389260297], [43.86671932883553, 25.332577384153126, 0.5799212918949168], [44.37213192882455, 25.14635656672337, 0.2990977818120588], [45.45786678516934, 23.894541943582773, 1.0244251250245926], [45.89133552130501, 25.052148687095414, 0.6171756296824591], [45.65200252884374, 25.945433154962718, 1.227268769529868], [44.50539151127526, 23.37295820348644, 0.7913148139941782], [44.14045620596139, 24.28324235610156, 1.4683303545117126], [43.142853803686684, 26.134527435231757, 0.4404287384291432], [45.76615818535968, 25.108975123812822, 0.9443177403809493], [44.0701753548321, 22.70109434046522, 3.3058897018066147], [45.274409217673515, 24.281902857026033, 2.4876778075531045], [46.381469366358104, 25.31876425750163, 1.7097630854013262], [46.00610408027577, 24.44953032189087, 1.585164476265427], [45.14746386824347, 25.511436187528357, 1.8264270185377227], [43.69915265992551, 24.66271614376573, 0.7477219846098483], [46.55061331797898, 24.013281614053682, 1.117175100514115], [46.05633747545427, 25.77061043635673, 0.2275303503133702], [46.565429777687164, 26.749376028920896, 0.29304340793011263], [44.16122502790026, 22.54333705704601, 1.5842007542546537], [44.37341198086555, 24.65782754383185, -0.19957186805035487], [45.08665153958054, 24.47946102396989, 1.9938544345317797], [44.848588387990546, 23.371491496670174, -0.34243091003648773], [46.097479233632185, 25.74345043001166, 0.49030594957834717], [45.92486179194761, 24.793982878672775, 2.0256817826945976], [44.457669813696654, 24.944765758234702, -0.13904896580206283], [45.91672002896257, 24.52636306016961, -0.12958773109222754], [46.49658129510912, 24.703323162271527, 1.5684892507003378], [44.22899861387519, 24.968159038598806, 1.2680039812890946], [45.0764046787862, 23.883835678791474, 0.8567449891829022], [45.71770709491327, 25.92274921516072, 1.2449914349004139], [45.00075119828366, 25.748861992718563, 2.177370075605464], [43.55999724433808, 24.310879529429695, 1.8068022789257014], [46.79074508816748, 25.5018386089712, 2.2941788255123274], [44.6941818064355, 23.52458688713598, 2.0904532895063674], [44.16094965913768, 23.46153751045417, 2.05988510735697], [46.55996449591194, 26.35798033812815, 0.22307071416906332], [45.33114443449597, 24.456701043765026, 0.0634929464305437], [46.97972665962079, 24.702275551447766, -0.1937974638315949], [44.178794811379476, 25.14317886218505, 2.7771965985788047], [44.56320078578451, 24.754791850414225, 2.8760865851941393], [45.03319652113975, 24.3344042070038, 2.3947634524551935], [46.403472716111644, 24.87006686176939, 2.491759982082951], [45.83526257179447, 24.413024201895805, -0.6570764738748991]],\n",
|
|
" {"blur": 15, "maxZoom": 18, "minOpacity": 0.5, "radius": 25}\n",
|
|
" ).addTo(map_7f635bde4c183a6496b74362a1412c1f);\n",
|
|
" \n",
|
|
"</script>\n",
|
|
"</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
|
|
],
|
|
"text/plain": [
|
|
"<folium.folium.Map at 0x7f46e59907c0>"
|
|
]
|
|
},
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"from folium.plugins import HeatMap\n",
|
|
"\n",
|
|
"m = folium.Map([45.5, 25.56667], tiles='stamentoner', zoom_start=6)\n",
|
|
"\n",
|
|
"HeatMap(data).add_to(m)\n",
|
|
"m"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "skip"
|
|
}
|
|
},
|
|
"source": [
|
|
"# References \n",
|
|
"* [Data Preprocessing for Machine learning in Python, GeeksForGeeks](https://www.geeksforgeeks.org/data-preprocessing-machine-learning-python/)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "skip"
|
|
}
|
|
},
|
|
"source": [
|
|
"## Licence\n",
|
|
"The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n",
|
|
"\n",
|
|
"© Carlos A. Iglesias, Universidad Politécnica de Madrid."
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"datacleaner": {
|
|
"position": {
|
|
"top": "50px"
|
|
},
|
|
"python": {
|
|
"varRefreshCmd": "try:\n print(_datacleaner.dataframe_metadata())\nexcept:\n print([])"
|
|
},
|
|
"window_display": false
|
|
},
|
|
"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": "3.10.13"
|
|
},
|
|
"latex_envs": {
|
|
"LaTeX_envs_menu_present": true,
|
|
"autocomplete": true,
|
|
"bibliofile": "biblio.bib",
|
|
"cite_by": "apalike",
|
|
"current_citInitial": 1,
|
|
"eqLabelWithNumbers": true,
|
|
"eqNumInitial": 1,
|
|
"hotkeys": {
|
|
"equation": "Ctrl-E",
|
|
"itemize": "Ctrl-I"
|
|
},
|
|
"labels_anchors": false,
|
|
"latex_user_defs": false,
|
|
"report_style_numbering": false,
|
|
"user_envs_cfg": false
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|