Buzzfeed Wins Discrimination among QPOC .ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import necessary packages\n",
    "import pyreadstat\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from dfpvizpy.dfpvizpy import dfpSave\n",
    "import plotly\n",
    "import plotly.plotly as py\n",
    "import re\n",
    "import plotly.io as pio\n",
    "from textwrap import wrap\n",
    "from scipy.stats import chisquare\n",
    "import statsmodels.stats.proportion as ssp\n",
    "margin_of_error = 3.3\n",
    "alpha = 0.05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read in the .sav file\n",
    "df, meta = pyreadstat.read_sav(\"WINS LGBTQ in America Survey - Final_SPSS_060818.sav\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# How many samples are in each group?\n",
    "\n",
    "# Pivot table to separate out data by race\n",
    "race = pd.pivot_table(df, values= [\"qs8_1\", \"qs8_2\", \"qs8_3\",\"qs8_4\",\"qs8_5\"],\n",
    "                           columns=[\"VARA8F4010F18414AF49050\"], aggfunc=sum)\n",
    "race.index = [\"Transgender\", \"Gay\", \"Lesbian\",\"Bisexual\", \"Queer\"]\n",
    "race.columns = [\"white\", \"poc\"]\n",
    "race = race.transpose()\n",
    "race[\"Total\"] = race.sum(axis = 1, skipna = True)\n",
    "num_white = race.iloc[0,5]\n",
    "num_poc = race.iloc[1,5]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# input a survey question \n",
    "def survey_table(question):\n",
    "    table = pd.pivot_table(df, values= [\"surveystatus\"], index =  \"VARA8F4010F18414AF49050\",\n",
    "                           columns=[question], aggfunc=sum)\n",
    "    table[\"Total\"] = table.sum(axis = 1, skipna = True)\n",
    "    table = round((table.div( table.iloc[:,-1], axis=0 ) * 100),2)\n",
    "    table.rename(meta.variable_value_labels[\"VARA8F4010F18414AF49050\"],inplace= True, axis = 'index')\n",
    "    table.rename(columns=meta.variable_value_labels[question],inplace=True)\n",
    "    return(table)\n",
    "\n",
    "def clean_df(df):\n",
    "    df.columns = df.columns.get_level_values(1)\n",
    "    df= df.transpose()\n",
    "#     df= df.reset_index()\n",
    "    df.columns = df.columns.get_level_values(0)\n",
    "    df.index.names = [\"race\"]\n",
    "    df = df[:-1]\n",
    "\n",
    "    return(df)\n",
    "\n",
    "def percent_to_total(df):\n",
    "    df[\"White\"] = round(df[\"White\"] * num_white, 0)\n",
    "    df[\"Non-White\"] = round(df[\"Non-White\"] * num_poc,0)\n",
    "    return(df)\n",
    "\n",
    "def plot_question(df, title):\n",
    "    fig = df.plot.bar(figsize=(17,5), grid=True, yerr = margin_of_error,\n",
    "                                      rot = 0, \n",
    "             title = title).get_figure()\n",
    "\n",
    "def make_plot(question, title):\n",
    "    df = clean_df(survey_table(question))\n",
    "    fig = plot_question(df, title)\n",
    "    return(fig)\n",
    "\n",
    "\n",
    "def make_subplot(question, title, row, column):\n",
    "    df = clean_df(survey_table(question))\n",
    "    df.plot.bar(grid=True, rot = 45,\n",
    "                                ax=axes[row, column],\n",
    "                                title = \"\\n\".join(wrap(title)),\n",
    "                                yerr = margin_of_error)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = make_plot(\"q32\", \"In thinking about interactions with health care providers in the past three years, how would you characterize the interactions overall?\")\n",
    "plt.savefig(\"images_analysis/q32.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=2, ncols=2,figsize=(15,20))\n",
    "make_subplot(\"q33_1\", \"Denied treatment on the basis of my sexual orientation or gender identity\", 0, 0)\n",
    "make_subplot(\"q33_2\", \"Experienced verbal harassment/abuse from a health care provider regarding my sexual orientation or gender identity\", 0, 1)\n",
    "make_subplot(\"q33_3\", \"Felt judgment and/or condescension from a health care provider in regards to my sexual orientation or gender identity\", 1, 0)\n",
    "make_subplot(\"q33_4\", \" None of the above\", 1, 1)\n",
    "fig.savefig(\"images_analysis/q33.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_table_multiple_parts(question):\n",
    "    test = survey_table(question).reset_index()\n",
    "    test.columns = test.columns.get_level_values(0)\n",
    "    test.columns = [\"race\", \"no\", \"yes\", \"total\"]\n",
    "    test = pd.pivot_table(test, values= [\"yes\"],\n",
    "                               columns=[\"race\"], aggfunc=sum)\n",
    "    test= test.reset_index()\n",
    "    test[\"index\"] = question\n",
    "    test.columns = [\"Question\", \"POC\", \"White\"]\n",
    "    return(test)\n",
    "\n",
    "def make_df_from_sub_questions(df, *args):\n",
    "    for question in args:\n",
    "        one_question = make_table_multiple_parts(question)\n",
    "        df = df.append(one_question)\n",
    "    return(df)\n",
    "\n",
    "def make_multiple_bars_from_sub_questions(question, title, fname, height, y_tick):\n",
    "    fig = question.plot.barh(figsize=(15,height)).get_figure()\n",
    "    plt.xlabel('Percent', fontsize=18)\n",
    "    plt.ylabel('')\n",
    "    plt.yticks(fontsize= y_tick)\n",
    "\n",
    "    plt.title(title, fontsize=30)\n",
    "\n",
    "    fig.savefig(fname,bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "question = pd.DataFrame()\n",
    "q33 = make_df_from_sub_questions(question,\"q33_1\", \"q33_2\", \"q33_3\")\n",
    "q33.reset_index()\n",
    "q33[\"index\"] = [\n",
    "    \"Denied treatment on the basis \\n  of mysexual orientation or gender identity\",\n",
    "    \"Experienced verbal harassment/abuse from \\n a health care provider regarding my sexual \\n  orientation or gender identity\",\n",
    "    \"Felt judgment and/or condescension from a  \\n health care provider in regards to my \\nsexual orientation or gender identity\",    \n",
    "]\n",
    "q33 = q33.set_index(\"index\")\n",
    "\n",
    "make_multiple_bars_from_sub_questions(q33, \"Experiences in Healthcare\", \"images_analysis/q33.png\", height = 8, y_tick = 12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "question = pd.DataFrame()\n",
    "q41 = make_df_from_sub_questions(question,\n",
    "                                 \"q41_1\", \"q41_2\", \"q41_3\", \"q41_4\",\n",
    "                                \"q41_5\", \"q41_6\", \"q41_7\",\"q41_8\",\n",
    "                                \"q41_9\")\n",
    "q41.reset_index()\n",
    "q41[\"index\"] = [\"Anxiety or a panic disorder\", \"A mood disorder\", \"Substance abuse\",\n",
    "                \"Eating disorder\", \"Self injury or suicide attempt\", \"Depression\",\n",
    "                \"PTSD\", \"Alcohol abuse\", \"A different mental health issue\", \n",
    "]\n",
    "q41 = q41.set_index(\"index\")\n",
    "\n",
    "make_multiple_bars_from_sub_questions(q41, \"Experiences in Healthcare\", \"images_analysis/mental_health.png\", height = 8, y_tick = 12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VbaJSEHQdpfP8UpI2kHSsatZPrlxbKS2jYdlPjyjdwD2ktH2tqLStfVh1Op0tab4auV7peLKE0vXL3TXDx9d8X8P2ijFvM+Ota/Is6jil4/3Bql4XT1A6b+ZNbjB+18fcAv6otK6k9FDhu40SZtdLlbT3RupuoS22v6h03qy4VOna8yWlY8inlR4KvkfSzdnxpKM3xtreQ2nbGqx0bLhUaTk+o/TAd2ulY8NIpRekbNPoWJ7zB6Vz5x1K567Hla6BPql0TBom6czs/uP5OmUaoXRvtEH20yyl/WeS0otFKi9x+IhS0LTePrS3UuCp0mrnXqXtpPJAZ7TS8eaDDcYfli2HjbKfJisd1+9Xug5ZTek6fw2l/fRi2x+KiGbny+J6GcXhr9ifctG0Dsb9n9z4f+nv8qn6VqMdJf0tl/YPbU5jYm7c8QXS55+c/6fD+fpDLo+jO8xjuKpPmF6SNLhm+BKqPsX4VO73SmR2nlpBSsGbSrm+XGB5hVJk3TVpBqlvTZhGNXJOzaUZU2f4+NzwIwssk51z6W+RtEKDdAfm0p3Txfa5sqT1WqTZO7ce6m6b6lvjJZSeCm1SJ90q2bBKxH/FOmlWVfUJ+6uqU+NIKQD1YM00Wy7fJvOYX08TW6Q9s96+WsJ+9aOaYbflhjWsUVHGXy+WTzZsE1VrpD0gadUGeXxU6aQdkm5pkKa2RtWXmpRp01y6i1VzrKlJu67q1MZSupF6c59TnRpHSjdplafxL0pavk6aCTXlvkvSsnXS7Z5L8/cy5qnguh+i7KKrSZqxqh6X/9Uobc06e0OpKV5tmuFKF6KVdLvWSbOQpH/n0nynTpqhSjcq+WXddo2XXH59akgUSH9UzbSvkjSiTrqv5tJc2iCvj+fS3KjGNRLy1zRntFgHRWq8hNL5crFOl1tJ8zBUKSBWSbd7btiyqgYGX5O0UYH1GUrXIPOkVbqBeyqXbuc6aUbmluvLavCUWunm4/Es3fR6+6TmrdlwtprUblSBGi+SDs2luaDe+lS6qfpRLt1RddKsVlO2aZI2bJDupSzN66p/HFxSfWucHyNpoQblX6TeMu3VfBXcfrfK5XFoneGVmmF3q1oDY57ztKo1HGZLGtbBuixUOyOXvifH3ILLaHi2XTc8vuTS5q9h6y3PpjVelK4TK8v5dUkfr5NmhNJx9819qZNlqnR9W6mh+6SkDRrks2luu59cb3tWtcZL5e97ddIMUt+aMF9pML3f5NLc3Wx7kLSNalonKO2nlRqjc5UC1I3O3UtL2qrO7yfmynCi6rdEGFKzjBvW+Gt7m+tVRvy1sdBzG3AH4+Z37F+VXb4Cf/9U6mSz4QVug2lMzOUxvkD6z+bSX9XhfH0jl8fpXSyf/EFow5phO+WGjcn9fmH225/r5Je/OX1PgeX11yZlW61VOvU+8FK5mHxOrZvinJ6lnSNpdBnbb25ap2XTmtngwDqmZlv+ZJO8jmqWTqkmTGX4d5vks76qN/GFlm+TvPLraWKTdLurb5Xmj+SG9Xq/+mPNsPwF1DxBrZLXf9fLJxt+Zfb7LEnvajHNY3L5zNPkqGZ5nNcir31zaXfqYP43yI3/iGoumGvSntxsm1TfwMur9Y4bubT5gPw7ejlPJWwj+e1/0wZp8uvs103y+lCzdEqdNleG122CkKVbRNUb3dDABV6ekbR4g3SDVW2uMVPzPoCo1Eis5NOq6cZZqp4X6gW22wm8TFedm+YOll1P5yFL8+5seYVSMH909vvlufJ/o+D6DNW5Ic2l3TGX7qY6w7+WG753i3n7YC7tPA901PcGZbKk4S3ya3qzrnTzOVXVa8x5zt816W/JLdOFa4bVBl4azqv6BjvmSafU9K4yvO1ryF7OV8HpDc1tb5fXGf5QNuxopZosoXmb/QxS9cHTxHbXZZ3to93AS8fH3DaW0x9y+Yxrku7GLM1c1ZzbsuGtAi8n5IY3fPirVOvj6dy05nnY02qZSvplbvhmLeY/H1Dao87w/D1Pwwf+Ss2aG6ZTeohZuf59Th0cp5Vq/Fem8f0Oxn+nUnC76bxkaRdWtRnmA51uX7V/dK674Fk69/nFZgmdOvmcp2PU3N+RPSjPa0rRx447AStoqdznpvPdRH68pRqmam1i7vNWNcMq3/8bfZu33Jj97/M2JKfOOCtV7p5XqhLfys8bDYiIR5Qu2qV0kVcq2+9RtUnA76NO1cIalWrKg5Wi2WWalP0frtbNFp5TunBu5Lrc53rL9WPZ/9eVIuh1RcTflap299oytnfJ/e3q1JnxJUrVQSvH+qsjIt+RbK/3q6VrhhU+XpWso+WTdTpX6RT5ooj4T4vp5Kvht+p8tOF2kpmZ+7xOi7T17Jr7fEKkzsEb+bHSxUXtePVcEs2b7jXbV7qdp16blPu8SYH0DY+9StWnK1WRmx0jJOlnjTKJiFfUg7cO9sBpEfFSvQERMVfVprTDlYLYeRuougxOiYhW+37+vPCB9ovax/kR8UyXeUglzENEPKBU40FKtWPPsH2wUrV6Kd381mu+XM9UpQcZdUXE5Uo1uSRpC8/b0esns/9T1KI5cURcrdQkRmp9XPtddNYsJm8HVc8dP4/WTUjOzP4vodTUqpGnlY73jbQ6z1ea1s9Vtcl5O8qar7oi4lWlQLgkvd+5DludOlRfM/t6vapNiPLNiqTUv8sSuXT9rZtjblH5Jtb71kvg9DbUSnO5ayPiqQ6mk79OPK5Rouy4W+noeJBSrfLCbA+S9Ins66SImNQsvVINtbnZ51b7d7P7j4eUatpJ9dfHXqp2q3B8u8fp7N5pj+zrS0rXLe3aS9Wmvj9tljBS0/hK89y13UXn7Hn08YJWPlbnt0WVIpt7KR2UT5a0u+2PRsTMOunnF/ngUMdvy1A62B+efd5KfS+iK4GXG9VX5Xsl0FJ5O9Lmqu6HRfp3kaon0kaeUGrjuGSBvLr1/tznQbZ3aZE+37/J2t1M2PYmSifJTZX6R1hMjdfrKKXmEY3cmd1MNPJE7nOf5Wp7OUmVtz7cUyD49FelC7BeWkep6UYzl6tvn0y9UnbQtRc6XT5bqDp/rxXYvofmPjfbvl9XqunWzE1KtUuGKvWlsbTSU9Z/tBivIn+h3jTYFxH/5/TGmNUlrWN7kSwAUE+R409F7TGo23lqi9Nbi/ZXOi6vpfQkcViD5K0uqqZnN851RcQs288rNcWtd+yttCfPBy0a+avSU+iB1M16zp8XFiqw34zOfe7qvKBqn2rdKmUeIuJXWX8uOyu9AXHLbNDzSrUpi/YjcGOBG/frlJoKSal/uaskyfZSqgY+n5a0s1u/QGe6UkenrdZPL5Z/ftmPLLDs35H7vLbSE/p67mixfFud5yvL8r6I+G+LMtVT1nw1c71SMGWkUr8xlWvPSoDlNaUA9KtK/UG9y/ZKufnLB2ImdjD9bnR7zC1qolIAcpSkPWwfXGff2kfVa4FW/RzNw+ntS5VzzN3Ruv/Fq1Xtb6bIQ4G89VV9y+yLBbYzKT1AH6nW+3eR88I7VH995Pt5urTO8Fbeq1QjVEo1+htdozST3wdXKLBs8m9HXVtpO+kKgZcFT76TpSUapkoe0LyBkw9I+t+iE4uIZq+h+75SFb1PKNVeOEGpSnoZ8jezrea7kfwONE8Hmm24RenGaYjSU4RBEfFG9tqy92Zpai+s71OK0C6u1ASicvIbn0szseD0Wx2wX83+D22aqjfG5D4flv0V1dGJ0umV1Keo+sSuiKavlFPxZSrNe+OWf51h3ded1iiSpltvKLXvnaJ0g39mRFxXJ12v96vaTuCmqRps6zT/MhRdPmNyn/fP/opqtn0/Fy06Go6I57JOfU9UOtYcJukw288oXSjfJOnKiHi4QRb5i/Z/Fyjvv5QCL4OUOnBvVLun432lB/NUWDadY5SqCxfR6hhRpIPDyrzXC+5UjhNPFKgR0B/HiFa6OSaOyX3+WpvT7faBwROtkxQyJve51/NwgFIgLn/uOCAi2il7u+ea/LRWUvUmckO1DkrntZq3Xiz/MbnPTZ9K19GsfN1s0/mHRg+2VaKqMbnPvZyvZibmPn9A8wZebouImU6vU56p1BzqA0pN0qXqNepstb7p7rVuj7mFZNfvZynt55VarrWdrVceyryi1JFru/Ln4381TFU/zTsapqpvTO7zh1XtELiIZtvZG0rNzppptj7yDzeavXygkfz4vdgHG9YYbKAnD7NparTgyfc2/q6GqSRFxPMR8af8n+bt1bxj2Y3DF1QNYuxve3STUbqRjzIWfk98jfx4kzstSFar547s6xJKvY9LKZr75tuJasZ5Q9Vq7fnmSfnPEwtOvzc9a/fG4q2TNFT0hqjWSaoGXV5Vumj8lqT9lPpR+Fj2l2/KMVjNdbNMF819LlLjq5MofSs3RIRzf4MjYomIWDciDmgQVJB6v1/VXnTnj1erdph/L3S6fMravgtVxY+Ik5SC2pX291IKinxM6c0bD9m+yfaGdUZfLPs/u0VtrooZdcatp6vjT5fzVIjt/ZRubCrr4EalN7VNUHqLQ+UY8YXcaGUeI6R0QyMN3DGiXd3M70CcFyq6beZSUeY8TFe1Sr6UbjDbbcbR7naUP0+VOW+9WP5lla+bbTofmJ3RMFVzA7FfVAIqUt/aK5XP10tvXs9Pyg/LmiZVaghMypou9af+vNZt2NzIdr7Z4cUd1rTIn1OLjF/0fFxPWdtZFKyV30hlH3q1QG29ZuNLC9Y+2Ac1XhY8t+Q+b1ypbTFQhYmI6bZvVXqtYaVt82klTOpWpYPwIKWqkMt30I57XO7zvV2W5walVzdLKXhyj6pBlKcjol5E+0alJiZbZCe0oUpPm6Ti/bvMb/IHv/HR+lV0XbE9RulpoZSCBls16nfDdn+9tjm/DEY0TFW1SOsk/abX+9UtNcNuUbWJxWZq3o/O/Ci/bveNiDMbpixJRFwv6fqsv5n3Ky3vrZSWq5UCvrfY3jYi8tX8X87+D7M9uEDwJX9j9nLDVD3QxTwV9f3s/xylzpLrNrXK+qjqLzOV9v0F7RjRifx+s0VE1B4XFgRlzsMPlJp9VCyt1BlmO01B292OZjT4fEpEfLaN6faHfPlGtVkTqCz5WtKLNkzVXL/PV0S8ll2jb6PUx+AQpUD3almSfMBvolIHzpWgzAaq3uwORP8u/SYi/mn7XqW33e1ke2REVNZ5PhDzx3nHLiR/Ti1yfO/mfJzfzo6IiIFutlpRWZ5DbQ/pIPjSy33wNaVOwPv9/pkaLwuevyv1sC+l2hbtVCErS7464IoNU3Uh69gu30dH3Q6wGrG9kVIbfym1sf9zl0WamPu8Vc3/2v5dVPP7SKWD+2aq9klStH+X+U3+wqE/Osv8gKpVpH/UorPTlfuhPFLfWh2rNUzVXpp+0eP96lXN274/f8O7R9ZMbEHS39t3QxExNSIujoivRcQmSs0FKh1FLizpJzWj5J+oF9nmVs/+v6HqOaZUHcxTS7bXULXPpQsaBV0y/XWMkKrHiXfaHt4i7XxzjOjQfLPfdKGUebC9tdLruKX0xozKQ6BP2G7n+NvuuSZ/nprf18/8WL587dBO+yEaqPmqBE0WUer7qxJYma308KU23Wjbq2pg+3cZCJW+W4YrvUq+Uutnr+z3p5X63+pE/ny8esNU9dM82TBVffPj/iP13YfWapiq2Pjd7oMLa4DOswReFjDZzfkJuZ+OyPdUPkDyby4ps4p0fr6/YrudKmNH5j7/KSKKtB1tptLPiyRtmfXvUnmC1Sjwcoeq1XDHq7P+XfpDPgLcqse9fA2Xeh0x99ryuc+Ptki7fZkFqYiIZyU9ln0dm3Vc2EzZb3NqV6/2q9PrvPnjL5Iq/XUsK+mL7RdvQOW3711coAfK/hIRU5Sa3D2X/bRxTWDr9tzn7ZrlldUkq1zo3d9hVequFZinIua7Y0Smsj4Gq9qhaiO9Oka0cyzvpf4+L5Sh5/OQnRtOV7r2nqtUw2UvVZuCnGS7aRPynC3zb0hsIH/jfGflQ0Q8rWofEhtnHX/OT+a77ScinlP1XPYe2ys1S9/AQM3XxNznrVXdLmqbD92h6jX81qpeo85U3/NJuwbqONSus1R9u08lCLqNqn2snFWw2e48IuJJVQMHGxRVtr9ZAAAgAElEQVS4Tsy/XajdZX+XqjU7ti8Q6O8v+QdzH+1g/HtUna9tbHdSM3TAjy0EXhZMJ6kaPd1EHTwV7BXbi6lvU4NOOzwq4hylDoOlVLPmt0WCTra/pGrNoDmqVkPvWHZjUqkpsJSkz6vadK9uc5usWl3lTSZbqYP+XfpJvppiqwPbnZLuzz5va7vpDV4P5Nu1N+wzxPbOav0K6V6qdE64sJoEF2yvq9av6+tv56i6Djvdr16R9KPaNFk1zu/kfjrG9ha16ZpM4z22D2+dshyRXhl5TfZ1bbXXuW7psmNK5QmO1befkgtzn79ku1ln219T9YL4wibpStdinoooeoxYWalfqP6S78D0K40S2R6hdD7phXaO5b10m6o3qR/KanksaMqYh9+q2kHk9yPi1qwj6UOy30ZKOrNAQEVKnYA27GDe9odVfV3wTVngIK/SJHywUifU85PLVe34/dO2O3k6Xob8K8OP6mD8gZqv21U/oNKn+VB27K28OWk7Vd9Cc0urzuBbGKjjUFuy832lRsv4rLl6L5oZVVQ65V1Y0pcbJcoe5FbOAW9IaviSk3qy9Xh29nUpSd9or5ilOUfpHkySvmx7+WaJa0XEHFVrxC4u6esdlOFsVR+af6XdMvQCgZcFUKR3vO+m6sZziO0LWz0pyS68O+6wsE5+QyT9StU2oE+q9WsyO5btdHuoWmtkd0kX2a7b47ftoba/J+n43M9HRkSv+lKZmPt8aPZ/mqo3sfVUasNsqerrXue3/l3+L/d5g2YJsxpY38z9dG72qsyGbK9t+1cdlu2O3OfDbM/Ty3j2munfd5h/p36ham/uh9ueJ7iSHeDPUfs3kqXK7VeVG9ZO9qv/adTsKyLOk/Tr7OswSdfYPig7ftRleynbxyhVgy5SLbdMh6t6rP2l7b2bJba9su2fOb0quWO2P2l7v2ZPq2xvrmqA8V/5t+VExD2qBo1Wl/S7erVHbO8v6XPZ15eUjuml6HaeCrpf1XPErrbfV5vA9gqSLlH/3gRcoupbZj5YL6CYrZ8/qO+ribtR+FjeS1nANX9eON/2ts3Gsb2O7ZPKLVlxvZ4H2wdK2jX7eotyrwuPiN+oGpjbVH2D1c0c22D7Xl3pzX8VP6sz7omqPoHfz/ZPWxyTR9o+uD+CaBHxslI/OFLqC+8q2+9tMopsb2J7nuB/j52k1NxEkj5p+5hGQTLbI2ofRA3UfGU34pWOc7eUtEr2uV6/LZXfdlW1U9eJ3UxfA3Qc6lAluDZIqTP2Sq2I+yOi274hT1Bq3iVJ33SdVxln58azJK2Q/XReiyb1jRytap8o37Z9SLMau7aXs/0d26U1TYqIyapemy8r6Urboxqlt711FoTK+6Gq16qHZ9eSdefL9pK2+9Quzcrwy+zrcpL+3Oze2fYg29va/majNO2ic90BZrto1PzuiHjzFWYRMSl7qn+2UuRvV0k7275R6eb+cUkvKh3c36HUp8gO6tssqGW7wXoHBqWL1bWUqshW2si9IemgLqPiLUXE/bZ3VIocL65UXW0b25cpReqfUwoErafURjPfweoJPe5kaqKqkeTlsv83teirpRJ4yTfnmK/6d4mIF2zfo/Rq7K1tn6z0FODlXJo/5z5f5vRq8e8ovW7tz7ZvknSVUhOcOUpR93WUavmsp1SdM/9GkaJuVapp9D6l18I9lJXvYaV2uR9QemuJlU5en+hgGm2LiEdtf1vS/1P1gupcpRvf2Uo3khOUnlJerPmk+nRFRDyQPSH9k1LfUUX3qzckHRoRrV7L979KFzKfVQq+nKh04XGlUvXRqdnvKypdGI5XWp8DLiLusH2QpJOVyniW7cMkXarUlOVVpWW2ttITwkpnwt3WRFxTKehzku1rlIKO/1XqFG45pX1pZ1UfoNR7aj1B6U12Sys1a9jQ9mlZuZfMxt+hMquSPp81nStLL+apqYiYbfu3kr6k9GTxFtunKNXOm6P08GF/pWPw6ZI+1cX8tFOuObYPUDqWLiTpqCxAe57S/rVKVq611KNjRKTXd/9Dab/dzvYvJV2n6hPoN1r0gdPNtC/OgqffUtr+rrF9g1L/ao8pnQOWVvW8sK7SvjTfNEfs1TzYXlPScdnXl5Q66q5tsjBB6WHMOyV9y/bVEXGzGrtCqancpGyfvjkrz8ZKHdBXgornRcQldebt5ez67nqlG+xDJe1p+3ylB0EzlDqwfJeq/YIsLKlp4LlXIuJ4pzeb7aN0rr/T9lVK2+8TSuf4ZZW27W2V9p+HVeLT/ezaaC+lJrRDlQJzu2fn+oeUjmMrKC2vHZWOOdfU5DFQ83W9Ui2Wyn1fo+ZDlcDLQnV+61S+X5SfZg+h/q1q7YfHI6LZA8v+dJHSw4dFlPb7ysOKbmu7VK4TD1N6UDdE0sW2L1a6Vp6u9IDkM6oGxh5XunbqZFqP2f6E0rlkiNIbAz9v+0KlbXWm0jXdGkrB3spbWUs5H+QconQO3iD7+1e2/0xSelX1SKXj6YeVzoWjletUN1uGn1VaH4OUriUPyObrUaXrmFFKLTF2ULoPqO3+4WtKb6Mdr3Rv/JDtPyk1hXpaaXktnw3bTuke+i9KQZ/uRQR//fyXbRjt/p3aIK/VlA4UbxTM5w1J10ratIflmyZpjzaXwcTc+OM7WIZrKZ3QipTvOUmfKmE9Lqr0JDw/rUNajDNC6eScH+fL7SyvbtNKOjU37TEN0uygdFKsu0wbjDNB6aKyyDqZ3MVyX03pZq1R3rOVTl77537bv04+Y1rtX+2mVbpRbLYvnqB0sK98P7KL5ZDPZ2KPtuk1lU4wRdbhQ5J2aDP//ZRe5V4k/9eVno68c35YPkoBgWcLlv05SUvWyWNKNvyRAtP7fsFpvSrpsCb5rK3Un0OzPGZI2qdJHhNyafdtUe6GaXs1TwWW3XD1PcfU+ztJ6UK38v2UBnm1s85aplWqrfpKk3JNVApUV75f2+V2u5PSDXm9ac2pSXtUbtgWLfItlFapNtX0guu97nJrtVzbKXeHy7DjeVC6cbs7N/wTTaazdW5dTZa0eM3wbXP5HKF0PH21SVkulTS0xbytrdTBb5F5my1p2zp5nJFLM6rA8lyoyPatFIT4bjbdIuWbJy+l64Wm+3i7aZVejNDsGqTyd3VZ89XBNjyuJs+/NEg3WH2v416WtFAP1uV5TebvlJq0PT3mdrCs/lhTvrkFt+uix8QvFlj390lauUkehfY5SZtL+k/B7Wy6pHfXyeNm1TlfNJhey7RKgd6LCpZpxQZ57Kz0wK7V+L9pMP7CStcAjc6NtX+/69X2RY2XBVxEPKJUnXptSbso3WysrvQUZoTSAXSq0k78N0kXRsR/u5zsLKXmMf9QevLzx4h4vvkovRURDyk9wdtc6cng1kpPipZW30j9LEmbRGdV9VqVYYbtu5T62alo1LFuZZyZ2Tib5n6e2OuydSsirsqW7ZeUTtgrqEUNhIg4xfYFSkGP7ZWe/lVqWL2gdPN3m9I2M7GLsj2SVc89VGmbX0UpSPSEUjDuV5FqcOzf6TS6KNu3slocX1J6grC00k34XZJOzpbr+P4uV1GR+hvY3vZmqu5Xo5RuBGcove3mb0pt1S+J1EypnfxPs32W0nrbTmk/WF6p9sVspWV1n9L2cU6UW/uiLRFxSVZLYz+lwORYpRpMg5VqFz6i9ITzaqUL7nZflVjre5KuVKrFtaVSsHl5pePbdKUnhtcrXbQ27EQ2Ih7Mqg9/Wqlm5HuUtssZShdkf5b0i0gdbpatJ/PUSkTMyqr5H6jURn8dpadYTysdg06JiGtt9/tbDSLiguwccJjSdrSi0s3NQ0oX/L9TDzugjFQjcQulJ6ebKj29G9ar/AtM/9e2z1OqhfFBpXVROS8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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "question = pd.DataFrame()\n",
    "q42b = make_df_from_sub_questions(question, \"q42b\")\n",
    "q42b.reset_index()\n",
    "q42b[\"index\"] = [\"Been the victim of violence \\nbecause of your sexual \\n orientation or gender\" \n",
    "]\n",
    "q42b =q42b.set_index(\"index\")\n",
    "\n",
    "make_multiple_bars_from_sub_questions(q42b, \"LGBTQ White and POC Persons and their experience with violencce \", \"images_analysis/mental_health.png\", height = 8, y_tick = 12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "question = pd.DataFrame()\n",
    "q42 = make_df_from_sub_questions(question,\n",
    "                                 \"q42_1\", \"q42_2\", \"q42_3\", \"q42_4\")\n",
    "q42.reset_index()\n",
    "q42[\"index\"] = [\"Sexual harrassment\", \"Sexual assault\", \"Rape\", \n",
    "                \"Someone forcing me into sexual acts \\neven though I said no  or otherwise\\n indicated that I did not want to\"\n",
    "               ]\n",
    "                \n",
    "q42 = q42.set_index(\"index\")\n",
    "\n",
    "make_multiple_bars_from_sub_questions(q42, \"Experiences with Sexual Violence\", \"images_analysis/sexual_violence.png\", height = 8, y_tick = 12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Statistical Significance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_df_from_sub_questions(df, list_of_arguments):\n",
    "    for question in list_of_arguments:\n",
    "        one_question = make_table_multiple_parts(question)\n",
    "        df = df.append(one_question)\n",
    "    return(df)\n",
    "\n",
    "def get_significance(discrimination_questions):\n",
    "    final_df = pd.DataFrame()\n",
    "    question = pd.DataFrame()\n",
    "    sig = pd.DataFrame(columns = [\"Question\", \"Significant\", \"P-value\", \"id\"])\n",
    "    for survey_question in discrimination_questions:\n",
    "        arguments = df.columns[df.columns.str.match(survey_question)]\n",
    "        result_df = make_df_from_sub_questions(question,\n",
    "                                 arguments)\n",
    "        result_df.reset_index()\n",
    "        \n",
    "        result_df[\"id\"] = result_df[\"Question\"]\n",
    "        result_df[\"Question\"] = result_df.Question.map( key_zip )\n",
    "        \n",
    "        final_df = final_df.append(result_df)\n",
    "    final_df.iloc[:,1] = pd.to_numeric(final_df.iloc[:,1]) * 265 / 100\n",
    "    final_df.iloc[:,2] = pd.to_numeric(final_df.iloc[:,2]) * 658 / 100\n",
    "\n",
    "    final_df= final_df.reset_index()\n",
    "    for index, row in final_df.iterrows():\n",
    "        poc = final_df.iloc[index,2]\n",
    "        white = final_df.iloc[index,3]\n",
    "        sig_df = pd.DataFrame({\"obs\" : [poc, white], \"nobs\" : [num_poc,num_white]})\n",
    "        \n",
    "        stat, pval = ssp.proportions_ztest(count=sig_df[\"obs\"], nobs=sig_df[\"nobs\"], alternative='larger')\n",
    "        question = final_df.iloc[index,1]\n",
    "        result_id = final_df.iloc[index,4]\n",
    "        if pval < alpha:     \n",
    "            sig_answer = 'Statistically significantly'\n",
    "            pval  = pval\n",
    "        else:\n",
    "            sig_answer = 'NOT Statistically significantly'\n",
    "            pval = pval\n",
    "        result = [[question, sig_answer, pval, result_id]]\n",
    "        sig = sig.append(pd.DataFrame(result, columns=[\"Question\", \"Significant\", \"P-value\", \"id\"]), ignore_index=True)\n",
    "\n",
    "\n",
    "    return(sig)\n",
    "\n",
    "          \n",
    "#q42 = q42.set_index(\"index\")\n",
    "\n",
    "#make_multiple_bars_from_sub_questions(q42, \"Experiences with Sexual Violence\", \"images_analysis/sexual_violence.png\")\n",
    "            \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "yes_no_discrimination_questions = [\"q33\", \"q42\", \"q42a\",  \"q44\", \"q47a\", \"q47b\",\n",
    "                           \"q47c\", \"q47_\"]\n",
    "\n",
    "key = pd.concat([pd.DataFrame(meta.column_labels), pd.DataFrame(meta.column_names)], axis = 1)\n",
    "key.columns = [\"name\", \"id\"]\n",
    "key_zip = dict(zip(key.id, key.name))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Question</th>\n",
       "      <th>Significant</th>\n",
       "      <th>P-value</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>In thinking about interactions with health care providers in the past three years, have you experienced... - Denied treatment on the basis of my sexual orientation or gender identity</td>\n",
       "      <td>Statistically significantly</td>\n",
       "      <td>0.045044</td>\n",
       "      <td>q33_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>In thinking about interactions with health care providers in the past three years, have you experienced... - Experienced verbal harassment/abuse from a health care provider regarding my sexual orientation or gender identity</td>\n",
       "      <td>Statistically significantly</td>\n",
       "      <td>0.000367</td>\n",
       "      <td>q33_2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Have you ever been denied equal treatment or service, verbally harassed, or physically attacked at any of the following on the basis of your sexuality... - Public restroom</td>\n",
       "      <td>Statistically significantly</td>\n",
       "      <td>0.035537</td>\n",
       "      <td>q47_12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Have you ever been denied equal treatment or service, verbally harassed, or physically attacked at any of the following on the basis of your sexuality... - Legal services from an attorney, clinic, or legal professional</td>\n",
       "      <td>Statistically significantly</td>\n",
       "      <td>0.043937</td>\n",
       "      <td>q47_11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Have you ever been denied equal treatment or service, verbally harassed, or physically attacked at any of the following on the basis of your sexuality... - Nursing home or extended care facility</td>\n",
       "      <td>Statistically significantly</td>\n",
       "      <td>0.014576</td>\n",
       "      <td>q47_8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Have you ever been denied equal treatment or service, verbally harassed, or physically attacked at any of the following on the basis of your sexuality... - Department of Motor Vehicles (DMV)</td>\n",
       "      <td>Statistically significantly</td>\n",
       "      <td>0.043265</td>\n",
       "      <td>q47_7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Have you ever been denied equal treatment or service, verbally harassed, or physically attacked at any of the following on the basis of your sexuality... - Public transportation</td>\n",
       "      <td>Statistically significantly</td>\n",
       "      <td>0.001402</td>\n",
       "      <td>q47_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Please indicate which of the following you have experienced in the workplace in the past 10 years, in regards to your orientation or identity. - Had limited or inadequate healthcare coverage relating to LGBTQ issues</td>\n",
       "      <td>Statistically significantly</td>\n",
       "      <td>0.019353</td>\n",
       "      <td>q44_11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Have you ever experienced any of the following? - Sexual assault</td>\n",
       "      <td>Statistically significantly</td>\n",
       "      <td>0.012536</td>\n",
       "      <td>q42_2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>In thinking about interactions with health care providers in the past three years, have you experienced... - Felt judgment and/or condescension from a health care provider in regards to my sexual orientation or gender identity</td>\n",
       "      <td>Statistically significantly</td>\n",
       "      <td>0.044140</td>\n",
       "      <td>q33_3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                              Question  \\\n",
       "0   In thinking about interactions with health care providers in the past three years, have you experienced... - Denied treatment on the basis of my sexual orientation or gender identity                                               \n",
       "1   In thinking about interactions with health care providers in the past three years, have you experienced... - Experienced verbal harassment/abuse from a health care provider regarding my sexual orientation or gender identity      \n",
       "37  Have you ever been denied equal treatment or service, verbally harassed, or physically attacked at any of the following on the basis of your sexuality... - Public restroom                                                          \n",
       "36  Have you ever been denied equal treatment or service, verbally harassed, or physically attacked at any of the following on the basis of your sexuality... - Legal services from an attorney, clinic, or legal professional           \n",
       "33  Have you ever been denied equal treatment or service, verbally harassed, or physically attacked at any of the following on the basis of your sexuality... - Nursing home or extended care facility                                   \n",
       "32  Have you ever been denied equal treatment or service, verbally harassed, or physically attacked at any of the following on the basis of your sexuality... - Department of Motor Vehicles (DMV)                                       \n",
       "26  Have you ever been denied equal treatment or service, verbally harassed, or physically attacked at any of the following on the basis of your sexuality... - Public transportation                                                    \n",
       "21  Please indicate which of the following you have experienced in the workplace in the past 10 years, in regards to your orientation or identity. - Had limited or inadequate healthcare coverage relating to LGBTQ issues              \n",
       "6   Have you ever experienced any of the following? - Sexual assault                                                                                                                                                                     \n",
       "2   In thinking about interactions with health care providers in the past three years, have you experienced... - Felt judgment and/or condescension from a health care provider in regards to my sexual orientation or gender identity   \n",
       "\n",
       "                    Significant   P-value      id  \n",
       "0   Statistically significantly  0.045044  q33_1   \n",
       "1   Statistically significantly  0.000367  q33_2   \n",
       "37  Statistically significantly  0.035537  q47_12  \n",
       "36  Statistically significantly  0.043937  q47_11  \n",
       "33  Statistically significantly  0.014576  q47_8   \n",
       "32  Statistically significantly  0.043265  q47_7   \n",
       "26  Statistically significantly  0.001402  q47_1   \n",
       "21  Statistically significantly  0.019353  q44_11  \n",
       "6   Statistically significantly  0.012536  q42_2   \n",
       "2   Statistically significantly  0.044140  q33_3   "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 0)\n",
    "\n",
    "sig = get_significance(yes_no_discrimination_questions)\n",
    "sig = sig.sort_values(\"Significant\", ascending= False)\n",
    "#final_df.to_csv(\"statistical_significance.csv\")\n",
    "significant = sig.loc[sig[\"Significant\"] == \"Statistically significantly\" ]\n",
    "significant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(significant)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     q33_1 \n",
       "1     q33_2 \n",
       "37    q47_12\n",
       "36    q47_11\n",
       "33    q47_8 \n",
       "32    q47_7 \n",
       "26    q47_1 \n",
       "21    q44_11\n",
       "6     q42_2 \n",
       "2     q33_3 \n",
       "Name: id, dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "significant.iloc[:,3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import textwrap\n",
    "\n",
    "question = pd.DataFrame()\n",
    "q42 = make_df_from_sub_questions(question,\n",
    "                                 significant.iloc[:,3].values)\n",
    "q42.reset_index()\n",
    "labels = significant.iloc[:,0]\n",
    "labels = [ '\\n'.join(wrap(l, 70)) for l in labels ]\n",
    "labels\n",
    "q42[\"index\"] = labels\n",
    "q42 = q42.set_index(\"index\")\n",
    "\n",
    "\n",
    "make_multiple_bars_from_sub_questions(q42, \"Experiences of QPOC that are statistically \\n significantly self reported at higher levels\", \"images_analysis/significance.png\", height = 25, y_tick = 18)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_df_from_sub_questions(df, list_of_arguments):\n",
    "    for question in list_of_arguments:\n",
    "        one_question = make_table_multiple_parts(question)\n",
    "        df = df.append(one_question)\n",
    "    return(df)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}