Clustering.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sklearn.cluster import KMeans, AffinityPropagation\n",
    "from sklearn.decomposition import PCA\n",
    "from yellowbrick.features.pca import PCADecomposition\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import folium\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "export_commodities_by_air = pd.read_json('./final_datasets/ea.json')\n",
    "export_commodities_by_sea = pd.read_json('./final_datasets/es.json')\n",
    "import_commodities_by_sea = pd.read_json('./final_datasets/is.json')\n",
    "import_commodities_by_air = pd.read_json('./final_datasets/ia.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "ea = pd.read_json('./final_datasets/ea.json')\n",
    "es = pd.read_json('./final_datasets/es.json')\n",
    "is_ = pd.read_json('./final_datasets/is.json')\n",
    "ia = pd.read_json('./final_datasets/ia.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 10)"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ea.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = KMeans(8)\n",
    "export_commodities_by_air_y = model.fit_predict(export_commodities_by_air.drop([\"Latitude\", \"Longitude\"], axis=1))\n",
    "\n",
    "model = KMeans(12)\n",
    "export_commodities_by_sea_y = model.fit_predict(export_commodities_by_sea.drop([\"Latitude\", \"Longitude\"], axis=1))\n",
    "\n",
    "model = KMeans(12)\n",
    "import_commodities_by_sea_y = model.fit_predict(import_commodities_by_sea.drop([\"Latitude\", \"Longitude\"], axis=1))\n",
    "\n",
    "model = AffinityPropagation()\n",
    "import_commodities_by_air_y = model.fit_predict(import_commodities_by_air.drop([\"Latitude\", \"Longitude\"], axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = export_commodities_by_air\n",
    "y = export_commodities_by_air_y\n",
    "\n",
    "LABEL_COLOR_MAP = {\n",
    "    0: 'red',\n",
    "    1: 'blue',\n",
    "    2: '#003f5c',\n",
    "    3: '#58508d',\n",
    "    4: '#bc5090',\n",
    "    5: '#ff6361',\n",
    "    6: '#ffa600',\n",
    "    7: '#9dc6e0',\n",
    "    8: '#c1e7ff',\n",
    "    9: '#488f31',\n",
    "    10: '#83af70',\n",
    "    11: '#bad0af',\n",
    "    12: '#f1f1f1',\n",
    "}\n",
    "\n",
    "label_color = [LABEL_COLOR_MAP[yi] for yi in y]\n",
    "\n",
    "visualizer = PCADecomposition(scale=True, color=label_color)\n",
    "visualizer.fit_transform(X, y)\n",
    "visualizer.poof()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ea\n",
    "column = pd.DataFrame(export_commodities_by_air_y)\n",
    "column.index = export_commodities_by_air.index\n",
    "column.columns = [\"Cluster Labels\"]\n",
    "export_commodities_by_air = export_commodities_by_air.join(column)\n",
    "\n",
    "# es\n",
    "column = pd.DataFrame(export_commodities_by_sea_y)\n",
    "column.index = export_commodities_by_sea.index\n",
    "column.columns = [\"Cluster Labels\"]\n",
    "export_commodities_by_sea = export_commodities_by_sea.join(column)\n",
    "\n",
    "# is\n",
    "column = pd.DataFrame(import_commodities_by_sea_y)\n",
    "column.index = import_commodities_by_sea.index\n",
    "column.columns = [\"Cluster Labels\"]\n",
    "import_commodities_by_sea = import_commodities_by_sea.join(column)\n",
    "\n",
    "# ia\n",
    "column = pd.DataFrame(import_commodities_by_air_y)\n",
    "column.index = import_commodities_by_air.index\n",
    "column.columns = [\"Cluster Labels\"]\n",
    "import_commodities_by_air = import_commodities_by_air.join(column)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
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      ],
      "text/plain": [
       "<folium.folium.Map at 0x1a62b65f508>"
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     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location=[0, 0], zoom_start=2)\n",
    "# set color scheme for the clusters\n",
    "kclusters = 8\n",
    "x = np.arange(kclusters)\n",
    "ys = [i + x + (i*x)**2 for i in range(kclusters)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, poi, cluster in zip(export_commodities_by_air['Latitude'], export_commodities_by_air['Longitude'], export_commodities_by_air.index, export_commodities_by_air['Cluster Labels']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color=rainbow[int(cluster-1)],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[int(cluster-1)],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
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            var circle_marker_1bbfcc430093476181c873bdf19664fb = L.circleMarker(
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        circle_marker_b58b09186f214654ab371e80b398bdf8.bindPopup(popup_cff2edb9a081493db37edf7a0af97a4c)
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        circle_marker_d4abbfb426254f55a50347605cbd7a35.bindPopup(popup_64f2d87576b641eab567a906955c3e71)
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            ).addTo(map_da8dd751a9004b9fbcce2399ebf704d3);
        
    
        var popup_3016b577a041412daac933cf54d0cd9e = L.popup({"maxWidth": "100%"});

        
            var html_e24c7598810641f7877bb11222542725 = $(`<div id="html_e24c7598810641f7877bb11222542725" style="width: 100.0%; height: 100.0%;">United Arab Emirates Cluster 10</div>`)[0];
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                {"bubblingMouseEvents": true, "color": "#0ac0e8", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#0ac0e8", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_da8dd751a9004b9fbcce2399ebf704d3);
        
    
        var popup_bdc348b3222b479088ac0931fcf04885 = L.popup({"maxWidth": "100%"});

        
            var html_0a199e97d87d4d3d82c38718bfd1dea4 = $(`<div id="html_0a199e97d87d4d3d82c38718bfd1dea4" style="width: 100.0%; height: 100.0%;">United Kingdom Cluster 4</div>`)[0];
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            var circle_marker_c8c12efc711e4eaa8d6203692d7e0c3c = L.circleMarker(
                [37.09024, -95.712891],
                {"bubblingMouseEvents": true, "color": "#5247fc", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#5247fc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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            var html_8028e823cde649bdbd8968b599910e7f = $(`<div id="html_8028e823cde649bdbd8968b599910e7f" style="width: 100.0%; height: 100.0%;">United States Cluster 2</div>`)[0];
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                {"bubblingMouseEvents": true, "color": "#2489f5", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#2489f5", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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</script>\" 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 0x1a62b8a74c8>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location=[0, 0], zoom_start=2)\n",
    "# set color scheme for the clusters\n",
    "kclusters = 12\n",
    "x = np.arange(kclusters)\n",
    "ys = [i + x + (i*x)**2 for i in range(kclusters)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, poi, cluster in zip(export_commodities_by_sea['Latitude'], export_commodities_by_sea['Longitude'], export_commodities_by_sea.index, export_commodities_by_sea['Cluster Labels']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color=rainbow[int(cluster-1)],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[int(cluster-1)],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
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        <script>
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    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
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    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
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            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
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                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
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<body>    
    
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</body>
<script>    
    
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                {
                    center: [0.0, 0.0],
                    crs: L.CRS.EPSG3857,
                    zoom: 2,
                    zoomControl: true,
                    preferCanvas: false,
                }
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            var html_7daae555657f4ad082899bae63dd7823 = $(`<div id="html_7daae555657f4ad082899bae63dd7823" style="width: 100.0%; height: 100.0%;">United States Cluster 8</div>`)[0];
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</script>\" 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 0x1a62af56ec8>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location=[0, 0], zoom_start=2)\n",
    "# set color scheme for the clusters\n",
    "kclusters = 12\n",
    "x = np.arange(kclusters)\n",
    "ys = [i + x + (i*x)**2 for i in range(kclusters)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, poi, cluster in zip(import_commodities_by_sea['Latitude'], import_commodities_by_sea['Longitude'], import_commodities_by_sea.index, import_commodities_by_sea['Cluster Labels']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color=rainbow[int(cluster-1)],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[int(cluster-1)],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
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</script>\" 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 0x1a62bdaee08>"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location=[0, 0], zoom_start=2)\n",
    "# set color scheme for the clusters\n",
    "kclusters = 12\n",
    "x = np.arange(kclusters)\n",
    "ys = [i + x + (i*x)**2 for i in range(kclusters)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, poi, cluster in zip(import_commodities_by_air['Latitude'], import_commodities_by_air['Longitude'], import_commodities_by_air.index, import_commodities_by_air['Cluster Labels']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color=rainbow[int(cluster-1)],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[int(cluster-1)],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "export_commodities_by_air.to_json('./post_analysis/ea.json')\n",
    "export_commodities_by_sea.to_json('./post_analysis/es.json')\n",
    "import_commodities_by_sea.to_json('./post_analysis/is.json')\n",
    "import_commodities_by_air.to_json('./post_analysis/ia.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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