Humanitarian-Day-LA2017.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "library(ggplot2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dataset <- read.csv('HumanitarianDay.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "#str(dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Is your homelessness temporary?\n",
    "### For most it is temporary, but it's not clear what temporary means because later we find that many of them have been homeless for more than 6 months."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PmGFIGFsHrvNBD5hhSBhbB67zQQ+YYUgYWweu80EPmGFIGFsHrvNBD5hhSBhbB6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\nAn4AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = dataset, aes(x = Temporary)) + \n",
    "    geom_bar() + \n",
    "    geom_text(stat = 'count', aes(label = ..count..), vjust = -1) +\n",
    "    labs(title = \"Is your homelessness temporary\", subtitle = \"Is your homelessness temporary?\") +\n",
    "    xlab(\"Temporary (n/a, no, yes)\") +\n",
    "    ylab(\"Count\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## By Gender\n",
    "### Overwhelmingly male"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IPP1D1GMknfilSDz9Q9RjJJ34pUg8/U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\nObRdst8AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = dataset, aes(x = Gender)) + \n",
    "    geom_bar() + \n",
    "    geom_text(stat = 'count', aes(label = ..count..), vjust = -1) +\n",
    "    labs(title = \"Gender\") +\n",
    "    xlab(\"Gender (male, female)\") +\n",
    "    ylab(\"Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Do you have a mailing address?\n",
    "### Majority do not have a physical mailing address"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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476ZEOFiEcuEkW97hz1yYYKEY9cJIp6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\nRK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = dataset, aes(x = MailingAddress)) + \n",
    "    geom_bar() + \n",
    "    geom_text(stat = 'count', aes(label = ..count..), vjust = -1) +\n",
    "    labs(title = \"Physical Mailing Address\") +\n",
    "    xlab(\"Gender (n/a, no, yes)\") +\n",
    "    ylab(\"Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Length of homelessness\n",
    "### Most have been homeless for less than 2 years, but for as long as 17 years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`stat_bindot()` using `bins = 30`. Pick better value with `binwidth`.\n",
      "Warning message:\n",
      "\"Removed 8 rows containing non-finite values (stat_bindot).\""
     ]
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QrRvngiLCJFAlD5CtG+eCIsIkUCUPkK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\n6A0EjB0AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(dataset, aes(x = Length, fill=Gender)) + \n",
    "    geom_dotplot(stackgroups = TRUE, method=\"histodot\") +\n",
    "    scale_x_continuous(breaks = seq(0,240,12)) +\n",
    "    labs(title = \"Length of homelessness\") +\n",
    "    xlab(\"Length (months)\") +\n",
    "    ylab(\"Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Can you maintain housing opportunity?\n",
    "### Many claim they can maintain housing opportunity. Females are more likely to maintain housing than males."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`stat_bindot()` using `bins = 30`. Pick better value with `binwidth`.\n"
     ]
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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A5QjsGCbAKRHCAdgxahCCK1Zur5FIWm1QAiNab7J6JrEnekCCK1JXukaxLPSAlE\nasrokapJVO0yiNSSmUeaIrGOZCBSS+YiSZpEZ4OBSC1BpBrUGcKFIFJLEKkGdYZwIYjUEkSq\nQZ0hXAgitYRiQw3qDOFCEKkplL8rUGcIF4JIbWFBtpw6Q7gQRGoMLULF1BnChSBSa2haLaXO\nEC4EkVqDSKXUGcKFIFJjmNoVU2cIF4JIbaHYUE6dIVwIIjWF8ncF6gzhQhCpJSzI1qDOEC4E\nkVpCi1AN6gzhQhCpJYhUgzpDuBBEagki1aDOEC4EkVqCSDWoM4QLQaSWUGyoQZ0hXAgiNYXy\ndwXqDOFCEKktLMiWU2cIF4JIjaFFqJg6Q7gQRGoNTaul1BnChSBSaxCplDpDuBBEagxTu2Lq\nDOFCEKktFBvKqTOEC0GkplD+rkCdIVwIIrWEBdka1BnChSBSS2gRqkGdIVwIIrUEkWpQZwgX\ngkgtQaQa1BnChSBSSxCpBnWGcCGI1BKKDTWoM4QLQaSmUP6uQJ0hXEglkeBBpgXZ1mfyINOC\nbOszaQt3pMbQIlRMnSFcCCK1hqbVUuoM4UIQqTWIVEqdIVwIIjWGqV0xdYZwIYjUFrq/y6kz\nhAtBpKZQ/q5AnSFcCCK1hAXZGtQZwoUgUktoEapBnSFcCCK1BJFqUGcIF4JILUGkGtQZwoUg\nUksQqQZ1hnAhiNQSig01qDOEC0GkplD+rkCdIVwIIrWFBdly6gzhQhCpMbQIFVNnCBeCSK2h\nabWUOkO4EERqDHekYuoM4UIQqS08I5VTZwgXgkhNoWpXgTpDuBBEagnrSDWoM4QLQaSW0NlQ\ngzpDuBBEagki1aDOEC4EkVqCSDWoM4QLQaSWIFIN6gzhQhCpJRQbalBnCBeCSE2h/F2BOkO4\nEERqCwuy5dQZwoUgUmNoESqmzhAuBJFaQ9NqKXWGcCH6IqkPRPXzR6SIvEjqUyP182dql1AX\nSf1hXf38KTZkxEVSLx+rnz/lb0NbJPUFTfXzZ0F2ZDsiKY5E9fOnRWgEkVqifv6INIJILVE/\nf0QaQaSWqJ8/Io1sRyTJcSh+/hQbRrRFovzdGsrfGXGR5Bc01c+fBdmMukjyLTbq50+LUEJe\nJPmmT/Xzp2k1gkitUT9/RIrIi6Q+NVI/f6Z2CXWR1B/W1c+fYkNGXCT18rH6+VP+NrRFUl/Q\nVD9/FmRHtiOS4khUP39ahEYQqSXq549II4jUEvXzR6QRRGqJ+vkj0sh2RJIch+LnT7FhRFsk\nyt+tofydERdJfkFT/fxZkM2oiyTfYqN+/rQIJeRFkm/6VD9/mlYjiNQa9fNHpIi8SOpTI/Xz\nZ2qXUBdJ/WFd/fwpNuLfPtcAAAdOSURBVGTERVIvH6ufP+VvQ1sk9QVN9fNnQXZkOyIpjkT1\n86dFaASRWqJ+/og0gkgtUT9/RBpBpJaonz8ijWxHJMlxKH7+FBtGtEWi/N0ayt8ZcZHkFzTV\nz58F2Yy6SPItNurnT4tQQl4k+aZP9fOnaTUiL5L6b/TZL3RNuCNF1EVSf8aYP2JIwjNSQlwk\n9arXouilCFW7jLZI6uswy2UYQVhHMrYjkqJJy8aA1mfzAHQ2GIjUEkSqQZ0hXAgitQSRalBn\nCBeCSC1BpBrUGcKFbEck9XGoeP4UG0ZuEqkfWG/PX6P8/SiUvytQ24mHuEWkfvwybc9fO7Mg\n+zAsyJZT24mHUBeJFqHW0CIUkRdJvulT/fxpWo2Ui/Rv4K+cG4AM+nekDbCRGNyR/gAi/WU2\nEgOR/gAi/WU2EgOR/gAi/WU2EgOR/gAi/WU2EgOR/sTYzTDfdtHZ0Oi4ldlIDEQqp80V3MoI\n3EgMRCqnzRXcygjcSAxEKqfNFdzKCNxIDEQqp80V3MoI3EgMRCqnzRXcygjcSAxEKqfNFdzK\nCNxIDEQqp80V3MoI3EgMRCqnzRXcygjcSAxEKqfNFdzKCNxIDEQqp80V3MoI3EgMRCqnzRXc\nygjcSAxEKqfNFdzKCNxIDEQqp80V3MoI3EgMRCqnzRXcygjcSAxEKqfNFdzKCNxIDEQqp80V\n3MoI3EgMRCqnzRXcygjcSAxEKqfNFdzKCNxIDEQqp80V3MoI3EgMRCqnzRXcygjcSAxEKqfN\nFdzKCNxIDEQqp80V3MoI3EgMRCqnzRXcygjcSAxEKqfNFdzKCNxIDEQqp80V3MoI3EgMRCqn\nzRXcygjcSAxEKqfNFdzKCNxIDESSZSP/pcCNxNhMjkdAJAdsJMZmcjwCIjlgIzE2k+MREMkB\nG4mxmRyPgEgO2EiMzeR4BG2RAJyASAAVQCSACiASQAUQCaACiARQAUQCqAAiAVQAkVrSn/u+\njxv5Tz16+9rLRykCkVoSh1yfR6Pm8DORLIJwlCIQqSVbGH2r3wWiKYpBpJZsSaQ+z+l+5cQO\nkdqyBZHytG529r9SJURqyTZF0o1SACK1ZGsiqUcpAJFaMo466ZpxLtxR/gYo4Td6cwEiQSmI\ndEYkKOVXTuQuQSSACiASQAUQCaACiARQAUQCqAAiAVQAkTL909sxbhzfnhYF3W5xid6Wxd7u\n8vqNL33x3pVPXuHwvPj21O3+sMP7eD5U3d0vB5EyXdelcfvcLQf4d9/9VZE+Vgs0793rH3Z4\nJ/1H3f39ahAp03W73DO2+26A/9GOO0T6A/3b8vt991m2wzVvLKXWA5EyXffahd/QH8Of4aJ8\nPHVd/3JOPnTd8Sl+13XfvGk7mm8chxvc83F8OX597bvd2+UPH/fd7jDZ99Kfl/vu+tmB5yc+\n7cEOZuTZYPzjFN48nWfHP6/2BAUgUqbrPuLUadApDOZDF3mx4d6n75JIV960Hc02TvGt/jQX\n6SX+8Nv6h9NHx58+dUnUcd+H4et04PmJL/fQn2ZvvnThQShOCuObu/Ps+MPW/LNQAiJlhhHc\nh2G26+IA33Xv5/NnGurhf/vT+S3cEuJAv/Zm3tFIGKr7MCd7mYs03EKG+16//uHX4aOn/SjS\na1Rgtu/n4YY5HXh+4vaR6WAjn+Gl89Pwo6/h9Zfkbz7+4GXlp65fDCJlhtH5PIywY/ecx/zx\n8LqfXLHZWR7EX7+ZdzQTaRfeO4YbwSRS3+V62fKH80dtN0/5jXHfyVQ78PzEV3tY1PaewoNV\n+NFdOv7T7PjDZ58qXsHfDSJlhpF4GH5fvw2/8+NA3ZsLkz7T1pU3zxcb6x+ME8NhkrU7fvOB\n2W6mrx+xqDgeeHHiX+8h8jm4cgg/Osk9Hr+8HgIjXMnMMKZOwzxoPzw2hOH1PDyPH45XRLr2\n5vli4+tR/rnrQun5LpHi08504MWJf72HxHCbij86iTQeH5EqwpXMhDE1WBSeKcZBeboi0rU3\nzxcbq6nd6MDb5Q+vpnZrkfrlgZcnfn1qF2oUfXqum7/69qV08DhcyUwYU2/dU3j8TgP8Iz/6\nfynS12+eLzam5/9+mDOmn+mHn/6cig2rj66fkfLbxzizmw68PPH1websulhweAmvv4fN8fg8\nI1UEkTJhJA73g/hs3lmN+CuR+utvni82pop0/JnXadev6x9elb+tapffTt9OB/5qDjgrf89c\nO3Sh1Ge7/5wdn6pdRRApE4de3/W2+Tz8Iv+4dMVK0V++eb7cmNZIhxnWa3pt2Opfzxc/HBZk\n38eftnWk/HaemY0H/vJhajrY/KaVynrxzf3HeXZ81pEqgki+GJejhlH+7QeP3/b3zN79uN7r\nup4FwuMgkhfC889gz9Txve61W7L7tuN09u6+u9blTa9dRRDJC/n5Z2qVW3d/P0SXSg1fQvd3\nRRDJDW+7Vcvp6u8jPUR/vTDH30eqCSIBVACRACqASAAVQCSACiASQAUQCaACiARQAUQCqMD/\nA28dt0uIgCG7AAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(dataset, aes(x = HousingOpp, fill=Gender)) + \n",
    "    geom_dotplot(stackgroups = TRUE, method=\"histodot\") +\n",
    "    #scale_x_continuous(breaks = seq(0,240,12)) +\n",
    "    labs(title = \"Maintain Housing Opportunity\") +\n",
    "    xlab(\"Maintain Housing (n/a, no, yes)\") +\n",
    "    ylab(\"Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Maintain Housing Opportunity (Overall)?\n",
    "### Most claim they can maintain housing opportunity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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akEFsLqvdNA5BNSCSyE1XungcgnpBJY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\nFsLqvdNA5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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = dataset, aes(x = HousingOpp)) + \n",
    "    geom_bar() + \n",
    "    geom_text(stat = 'count', aes(label = ..count..), vjust = -1) +\n",
    "    labs(title = \"Maintain Housing Opportunity\", subtitle = \"Is your homelessness temporary?\") +\n",
    "    xlab(\"Maintain Housing (n/a, no, yes)\") +\n",
    "    ylab(\"Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Do you need mental care?\n",
    "### Most need mental care, but females need it much more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`stat_bindot()` using `bins = 30`. Pick better value with `binwidth`.\n"
     ]
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xFpCSDSwEUrG6ZpXT/72ZZMByuI1P6p3d8RTu0sZDpYQKT2hw1//+5NQiSZTAfb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\nAjDw/zxon1MO0xW7AAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(dataset, aes(x = MentalCare, fill=Gender)) + \n",
    "    geom_dotplot(stackgroups = TRUE, method=\"histodot\") +\n",
    "    #scale_x_continuous(breaks = seq(0,240,12)) +\n",
    "    labs(title = \"Need Mental Care\", subtitle = \"Is your homelessness temporary?\") +\n",
    "    xlab(\"Mental Care (n/a, no, yes)\") +\n",
    "    ylab(\"Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Need mental care (overall)?\n",
    "### Most need it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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yQWavs87BYjuhMSC7V9HnaLEd0JiYXa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\ngg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = dataset, aes(x = MentalCare)) + \n",
    "    geom_bar() + \n",
    "    geom_text(stat = 'count', aes(label = ..count..), vjust = -1) +\n",
    "    labs(title = \"Need Mental Care\", subtitle = \"Is your homelessness temporary?\") +\n",
    "    xlab(\"Mental Care (n/a, no, yes)\") +\n",
    "    ylab(\"Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Do you suffer from Chronic Disease (Overall)?\n",
    "### Most do not suffer from chronic desease."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HHmIlHU585RbzZUiDhzkSjqc+eoNxsq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\nTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = dataset, aes(x = ChronicDisease)) + \n",
    "    geom_bar() + \n",
    "    geom_text(stat = 'count', aes(label = ..count..), vjust = -1) +\n",
    "    labs(title = \"Suffer from Chronic Disease\") +\n",
    "    xlab(\"Chronic Disease (n/a, no, yes)\") +\n",
    "    ylab(\"Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Do you suffer from Chronic Disease?\n",
    "### Most do not suffer from chronic desease. Males and females have similar rates of chronic disease. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`stat_bindot()` using `bins = 30`. Pick better value with `binwidth`.\n"
     ]
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JHMMCIUj80AIrlhaDUcmwFEcoNI4dgM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\nhIMgkhlO7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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(dataset, aes(x = ChronicDisease, fill=Gender)) + \n",
    "    geom_dotplot(stackgroups = TRUE, method=\"histodot\") +\n",
    "    #scale_x_continuous(breaks = seq(0,240,12)) +\n",
    "    labs(title = \"Suffer from Chronic Disease\") +\n",
    "    xlab(\"Chronic Disease (n/a, no, yes)\") +\n",
    "    ylab(\"Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How do you feel about Construction?\n",
    "### Many didn't have an opinion, but most who responded were happy with it. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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o9jJkSqHIxI7XHMhEiVgxGpPY6ZEKlyMCK1xzETIlUORqT2OGZCpMrBiNQex0yI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\nBPx/3nWScRNPgY4AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = dataset, aes(x = Construction)) + \n",
    "    geom_bar() + \n",
    "    geom_text(stat = 'count', aes(label = ..count..), vjust = -1) +\n",
    "    labs(title = \"How do you feel about Construction\", subtitle = \"Is your homelessness temporary?\") +\n",
    "    xlab(\"Construction (n/a, no, yes)\") +\n",
    "    ylab(\"Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Were you evicted in the last 12 months?\n",
    "### Only 7 said they were evicted in last 12 month. The rest probably were evicted 12 months earlier, given that most have been homeless for less than 24 monhts. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CmKet3jqE/WZBixR5GiqNc9jvpkTYYR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\nEnAG/x9Y6rIjvZ5c+AAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = dataset, aes(x = Eviction12)) + \n",
    "    geom_bar() + \n",
    "    geom_text(stat = 'count', aes(label = ..count..), vjust = -1) +\n",
    "    labs(title = \"Evicted in last 12 months\", subtitle = \"Is your homelessness temporary?\") +\n",
    "    xlab(\"Eviction (n/a, no, yes)\") +\n",
    "    ylab(\"Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## List of organizations that have helped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [1] -                                           \n",
      " [2] skid row housing                            \n",
      " [3] pastor Andy/mission                         \n",
      " [4] missions                                    \n",
      " [5] none                                        \n",
      " [6] the mental health                           \n",
      " [7] santa monica/opcc?                          \n",
      " [8] all of them                                 \n",
      " [9] sro                                         \n",
      "[10] will work with case worker probation officer\n",
      "[11] union mission                               \n",
      "[12] skid now housing                            \n",
      "[13] LA mission                                  \n",
      "[14] LA mission, midwiser mission                \n",
      "[15] LA mission, midwiser mission, St Vincent    \n",
      "[16] vet affairs                                 \n",
      "[17] LA missions                                 \n",
      "[18] social needs                                \n",
      "[19] unions, all missions                        \n",
      "[20] downtown mental health                      \n",
      "[21] downtown clinics                            \n",
      "[22] disability clinic                           \n",
      "22 Levels: - all of them disability clinic ... will work with case worker probation officer\n"
     ]
    }
   ],
   "source": [
    "print (unique(dataset$Orgs))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.3.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}