{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sami Almuallim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Research question/interests\n",
    "\n",
    "**How are the different metrics of pride represented in this data set correlated?** Answering this question will provide a foundation upon which we can work to answer the more complicated questions that follow.\n",
    "\n",
    "- This will probably be the simplest research question, requiring only the data contained in our original data set. To explore this topic, we will use different visualization methods discussed in class to develop a better understanding of the data.\n",
    "\n",
    "**Is there a positive or a negative correlation between taxes paid and the pride of a given queer neighbourhood?** Taxes are influenced by a variety of socio-economic factors and we hope that in analyzing both tax data and our quantification of queerness on a geographic level, we'll be able to gleam insight into the question of how queerness and class are interrelated.\n",
    "\n",
    "- Similar again to the first research question posed, we'll need to find another data set containing geographically located tax data, which should be easy to acquire from the US government (for example, [in our cursory research, we found this data set from the IRS](https://www.irs.gov/statistics/soi-tax-stats-individual-income-tax-statistics-2018-zip-code-data-soi)).\n",
    "- This would bring the number of data sets used in this project up to three, which might present some challenges in terms of the amount of data wrangling necessary to bring it all together.\n",
    "- To measure this, we would rank the neighbourhoods presented in the gaybourhoods data set by pride (an open question which we will explore in a separate research question)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GEOID10</th>\n",
       "      <th>Tax_Mjoint</th>\n",
       "      <th>Mjoint_MF</th>\n",
       "      <th>Mjoint_SS</th>\n",
       "      <th>Mjoint_FF</th>\n",
       "      <th>Mjoint_MM</th>\n",
       "      <th>TaxRate_SS</th>\n",
       "      <th>TaxRate_FF</th>\n",
       "      <th>TaxRate_MM</th>\n",
       "      <th>Cns_TotHH</th>\n",
       "      <th>...</th>\n",
       "      <th>FF_Cns</th>\n",
       "      <th>FF_Index</th>\n",
       "      <th>MM_Tax</th>\n",
       "      <th>MM_Cns</th>\n",
       "      <th>MM_Index</th>\n",
       "      <th>SS_Index</th>\n",
       "      <th>SS_Index_Weight</th>\n",
       "      <th>Parade_Weight</th>\n",
       "      <th>Bars_Weight</th>\n",
       "      <th>TOTINDEX</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>90069</td>\n",
       "      <td>2120</td>\n",
       "      <td>1689</td>\n",
       "      <td>431</td>\n",
       "      <td>61</td>\n",
       "      <td>370</td>\n",
       "      <td>203.301887</td>\n",
       "      <td>28.773585</td>\n",
       "      <td>174.528302</td>\n",
       "      <td>12551</td>\n",
       "      <td>...</td>\n",
       "      <td>1.847099</td>\n",
       "      <td>6.724415</td>\n",
       "      <td>29.583721</td>\n",
       "      <td>18.704533</td>\n",
       "      <td>48.288254</td>\n",
       "      <td>55.012669</td>\n",
       "      <td>39.429995</td>\n",
       "      <td>10</td>\n",
       "      <td>17.647059</td>\n",
       "      <td>67.077054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>94114</td>\n",
       "      <td>5080</td>\n",
       "      <td>4036</td>\n",
       "      <td>1044</td>\n",
       "      <td>170</td>\n",
       "      <td>874</td>\n",
       "      <td>205.511811</td>\n",
       "      <td>33.464567</td>\n",
       "      <td>172.047244</td>\n",
       "      <td>16456</td>\n",
       "      <td>...</td>\n",
       "      <td>4.161579</td>\n",
       "      <td>9.834048</td>\n",
       "      <td>29.163165</td>\n",
       "      <td>19.415304</td>\n",
       "      <td>48.578469</td>\n",
       "      <td>58.412517</td>\n",
       "      <td>41.866815</td>\n",
       "      <td>0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>61.866815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10011</td>\n",
       "      <td>5790</td>\n",
       "      <td>5166</td>\n",
       "      <td>624</td>\n",
       "      <td>97</td>\n",
       "      <td>527</td>\n",
       "      <td>107.772021</td>\n",
       "      <td>16.753022</td>\n",
       "      <td>91.018998</td>\n",
       "      <td>29762</td>\n",
       "      <td>...</td>\n",
       "      <td>1.531029</td>\n",
       "      <td>4.370779</td>\n",
       "      <td>15.428332</td>\n",
       "      <td>10.932081</td>\n",
       "      <td>26.360413</td>\n",
       "      <td>30.731192</td>\n",
       "      <td>22.026394</td>\n",
       "      <td>10</td>\n",
       "      <td>5.882353</td>\n",
       "      <td>37.908747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10014</td>\n",
       "      <td>3510</td>\n",
       "      <td>3229</td>\n",
       "      <td>281</td>\n",
       "      <td>74</td>\n",
       "      <td>207</td>\n",
       "      <td>80.056980</td>\n",
       "      <td>21.082621</td>\n",
       "      <td>58.974359</td>\n",
       "      <td>18786</td>\n",
       "      <td>...</td>\n",
       "      <td>2.482293</td>\n",
       "      <td>6.055939</td>\n",
       "      <td>9.996551</td>\n",
       "      <td>5.943318</td>\n",
       "      <td>15.939869</td>\n",
       "      <td>21.995808</td>\n",
       "      <td>15.765361</td>\n",
       "      <td>10</td>\n",
       "      <td>11.764706</td>\n",
       "      <td>37.530067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>94103</td>\n",
       "      <td>2660</td>\n",
       "      <td>2417</td>\n",
       "      <td>243</td>\n",
       "      <td>34</td>\n",
       "      <td>209</td>\n",
       "      <td>91.353383</td>\n",
       "      <td>12.781955</td>\n",
       "      <td>78.571429</td>\n",
       "      <td>12728</td>\n",
       "      <td>...</td>\n",
       "      <td>0.837431</td>\n",
       "      <td>3.004058</td>\n",
       "      <td>13.318386</td>\n",
       "      <td>4.961779</td>\n",
       "      <td>18.280165</td>\n",
       "      <td>21.284224</td>\n",
       "      <td>15.255337</td>\n",
       "      <td>10</td>\n",
       "      <td>10.588235</td>\n",
       "      <td>35.843573</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   GEOID10  Tax_Mjoint  Mjoint_MF  Mjoint_SS  Mjoint_FF  Mjoint_MM  \\\n",
       "0    90069        2120       1689        431         61        370   \n",
       "1    94114        5080       4036       1044        170        874   \n",
       "2    10011        5790       5166        624         97        527   \n",
       "3    10014        3510       3229        281         74        207   \n",
       "4    94103        2660       2417        243         34        209   \n",
       "\n",
       "   TaxRate_SS  TaxRate_FF  TaxRate_MM  Cns_TotHH  ...    FF_Cns  FF_Index  \\\n",
       "0  203.301887   28.773585  174.528302      12551  ...  1.847099  6.724415   \n",
       "1  205.511811   33.464567  172.047244      16456  ...  4.161579  9.834048   \n",
       "2  107.772021   16.753022   91.018998      29762  ...  1.531029  4.370779   \n",
       "3   80.056980   21.082621   58.974359      18786  ...  2.482293  6.055939   \n",
       "4   91.353383   12.781955   78.571429      12728  ...  0.837431  3.004058   \n",
       "\n",
       "      MM_Tax     MM_Cns   MM_Index   SS_Index  SS_Index_Weight  Parade_Weight  \\\n",
       "0  29.583721  18.704533  48.288254  55.012669        39.429995             10   \n",
       "1  29.163165  19.415304  48.578469  58.412517        41.866815              0   \n",
       "2  15.428332  10.932081  26.360413  30.731192        22.026394             10   \n",
       "3   9.996551   5.943318  15.939869  21.995808        15.765361             10   \n",
       "4  13.318386   4.961779  18.280165  21.284224        15.255337             10   \n",
       "\n",
       "   Bars_Weight   TOTINDEX  \n",
       "0    17.647059  67.077054  \n",
       "1    20.000000  61.866815  \n",
       "2     5.882353  37.908747  \n",
       "3    11.764706  37.530067  \n",
       "4    10.588235  35.843573  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "gaybourhoods = pd.read_csv(\"../data/raw/gaybourhoods.csv\")\n",
    "gaybourhoods.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data wrangling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: '../data/raw/irs_2015.csv'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[2], line 5\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[39m# NOTE: This cell will not work unless this file is in the repository. The source\u001b[39;00m\n\u001b[0;32m      2\u001b[0m \u001b[39m# can be found linked in the references section of the readme, however, it is too\u001b[39;00m\n\u001b[0;32m      3\u001b[0m \u001b[39m# big for GitHub to handle.\u001b[39;00m\n\u001b[1;32m----> 5\u001b[0m irs \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39;49mread_csv(\u001b[39m\"\u001b[39;49m\u001b[39m../data/raw/irs_2015.csv\u001b[39;49m\u001b[39m\"\u001b[39;49m)\n\u001b[0;32m      7\u001b[0m \u001b[39m# Naively splitting the IRS data set in two. More formal data wrangling will\u001b[39;00m\n\u001b[0;32m      8\u001b[0m \u001b[39m# come later\u001b[39;00m\n\u001b[0;32m      9\u001b[0m irs1 \u001b[39m=\u001b[39m irs\u001b[39m.\u001b[39mhead(\u001b[39mint\u001b[39m(irs\u001b[39m.\u001b[39mshape[\u001b[39m0\u001b[39m] \u001b[39m/\u001b[39m \u001b[39m2\u001b[39m))\n",
      "File \u001b[1;32mc:\\Users\\samia\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\util\\_decorators.py:211\u001b[0m, in \u001b[0;36mdeprecate_kwarg.<locals>._deprecate_kwarg.<locals>.wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    209\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[0;32m    210\u001b[0m         kwargs[new_arg_name] \u001b[39m=\u001b[39m new_arg_value\n\u001b[1;32m--> 211\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n",
      "File \u001b[1;32mc:\\Users\\samia\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\util\\_decorators.py:331\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments.<locals>.decorate.<locals>.wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    325\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(args) \u001b[39m>\u001b[39m num_allow_args:\n\u001b[0;32m    326\u001b[0m     warnings\u001b[39m.\u001b[39mwarn(\n\u001b[0;32m    327\u001b[0m         msg\u001b[39m.\u001b[39mformat(arguments\u001b[39m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[0;32m    328\u001b[0m         \u001b[39mFutureWarning\u001b[39;00m,\n\u001b[0;32m    329\u001b[0m         stacklevel\u001b[39m=\u001b[39mfind_stack_level(),\n\u001b[0;32m    330\u001b[0m     )\n\u001b[1;32m--> 331\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n",
      "File \u001b[1;32mc:\\Users\\samia\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:950\u001b[0m, in \u001b[0;36mread_csv\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, error_bad_lines, warn_bad_lines, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)\u001b[0m\n\u001b[0;32m    935\u001b[0m kwds_defaults \u001b[39m=\u001b[39m _refine_defaults_read(\n\u001b[0;32m    936\u001b[0m     dialect,\n\u001b[0;32m    937\u001b[0m     delimiter,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    946\u001b[0m     defaults\u001b[39m=\u001b[39m{\u001b[39m\"\u001b[39m\u001b[39mdelimiter\u001b[39m\u001b[39m\"\u001b[39m: \u001b[39m\"\u001b[39m\u001b[39m,\u001b[39m\u001b[39m\"\u001b[39m},\n\u001b[0;32m    947\u001b[0m )\n\u001b[0;32m    948\u001b[0m kwds\u001b[39m.\u001b[39mupdate(kwds_defaults)\n\u001b[1;32m--> 950\u001b[0m \u001b[39mreturn\u001b[39;00m _read(filepath_or_buffer, kwds)\n",
      "File \u001b[1;32mc:\\Users\\samia\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:605\u001b[0m, in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m    602\u001b[0m _validate_names(kwds\u001b[39m.\u001b[39mget(\u001b[39m\"\u001b[39m\u001b[39mnames\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mNone\u001b[39;00m))\n\u001b[0;32m    604\u001b[0m \u001b[39m# Create the parser.\u001b[39;00m\n\u001b[1;32m--> 605\u001b[0m parser \u001b[39m=\u001b[39m TextFileReader(filepath_or_buffer, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwds)\n\u001b[0;32m    607\u001b[0m \u001b[39mif\u001b[39;00m chunksize \u001b[39mor\u001b[39;00m iterator:\n\u001b[0;32m    608\u001b[0m     \u001b[39mreturn\u001b[39;00m parser\n",
      "File \u001b[1;32mc:\\Users\\samia\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1442\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m   1439\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39moptions[\u001b[39m\"\u001b[39m\u001b[39mhas_index_names\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m kwds[\u001b[39m\"\u001b[39m\u001b[39mhas_index_names\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[0;32m   1441\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles: IOHandles \u001b[39m|\u001b[39m \u001b[39mNone\u001b[39;00m \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m-> 1442\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_engine \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_make_engine(f, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mengine)\n",
      "File \u001b[1;32mc:\\Users\\samia\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1735\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[1;34m(self, f, engine)\u001b[0m\n\u001b[0;32m   1733\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39m\"\u001b[39m\u001b[39mb\u001b[39m\u001b[39m\"\u001b[39m \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m mode:\n\u001b[0;32m   1734\u001b[0m         mode \u001b[39m+\u001b[39m\u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mb\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m-> 1735\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles \u001b[39m=\u001b[39m get_handle(\n\u001b[0;32m   1736\u001b[0m     f,\n\u001b[0;32m   1737\u001b[0m     mode,\n\u001b[0;32m   1738\u001b[0m     encoding\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mencoding\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mNone\u001b[39;49;00m),\n\u001b[0;32m   1739\u001b[0m     compression\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mcompression\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mNone\u001b[39;49;00m),\n\u001b[0;32m   1740\u001b[0m     memory_map\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mmemory_map\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mFalse\u001b[39;49;00m),\n\u001b[0;32m   1741\u001b[0m     is_text\u001b[39m=\u001b[39;49mis_text,\n\u001b[0;32m   1742\u001b[0m     errors\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mencoding_errors\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m\"\u001b[39;49m\u001b[39mstrict\u001b[39;49m\u001b[39m\"\u001b[39;49m),\n\u001b[0;32m   1743\u001b[0m     storage_options\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mstorage_options\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mNone\u001b[39;49;00m),\n\u001b[0;32m   1744\u001b[0m )\n\u001b[0;32m   1745\u001b[0m \u001b[39massert\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[0;32m   1746\u001b[0m f \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles\u001b[39m.\u001b[39mhandle\n",
      "File \u001b[1;32mc:\\Users\\samia\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\io\\common.py:856\u001b[0m, in \u001b[0;36mget_handle\u001b[1;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[0;32m    851\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39misinstance\u001b[39m(handle, \u001b[39mstr\u001b[39m):\n\u001b[0;32m    852\u001b[0m     \u001b[39m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[0;32m    853\u001b[0m     \u001b[39m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[0;32m    854\u001b[0m     \u001b[39mif\u001b[39;00m ioargs\u001b[39m.\u001b[39mencoding \u001b[39mand\u001b[39;00m \u001b[39m\"\u001b[39m\u001b[39mb\u001b[39m\u001b[39m\"\u001b[39m \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m ioargs\u001b[39m.\u001b[39mmode:\n\u001b[0;32m    855\u001b[0m         \u001b[39m# Encoding\u001b[39;00m\n\u001b[1;32m--> 856\u001b[0m         handle \u001b[39m=\u001b[39m \u001b[39mopen\u001b[39;49m(\n\u001b[0;32m    857\u001b[0m             handle,\n\u001b[0;32m    858\u001b[0m             ioargs\u001b[39m.\u001b[39;49mmode,\n\u001b[0;32m    859\u001b[0m             encoding\u001b[39m=\u001b[39;49mioargs\u001b[39m.\u001b[39;49mencoding,\n\u001b[0;32m    860\u001b[0m             errors\u001b[39m=\u001b[39;49merrors,\n\u001b[0;32m    861\u001b[0m             newline\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[0;32m    862\u001b[0m         )\n\u001b[0;32m    863\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[0;32m    864\u001b[0m         \u001b[39m# Binary mode\u001b[39;00m\n\u001b[0;32m    865\u001b[0m         handle \u001b[39m=\u001b[39m \u001b[39mopen\u001b[39m(handle, ioargs\u001b[39m.\u001b[39mmode)\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../data/raw/irs_2015.csv'"
     ]
    }
   ],
   "source": [
    "# NOTE: This cell will not work unless this file is in the repository. The source\n",
    "# can be found linked in the references section of the readme, however, it is too\n",
    "# big for GitHub to handle.\n",
    "\n",
    "irs = pd.read_csv(\"../data/raw/irs_2015.csv\")\n",
    "\n",
    "# Naively splitting the IRS data set in two. More formal data wrangling will\n",
    "# come later\n",
    "irs1 = irs.head(int(irs.shape[0] / 2))\n",
    "irs2 = irs.tail(int(irs.shape[0] / 2))\n",
    "\n",
    "irs1.to_csv(\"../data/processed/irs_2015_1\", index=False)\n",
    "irs2.to_csv(\"../data/processed/irs_2015_2\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now these two datasets can be joined and worked with\n",
    "irs = pd.concat([\n",
    "    pd.read_csv(\"../data/processed/irs_2015_1\"),\n",
    "    pd.read_csv(\"../data/processed/irs_2015_2\")\n",
    "])\n",
    "# irs.head()\n",
    "\n",
    "\n",
    "#selected data: ZIPCODE - this will be used in conjunction with the rest of the set\n",
    "            #   N2 - population of zip code\n",
    "            \n",
    "            #data of intrest\n",
    "                #     A11900\tTotal overpayments amount\n",
    "                #   AGI_STUB - metric for income\n",
    "\n",
    "# print(irs.loc[irs['zipcode']==90069])\n",
    "# df = {irs['zipcode'], irs['N2']}\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 zip    population        income  overall tax paid\n",
      "count  166698.000000  1.666980e+05  166698.00000      1.666980e+05\n",
      "mean    48877.636432  3.432536e+03       3.50000      1.844871e+03\n",
      "std     27146.337114  6.676873e+04       1.70783      5.785610e+04\n",
      "min         0.000000  0.000000e+00       1.00000      0.000000e+00\n",
      "25%     27040.000000  1.400000e+02       2.00000      1.600000e+01\n",
      "50%     48879.000000  5.100000e+02       3.50000      1.440000e+02\n",
      "75%     70607.000000  2.000000e+03       5.00000      6.310000e+02\n",
      "max     99999.000000  9.566490e+06       6.00000      1.557123e+07\n",
      "          zip  population  income  overall tax paid\n",
      "0           0   1356760.0       1           48150.0\n",
      "1           0   1010990.0       2          107304.0\n",
      "2           0    583910.0       3          139598.0\n",
      "3           0    423990.0       4          128823.0\n",
      "4           0    589490.0       5          421004.0\n",
      "...       ...         ...     ...               ...\n",
      "166693  99999      6660.0       2             869.0\n",
      "166694  99999      5440.0       3            1273.0\n",
      "166695  99999      4780.0       4            1635.0\n",
      "166696  99999      6930.0       5            5576.0\n",
      "166697  99999      1890.0       6           14487.0\n",
      "\n",
      "[166698 rows x 4 columns]\n"
     ]
    }
   ],
   "source": [
    "#wrangle tax\n",
    "taxdf = pd.DataFrame(zip(irs['zipcode'], irs['N2'], irs['agi_stub'], irs['A11901']))\n",
    "taxdf.columns=('zip', 'population', 'income', 'overall tax paid')\n",
    "print(taxdf.describe())\n",
    "print(taxdf)\n",
    "# print(irs.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                zip  gay tax rate\n",
      "count   2328.000000   2328.000000\n",
      "mean   48616.478522   4103.440722\n",
      "std    35481.240641   3140.699446\n",
      "min     1730.000000      0.000000\n",
      "25%    11362.750000   1767.500000\n",
      "50%    46351.000000   3635.000000\n",
      "75%    80234.250000   5745.000000\n",
      "max    98686.000000  24560.000000\n",
      "        zip  gay tax rate\n",
      "0     90069          2120\n",
      "1     94114          5080\n",
      "2     10011          5790\n",
      "3     10014          3510\n",
      "4     94103          2660\n",
      "...     ...           ...\n",
      "2323  97208             0\n",
      "2324  98154             0\n",
      "2325  98158             0\n",
      "2326  98174             0\n",
      "2327  98195             0\n",
      "\n",
      "[2328 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "#wrangle gay\n",
    "gaydf = pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['Tax_Mjoint']))\n",
    "gaydf.columns=(('zip', 'gay tax rate'))\n",
    "\n",
    "print(gaydf.describe())\n",
    "print(gaydf)\n",
    "\n",
    "# gaybourhoods.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                zip     population  gay tax rate  overall tax paid  income\n",
      "count   2184.000000    2184.000000   2184.000000       2184.000000  2184.0\n",
      "mean   48935.203297   26691.730769   4373.997253        596.719322     1.0\n",
      "std    35451.335807   17960.713867   3054.620840        615.174358     0.0\n",
      "min     1730.000000     160.000000      0.000000          0.000000     1.0\n",
      "25%    11360.750000   13337.500000   2110.000000        217.000000     1.0\n",
      "50%    60023.500000   24070.000000   3900.000000        434.000000     1.0\n",
      "75%    80227.250000   35640.000000   5902.500000        777.250000     1.0\n",
      "max    98686.000000  114420.000000  24560.000000       9166.000000     1.0\n",
      "------------------------------------------------------------------------\n",
      "         zip  population  gay tax rate  overall tax paid  income\n",
      "zip                                                             \n",
      "1730    1730     13570.0          3260             150.0       1\n",
      "1731    1731      2450.0           550               0.0       1\n",
      "1742    1742     17170.0          4220             297.0       1\n",
      "1760    1760     34350.0          7880             468.0       1\n",
      "1770    1770      4310.0          1060              46.0       1\n",
      "...      ...         ...           ...               ...     ...\n",
      "98682  98682     57010.0         11080             703.0       1\n",
      "98683  98683     30700.0          6470             358.0       1\n",
      "98684  98684     27630.0          5390             371.0       1\n",
      "98685  98685     27540.0          6490             298.0       1\n",
      "98686  98686     17800.0          4120             215.0       1\n",
      "\n",
      "[2184 rows x 5 columns]\n"
     ]
    }
   ],
   "source": [
    "#merge\n",
    "df = pd.merge(taxdf, gaydf)\n",
    "\n",
    "# print(df)\n",
    "\n",
    "df2 = df.groupby(df['zip']).aggregate({ 'zip':'first',\n",
    "                                        'population': 'sum',\n",
    "                                        'gay tax rate':'first',\n",
    "                                        'overall tax paid':'first',\n",
    "                                        'income':'first'\n",
    "                                                                })\n",
    "\n",
    "print(df2.describe())\n",
    "print(\"------------------------------------------------------------------------\")\n",
    "print(df2)\n",
    "\n",
    "df2.to_csv(\"../data/processed/tax_and_gay.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                zip     population  gay tax rate  overall tax paid  income  \\\n",
      "count   2184.000000    2184.000000   2184.000000       2184.000000  2184.0   \n",
      "mean   48935.203297   26691.730769   4373.997253        596.719322     1.0   \n",
      "std    35451.335807   17960.713867   3054.620840        615.174358     0.0   \n",
      "min     1730.000000     160.000000      0.000000          0.000000     1.0   \n",
      "25%    11360.750000   13337.500000   2110.000000        217.000000     1.0   \n",
      "50%    60023.500000   24070.000000   3900.000000        434.000000     1.0   \n",
      "75%    80227.250000   35640.000000   5902.500000        777.250000     1.0   \n",
      "max    98686.000000  114420.000000  24560.000000       9166.000000     1.0   \n",
      "\n",
      "               lat         long  \n",
      "count  2184.000000  2184.000000  \n",
      "mean     38.016518   -91.296804  \n",
      "std       5.210272    18.476699  \n",
      "min      25.572213  -123.118977  \n",
      "25%      33.997027  -105.037767  \n",
      "50%      39.930150   -87.603617  \n",
      "75%      40.960828   -74.310179  \n",
      "max      47.916786   -70.758184  \n",
      "------------------------------------------------------------------------\n",
      "        zip  population  gay tax rate  overall tax paid  income        lat  \\\n",
      "0      1730     13570.0          3260             150.0       1  42.499295   \n",
      "1      1731      2450.0           550               0.0       1  42.456748   \n",
      "2      1742     17170.0          4220             297.0       1  42.462911   \n",
      "3      1760     34350.0          7880             468.0       1  42.284822   \n",
      "4      1770      4310.0          1060              46.0       1  42.231947   \n",
      "...     ...         ...           ...               ...     ...        ...   \n",
      "2179  98682     57010.0         11080             703.0       1  45.673209   \n",
      "2180  98683     30700.0          6470             358.0       1  45.603287   \n",
      "2181  98684     27630.0          5390             371.0       1  45.630556   \n",
      "2182  98685     27540.0          6490             298.0       1  45.715211   \n",
      "2183  98686     17800.0          4120             215.0       1  45.723392   \n",
      "\n",
      "            long  \n",
      "0     -71.281889  \n",
      "1     -71.279484  \n",
      "2     -71.364496  \n",
      "3     -71.348811  \n",
      "4     -71.372963  \n",
      "...          ...  \n",
      "2179 -122.481745  \n",
      "2180 -122.510170  \n",
      "2181 -122.514839  \n",
      "2182 -122.693165  \n",
      "2183 -122.624397  \n",
      "\n",
      "[2184 rows x 7 columns]\n"
     ]
    }
   ],
   "source": [
    "## take the dataset & add long/lat\n",
    "## props to Nat for creating the backbone I used to zipcode -> long/lat\n",
    "\n",
    "cords = pd.read_csv(\"../data/raw/zip_lat_long.csv\")\n",
    "gaydf = pd.read_csv(\"../data/processed/tax_and_gay.csv\")\n",
    "\n",
    "# Let's add long/lat columns to gb\n",
    "gaydf = gaydf.merge(cords, left_on=\"zip\", right_on=\"ZIP\")\n",
    "\n",
    "# // unneded was already filtered out\n",
    "\n",
    "# There's a lot of info baked into some of these columns. Especially the composite indexes.\n",
    "# We'll leave their names as is for easy reference even if they're a little ugly.\n",
    "gaydf = gaydf.rename({\n",
    "    \"LAT\": \"lat\",\n",
    "    \"LNG\": \"long\",\n",
    "}, axis=\"columns\")\n",
    "\n",
    "# gb.to_csv(\"../data/processed/gaybourhoods-nat.csv\")\n",
    "# gb.head()\n",
    "\n",
    "# unperson unneccesary zip codes\n",
    "del gaydf['zip.1']\n",
    "del gaydf['ZIP']\n",
    "\n",
    "print(gaydf.describe())\n",
    "print(\"------------------------------------------------------------------------\")\n",
    "print(gaydf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#compare taxes paid by queers to taxes paid by general\n",
    "\n",
    "plot1 = sns.scatterplot(data=gaydf, x=\"long\", y=\"lat\")\n",
    "_ = plot1.set(xlabel=\"Long\", ylabel=\"Lat\", title=\"t plot\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#the next step is to compare the gay data to the typical data, so the following models are used to compare the taxes each group paid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "gaydfgaytaxplot = gaydf.copy()\n",
    "\n",
    "# gaydf.head()\n",
    "\n",
    "del gaydfgaytaxplot['zip']\n",
    "del gaydfgaytaxplot['population']\n",
    "del gaydfgaytaxplot['overall tax paid']\n",
    "del gaydfgaytaxplot['income']\n",
    "# del gaydfgaytaxplot['gay tax rate']\n",
    "\n",
    "plot2 = sns.scatterplot(data=gaydfgaytaxplot, x=\"long\", y=\"lat\", hue='gay tax rate')\n",
    "_ = plot2.set(xlabel=\"Long\", ylabel=\"Lat\", title=\"Taxes paid by Queer communities in the US\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydfgentaxplot = gaydf.copy()\n",
    "\n",
    "# gaydf.head()\n",
    "\n",
    "del gaydfgentaxplot['zip']\n",
    "del gaydfgentaxplot['population']\n",
    "# del gaydfgentaxplot['overall tax paid']\n",
    "del gaydfgentaxplot['income']\n",
    "# del gaydfgaytaxplot['gay tax rate']\n",
    "\n",
    "plot2 = sns.scatterplot(data=gaydfgentaxplot, x=\"long\", y=\"lat\", hue='overall tax paid')\n",
    "_ = plot2.set(xlabel=\"Long\", ylabel=\"Lat\", title=\"Taxes paid by typical communities in the US\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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>gay tax rate</th>\n",
       "      <th>overall tax paid</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2184.000000</td>\n",
       "      <td>2184.000000</td>\n",
       "      <td>2184.000000</td>\n",
       "      <td>2184.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4373.997253</td>\n",
       "      <td>596.719322</td>\n",
       "      <td>38.016518</td>\n",
       "      <td>-91.296804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3054.620840</td>\n",
       "      <td>615.174358</td>\n",
       "      <td>5.210272</td>\n",
       "      <td>18.476699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.572213</td>\n",
       "      <td>-123.118977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2110.000000</td>\n",
       "      <td>217.000000</td>\n",
       "      <td>33.997027</td>\n",
       "      <td>-105.037767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3900.000000</td>\n",
       "      <td>434.000000</td>\n",
       "      <td>39.930150</td>\n",
       "      <td>-87.603617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5902.500000</td>\n",
       "      <td>777.250000</td>\n",
       "      <td>40.960828</td>\n",
       "      <td>-74.310179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>24560.000000</td>\n",
       "      <td>9166.000000</td>\n",
       "      <td>47.916786</td>\n",
       "      <td>-70.758184</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       gay tax rate  overall tax paid          lat         long\n",
       "count   2184.000000       2184.000000  2184.000000  2184.000000\n",
       "mean    4373.997253        596.719322    38.016518   -91.296804\n",
       "std     3054.620840        615.174358     5.210272    18.476699\n",
       "min        0.000000          0.000000    25.572213  -123.118977\n",
       "25%     2110.000000        217.000000    33.997027  -105.037767\n",
       "50%     3900.000000        434.000000    39.930150   -87.603617\n",
       "75%     5902.500000        777.250000    40.960828   -74.310179\n",
       "max    24560.000000       9166.000000    47.916786   -70.758184"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gaydfhybridplot = pd.merge(gaydfgentaxplot, gaydfgaytaxplot)\n",
    "\n",
    "gaydfhybridplot.describe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2d5984b7350>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(gaydfhybridplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2d5984b8a10>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydflight = gaydfhybridplot.copy()\n",
    "\n",
    "del gaydflight['lat']; del gaydflight['long']\n",
    "\n",
    "sns.pairplot(gaydflight)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# as we can infer by taking the first derivative of the corelation line of this graph, queer communities pay significantly more taxes then typical neighborhoods\n",
    "\n",
    "# an explanation for this is queer people through one mechanism or another (queer folk being more likely to be politically progressive, live in cities, or get educations for example) end up corelating strongly with demographics who pay more tax\n",
    "\n",
    "# due note that the analysis is severely limited by severe sampling bias as only hyper urban geographical stratum have been surveyed by gayborhoods\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**How are the different metrics of pride represented in this data set correlated?**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "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>GEOID10</th>\n",
       "      <th>Tax_Mjoint</th>\n",
       "      <th>Mjoint_MF</th>\n",
       "      <th>Mjoint_SS</th>\n",
       "      <th>Mjoint_FF</th>\n",
       "      <th>Mjoint_MM</th>\n",
       "      <th>TaxRate_SS</th>\n",
       "      <th>TaxRate_FF</th>\n",
       "      <th>TaxRate_MM</th>\n",
       "      <th>Cns_TotHH</th>\n",
       "      <th>...</th>\n",
       "      <th>FF_Cns</th>\n",
       "      <th>FF_Index</th>\n",
       "      <th>MM_Tax</th>\n",
       "      <th>MM_Cns</th>\n",
       "      <th>MM_Index</th>\n",
       "      <th>SS_Index</th>\n",
       "      <th>SS_Index_Weight</th>\n",
       "      <th>Parade_Weight</th>\n",
       "      <th>Bars_Weight</th>\n",
       "      <th>TOTINDEX</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>90069</td>\n",
       "      <td>2120</td>\n",
       "      <td>1689</td>\n",
       "      <td>431</td>\n",
       "      <td>61</td>\n",
       "      <td>370</td>\n",
       "      <td>203.301887</td>\n",
       "      <td>28.773585</td>\n",
       "      <td>174.528302</td>\n",
       "      <td>12551</td>\n",
       "      <td>...</td>\n",
       "      <td>1.847099</td>\n",
       "      <td>6.724415</td>\n",
       "      <td>29.583721</td>\n",
       "      <td>18.704533</td>\n",
       "      <td>48.288254</td>\n",
       "      <td>55.012669</td>\n",
       "      <td>39.429995</td>\n",
       "      <td>10</td>\n",
       "      <td>17.647059</td>\n",
       "      <td>67.077054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>94114</td>\n",
       "      <td>5080</td>\n",
       "      <td>4036</td>\n",
       "      <td>1044</td>\n",
       "      <td>170</td>\n",
       "      <td>874</td>\n",
       "      <td>205.511811</td>\n",
       "      <td>33.464567</td>\n",
       "      <td>172.047244</td>\n",
       "      <td>16456</td>\n",
       "      <td>...</td>\n",
       "      <td>4.161579</td>\n",
       "      <td>9.834048</td>\n",
       "      <td>29.163165</td>\n",
       "      <td>19.415304</td>\n",
       "      <td>48.578469</td>\n",
       "      <td>58.412517</td>\n",
       "      <td>41.866815</td>\n",
       "      <td>0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>61.866815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10011</td>\n",
       "      <td>5790</td>\n",
       "      <td>5166</td>\n",
       "      <td>624</td>\n",
       "      <td>97</td>\n",
       "      <td>527</td>\n",
       "      <td>107.772021</td>\n",
       "      <td>16.753022</td>\n",
       "      <td>91.018998</td>\n",
       "      <td>29762</td>\n",
       "      <td>...</td>\n",
       "      <td>1.531029</td>\n",
       "      <td>4.370779</td>\n",
       "      <td>15.428332</td>\n",
       "      <td>10.932081</td>\n",
       "      <td>26.360413</td>\n",
       "      <td>30.731192</td>\n",
       "      <td>22.026394</td>\n",
       "      <td>10</td>\n",
       "      <td>5.882353</td>\n",
       "      <td>37.908747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10014</td>\n",
       "      <td>3510</td>\n",
       "      <td>3229</td>\n",
       "      <td>281</td>\n",
       "      <td>74</td>\n",
       "      <td>207</td>\n",
       "      <td>80.056980</td>\n",
       "      <td>21.082621</td>\n",
       "      <td>58.974359</td>\n",
       "      <td>18786</td>\n",
       "      <td>...</td>\n",
       "      <td>2.482293</td>\n",
       "      <td>6.055939</td>\n",
       "      <td>9.996551</td>\n",
       "      <td>5.943318</td>\n",
       "      <td>15.939869</td>\n",
       "      <td>21.995808</td>\n",
       "      <td>15.765361</td>\n",
       "      <td>10</td>\n",
       "      <td>11.764706</td>\n",
       "      <td>37.530067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>94103</td>\n",
       "      <td>2660</td>\n",
       "      <td>2417</td>\n",
       "      <td>243</td>\n",
       "      <td>34</td>\n",
       "      <td>209</td>\n",
       "      <td>91.353383</td>\n",
       "      <td>12.781955</td>\n",
       "      <td>78.571429</td>\n",
       "      <td>12728</td>\n",
       "      <td>...</td>\n",
       "      <td>0.837431</td>\n",
       "      <td>3.004058</td>\n",
       "      <td>13.318386</td>\n",
       "      <td>4.961779</td>\n",
       "      <td>18.280165</td>\n",
       "      <td>21.284224</td>\n",
       "      <td>15.255337</td>\n",
       "      <td>10</td>\n",
       "      <td>10.588235</td>\n",
       "      <td>35.843573</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   GEOID10  Tax_Mjoint  Mjoint_MF  Mjoint_SS  Mjoint_FF  Mjoint_MM  \\\n",
       "0    90069        2120       1689        431         61        370   \n",
       "1    94114        5080       4036       1044        170        874   \n",
       "2    10011        5790       5166        624         97        527   \n",
       "3    10014        3510       3229        281         74        207   \n",
       "4    94103        2660       2417        243         34        209   \n",
       "\n",
       "   TaxRate_SS  TaxRate_FF  TaxRate_MM  Cns_TotHH  ...    FF_Cns  FF_Index  \\\n",
       "0  203.301887   28.773585  174.528302      12551  ...  1.847099  6.724415   \n",
       "1  205.511811   33.464567  172.047244      16456  ...  4.161579  9.834048   \n",
       "2  107.772021   16.753022   91.018998      29762  ...  1.531029  4.370779   \n",
       "3   80.056980   21.082621   58.974359      18786  ...  2.482293  6.055939   \n",
       "4   91.353383   12.781955   78.571429      12728  ...  0.837431  3.004058   \n",
       "\n",
       "      MM_Tax     MM_Cns   MM_Index   SS_Index  SS_Index_Weight  Parade_Weight  \\\n",
       "0  29.583721  18.704533  48.288254  55.012669        39.429995             10   \n",
       "1  29.163165  19.415304  48.578469  58.412517        41.866815              0   \n",
       "2  15.428332  10.932081  26.360413  30.731192        22.026394             10   \n",
       "3   9.996551   5.943318  15.939869  21.995808        15.765361             10   \n",
       "4  13.318386   4.961779  18.280165  21.284224        15.255337             10   \n",
       "\n",
       "   Bars_Weight   TOTINDEX  \n",
       "0    17.647059  67.077054  \n",
       "1    20.000000  61.866815  \n",
       "2     5.882353  37.908747  \n",
       "3    11.764706  37.530067  \n",
       "4    10.588235  35.843573  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "gaybourhoods = pd.read_csv(\"../data/raw/gaybourhoods.csv\")\n",
    "gaybourhoods.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       pride parade index  gay bars index          lat         long\n",
      "count         2328.000000     2328.000000  2328.000000  2328.000000\n",
      "mean             0.017612        0.118127    38.044304   -91.221236\n",
      "std              0.131563        0.861863     5.148365    18.533499\n",
      "min              0.000000        0.000000    25.572213  -123.118977\n",
      "25%              0.000000        0.000000    34.021932  -105.049099\n",
      "50%              0.000000        0.000000    39.899977   -87.494097\n",
      "75%              0.000000        0.000000    40.912413   -74.288743\n",
      "max              1.000000       17.000000    47.916786   -70.758184\n",
      "------------------------------------------------------------------------\n",
      "      pride parade index  gay bars index        lat        long\n",
      "0                      1              15  34.093828 -118.381697\n",
      "1                      0              17  37.758057 -122.435410\n",
      "2                      1               5  40.742039  -74.000620\n",
      "3                      1              10  40.734012  -74.006746\n",
      "4                      1               9  37.773134 -122.411167\n",
      "...                  ...             ...        ...         ...\n",
      "2323                   0               0  45.528666 -122.678981\n",
      "2324                   0               0  47.606211 -122.333792\n",
      "2325                   0               0  47.449678 -122.307657\n",
      "2326                   0               0  47.604569 -122.335359\n",
      "2327                   0               0  47.649339 -122.310294\n",
      "\n",
      "[2328 rows x 4 columns]\n"
     ]
    }
   ],
   "source": [
    "#wrangle gay\n",
    "# gaydf = pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['Parade_Weight'], gaybourhoods['Bars_Weight']))\n",
    "\n",
    "\n",
    "# print(gaydf.describe())\n",
    "# print(gaydf)\n",
    "\n",
    "cords = pd.read_csv(\"../data/raw/zip_lat_long.csv\")\n",
    "\n",
    "# gaydf = pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['ParadeFlag'], gaybourhoods['CountBars']))\n",
    "# gaydf.columns=(('zip', 'pride parade index', 'gay bars index'))\n",
    "# gaydf = gaydf.merge(cords, left_on=\"zip\", right_on=\"ZIP\")\n",
    "\n",
    "\n",
    "def loadprideindexes(secdf):\n",
    "    gaydf = pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['ParadeFlag'], gaybourhoods['CountBars']))\n",
    "    gaydf.columns=(('zip', 'pride parade index', 'gay bars index'))\n",
    "    gaydf = gaydf.merge(secdf, left_on=\"zip\", right_on=\"ZIP\")\n",
    "    \n",
    "    return gaydf\n",
    "    \n",
    "    # gaydf = (\n",
    "    #     pd.DataFrame(zip(gaybourhoods['GEOID10'], gaybourhoods['ParadeFlag'], gaybourhoods['CountBars']))\n",
    "    #     .columns=(('zip', 'pride parade index', 'gay bars index'))\n",
    "    #     # .merge(cords, left_on=\"zip\", right_on=\"ZIP\")\n",
    "    # )\n",
    "\n",
    "gaydf = loadprideindexes(cords)\n",
    "\n",
    "def notzip(dat):\n",
    "    del dat['zip']\n",
    "    del dat['ZIP']\n",
    "\n",
    "notzip(gaydf)\n",
    "\n",
    "\n",
    "# // unneded was already filtered out\n",
    "\n",
    "# There's a lot of info baked into some of these columns. Especially the composite indexes.\n",
    "# We'll leave their names as is for easy reference even if they're a little ugly.\n",
    "gaydf = gaydf.rename({\n",
    "    \"LAT\": \"lat\",\n",
    "    \"LNG\": \"long\",\n",
    "}, axis=\"columns\")\n",
    "\n",
    "# unperson unneccesary zip codes\n",
    "# del gaydf['zip.1']\n",
    "# del gaydf['ZIP']\n",
    "\n",
    "print(gaydf.describe())\n",
    "print(\"------------------------------------------------------------------------\")\n",
    "print(gaydf)\n",
    "\n",
    "gaydf.to_csv(\"../data/processed/gay_pride\", index=False)\n",
    "\n",
    "# gaybourhoods.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "gaydf = pd.read_csv(\"../data/processed/gay_pride\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydfprideplot = gaydf.copy()\n",
    "\n",
    "plot3 = sns.scatterplot(data=gaydfprideplot, x=\"long\", y=\"lat\", hue=\"pride parade index\")\n",
    "_ = plot3.set(xlabel=\"long\", ylabel=\"lat\", title = \"heatmap of pride index\")\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "it seemed that most communities did not have a pride parade, but a number of them still did"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydfgaybarsplot = gaydf.copy()\n",
    "\n",
    "plot4 = sns.scatterplot(data=gaydfprideplot, x=\"long\", y=\"lat\", hue=\"gay bars index\")\n",
    "_ = plot4.set(xlabel=\"long\", ylabel=\"lat\", title = \"heatmap of gay bars index\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "it looks like certain communities had large numbers of bars but most didn't\n",
    "\n",
    "the next step is to find the distribution of gay bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot5 = sns.histplot(gaydfgaybarsplot[\"gay bars index\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "looks like the hypothesis was right - most communities with gay bars had multiple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "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>pride parade index</th>\n",
       "      <th>gay bars index</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2328.000000</td>\n",
       "      <td>2328.000000</td>\n",
       "      <td>2328.000000</td>\n",
       "      <td>2328.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.017612</td>\n",
       "      <td>0.118127</td>\n",
       "      <td>38.044304</td>\n",
       "      <td>-91.221236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.131563</td>\n",
       "      <td>0.861863</td>\n",
       "      <td>5.148365</td>\n",
       "      <td>18.533499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.572213</td>\n",
       "      <td>-123.118977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>34.021932</td>\n",
       "      <td>-105.049099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>39.899977</td>\n",
       "      <td>-87.494097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>40.912413</td>\n",
       "      <td>-74.288743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>47.916786</td>\n",
       "      <td>-70.758184</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       pride parade index  gay bars index          lat         long\n",
       "count         2328.000000     2328.000000  2328.000000  2328.000000\n",
       "mean             0.017612        0.118127    38.044304   -91.221236\n",
       "std              0.131563        0.861863     5.148365    18.533499\n",
       "min              0.000000        0.000000    25.572213  -123.118977\n",
       "25%              0.000000        0.000000    34.021932  -105.049099\n",
       "50%              0.000000        0.000000    39.899977   -87.494097\n",
       "75%              0.000000        0.000000    40.912413   -74.288743\n",
       "max              1.000000       17.000000    47.916786   -70.758184"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gaydfhybridplot2 = pd.merge(gaydfprideplot, gaydfgaybarsplot)\n",
    "\n",
    "gaydfhybridplot2.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2aecc151110>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# del gaydfhybridplot2['zip']; del gaydfhybridplot2['ZIP']\n",
    "\n",
    "sns.pairplot(gaydfhybridplot2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2aecd0e1750>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydflight2 = gaydfhybridplot2.copy()\n",
    "\n",
    "del gaydflight2['lat']; del gaydflight2['long']\n",
    "\n",
    "sns.pairplot(gaydflight2)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "to find a correlation we remove the zero value & find correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2aebcea1e50>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydflight3 = gaydflight2[gaydflight2['gay bars index'] != 0]\n",
    "# gaydflight3 = gaydflight3[gaydflight3['pride parade index'] != 0]\n",
    "\n",
    "sns.pairplot(gaydflight3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 613.986x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydflightparade = gaydflight3[gaydflight3['pride parade index'] != 0]\n",
    "\n",
    "gaydflightnoparade = gaydflight3[gaydflight3['pride parade index'] != 1]\n",
    "\n",
    "g = sns.catplot(\n",
    "    data=gaydflight3, kind=\"bar\",\n",
    "    x='pride parade index', y='gay bars index', hue='gay bars index'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 642.986x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaydflightparade = gaydflight3[gaydflight3['pride parade index'] != 0]\n",
    "\n",
    "gaydflightnoparade = gaydflight3[gaydflight3['pride parade index'] != 1]\n",
    "\n",
    "g = sns.catplot(\n",
    "    data=gaydflight3, kind=\"bar\",\n",
    "    x='gay bars index', y='gay bars index', hue='pride parade index'\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "the above shows that my hypothesis 'more gay bars <==> more pride parades' should be rejected\n",
    "\n",
    "against my expectation, more gay bars are located in regions pride parades don't pass through\n",
    "\n",
    "the obvious explanation I can see is each community has a constant amount of queer activity such that more queer people exist such that the communities with more of A have less B\n",
    "\n",
    "alternatively this correlation should be discarded due to the fact that it exists mostly in zip areas with more then 10 bars\n",
    "\n",
    "a final explanation would be to cite the sampling bias, which while isn't as extreme as the tax DF from the other research question, is still big enough of a sampling bias to disregard the results"
   ]
  }
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