project1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pathlib import Path\n",
    "import plotly.express as px\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data= pd.read_csv(Path('c:/users/jrram/Desktop/delinquent_taxes.csv'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_1=pd.read_excel(Path('c:/users/jrram/Desktop/delinquent_taxes_1.xlsx'),skiprows=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DBA/Business Name</th>\n",
       "      <th>Owner Name</th>\n",
       "      <th>Location Address</th>\n",
       "      <th>County</th>\n",
       "      <th>Warrant Number</th>\n",
       "      <th>Warrant Amount Recorded in the County Records</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HECKARD'S DOOR</td>\n",
       "      <td>WILLISTON DOOR LLC</td>\n",
       "      <td>25340 NW 8TH LN STE 124, NEWBERRY, FL 32669</td>\n",
       "      <td>ALACHUA</td>\n",
       "      <td>1000000827314</td>\n",
       "      <td>6104.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>HECKARD'S DOOR</td>\n",
       "      <td>WILLISTON DOOR LLC</td>\n",
       "      <td>25340 NW 8TH LN STE 124, NEWBERRY, FL 32669</td>\n",
       "      <td>ALACHUA</td>\n",
       "      <td>1000000852766</td>\n",
       "      <td>11353.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GOLD ROOM</td>\n",
       "      <td>R.A.S. GAINESVILLE ENTERPRISES LLC</td>\n",
       "      <td>11 SW 1ST ST, GAINESVILLE, FL 32601</td>\n",
       "      <td>ALACHUA</td>\n",
       "      <td>1000000783486</td>\n",
       "      <td>2445.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GOLD ROOM</td>\n",
       "      <td>R.A.S. GAINESVILLE ENTERPRISES LLC</td>\n",
       "      <td>11 SW 1ST ST, GAINESVILLE, FL 32601</td>\n",
       "      <td>ALACHUA</td>\n",
       "      <td>1000000787478</td>\n",
       "      <td>2364.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GOLD ROOM</td>\n",
       "      <td>R.A.S. GAINESVILLE ENTERPRISES LLC</td>\n",
       "      <td>11 SW 1ST ST, GAINESVILLE, FL 32601</td>\n",
       "      <td>ALACHUA</td>\n",
       "      <td>1000000798769</td>\n",
       "      <td>1596.77</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   DBA/Business Name                          Owner Name  \\\n",
       "0     HECKARD'S DOOR                  WILLISTON DOOR LLC   \n",
       "1     HECKARD'S DOOR                  WILLISTON DOOR LLC   \n",
       "2          GOLD ROOM  R.A.S. GAINESVILLE ENTERPRISES LLC   \n",
       "3          GOLD ROOM  R.A.S. GAINESVILLE ENTERPRISES LLC   \n",
       "4          GOLD ROOM  R.A.S. GAINESVILLE ENTERPRISES LLC   \n",
       "\n",
       "                              Location Address   County  Warrant Number  \\\n",
       "0  25340 NW 8TH LN STE 124, NEWBERRY, FL 32669  ALACHUA   1000000827314   \n",
       "1  25340 NW 8TH LN STE 124, NEWBERRY, FL 32669  ALACHUA   1000000852766   \n",
       "2          11 SW 1ST ST, GAINESVILLE, FL 32601  ALACHUA   1000000783486   \n",
       "3          11 SW 1ST ST, GAINESVILLE, FL 32601  ALACHUA   1000000787478   \n",
       "4          11 SW 1ST ST, GAINESVILLE, FL 32601  ALACHUA   1000000798769   \n",
       "\n",
       "   Warrant Amount Recorded in the County Records  \n",
       "0                                        6104.87  \n",
       "1                                       11353.45  \n",
       "2                                        2445.80  \n",
       "3                                        2364.45  \n",
       "4                                        1596.77  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([' DBA/Business Name', 'Owner Name', 'Location Address', 'County',\n",
       "       'Warrant Number', 'Warrant Amount Recorded in the County Records'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DBA/Business Name</th>\n",
       "      <th>Owner Name</th>\n",
       "      <th>Location Address</th>\n",
       "      <th>County</th>\n",
       "      <th>Warrant Number</th>\n",
       "      <th>Warrant Amount Recorded in the County Records</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HECKARD'S DOOR</td>\n",
       "      <td>WILLISTON DOOR LLC</td>\n",
       "      <td>25340 NW 8TH LN STE 124, NEWBERRY, FL 32669</td>\n",
       "      <td>ALACHUA</td>\n",
       "      <td>1000000827314</td>\n",
       "      <td>6104.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>HECKARD'S DOOR</td>\n",
       "      <td>WILLISTON DOOR LLC</td>\n",
       "      <td>25340 NW 8TH LN STE 124, NEWBERRY, FL 32669</td>\n",
       "      <td>ALACHUA</td>\n",
       "      <td>1000000852766</td>\n",
       "      <td>11353.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GOLD ROOM</td>\n",
       "      <td>R.A.S. GAINESVILLE ENTERPRISES LLC</td>\n",
       "      <td>11 SW 1ST ST, GAINESVILLE, FL 32601</td>\n",
       "      <td>ALACHUA</td>\n",
       "      <td>1000000783486</td>\n",
       "      <td>2445.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GOLD ROOM</td>\n",
       "      <td>R.A.S. GAINESVILLE ENTERPRISES LLC</td>\n",
       "      <td>11 SW 1ST ST, GAINESVILLE, FL 32601</td>\n",
       "      <td>ALACHUA</td>\n",
       "      <td>1000000787478</td>\n",
       "      <td>2364.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GOLD ROOM</td>\n",
       "      <td>R.A.S. GAINESVILLE ENTERPRISES LLC</td>\n",
       "      <td>11 SW 1ST ST, GAINESVILLE, FL 32601</td>\n",
       "      <td>ALACHUA</td>\n",
       "      <td>1000000798769</td>\n",
       "      <td>1596.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1176</th>\n",
       "      <td>FLAPJACK JOHNNYS</td>\n",
       "      <td>FLAPJACK RESTAURANT GROUP INC</td>\n",
       "      <td>330 S ATLANTIC AVE ORMOND BEACH, FL 32176</td>\n",
       "      <td>VOLUSIA</td>\n",
       "      <td>1000000862920</td>\n",
       "      <td>8262.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1177</th>\n",
       "      <td>FLAPJACK JOHNNYS</td>\n",
       "      <td>FLAPJACK RESTAURANT GROUP INC</td>\n",
       "      <td>330 S ATLANTIC AVE ORMOND BEACH, FL 32176</td>\n",
       "      <td>VOLUSIA</td>\n",
       "      <td>1000000870473</td>\n",
       "      <td>10211.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1178</th>\n",
       "      <td>NaN</td>\n",
       "      <td>BOITCHOUK, VASSILI &amp; BOITCHOUK, NADIYA</td>\n",
       "      <td>1315 E INTERNATIONAL SPEEDWAY BLV DELAND, FL 3...</td>\n",
       "      <td>VOLUSIA</td>\n",
       "      <td>1000000878474</td>\n",
       "      <td>37366.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>NaN</td>\n",
       "      <td>KIMBERLY D. STEVENS NUR</td>\n",
       "      <td>1612 HIGHWAY 90, CHIPLEY, FL  32428</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>1000000756819</td>\n",
       "      <td>6845.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1180</th>\n",
       "      <td>NaN</td>\n",
       "      <td>KIMBERLY D. STEVENS NUR</td>\n",
       "      <td>1612 HIGHWAY 90, CHIPLEY, FL  32428</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>1000000756821</td>\n",
       "      <td>1334.71</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1181 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      DBA/Business Name                              Owner Name  \\\n",
       "0        HECKARD'S DOOR                      WILLISTON DOOR LLC   \n",
       "1        HECKARD'S DOOR                      WILLISTON DOOR LLC   \n",
       "2             GOLD ROOM      R.A.S. GAINESVILLE ENTERPRISES LLC   \n",
       "3             GOLD ROOM      R.A.S. GAINESVILLE ENTERPRISES LLC   \n",
       "4             GOLD ROOM      R.A.S. GAINESVILLE ENTERPRISES LLC   \n",
       "...                 ...                                     ...   \n",
       "1176   FLAPJACK JOHNNYS           FLAPJACK RESTAURANT GROUP INC   \n",
       "1177   FLAPJACK JOHNNYS           FLAPJACK RESTAURANT GROUP INC   \n",
       "1178                NaN  BOITCHOUK, VASSILI & BOITCHOUK, NADIYA   \n",
       "1179                NaN                 KIMBERLY D. STEVENS NUR   \n",
       "1180                NaN                 KIMBERLY D. STEVENS NUR   \n",
       "\n",
       "                                       Location Address      County  \\\n",
       "0           25340 NW 8TH LN STE 124, NEWBERRY, FL 32669     ALACHUA   \n",
       "1           25340 NW 8TH LN STE 124, NEWBERRY, FL 32669     ALACHUA   \n",
       "2                   11 SW 1ST ST, GAINESVILLE, FL 32601     ALACHUA   \n",
       "3                   11 SW 1ST ST, GAINESVILLE, FL 32601     ALACHUA   \n",
       "4                   11 SW 1ST ST, GAINESVILLE, FL 32601     ALACHUA   \n",
       "...                                                 ...         ...   \n",
       "1176          330 S ATLANTIC AVE ORMOND BEACH, FL 32176     VOLUSIA   \n",
       "1177          330 S ATLANTIC AVE ORMOND BEACH, FL 32176     VOLUSIA   \n",
       "1178  1315 E INTERNATIONAL SPEEDWAY BLV DELAND, FL 3...     VOLUSIA   \n",
       "1179                1612 HIGHWAY 90, CHIPLEY, FL  32428  WASHINGTON   \n",
       "1180                1612 HIGHWAY 90, CHIPLEY, FL  32428  WASHINGTON   \n",
       "\n",
       "      Warrant Number  Warrant Amount Recorded in the County Records  \n",
       "0      1000000827314                                        6104.87  \n",
       "1      1000000852766                                       11353.45  \n",
       "2      1000000783486                                        2445.80  \n",
       "3      1000000787478                                        2364.45  \n",
       "4      1000000798769                                        1596.77  \n",
       "...              ...                                            ...  \n",
       "1176   1000000862920                                        8262.52  \n",
       "1177   1000000870473                                       10211.73  \n",
       "1178   1000000878474                                       37366.68  \n",
       "1179   1000000756819                                        6845.77  \n",
       "1180   1000000756821                                        1334.71  \n",
       "\n",
       "[1181 rows x 6 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='County'>"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#most amount owed in Average taxes\n",
    "\n",
    "fl_df=data_1[['County', 'Warrant Amount Recorded in the County Records']].groupby('County').mean().sort_values(by='Warrant Amount Recorded in the County Records', ascending=False).head(10)\n",
    "fl_df.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Disregard\n",
    "fl_df[['County', 'Warrant Amount Recorded in the County Records']].groupby('County').mean().sort_values(by='Warrant Amount Recorded in the County Records', ascending=False).head(10).plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#fl_county = pd.read_excel(Path('c:/users/jrram/Desktop/fl- county-boundaries.xlsx'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "#fl_county.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "px.set_mapbox_access_token('pk.eyJ1IjoianJyYW1lYXUyMDAwIiwiYSI6ImNrbXpseHZ2azBmYWwydm1vMm02eDhrNXkifQ.a1R4gzAG_sJgb3yLDBhW4g')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "#created database with some locations to see how it would look on map\n",
    "\n",
    "location = pd.read_excel(Path('c:/users/jrram/Desktop/location.xlsx'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>County</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ALACHUA</td>\n",
       "      <td>29.793800</td>\n",
       "      <td>-82.4944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>POLK</td>\n",
       "      <td>27.861700</td>\n",
       "      <td>-81.6912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BROWARD</td>\n",
       "      <td>26.190096</td>\n",
       "      <td>-80.3659</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    County   Latitude  Longitude\n",
       "0  ALACHUA  29.793800   -82.4944\n",
       "1     POLK  27.861700   -81.6912\n",
       "2  BROWARD  26.190096   -80.3659"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "location.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Warrant Number</th>\n",
       "      <th>Warrant Amount Recorded in the County Records</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>County</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ALACHUA</th>\n",
       "      <td>29.793800</td>\n",
       "      <td>-82.4944</td>\n",
       "      <td>1.000001e+12</td>\n",
       "      <td>5822.162727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BROWARD</th>\n",
       "      <td>26.190096</td>\n",
       "      <td>-80.3659</td>\n",
       "      <td>1.000001e+12</td>\n",
       "      <td>35390.303837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POLK</th>\n",
       "      <td>27.861700</td>\n",
       "      <td>-81.6912</td>\n",
       "      <td>1.000001e+12</td>\n",
       "      <td>266168.250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Latitude  Longitude  Warrant Number  \\\n",
       "County                                          \n",
       "ALACHUA  29.793800   -82.4944    1.000001e+12   \n",
       "BROWARD  26.190096   -80.3659    1.000001e+12   \n",
       "POLK     27.861700   -81.6912    1.000001e+12   \n",
       "\n",
       "         Warrant Amount Recorded in the County Records  \n",
       "County                                                  \n",
       "ALACHUA                                    5822.162727  \n",
       "BROWARD                                   35390.303837  \n",
       "POLK                                     266168.250000  "
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Merged the location dataframe and tax lien information into one dataframe\n",
    "new_data=pd.merge(location,data_1, how='inner')\n",
    "crazy_data=new_data.groupby('County').mean()\n",
    "crazy_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
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            "gridcolor": "white",
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            "showbackground": true,
            "ticks": "",
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           "zaxis": {
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            "ticks": "",
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          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
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            "ticks": ""
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           "bgcolor": "#E5ECF6",
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            "ticks": ""
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          "title": {
           "x": 0.05
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          "xaxis": {
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           "gridcolor": "white",
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           "ticks": "",
           "title": {
            "standoff": 15
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   "source": [
    "map_1=px.scatter_mapbox(\n",
    "crazy_data,\n",
    "lat= 'Latitude',\n",
    "lon='Longitude',\n",
    "color='Warrant Amount Recorded in the County Records')\n",
    "#hover_name='County')\n",
    "#title='Average Sale Price Per Square Foot and Gross Rent in San Francisco')\n",
    "map_1"
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