diff --git a/Template.ipynb b/Template.ipynb index 736c821..e750e14 100644 --- a/Template.ipynb +++ b/Template.ipynb @@ -92,9 +92,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.0" + "version": "3.6.9" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/crime/Crime Rhythm Maps.ipynb b/crime/Crime Rhythm Maps.ipynb index 2231778..1692e6b 100644 --- a/crime/Crime Rhythm Maps.ipynb +++ b/crime/Crime Rhythm Maps.ipynb @@ -59,7 +59,6 @@ "import numpy as np\n", "import metapack as mp\n", "import rowgenerators as rg\n", - "import publicdata as pub\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set(color_codes=True)\n", @@ -75,12 +74,27 @@ "source": [ "# Clarinova Place Codes, short names for San Diego places\n", "cpc = rg.dataframe('gs://1tvXZKjyh5tdKHF2TUbQvW0hJoSjoG6dK4pA2SD-2pu4#1') #Google Spreadsheet\n", - "incidents = rg.dataframe('http://s3.sandiegodata.org/repo/clarinova.com/crime-incidents-casnd-7ba4-r3/incidents-csv.zip')\n", - "\n", + "incidents = rg.dataframe('https://s3.amazonaws.com/s3.sandiegodata.org/repo/clarinova.com/crime-incidents-casnd-7ba4-r3/incidents-5y.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "incidents['datetime'] = pd.to_datetime(incidents['date']+' '+incidents['time'])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ "# Merge in the community codes to get the community names\n", "incidents = incidents[incidents.community!='NONE']\\\n", - " .merge(cpc[['name','code']], left_on='community', right_on='code', how='left')\n", - "\n" + " .merge(cpc[['name','code']], left_on='community', right_on='code', how='left')" ] }, { @@ -94,14 +108,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [ { 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { @@ -145,6 +159,11 @@ } ], "source": [ + "def proc_group(t):\n", + " t = t.count()[['id']].unstack()\n", + " t.columns = t.columns.droplevel()\n", + " t = t.sort_index(ascending=False)\n", + " return t\n", "\n", "def plot_single_heatmap(t, title, ax=None):\n", " t = t.count()[['id']].unstack()\n", @@ -173,14 +192,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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/RVM9rplsO9fn5Cpm972GkgyPAQ6gfMFZSkmqyyljqR5PXzfgJobHUcb4LV8vgIinUyZQmc56PR/OzEsi4t8o4zePZqDb22wyN4/J3Gxu3oC5ec5fe6q6kofMzRu6CnPzemY6q/Y/UWqo/73pggOlGX4l8K/RN0NiROxCqfE9oandeByl5vfveus0Ce1HzcMNar2ai+erwPOizBzZ2/dD6Zu5MzOvo9QmHxplUoveeptSal/PZPqVBr14Jjpnd6TUkvQn5ruxrvZjmIqKwwceH0X5gtKb7fA3ze8H9L3mtpRWgqk4G/iriPibvu03B140yXZ3pHTL6k/M21MG5sMUjrXpgvdpyj/JQcAF/fsbx7mU92DwvLyUMg7rN5SxfdtRuiz2OwLYlnLbCBj73G1CGScxrLWMfY18gtJd8XnA5Zn5vTHWGcuhUW4F0HMYZXzIWDWJw+x/Mv/d/F6vVSYinkr50Bz3XDYGZ8mdi9eeqt6kHkf37WuEcl30uyNlttxf9q23Getm8h28tqd77qe7/8lM9bhmsu1cn5PZfq+htCpuRTm2SzPzT81nzteA51C6s/Un595n6r8NxPB3lJzxnGmuN+iDlLx0TERM5YvTTJib12duNjebm9dnbt6QuXlD5uYBM7qPc2b+NiJe07zoByj3vvpdU7N5IvCNiDiD0uXoZZRuB72L4L8pA8s/HKVr0c+Ae1G6A12Y49/y4ChKreQ3o9zjbmvK9Oi/G1jvnynJ/zsRcQqlpuHZlAvmddncK2waeknjpRGxU2aOVUuzBDgkysx336LUDB3exAglMUzXc6NMYrKMknD/Dvh/mfmz5vkvULrlvSdKl41bKV3xBsdFjOcdlKnjz4+Id1GO8/lw++yp43XhWAK8JiI+S+keshMlcfS+NE31WD9Jef8OAMaceGbAFylfAN8ZEfehnOeHNTG/KTP/EGXm0RcAJ0a5Dcm3KVPz/yPlNhm9yRYuoiSVN0aZPOW3zX62Zng3APtHxOHAeZnZG2vxGcr/xDNYd9/Rqbg7ZQbNTwL3oXxofp1yD8p+w+5/MudSvlS/MiJ2pfxP7U35MvQLmtq5zLwiyr34XhwRNwM/pUxuM5MCwpRee6qy3Pfzs5Tr9q6Ua+HJrJukomdJs/yciPgc5cvQC1g3PnPw2p7uuZ/u/mfruGay7Vyfk1l9rwEy8/sRcS1lsqkT+566iFIYuIV1957sj+HoJnmeT2lBejmlNe0d01xvMJ61EXEEpVvdKay7XdSsMzdvwNxsbjY3m5snY27ekLl5wGzcx/lUSi3BYyPi+U0Q/0mZuW015V53r6X8sz4mM7/SrHMzpWb7bJpbSzTbnEL5px5TZn6HMivnLyi32zis+X3ewHrfoMzK9m1KQn875UP30Mw8YYjjvIDSVelJlEQ41tiDl1LuIfYUStewZ1A+RHtTxz9mjG0mcyDl1iAnUT6cX5Vl6ncAmlrgAyndw94E/CvlH+ONU9l5Zv6R0jXifMoXmjdRZkE9plllrDFWUM75OyjjEU6mJL7zKbWaa5nisWbmtynXxkrGH/PWv/5ayvk9gTJL7LsoifdllLEbZOatlHN+YrPOScD+lGvx0b0uYs3vJ1DuKfrqZvtL2LDGfDpeQ/kyejLlOu3F/VvKNQRTm1Gz52WULxAnUr5cvp9y24H+2TZnsv8JNS1QB1Ouh30o3T6fTvlC/tcD3WGeQfnQ+ifKrW2uZ92MjHP92lP1PMo9Fx8NvJPyGfjsgXU+QBlzsyfli+/LKa1t96cUAta7toc499Pa/xRN5bhmsu2cnpM5eq+hTG4Ffd0nKeM/Ab6cmbePeeqL4Q3AfSmfLc+j3Nv2Eb1ualNdb5zj/BYlZz4+Ip415DFNlbl5HXOzudncbG6ejLl5gLl5QyOjo1OZo0AbqyhTtf8xB2ZKjYijKMn3Hpn5izmO4SfAD3LdPTE3ShGxBNgxMx8y6cod3L/G57nfkOdEGp65ef6YmzdenvsNeU5mZjZanLWwvRO4oekOBUAzbudgStemq+byxSPiUZRugB+Zy9dpW0Tck9LlbU6Oc673r/F57jfkOZFmzNw8D8zNGy/P/YY8JzM3ozHO2iicQRlH9eVmzNsopRvGQ4DDc8N7aM6KpuvgQZQugd9noDvfxiIinkCZlOVRlC87H19I+9f4PPcb8pxIs8bcPIfMzRsvz/2GPCezxxbnymXm+ZSJTVZSxlCdQJko5umZeepE287QataN/zokp3Zfw4Xoz5SxWiuAZ/TP6rpA9q/xee435DmRZoG5ec6ZmzdenvsNeU5miWOcJUmSJEmagF21Z8HoVf++IGsfRra6U9shDG30z5PdUrKjFm/WdgRDGVmgcQOMLv9V2yEMZ+0Gt8tdMEbue9LIbO7v+JGYk8/YY0dzVuNUx/zmvQsyN7N408nX6aK1qydfp6u22aXtCIazaqp3N+ue0Rt/3XYIQxnZbJu2QxjeXY4wN8+QXbUlSZIkSZqABWdJkiRJkiZgV21JUqdZwytJUrfUmJstOEuSOq3G5CxJUpfVmJtrPGZJkiRJkqbMFmdJUqdZwytJUrfUmJtrPGZJkiRJkqbMFmdJUqdZwytJUrfUmJurLThHxAHAcuBS4Djg/sDXgHdm5poWQ5Mk9akxOWvmRlff0nYIQxnZZue2Qxja6PKftx3CUEZW/LLtEIYyunpl2yEM76br245gONtv3nYEnVFjbq6y4BwRbwP2A7YHrgV+C7wfeAZwEvCK9qKTJElaWBZqoVmSpqrKgjPwJOB+wI7Az4EdM3NtRCwBvtdqZJKk9Yy0HYAkSVpPjbm5xlb2ns0z8/fA0Zm5tlm2LbBpizFJkiRJkjqm1oLze4HvR8TizDwVICIeBnyf0lVbktQRi+boR5IkDafG3Nz1+OZEZr4PeB9wRETco1l8NXAQdfY8kCRJkiSNo8oxzhFxArAv8BPg3yLi6Mw8A7gmIj4OfLDVACVJt6uyhleSpA7rQm6OiDdRJnceBT6cmSc2d046EdgS+ExmvqFZ9wHAqcB2wFeBl2Tm6um8XheOuQ1PAp6Qma8AHgG8OSIObp6zxVmSOqTG7mCSJHVZ27k5Ih4FPIZyS+F9gVdExD7AacBTgHsDfx0RBzabnAG8PDP3ppT3Dp/uMVfZ4kw5WaMAmXlFRBwEnB8RN/SWS5IkSZLmT0TsAOwwxlPLM3N570FmfiUiHp2ZqyNiF0q5dgfgisy8stnXGcDBEfFjYMvM/Gaz+enA8ZShu1NWa8H5c8BFEXFUZi7LzMuaFuezgenf2XzFDbMd37xY0DUEo2vajmA4K//YdgRDGd1s27ZDGN5Ps+0IhrPl9D+KOuO+s7s7W4clSeqWOczNRwLHjrH8eOC4/gWZuSoijgeOppTvdgau61vlOmDXCZZPS5XfRzKzd+Jv7Fu2FHgQ8JGWwpIkSZKkmp0E3H2MnzHvfJSZxwJ3Au4G7M36bYMjwFpKmXes5dNSa4szmXnBGMt+RanlkCR1RJU1vJIkddhc5eamO/byydaLiHsBW2TmpZn554j4PGWisP5uqTsB1wLXAHcdY/m0+H1EktRpbU9AIkmS1teB3Lwn8KGI2DwiNqNMCPYBICLinhGxGHgOsCQzfwmsjIj9mm3/AVgyzDFLkiRJkrQgZOa5wDnA94DvAF/PzE8DhwJnAT8GLgfObDZ5LvCfEXE5sA3w7um+ZrVdtSVJC4M1vJIkdUsXcnNmHseGE4ZdAOwzxrrfBx48k9frwjFLkiRJktRZtjhLkjrNGl5JkrqlxtxswVmS1Gk1JmdJkrqsxtxc4zETEZtExCsj4p0R8YiB545rKSxJkiRJUgfV2uL8AWAx8EPgYxHxocx8S/PckxkYZC5Jak+VNbyasZGRkbZDGM5N0761aCeMbLIlo6tubjuMoYyuua3tEIZz241tRzC8xYvbjmBIo20H0Bk15uZaC877ZuY+ABHxMeBLEfHnzDwJWKCZVpIkqR0LtdAsSVNVY2UBwKKI2BogM28AnggcGRHPxaokSeqURXP0I0mShlNjbu56fHPlZOC7EfG3AJn5a+AJwFuAe7cZmCRpfSNz9CNJkoZTY26usuCcmR8EPgw8LCLu0Sy7HLgvcHybsUmSJEmSuqXKgnNEnAA8DrgzsDQingeQmTcCz2wzNknS+mrsDiZJUpfVmJu7Ht9ceRLw+Mx8BfAI4M0RcXDzXNd7CUiSJEmS5lGts2rfXjjOzCsi4iDg/Ii4AScHk6ROqbWGV5KkrqoxN9dacP4ccFFEHJWZyzLzsqbF+Wxg82nvbdECbaRec2vbEQxtZKs7tR3CUEZX/rHtEIazdlXbEQxvl13ajmA4m2/RdgSSJElq1FhZQGYeDxwH3Ni3bCnwIOAjLYUlSRpDjeOoJEnqshpzc60tzmTmBWMs+xVwZAvhSJLG0fVEKklSbWrMzTUesyRJkiRJU1Zti7MkaWGwhleSpG6pMTfXeMySJEmSJE2ZLc6SpE6zhleSpG6pMTdbcJYkdVqNyVmSpC6rMTfXeMySJEmSJE2ZLc6SpE6zhleSpG6pMTdXWXCOiEdO9HxmfnW+YpEkSZIkdVuVBWfgjcBDgUuAkYHnRoHHzHtEkqQxdaFWOyLeBDyDkiM+nJknRsQBwInAlsBnMvMNzboPAE4FtgO+CrwkM1e3E3nFttml7QiG8+fr245gKCObbMHomtvaDmM4axfov+cmW7QdwfBW/KHtCIaz9Zq2I+iMLuTm+VZrwflA4MvASZn5xbaDkSSNr+3kHBGPolSo3h/YFPhxRFwAnAY8CvgVcE5EHJiZS4AzgMMy85sR8WHgcOB97UQvzY8FW2iWNJS2c3MbajxmMnMV8ELgYW3HIknqtsz8CvDoptX4zpRK5x2AKzLzymb5GcDBEbE7sGVmfrPZ/HTg4BbCliRJs6jWFmeAewO/joh7ZObPewsj4sWZ+cEW45Ik9RkcTzNbImIHSgF40PLMXN6/IDNXRcTxwNHA54Cdgev6VrkO2HWC5ZIkbTTmKjd3WZUtzhFxAvAKYG9gaUQ8r+/pl7QTlSRpnh0JXDnGz5FjrZyZxwJ3Au5GyR+jfU+PAGspeXWs5ZIkaQGrtcX5ScADM3N1RLwb+L+IuDUzP0edFSiS1FlzWMN7EqUr9aD1Wpsj4l7AFpl5aWb+OSI+T5korH+WmJ2Aa4FrgLuOsVySpI1Gja2vtRacR2haBDLziog4CDg/Im5g/ZYCSdJGqumOvXzSFWFP4PiIeDglRzwF+ADw9oi4J6WV+jnAaZn5y4hYGRH7ZeZS4B+AJXNzBJIkab7UWnD+HHBRRByVmcsy87KIOBg4G9h8ujsbucPdZj3AebFo07YjqM/Nf2w7guFstX3bEQxv1aq2IxjOqHV4PW3XamfmuRHxYOB7lFbmszLz001l61nAFsC5wJnNJs8FPhQR2wHfBd7dQtiSJM2ZtnNzG6osOGfm8RHxNeDGvmVLI+JBwFHtRSZJGtSF5JyZxwHHDSy7ANhnjHW/Dzx4XgKTJKkFXcjN863KgjPc/oVncNmvGGdSGEmSJElSnaotOEuSFoYRp2yUJKlTaszNNbayS5IkSZI0ZbY4S5I6bdGIE6VJktQlNeZmC86SpE6rsTuYJEldVmNutqu2JEmSJEkTsMVZktRpFVZqS5LUaTXm5moLzhHxeOBgYFdgLXAtsCQzz2o1MEmSJElSp1RZcI6INwEPBs4ArqNUmuwEvCgiHpqZR7cZnyRpnZEKJyCRJKnLaszNVRacgUOAe2fm2v6FEfEp4EeABWdJ6ogaJyCRJKnLaszNtRacV1K6aF89sHx34Nb5D0eSJM2m0RW/bDuE4dzyh7YjGM6q29qOYHhb7dh2BMO54VdtRzC8Xwx+BV8YRhcv3KLTyC5tR7DwLdx3f2aOAi6OiJ9SumqPAjsDewOHthiXJGlAjbXakiR1WY25ucrbUWXml4DXABcDCZwHvJlScN6rxdAkSZIkSR1TZYtzRJwAPAi4HHgmcFRmfrV57iXAB1sMT5LUZ1GFE5BIktRlNebmKlucgScBB2bmK4CHA2+OiIOb5yrseCBJkiRJGk+VLc6UwvEoQGZeEREHAedHxA295ZKkbrA2U5KkbqkxN9dacP4ccJKjtCMAACAASURBVFFEHJWZyzLzsqbF+Wxg8+nubHTVLbMe4LxYvKbtCIb3x1+3HcFwbr6p7QiGs2pV2xEM77rftB3BcO6wXdsRdEaNE5BIktRlNebmKrtqZ+bxwHHAjX3LllLGPX+kpbAkSZIkSR1Ua4szmXnBGMt+BRzZQjiSpHHUWKstSVKX1Zibq2xxliRJkiRpqqptcZYkLQwjFd7yQpKkLqsxN1twliR12qIKu4NJktRlNeZmu2pLkiRJkjQBW5wlSZ1W4wQkkiR1WY252RZnSZIkSZImYIuzJKnTRqhvAhJJkrqsxtxcbcE5IhYB/ww8FdgJuA34OfCZzPx0m7FJktapsTuYJEldVmNurrmr9juBvYC3AUuBU4FPAC+NiGPaDEySJEmS1B3VtjgDj8nMfQAi4jzgq5n58Ij4IvAD4M2tRidJAuqs1ZYkqctqzM01F5w3iYg7Z+b1wF2BrZrlmwGr2wtLkiTN2JpVbUcwnOt/03YEw9lm27YjGN51V7YdwXBuWtF2BEO7/pjL2w5hKHf+5O5th6AW1VxwfjvwnYj4OvA3wGsj4p7ABcBxbQYmSVpn0Uh9E5BIktRlNebmasc4Z+bpwN8CnwMOyMxPAb8CHpiZH2kzNkmSJElSd1RbcI6I3YCVwDLg1ubxXYBtmr8lSR0wMjI3P5IkaTg15uaau2qfQ5lV+1pg8G0aBfac94gkSRvoeB6VJKk6XcjNEXEs8Mzm4TmZ+eqI+AjwcODmZvnxmXl2RBwAnAhsSbn98Bum+3o1F5z3Ay4GjsjMpW0HI0mSJEmaXFMQfhzwQEqj5/9GxNOAfYFHZuZ1fetuCZwGPIoyNPeciDgwM5dM5zWrLThn5oqIOBw4jHIf5+GtuGFWYpp3m23WdgTD22SBXrq33Dz5Ol1068q2Ixja2i/9tu0QhjKy3e/bDmFoI4+Z5f1VOAGJJEldNle5OSJ2AHYY46nlmbm87/F1wFGZeVuz3U+A3Zqf0yJiF+Bs4HjgwcAVmXlls+4ZwMGABeepysxllDHOkiRJkqR2HQkcO8by4+m781FmXtb7OyL2onTZfgSwP3AE8Cfgf4AXATdRCto91wG7TjewqgvOkqTu6/pkIZIk1WYOc/NJwOljLF8+xjIi4j6Uuav+NTMTeFrfcycDzwfOpHTn7hkB1k43MAvOkqROW2TBWZKkTpmr3Nx0xx6zkDwoIvYDzgKOzMxPR8T9gL0z86xmlRFgFXANcNe+TXeiTBA9LRacJUmSJEkLRkTcDfgCcEhmXtgsHgFOiogLKd2zXwx8FLikbBL3BK4EnkOZLGxaLDhLkjrNycEkSeqWDuTmo4EtgBMjorfs/cBbKRM/bwqclZmfAoiIQymt01sA51K6b0+LBWdJkiRJ0oKRma8EXjnO06eMsf4FwD4zeU0LzpKkTnOIsyRJ3VJjbrbgLEnqNGfVliSpW2rMzdUWnCNiE8r05LdQ+rj/J/Ao4FvA0Zn5hxbDkyRJkiR1RLUFZ+BUYGvKAPFXUGZbOwR4CvBB4BnthSZJ6unABCSSJKlPjbm55oLzX2Xm/SNiMXBNZj6sWf7jiLi0zcAkSZIkSd1Rc8F5bUTsDWwPbB8Re2TmVRFxJ8r05ZKkDlhU4TgqSZK6rMbcXHPB+dXAl4BFwLOBJRHxQ+DBwDFtBiZJkmZo9cq2IxjOQp1x55Zb2o5geIsXtR3BcJbf3HYEQ3v/zzZvO4ShvPGmG9sOQS2qtuCcmf8H7NZ7HBHfBB4BvDEzL28tMEnSehZqOUKSpI1Vjbm52oJzROw2xuJlvecy8+p5DkmSNIYak7MkSV1WY26utuAMnAPsBVzLhvfwHgX2nPeIJEmSJEmdU3PBeT/gYuCIzFzadjCSpLGNUN8tLyRJ6rIac3O1BefMXBERhwOHATMrOP/ut7MS07zbaZe2Ixjebbe2HcFwVq1qO4Lh/MUd2o5gaCN/uU3bIQxn5Zq2I5AkSVKj2oIzQGYuoxnXLEnqphrHUUmS1GU15uaqC86SpO4bqfFmkZIkdViNuXmB3rhOkiRJkqT5YYuzJKnTRqzilSSpU2rMzRUesiRJkiRJU2eLsySp02qcgESSpC6rMTdbcJYkdVuFE5BIktRpFeZmu2pLkiRJkjSBalucI+KLwJGZ+Yu2Y5Ekja/GCUgkSeqyGnNzhYd8u78BzouIoyJi07aDkSRJkiR1U80F518DDwf2AX4WEa+JiN1bjkmSNGBkZGROfiRJ0nBqzM01F5xHM/O3mfl84ADgjsD5EXF1RHy95dgkSZIkSR1R7Rhn4PYqjcy8Ang18OqIuCOwZ2tRSZLWU+M4KkmSuqzG3Fxzwfn1Yy3MzN8Dv5/nWCRJ4+l41y1108g2d207hKGMLl6g066Mrm07gqGNbL5d2yEMZXTHO7UdwtCO+fc/tR3CcO6wY9sRdEeFubnmgvNlEbHbeE9m5tXzGYwkSZIkqZtqLjifA+wFXEtft+3GKHbXlqROqLE7mCRJXVZjbq654LwfcDFwRGYubTsYSZIkSVI3VVtwzswVEXE4cBgws4Lz7nvNSkzz7g/Xtx1BfTbbvO0IhnPbbW1HMLSR7TZrO4Th3HPbtiPojJFF9Y2jkiSpy2rMzdUWnAEycxmwrO04JEnjq3D+EUmSOq3G3Fxh73RJkiRJkqau6hZnSVL31TgBiSRJXVZjbq7wkCVJkiRJmjpbnCVJ3VbhBCSSJHVahbnZgrMkqdNqnIBEkqQuqzE3W3CWJGkSEXEs8Mzm4TmZ+eq+514OPCMz928e7wacAdwZSOC5mXnT/EYsSZJmk2OcJUmdNrJoZE5+pioiDgAeBzwQeADwoIh4WvPcXwKvHdjkFOCUzLwX8G3gmNk4D5IkdUXbubkN1bY4R8QmwIuAs4HllC8+Dwa+A7w1M1e2GJ4kaY5FxA7ADmM8tTwzl/c9vg44KjNva7b7CbBbRGwOfAB4I/D85rlNgUcCT222PR34CvCauTgGSZI0P6otOAMfbX6fCbwT2AZ4L3AQcBrwnJbikiT1mcNbXhwJHDvG8uOB43oPMvOy3t8RsRely/Z+wFsp+eLKvm3/AliRmaubx9cBu85q1JIktazG21HVXHC+f2beDyAiHg78VWaOAksi4sfthiZJmgcnUVqEBy0fYxkRcR/gHOBfgT2A3TLzXyJi/77VFgGjA5uunWmgkiSpXTUXnG+KiPs0LQmXA3cDro6IXYBb2w1NktQzMkdTdzbdsccsJA+KiP2As4AjM/PTEXEacJ+IuJTSY2mniPgM8Dxg+4hYnJlrgLsC187JAUiS1JK5ys1dVnPB+V+A8yPi68DNwCUR8U3gQcA/tRqZJGmdlruDRcTdgC8Ah2TmhQCZ+cK+5/cHjsvMQ5rHFwOHAJ+kjH1eMt8xS5I0p+yqXY/M/EZEBPBY4J6UW4b8BnhFZl7TanCSpC45GtgCOLGkDQDen5nvH2f9I4CPRsQbgKuBZ899iJIkaS5VW3Bu7rMJ5VYh3+57alFE7JaZV7cQliRpQNu9wTLzlcArJ3j+ImD/vse/7H+slqxZmDfHGNlu97ZDGM7K37cdwfA2277tCIYysmjTtkMY2uhWi9sOYTibbd52BJ3Rdm5uQ7UFZ8oEL3tRxp713vrR5u9RYM+W4pIkSZIkdUjNBef9gIuBIzJzadvBSJLGNrKowmptSZI6rMbcXG3BOTNXRMThwGHAzArON6+YlZjm3aYLt4sPa9a0HcFwblugE7Yv1LiB0T+vnnylDhrZfLO2Q+iMGu8VKUlSl9WYm6stOANk5jJgWdtxSJIkSZK6q+qCsyRpAahxBhJJkrqswtxcYSO7JEmSJElTZ4uzJKnTahxHJUlSl9WYmy04S5I6rcaZOyVJ6rIac3OFdQWSJEmSJE2dLc6SpE6rcP4RSZI6rcbcbIuzJEmSJEkTqLbFOSKekpn/1fz9IuCJwCrg7Mz8TKvBSZJuV+M4KkmSuqzG3Fxzi/OxABFxHPAc4OPAZ4BDI+I/WoxLkiRJktQh1bY493ka8JDMXAkQEf8D/Aj4t1ajkiQV9VVqS5LUbRXm5poLzltHxF2Aa4DtgJXN8q2A1a1FJUlaT433ipQkqctqzM0VHvLtvg6cD+wHvA8gIv4e+AFwcotxSZIkSZI6pNoW58z8R4CI2BLYqVn8U+CgzPxha4FJktZT4wQkkiR1WY25udqCc0Ts1vdwTfN4Re+5zLy6ncgkSZIkSV1SbcEZOAfYC7iWDYe3jwJ7zntEkqQNjNRXqa3ZsMUd245gOIs3azuC4Wyza9sRDG9kcdsRDGfRwv0aP/L3B7YdwnAW8DmfbTXm5prf/f2Ai4EjMnNp28FIksZWY3cwSZK6rMbcXG3BOTNXRMThwGHAzArOW2w5KzHNuy12aDuC4d10Q9sRDOeWW9uOYDh3+ou2IxjelivajmA4i6v9eJYkSZpURBwLPLN5eE5mvjoiDgBOBLYEPpOZb2jWfQBwKuVuSl8FXpKZ07qTUs2zapOZyzLzxW3HIUmawKI5+pEkScNpOTc3BeTHAQ8EHgA8KCKeDZwGPAW4N/DXEdEbF3AG8PLM3JsyTPfw6R6yTRqSJEmSpNZFxA7AWN1il2fm8r7H1wFHZeZtzXY/AfYGrsjMK5tlZwAHR8SPgS0z85vNtqcDx9PckniqLDhLkrqtwnFUkiR12tzl5iOBY8dYfjxwXO9BZl7W+zsi9qJ02T6ZUqDuuQ7YFdh5nOXTYsFZktRtdquWJKlb5i43n0RpER60fIxlRMR9KHdL+ldgNaXVuWcEWEuJdnSM5dNiwVmSJEmS1LqmO/aYheRBEbEfcBZwZGZ+OiIeBdy1b5WdKLcevmac5dNiPb4kqdsWjczNjyRJGk7LuTki7gZ8AXhOZn66WXxJeSruGRGLgecASzLzl8DKpqAN8A/Akukesi3OkiRJkqSF5GhgC+DEiOgtez9wKKUVegvgXODM5rnnAh+KiO2A7wLvnu4LWnCWJHWbfaMkSeqWlnNzZr4SeOU4T+8zxvrfBx48k9e04CxJ6ja7VUuS1C0V5mbr8ftExKfajkGSJEmS1C3VtjhHxJdZf1pygH0j4kKAzHzM/EclSdpAhbXakiR1WoW5udqCM2XQ+GuAY4ArKffz+hDl5tqSJEmSJAEVd9XOzPcAjwdeCOyemRcBN2bmVzLzK60GJ0laZ9Ec/UiSpOFUmJs7Ht7cyswfAwcA+0TE54DNWw5JkiRJktQxNXfVBiAzbwOOiojHAs9qOx5J0oAKx1FJktRpFebmagvOEbHbwKIEju8tz8yr5z8qSdIGqu4bJUlSB1WYm6stOAPnAHsB11ImBoMyy/ZI83vPluKSJEkztcmWbUcwnG12bTuC4dxyfdsR1Gf7e7QdwfBu+V3bEQxlZLNt2w5BLaq54LwfcDFwRGYubTuYVvzq8rYjGN6KFW1HMJydd247guGsXNl2BMNbtbbtCIZzhzu2HUF3VNgdTJKkTqswN1fYyF5k5grgcOAFbcciSZIkSequmlucycxlwLK245AkTaC+Sm1JkrqtwtxcdcFZkrQAVNgdTJKkTqswN1fbVVuSJEmSpKmwxVmS1G0V1mpLktRpFeZmW5wlSZIkSZqALc6SpG6zileSpG6pMDdbcJYkdVuF3cEkSeq0CnNzhXUFkiRJkiRNXdUtzhFxALAcuBQ4Drg/8DXgnZm5psXQJEmNEat4JUnqlBpzc7UF54h4G7AfsD1wLfBb4P3AM4CTgFe0F50kSZIkqSuqLTgDTwLuB+wI/BzYMTPXRsQS4HutRiZJWqfCcVSSJHVahbm5wkb29Wyemb8Hjs7Mtc2ybYFNW4xJkiRJktQhNRec3wt8PyIWZ+apABHxMOD7lK7akqQuWDRHP5IkaTgV5uZqu2pn5vsiYsnAJGBXAwdl5mVtxSVJGlBhdzBJkjqtwtxcbcE5InYD1ja/+90YEbtl5tVtxCVJkiRJ6pZqC87AOcBelBm1B6tMRoE95z0iSdKGKqzV1iy45Ya2IxjOzde1HcHwttix7QiGs3ZV2xEMZ82tbUcwvDW3tR3BUEb/8LO2QxjayJ1neYcV5uaaC877ARcDR2Tm0pnsaPTCS2Ynonl288euaTuEoW218+ZthzCUm3/9w7ZDGMrWuyzM8w1w09Ur2w5hKNv+9Ma2QxjayNvbjkDSvFuohWZJmqKOD8GeO5m5AjgceEHbsUiSJlDhBCSSJHVahbm55hZnMnMZsKztOCRJE6iwO5gkSZ1WYW7ueLlekiRJkqR2Vd3iLElaAKzilSSpWyrMzRUesiRJkiRJU2eLsySp2yocRyVJUqdVmJstOEuSus2+UZIkdUuFubnCQ5YkSZIkaeo2ioJzRGzadgySpDmyaGRufrSgmOslqUMqzM0bRcEZ+NZ0N4iITSLilRHxzoh4xMBzx81aZJIkaTZMO9dLkjRbNpaC880Rses0t/kA8EDgWuBjEfH6vueePGuRSZJmZtEc/WihGSbXS5LmQoW5eWOZHGxr4MqI+BVwU29hZt5/gm32zcx9ACLiY8CXIuLPmXkS0O1+ApIk1WeYXC9J0qzYWArOrxxim0URsXVm3pyZN0TEE4GlEXEDMDrL8UmShtXxMU+aN8PkeknSXKgwN28sBecfDrHNycB3I+KIzLwgM38dEU8AzgPuPLvhSZKGVmFy1piGyfWSpLlQYW7ueE/yKfsdcEPf7xuAH0y0QWZ+EDgIuKJv2eXAfYHXzVmkkiRpGNPO9ZIkzZaNosU5M2+vAIiIzYDnADHRNhGxG3Br39/9Pj/bMUqShrSxVPFqRobJ9ZKkOVJhbt4oCs79MvM24PSI+DYTtxyfA+xFmVV7sK/BKLDn3EQoSZJmYhq5XpKkWbFRFJwjYse+hyPAvsAdJtlsP+Bi4IjMXDqT1x952MKc0HPrVWvbDmFoI9tv3nYIQ9lm7cKcd25k04VbrbjtH29tO4ShjBz4iMlXqkWF46i0oWnn+h3vM9chzY3Fm7UdwfDW3NZ2BMNZs7LtCIaz2fZtRzC0kW3u1nYIw1l+xeTr1KLC3LxRFJwp451GWddyfD3wzxNtkJkrIuJw4DBgRgVnSdIcWrj1Nppd0871mkcLtdAsaTgV5uaNouDcP+5pmtstA5bNcjiSJGmWDZvrJUmaDRtFwTkiFgFHAwcCmwL/B7wlM1e3GpgkaeZGutEdLCK2A74OHJSZV0XE44C3A4uB7wKHZeZtzYSTZ1BubZjAczPzprbi3liY6yWpQzqSm+fTxlJ7+1bgMcC7gBOBh1G+zEiSNGMR8RDga8DefYs/DDwrM+8LbAU8v1l+CnBKZt4L+DZwzHzGuhEz10uSWrNRtDgDTwD2zcxVABFxDvB94FWtRiVJmrk5qtSOiB2AHcZ4anlmLh9YdjjwMuDjfcsWA9tFxGJgC+CWiNgUeCTw1Gad04GvAK+ZxdBrZa6XpK6or8F5o2lxXtRLpACZeSuwaoL1JUkLxcjI3PzAkcCVY/wcORhCZh6WmRcPLD4CuIhyW8O/AM5sfq/o6z58HbDr7J+UKpnrJakr5i43d9bG0uJ8aUT8J/AeyoybrwB+0G5IkqSOO4nSIjxosLV5AxGxE3ACcF9KYfvE5uctlDzUb+He+69bzPWSpNZsLAXnlwHvptxWahFwHvDyViOSJM2OOaqAbrpjT1pIHscjgB9l5s8BIuJDwGcprdXbR8TizFwD3JXSIq2ZM9dLUld0u3F4TmwsXbXvR+kKdz3wW+ABlDFlkiTNhR8BD46IuzSPnwJ8q+lKfDFwSLP8+cCSFuLbGJnrJUmt2VhanD8EfBC4lA27yEmSFrIOjnnKzJ9ExDHAlyNiNfAz4MXN00cAH42INwBXA89uKcyNjblekrqig7l5rm0sBedbM/Ok6WwQEY+c6PnM/OrMQpIkbWwyc4++vz8KfHSMdX4J7D9/UVVj2rlekqTZsrEUnC+PiH0z89vT2OaNwEOBS9iwl/4o5V6RkqS2bSyDijRTw+R6SdJcqDA3L+iCc0T8kFLI3Rb4ekT8nL5bU2Tm/SfY/EDgy8BJmfnFOQ1UkjS8CruDaZ0Z5npJ0lyoMDcv6IIzM5hNMzNXRcQLgRcCFpwlSeomZ86WJLVuQRecM3NGs2lm5k+B185SOJKkuVBfpbb6zDTXS5LmQIW5eUEXnGciInab6PnMvHq+YpEkSZIkdVe1BWfgHGAv4FrGnhxsz3mPSJK0oQrHUUmS1GkV5uaaC877ARcDR2Tm0hntaXTtrAQ030Z/sKLtEIY2umaB3sJzYV4qjC7kmRNXrG47gqGM3OunbYcwvHvM8v7qy82SJHVbhbm52oJzZq6IiMOBw4CZFZwlSVK3rFqglcOrFnJN5QK1xY5tRzCcW5e3HcHwRldNvk4Xbb5D2xGoRdUWnAEycxmwrO04JEkTqLA7mCRJndaR3BwR2wFfBw7KzKsi4iPAw4Gbm1WOz8yzI+IA4ERgS+AzmfmG6b5W1QVnSZIkSdLCExEPAT4E7N23eF/gkZl5Xd96WwKnAY8CfgWcExEHZuaS6byeBWdJUrfZc1WSpG6Zo9wcETsAY/WJX56Zg+MTDgdeBny82XYrYDfgtIjYBTgbOB54MHBFZl7ZrHcGcDBgwVmStBHpSHcwSZLUmLvcfCRw7BjLjweO61+QmYcBRERv0U7AhcARwJ+A/wFeBNwEXNe36XXArtMNzIKzJEmSJKkLTgJOH2P5pLPhZeYvgKf1HkfEycDzgTMptxvuGWGIe91YcJYkdZsNzpIkdcsc5eamO/ZQU8ZHxP2AvTPzrGbRCLAKuAa4a9+qOwHXTnf/FpwlSZIkSQvdCHBSRFxI6Z79YuCjwCVARMQ9gSuB51AmC5sWp1yRJHXbyMjc/EiSpOF0MDdn5g+AtwJLgR8Dl2bmpzJzJXAocFaz/HJK9+1pqbrFOSIeT5lRbVdKP/drgSV9zfuSJEmSpI7KzD36/j4FOGWMdS4A9pnJ61RbcI6IN1GmJj+DMrPaCKW/+4si4qGZeXSb8UmSChuHJUnqlhpzc7UFZ+AQ4N6Zud6MahHxKeBHgAVnSeqCGrOzJEldVmFurnmM80rGvn/X7sCt8xyLJEmSJKmjam5xPgq4OCJ+SumqPQrsDOxNGTwuSeqC+iq1JUnqtgpzc7UF58z8UkQEZZzzzpTW92uASzLTFmdJkiRJElBxwTkidmv+vKr56blLRJCZV897UJKkDS2qsFpbkqQuqzA3V1twBs4B9qLcgmrwnR8F9pz3iCRJG6ovN0uS1G0V5uaaC877ARcDR2Tm0raDkSRJkiR1U7UF58xcERGHA4cBMys433H3WYlp3t3y1bYjGN7a0bYjGMotV69sO4Sh/GYBD/vf5f5bth3CULbYdbfJV6pFhbe8kCSp0yrMzdUWnAEycxmwrO04JEnSLNt027YjGM7a1W1HMLzNFug5X3VT2xEMZ6Geb4A1C7MhgVv/1HYEalHVBWdJ0gJQX6W2tPAs5EKcpOmrMDdbcJYkdVuF3cEkSeq0CnPzorYDkCRJkiSpy2xxliR1W32V2pIkdVuFudkWZ0mSJEmSJlBti3NEPBV4KrATcBvwc+CzmfmNVgOTJK1vUYXV2pIkdVmFubnKFueIeB3wj8AlwCjwTeDXwGnNvZ0lSZIkSQIqLTgDhwBPzcz3AU8DDsjMdwB/A/xLq5FJktY3Mkc/kiRpOBXm5lq7am8BbAXcDGwJ3LFZfhOwtq2gJEljqPCWF5IkdVqFubnWgvPpwNKIOA94PPCRiNgN+C/gk20GJkmSJEnqliq7amfmCcBRwA3Av2TmScAfgOdn5n+0GpwkaX0VdgeTJKnTKszNtbY4k5kXABf0Pb4J+GF7EUmSJEmSuqjagrMkaYGocByVJEmdVmFutuAsSeq2+nKzJEndVmFurnKMsyRJkiRJU2WLsySp2xZVWK0tSVKXVZibLTjPhjW3th3BUD78iZVthzC0hdpV4tcLtF/L/os2bzuEoeWFo22HMJQn3nZb2yFIkiSpYcFZktRtFU5AIklSp1WYmy04S5K6rcLkrFmwdnXbEQxpbdsBDGfNAu4lM7K47QiGs2bh9hxcsDbZou0IuqPC3LxQe7xKkiRJkjQvbHGWJHVbhbXakiR1WoW52RZnSZIkSZImYIuzJKnbRqzjlSSpUyrMzdUWnCPiMcAtmfmNiDgK2B/4FnBCZi7gGS4kSZIkSbOpyoJzRPw/4JHAphFxJWUKy/cBfwe8Fzi8xfAkSf0W1TeOSpKkTqswN1dZcAYOBPYBNgeuBnb+/+3df7RlZV3H8fe54wyMozCogAhRovJ11UowDVZCYYgW/ozEKC1hFaBLMWtJ1goJIa2WKRJLlxowSbFYkqhl/Ej5afFDRJNigXyjQoQAwyGSYGaYO3P745zJO8OdO/ds7r3Ps+/zfq2115yzz5l7P3u43O/57ufZz87MjRFxOXBL0WSSpK01uACJJElVa7A2tzc5fWgA7Ao8C1gF7DLavxJYUSqUJEmSJKk+rY44/wnwbwwb6PcCV0TElcARwJqSwSRJ22hwARJJkqrWYG1u74iBzLwA2AfYNzM/BhwL/Bfwu5n5p0XDSZIkSZKq0uqIM5m5btrjW4FbC8aRJG1Pg9dRSZJUtQZrc7ONsySpJxpcuVOSpKo1WJubnKotSZIkSdJcOeIsSapbgwuQSJJUtQZrc3tHLEmSJEnSGBxxngeDZ/5Y6QidHPS0jaUjdPaMp0+WjtDJxsl+Xg+y0/LNpSN0tmrPft6afbD3AaUj1KPBBUgkSapag7XZxlmSVLcGi7MkSVVrsDY7VVuSJEmSpFk44ixJqluDC5BoHvR1NGTQz8tL2LSudILuVuxWOkE3Gx4qnaC7nXcvnaCbzRtKJ6hHg7W5vSOWJEmSJGkMjjhLkuo20dORQ0mSlqoGa7MjzpIkSZIkzaLJxjkizo6Inl7QIkmNGQwWZpMkdg+93QAAFi1JREFUSd00WJubbJyBtwJfjYhfLB1EkrQDg4mF2SRJUjcN1ua60y2cu4CjgHdHxE0RcUxErCwdSpIkSZJUn1YXB5vKzNuBwyLiCOBE4M8i4l+BezPzzWXjSZL+X+VTtyRJak6DtbnVxvn//0tn5pXAlRGxHHgRsF+xVJIkSZKk6rTaOH9s2x2ZuRH4xmiTJNWiwVteSJJUtQZrc5ONc2aeVzqDJGmOKl8sRJKk5jRYm9s7YkmSJEmSxtDkiLMkqUcaXIBEkqSqNVibbZwlSZqDiNgFuAF4bWZ+OyJOBH4TmAK+DrwtMx+PiAOBc4FdgH8A3p6Zk6VyS5KkJ8+p2pKkug0GC7ONISIOBq4D9h893x/4HeBlDO/IMAG8c/T2C4CTMnN/hndxOGF+/iEkSapEBbV5sTniPB9W7Fo6QScH/O1BpSN0t3Fj6QTdLOvp/3JPXVU6QXcb1pdO0M3Tn1s6QT0WqJBGxGpg9QwvPZyZD2+z7wSGjfFfjZ5vAN6Rmd8ffa1bgX0j4oeBlZn51dH7Pg2cDnxinuNLklRO5U3uQujpp3hJkp603wJOm2H/6cD7p+/IzOMBImLL87uBu0f7dgdOAo4DngPcP+2v3g/sM6+pJUnSorNxliTVbWLBrio6i+GI8La2HW3erojYG7gcOC8zr42IQxhe87zFANj8ZEJKklSdhavN1bJxliQ1aTQde85N8rYi4oXAl4CzM/Mjo933AntNe9uzgfs6h5QkSds1w8KdRwBnAiuBizLzfaP3PemFO22cJUl1q/A6qoh4OvBl4JTM3HLdM5l5d0Ssj4hDMvN64NcYjkhrsU1N7fg9NdrwUOkE3ew003IBPTHR04/DOz2jdILuJh8rnaCjnv5eAVg2z1+vgto8WrjzHH6wcOdKYA1wGHAPcGlEHJmZlzNcuPP4zPxqRJzHcO2SsdYf6elvCklSMyoozjM4HtgTeE9EvGe074uZ+QfAW4BzRmfB/wk4u1BGSZIWRp0Ldx4E3JmZd42+1gXAmyLiduZh4U4bZ0mS5igzf2T08KOjbab3/DPD4i1JksbTeeFOtr9A57ws3Nls4xwRPwfclJkPR8RbGX7I+UZm/kXhaJKk6QbtLUAiSVLVFq42P5mFOyeYeYHO7e0fS5ONc0ScBbwYOCYi/hA4GPgCcFREHJiZ7y4aUJIkSZIa8yQX7tzeAp3zsnBnq6fxXwkcnpkPAK8BXpeZnwCOAl5VNJkkaWsTg4XZJElSN3XW5puAiIjnR8Qy4M3A5Zl5N7B+dMtI6LhwZ6uN82PAHqPH9wCrRo9XAWMtSy5JkiRJKisz1wPHAZ8DbgfuAC4evfwW4KMRcQfwNDos3NnkVG3gDODmiPgMcBfwlYi4Evg54ENFk0mStlbnqtqSJLWroto8beFOMvMq4IAZ3vOkF+5scsQ5M/8O+GmGc9tXADcCjwDHZeanC0aTJG1rMLEwmyRJ6qbB2tzqiDOj+3udWTqHJEmSJKluzTbOkqSeqGg6mCRJosnaXPd4uCRJkiRJhTniLEmqW4NntSVJqlqDtdnGWZJUtwknR0mSVJUGa7ON83xY/vTSCToZvPTo0hG66+tZrs0bSyfo5imrdvyeam0uHaCbKW8pL0mSVAsbZ0lS5Xp6okySpCWrvdrc3hi7JEmSJEljcMRZklS3vl6aIUnSUtVgbbZxliTVbeDkKEmSqtJgbbZxliRJS8+G/y6doJvBstIJulm/tnSC7ibXlU7QTZ9H/CZWlE7QzeSjpRN0t7x0gP6zcZYkVa7HHw4lSVqS2qvNTTbOEfGTmXnz6PErgFcDG4EvZOZNRcNJkiRJkqrS3uT0oU8BRMQ7gbOAe4DvAp+KiJNKBpMkbWMwWJhNkiR102BtbnLEeZoTgJdn5lqAiDgXuBn4WNFUkiRJkqRqtNo4L4+ICWAtsGHa/seBzWUiSZJm1ODKnZIkVa3B2tzeEQ99D/gOEIxGlyPicOB64LMFc0mSnmCwQJskSeqmvdrc5IhzZv4sQEQEsNto9wbgtMy8tFgwSZIkSVJ1mmyct8jMnPb4+pJZJEnbUfliIZIkNafB2tzqVG1JkiRJkuak6RFnSVIfeI5XkqS6tFebbZwlSXVrcDqYJElVa7A2t3eqQJIkSZKkMTjiPB/WP1g6QTer9iqdoLuNj5RO0M2yp5ZO0M3ko6UTdDexvHSCbjZvLJ2gHg2e1ZYkqWoN1mZHnCVJkiRJmoUjzpKkyrV3VluSpLq1V5ttnCVJdRs4OUqSpKo0WJvbO2JJkiRJksbgiLMkqW4NLkAiSVLVGqzNNs6SJGnpWb+2dIJudn5G6QTdTK4vnaC7Rx8onaCbp+5eOkF3m/r689LjybpPKx2g/2ycJUmVa++stiRJdWuvNvf4tMn8ioiPlM4gSZIkSapPkyPOEbFmht2vj4jdADLz1xc5kiRpexpcuVOSpKo1WJubbJyBh4C3Ah8EHh7tewXwlWKJJEkzGjS4AIkkSTVrsTa3d6oAyMyTgV8Bfhm4OzPPBx7KzPNHjyVJkiRJAhptnAEy8yrgNcA7IuLDwLLCkSRJMxos0CZJkrpprzY32zgDZOZDmflLwB1AT+9FIEmSJElaSK1e47yVzDwXOLd0DknSDBpcgESSpKo1WJttnCVJlat76pYkSe1prza3d6pAkiRJkqQxOOIsSapbg7e8kCSpag3WZhvn+bB+bekE7Vm2c+kEbVm5R+kE3W1aXzpBNw/9R+kE3a0sHUCSJGl+2ThLkurW4AIkkiRVrcHabOMsSapce9PBJEmqW3u1ub1TBZIkSZIkjcERZ0lS3RpcgESSpKo1WJsdcZYkSZIkaRaOOEuS6tbgAiSSJFWtwdps4yxJkpae5U8rnaCTqe9/p3SETgYrn1k6Qner9iydoJtHv1s6QXfLlpdO0M3kutIJVFCzjXNEvAB4NDPvi4jjgRcB12XmXxeOJknaSnvXUUmSVLf2anN7Y+xARPw28CXgxohYA/wycAfwGxFxatFwkqStDQYLs0mSpG4arM2tjjj/OvCjwJ7AbcCzMnN9RJwL3Az8YclwkiRJkqR6NDnizPC4N2Tm3cCHM3P9tNdaPZkgSZWaWKBNkiR1015trjvdwvkc8JWIWJaZ7weIiAOA64CLSgaTJEmSJNWlydHVzPyDiPiZzNw0bfd64LTMvLxULknSDCq/5kmSpOY0WJubbJwBMvMftnmeQBaKI0nangaLsyRJVWuwNrc6VVuSJEmSpDlpdsRZktQXnuOVJKku7dXm9o5YkiRJkqQxOOI8H6Y2l07QzebJ0gm62/z90gm6GSwvnaCbPl/HsmlD6QTdbHq8dIJ69PnnT5KkpajB2mzjLEmqXHvFWZKkurVXm52qLUmSJEnSLBxxliTVbeA5XkmSqtJgbW7viCVJkiRJGoMjzpKkujW4AIkkSVWroDZHxDXAHsDG0a63Ac8D3gcsB87KzI/P1/ezcZYkSZIk9UZEDID9gR/OzMnRvr2BzwAvATYAN0TENZl5+3x8TxtnSVLlyp/VliRJ0y1MbY6I1cDqGV56ODMfnv7W0Z9fjohnAucAjwBXZ+ZDo691MXA0cMZ8ZGu2cY6INwD7Apdl5r9P239iZv55uWSSpK00uACJ5sHkutIJOhks26l0hG6mNpVO0N2ynUsn6GRq3fdKR+hssPuPl47QzSP3lE5Qj4Wrzb8FnDbD/tOB9097vhtwFfAuhtOyrwUuAu6f9p77gYPmK1iTjXNE/AnwUuBbwCkRcXJmXjB6+e2AjbMkSZIkLa6zgE/PsH/6aDOZeSNw45bnEXEecCbwgWlvGwCb5ytYk40z8BrgxZk5GRFnMxzi35CZn8U5gZJUGX8tS5JUl4WpzaPp2A/v6H0RcSiwU2ZeNS3Qt4G9pr3t2cB985Wt1cZ5AEwBZOadEfFa4IqIeHDLfkmSJElSlVYDZ0TEyxhO1T4W+FXggojYHXgUeCNw4nx9w1YvHPsscG1EHASQmbcBbwL+muES5pKkWgwGC7ONISJeFxFfj4hvRcSfjfYdERH/EhF3RsQHdvQ1JElaMgrX5sy8BLgU+CbwDWBNZl4PnAJcA9wCXJiZX5uvQ25yxDkzT4+I6xiuvLZl3/UR8RLgPeWSSZKeqOw53ojYD/gkcDDwXeDqiDgS+BRwGHAPcGlEHJmZl5dLKknSYik//pqZpwKnbrPvQuDChfh+TTbOANPmw0/fdw/DldwkSUvcGLe8OAq4KDPvHf29Y4AXAHdm5l2jfRcwnLlk4yxJ0hLUbOMsSeqJMadVj2Gut7x4PvB4RHyR4W0MLwFu44m3vNhnYWJKklSZhavN1bJxliS1ak63vGBYK38GeDnwv8AXgXVsvZjkvN7yQpIk1cXGWZJUt8HCXEc111teAA8AV2bmgwAR8QWG07I3TXvPvN7yQpKkqi1Qba6ZjbMkqXLFp4NdApw/uib6EeBI4GLg9yLi+cBdwJuBNeUiSpK0mIrX5kVn4zwf1n2vdIJulq8qnaC7iZ7+6DZ4PUhx69eWTtDJ1Lp+5oalV0oz86aI+BBwHcN7RV4BfAK4A/gcsDNwGcNmWpIkLUE97T4kSc2o4IRTZq7hiSPKVwEHFIgjSVJZFdTmxdbe5HRJkiRJksbgiLMkqXKe45UkqS7t1eb2jliSJEmSpDE44ixJqluD11FJklS1BmuzjbMkqXJOjpIkqS7t1WYbZ0mStPQMlpVO0M3ylaUTdLd5snSCbtb9V+kEnQxWP690hO5W7FI6QTcrdi2dQAXZOEuS6tbgdDCpd/raNEvqpsHa3GzjHBH7zvZ6Zn5nsbJIkiRJkurVbOMMXAq8ALgP2PaUyRSw36InkiQ9UYNntSVJqlqDtbnlxvkQ4B+Bd2Tm9aXDSJK2p70FSCRJqlt7tbm9Ix7JzO8DJwDHls4iSZIkSapXyyPOZObXgK+VziFJmkWD08EkSapag7W52RFnSZIkSZLmoukRZ0lSH7R3VluSpLq1V5ttnCVJdRs4OUqSpKo0WJvbO2JJkiRJksbgiPM8mHrswdIROhms2KV0hO6mNpVO0MnU+v8uHaGbPp9V3PR46QTdDJaVTlCR9qaDSZJUt/Zqc48/DUuSJEmStPAccZYk1a3PMx4kSVqKGqzN7R2xJEmSJEljcMRZklS59q6jkiSpbu3VZhtnSVLdBu0VZ0mSqtZgbXaqtiRJkiRJs2h2xDkiXggcDewDbAbuA/4+M79eNJgkaWsNLkAiSVLVGqzNTTbOEfEO4ETgYuBmhpP0nw2cExEXZOZHSuaTJElPztT6taUjdLN5snSCzga7Prd0hG4mVpRO0M1j3y2doLu1t5VOII2tycYZeDfw4sx8bPrOiDgT+CfAxlmSqtHedVRS3/S2aZbUUXu1udXGeRJYPsP+lcDGRc4iSZpNgwuQSJJUtQZrc6uN8weBb0bEVcD9wBTwHOBw4JSSwSRJkiRJdWnvqm4gMy8EDgX+EXgM2DB6/NOZ+ZmS2SRJ25pYoE2SJHXTXm1udcSZzLwP+MvSOSRJkiRJdWu2cZYk9USD11FJklS1BmuzjbMkqXJ1T92SJKk97dXm9o5YkiRJkqQxOOIsSapbg9PBJEmqWoO1eTA1NVU6gyRJkiRJ1XKqtiRJkiRJs7BxliRJkiRpFjbOkiRJkiTNwsZZkiRJkqRZ2DhLkiRJkjQLG2dJkiRJkmZh4yxJkiRJ0ixsnCVJkiRJmoWNsyRJkiRJs7BxliRJkiRpFk8pHUDbFxFvBt4HLAfOysyPF440ZxGxC3AD8NrM/HbhOHMSEacBvzR6emlmvrdknnFExBnA0cAUcF5mnlk40lgi4sPAszLzuNJZ5ioirgH2ADaOdr0tM28qGGlOIuJ1wGnAKuDLmfnuwpGkXrE2Ly5rcznW5sVjbe4HR5wrFRF7Ax8EDgUOBE6MiB8tm2puIuJg4Dpg/9JZ5ioijgBeBbyY4b/3SyLiqLKp5iYiDgMOB14EvBR4V0RE2VRzFxGvAI4tnWMcETFg+PN9QGYeONr6UJj3Az4J/ALDn5efiIgjy6aS+sPavLiszeVYmxePtbk/bJzrdQRwdWY+lJmPAhczPGvZBycA7wTuKx1kDPcD78nMxzNzI/AtYN/CmeYkM78C/GxmTjI8y/oU4NGyqeYmIp7B8EPoH5XOMqYtH36+HBH/HBEnFU0zd0cBF2XmvaOf82OA6j9USBWxNi8ua3MB1uZFZ23uCadq1+s5DAvGFvcDBxXKMpbMPB6gRydWyczbtjyOiBcwnBZ2SLlE48nMjRFxOnAy8FngPwtHmqtPAacAP1Q6yJh2A64C3sVwuua1EZGZeUXZWDv0fODxiPgiww+flwCnlo0k9Yq1eRFZm4uxNi8ua3NPOOJcrwmG18RsMQA2F8rSjIj4MeAK4Hcy887SecaRmacBuzMsdCcUjrNDEXE8cE9mXlU6y7gy88bMfGtm/k9mfg84D3h16Vxz8BSGI2a/AfwUcDA9m4onFWZtLsDavHiszUVYm3vCxrle9wJ7TXv+bPo1vap3IuIQhmcqfy8zzy+dZ64i4oURcSBAZj4GfJ7hNTK1OwZ4VUTcApwBvD4iPlo405xExKGj67+2GPCDhUhq9gBwZWY+mJnrgC/Qk9EyqRLW5kVmbV501ubFZ23uCadq1+tK4P0RsTvDa2LeCJxYNtLSFRE/BPwNcExmXl06z5j2A06PiEMZjoS8AVhTNtKOZeYrtzyOiOOAl2fmb5dLNJbVwBkR8TKG08GOBd5eNtKcXAKcHxGrgUeAIxn+3EuaG2vzIrI2Lz5rcxHW5p5wxLlSmfmfDK8vuQa4BbgwM79WNtWSdjKwM3BmRNwy2vrwy5bMvAy4FPgm8A3ghsz8TNlUS1tmXsLW/+ZrMvPGsql2bLS66IcYrqx7O3A38BdFQ0k9Ym1edNZmzZm1WQttMDU1teN3SZIkSZLUKEecJUmSJEmahY2zJEmSJEmzsHGWJEmSJGkWNs6SJEmSJM3CxlmSJEmSpFnYOEs9ExFHR8S1pXNIkqQha7O09Nk4S5IkSZI0C+/jLPVARJwBvAVYC9wJ7A28Afg4cCAwBVwO/D7wYeCRzDw1IvYC7gMOz8xrIuJXgddl5jEFDkOSpCXD2iy1xRFnqXIR8QbgjQyL8MuAXUcvnc2wWP848FLgAOBk4PPAkaP3/DzwAPDK0fPXA59blOCSJC1R1mapPTbOUv2OAD6fmY9k5iSwZrT/SOBjmTmVmRuAT472XQfsExF7MizOHwBeGRErgMOAyxb9CCRJWlqszVJjbJylfhhMezw5+nOC4TQwpj1fnpmbgUuAVwMHA+cAewFvAm7IzP9d+LiSJC151mapITbOUv0uB94UEasjYgL4tdH+LwEnRcQgInYCTgSuGL32eeC9wK2Z+ThwNfDHOBVMkqT5YG2WGmPjLFUuMy9jOAXs68BNwP+MXvpNYA/g1tGWwAdHr10JPIcfFOsvAXsCf7c4qSVJWrqszVJ7XFVbkiRJkqRZOOIsSZIkSdIsbJwlSZIkSZqFjbMkSZIkSbOwcZYkSZIkaRY2zpIkSZIkzcLGWZIkSZKkWdg4S5IkSZI0i/8DLwGB1yZGs7YAAAAASUVORK5CYII=\n", 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\n", 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\n", 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" ] }, "metadata": { @@ -241,16 +260,14 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "scrolled": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] }, "metadata": { @@ -308,10 +325,267 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "t = incidents[incidents.desc=='RESIDENTIAL BURGLARY'].copy()\n", + "t = t.set_index('datetime').groupby(pd.Grouper(freq='H')).count()['id']\n", + "t.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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20.9990420.0476210.158237
11.9994530.0833370.153824
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167.9923370.0059530.129606
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\n", + "
" + ], + "text/plain": [ + " freq amp\n", + "period \n", + "23.998905 0.041669 0.346067\n", + "20.999042 0.047621 0.158237\n", + "11.999453 0.083337 0.153824\n", + "27.998723 0.035716 0.137281\n", + "167.992337 0.005953 0.129606\n", + "7.999635 0.125006 0.106893\n", + "12.922487 0.077384 0.095370\n", + "18.665815 0.053574 0.083372\n", + "11.199489 0.089290 0.082961\n", + "83.996169 0.011905 0.064842\n", + "33.598467 0.029763 0.064258\n", + "5.999726 0.166674 0.062298\n", + "8.399617 0.119053 0.053870\n", + "4.799781 0.208343 0.052602\n", + "7.636015 0.130958 0.050812" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "t = incidents[incidents.type=='ASSAULT'].copy()\n", + "y = t.set_index('datetime').groupby(pd.Grouper(freq='H')).count()['id']\n", + "\n", + "\n", + "x = y.reset_index().index.values\n", + "\n", + "\n", + "def fft(s, N=None, T=1):\n", + "\n", + " import scipy.fftpack\n", + " \n", + " if N is None:\n", + " N = len(s)\n", + " \n", + " yf = scipy.fftpack.fft(s)[:N//2]\n", + " xf = np.linspace(0.0, 1.0/(2.0*T), N/2)\n", + " amp = 2.0/N * np.abs(yf)\n", + " \n", + " df = pd.DataFrame({'freq':xf, 'amp':amp})\n", + " df['period'] = df.freq.rtruediv(1.0).replace([np.inf, -np.inf], np.nan)\n", + " \n", + " return df\n", + "\n", + "f = fft(y)\n", + "\n", + "fig, ax = plt.subplots(2,1, figsize=(20, 6))\n", + "ax = ax.flat\n", + "\n", + "ax[0].set_xlim(0,60)\n", + "ax[0].plot(f.period, f.amp, marker='x')\n", + "ax[0].set_title('Amplitudes, 0 to 60 hours', fontsize=18)\n", + "ax[1].set_xlim(80,180)\n", + "ax[1].plot(f.period, f.amp, marker='x' )\n", + "ax[1].set_title('Amplitudes, 80 to 180 hours', fontsize=18)\n", + "\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "display(f[f.period<180].dropna().set_index('period').sort_values('amp',ascending=False).head(15))" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def pad_to_multiple(d, m):\n", + " \"\"\"Pad data d with zeros to have an even multiple of d\"\"\"\n", + " l = np.ceil(len(d)/m)*n\n", + " r = np.zeros(int(l))\n", + " r[:len(d)] = d\n", + " return r\n", + "\n", + "def reshape_to_multiple(d, m):\n", + " return pad_to_multiple(y.values, m).reshape((-1,m))\n", + "\n", + "plt.figure(figsize=(12,10))\n", + "t = reshape_to_multiple(y.values, 2*168)\n", + "sns.heatmap(t, cmap=\"YlOrRd\").set_title('Hourly HeatMap, 2 Week Rows', fontsize=18);" + ] } ], "metadata": { @@ -331,9 +605,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.0" + "version": "3.7.4" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/education/SchoolVsEnrollmentDemo.ipynb b/education/SchoolVsEnrollmentDemo.ipynb index 6ff534e..6e1351a 100644 --- a/education/SchoolVsEnrollmentDemo.ipynb +++ b/education/SchoolVsEnrollmentDemo.ipynb @@ -9,8 +9,9 @@ }, "source": [ "show_input: hide\n", - "github: \n", - "featured_image: 189\n", + "github: https://github.com/CivicKnowledge/insights.civicknowledge.com/blob/master/education/SchoolVsEnrollmentDemo.ipynb\n", + "featured_image: 186\n", + "identifier: 95089b65-d12e-491e-96f8-3f71b85bf967\n", "authors:\n", "- email: eric@civicknowledge.com\n", " name: Eric Busboom\n", @@ -41,12 +42,33 @@ ] }, "source": [ - "Description\n" + "A descriptive analysis of the differences between the demographics of schools versus the schools' enrollment areas, for schools in the San Diego Unified district. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since [at least the early 1980's](https://www.csmonitor.com/1981/0330/033025.html), San Diego unified has pursued a voluntary busing policy for desegregating neighborhood schools. The core of that policy is Magnet Schools, high-quality schools oriented around specific topics or educational goals, which were preferentially situated in lower-income and minority neighborhoods. Along with a generous city-wide busing program, the magnet schools would encourage higher-income families to voluntarily send their children to schools in lower income areas. The District also made it easier for lower-income parents to send their children to schools in higher-income neighborhoods. \n", + "\n", + "The result of these policies should be a general disparity between the demographics of school enrollment areas and the schools in the areas. This analysis demonstrates several of the datasets in the [Data Library's education collection](https://data.sandiegodata.org/collections/california-department-of-education/) with maps of the demographics of San Diego Unified schools and the school enrollment zones. \n", + "\n", + "The main datasets we'll be using are: \n", + "\n", + "* [San Diego Unified School Enrollment Boundaries](https://data.sandiegodata.org/dataset/sandiegounified-org-enrollment-zones-2014/). Geographic boundaries for schools in the San Diego Unified school district\n", + "* [Enrollment by School](https://data.sandiegodata.org/dataset/cde-ca-gov-enrollment/). School-level enrollment by racial/ethnic designation, gender, and grade for California schools\n", + "* [San Diego Planning Database](https://data.sandiegodata.org/dataset/sandiegodata-org-planning/). A selection of Census and ACS demographics for San Diego county tracts. \n", + "\n", + "An important component of the analysis to a school enrollment zone to tract crosswalk in the [San Diego Unified School Enrollment Boundaries](https://data.sandiegodata.org/dataset/sandiegounified-org-enrollment-zones-2014/) dataset. This crosswalk has, for each tract in San Diego, the portion of the tract that is in each school enrollment zone that the tract overlaps. These proportions can be multiplied by demographic counts and summed to generate census statistics for the school enrollment zone. \n", + "\n", + "( Caveat: we'll be using demographic values from the American Community Survey, which have a sampling error. We're ignoring that error, because it is hard to include in vizualizations, but if we were doing ranking or numerical comparisons, it would be important to include these errors. ) \n", + "\n", + "If you'd like to see how the whole process works, see the [Jupyter notebook available at the link above](https://github.com/CivicKnowledge/insights.civicknowledge.com/blob/master/education/SchoolVsEnrollmentDemo.ipynb). \n" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -76,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -101,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -138,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -163,215 +185,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 5, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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zone_white0.5015880.7086430.4136580.09798870.0345033
zone_asian0.04503960.04281930.1421960.1162450.0177938
zone_hisp0.3166080.1915850.2275880.5358970.78799
zone_population10632.86041.833554.037581.994260.03
school_white0.07420490.412060.2107210.02826090.0366133
school_asian0.01413430.01507540.04990760.01956520.00686499
school_hisp0.7632510.4371860.2476890.7586960.842105
school_population283199541460437
\n", - "
" - ], - "text/plain": [ - " 0 \\\n", - "cdscode 37683386039101 \n", - "school Adams Elementary \n", - "group ELEM \n", - "geometry POLYGON ((-117.112769590475 32.76521105221657,... \n", - "zone_white 0.501588 \n", - "zone_asian 0.0450396 \n", - "zone_hisp 0.316608 \n", - "zone_population 10632.8 \n", - "school_white 0.0742049 \n", - "school_asian 0.0141343 \n", - "school_hisp 0.763251 \n", - "school_population 283 \n", - "\n", - " 1 \\\n", - "cdscode 37683386039119 \n", - "school Alcott Elementary \n", - "group ELEM \n", - "geometry POLYGON ((-117.2058996539639 32.8308577600889,... \n", - "zone_white 0.708643 \n", - "zone_asian 0.0428193 \n", - "zone_hisp 0.191585 \n", - "zone_population 6041.83 \n", - "school_white 0.41206 \n", - "school_asian 0.0150754 \n", - "school_hisp 0.437186 \n", - "school_population 199 \n", - "\n", - " 2 \\\n", - "cdscode 37683386039135 \n", - "school Angier Elementary \n", - "group ELEM \n", - "geometry POLYGON ((-117.1401186688951 32.8082601889782,... \n", - "zone_white 0.413658 \n", - "zone_asian 0.142196 \n", - "zone_hisp 0.227588 \n", - "zone_population 3554.03 \n", - "school_white 0.210721 \n", - "school_asian 0.0499076 \n", - "school_hisp 0.247689 \n", - "school_population 541 \n", - "\n", - " 3 \\\n", - "cdscode 37683386039143 \n", - "school Audubon K-8 \n", - "group ELEM \n", - "geometry POLYGON ((-117.0223109888198 32.70982950149916... \n", - "zone_white 0.0979887 \n", - "zone_asian 0.116245 \n", - "zone_hisp 0.535897 \n", - "zone_population 7581.99 \n", - "school_white 0.0282609 \n", - "school_asian 0.0195652 \n", - "school_hisp 0.758696 \n", - "school_population 460 \n", - "\n", - " 4 \n", - "cdscode 37683386039150 \n", - "school Baker Elementary \n", - "group ELEM \n", - "geometry POLYGON ((-117.1023867589912 32.69688673491444... \n", - "zone_white 0.0345033 \n", - "zone_asian 0.0177938 \n", - "zone_hisp 0.78799 \n", - "zone_population 4260.03 \n", - "school_white 0.0366133 \n", - "school_asian 0.00686499 \n", - "school_hisp 0.842105 \n", - "school_population 437 " - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "##\n", "## Merge into one dataframe\n", @@ -381,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -393,7 +209,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -408,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -456,9 +272,23 @@ " f.tight_layout()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Results\n", + "\n", + "The results of the analysis are shown in groups of three maps, one set for each race/ethnicity of non-hispanic white, non-hispanic asian, and hispanics. The first map in each group is the portion ( from 0 to 1 ) of the total population of the given race/ethnicity. The second is that portion of the school population for that race/ethnicity. The third map is of the absolute difference between the values of the first two maps. \n", + "\n", + "More caveats:\n", + "* The populations in the first maps are for the total population in the enrollment zone, not the population of school-aged children. \n", + "* Each of the three maps map have a different scale. The values associated with a color in the first two maps will be close, but not the same. \n", + "\n" + ] + }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -481,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -503,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -548,9 +378,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.6.9" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/homelessness/Homelessness Land Use.ipynb b/homelessness/Homelessness Land Use.ipynb index 1edafb6..cc4473d 100644 --- a/homelessness/Homelessness Land Use.ipynb +++ b/homelessness/Homelessness Land Use.ipynb @@ -264,9 +264,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -585,9 +583,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1117,9 +1113,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.0" + "version": "3.7.4" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/homelessness/los-angeles-homelessness-by-land-use.ipynb b/homelessness/los-angeles-homelessness-by-land-use.ipynb index 366c63e..226a7a3 100644 --- a/homelessness/los-angeles-homelessness-by-land-use.ipynb +++ b/homelessness/los-angeles-homelessness-by-land-use.ipynb @@ -247,7 +247,6 @@ "execution_count": 8, "metadata": { "hide_input": true, - "scrolled": false, "show_input": "hide" }, "outputs": [ @@ -609,7 +608,6 @@ "execution_count": 13, "metadata": { "hide_input": true, - "scrolled": false, "show_input": "hide" }, "outputs": [ @@ -1186,7 +1184,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.0" + "version": "3.7.4" }, "metapack": {}, "metatab": { @@ -1197,5 +1195,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 -} \ No newline at end of file + "nbformat_minor": 4 +}