watchdog-maps.ipynb

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   "source": [
    "#dependencies:\n",
    "#for the data-organizing\n",
    "from datetime import datetime\n",
    "import csv\n",
    "import pandas as pd\n",
    "\n",
    "#for graphing & maps:\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "import folium\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"watchdog.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['date'] = pd.to_datetime(data['date'], format='%Y%m%d', errors='ignore')"
   ]
  },
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   "execution_count": 10,
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            popup_a7743534667e4806b60ff580045f7868.setContent(html_8599c4690663445b873b3b4d46adb2a6);
        

        circle_marker_a7cc2714bd2f471c9c8b9c41b790336f.bindPopup(popup_a7743534667e4806b60ff580045f7868)
        ;

        
    
    
            var circle_marker_28cbcbf3ffa44d258d6973910cd48eda = L.circleMarker(
                [33.7700504, -118.1937395],
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            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
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        circle_marker_28cbcbf3ffa44d258d6973910cd48eda.bindPopup(popup_db02c05cbcd942269168fe3c16cf1fe4)
        ;

        
    
    
            var circle_marker_fb0808ddafb8447290794e8777900a29 = L.circleMarker(
                [39.0997265, -94.5785667],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
        var popup_3fc5e597a70d425eb5dd7a92ef6d06ce = L.popup({"maxWidth": "100%"});

        
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            popup_3fc5e597a70d425eb5dd7a92ef6d06ce.setContent(html_b24a5e8145484fa0805ebd8e681c864f);
        

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        ;

        
    
    
            var circle_marker_736e27b89688446b86f9a6cc5c77d3fc = L.circleMarker(
                [33.4151843, -111.8314724],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
        var popup_c986ddfda6ed4583ad280d155d49a9ae = L.popup({"maxWidth": "100%"});

        
            var html_9a54acb3d7684a10bcbf9ab604564cef = $(`<div id="html_9a54acb3d7684a10bcbf9ab604564cef" style="width: 100.0%; height: 100.0%;">2020-06-02</div>`)[0];
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        circle_marker_736e27b89688446b86f9a6cc5c77d3fc.bindPopup(popup_c986ddfda6ed4583ad280d155d49a9ae)
        ;

        
    
    
            var circle_marker_587a4348b3b649468a870816b7d1e700 = L.circleMarker(
                [36.8529263, -75.977985],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
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        ;

        
    
    
            var circle_marker_c67d285f28bc454d859175832d84b2df = L.circleMarker(
                [33.7489954, -84.3879824],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
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        ;

        
    
    
            var circle_marker_ef8769ee0b584eb5808db86d4395deda = L.circleMarker(
                [38.8338816, -104.8213634],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
        var popup_6fee6926de6c4e03952b566b3c91de41 = L.popup({"maxWidth": "100%"});

        
            var html_09f5243da13c4ef3b3270ef7506f122b = $(`<div id="html_09f5243da13c4ef3b3270ef7506f122b" style="width: 100.0%; height: 100.0%;">2020-04-21</div>`)[0];
            popup_6fee6926de6c4e03952b566b3c91de41.setContent(html_09f5243da13c4ef3b3270ef7506f122b);
        

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        ;

        
    
    
            var circle_marker_cec2c56bfb7946029a697b6e94df2d90 = L.circleMarker(
                [41.2523634, -95.9979883],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
        var popup_382d5eac3b1d4ea3b6bfcf417c7a2dea = L.popup({"maxWidth": "100%"});

        
            var html_8cc55d1397744f87a01715d21cde5692 = $(`<div id="html_8cc55d1397744f87a01715d21cde5692" style="width: 100.0%; height: 100.0%;">2019-06-24</div>`)[0];
            popup_382d5eac3b1d4ea3b6bfcf417c7a2dea.setContent(html_8cc55d1397744f87a01715d21cde5692);
        

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        ;

        
    
    
            var circle_marker_7d0d8d858b8d4b299470a1972e8b8fe5 = L.circleMarker(
                [35.7795897, -78.6381787],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
        var popup_0bd673bef429420eba88c216d2501ab8 = L.popup({"maxWidth": "100%"});

        
            var html_c4e73e8f795e4cb09c085c3643423d77 = $(`<div id="html_c4e73e8f795e4cb09c085c3643423d77" style="width: 100.0%; height: 100.0%;">2020-11-08</div>`)[0];
            popup_0bd673bef429420eba88c216d2501ab8.setContent(html_c4e73e8f795e4cb09c085c3643423d77);
        

        circle_marker_7d0d8d858b8d4b299470a1972e8b8fe5.bindPopup(popup_0bd673bef429420eba88c216d2501ab8)
        ;

        
    
    
            var circle_marker_1fcc0345ff934fd199eab86701af2e82 = L.circleMarker(
                [25.7616798, -80.1917902],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
        var popup_5e64480ee7c743e0aa3354cf464bc554 = L.popup({"maxWidth": "100%"});

        
            var html_7308d7faa016487baecca5014722a22f = $(`<div id="html_7308d7faa016487baecca5014722a22f" style="width: 100.0%; height: 100.0%;">2020-05-27</div>`)[0];
            popup_5e64480ee7c743e0aa3354cf464bc554.setContent(html_7308d7faa016487baecca5014722a22f);
        

        circle_marker_1fcc0345ff934fd199eab86701af2e82.bindPopup(popup_5e64480ee7c743e0aa3354cf464bc554)
        ;

        
    
    
            var circle_marker_cd12c73ca9c04e4bb6ba1931dcd80b21 = L.circleMarker(
                [37.8043637, -122.2711137],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
        var popup_6bddedc71fdd408ebe4b1627d070caff = L.popup({"maxWidth": "100%"});

        
            var html_80a5444530234c22944469660f7490a2 = $(`<div id="html_80a5444530234c22944469660f7490a2" style="width: 100.0%; height: 100.0%;">2019-06-23</div>`)[0];
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        circle_marker_cd12c73ca9c04e4bb6ba1931dcd80b21.bindPopup(popup_6bddedc71fdd408ebe4b1627d070caff)
        ;

        
    
    
            var circle_marker_ea2ddbc0c0324ef6937fb3af45ff347f = L.circleMarker(
                [44.977753, -93.2650108],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
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            var html_0bbc0876a6a34547a528f03d719e2a85 = $(`<div id="html_0bbc0876a6a34547a528f03d719e2a85" style="width: 100.0%; height: 100.0%;">2019-12-29</div>`)[0];
            popup_fb7c9c60a46249de9c2a0cce9d6e5f11.setContent(html_0bbc0876a6a34547a528f03d719e2a85);
        

        circle_marker_ea2ddbc0c0324ef6937fb3af45ff347f.bindPopup(popup_fb7c9c60a46249de9c2a0cce9d6e5f11)
        ;

        
    
    
            var circle_marker_f6a2d76ffa41416e87bc503b8428d447 = L.circleMarker(
                [36.1539816, -95.992775],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
        var popup_db88f477e6e14b2ab2d544e3b60d6d67 = L.popup({"maxWidth": "100%"});

        
            var html_24b9da4f943946d8930b04dd4a2520bf = $(`<div id="html_24b9da4f943946d8930b04dd4a2520bf" style="width: 100.0%; height: 100.0%;">2019-10-05</div>`)[0];
            popup_db88f477e6e14b2ab2d544e3b60d6d67.setContent(html_24b9da4f943946d8930b04dd4a2520bf);
        

        circle_marker_f6a2d76ffa41416e87bc503b8428d447.bindPopup(popup_db88f477e6e14b2ab2d544e3b60d6d67)
        ;

        
    
    
            var circle_marker_69423d155da44f1a93afc1ff5c59f3fe = L.circleMarker(
                [41.49932, -81.6943605],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
        var popup_889e4eba7ad14a9297eabea78c7aeff8 = L.popup({"maxWidth": "100%"});

        
            var html_d6b5b2f9d9534e148b869ecb0ee02400 = $(`<div id="html_d6b5b2f9d9534e148b869ecb0ee02400" style="width: 100.0%; height: 100.0%;">2019-12-11</div>`)[0];
            popup_889e4eba7ad14a9297eabea78c7aeff8.setContent(html_d6b5b2f9d9534e148b869ecb0ee02400);
        

        circle_marker_69423d155da44f1a93afc1ff5c59f3fe.bindPopup(popup_889e4eba7ad14a9297eabea78c7aeff8)
        ;

        
    
    
            var circle_marker_b26d798d64b444abb51eb72512974e56 = L.circleMarker(
                [37.688889, -97.336111],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
        var popup_41554b5ef42f42ecb0015519486664a6 = L.popup({"maxWidth": "100%"});

        
            var html_c7fd92a54f794f68b871659789e626de = $(`<div id="html_c7fd92a54f794f68b871659789e626de" style="width: 100.0%; height: 100.0%;">2020-01-23</div>`)[0];
            popup_41554b5ef42f42ecb0015519486664a6.setContent(html_c7fd92a54f794f68b871659789e626de);
        

        circle_marker_b26d798d64b444abb51eb72512974e56.bindPopup(popup_41554b5ef42f42ecb0015519486664a6)
        ;

        
    
    
            var circle_marker_840ec00b124d4e1cbe6c0b6390c4b55f = L.circleMarker(
                [32.735687, -97.1080656],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
        var popup_c7845e49261f4bcb968f1450c9a35326 = L.popup({"maxWidth": "100%"});

        
            var html_cd65948d13154d779c6ee0d3767a0427 = $(`<div id="html_cd65948d13154d779c6ee0d3767a0427" style="width: 100.0%; height: 100.0%;">2019-04-30</div>`)[0];
            popup_c7845e49261f4bcb968f1450c9a35326.setContent(html_cd65948d13154d779c6ee0d3767a0427);
        

        circle_marker_840ec00b124d4e1cbe6c0b6390c4b55f.bindPopup(popup_c7845e49261f4bcb968f1450c9a35326)
        ;

        
    
    
            var circle_marker_51a8cf62ad23461fa6fff932cedd4cff = L.circleMarker(
                [29.9510658, -90.0715323],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
        var popup_df8dc71a5a4048c394b5c2b3c0634591 = L.popup({"maxWidth": "100%"});

        
            var html_247882a7f6fc4abbb2a40129596e2eb2 = $(`<div id="html_247882a7f6fc4abbb2a40129596e2eb2" style="width: 100.0%; height: 100.0%;">2020-09-17</div>`)[0];
            popup_df8dc71a5a4048c394b5c2b3c0634591.setContent(html_247882a7f6fc4abbb2a40129596e2eb2);
        

        circle_marker_51a8cf62ad23461fa6fff932cedd4cff.bindPopup(popup_df8dc71a5a4048c394b5c2b3c0634591)
        ;

        
    
    
            var circle_marker_cf2ea74b91c8447198463197d8beedba = L.circleMarker(
                [35.3732921, -119.0187125],
                {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_1c6f1870cf254b6fa1a05f3e6c4e1429);
        
    
        var popup_5c66fc9bb9bb4f5aad236deca22e91c2 = L.popup({"maxWidth": "100%"});

        
            var html_2f520873706e4966addd6fb1738bdd2d = $(`<div id="html_2f520873706e4966addd6fb1738bdd2d" style="width: 100.0%; height: 100.0%;">2020-11-26</div>`)[0];
            popup_5c66fc9bb9bb4f5aad236deca22e91c2.setContent(html_2f520873706e4966addd6fb1738bdd2d);
        

        circle_marker_cf2ea74b91c8447198463197d8beedba.bindPopup(popup_5c66fc9bb9bb4f5aad236deca22e91c2)
        ;

        
    
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x21fb3cbc7c8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#chloropath map:\n",
    "#map to show literal points on map\n",
    "m = folium.Map(location=[40.1, -100.36], width=750, height=500, zoom_start=4)\n",
    "\n",
    "data.apply(lambda row:folium.CircleMarker(location=[row[\"lat\"], row[\"long\"]], \n",
    "                                              radius=10, fill_color=\"red\", popup= (row['date'])).add_to(m), axis=1)\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "lat": [
          40.7127837,
          34.0522342,
          41.8781136,
          29.7604267,
          39.9525839,
          33.4483771,
          29.4241219,
          32.715738,
          32.7766642,
          37.3382082,
          30.267153,
          39.768403,
          30.3321838,
          37.7749295,
          39.9611755,
          35.2270869,
          32.7554883,
          42.331427,
          31.7775757,
          35.1495343,
          47.6062095,
          39.7392358,
          38.9071923,
          42.3600825,
          36.1626638,
          39.2903848,
          35.4675602,
          38.2526647,
          45.5230622,
          36.1699412,
          43.0389025,
          35.0853336,
          32.2217429,
          36.7468422,
          38.5815719,
          33.7700504,
          39.0997265,
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   "source": [
    "#plotly maps:\n",
    "# a graph to show the severity of things based on location\n",
    "#so, plotting where severity areas\n",
    "fig = go.Figure(data=go.Scattergeo(\n",
    "        locationmode = 'USA-states',\n",
    "        lon = data['long'],\n",
    "        lat = data['lat'],\n",
    "        text = data['severity'],\n",
    "        mode = 'markers',\n",
    "        marker = dict(\n",
    "            size = 8,\n",
    "            opacity = 0.8,\n",
    "            reversescale = True,\n",
    "            autocolorscale = False,\n",
    "            symbol = 'square',\n",
    "            line = dict(\n",
    "                width=1,\n",
    "                color='rgba(102, 102, 102)'\n",
    "            ),\n",
    "            colorscale = 'Blues',\n",
    "            cmin = 0,\n",
    "            color = data['severity'],\n",
    "            cmax = data['severity'].max(),\n",
    "            colorbar_title=\"Severity on a Map\"\n",
    "        )))\n",
    "\n",
    "fig.update_layout(\n",
    "        title = 'Areas of severity',\n",
    "        geo = dict(\n",
    "            scope='usa',\n",
    "            projection_type='albers usa',\n",
    "            showland = True,\n",
    "            landcolor = \"rgb(250, 250, 250)\",\n",
    "            subunitcolor = \"rgb(217, 217, 217)\",\n",
    "            countrycolor = \"rgb(217, 217, 217)\",\n",
    "            countrywidth = 0.5,\n",
    "            subunitwidth = 0.5\n",
    "        ),\n",
    "    )\n",
    "fig.show()"
   ]
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       "                            \n",
       "var gd = document.getElementById('d266b353-87a7-4512-998b-1469da92ab17');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
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       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
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       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
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       "    x.observe(notebookContainer, {childList: true});\n",
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       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#super simple express map:\n",
    "px.scatter_mapbox(data, lat='lat', lon= 'long', zoom=4)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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