python/viz-pydeck.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "54d2188b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.chdir(\"../\")\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import pydeck as pdk\n",
    "\n",
    "from shapely.geometry import Point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "954fb8f9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/kn/jw0y9v615mjgg3_51g3s73zh0000gn/T/ipykernel_7805/92629993.py:2: DtypeWarning: Columns (12) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  mv_df = pd.read_csv(mv_path)\n"
     ]
    }
   ],
   "source": [
    "mv_path = os.getcwd() + \"/data/Moving_Violations_Issued_in_June_2023.csv\"\n",
    "mv_df = pd.read_csv(mv_path)\n",
    "mv_df.columns = [col.lower() for col in mv_df.columns]\n",
    "mv_df = mv_df[mv_df.latitude.isna() == False].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f71487cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "mv_df[\"geometry\"] = [Point(x,y) for x,y in zip(mv_df.longitude, mv_df.latitude)]\n",
    "mv_df[\"location\"] = [i.lower().strip() for i in mv_df[\"location\"]]\n",
    "mv_gdf = gpd.GeoDataFrame(mv_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "40c627df",
   "metadata": {},
   "outputs": [],
   "source": [
    "select_columns = ['longitude', 'latitude', 'fine_amount']\n",
    "pdk_df = (mv_gdf[select_columns].groupby(by=['longitude', 'latitude'])[[\n",
    "    \"fine_amount\"]].sum().reset_index())\n",
    "loc_df = mv_gdf[['longitude', 'latitude', \"location\"]].drop_duplicates().reset_index(drop=True)\n",
    "pdk_df = pdk_df.merge(loc_df, how=\"left\", on=[\"longitude\", \"latitude\"])\n",
    "pdk_df = pdk_df.iloc[pdk_df.iloc[:, :3].drop_duplicates().index].reset_index(drop=True)\n",
    "pdk_df[\"fine_amount_log\"] = np.log(pdk_df[\"fine_amount\"]+1)\n",
    "pdk_df[\"location\"] = pdk_df[\"location\"].str.replace(\"*\", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "60307f67",
   "metadata": {},
   "outputs": [
    {
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       "          &quot;fine_amount_log&quot;: 3.9318256327243257,\n",
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       "          &quot;location&quot;: &quot;block 1700 16th st nw southbound&quot;,\n",
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       "        {\n",
       "          &quot;fine_amount&quot;: 200,\n",
       "          &quot;fine_amount_log&quot;: 5.303304908059076,\n",
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       "          &quot;fine_amount_log&quot;: 7.844240718141811,\n",
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       "          &quot;fine_amount_log&quot;: 6.274762021241939,\n",
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       "        {\n",
       "          &quot;fine_amount&quot;: 50,\n",
       "          &quot;fine_amount_log&quot;: 3.9318256327243257,\n",
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       "          &quot;location&quot;: &quot;block 2000 16th st nw southbound&quot;,\n",
       "          &quot;longitude&quot;: -77.037\n",
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       "        {\n",
       "          &quot;fine_amount&quot;: 180,\n",
       "          &quot;fine_amount_log&quot;: 5.198497031265826,\n",
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       "        {\n",
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       "          &quot;fine_amount_log&quot;: 3.258096538021482,\n",
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       "        {\n",
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       "          &quot;location&quot;: &quot;intersection 1600 columbia rd nw  &quot;,\n",
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       "          &quot;fine_amount_log&quot;: 5.198497031265826,\n",
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       "        {\n",
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       "          &quot;fine_amount_log&quot;: 5.017279836814924,\n",
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       "          &quot;fine_amount_log&quot;: 3.9318256327243257,\n",
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       "          &quot;longitude&quot;: -77.021\n",
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       "        {\n",
       "          &quot;fine_amount&quot;: 250,\n",
       "          &quot;fine_amount_log&quot;: 5.5254529391317835,\n",
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       "          &quot;location&quot;: &quot;block 600 i st nw eastbound&quot;,\n",
       "          &quot;longitude&quot;: -77.021\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 150,\n",
       "          &quot;fine_amount_log&quot;: 5.017279836814924,\n",
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       "          &quot;location&quot;: &quot;2041 georgia ave nw&quot;,\n",
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       "        {\n",
       "          &quot;fine_amount&quot;: 100,\n",
       "          &quot;fine_amount_log&quot;: 4.61512051684126,\n",
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       "          &quot;location&quot;: &quot;2801 6 st nw&quot;,\n",
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       "        {\n",
       "          &quot;fine_amount&quot;: 100,\n",
       "          &quot;fine_amount_log&quot;: 4.61512051684126,\n",
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       "          &quot;location&quot;: &quot;intersection 3500 warder st nw cen&quot;,\n",
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       "        {\n",
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       "          &quot;fine_amount_log&quot;: 5.707110264748875,\n",
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       "          &quot;location&quot;: &quot;at 3600 warder st nw  @princeton p&quot;,\n",
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       "        {\n",
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       "          &quot;fine_amount_log&quot;: 3.9318256327243257,\n",
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       "          &quot;location&quot;: &quot;block 500 kennedy st nw westbound &quot;,\n",
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       "        {\n",
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       "          &quot;fine_amount_log&quot;: 4.61512051684126,\n",
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       "          &quot;fine_amount_log&quot;: 3.9318256327243257,\n",
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       "        {\n",
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       "          &quot;fine_amount_log&quot;: 5.707110264748875,\n",
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       "        {\n",
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       "          &quot;fine_amount_log&quot;: 4.61512051684126,\n",
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       "          &quot;fine_amount_log&quot;: 5.942799375126701,\n",
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       "          &quot;fine_amount_log&quot;: 5.860786223465865,\n",
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       "          &quot;fine_amount_log&quot;: 3.9318256327243257,\n",
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       "          &quot;location&quot;: &quot;201 rhode island ave ne&quot;,\n",
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       "        {\n",
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       "          &quot;fine_amount_log&quot;: 11.305298407808552,\n",
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       "          &quot;location&quot;: &quot;2600 blk lincoln rd ne n/b&quot;,\n",
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       "        {\n",
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       "        {\n",
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       "          &quot;fine_amount_log&quot;: 4.61512051684126,\n",
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       "        {\n",
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       "          &quot;fine_amount_log&quot;: 4.330733340286331,\n",
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       "          &quot;location&quot;: &quot;block 200 quackenbos st ne westbou&quot;,\n",
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       "        {\n",
       "          &quot;fine_amount&quot;: 25,\n",
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       "        {\n",
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       "          &quot;fine_amount_log&quot;: 8.651024539049757,\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",
       "          &quot;fine_amount&quot;: 50,\n",
       "          &quot;fine_amount_log&quot;: 3.9318256327243257,\n",
       "          &quot;latitude&quot;: 38.891,\n",
       "          &quot;location&quot;: &quot;100 blk division ave ne&quot;,\n",
       "          &quot;longitude&quot;: -76.928\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 200,\n",
       "          &quot;fine_amount_log&quot;: 5.303304908059076,\n",
       "          &quot;latitude&quot;: 38.892,\n",
       "          &quot;location&quot;: &quot;200 division ave ne&quot;,\n",
       "          &quot;longitude&quot;: -76.928\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 100,\n",
       "          &quot;fine_amount_log&quot;: 4.61512051684126,\n",
       "          &quot;latitude&quot;: 38.896,\n",
       "          &quot;location&quot;: &quot;500 50th pl ne&quot;,\n",
       "          &quot;longitude&quot;: -76.928\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 75,\n",
       "          &quot;fine_amount_log&quot;: 4.330733340286331,\n",
       "          &quot;latitude&quot;: 38.903,\n",
       "          &quot;location&quot;: &quot;5077 sheriff rd ne&quot;,\n",
       "          &quot;longitude&quot;: -76.928\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 200,\n",
       "          &quot;fine_amount_log&quot;: 5.303304908059076,\n",
       "          &quot;latitude&quot;: 38.892,\n",
       "          &quot;location&quot;: &quot;200 53rd st ne&quot;,\n",
       "          &quot;longitude&quot;: -76.926\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 100,\n",
       "          &quot;fine_amount_log&quot;: 4.61512051684126,\n",
       "          &quot;latitude&quot;: 38.883,\n",
       "          &quot;location&quot;: &quot;5300 d st se&quot;,\n",
       "          &quot;longitude&quot;: -76.925\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 100,\n",
       "          &quot;fine_amount_log&quot;: 4.61512051684126,\n",
       "          &quot;latitude&quot;: 38.899,\n",
       "          &quot;location&quot;: &quot;700 division ave ne&quot;,\n",
       "          &quot;longitude&quot;: -76.925\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 730,\n",
       "          &quot;fine_amount_log&quot;: 6.594413459749778,\n",
       "          &quot;latitude&quot;: 38.902,\n",
       "          &quot;location&quot;: &quot;900 div ave ne&quot;,\n",
       "          &quot;longitude&quot;: -76.925\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 25,\n",
       "          &quot;fine_amount_log&quot;: 3.258096538021482,\n",
       "          &quot;latitude&quot;: 38.887,\n",
       "          &quot;location&quot;: &quot;5500 central ave se&quot;,\n",
       "          &quot;longitude&quot;: -76.922\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 8100,\n",
       "          &quot;fine_amount_log&quot;: 8.999742789830492,\n",
       "          &quot;latitude&quot;: 38.89,\n",
       "          &quot;location&quot;: &quot;5500 blk e capitol st se e/b&quot;,\n",
       "          &quot;longitude&quot;: -76.922\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 100,\n",
       "          &quot;fine_amount_log&quot;: 4.61512051684126,\n",
       "          &quot;latitude&quot;: 38.89,\n",
       "          &quot;location&quot;: &quot;5600 north capitol st ne&quot;,\n",
       "          &quot;longitude&quot;: -76.921\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 25,\n",
       "          &quot;fine_amount_log&quot;: 3.258096538021482,\n",
       "          &quot;latitude&quot;: 38.885,\n",
       "          &quot;location&quot;: &quot;5574 b st se&quot;,\n",
       "          &quot;longitude&quot;: -76.92\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 95450,\n",
       "          &quot;fine_amount_log&quot;: 11.46636830578838,\n",
       "          &quot;latitude&quot;: 38.899,\n",
       "          &quot;location&quot;: &quot;800 blk eastern ave ne e/b&quot;,\n",
       "          &quot;longitude&quot;: -76.918\n",
       "        },\n",
       "        {\n",
       "          &quot;fine_amount&quot;: 100,\n",
       "          &quot;fine_amount_log&quot;: 4.61512051684126,\n",
       "          &quot;latitude&quot;: 38.897,\n",
       "          &quot;location&quot;: &quot;600 eastern ave ne&quot;,\n",
       "          &quot;longitude&quot;: -76.915\n",
       "        }\n",
       "      ],\n",
       "      &quot;elevationScale&quot;: 100,\n",
       "      &quot;getElevation&quot;: &quot;@@=fine_amount_log&quot;,\n",
       "      &quot;getFillColor&quot;: &quot;@@=[fine_amount * 10, fine_amount, fine_amount * 10, 140]&quot;,\n",
       "      &quot;getPosition&quot;: &quot;@@=[longitude, latitude]&quot;,\n",
       "      &quot;id&quot;: &quot;6a51d5e1-e3e5-42d9-b35b-d580456da737&quot;,\n",
       "      &quot;pickable&quot;: true,\n",
       "      &quot;radius&quot;: 25\n",
       "    }\n",
       "  ],\n",
       "  &quot;mapProvider&quot;: &quot;carto&quot;,\n",
       "  &quot;mapStyle&quot;: &quot;https://basemaps.cartocdn.com/gl/dark-matter-gl-style/style.json&quot;,\n",
       "  &quot;views&quot;: [\n",
       "    {\n",
       "      &quot;@@type&quot;: &quot;MapView&quot;,\n",
       "      &quot;controller&quot;: true\n",
       "    }\n",
       "  ]\n",
       "};\n",
       "    const tooltip = {&#x27;html&#x27;: &#x27;&lt;b&gt;{location}&lt;/b&gt; has fined ${fine_amount} in June 2023.&#x27;, &#x27;style&#x27;: {&#x27;background&#x27;: &#x27;white&#x27;, &#x27;color&#x27;: &#x27;black&#x27;, &#x27;font-family&#x27;: &#x27;&quot;Helvetica Neue&quot;, Arial&#x27;, &#x27;z-index&#x27;: &#x27;10000&#x27;}};\n",
       "    const customLibraries = null;\n",
       "    const configuration = null;\n",
       "\n",
       "    const deckInstance = createDeck({\n",
       "                  container,\n",
       "      jsonInput,\n",
       "      tooltip,\n",
       "      customLibraries,\n",
       "      configuration\n",
       "    });\n",
       "\n",
       "  &lt;/script&gt;\n",
       "&lt;/html&gt;\"\n",
       "        ></iframe>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "view = pdk.data_utils.compute_view(pdk_df[[\"longitude\", \"latitude\"]])\n",
    "view.pitch = 60\n",
    "view.zoom = 12\n",
    "view.bearing = 60\n",
    "\n",
    "column_layer = pdk.Layer(\n",
    "    \"ColumnLayer\",\n",
    "    data=pdk_df,\n",
    "    get_position=[\"longitude\", \"latitude\"],\n",
    "    get_elevation=\"fine_amount_log\",\n",
    "    elevation_scale=100,\n",
    "    radius=25,\n",
    "    pickable=True,\n",
    "    get_fill_color=[\n",
    "        \"fine_amount * 10\", \"fine_amount\", \"fine_amount * 10\", 140\n",
    "    ],\n",
    "    auto_highlight=True,\n",
    ")\n",
    "\n",
    "tooltip = {\n",
    "    \"html\": \"<b>{location}</b> has fined ${fine_amount} in June 2023.\",\n",
    "    \"style\": {\n",
    "        \"background\": \"white\",\n",
    "        \"color\": \"black\",\n",
    "        \"font-family\": '\"Helvetica Neue\", Arial',\n",
    "        \"z-index\": \"10000\"\n",
    "    },\n",
    "}\n",
    "\n",
    "r = pdk.Deck(column_layer, initial_view_state=view, tooltip=tooltip)\n",
    "r.to_html(os.getcwd() + \"/output/moving_violations_202306.html\")"
   ]
  }
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