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@ericbusboom
Created April 16, 2014 18:58
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{
"worksheets": [
{
"cells": [
{
"metadata": {},
"cell_type": "heading",
"source": "San Diego Crime Time Series Heat Maps",
"level": 1
},
{
"metadata": {},
"cell_type": "markdown",
"source": "This analysis will examine six years of data that was aggregated by SANDAG and processed by the [San Diego Regional Data Library](http://sandiegodata.org) to visualize crime patterns on a weekly and hourly basis. The analysis uses 403,919 crime incidents.\n\nThe data is published in CSV and shapefile form at the [Library's data repository](http://data.sandiegodata.org/dataset/clarinova_com-crime-incidents-casnd-7ba4-extract), but this analysis uses an updated dataset that is only available through Ambry. \n"
},
{
"metadata": {},
"cell_type": "code",
"input": "%matplotlib inline\nimport numpy as np\nimport pandas as pd\nimport ambry\n\nl = ambry.ilibrary()\n\nincidents = l.get('clarinova.com-crime-incidents-casnd-linked-crimes').partition\nplacestats = l.get('clarinova.com-places-casnd-areastats').partition\nattach_name = incidents.attach(placestats, 'placestats')",
"prompt_number": 1,
"outputs": [],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "q = \"\"\"\nSELECT crimes.*, \n city_stats.pop as city_pop, city_stats.land as city_area, \n CAST(city_stats.pop AS REAL)/ CAST(city_stats.land AS REAL) as city_density,\n community_stats.pop as community_pop, community_stats.land as community_area, community_stats.name as community_name, \n CAST(community_stats.pop AS REAL)/ CAST(community_stats.land AS REAL)*1000000 as community_density \nFROM crimes\nLEFT JOIN placestats.areastats AS city_stats ON city_stats.type = 'city' AND city_stats.code = crimes.city\nLEFT JOIN placestats.areastats AS community_stats ON community_stats.type = 'community' AND community_stats.code = crimes.community\nWHERE community != '-'\n\"\"\"\n\ninct = incidents.select(q).pandas",
"prompt_number": 2,
"outputs": [],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "Hour and Day of Week Heatmaps",
"level": 1
},
{
"metadata": {},
"cell_type": "markdown",
"source": "These heat maps are square grids where each hour of the week is represented by a cell. The vertical axis is hour of day, and the horizontal axis is day of week, with Sunday being the area between 0 and 1, etc. The color indicates the number of crimes in that hour of the week, with red being larger than yellow. Note that each grid is scaled independently, so a red square in one heatmap is not comparable to a red square in another heatmap. This visualization is only for looking at the paterns of crimes over time; it doesn't tell you anything about the number of crimes, except the relative relationship between hours in a single grid.\n\nThere are three types of incidents:\n* Crime Cases\n* Arrests\n* Citations\n\nThere are 12 crime categories, expressed as the codes established by the FBI. ( UCR codes. )\n\nFirst we will look at all of the incidents in the city, and then by each type. A grid is blank when there are fewer than 40 incidents of that type and category. "
},
{
"metadata": {},
"cell_type": "code",
"input": "from math import ceil\n\ndef plot_heat_grid(df, legends = None, incident_type=None):\n import numpy as np\n\n if not legends:\n legends = sorted([ l for l in df.legend.unique() if l.strip() and l not in ('-', 'ARSON','HOMICIDE') ])\n\n c = len(legends)\n ncols = 4.\n nrows = ceil(float(c)/ncols)\n\n cmap = plt.get_cmap('YlOrRd')\n\n fig, axes = plt.subplots(nrows=int(nrows), ncols=int(ncols), figsize=(10,10), \n squeeze=True, sharex=False, sharey=False)\n\n fig.set_size_inches(ncols*2.5,nrows*2.5)\n axes = axes.ravel() # Convert 2D array to 1D\n plt.tight_layout(h_pad=2)\n for i, legend in enumerate(legends):\n\n sub = df[df.legend == legend]\n \n if incident_type:\n sub = sub[sub.type == incident_type]\n \n axes[i].set_title(legend.title())\n \n if len(sub) < 40:\n continue\n \n heatg = sub.groupby(['dow','hour'])\n hgcounts = heatg.count()['id'].unstack('hour').fillna(0)\n \n # Converting to an array puts it into a for that\n # matplotlib expects. This probably only works b/c the\n # hours and days of week are 1-based indexes. \n axes[i].pcolormesh(np.array(hgcounts.T),cmap=cmap)\n \n \n",
"prompt_number": 3,
"outputs": [],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "All Crimes",
"level": 2
},
{
"metadata": {},
"cell_type": "code",
"input": "plot_heat_grid(inct)",
"prompt_number": 4,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
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VFYXbb78dI0aMuOWe3kGDBiEyMhKBgYG33OiSfRsxYgTc3d3h6emJWbNmIT4+HhEREXjm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\nIkNhB5iIiIiIDOX/B7EsjNq0mALNAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x12a5b26d0>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "Crime Cases",
"level": 2
},
{
"metadata": {},
"cell_type": "code",
"input": "plot_heat_grid(inct, incident_type='CRIME CASE')",
"prompt_number": 5,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"png": 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B7NmzsWrVKvj5+eHNN9+EmZkZXFxcMHHiRIwbN06tzv5ec6GhoXj99dfRq1cvtG7dusKx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\nROT3/gvi77TaWy7P0QAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x10a97dc50>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "Arrests",
"level": 2
},
{
"metadata": {},
"cell_type": "code",
"input": "plot_heat_grid(inct, incident_type='ARREST')",
"prompt_number": 6,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"png": 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DegYhrFdwfXaR9FjcgQTEHThV6/WqHSbx448/IjY2Fl999RUAYP369Th+/DiW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\nRERERKbFxTARERERmRYXw0RERERkWv8DSCTU7cIhiKkAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x1271bd450>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "Citations",
"level": 2
},
{
"metadata": {},
"cell_type": "code",
"input": "plot_heat_grid(inct, incident_type='CITATION')",
"prompt_number": 7,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"png": 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S9fDVZ0mS+A1r0pkx5osxjomMmzHmjCRJKHu9h3LxjPwcZBj5Ocji8O+KxgMA\n6HUOsjbTxUlGmcPGNiYyXvrkC6+kR0RERESkgRdtJyJqTjopuKzbvbvKxQIApfcMKr0H2dxc0XCS\nSvkl9kQLhffCEzVT3INMRERERKSBBTIRERERkQYWyEREREREGlggExERERFpYIFMRERERKSBq1gQ\nETUjUgcb5YK1badcLAAoLFA2nnRP2XjFxcrG8/FTNh4A6fJFxWMSNUfcg0xEREREpIEFMhERERGR\nBhbIREREREQaWCATEREREWlggUxEREREpIGrWBARNSdCKBcr87JysQCgrFTZeKYKf8Tl5ykbr1jh\nVTYAwNRU+ZhEzRD3IBMRERERaWCBTERERESkgQUyEREREZEGFshERERERBr4JT0iouakRUvlYin9\nJbNChePZtlY2nkULZeOZmysbDwBM+CU9IiVwDzIRERERkYYaC+SEhAR4eXnBw8MDS5YsqbLdsWPH\nYGZmhh9++EHRARLpizlMTcnkyZOhUqnQrVs3+b6cnByEhoaia9euGDRoEPLyFF6OjEgBnIupMam2\nQC4rK8PMmTORkJCAc+fOYePGjUhOTq603RtvvIGwsDAIJdfYJNITc5iamkmTJiEhIUHrvsWLFyM0\nNBQpKSl44oknsHjx4gYaHVHlOBdTY1NtgZyUlAR3d3e4ubnB3NwckZGRiI2NrdBuxYoVePbZZ9Gu\nXTuDDZSoLpjD1NT069cPdnZ2WvfFxcUhOjoaABAdHY0ff/yxIYZGVCXOxdTYVPslvaysLLi6usq3\n1Wo1jh49WqFNbGws9uzZg2PHjkGSpEpjzZ8/X/49JCQEISEhdR81NSmJiYlITEw0SGzmMNUXQ+Zx\nTa5fvw6VSgUAUKlUuH79epVtF8SclX8fENAOIQGOBh8fNQ6Jx69i34lrBonNuZjqg5LzcLUFclXJ\nqWnOnDlYvHgxJEmCEKLKQyKaCU2k6eEJbsGCBYrFZg5TfTFkHteGJEnV5v07L/RQrjNbu5rb1MYd\nhS9dbe+gbLzCfGXjKX3pakCvlTZC/OwR4mcv317w1UklRgSAczHVDyXn4WoLZBcXF2RkZMi3MzIy\noFartdr89ttviIyMBABkZ2djx44dMDc3x4gRI+o8KCKlMIepOVCpVLh27Rrat2+Pq1evwtGRe4XJ\nuHAupsam2gI5ODgYqampSE9Ph7OzMzZt2oSNGzdqtfnzzz/l3ydNmoThw4czmcloMIepORgxYgTW\nrVuHN96AHN/2AAAgAElEQVR4A+vWrUN4eHhDD4lIC+diamyqLZDNzMzwySefYPDgwSgrK8OUKVPg\n7e2NlStXAgCmT59eL4MkqivmMDU1Y8aMwb59+5CdnQ1XV1e8++67ePPNNzF69GisXr0abm5u2Lx5\nc0MPk0gL52JqbCRRD+uoPDifiEgXxpgvxjgmMm7GmDOSJKH84CTlAlpYKBcLAC4pfA5yB9ea29SG\n0ucgl5YqGw9Q9Gp/JgM3GGUOG9uYyHjpky+8kh4RERERkYZqT7EgIqImxtpauVj37ikXCwBUCq99\na6bwR5ylgtsOANq5KBsPALKvKB+TqBniHmQiIiIiIg0skImIiIiINLBAJiIiIiLSwAKZiIiIiEgD\nC2QiIiIiIg1cxYKIqBmR7JRbG1iUlSgWCwBQXKRsPFGmbDyz1srGQ7nC8QA4dlQ+JlEzxD3IRERE\nREQaWCATEREREWlggUxEREREpIEFMhERERGRBhbIREREREQauIoFEVFz4hCgWCjJxFyxWACAcoVX\nxZAU3gckmSoczwD7qJTehkTNFPcgExERERFpYIFMRERERKSBBTIRERERkQYWyEREREREGlggExER\nERFp4CoWRETNiYV1Q4+gapKlsvHKi5WNZ2KhbDxRpmw8ADBrrXxMomaoxj3ICQkJ8PLygoeHB5Ys\nWVLh8W+++QYBAQHw9/fHY489htOnTxtkoER1xRym5sLNzQ3+/v4ICgpCjx49Gno4RFo4F1NjIgkh\nRFUPlpWVwdPTE7t27YKLiwu6d++OjRs3wtvbW25z+PBh+Pj4wMbGBgkJCZg/fz6OHDmi3YkkoZpu\niLQomS/MYWooDZEznTp1wm+//QZ7e/uqx1R+tF7HVCtKrzPcHPcgK7gNJSmYczE1avrkS7V7kJOS\nkuDu7g43NzeYm5sjMjISsbGxWm169+4NGxsbAEDPnj2RmZlZp4EQGQJzmJobFg9kjDgXU2NT7TnI\nWVlZcHV1lW+r1WocPVr13ofVq1dj6NChlT42f/58+feQkBCEhITUbqTUZCUmJiIxMdEgsZnDVF8M\nmce6kiQJTz75JExNTTF9+nRMnTq1Qpv5C76Qfw8Z8AhCQh6tzyGSEUtM/A2Jib8ZJDbnYqoPSs7D\n1RbIkiTpHGjv3r346quvcPDgwUof10xoIk0PT3ALFixQLDZzmOqLIfNYVwcPHoSTkxNu3LiB0NBQ\neHl5oV+/flpt5r89XvtJpXfqcYQ1MFH6e+O6v/91UnZP2XiGuCy0HpevDunrjZC+/zvlYcGCVUqM\nCADnYqofSs7D1b6TXFxckJGRId/OyMiAWq2u0O706dOYOnUq4uLiYGdnV+fBECmNOUzNiZOTEwCg\nXbt2GDlyJJKSkhp4RET3cS6mxqbaAjk4OBipqalIT09HcXExNm3ahBEjRmi1uXz5Mp555hmsX78e\n7u7uBh0sUW0xh6m5uH37NgoLCwEAt27dws8//4xu3bo18KiI7uNcTI1NtcezzMzM8Mknn2Dw4MEo\nKyvDlClT4O3tjZUrVwIApk+fjnfffRe5ubmYMWMGAMDc3Jx7LchoMIepubh+/TpGjhwJACgtLcW4\nceMwaNCgBh4V0X2ci6mxqXaZN8U64bIsVAvGmC/GOCYybsaYM5IkQRQnNvQwqmbs5yArzcjOQa4Q\nyry/ceawkY2JjJfBlnkjIiIiImpueKlpIqLmRMmLU4hy5WIBQJnCK2oofeERxS/sYYB9VEpvQ6Jm\ninuQiYiIiIg0sEAmIiIiItLAApmIiIiISAMLZCIiIiIiDSyQiYiIiIg0cBULIqLmJD9NuVgWNsrF\nAgAovb6twusgK72KRXGBsvGISDHcg0xEREREpIEFMhERERGRBhbIREREREQaWCATEREREWlggUxE\nREREpIGrWBARNSMiO0WxWJLTI4rFAgDczVE2nsJE6V1lA97NVTYeANziyhhESuAeZCIiIiIiDSyQ\niYiIiIg0sEAmIiIiItLAApmIiIiISAMLZCIiIiIiDU1yFYvExESEhISwv0baHzWPv3FzeI1G6dhp\nxUIlWpYipI+HYvH2/vI7Qnp3USzevmNXFB1f4uELio4v8ceDCAlwVC7eqb/Q/498xeJR05+nmnp/\n+miSe5ATExPZXyPuj5rH37g5vMamLvFQqqLx9h35U9F4io/v8AVl452+YdTxqOnPU029P33UWCAn\nJCTAy8sLHh4eWLJkSaVtZs+eDQ8PDwQEBODEiROKD5JIH8xhai50yXWihsK5mBqTagvksrIyzJw5\nEwkJCTh37hw2btyI5ORkrTbx8fFIS0tDamoqVq1ahRkzZhh0wES1wRym5kKXXCdqKJyLqdER1Th0\n6JAYPHiwfHvRokVi0aJFWm2mT58uvv32W/m2p6enuHbtmlYbAPzhT61+lMIc5k9D/tQnXXK9obcH\nfxrfT33mJ+di/hjip66q/ZJeVlYWXF1d5dtqtRpHjx6tsU1mZiZUKpV83/2cJqp/zGFqLnTJdeYx\nNRTOxdTYVHuKhSRJOgV5OGF1fR6RoTGHqblgzpIx41xMjU21BbKLiwsyMjLk2xkZGVCr1dW2yczM\nhIuLi8LDJKob5jA1F7rkOlFD4VxMjU21BXJwcDBSU1ORnp6O4uJibNq0CSNGjNBqM2LECMTExAAA\njhw5AltbW63DIUQNiTlMzYUuuU7UUDgXU2NT7TnIZmZm+OSTTzB48GCUlZVhypQp8Pb2xsqVKwEA\n06dPx9ChQxEfHw93d3e0adMGa9asqZeBE+mCOUzNRVW5TmQMOBdTo1Pnr/dVYseOHcLT01O4u7uL\nxYsXV9pm1qxZwt3dXfj7+4vjx48btL/169cLf39/0a1bN9GnTx9x6tQpg/b3QFJSkjA1NRXff/+9\nwfvbu3evCAwMFL6+vmLAgAF69adLnzdu3BCDBw8WAQEBwtfXV6xZs6bOfU2aNEk4OjoKPz+/Ktso\nmS+6qO8c1qVP5rGy/TX1HK6Krn93Xejyumvj8uXLIiQkRPj4+AhfX1/x8ccf6xXvzp07okePHiIg\nIEB4e3uLN998U5FxlpaWisDAQDFs2DC9Y3Xs2FF069ZNBAYGiu7du+sdLzc3V0RERAgvLy/h7e0t\nDh8+XOdY58+fF4GBgfKPtbW13n+T2mI9cR/nYd0YYi5WrEAuLS0VXbp0ERcvXhTFxcUiICBAnDt3\nTqvN9u3bxZAhQ4QQQhw5ckT07NnToP0dOnRI5OXlCSHu/7EM3d+DdgMHDhRPPfWU+O677wzaX25u\nrvDx8REZGRlCiPsJpw9d+nznnXfkD5sbN24Ie3t7UVJSUqf+fvnlF3H8+PEqE1rJfNFFfeewrn0y\nj5XtrynncFV0/bvrqqbXXVtXr14VJ06cEEIIUVhYKLp27arX+IQQ4tatW0IIIUpKSkTPnj3F/v37\n9R7nsmXLxNixY8Xw4cP1juXm5iZu3rypd5wHJkyYIFavXi2EuP+aH8wZ+iorKxPt27cXly9fViSe\nLlhP/K8d52HdGGIuVuxS00lJSXB3d4ebmxvMzc0RGRmJ2NhYrTZxcXGIjo4GAPTs2RN5eXm4fv26\nwfrr3bs3bGxs5P4yMzPr1Jeu/QHAihUr8Oyzz6Jdu3Z17kvX/jZs2ICIiAj5iw4ODg4G79PJyQkF\nBQUAgIKCArRt2xZmZtWeqVOlfv36wc7OrsrHlcwXXdR3DuvaJ/NY2f6acg5XRde/u65qet211b59\newQGBgIALC0t4e3tjStXrugVs3Xr1gCA4uJilJWVwd7eXq94mZmZiI+Px/PPP6/YUmNKxcnPz8f+\n/fsxefJkAPdPZ3gwZ+hr165d6NKli9bya4bGeuI+zsO6M8RcrFiBXNn6hVlZWTW2qWuS6dKfptWr\nV2Po0KF16kvX/rKyshAbGytf/Uef5Wl06S81NRU5OTkYOHAggoOD8fXXX9e5P137nDp1Ks6ePQtn\nZ2cEBATg448/1qvP2o5Hn0mpLv0ZMod17VMT81j//ppyDtdmHNXlWUNKT0/HiRMn0LNnT73ilJeX\nIzAwECqVCgMHDoSPj49e8V555RW8//77MDFR5mNTkiQ8+eSTCA4OxhdffKFXrIsXL6Jdu3aYNGkS\nHnnkEUydOhW3b99WZJzffvstxo4dq0gsXbGe4DystLrkS93L9YfU9xqHtXne3r178dVXX+HgwYN1\n6kvX/ubMmYPFixdDkiSI+6evGLS/kpISHD9+HLt378bt27fRu3dv9OrVCx4eHgbrc+HChQgMDERi\nYiIuXLiA0NBQnDp1ClZWVnXqsyZK5YsuGmKdTuaxsnnc3HO4Ko1lLdmioiI8++yz+Pjjj2FpaalX\nLBMTE5w8eRL5+fkYPHgwEhMTERISUqdY27Ztg6OjI4KCgpCYmKjXuB44ePAgnJyccOPGDYSGhsLL\nywv9+vWrU6zS0lIcP34cn3zyCbp37y6/h9999129xlhcXIyffvoJS5Ys0StObbGe4DxsCLXNF8X2\nINf3Goe6rvl5+vRpTJ06FXFxcXodEtSlv99++w2RkZHo1KkTvv/+e7z44ouIi4szWH+urq4YNGgQ\nWrVqhbZt26J///44depUnfrTtc9Dhw5h1KhRAIAuXbqgU6dO+OOPP+rcZ23GY+g1MRtinU7msbJ5\n3NxzWNdxGOMaySUlJYiIiMD48eMRHh6uWFwbGxs89dRT+PXXX+sc49ChQ4iLi0OnTp0wZswY7Nmz\nBxMmTNBrXE5OTgCAdu3aYeTIkUhKSqpzLLVaDbVaje7duwMAnn32WRw/flyv8QHAjh078Oijj+p9\niL+2WE9wHlZanfKlzmdEP6SkpER07txZXLx4Udy7d6/Gk+oPHz6s10nuuvR36dIl0aVLF72+zVub\n/jRNnDhRr2+d6tJfcnKyeOKJJ0Rpaam4deuW8PPzE2fPnjVon6+88oqYP3++EEKIa9euCRcXF72+\naHLx4kWdTqrXN190Ud85rGufzGNl+2vKOVyV2v7ddVHd666t8vJyERUVJebMmaNIvBs3bojc3Fwh\nhBC3b98W/fr1E7t27VIkdmJiot6rWNy6dUsUFBQIIYQoKioSffr0ETt37tQrZr9+/cQff/whhLj/\nBajXX39dr3hCCPHcc8+JtWvX6h2ntlhPaOM8rBul52JFl3mLj48XXbt2FV26dBELFy4UQgjx3//+\nV/z3v/+V27z00kuiS5cuwt/fX/z2228G7W/KlCnC3t5eXqpG36V0dHl9D+ib0Lr29/777wsfHx/h\n5+enyDI8NfV548YNMWzYMOHv7y/8/PzEN998U+e+IiMjhZOTkzA3NxdqtVqsXr3aoPmii/rOYV36\nZB4r219Tz+GqVLZd6urB67awsBBqtVp89dVXesXbv3+/kCRJBAQEyHm+Y8eOOsc7ffq0CAoKEgEB\nAaJbt25i6dKleo1PU2Jiot6rWPz5558iICBAXuJK37+HEEKcPHlSBAcHC39/fzFy5Ei9V7EoKioS\nbdu2lQv5+sZ64n84D9fMEHOxJIRCX6MlIiIiImoCFDsHmYiIiIioKWCBTERERESkgQUyEREREZEG\nFshERERERBpYIDdCEydOxLx58xp6GNRMhYSEYPXq1ZU+dvnyZVhZWdW4qH1iYqJBLl2rb9zPP/8c\nKpUK1tbWyMnJUXBk1BDc3Nywe/fuSh8zVA4SGRs/Pz/88ssvDT2MRocFsp7c3NzQunVrWFlZwcrK\nCtbW1rh27ZpB+5QkqdFcGau5c3NzQ4sWLXDz5k2t+4OCgmBiYoLLly/XGGPt2rV1vsJWZb799lt0\n6tSpwv2lpaVwdHREfHx8tc+vLv86dOiAwsJCg+XnkCFD5PeahYUFWrRoId9+8cUX9eq3pKQEr776\nKnbv3o2CggKcPn2aBZSR0Jxn27dvj6ioKBQUFNT4PM6VVF8OHDiAPn36wNbWFm3btkXfvn31ujhN\nVQoKCjBnzhx07NgRVlZWcHd3xyuvvFLhM0bTmTNn0L9/f8XH0tSxQNaTJEnYtm0bCgsLUVhYiIKC\nArRv315+vLS01CD9cnW+xkGSJHTu3BkbN26U7/v9999x586devvgLisr07o9cuRI5OXlYd++fVr3\nJyQkwNTUFGFhYfUyrrrYsWOH/F4bN24c3njjDfn2Z599ptf74tq1a7h79y68vb0VHDEpQXOePXXq\nFH7//Xf8+9//buhhyQw1z1PjUFBQgGHDhuHll19Gbm4usrKy8M4776BFixaK9lNcXIwnnngCycnJ\n2LlzJwoLC3H48GE4ODhUeiVG5qV+WCAbgImJCT777DN4eHjA09MTAPDyyy+jQ4cOsLGxQXBwMA4c\nOCC3f/iUiYcP/Z04cQKPPPIIrK2tERkZibt379bfiyG9jR8/HjExMfLtdevWYcKECVrFXH5+PiZM\nmABHR0e4ubnhvffegxACycnJmDFjBg4fPgwrKyvY29tX2x64v8f5sccew9y5c+Hg4IAFCxZojadF\nixYYPXq01pgAICYmBmPHjoWJiQmOHDmCPn36wM7ODoGBgRWK6fT0dPTt2xfW1tYYPHiwvPciPT0d\nJiYmKC8vBwDk5ORg0qRJcHFxgb29PUaOHFnpNrpy5QoiIiLg6OiIzp07Y8WKFTpt26oK4g8//BAq\nlQrOzs5Yu3atfP+9e/fw2muvoWPHjmjfvj1mzJiBu3fvIiUlRS6MbW1t8fjjj2Po0KG4cuVKvR0Z\nIt2oVCoMGjQIZ8+eBQDExcXB19cXdnZ2GDhwIM6fP6/VPikpCb6+vrC3t8fkyZNx7949rccXLVqE\ndu3aoVOnTtiwYYN8f1W5Atyfo9VqNZYuXQonJydMnjwZ3bp1w7Zt2+Tnl5SUwMHBoc6X66XGIyUl\nBZIk4bnnnoMkSWjZsiVCQ0PRrVs3uc1XX30FHx8f2NvbIywsTD56uGTJEvTq1UvekfH555/Dz88P\nxcXFFfqJiYlBRkYGtm7dCi8vLwD3L1X+9ttvY8iQIQDuH21ZunQp/P39YWVlhbKyMri5uWHPnj0A\ngPnz52PUqFGIioqCtbU1/P39kZqaikWLFkGlUqFjx474v//7P7nP/Px8TJkyBc7OzlCr1Zg3b548\nv6elpWHAgAGwtbVFu3btEBkZaYCt23BYICugsg/p2NhYHDt2DOfOnQMA9OjRA6dOnUJubi7Gjh2L\nUaNGyW+A6g4DFhcXIzw8HNHR0cjNzcWoUaPw/fff87BhI9KrVy8UFBTg/PnzKCsrw6ZNmzB+/Hit\nNrNmzUJhYSEuXryIffv2ISYmBmvWrIG3tzf++9//onfv3igsLJTPi62q/QNJSUno0qUL/vrrL/z9\n73+vMKbo6Gh899138gd+fn4+tm3bhujoaGRlZWHYsGH45z//idzcXHzwwQeIiIiQi2AhBDZs2IC1\na9fir7/+QnFxMT744INKX3tUVBTu3r2Lc+fO4a+//sLcuXMrtCkvL8fw4cMRFBSEK1euYPfu3fjP\nf/6Dn3/+uU7b+9q1aygoKMCVK1ewevVqvPTSS8jPzwcAvPnmm0hLS8OpU6eQlpaGrKwsvPvuu+ja\ntatccOXn52PPnj3YsWMHnJ2dKz0yRPXvwTybmZmJhIQE9OzZEykpKRg7diyWL1+O7OxsDB06FMOH\nD5f3nD3I1Z9//hkXLlxASkqK1p7na9eu4ebNm7hy5QrWrVuHadOmISUlBUDVufLA9evXkZubi8uX\nL2PVqlWYMGEC1q9fLz8eHx8PFxcXBAQE1MfmoQbk6ekJU1NTTJw4EQkJCcjNzdV6PDY2FosWLcLW\nrVuRnZ2Nfv36YcyYMQCA119/HS1atMC///1vpKam4u2338Y333wDCwuLCv3s2rULQ4YMQevWrasd\nz7fffosdO3YgLy8PpqamFeqFbdu2YcKECcjNzUVQUBBCQ0MB3N9RMW/ePEyfPl1uO3HiRFhYWODC\nhQs4ceIEfv75Z3z55ZcAgHnz5iEsLAx5eXnIysrC7Nmza7/xjJle1/Yj0bFjR2FpaSlsbW2Fra2t\nCA8PF5Ikib1791b7PDs7O3H69GkhxP3LSP7jH/+QH9u7d69Qq9VCCCH27dsnnJ2dtZ7bp08fMW/e\nPGVfCBmEm5ub2LVrl/j3v/8t3nrrLbFjxw4xaNAgUVpaKiRJEpcuXRKlpaXCwsJCJCcny89buXKl\nCAkJEUIIsWbNGtG3b1/5MV3ad+jQocaxeXh4iA0bNgghhFi1apUIDAwUQgixePFiERUVpdV28ODB\nYt26dUIIIUJCQsR7770nP/bZZ5+JsLAwIYQQFy9eFJIkibKyMnHlyhVhYmJS6SVvNXP8yJEjFca7\ncOFCMWnSpGrH//D75kHcVq1aibKyMvk+R0dHcfToUVFeXi7atGkjLly4ID926NAh0alTpwpjf3iM\n1LAezLNWVlZCkiQRHh4uSktLxbvvviuee+45uV15eblwcXER+/btE0Lcf/+tXLlSfjw+Pl506dJF\nCHH/72tmZiZu374tPz569Gjxr3/9q8Zc2bt3r7CwsBD37t2TH8/KyhKWlpaisLBQCCFERESEeP/9\n9w2wNcgYJScni4kTJwq1Wi3MzMzEiBEjxPXr14UQQoSFhYnVq1fLbcvKykTr1q3F5cuXhRBCpKen\nC3t7e+Ht7S0WL15cZR+hoaHirbfeqnYcbm5uYs2aNRXu2717txBCiHfeeUcMGjRIfiwuLk5YWlqK\n8vJyIYQQBQUFQpIkkZ+fL65duyZatGgh7ty5I7ffsGGDGDhwoBBCiAkTJohp06aJzMzMmjZPo8Q9\nyHqSJAmxsbHIzc1Fbm4utm7dCgAVvtzzwQcfwMfHB7a2trCzs0N+fj6ys7NrjH/lyhW4uLho3dex\nY0eeg9yISJKEqKgofPPNN5WeXpGdnY2SkhJ07NhRvq9Dhw7IysqqNJ4u7XX5ctmECRPk0yy+/vpr\nTJgwAQBw6dIlbNmyBXZ2dvLPwYMHtU4x0Nyb2qpVKxQVFVWIn5GRAXt7e9jY2FQ7jkuXLuHKlSta\n/S1atAh//fVXja+hMm3btoWJyf+mttatW6OoqAg3btzA7du38eijj8r9DBkyRKf3ITWsB/NsQUEB\nEhMTsWfPHvz222+4evUqOnTooNXO1dW1yvdChw4dcOXKFfm2nZ0dWrVqJd/u2LEjrl69iuzs7Bpz\npV27dlp7+ZydnfHYY4/hu+++Q15eHhISEjBu3DjFtwUZJy8vL6xZswYZGRk4c+YMrly5gjlz5gC4\nP8e9/PLLci61bdsWAOQ87dixI0JCQnDp0iW89NJLVfbRtm1brfytSk3zv6Ojo/x7q1at4ODgIO9l\nfvB+KCoqwqVLl1BSUgInJyd57C+88AJu3LgBAFi6dCmEEOjRowf8/Py0jmI2BSyQDUTzkMb+/fvx\n/vvvY8uWLcjLy0Nubi5sbGzkIqlNmza4ffu23F6zEHFycqpQKF26dImnWDQyHTp0QOfOnbFjxw48\n88wzWo85ODjA3Nwc6enp8n2XL1+GWq0GgAp/65raV/acyowfPx67d+/G4cOHcfToUfnDvEOHDoiK\nipL/6cvNzUVhYSFef/31Wr1mV1dX5OTkyKc3VNeuU6dOWv0VFBRonc+pBAcHB7Rq1Qrnzp2T+8nL\ny6tyNQS+x4xT//79MWvWLLzxxhtwdnbGpUuX5MeEEMjIyNDaqaC5Uszly5fh7Ows387NzdWaey9d\nugRnZ2edcqWy/IiOjsb69euxZcsW9OnTB05OToq9bmo8PD09ER0djTNnzgC4P6euWrVKa467desW\nevXqBQDYvn07jhw5gieeeAKvvfZalXGffPJJ7Ny5UytnK6PU3OXq6iqvwvRg3Pn5+fj9998B3P8+\nwKpVq5CVlYWVK1fixRdfxJ9//qlI38aABXI9KCwshJmZGRwcHFBcXIx3331Xa6INDAxEfHw8cnNz\nce3aNfznP/+RH+vduzfMzMywfPlylJSU4IcffsCxY8ca4mWQnlavXo09e/Zo7bECAFNTU4wePRpv\nv/22/F/7Rx99JJ+nrFKpkJmZiZKSEp3a68rNzQ19+/bFmDFjMGjQIHmvwvjx4/HTTz/h559/RllZ\nGe7evYvExEStf9R0OYLh5OSEIUOG4MUXX0ReXh5KSkoqXYuzR48esLKywtKlS3Hnzh2UlZXhzJkz\nNS6RVNujKCYmJpg6dSrmzJkj7wHJysqq8lxnlUqFmzdv6rScGNWvOXPmICkpCf3798f27duxZ88e\nlJSUYNmyZWjZsiX69OkD4H6OfPrpp8jKykJOTg7ee++9Cl8keuedd1BSUoL9+/dj+/btGDVqFCRJ\nqlWuPDBy5EgcP34cy5cvl4/IUNP3xx9/4MMPP5TnyIyMDGzcuBG9e/cGALzwwgtYuHCh/J2k/Px8\nbNmyBcD9I4JTp07F6tWrsXbtWvz000/YsWNHpf1ERUXB1dUVERER+OOPP1BeXo6bN29i4cKFVT5H\nH05OThg0aBDmzp2LwsJClJeX48KFC/I8vmXLFmRmZgK4/+VmSZK0jt41dk3nlRiRh/97CwsLQ1hY\nGLp27Qo3Nze0atVK67BgVFQUAgIC4ObmhrCwMERGRsoxLCws8MMPP2Dt2rVo27YtNm/ejIiIiHp9\nPaSMzp0745FHHpFva+bJihUr0KZNG3Tu3Bn9+vXDuHHjMGnSJADAE088AV9fX7Rv314uYqtrX5u1\nX6Ojo5GRkaH1Ya5WqxEbG4uFCxfC0dERHTp0wLJly7QKUs34D/en+fvXX38Nc3NzeHl5QaVSYfny\n5RXamZqaYtu2bTh58iQ6d+6Mdu3aYdq0aTUWplW9zupe+5IlS+Du7o5evXrBxsYGoaGh8peyHn6u\nl5cXxowZg86dO8Pe3p6rWBgRBwcHREdH46OPPsI333yDWbNmoV27dti+fTt++uknmJmZAbj/9xw3\nbhwGDRqELl26wMPDA//4xz/kxx4cOnZ2dkZUVBRWrlyJrl27AqhdrjzQsmVLPPPMM0hPT69wpIia\nLhWFN0sAACAASURBVCsrKxw9ehQ9e/aEpaUlevfuDX9/fyxbtgwAEB4ejjfeeAORkZGwsbFBt27d\nsHPnTgDA9OnTER4ejrCwMNjb22P16tV4/vnnK3zRD7hfD+zatQteXl4IDQ2FjY0NevbsiZycHHlv\ndE0qmzerux0TE4Pi4mJ5BY5Ro0bJc+Gvv/6KXr16wcrKCk8//TSWL18ONzc3nbebsZMET2YlIiJS\nxL/+9S+kpqZWWEaRiBqXavcgT548GSqVSmstv4fNnj0bHh4eCAgIwIkTJxQfIJG+mMfU2DGHG4ec\nnBx89dVXmDZtWkMPxahlZGRg4MCB8PX1hZ+fn3xkaf78+VCr1QgKCkJQUBASEhIaeKTUnFVbIE+a\nNKnaBI2Pj0daWhpSU1OxatUqzJgxQ/EBEumLeUyNHXPY+H3xxRfo0KEDhgwZgr59+zb0cIyaubk5\nPvroI5w9exZHjhzBp59+iuTkZEiShLlz5+LEiRM4ceKEUV/Vk5q+agvkfv36wc7OrsrH4+LiEB0d\nDQDo2bMn8vLycP36dWVHSKQn5jE1dsxh4zd16lQUFRXhs88+a+ihGL327dsjMDAQAGBpaQlvb2/5\nC24865OMhZk+T87KytJab0+tViMzMxMqlUqrHZdLotqqz0lSlzxmDlNd1Fcecy4mQzF0Dqenp+PE\niRPo1asXDh48iBUrViAmJgbBwcFYtmwZbG1ttdozh6m26prDeq9i8XDHVSWvEKLeft555x3214j7\nawgP91tZHjflbV7f/TWH11jfHu6TczH70/fH0IqKivDss8/i448/hqWlJWbMmIGLFy/i5MmTcHJy\nwquvvmrwHFZ6mzKeccXTh14FsouLCzIyMuTbmZmZFa76RmTsmMfU2DGHqbEpKSlBREQExo8fj/Dw\ncAD3r/D2YBmy559/HklJSQ08SmrO9CqQR4wYIS9lc+TIEdja2lY4pEdk7JjH1Ngxh6kxEUJgypQp\n8PHxkS/HDABXr16Vf9+6dWu1q7YQGVq15yCPGTMG+/btQ3Z2NlxdXbFgwQL5al7Tp0/H0KFDER8f\nD3d3d7Rp08ZorsMdEhLC/hpxf0prjHncHP7GzeE1KqUx5jDQ9P/GTb0/Qzl48CDWr18Pf39/BAUF\nAQAWLlyIjRs34uTJk5AkCZ06dcLKlSsNPhaltynjGVc8fdTLhUIkSdL7XBBqPowxX4xxTGTcjDFn\njHFMZLyMMV+McUxkvPTJF71WsSAiIiKqV+VHlYuVn6pcrAfuZCsaTuyOVzZeUYmi8UxGPqtoPFg6\nKxuvjvRexYKIiIiIqClhgUxEREREpIEFMhERERGRBhbIREREREQaWCATEREREWlggUxEREREpIHL\nvBEREVHjoeDSbOLmecViyTEPKLgMHYALf0tRNF6Xhe6KxhNpyl4SXOo2VNF4dcU9yEREREREGlgg\nExERERFpYIFMRERERKSBBTIRERERkQYWyEREREREGriKBRERETUerRyUi2XeWrlY/59kZa5ovJPZ\nLRWNh7+nKRrO/ctWisYThRmKxqsr7kEmIiIiItLAApmIiIiISAMLZCIiIiIiDSyQiYiIiIg0sEAm\nIiIiItLAVSyIiIio8TBro1goybaLYrEeEPZnFI33zEhlV8X491ZFw+GfbdsqGk9qYa1ovLriHmQi\nIiIiIg01FsgJCQnw8vKCh4cHlixZUuHx7OxshIWFITAwEH5+fli7dq0hxklUZ8xhauyYw9SUZGRk\nYODAgfD19YWfnx+WL18OAMjJyUFoaCi6du2KQYMGIS8vr4FHSs1ZtQVyWVkZZs6ciYSEBJw7dw4b\nN25EcnKyVptPPvkEQUFBOHnyJBITE/Hqq6+itLTUoIMm0hVzmBo75jA1Nebm5vjoo49w9v+xd/9h\nUZXp/8Dfg6DrD0RARGRQVFBQfhamZuiYIa4papShpaSE5H5ss9orXVsT2v0otlub6bZqS6aRpv2E\nUsmv5phhir+tNEUSRVQWFBRkFRie7x9+OHtGYRiGM3CGeb+ua66LmXm4n3uGm8M9h3Oe8/PP2L9/\nP/7xj3/g1KlTSE1NRVRUFM6cOYMxY8YgNTW1tVMlO2byGOScnBz4+fnB19cXABAXF4eMjAwEBgZK\nY7y8vHDixAkAwI0bN+Du7g5Hx3vDJicnS1/rdDrodLrmZ09tgl6vh16vt0ps1jC1FGvVsZI1DLCO\nqWHW3BbL9ezZEz179gQAdOnSBYGBgSgsLERmZib27NkDAIiPj4dOp6u3SU5+fZ30tW5UGHSjwq2e\nM9kGffZp6PedUSSWRgghGnry008/xTfffIP33nsPAJCeno4DBw5g5cqV0pja2lo8/PDDOHPmDMrL\ny7Flyxb89re/NZ5Eo4GJaYiMKFkvrGFqLUrVjFI1rGROZB9aol7y8/MxatQo/PTTT+jduzdKS0sB\nAEIIuLm5SfeNcqr+TrkEbl5SLtb/EUcyFI1Xu/KEovH+8kW1ovFe2ztM0XiagSOUi9UjyeIaNrkH\nWaPRNBpg6dKlCAsLg16vR15eHqKionD8+HE4OztblBCRkljDZOtYw9RWVVRUIDY2FitWrLinVjUa\njVm132zt2isf0/8+RcM5JNxUNN7i4H8rGg9Xryobr7pS2XgWMnkMsre3NwoKCqT7BQUF0Gq1RmP2\n7duHJ554AgDQv39/9O3bF6dPn7ZCqkRNxxomW8capraouroasbGxmDFjBiZPngwA8PT0xJUrVwAA\nly9fRo8ePVozRbJzJhvkiIgI5ObmIj8/H1VVVdi8eTNiYmKMxgQEBGDnzp0AgKKiIpw+fRr9+vWz\nXsZETcAaJlvHGqa2RgiBhIQEDBo0CPPnz5cej4mJwfr16wEA69evlxpnotZg8hALR0dHrFq1CtHR\n0TAYDEhISEBgYCDWrFkDAEhKSsKiRYswa9YshIaGora2Fm+88Qbc3NxaJHmixrCGydaxhqmtyc7O\nRnp6OkJCQhAefucEu2XLlmHhwoWYOnUq0tLS4Ovriy1btrRypmTPTJ6kp9gkPDGEmkCN9aLGnEjd\n1FgzasyJ1EuN9aL4SXq3SpSL9X9EWZ6yAY/vVTScyFH2GGTNfQpfSW/II8rF8n7R4hrmlfSIiIiI\niGRMHmJBREREpCai4FvFYmn6jFMslhTTwUnReMK/WNF4Gv8AReOhk4ey8bqHKBvPQtyDTEREREQk\nwwaZiIiIiEiGDTIRERERkQwbZCIiIiIiGZ6kR0RERDZD4/OwcsGqSpWLVafsrLLxOrgoG6/4grLx\namqUjees7EmJluIeZCIiIiIiGTbIREREREQybJCJiIiIiGTYIBMRERERybBBJiIiIiKS4SoWRERE\nZJ8c2isfs2N3ZeNVK7vqhKbPfYrGU1xHhS9dbSHuQSYiIiIikmGDTEREREQkwwaZiIiIiEiGDTIR\nERERkQwbZCIiIiIiGa5iQURERLaj/LxysVz8lYtVp3MvRcNpbl9XNJ7Sq0SIsjxF42lqKhWNZynu\nQSYiIiIikmm0Qc7KykJAQAD8/f2xfPnyesfo9XqEh4cjKCgIOp1O6RyJmoU1TLaONUxtzezZs+Hp\n6Yng4GDpseTkZGi1WoSHhyM8PBxZWVmtmCHZO40QQjT0pMFgwMCBA7Fz5054e3tjyJAh2LRpEwID\nA6UxZWVlGDFiBL755htotVqUlJSge3fjRbI1Gg1MTENkRMl6YQ1Ta1GqZpSqYSVzIvtgzXrZu3cv\nunTpgpkzZ+LHH38EAKSkpMDZ2RkvvfSS6ZyufahcItY4xKLmprLxrp1SNl4XZQ8BUfwQC7cA5WJ1\nnmhxDZs8BjknJwd+fn7w9fUFAMTFxSEjI8Now7xx40bExsZCq9UCQL0bZeDOJ8M6Op2OezhIotfr\nodfrrRKbNUwtxVp1rGQNA6xjapg1t8V3i4yMRH5+/j2Pm9PMJC//XPpaNyIQuocCTYwme6L/7kfo\n9/6oSCyTDXJhYSF8fHyk+1qtFgcOHDAak5ubi+rqaowePRrl5eV44YUXMGPGjHtiyTfKRHJ3/5FO\nSUlRLDZrmFqKtepYyRoGWMfUMGtui821cuVKbNiwAREREXjzzTfRrVu3e8YkL3isxfMi26AbGQzd\nyP8etpOydJPFsUw2yBqNptEA1dXVOHLkCHbt2oXKykoMHz4cw4YNg7+/Ff5tQdRErGGydaxhshdz\n587Fa6+9BgBYvHgxXn75ZaSlpd070LlPC2fWREqvwtCtv7LxHDsrGk5z72eY5nHspHBAy5hskL29\nvVFQUCDdLygokP6FV8fHxwfdu3dHx44d0bFjR4wcORLHjx/nhplUgTVMto41TPaiR48e0tfPPvss\nJk6c2IrZkL0zuYpFREQEcnNzkZ+fj6qqKmzevBkxMTFGYyZNmoTvv/8eBoMBlZWVOHDgAAYNGmTV\npInMxRomW8caJntx+fJl6esvvvjCaIULopZmcg+yo6MjVq1ahejoaBgMBiQkJCAwMBBr1qwBACQl\nJSEgIADjxo1DSEgIHBwckJiYyA0zqQZrmGwda5jaomnTpmHPnj0oKSmBj48PUlJSoNfrcezYMWg0\nGvTt21eqcaLWYHKZN8Um4dJC1ARqrBc15kTqpsaaUWNOpF5qrBeNRgNR/Z1yAR3aKxerzq1iZeM5\nKHzRY4WPQcatEmXjtXdRLJSmwxiLa5hX0iMiIiIiklH4YwkRERGRFVljr6+SfuOhbLyqUmXjKb3H\nt5OyFx5R/PVaiHuQiYiIiIhk2CATEREREcmwQSYiIiIikmGDTEREREQkwwaZiIiIiEiGq1gQERGR\nfaqtUj6mYydl47V3VTae2im9TrOFuAeZiIiIiEiGDTIRERERkQwbZCIiIiIiGTbIREREREQyPEmP\niIiI7JM1LltdU6lwvJvKxlOa0ic6Kn2So4W4B5mIiIiISIYNMhERERGRDBtkIiIiIiIZNshERERE\nRDJskImIiIiIZLiKBREREdknta8QYQ03rygbr3NPZeNxFQsiIiIiIvVptEHOyspCQEAA/P39sXz5\n8gbHHTx4EI6Ojvj8888VTZCouVjDZOtYw9SWzJ49G56enggODpYeu3btGqKiojBgwACMHTsWZWVl\nrZghUSMNssFgwLx585CVlYWTJ09i06ZNOHXqVL3jFixYgHHjxkEIYbVkiZqKNUy2jjVMbc2sWbOQ\nlZVl9FhqaiqioqJw5swZjBkzBqmpqa2UHdEdJhvknJwc+Pn5wdfXF05OToiLi0NGRsY941auXInH\nH38cHh4eVkuUyBKsYbJ1rGFqayIjI+Hq6mr0WGZmJuLj4wEA8fHx+PLLL1sjNSKJyZP0CgsL4ePj\nI93XarU4cODAPWMyMjLw7bff4uDBg9BoNPXGSk5Olr7W6XTQ6XSWZ01til6vh16vt0ps1jC1FGvV\nsZI1DLCOqWHW3BY3pqioCJ6engAAT09PFBUVNTg2OeVf0te6UfdBp7vP6vmRbdDrD0OvP6xILJMN\nsqmNbJ358+cjNTUVGo0GQogG/7Un3ygTyd39RzolJUWx2KxhainWqmMlaxhgHVPDrLktbgqNRmP6\nQ17Kc8pN1t5FuVh1amuUjeegcI6OnRWOp/CqE814/3QjQ6EbGSrdT0lZa3Eskw2yt7c3CgoKpPsF\nBQXQarVGYw4fPoy4uDgAQElJCbZv3w4nJyfExMRYnBSRUljDZOtYw2QPPD09ceXKFfTs2ROXL19G\njx49WjslsnMmG+SIiAjk5uYiPz8fvXr1wubNm7Fp0yajMb/++qv09axZszBx4kRulEk1WMNk61jD\nZA9iYmKwfv16LFiwAOvXr8fkyZNbOyWycyYbZEdHR6xatQrR0dEwGAxISEhAYGAg1qxZAwBISkpq\nkSSJLMUaJlvHGqa2Ztq0adizZw9KSkrg4+OD119/HQsXLsTUqVORlpYGX19fbNmypbXTJDunES2w\nHlDdcXFE5lBjvagxJ1I3NdaMGnMi9VJjvdzJ6VBrp2Ga4scgK3zR45pKZeOp6Bjku2naDbO4hnkl\nPSIiIiIiGYU/lhARERHZMaX3+Cq+R7q9svGU3iOtEtyDTEREREQkwwaZiIiIiEiGDTIRERERkQwb\nZCIiIiIiGTbIREREREQyXMWCiIiI7JPSK0QAVljFokrZeEqvW6z2VTssxD3IREREREQybJCJiIiI\niGTYIBMRERERybBBJiIiIiKSYYNMRERERCTDVSyIiIjIPim9AoM1KL3qRNV1ZeO1d1E2nkp+JtyD\nTEREREQkwwaZiIiIiEiGDTIRERERkQwbZCIiIiIiGXUcCU1ERERkDpVcirhBKjnJrEFKn1Sn9pP+\nLMQ9yEREREREMo02yFlZWQgICIC/vz+WL19+z/MfffQRQkNDERISghEjRuDEiRNWSZTIUqxhagtY\nx2QvfH19ERISgvDwcDzwwAOtnQ7ZKZP/BzAYDJg3bx527twJb29vDBkyBDExMQgMDJTG9OvXD999\n9x1cXFyQlZWFOXPmYP/+/VZPnMgcrGFqC1jHZE80Gg30ej3c3NxaOxWyYyb3IOfk5MDPzw++vr5w\ncnJCXFwcMjIyjMYMHz4cLi53jhcZOnQoLl68aL1siZqINUxtAeuY7I0QorVTIDtncg9yYWEhfHx8\npPtarRYHDhxocHxaWhrGjx9f73PJycnS1zqdDjqdrmmZUpul1+uh1+utEps1TC2FdUy2zpo13BQa\njQaPPPII2rVrh6SkJCQmJho9n5zyL+lr3aj7oNPd19Ipkkrp9Yeh1x9WJJbJBlmj0ZgdaPfu3Xj/\n/feRnZ1d7/PyjTKR3N1/pFNSUhSLzRqmlsI6JltnzRpuiuzsbHh5eaG4uBhRUVEICAhAZGSk9Hxy\nynPKTab2FTFsgdKrTjTjZ6IbGQrdyFDpfkrKWotjmTzEwtvbGwUFBdL9goICaLXae8adOHECiYmJ\nyMzMhKurq8XJECmNNUxtAeuY7ImXlxcAwMPDA1OmTEFOTk4rZ0T2yGSDHBERgdzcXOTn56Oqqgqb\nN29GTEyM0ZgLFy7gscceQ3p6Ovz8/KyaLFFTsYapLWAdk72orKxEeXk5AODmzZvYsWMHgoODWzkr\nskcmD7FwdHTEqlWrEB0dDYPBgISEBAQGBmLNmjUAgKSkJLz++usoLS3F3LlzAQBOTk78tEeqwRqm\ntoB1TPaiqKgIU6ZMAQDU1NTgqaeewtixY1s5K7JHGtECp4pqNBqekUpmU2O9qDEnUjc11owacyL1\nUmO93MnpkHIBrXEMstqvpKd2Cv5MNO2GWVzDvJIeEREREZEMP+YQERGR7aipVC6WYyflYtkKJd8/\nQPn3UCV74LkHmYiIiIhIhg0yEREREZEMG2QiIiIiIhk2yEREREREMmyQiYiIiIhk1HGqIBEREZE5\nlFw1wRbWQVY6x6rrysZzaK9sPJXgHmQiIiIiIhk2yEREREREMmyQiYiIiIhk2CATEREREcmwQSYi\nIiIikuEqFkRERGQ7lFyFob2LcrHq1FQqHO+msvFqq5WNV3lJ2XjW+JlYgHuQiYiIiIhk2CATERER\nEcmwQSYiIiIikmGDTEREREQkwwaZiIiIiEimTa5iodfrodPpOJ+Nzkf28TO2h9do79r6z7itz6da\ntVWKhdJ/mwOd7j7l4umPQPdgX+XifXcCuiG9lIv3/SmMCndVLt4PeRgdGaRcvH250I0Zrli85mh0\nD3JWVhYCAgLg7++P5cuX1zvm97//Pfz9/REaGoqjR48qnmRT6fV6zmfD8ymNNay++VpjTluuY1us\nYaDt/4zb+nytwZxaV5J+zxF1x/vuhLLxsk8pGm/PD3mKxtPvy1U0XnOYbJANBgPmzZuHrKwsnDx5\nEps2bcKpU8Zv7rZt23D27Fnk5uZi7dq1mDt3rlUTJmoK1jDZOtYw2Qtzap2opZhskHNycuDn5wdf\nX184OTkhLi4OGRkZRmMyMzMRHx8PABg6dCjKyspQVFRkvYyJmoA1TLaONUz2wpxaJ2oxwoRPPvlE\nPPvss9L9Dz/8UMybN89ozIQJE0R2drZ0f8yYMeLQoUNGYwDwxluTbkphDfPWmjc11TDrmDdLbi3J\nnFpv7feDN9u7WcrkSXoajcbU05I7Ndvw9939PFFLYQ2TrVOqhusbQ6Qm5tQ6a5haislDLLy9vVFQ\nUCDdLygogFarNTnm4sWL8Pb2VjhNIsuwhsnWsYbJXphT60QtxWSDHBERgdzcXOTn56OqqgqbN29G\nTEyM0ZiYmBhs2LABALB//35069YNnp6e1suYqAlYw2TrWMNkL8ypdaKWYvIQC0dHR6xatQrR0dEw\nGAxISEhAYGAg1qxZAwBISkrC+PHjsW3bNvj5+aFz585Yt25diyROZA7WMNk61jDZi4ZqnahVWHz0\ncj22b98uBg4cKPz8/ERqamq9Y55//nnh5+cnQkJCxJEjR6w6X3p6uggJCRHBwcHiwQcfFMePH7fq\nfHVycnJEu3btxGeffWb1+Xbv3i3CwsLE4MGDxahRo5o1nzlzFhcXi+joaBEaGioGDx4s1q1bZ/Fc\ns2bNEj169BBBQUENjlGyXszR0jVszpysY2Xna+s1LAS3xXVYw+ZRax3fzdyfuznMec1NceHCBaHT\n6cSgQYPE4MGDxYoVK5oV7z//+Y944IEHRGhoqAgMDBQLFy5UJM+amhoRFhYmJkyY0OxYffr0EcHB\nwSIsLEwMGTKk2fFKS0tFbGysCAgIEIGBgeKHH35oVrxffvlFhIWFSbeuXbs26eeiWINcU1Mj+vfv\nL86dOyeqqqpEaGioOHnypNGYrVu3it/+9rdCCCH2798vhg4datX59u3bJ8rKyoQQd36xrD1f3bjR\no0eLRx99VHz66adWna+0tFQMGjRIFBQUCCHubDSbw5w5lyxZIv2iFhcXCzc3N1FdXW3RfN999504\ncuRIgxsoJevFHC1dw+bOyTpWdr62XMNCcFssH8caNo8a6/hu5v7czdXYa26qy5cvi6NHjwohhCgv\nLxcDBgxoVn5CCHHz5k0hhBDV1dVi6NChYu/evc3O88033xTTp08XEydObHYsX19fcfXq1WbHqTNz\n5kyRlpYmhLjzmuu2GUowGAyiZ8+e4sKFC2Z/T6NX0jNXS6/Vac58w4cPh4uLizTfxYsXLZrL3PkA\nYOXKlXj88cfh4eFh8Vzmzrdx40bExsZKJzF0797d6nN6eXnhxo0bAIAbN27A3d0djo6WXbE8MjIS\nrq4NX/Kypdd2bY31ZlnHytaxvdcwwG1xHdaw+dRYx3dTeo3kxl5zU/Xs2RNhYWEAgC5duiAwMBCX\nLl1qVsxOnToBAKqqqmAwGODm5taseBcvXsS2bdvw7LPPKrYaiFJxrl+/jr1792L27NkA7hxuU7fN\nUMLOnTvRv39/+Pj4mP09ijXIhYWFRhNrtVoUFhY2OsbSDaU588mlpaVh/PjxFs1l7nyFhYXIyMiQ\nrmJl7vJMls6Xm5uLa9euYfTo0YiIiMCHH35o8XzmzpmYmIiff/4ZvXr1QmhoKFasWNGsOZuaT3P+\nsFoynzVr2Nw55VjHzZ+vLddwQ3NyW8wabo7WqGNzcjBVZ60pPz8fR48exdChQ5sVp7a2FmFhYfD0\n9MTo0aMxaNCgZsV78cUX8de//hUODsq0fhqNBo888ggiIiLw3nvvNSvWuXPn4OHhgVmzZuG+++5D\nYmIiKisrFckTAD7++GNMnz69Sd9j+UfOuyi5VqeS8wHA7t278f777yM7O9uiucydb/78+UhNTYVG\no4G4c/iKVeerrq7GkSNHsGvXLlRWVmL48OEYNmwY/P39rTbn0qVLERYWBr1ej7y8PERFReH48eNw\ndna2aM7GKFUv5mjpGm7q97KOlZmvLddwU+JzW6zcfG29hoGWr+O7tfR8lqqoqMDjjz+OFStWoEuX\nLs2K5eDggGPHjuH69euIjo6GXq+HTqezKNbXX3+NHj16IDw8HHq9vll51cnOzoaXlxeKi4sRFRWF\ngIAAREZGWhSrpqYGR44cwapVqzBkyBDpd/j1119vdp5VVVX46quvsHz58iZ9n2J7kFt6rU5z10s8\nceIEEhMTkZmZ2ax/p5gz3+HDhxEXF4e+ffvis88+w+9+9ztkZmZabT4fHx+MHTsWHTt2hLu7O0aO\nHInjx49bNJ+5c+7btw9PPPEEAKB///7o27cvTp8+bfGcTcnH2mu7tsZ6s6xjZevY3mu4vjm5LWYN\nN5ca1tm2hTWSq6urERsbi6effhqTJ09WLK6LiwseffRRHDp0yOIY+/btQ2ZmJvr27Ytp06bh22+/\nxcyZM5uVl5eXFwDAw8MDU6ZMQU5OjsWxtFottFothgwZAgB4/PHHceTIkWblV2f79u24//77m364\nlVIHQFdXV4t+/fqJc+fOidu3bzd6YsgPP/zQrAP9zZnv/Pnzon///s0+E9Lc+eSeeeaZZp05bc58\np06dEmPGjBE1NTXi5s2bIigoSPz8889WnfPFF18UycnJQgghrly5Iry9vZt1kP65c+fMOjGkufVi\njpauYXPnZB0rO19brmEhuC2+G2vYPGqr47s19eduDlOvualqa2vFjBkzxPz58xWJV1xcLEpLS4UQ\nQlRWVorIyEixc+dORWLr9fpmr2Jx8+ZNcePGDSGEEBUVFeLBBx8U33zzTbNiRkZGitOnTwsh7pyI\n+sorrzQrXp0nn3xSfPDBB03+PkWXedu2bZsYMGCA6N+/v1i6dKkQQojVq1eL1atXS2P+53/+R/Tv\n31+EhISIw4cPW3W+hIQE4ebmJi3x0dxlSMx5fXWau1E2d76//vWvYtCgQSIoKKjZy8qYM2dxcbGY\nMGGCCAkJEUFBQeKjjz6yeK64uDjh5eUlnJychFarFWlpaVatF3O0dA2bMyfrWNn52noNC8FtsRxr\nuHFqreO71fe+WKruNbdv315otVrx/vvvNyve3r17hUajEaGhoVKdb9++3eJ4J06cEOHh4SI0/NQx\nQgAAIABJREFUNFQEBweLN954o1n5yen1+mavYvHrr7+K0NBQaanB5v48hBDi2LFjIiIiQoSEhIgp\nU6YosopFRUWFcHd3l5r5ptAIwQubExERERHVUewYZCIiIiKitoANMhERERGRDBtkIiIiIiIZNshE\nRERERDJskImIiIiIZOy6QU5OTsaMGTMs/v5Zs2bBzc0Nw4YNUzArIvXKz8+Hg4MDamtrGx2r1+uN\nLg0bFBSE7777zprpERERKaJNN8hdunSBs7MznJ2d4eDggE6dOkn3N27c2KxLV+7duxc7d+7EpUuX\nsH///gab7aqqKnh4eODmzZvQ6XRIS0trzksiqte4ceOwZMmSex7PyMiAl5eXWQ2ttf30008YOXJk\na6dBCmnsw9KyZcuQmJjYaJxnnnkGixcvVjo9xTXlw6E13f3Bs6n++c9/wtPTE127dsW1a9cUzIzq\ns2zZMowfP97oMX9//3of27JlS0umRo1o0w1yRUUFysvLUV5ejj59+uDrr7+W7k+fPv2ea8s3xfnz\n5+Hr64vf/OY3Jsd99913CA8PR+fOnaHRaBS5nnxrb6BJfZ555hmkp6ff8/iHH36Ip59+Gg4ObfpX\nnSxkzQ9Wf/zjH/Hee+81Oq4520UHBwdpR4iHhwemT5+O69evWxRLaZbsEBk4cCDGjx8v7chp3749\nOnToIN3/3e9+16y/IdXV1Xj55Zexa9cu3LhxAydOnGhWs02NGzVqFPbt2yf1G5cvX0ZNTQ2OHTsm\n/X5dvnwZeXl53IGgMnb9V1Oj0aCqqgrx8fHo2rUrgoKCcPjwYen5S5cuITY2Fj169EC/fv2wcuVK\nAEBaWhoSExPxww8/wNnZGcOGDcOyZcuwefNmODs7Izw8XIqxbdu2ez4p1ueJJ56Al5cXunXrhlGj\nRuHkyZPSc8888wzmzp2L8ePHo0uXLtDr9SgoKMBjjz2GHj16oHv37nj++eel8e+//z4GDRoENzc3\njBs3DhcuXJCec3BwwJo1azBgwAC4urpi3rx5AO7s6XZ3d8dPP/0kjf33v/+Nzp074+rVqxa8u9SS\nJk2ahKtXr2Lv3r3SY6Wlpdi6dSsmTpyI4cOHw9XVFb169cLzzz+P6upqaVxDNQHc+TD2hz/8AR4e\nHujfvz+2bt1qNO+6deswaNAgdO3aFf3798fatWsbzNHX1xfffvstACAnJwcRERFwcXFBz5498fLL\nLwP47166Dz74AL1794a7uztWr16NgwcPIiQkBK6urka1Ts2jlg9WzdlZceLECZSXl+PXX39FaWkp\nkpOTG5yjJa+L1dTGPy8vD7W1tdi2bZu0I+epp57CggULpPvvvvtus17DlStXcOvWLQQGBlocg5om\nIiIC1dXVOHbsGIA7/30ePXo0BgwYYPSYn58fOnXqhISEBPTq1QtarRaLFy+Wmui8vDw8/PDD6N69\nOzw8PPD0008bfRj09fVFamoqBg8eDDc3N8yePRu3b9+Wnn/vvffg7+8Pd3d3TJo0CZcvX5aeM/U3\n4OzZsxg1ahS6desGDw8PxMXFWfX9UhO7bpCFEMjMzMS0adNw/fp1xMTESIVRW1uLiRMnIjw8HJcu\nXcKuXbvw9ttvY8eOHUhISMDq1asxfPhwlJeXY//+/Vi0aBHi4uJQXl6Oo0ePSnNs374djz76aKO5\nPProozh79iyKi4tx33334amnnjJ6ftOmTVi8eDEqKiowbNgwTJgwAX379sX58+dRWFgoFW1GRgaW\nLVuGL774AiUlJYiMjMS0adOMYm3duhWHDh3CiRMnsGXLFnzzzTdo37494uLijP5Ybtq0CY888gjc\n3d0tfo+pZXTs2BFTp07Fhg0bpMe2bNmCwMBAdOnSBStWrMDVq1fxww8/YNeuXXj33XeNvr++mgCA\ntWvXYuvWrTh27BgOHTqETz/91OiPvqenJ7Zu3YobN25g3bp1ePHFF43qX07+fS+88AJefPFFXL9+\nHb/++iumTp1qNDYnJwdnz57Fxx9/jBdeeAFLly7Ft99+i59//hlbtmzhscwKMfXBaubMmRBCIDU1\nFX5+fujevTuefPJJlJaWGsVIT09Hnz594OHhgaVLl0qP333Y2ffff48HH3wQrq6u6N27t1Gtyn39\n9dcICwuDq6srRowYgR9//NGs1+Ls7IyJEyca7VzQ6XT405/+hBEjRqBz5844d+4cfvnlF0RFRcHd\n3R0BAQH45JNPpPFbt25FeHg4XFxc0Lt3b6SkpDQ432effYa+ffsazdcQvV4PrVaLt956C56enujV\nqxc++OADozFbt26t929FQw1xQ7Fu376NP/zhD+jTpw969uyJuXPn4tatWzhz5ozUGHfr1g0PP/ww\nxo8fj0uXLsHZ2Rldu3bFlStXGn0t1DTt27fH0KFDsWfPHgB3/qscGRmJhx56SNqO1T0WHx+P9u3b\nIy8vD0ePHsWOHTvwr3/9S4r16quv4vLlyzh16hQKCgru+TC4ceNG7NixA3l5eThz5gz+8pe/AAC+\n/fZbLFq0CJ988gkuX76MPn363NPo3v03YMeOHQCAxYsXY9y4cSgrK0NhYSF+//vfW+utUp9mX+ja\nRvj6+opdu3YZPbZkyRIRFRUl3f/5559Fx44dhRBC7N+/X/Tu3dto/NKlS8WsWbOEEEKsW7dOPPTQ\nQ0axnn76aaPxZ8+eFX5+ftJ9nU4n0tLSGs21tLRUaDQa6drh8fHxIj4+Xnp+3759wsPDQxgMhnu+\nd9y4cUZzGAwG0alTJ3HhwgUhhBAajUZkZ2dLz0+dOlWkpqbW+5rvv/9+8cknnzSaL6nD999/L7p1\n6yZu374thBDiwQcfFG+//fY94/7+97+LKVOmSPfrq4nly5cLIYQYPXq0WLNmjfTcjh07hEajqbf2\nhBBi8uTJYsWKFUIIIXbv3i20Wq30nPx3cOTIkWLJkiWiuLjY6PvPnTsnNBqNuHTpkvSYu7u72LJl\ni3Q/Nja23tdFlklMTBTPPvusdH/16tUiPDxcCCHE22+/LYYPHy4KCwtFVVWVSEpKEtOmTRNC/Pdn\nNWfOHHHr1i1x/Phx0aFDB/HLL78IIYRITk6Wton5+fnC2dlZfPzxx6KmpkZcvXpVHDt2TAghxDPP\nPCP+9Kc/CSGEOHLkiOjRo4fIyckRtbW1Yv369cLX11eq6btpNBpx9uxZIYQQ165dE1FRUWLJkiXS\n86NGjRJ9+vQRJ0+eFAaDQZSVlQmtVis++OADYTAYxNGjR0X37t3FyZMnhRBC6PV68dNPPwkhhDhx\n4oTw9PQUX375pdHrrampEe+//77w8/MTeXl5Db6v8u397t27haOjo1iyZImoqakR27ZtE506dRJl\nZWXS+OjoaLFjxw6jGPL3pk5jsebPny8mTZokSktLRXl5uZg4caL44x//KP0c5L+/er3e6HeUrCM5\nOVna5oaGhoqzZ8+KrKwso8fWr18vOnToIP7zn/9I37dx40YxevToemN+8cUX0u+pEHe2r/Jt9bZt\n20T//v2FEELMnj1bLFiwQHquoqJCODk5ifPnzwshTP8NmDlzppgzZ464ePFis94DW2TXe5CBO3vA\n6nTq1Am3bt1CbW0tzp8/j0uXLsHV1VW6LVu2DP/+97/Njm3u4RW1tbVYuHAh/Pz84OLigr59+wIA\nSkpKANzZ86bVaqXxBQUF6NOnT73//jx//jxeeOEFKee6vb+FhYXSmJ49exq95oqKCgDA0KFD0bFj\nR+j1evzyyy/Iy8tDTEyM2a+XWteIESPQvXt3fPHFF8jLy8PBgwcxffp0nDlzBhMmTICXlxdcXFzw\n6quv3nPYTEM1cfnyZaNjFHv37m30fdu3b8ewYcPg7u4OV1dXbNu2zaxDctLS0qQ9Wg888MA9h27I\nfy87dux4z/26/Kj54uPj8emnn6KqqgoAsGHDBsTHxwMAVq9ejb/85S/o1asXnJycsGTJEnz66adG\nxyYvWbIEHTp0QEhICEJDQ3H8+HEAxns+N27ciKioKDz55JNo164d3NzcEBoaKj1f99+FtWvXIikp\nCUOGDIFGo8HMmTPRoUMH7N+/v8H877vvPri6usLDwwMXL17EnDlzjOI+88wzCAwMhIODA7KystC3\nb1/Ex8fDwcEBYWFheOyxx6S9yKNGjcLgwYMBAMHBwYiLi5P2/NX5+9//jr/97W/Ys2cP+vXrZ/b7\n7OTkhNdeew3t2rXDb3/7W3Tp0gWnT58GAFRWVuLQoUPQ6XTNiiWEwHvvvYe33noL3bp1Q5cuXfDH\nP/4RH3/8MYB790bffZ+sY+TIkfj+++9RWlqK4uJi9O/fH8OHD8e+fftQWlqKn376CQEBAaiqqoKX\nl5f09/u5555DcXExAKCoqAhxcXHQarVwcXHBjBkz7tnW3r2tvnTpEgBIe43rdO7cGe7u7ib7gvLy\ncgDAG2+8ASEEHnjgAQQFBWHdunXKv0Eq5djaCbQmU8eH+fj4oG/fvjhz5oxZseprVrdt24b58+c3\n+r0fffQRMjMzsWvXLvTp0wdlZWVwc3Mz2njJc/Xx8cGFCxdgMBjQrl07o1i9e/fG4sWL7zmswlzx\n8fFIT0+Hp6cnnnjiCbRv396iONQ6Zs6ciQ0bNuCXX37BuHHjpGPG7r//fmzevBmdO3fG22+/jc8+\n+8yseF5eXkbHsMu/vn37NmJjY5Geno5JkyahXbt2mDJlill/dP38/LBx40YAd/5V/fjjjzfpjHol\nTnalO+QfrCIiInDw4EF8+eWXAO584J4yZYrR9s3R0RFFRUXS/YY+XMkVFBSY1UyeP38eGzZskM73\nAO6cWCY/XvJuR48eRb9+/VBTU4N3330XkZGROHXqlLTtkjcN58+fx4EDB+Dq6io9VlNTg5kzZwIA\nDhw4gIULF+Lnn39GVVUVbt++fc/hP2+++SYWL16MXr16SY8999xz+OijjwDc+Tf4woUL78nT3d3d\n6H2Uv1e7du3CiBEj4OTk1Oh7ZCpWcXExKisrcf/990vPCSF4YncrGzZsGK5fv4733nsPI0aMAAB0\n7doVvXr1wtq1a+Ht7Y3evXvjN7/5Da5evVpvP7Fo0SK0a9cOP/30E7p164Yvv/zynvMx7t5We3t7\nAwB69eqF/Px86bmbN2/i6tWr0vOmeHp6SueWZGdn45FHHsGoUaOa9OHQVtn1HmRTf8gfeOABODs7\n44033sB//vMfGAwG/PTTTzh06FC94z09PZGfny/FrKysxMGDBzF69GijcdXV1bh165Z0q66uRkVF\nBTp06AA3NzfcvHkTixYtMpnn0KFD4eXlhYULF6KyshK3bt3Cvn37ANzZUC9dulQ6Lu769etGx9g1\n9h48/fTT+Pzzz/HRRx9JfzTIdsycORP/7//9P/zrX/+S9gJWVFTA2dkZnTp1wi+//IJ//vOfJmMI\n2clMU6dOxTvvvIPCwkKUlpYiNTVVGldVVYWqqip0794dDg4O2L59u3TcWmPS09OlPSMuLi7QaDRN\nOiGMe76UVffBKj09XfpgBdz5wJ2VlYXS0lLpVllZCS8vrybF7927N/Ly8swa9+qrrxrNV1FRgSef\nfLLR73V0dERCQgLOnTtndLKx/MNU7969MWrUKKP45eXl+Mc//gEAmD59OiZPnoyLFy+irKwMzz33\n3D3N5Y4dO/CXv/wFn3/+ufTY6tWrpRPp6muOG2Pufxsb0717d3Ts2BEnT56UXl9ZWRlu3LhR73h+\n0GwZHTt2REREBN566y2jlSoeeugh6bGePXti7NixeOmll1BeXo7a2lrk5eVJxylXVFSgc+fO6Nq1\nKwoLC/HXv/7VaA4hBN59910UFhbi2rVr+N///V/p92batGlYt24djh8/jtu3b2PRokUYNmzYPf8R\nlMeq88knn+DixYsA7hy73tRttS2zj1fZgPrOMq67365dO3z99dc4duwY+vXrBw8PD8yZM0fa0Nz9\nvU888QSAO5/sIyIisHv3bgwfPvyePbBz585Fp06dpFtCQgJmzpyJPn36wNvbG0FBQRg+fLhR7Lvn\ncnBwwFdffYWzZ8+id+/e8PHxkdZPnDx5MhYsWIC4uDi4uLggODhYOuFK/voaiu3j44P77rsPDg4O\neOihh5r+plKr6tOnD0aMGIHKykrp8Ji//e1v2LhxI7p27Yo5c+YgLi7unvqSk9dEYmIioqOjERoa\nioiICMTGxkrPOTs745133sHUqVPh5uaGTZs2YdKkSffEqs8333yDoKAgODs748UXX8THH3+MDh06\nmPwec+KSZer7YAXc+cC9aNEiac9UcXExMjMzmxx/+vTp2LlzJz755BPU1NTg6tWrRodi1P1BTkxM\nxOrVq5GTkwMhBG7evImtW7eaPKSm7nsNBgPWrVuHTp06Ge3dkv+xnzBhAs6cOYP09HRUV1ejuroa\nBw8exC+//ALgThPi6uqK9u3bIycnp9718gcPHoysrCz8z//8D7766qsmvxf1ycrKatIJeg1xcHBA\nYmIi5s+fL30ALSwsbPCDq6enJ65evdpgA03KGTVqFIqLi43+rkZGRqKkpERqmjds2ICqqippFaon\nnnhCOnFyyZIlOHLkCFxcXDBx4kSjbTFwZ5s4ffp0jB07Fv3794e/vz/+9Kc/AQDGjBmDP//5z4iN\njUWvXr1w7tw56bCbuu+Vk/8NOHToEIYNGwZnZ2dMmjQJ77zzDnx9fa3yHqlOCx7vbFd+97vfiX/+\n85+tnYZFZs+eLRYvXtzaaRBRC9LpdMLNzU1UVVVJj9XW1oq33npLDBw4UDg7O4v+/fuLV199VQhx\n56Q1BwcHoxM25SemJScnixkzZkjP7d27VwwdOlR07dpV+Pj4iA0bNggh7pyIJt/eZGVliSFDhohu\n3boJLy8vMXXqVFFeXl5vzhqNRnTu3Fl06dJFdO3aVTzwwANGJ7rVd2L06dOnxaOPPio8PDyEu7u7\nGDNmjDh+/LgQQohPP/1U9OnTRzg7O4sJEyaI559/XnoNd7/eQ4cOCU9PT5GVldXg+yk/Sc/Hx8fo\n+bqTVn/88UcRFBRUb4y735vGYgkhxK1bt8SiRYtEv379RNeuXUVgYKBYuXJlva9BiDvbe3d3d+Hq\n6iouX75cbx6kfvUtREDNY7JBnjVrlujRo0eDv7xCCPH8888LPz8/ERISIo4cOaJ4grZq7dq14sqV\nK62dRpOdO3dOdOvWTeTn57d2KophHZOtYw23XcuXLzdaYcAeXLhwQeh0OjFo0CAxePBgaeWbJUuW\nCG9vbxEWFibCwsLE9u3bWzlT28EGWXkmD7GYNWsWsrKyGnx+27ZtOHv2LHJzc7F27VrMnTtX8T3c\ntioxMdHozHtbsHjxYgQHB+OVV14xOuPV1rGOydaxhtuuvn37YtasWa2dRotycnLC3//+d/z888/Y\nv38//vGPf+DUqVPQaDR46aWXcPToURw9ehTjxo1r7VTJjplcxSIyMtLozMe7ZWZmSserDR06FGVl\nZSgqKrK5xpDu+POf/4w///nPrZ2G4ljHZOtYw21X3fkr9qRnz57S6iddunRBYGCgtOSY4Am4Fjl3\n7lxrp9DmNGuZt8LCQqMldLRaLS5evHjPRpkn1FBTteRG0pw6Zg2TJVqqjrktJmuxdg3n5+fj6NGj\nGDZsGLKzs7Fy5Ups2LABERERePPNN9GtWzej8axhaipLa7jZq1jcPXFDxSv+70zllrgtWbKE89nw\nfK3h7nnrq+O2/J639Hz28Bpb2t1zclvM+Zp7s7aKigo8/vjjWLFiBbp06YK5c+fi3LlzOHbsGLy8\nvPDyyy9bvYaVfk8ZT13xmqNZDbK3tzcKCgqk+xcvXjRr4WkiNWEdk61jDZOtqa6uRmxsLJ5++mlM\nnjwZANCjRw9pibFnn30WOTk5rZwl2bNmNcgxMTHYsGEDAGD//v3o1q0bj3kjm8M6JlvHGiZbIoRA\nQkICBg0aZHS1WfkVE7/44gsEBwe3RnpEABo5BnnatGnYs2cPSkpK4OPjg5SUFFRXVwMAkpKSMH78\neGzbtg1+fn7o3Lmzaq7Rbe717DmfOudTmi3WsT38jO3hNSrFFmsYaPs/47Y+n7VkZ2cjPT0dISEh\nCA8PBwAsXboUmzZtwrFjx6DRaNC3b1+sWbPG6rko/Z4ynrriNYdGNPcgDXMm0WiafSwI2Q811osa\ncyJ1U2PNqDEnUi811osacyL1ak692PWlpomIiIiI7sYGmYiIiIhIhg0yEREREZEMG2QiIiIiIhk2\nyEREREREMmyQiYiIiIhk2CATEREREcmwQSYiIiIikmGDTEREREQkwwaZiIiIiEiGDTIRERERkQwb\nZCIiIiIiGcfWToCIiIjIXOLMgtZOwSTNgKmKxqt9c76i8RxeflvReOLMFmXjfbVP0XiW4h5kIiIi\nIiIZNshERERERDJskImIiIiIZNggExERERHJsEEmIiIiIpJhg0xEREREJKMRQgirT6LRoAWmoTZC\njfWixpxI3dRYM2rMidRLjfVyJ6dDrZ2GTVN62bjCN/MVjedz6UvFYmk0ERbXcKN7kLOyshAQEAB/\nf38sX778nudLSkowbtw4hIWFISgoCB988IFFiRBZC2uYbB1rmNqSgoICjB49GoMHD0ZQUBDeeecd\nAMC1a9cQFRWFAQMGYOzYsSgrK2vlTMmemdyDbDAYMHDgQOzcuRPe3t4YMmQINm3ahMDAQGlMcnIy\nbt++jWXLlqGkpAQDBw5EUVERHB3/ew0SNX4KJfVSsl5Yw9RalKoZpWpYyZzIPlirXq5cuYIrV64g\nLCwMFRUVuP/++/Hll19i3bp16N69O1555RUsX74cpaWlSE1NrScn7kFuDu5BNo/JPcg5OTnw8/OD\nr68vnJycEBcXh4yMDKMxXl5euHHjBgDgxo0bcHd3v2ejTNRaWMNk61jD1Nb07NkTYWFhAIAuXbog\nMDAQhYWFyMzMRHx8PAAgPj4eX36pXKNE1FQmt6CFhYXw8fGR7mu1Whw4cMBoTGJiIh5++GH06tUL\n5eXl2LKl/ksOJicnS1/rdDrodDrLs6Y2Ra/XQ6/XWyU2a5hairXqWMkaBljH1DBrbosbkp+fj6NH\nj2Lo0KEoKiqCp6cnAMDT0xNFRUX1fk9y8lrpa53ufuh097dIrqR+ev1h6PWHFYllskHWaDSNBli6\ndCnCwsKg1+uRl5eHqKgoHD9+HM7Ozkbj5BtlIrm7/0inpKQoFps1TC3FWnWsZA0DrGNqmDW3xfWp\nqKhAbGwsVqxYcU+tajSaBms/OXmOVfNqLnGm4Q+oltAMmKpsvIkPKhrv/T/8W9F4s3tNtvh7+//f\nrU5zKtjkIRbe3t4oKCiQ7hcUFECr1RqN2bdvH5544ok7ifXvj759++L06dPNSIlIOaxhsnWsYWqL\nqqurERsbixkzZmDy5DsNkaenJ65cuQIAuHz5Mnr06NGaKZKdM9kgR0REIDc3F/n5+aiqqsLmzZsR\nExNjNCYgIAA7d+4EABQVFeH06dPo16+f9TImagLWMNk61jC1NUIIJCQkYNCgQZg//78njMXExGD9\n+vUAgPXr10uNM1FrMHmIhaOjI1atWoXo6GgYDAYkJCQgMDAQa9asAQAkJSVh0aJFmDVrFkJDQ1Fb\nW4s33ngDbm5uLZI8UWNYw2TrWMPU1mRnZyM9PR0hISEIDw8HACxbtgwLFy7E1KlTkZaWBl9fX5PH\n0hNZGy8UQqqjxnpRY06kbmqsGTXmROqlxnqxhWXe1H4MstL5vT5Q2dVGZntVKhar9+WL1rtQCBER\nERGRPeEeZFIdNdaLGnMidVNjzagxJ1IvNdaLLexBtjdK75FWksPAN7gHmYiIiIhICWyQiYiIiIhk\n2CATEREREcmwQSYiIiIikmGDTEREREQkY/JCIURERERkPjWv6gAA4qt9isbTTHxQ2XiKrvv8hsXf\nyT3IREREREQybJCJiIiIiGTYIBMRERERybBBJiIiIiKSYYNMRERERCTDVSyIiIiI7ITSq04ovirG\ny0quYmE57kEmIiIiIpJhg0xEREREJMMGmYiIiIhIhg0yEREREZEMG2QiIiIiIhmuYkFERESkEM0A\ndazC0JDaN+crGs/h5bcVjSfObFE0nqW4B5mIiIiISKbRBjkrKwsBAQHw9/fH8uXL6x2j1+sRHh6O\noKAg6HQ6pXMkahbWMNk61jC1NbNnz4anpyeCg4Olx5KTk6HVahEeHo7w8HBkZWW1YoZk7zRCCNHQ\nkwaDAQMHDsTOnTvh7e2NIUOGYNOmTQgMDJTGlJWVYcSIEfjmm2+g1WpRUlKC7t27G0+i0cDENERG\nlKwX1jC1FqVqRqkaVjInsg/WrJe9e/eiS5cumDlzJn788UcAQEpKCpydnfHSSy81ktMhq+RkL+zp\nEAuHgW9YXMMmj0HOycmBn58ffH19AQBxcXHIyMgw2jBv3LgRsbGx0Gq1AFDvRhm488mwjk6n4x4O\nkuj1euj1eqvEZg1TS7FWHStZwwDrmBpmzW3x3SIjI5Gfn3/P4+Y0M8nJa6Wvdbr7odPdr2RqZMP0\nBy5gT06BIrFMNsiFhYXw8fGR7mu1Whw4cMBoTG5uLqqrqzF69GiUl5fjhRdewIwZM+6JJd8oE8nd\n/Uc6JSVFsdisYWop1qpjJWsYYB1Tw6y5LTbXypUrsWHDBkRERODNN99Et27d7hmTnDynxfMi26Ab\n2hu6ob2l+ymrsi2OZbJB1mg0jQaorq7GkSNHsGvXLlRWVmL48OEYNmwY/P39LU6KSCmsYbJ1rGGy\nF3PnzsVrr70GAFi8eDFefvllpKWlWXVOtayY0JKUPiSirTLZIHt7e6Og4L+7qgsKCqR/4dXx8fFB\n9+7d0bFjR3Ts2BEjR47E8ePHuWEmVWANk61jDZO96NGjh/T1s88+i4kTJ7ZiNmTvTK5iERERgdzc\nXOTn56OqqgqbN29GTEyM0ZhJkybh+++/h8FgQGVlJQ4cOIBBgwZZNWkic7GGydaxhsnzRO2kAAAT\nbUlEQVReXL58Wfr6iy++MFrhgqilmdyD7OjoiFWrViE6OhoGgwEJCQkIDAzEmjVrAABJSUkICAjA\nuHHjEBISAgcHByQmJnLDTKrBGiZbxxqmtmjatGnYs2cPSkpK4OPjg5SUFOj1ehw7dgwajQZ9+/aV\napyoNZhc5k2xSbi0EDWBGutFjTmRuqmxZtSYE6mXGutF6WXe7PEYZLVf6U8ty7zxSnpERERERDIm\nD7EgIiIiUhN72+srvtqnaDzNy8ruQU7RTFc03munJysaz1Lcg0xEREREJMMGmYiIiIhIhg0yERER\nEZEMG2QiIiIiIhku80aqo8Z6UWNOpG5qrBk15kTqpcZ6UXqZN3tU++Z8ReOp+dLVGk0El3kjIiIi\nIlICG2QiIiIiIhk2yEREREREMmyQiYiIiIhk2CATEREREclwFQtSHTXWixpzInVTY82oMSdSLzXW\nC1exUB+lL/2tGaDcpbC5igURERERkULYIBMRERERybBBJiIiIiKSYYNMRERERCTDBpmIiIiISMax\ntRMgIiIiMpeSqyYouWJCHTWv6mANSuen9PtnKe5BJiIiIiKSabRBzsrKQkBAAPz9/bF8+fIGxx08\neBCOjo74/PPPFU2QqLlYw2TrWMPUlsyePRuenp4IDg6WHrt27RqioqIwYMAAjB07FmVlZa2YIVEj\nDbLBYMC8efOQlZWFkydPYtOmTTh16lS94xYsWIBx48apblFxsm+sYbJ1rGFqa2bNmoWsrCyjx1JT\nUxEVFYUzZ85gzJgxSE1NbaXsiO4weQxyTk4O/Pz84OvrCwCIi4tDRkYGAgMDjcatXLkSjz/+OA4e\nPNhgrOTkZOlrnU4HnU5ncdLUtuj1euj1eqvEZg1TS7FWHStZwwDrmBpmzW2xXGRkJPLz840ey8zM\nxJ49ewAA8fHx0Ol0DTbJKSuzpa9HPeAD3dDeVsuVbIv+wAXsySlQJJbJBrmwsBA+Pj7Sfa1WiwMH\nDtwzJiMjA99++y0OHjwIjUZTbyz5RplI7u4/0ikpKYrFZg1TS7FWHStZwwDrmBpmzW1xY4qKiuDp\n6QkA8PT0RFFRUYNjlzw/oqXSIhujG9rb6ANTyqpsE6NNM9kgm9rI1pk/fz5SU1Ola7bzX3ukJqxh\nsnWsYbI3Go3GrLpXglpWTGhJ9rbKhqVMNsje3t4oKPjvruqCggJotVqjMYcPH0ZcXBwAoKSkBNu3\nb4eTkxNiYmKskC5R07CGydaxhskeeHp64sqVK+jZsycuX76MHj16tHZKZOdMNsgRERHIzc1Ffn4+\nevXqhc2bN2PTpk1GY3799Vfp61mzZmHixIncKJNqsIbJ1rGGyR7ExMRg/fr1WLBgAdavX4/Jkye3\ndkpk50w2yI6Ojli1ahWio6NhMBiQkJCAwMBArFmzBgCQlJTUIkkSWYo1TLaONUxtzbRp07Bnzx6U\nlJTAx8cHr7/+OhYuXIipU6ciLS0Nvr6+2LLF/g59IHXRiBY4WK3uuDgic6ixXtSYE6mbGmtGjTmR\neqmxXjQaDWpPv9LaabQotV+pTs35OQx8w+Ia5pX0iIiIiIhkTB5iQURERKQmal81Qek9tLVvzlc0\nnsPLbysar62uBMI9yEREREREMmyQiYiIiIhk2CATEREREcmwQSYiIiIikmGDTEREREQkw3WQSXXU\nWC9qzInUTY01o8acSL3UWC8ajQaGvz2kXLyJDyoWS4qp4nWBAfWvAqIkjSaC6yATERERESmBDTIR\nERERkQwbZCIiIiIiGTbIREREREQyPEmPVEeN9aLGnEjd1FgzasyJ1EuN9XInp0OtnQZZkZKX1m73\nh+95kh4RERERkRLYIBMRERERybBBJiIiIiKSYYNMRERERCTDBpmIiIiISIarWJDqqLFe1JgTqZsa\na0aNOZF6qbFelF7FQunLOAP2dSlnteOlpomIiIiIFNJog5yVlYWAgAD4+/tj+fLl9zz/0UcfITQ0\nFCEhIRgxYgROnDhhlUSJLMUapraAdUz2wtfXFyEhIQgPD8cDDzzQ2umQnXI09aTBYMC8efOwc+dO\neHt7Y8iQIYiJiUFgYKA0pl+/fvjuu+/g4uKCrKwszJkzB/v377d64kTmYA1TW8A6Jnui0Wig1+vh\n5ubW2qmQHTO5BzknJwd+fn7w9fWFk5MT4uLikJGRYTRm+PDhcHFxAQAMHToUFy9etF62RE3EGqa2\ngHVM9kZtxz6T/TG5B7mwsBA+Pj7Sfa1WiwMHDjQ4Pi0tDePHj6/3ueTkZOlrnU4HnU7XtEypzdLr\n9dDr9VaJzRqmlsI6JltnzRpuCo1Gg0ceeQTt2rVDUlISEhMTjZ5PTl4rfa3T3Q+d7v6WTpFUSq8/\nDL3+sCKxTDbIGo3G7EC7d+/G+++/j+zs7Hqfl2+UieTu/iOdkpKiWGzWMLUU1jHZOmvWcFNkZ2fD\ny8sLxcXFiIqKQkBAACIjI6Xnl0zvJhudB3Emz+K5uOJE23L3B6aUlLUmRptm8hALb29vFBQUSPcL\nCgqg1WrvGXfixAkkJiYiMzMTrq6uFidDpDTWMLUFrGOyJ15eXgAADw8PTJkyBTk5Oa2cEdkjkw1y\nREQEcnNzkZ+fj6qqKmzevBkxMTFGYy5cuIDHHnsM6enp8PPzs2qyRE3FGqa2gHVM9qKyshLl5eUA\ngJs3b2LHjh0IDg5u5azIHpk8xMLR0RGrVq1CdHQ0DAYDEhISEBgYiDVr1gAAkpKS8Prrr6O0tBRz\n584FADg5OfHTHqkGa5jaAtYx2YuioiJMmTIFAFBTU4OnnnoKY8eObeWsyB7xSnqkOmqsFzXmROqm\nxppRY06kXmqsF41Gg9rTrygXj8cgt2m8kh4RERERkUJMHmJBREREpCZq3+srzmxRNJ7Sr1ft+akF\n9yATEREREcmwQSYiIiIikmGDTEREREQkwwaZiIiIiEiGDTIRERERkQxXsSAiIiKboeQqDNZYgUHt\nq06QebgHmYiIiIhIhg0yEREREZEMG2QiIiIiIhk2yEREREREMmyQiYiIiIhkuIoFERER2SVrrBDx\n+sAvFY332unJisazxsodSiropezrtRT3IBMRERERybBBJiIiIiKSYYNMRERERCTDBpmIiIiISEYj\nhBBWn0SjQQtMQ22EGutFjTmRuqmxZtSYE6mXGuvlTk6HFItX++Z8xWLZK4eX31Y0npIn6fW+fNHi\nGm6Te5D1ej3ns+H5yD5+xvbwGu1dW/8Zt/X57IE+7zrjqSme/rCi8Zqj0QY5KysLAQEB8Pf3x/Ll\ny+sd8/vf/x7+/v4IDQ3F0aNHFU+yqdr6Rqutz6c01rD65muNOW25jm2xhoG2/zNu6/O1BnNqXUl7\nFG7wGK95bKZBNhgMmDdvHrKysnDy5Els2rQJp06dMhqzbds2nD17Frm5uVi7di3mzp1r1YSJmoI1\nTLaONUz2wpxaJ2opJhvknJwc+Pn5wdfXF05OToiLi0NGRobRmMzMTMTHxwMAhg4dirKyMhQVFVkv\nY6ImYA2TrWMNk70wp9aJWoww4ZNPPhHPPvusdP/DDz8U8+bNMxozYcIEkZ2dLd0fM2aMOHTokNEY\nALzx1qSbUljDvLXmTU01zDrmzZJbSzKn1lv7/eDN9m6WMnmpaY1GY+ppibjrDMG7v+/u54laCmuY\nbJ1SNVzfGCI1MafWWcPUUkweYuHt7Y2CggLpfkFBAbRarckxFy9ehLe3t8JpElmGNUy2jjVM9sKc\nWidqKSYb5IiICOTm5iI/Px9VVVXYvHkzYmJijMbExMRgw4YNAID9+/ejW7du8PT0tF7GRE3AGiZb\nxxome2FOrRO1FJOHWDg6OmLVqlWIjo6GwWBAQkICAgMDsWbNGgBAUlISxo8fj23btsHPzw+dO3fG\nunXrWiRxInOwhsnWsYbJXjRU60StwuKjl+uxfft2MXDgQOHn5ydSU1PrHfP8888LPz8/ERISIo4c\nOWLV+dLT00VISIgIDg4WDz74oDh+/LhV56uTk5Mj2rVrJz777DOrz7d7924RFhYmBg8eLEaNGtWs\n+cyZs7i4WERHR4vQ0FAxePBgsW7dOovnmjVrlujRo4cICgpqcIyS9WKOlq5hc+ZkHSs7X1uvYSG4\nLa7DGjaPWuv4bub+3P9/e+cTEtUahvFn5BYUlqRZTo2UDYlO6oylmcGEUhalQaKRSUn/3NRGN9Gu\naCGVtJBaCKEEUbSoRVZKYDUkakSOf8BKoqZMKxjKNDVyRp+7kBnmyi3PnHPGvN73B6485/19x/PM\n5zf6nXeUoOSag6G3t5dZWVm0WCxct24dq6qqNNX78eMHN27cSKvVysTERJ46dUqXcXq9XtpsNubl\n5WmutWrVKiYnJ9NmszE9PV1zvYGBARYUFDAhIYGJiYlsbW3VVO/Vq1e02Wz+r8WLFwd1X3RbIHu9\nXprNZrpcLo6NjdFqtfLFixf/OOb+/fvcuXMnSfLp06fMyMgIqa+lpYXfvn0jOfnCCrXPd1x2djZz\nc3N569atkPoGBgZosVj44cMHkpOTphaUOE+fPu1/obrdbkZGRtLj8ajyPXnyhE6n85cTlJ55UcJM\nZ1ipU3Ksr28uZ5iUuTjwOMmwMmZjjqei9L4rZbprDpZPnz6xvb2dJPn9+3fGx8drGh9JjoyMkCQ9\nHg8zMjLY1NSkeZwXL15kcXExd+/erbnW6tWr+eXLF811fJSUlLCmpobk5DX75gw9GB8fZ0xMDHt7\nexWfo9tHTc90r04lvszMTERERPh9fX19qlxKfQBw6dIlFBYWIjo6WrVLqe/GjRsoKCjwP8SwdOnS\nkDuNRiOGhoYAAENDQ4iKisJff/12p84vsdvtWLJkyS+/P9O9Xf9Ev1nJsb45/r9nGJC52IdkWDmz\nMcdT0btH8nTXHCwxMTGw2WwAgPDwcCQmJuLjx4+aai5cuBAAMDY2hvHxcURGRmqq19fXh/r6ehw7\ndky3biB61RkcHERTUxOOHDkCYHK7jW/O0IPGxkaYzWbExsYqPke3BXJ/f/8/xCaTCf39/dMeo3ai\nVOILpKamBrt27VLlUurr7+/HnTt3/J9ipbQ9k1rf69ev8fXrV2RnZyMtLQ3Xrl1T7VPqLC0tRXd3\nN1asWAGr1YqqqipNzmDHo+UXqxpfKDOs1BmI5Fi7by5n+FdOmYslw1r4EzlWMobf5exP8u7dO7S3\ntyMjI0NTnYmJCdhsNixfvhzZ2dmwWCya6pWXl6OyshJhYfos/QwGA7Zt24a0tDRcuXJFUy2Xy4Xo\n6GgcPnwY69evR2lpKUZHR3UZJwDcvHkTxcXFQZ2j/i3nFPTs1amnDwAeP36M2tpaNDc3q3Ip9ZWV\nleHcuXMwGAzg5PaVkPo8Hg+cTicePnyI0dFRZGZmYtOmTVi7dm3InBUVFbDZbHA4HHjz5g1ycnLQ\n2dmJRYsWqXJOh155UcJMZzjYcyXH+vjmcoaDqS9zsX6+uZ5hYOZzPJWZ9qlleHgYhYWFqKqqQnh4\nuKZaYWFh6OjowODgIHbs2AGHw4GsrCxVte7du4dly5YhNTUVDodD07h8NDc3w2g0wu12IycnBwkJ\nCbDb7apqeb1eOJ1OXL58Genp6f7X8NmzZzWPc2xsDHfv3sX58+eDOk+3vyDPdK9Opf0Su7q6UFpa\nirq6Ok3/TlHia2trQ1FREeLi4nD79m0cP34cdXV1IfPFxsZi+/btWLBgAaKiorBlyxZ0dnaq8il1\ntrS0YO/evQAAs9mMuLg49PT0qHYGM55Q93b9E/1mJcf65vj/nuF/c8pcLBnWymzos/1f6JHs8XhQ\nUFCAAwcOYM+ePbrVjYiIQG5uLp4/f666RktLC+rq6hAXF4f9+/fj0aNHKCkp0TQuo9EIAIiOjkZ+\nfj6ePXumupbJZILJZEJ6ejoAoLCwEE6nU9P4fDQ0NGDDhg3Bb7fSawO0x+PhmjVr6HK5+PPnz2kf\nDGltbdW00V+J7/379zSbzZqfhFTqC+TQoUOanpxW4nv58iW3bt1Kr9fLkZERJiUlsbu7O6TO8vJy\nnjlzhiT5+fNnrly5UtMmfZfLpejBEK15UcJMZ1ipU3Ksr28uZ5iUuXgqkmFlzLYcTyXY+66E311z\nsExMTPDgwYMsKyvTpZ7b7ebAwABJcnR0lHa7nY2NjbrUdjgcmrtYjIyMcGhoiCQ5PDzMzZs388GD\nB5pq2u129vT0kJx8EPXkyZOa6vnYt28fr169GvR5urZ5q6+vZ3x8PM1mMysqKkiS1dXVrK6u9h9z\n4sQJms1mpqSksK2tLaS+o0ePMjIy0t/iQ2sbEiXX50PrpKzUV1lZSYvFwqSkJM1tZZQ43W438/Ly\nmJKSwqSkJF6/fl21q6ioiEajkfPmzaPJZGJNTU1I86KEmc6wEqfkWF/fXM8wKXNxIJLh6ZmtOZ7K\nv/1c1OK75vnz59NkMrG2tlZTvaamJhoMBlqtVn/OGxoaVNfr6upiamoqrVYrk5OTeeHCBU3jC8Th\ncGjuYvH27VtarVZ/q0Gt94MkOzo6mJaWxpSUFObn5+vSxWJ4eJhRUVH+xXwwGEj5YHNBEARBEARB\n8KHbHmRBEARBEARBmAvIAlkQBEEQBEEQApAFsiAIgiAIgiAEIAtkQRAEQRAEQQhAFsiCIAiCIAiC\nEIAskAVBEARBEAQhgL8Bcels00Dn7/MAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x123db6090>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "There are a lot of stories in these grids!\n\n* The \"12:00 default\" is clearly visible in the Fraud and Theft heatmaps. \n* Burglary, usually theft from a person's home, happens during the times that people are either at work, or out on a Friday evening. \n* DUIs happen around when the bars close. \n* Prostitution is most popular on Thursday evenings. ( Or that's when the vice squad likes to hit the town. ) \n\n\n"
},
{
"metadata": {},
"cell_type": "heading",
"source": "Crime Categories By Community",
"level": 1
},
{
"metadata": {},
"cell_type": "heading",
"source": "Pacific Beach",
"level": 2
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Now we can see the patterns for only Pacific Beach. Pacific Beach is about 35% quiet family neighborhoods and the remainder is young singles and a rowdy strip of clubs, bars and tatoo parlors. The family neighborhoods have some of the lowest crime rates in the city, and the \"Whiskey Row\" has some of the highest. "
},
{
"metadata": {},
"cell_type": "code",
"input": "plot_heat_grid(inct[inct.community == 'SanPCF'])",
"prompt_number": 8,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"png": 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dugRv79udgJkzZyItLQ1Lly4tdh9N06Cubal0Y8pk5yCbJ61I+Hz20o9Xetam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\nTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x10af4a690>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "This is the Downtown area. The area has an increasing number of residents, but most of the people are there for business, a low crime activity, or nightlife, a high-crime activity. The result is that the patters are similar to Pacific Beach. "
},
{
"metadata": {},
"cell_type": "heading",
"source": "Downtown",
"level": 2
},
{
"metadata": {},
"cell_type": "code",
"input": "plot_heat_grid(inct[inct.community == 'SanDOW'])",
"prompt_number": 9,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"png": 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eezF48OC7bunt27cvQkJC4Ovre9eVLtm2wYMHw9nZGa6urpg2bRpiYmIQHByMF154AY6O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\nAASFARgAAABBYQAGAABAUBiAAQAAEJQXkGhHrubAVZ4AAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x12b076590>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "North Park",
"level": 2
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Here is North Park, another high-intensity nightlife area, with a specialization in prostitution. The \"Sex Crimes\" category has a variety of specific crimes, and in the previous maps they are all contributing, and since some of the can happen throughout the day, the maps are difuse. In North Park, prostitution dominates, and it swamps the other sex crimes, so you see a strong pattern, with prostitution peaking on Wednesday evenings. "
},
{
"metadata": {},
"cell_type": "code",
"input": "plot_heat_grid(inct[inct.community == 'SanGRE'])",
"prompt_number": 10,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"png": 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bUdawujpXtB1KekR5rmyeZmPkMwZIs3YQjdNcnzdYHVe6htURg7RHzH3hWZuk\nZ1mQnqVCetaGe6micZrtkHLVcIVngXBzc4OmadA0Dc8//zwOHzb+qZiI/ox1TKaONUymjjVMNanC\nHeDk5GT95XXr1hUZ0UlkKljHZOpYw2TqWMNUk0o9BnjkyJGIjo7GzZs30bhxY3z00UeIiorC8ePH\noWkamjZtioULF1ZXW4kqhXVMpo41TKaONUzGpsxjgCsVymOAq4zHANc8HgMsgMcA1ygeA2wGTOgY\n4MrgMcACeAxwiXgmOCIiIiIyK7InJX9YAy/ROC1P9j8OdU/4P7Z6snsdtK6DRPPU5aOieZq/bPuA\n5cJ5MjRnuWnPVNyvYlkAAGvh/+o95ad40zpPEs1Tvwn/MpJ+VTbPCKmCPNnAowdk85xkp2VTd0+L\n5qG58OfCoq5s3u1rsnnGSHqPo/QeUWvj/oXV6An3n8qLe4CJiIiIyKywA0xEREREZoUdYCIiIiIy\nK+wAExEREZFZYQeYiIiIiMyK4WaBuC87rxvqyI7aFJ+39/K/RfMgPdemg+xIa/F5Co2U2vAvsaxz\nb8WJZQFAyyWyZ00q+Lv8TBwWT+4QzxTlKfy5MEKanbdonnqsh2ie+KwIWcKzIiTJzhSitekumqcy\nE0TzjJKxz2Nr7KRfv1ryfnAPMBERERGZFXaAiYiIiMissANMRERERGaFHWAiIiIiMivsABMRERGR\nWTHcLBB5wqP6GniJxqlrR0TzNMemonmwFj43dr7wrBIZF2TzjFVwsFhUywWWYlmGYPF6N/FMrXGg\naJ66Kzy7zE3ZEf5G6XaKbN6l07J5ybdk89oHyOZdF665ljmyeVT7SM+yIE161gbpWa/KiXuAiYiI\niMissANMRERERGaFHWAiIiIiMivsABMRERGRWTHYIDh1L000T2vYVjRPfJCe8KmBVeI+0TzNxV80\nz1xozi3FspTNYbEsAFAnZQfnaB6yA00BQO3YIJuXfl80T3siSDTPGKmrwoPWsjJl83ILZPOyMmTz\n3GQHJIu/H3l5snlE1c3aqUZWyz3ARERERGRWSu0AT5gwAe7u7mjXrp3+ttTUVISEhKBVq1bo168f\n0tPTDd5IospiDVNtwDomU8caJmNTagd4/Pjx2L59e5HbZs2ahZCQEMTFxaFv376YNWuWQRtIVBWs\nYaoNWMdk6ljDZGxK7QAHBwfDyanosRkbN25EREQEACAiIgLr1683XOuIqog1TLUB65hMHWuYjE2F\nB8Fdu3ZX0TKnAAAgAElEQVQN7u7uAAB3d3dcu3atxOU++nKn/nLvbs2g696skk2k2ihqfxyiDsTV\nyLrLW8MAMH3Wj/rLul7+0PXiYEIqFPXbVUT/VnNnkiv3tvi7o/rLvR/zhO4xz2ppH5mGqGMpiD4m\nfLbAcipvDU+fvkh/WafrCJ2uY7W0j0xDVNR/EBX1nwo/TlNKqdIWiI+Px+DBg/HHH38AAJycnJCW\n9t8ZHpydnZGaWnQ0uqZpUBmrK9yYUgnPKiE+S4WjcAc/O1k2r56jbJ7wLBqa+0sooxQrrTI1DPz/\nOr65WKwdBXMWimUBgDbhCdE8xFR8A1KWgp2P/ueiMiyedBfN054eIZflMtFgNQxUfltccHCibEMa\nesjm3RaetUFaAwfZvIJc2TxhFq1nG9W2WNM0qDzZWZGMnvSpkKVPXSxN+FTIWr2QctVwhWeBcHd3\nR0pK4X+LycnJcHNzq3jriGoQa5hqA9YxmTrWMNWkCneAhwwZgsjISABAZGQkQkNDxRtFZEisYaoN\nWMdk6ljDVJNK7QCPHDkSPXr0wNmzZ9G4cWMsWbIEU6ZMwb///W+0atUKu3fvxpQpU6qrrUQVxhqm\n2oB1TKaONUzGptRBcKtWrSrx9p07d5Z4O5GxYQ1TbcA6JlPHGiZjwzPBEREREZFZqfA0aLWF+KwN\n0myNfKqiBo1qugXVI1dudGrOb7Kj3evGbhTNQyPhkccAYGfcmxh1Kqqmm2B4d2VHWCPjlmyeW1PZ\nvPuZsnl1bWTzbgq/flRxwrMOwNqp7GUqQnrWBulZJTIvyObVEO4BJiIiIiKzwg4wEREREZkVdoCJ\niIiIyKywA0xEREREZoUdYCIiIiIyK4Ybom3tLJsnPWrTvrlsnvSoSOnn69BCNs9cCI4At+rsIJYF\nAB/PShfNe6u78Oh5AHtiZP/H7p8oOzracvXfBNOWC2YJatJKNi/3jmxeQa5onGYj/N1jaSWb5yE7\nq4S6eUk0zyhJz2Ig/f0qTfr5Ss8qIT0L1K2TsnnlxD3ARERERGRW2AEmIiIiIrPCDjARERERmRV2\ngImIiIjIrLADTERERERmxXCzQEiTHnUoPSpSWh3h889Lj3o19lG0Umwbi0VpA1qLZQHA/7waKJqH\ni7/L5gEYeF/2c6a16y2ahzr1ZfOMkNYwQDbQvqlsXo7w7CPS7+m9W7J5wtt2zbOnaB7wv8J5Au6n\nyeZZO8nmmRvpWSrqCOeVE/cAExEREZFZYQeYiIiIiMwKO8BEREREZFbYASYiIiIis8IOMBERERGZ\nFcPNAnE7UTbPoYVsnvQoRmvh888bO+lZKoyV5PvauKVcFgDNRrjmAnSyeYD8iHzBWTkAAHl3ZPOM\nkZW9bF5BnmxeToZ55dVzlc0zA+raEdE8zb2TaJ74rEj5wnnSs2hJz8qRVzOzclW6A+zr6wt7e3tY\nWlqibt26OHz4sGS7iKoF65hMHWuYTB1rmGpCpTvAmqYhKioKzs5mtueTahXWMZk61jCZOtYw1YQq\nHQOslJJqB1GNYR2TqWMNk6ljDVN1q9Ie4CeffBKWlpZ48cUX8cILLxS5f/pn6/WXdT3bQNerTeVb\nSbVO1J4TiNpzoqabUXYdT1+kv6zTdYRO17G6m0hGqrCG5c+eV1Fl1vAny/WXdY8HQvd4++puIhmx\nqOjjNb4tLquGP/pyp/5y727NoOverLqbSEYsan8cog7EVfhxmqrkv13Jycnw9PTEjRs3EBISgvnz\n5yM4OLgwVNOgMlZXJvbRpAeZSZ8KUfrUysZ+6uL7qaJxWsNxNbIHoMw6zl5fRkIFSJ9SNVf2PVWG\nOL21cBvFB/7ZeYtFabahxlnDGWtF16dunRLN0wTfAwCAhfDYbou6snnC1M3TonkWLT+t9jouq4YL\ndgyTXaG7p2ic1vxJ0Txxwt/XuJcuGzf2G9E8m11ny1XDlT4EwtOzsIBcXV0xdOhQHrROJol1TKaO\nNUymjjVMNaFSHeA7d+4gKysLAHD79m3s2LED7dq1E20YkaGxjsnUsYbJ1LGGqaZU6reia9euYejQ\noQCAvLw8jB49Gv369RNtGJGhsY7J1LGGydSxhqmmVKoD3LRpUxw/fly6LUTVinVMpo41TKaONUw1\nhadCJiIiIiKzYrBTIUuPTNUcm4rmiY+KFD/VoHD7spNF41R2kmieWZA+LXC9hqJxWj0X0TwAQHaC\nbJ7wqZDVxc2ieUbpToponNbAXTRPpVZ8+qJSWQuf+vl+pmxelnCejfB2xQhlf3hMNM/2I9E4KOws\ne6GaFHdONE4duimal3G5Zk6FzD3ARERERGRW2AEmIiIiIrPCDjARERERmRV2gImIiIjIrLADTERE\nRERmxWCzQKQNXSaa57x3lmieit8vmqd5PyaaJz2LBurYiMYV/GO7aJ5ZEJ61QZ3bIpoHR2/ZPACa\nnXBm+lnZPDOgUi/JBl4WzqtbVzbv7h3ZPL/2snl2srNUqP3/Ec0zRl/EyO6re+kV2VMt13eVreEG\nE31E85CeIxoX81WaaF58rrVoXnlxDzARERERmRV2gImIiIjIrLADTERERERmhR1gIiIiIjIr7AAT\nERERkVkx2CwQR3+XHRX5xNqFonkWA4aI5iFP9lzWmmMz0Tz1759F8z75vmbO3V3dVJrsOdQlaZ6B\nsoG2jWXzDCFPdjYT3P9dNs8I3Xlpk2he/flPieapAydF87QubUTzUJArG/fVTtG8uFW3RPOM0Ust\n7ovmuXR1EM2zeE521gaVkCWapzWxE83r+PgN2TzRNGDMrvItxz3ARERERGRW2AEmIiIiIrPCDjAR\nERERmRV2gImIiIjIrLADTERERERmxWCzQHTtXiCaF51tCV2Qh1he1JEU6HrJjRb+dct26LrKjQSN\n2nseus7ecnlZVtB19BLL6+x/CsEOciPyp8eIRcm6KDdLQNThK9C1d5PLy2kDXS9/sbxfN/4MXffm\nYnlRMRfQJ7itXN6Bc9D1aCma19slVSzPHOxNv4OnLl4Uy4s6eQu93evL5Z1NQ5/Au3J5x1LQ+0aG\nXF58JnrXtRLLA4DDuffQpW490Uxj47agi1hW1Inr6C1XcoWZWQ2h6+Yrlrfn/i3oerQQy/t12x7R\n/kTME+nQtWsolvfr9+ega2wvlofaNgtE9PFronlR+8+I5kUfTpDNO5Iom3c0WTRvX6bcl4y5iP5d\nduqYqH2nRfOiYy4YdV7UAdkp6aTzzMHeDNnPffQp2X9AouPSZfOOpcjmXc4UzQOA34Sn4KztpLfD\nABB9KF40LyrmvGieeH/ipOzUe9HC076VV6U7wNu3b0ebNm3QsmVLfPbZZ5JtIqoWrGGqDVjHZOpY\nw1QTKtUBzs/Px2uvvYbt27fj9OnTWLVqFWJjY6XbRmQwrGGqDVjHZOpYw1RjVCUcOHBAPfXUU/rr\nM2fOVDNnztRfB8A//lX4rzqVVcOsY/5V5q+6cVvMP0P8sYb5Z+p/5VGpQXCJiYlo3Pi/p0319vbG\noUOH9NcLa5bIeJVVwwDrmIwft8Vk6ljDVFMqdQiEpmnS7SCqVqxhqg1Yx2TqWMNUUyrVAW7UqBES\nEv4760FCQgK8veWm2CAyNNYw1QasYzJ1rGGqKZXqAHfq1Annzp1DfHw8cnJysHr1agwZMkS6bUQG\nwxqm2oB1TKaONUw1pVLHANepUwf/+7//i6eeegr5+fmYOHEi/Pz8pNtGZDCsYaoNWMdk6ljDVGNE\nh3MqpbZt26Zat26tWrRooWbNmlXlvPHjxys3NzfVtm1bgdYpdeXKFaXT6ZS/v78KCAhQX331VZXy\n7t69q7p06aLat2+v/Pz81JQpU0TamZeXpzp06KAGDRpU5awmTZqodu3aqQ4dOqjOnTtXOS8tLU2F\nhYWpNm3aKD8/PxUTE1PprDNnzqgOHTro/+zt7av8nkiQrGPWMGu4JrCGq06yhpViHVcU+xPGV8e1\nqYZFO8B5eXmqefPm6tKlSyonJ0e1b99enT59ukqZe/bsUUePHhUr2OTkZHXs2DGllFJZWVmqVatW\nVW7j7du3lVJK5ebmqq5du6q9e/dWuZ1z585Vo0aNUoMHD65ylq+vr7p161aVcx4YO3asWrx4sVKq\n8Dmnp6eL5Obn5ysPDw915coVkbzKkq5j1jBruLqxho2vhpViHVcE+xPGWce1qYZFT4V8+PBhtGjR\nAr6+vqhbty5GjBiBDRs2VCkzODgYTk5OQi0EPDw80KFDBwCAra0t/Pz8kJSUVKXM+vULTyyek5OD\n/Px8ODs7Vynv6tWr2Lp1K55//nmxKWCkcjIyMrB3715MmDABQOHPVw4ODiLZO3fuRPPmzYtMiVMT\npOuYNcwarm6sYeOsYYB1XF7sTxhvHdeWGhbtAJc0n19iouw5qCXFx8fj2LFj6Nq1a5VyCgoK0KFD\nB7i7u6NPnz7w9/evUt6bb76Jzz//HBYWMm+Ppml48skn0alTJ3z77bdVyrp06RJcXV0xfvx4PPbY\nY3jhhRdw584dkXb+8MMPGDVqlEhWVZhSHbOGK441bFzMpYYB1nFFmFINA+ZTx7WphkU7wKY0n192\ndjaeffZZfPXVV7C1ta1SloWFBY4fP46rV69iz549iIqKqnTW5s2b4ebmhqCgILH/svbv349jx45h\n27Zt+Prrr7F3795KZ+Xl5eHo0aN45ZVXcPToUTRo0ACzZs2qchtzcnKwadMmDBs2rMpZVWUqdcwa\nrhzWsPEwpxoGWMcVYSo1DJhXHdemGhbtAJvKfH65ubkICwvDmDFjEBoaKpbr4OCAp59+GkeOHKl0\nxoEDB7Bx40Y0bdoUI0eOxO7duzF27NgqtcvT0xMA4OrqiqFDh+Lw4cOVzvL29oa3tzc6d+4MAHj2\n2Wdx9OjRKrUPALZt24aOHTvC1dW1yllVZQp1zBpmDZeGNWx8NQywjivCFGoYML86rlU1LHK08f+X\nm5urmjVrpi5duqTu378vctC6UkpdunRJ7KD1goICFR4eriZPniySd+PGDZWWlqaUUurOnTsqODhY\n7dy5UyQ7KiqqyqM2b9++rTIzM5VSSmVnZ6sePXqoX375pUqZwcHB6uzZs0oppT788EP17rvvVilP\nKaWee+45tXTp0irnSDBEHbOGK481XHGsYeOqYaVYxxXF/oTx1XFtq2HxadC2bt2qWrVqpZo3b65m\nzJhR5bwRI0YoT09PZWVlpby9vdW//vWvKuXt3btXaZqm2rdvr58qY9u2bZXO+/3331VQUJBq3769\nateunZo9e3aV2vewqKioKo/avHjxomrfvr1q3769CggIEHlPjh8/rjp16qQCAwPV0KFDqzxqMzs7\nWzVs2FD/wTIGknXMGmYN1wTWsAyJGlaKdVwZ7E8YVx3XthrWlBI8wImIiIiIyMiJHgNMRERERGTs\n2AEmIiIiIrPCDjARERERmRV2gImIiIjIrLADbCLGjRuHadOm1XQzyAzpdDosXry4xPuuXLkCOzu7\nMidZj4qKMshpVaua+80338Dd3R329vZITU0VbBnVFF9fX+zatavE+wxVh0TGpG3bttizZ09NN8Po\nsQNcCb6+vqhfvz7s7OxgZ2cHe3t7pKSkGHSdmqaZ1JlxzJWvry+sra1x69atIrcHBQXBwsICV65c\nKTNj6dKlCA4OFmvTDz/8gKZNmxa7PS8vD25ubti6dWupjy+t9nx8fJCVlWWw2hwwYID+c2ZlZQVr\na2v99VdeeaVK683NzcXbb7+NXbt2ITMzE7///js7R0bk4e2sh4cHwsPDkZmZWebjuK2k6rBv3z70\n6NEDjo6OaNiwIXr16lWlk1Y8SmZmJiZPnowmTZrAzs4OLVq0wJtvvlnsO+ZhJ0+exOOPPy7eltqG\nHeBK0DQNmzdvRlZWFrKyspCZmQkPDw/9/Xl5eQZZL2esM36apqFZs2ZYtWqV/rY//vgDd+/erbYv\n5fz8/CLXhw4divT0dERHRxe5ffv27bC0tET//v2rpV2VsW3bNv3nbPTo0Xjvvff01xcsWFClz0RK\nSgru3bsHPz8/wRaTlIe3sydOnMAff/yBTz75pKabpWeo7TwZv8zMTAwaNAh//etfkZaWhsTERHz4\n4YewtrYWXU9OTg769u2L2NhY/PLLL8jKykJMTAxcXFxKPAMba7Ji2AEWYmFhgQULFqBly5Zo3bo1\nAOCvf/0rfHx84ODggE6dOmHfvn365f98SMOff5o7duwYHnvsMdjb22PEiBG4d+9e9T0ZqpIxY8Zg\n2bJl+uuRkZEYO3Zskc5aRkYGxo4dCzc3N/j6+uLTTz+FUgqxsbF4+eWXERMTAzs7Ozg7O5e6PFC4\nx7hnz55466234OLigo8++qhIe6ytrTF8+PAibQKAZcuWYdSoUbCwsMDBgwfRo0cPODk5oUOHDsU6\ny/Hx8ejVqxfs7e3x1FNP6fc+xMfHw8LCAgUFBQCA1NRUjB8/Ho0aNYKzszOGDh1a4muUlJSEsLAw\nuLm5oVmzZpg/f365XttHdXi/+OILuLu7w8vLC0uXLtXffv/+fbzzzjto0qQJPDw88PLLL+PevXuI\ni4vTd3wdHR3xxBNPYODAgUhKSqq2X3Wo/Nzd3dGvXz+cOnUKALBx40YEBATAyckJffr0wZkzZ4os\nf/jwYQQEBMDZ2RkTJkzA/fv3i9w/c+ZMuLq6omnTpli5cqX+9kfVC1C4jfb29sbs2bPh6emJCRMm\noF27dti8ebP+8bm5uXBxccGJEycM9VKQEYiLi4OmaXjuueegaRrq1auHkJAQtGvXTr/Mv/71L/j7\n+8PZ2Rn9+/fX//r32WefoVu3bvodFd988w3atm2LnJycYutZtmwZEhISsG7dOrRp0wZA4SmIp06d\nigEDBgAo/KVk9uzZCAwMhJ2dHfLz8+Hr64vdu3cDAKZPn45hw4YhPDwc9vb2CAwMxLlz5zBz5ky4\nu7ujSZMm+Pe//61fZ0ZGBiZOnAgvLy94e3tj2rRp+u37+fPn0bt3bzg6OsLV1RUjRowwwKtbfdgB\nrqSSvog3bNiA3377DadPnwYAdOnSBSdOnEBaWhpGjRqFYcOG6Yu8tJ/pcnJyEBoaioiICKSlpWHY\nsGH46aef+LOeiejWrRsyMzNx5swZ5OfnY/Xq1RgzZkyRZV5//XVkZWXh0qVLiI6OxrJly7BkyRL4\n+fnh//7v/9C9e3dkZWXpj0t91PIPHD58GM2bN8f169fx97//vVibIiIi8OOPP+q/zDMyMrB582ZE\nREQgMTERgwYNwv/8z/8gLS0Nc+bMQVhYmL6Tq5TCypUrsXTpUly/fh05OTmYM2dOic89PDwc9+7d\nw+nTp3H9+nW89dZbxZYpKCjA4MGDERQUhKSkJOzatQv//Oc/sWPHjkq93ikpKcjMzERSUhIWL16M\nV199FRkZGQCAKVOm4Pz58zhx4gTOnz+PxMRE/OMf/0CrVq30namMjAzs3r0b27Ztg5eXV4m/6lDN\neLCdvXr1KrZv346uXbsiLi4Oo0aNwrx583Dz5k0MHDgQgwcP1u/9elCvO3bswIULFxAXF1dkz3FK\nSgpu3bqFpKQkREZGYtKkSYiLiwPw6Hp54Nq1a0hLS8OVK1ewaNEijB07FitWrNDfv3XrVjRq1Ajt\n27evjpeHakjr1q1haWmJcePGYfv27UhLSyty/4YNGzBz5kysW7cON2/eRHBwMEaOHAkAePfdd2Ft\nbY1PPvkE586dw9SpU/H999/Dysqq2Hp27tyJAQMGoH79+qW254cffsC2bduQnp4OS0vLYn2FzZs3\nY+zYsUhLS0NQUBBCQkIAFO6ImDZtGl588UX9suPGjYOVlRUuXLiAY8eOYceOHfjuu+8AANOmTUP/\n/v2Rnp6OxMREvPHGGxV/8YxJlc45Z6aaNGmibG1tlaOjo3J0dFShoaFK0zT166+/lvo4Jycn9fvv\nvyullBo3bpz64IMP9Pf9+uuvytvbWymlVHR0tPLy8iry2B49eqhp06bJPhES5+vrq3bu3Kk++eQT\n9f7776tt27apfv36qby8PKVpmrp8+bLKy8tTVlZWKjY2Vv+4hQsXKp1Op5RSasmSJapXr176+8qz\nvI+PT5lta9mypVq5cqVSSqlFixapDh06KKWUmjVrlgoPDy+y7FNPPaUiIyOVUkrpdDr16aef6u9b\nsGCB6t+/v1JKqUuXLilN01R+fr5KSkpSFhYWJZ7K8uH6PnjwYLH2zpgxQ40fP77U9v/5M/Mg18bG\nRuXn5+tvc3NzU4cOHVIFBQWqQYMG6sKFC/r7Dhw4oJo2bVqs7X9uI9W8B9tZOzs7pWmaCg0NVXl5\neeof//iHeu655/TLFRQUqEaNGqno6GilVOFncOHChfr7t27dqpo3b66UKnyP69Spo+7cuaO/f/jw\n4erjjz8us15+/fVXZWVlpe7fv6+/PzExUdna2qqsrCyllFJhYWHq888/N8CrQcYmNjZWjRs3Tnl7\ne6s6deqoIUOGqGvXrimllOrfv79avHixftn8/HxVv359deXKFaWUUvHx8crZ2Vn5+fmpWbNmPXId\nISEh6v333y+1Hb6+vmrJkiXFbtu1a5dSSqkPP/xQ9evXT3/fxo0bla2trSooKFBKKZWZmak0TVMZ\nGRkqJSVFWVtbq7t37+qXX7lyperTp49SSqmxY8eqSZMmqatXr5b18pgE7gGuBE3TsGHDBqSlpSEt\nLQ3r1q0DgGIDaObMmQN/f384OjrCyckJGRkZuHnzZpn5SUlJaNSoUZHbmjRpwmOATYSmaQgPD8f3\n339f4uEPN2/eRG5uLpo0aaK/zcfHB4mJiSXmlWf58gzeGjt2rP4wiOXLl2Ps2LEAgMuXL2Pt2rVw\ncnLS/+3fv7/IIQAP7w21sbFBdnZ2sfyEhAQ4OzvDwcGh1HZcvnwZSUlJRdY3c+ZMXL9+vcznUJKG\nDRvCwuK/m7L69esjOzsbN27cwJ07d9CxY0f9egYMGFCuzyDVvAfb2czMTERFRWH37t34z3/+g+Tk\nZPj4+BRZrnHjxo/8PPj4+CApKUl/3cnJCTY2NvrrTZo0QXJyMm7evFlmvbi6uhbZU+fl5YWePXvi\nxx9/RHp6OrZv347Ro0eLvxZkfNq0aYMlS5YgISEBJ0+eRFJSEiZPngygcBv317/+VV9HDRs2BAB9\njTZp0gQ6nQ6XL1/Gq6+++sh1NGzYsEjtPkpZ2383Nzf9ZRsbG7i4uOj3Ej/4LGRnZ+Py5cvIzc2F\np6envu0vvfQSbty4AQCYPXs2lFLo0qUL2rZtW+RXSFPEDrCgh3922Lt3Lz7//HOsXbsW6enpSEtL\ng4ODg74j1KBBA9y5c0e//MOdDU9Pz2KdocuXL/MQCBPi4+ODZs2aYdu2bXjmmWeK3Ofi4oK6desi\nPj5ef9uVK1fg7e0NAMXe57KWL+kxJRkzZgx27dqFmJgYHDp0SP9F7ePjg/DwcP0/dGlpacjKysK7\n775boefcuHFjpKam6g8/KG25pk2bFllfZmZmkWMpJbi4uMDGxganT5/Wryc9Pf2RMwnw82W8Hn/8\ncbz++ut477334OXlhcuXL+vvU0ohISGhyE6Dh2dbuXLlCry8vPTX09LSimx7L1++DC8vr3LVS0k1\nEhERgRUrVmDt2rXo0aMHPD09xZ43mYbWrVsjIiICJ0+eBFC4TV20aFGRbdzt27fRrVs3AMCWLVtw\n8OBB9O3bF++8884jc5988kn88ssvReq1JFLbrsaNG+tnMXrQ7oyMDPzxxx8ACo/FX7RoERITE7Fw\n4UK88soruHjxosi6awI7wAaSlZWFOnXqwMXFBTk5OfjHP/5RZEPaoUMHbN26FWlpaUhJScE///lP\n/X3du3dHnTp1MG/ePOTm5uLnn3/Gb7/9VhNPg6pg8eLF2L17d5G9TQBgaWmJ4cOHY+rUqfr/ur/8\n8kv9ccLu7u64evUqcnNzy7V8efn6+qJXr14YOXIk+vXrp98rMGbMGGzatAk7duxAfn4+7t27h6io\nqCL/hJXn1wdPT08MGDAAr7zyCtLT05Gbm1viXJRdunSBnZ0dZs+ejbt37yI/Px8nT54scwqhiv4C\nYmFhgRdeeAGTJ0/W78FITEx85LHG7u7uuHXrVrmm2qLqN3nyZBw+fBiPP/44tmzZgt27dyM3Nxdz\n585FvXr10KNHDwCFdfL1118jMTERqamp+PTTT4sN1vnwww+Rm5uLvXv3YsuWLRg2bBg0TatQvTww\ndOhQHD16FPPmzdP/qkK129mzZ/HFF1/ot5EJCQlYtWoVunfvDgB46aWXMGPGDP14oIyMDKxduxZA\n4S96L7zwAhYvXoylS5di06ZN2LZtW4nrCQ8PR+PGjREWFoazZ8+ioKAAt27dwowZMx75mKrw9PRE\nv3798NZbbyErKwsFBQW4cOGCfju+du1aXL16FUDh4GFN04r8+mZqTLflRubP/4H1798f/fv3R6tW\nreDr6wsbG5siP9uFh4ejffv28PX1Rf/+/TFixAh9hpWVFX7++WcsXboUDRs2xJo1axAWFlatz4eq\nrlmzZnjsscf01x+ukfnz56NBgwZo1qwZgoODMXr0aIwfPx4A0LdvXwQEBMDDw0PfSS1t+YrMexoR\nEYGEhIQiX9Te3t7YsGEDZsyYATc3N/j4+GDu3LlFOpwP5/95fQ9fXr58OerWrYs2bdrA3d0d8+bN\nK7acpaUlNm/ejOPHj6NZs2ZwdXXFpEmTyux4Pup5lvbcP/vsM7Ro0QLdunWDg4MDQkJC9AOe/vzY\nNm3aYOTIkWjWrBmcnZ05C4SRcXFxQUREBL788kt8//33eP311+Hq6ootW7Zg06ZNqFOnDoDC93T0\n6NHo168fmjdvjpYtW+KDDz7Q3/fg510vLy+Eh4dj4cKFaNWqFYCK1csD9erVwzPPPIP4+Phiv/ZQ\n7WRnZ4dDhw6ha9eusLW1Rffu3REYGIi5c+cCAEJDQ/Hee+9hxIgRcHBwQLt27fDLL78AAF588UWE\nhvjGP+8AACAASURBVIaif//+cHZ2xuLFi/H8888XG0gHFPYFdu7ciTZt2iAkJAQODg7o2rUrUlNT\n9XuTy1LSdrO068uWLUNOTo5+Bothw4bpt4VHjhxBt27dYGdnh7/85S+YN28efH19y/26GRtN8cBS\nIiKiSvv4449x7ty5YlMNEpHxKnUPcEJCAvr06YOAgAC0bdtWvzdn+vTp8Pb2RlBQEIKCgrB9+/Zq\naSxRRbGGydSxho1bamoq/vWvf2HSpEk13RSjxjomY1PqHuCUlBSkpKSgQ4cOyM7ORseOHbF+/Xqs\nWbMGdnZ2Jc7xSWRMWMNk6ljDxuvbb7/Fm2++ibFjx2LBggU13RyjxjomY1OntDs9PDz00x/Z2trC\nz89Pf9A3j5wgU8AaJlPHGjZeL7zwAl544YWaboZJYB2T0SnvhMGXLl1SPj4+KisrS02fPl01adJE\nBQYGqgkTJqi0tLQiywLgH/8q/GdoFalh1jH/KvPHGuZfbfgzpjqu6deCf6b5Vx7lWiorK0t17NhR\nrVu3Timl1LVr11RBQYEqKChQU6dOVRMmTChWsNI+/PBD5tXiPEPUzMMqWsOGaJOxvwfMqxrWMPOq\nO88QmcZWx8Zew4bIZF7VlLdmypwGLTc3F2FhYRgzZgxCQ0MBFJ5V5MHUGs8//zwOHz5cVgxRjWEN\nk6ljDVNtwDomY1JqB1gphYkTJ8Lf319/ij8ASE5O1l9et24d2rVrZ7gWElUBa5hMHWuYagPWMRmb\nUgfB7d+/HytWrEBgYCCCgoIAADNmzMCqVatw/PhxaJqGpk2bYuHChQZvqE6nY14tzjMU1jDzqivP\nUFjDzKvuTEMwljo2hfeAedXDICfC0DSNozqpQoyxZoyxTWS8jLFejLFNZNyMrWaMrT1k/MpbM6Xu\nAa6SjNWyeTZusnmW1rJ55iY7oaZbUC3yJ3QQy8o8niWWBQAO47xF8zQfO9E8Q1DX7ojmHXyj9tdx\ngldj0TzvlY+L5qn/XBHN07waiObBs6FonPTzPfJBctkLmbqCQ6JxKmmvbN7nP4jmfTxP9rviHdmP\nLGx0zqJ52gthonnlVeYgOCIiIiKi2oQdYCIiIiIyK+wAExEREZFZYQeYiIiIiMwKO8BEREREZFbY\nASYiIiIis2K4adCkpxm7e102z1Z2aiDx9klP+2bsr5+Rkpy6bN4x2Y/b//zVSjSvYONV0TwAuHUg\nQzQv93a+aF636YJ1/PfzclmCvOcG1HQTSqV19BHNW9PniGjesDm3RfNUbLZoXkBn4f1YsjOEybiT\nJJsX/4donMqRnafYXzQNqGMtXCP1hPNSambbyT3ARERERGRW2AEmIiIiIrPCDjARERERmRV2gImI\niIjIrLADTERERERmxXCzQOTIjv6GQ0vZPGnSszaknpTNk25f/n3ZPCO1T3Dmhue974plAUDOStlZ\nG07tzxHNAwB3J9lZG66l1RXN8zgnO8LfGBXsuiacKJ0n69mJ9UXzpGepULGnRfPqtWogmmeUs0BI\na9RMNE7rKjtLxZALd0TzpGlN7WTzvNqI5pUX9wATERERkVlhB5iIiIiIzAo7wERERERkVtgBJiIi\nIiKzwg4wEREREZkVw80CYSs7clZ81oH8e7J52QmyebaNZfMs68nmSb9+RuqJYLlzvF87KxYFAKhj\nZymal3hbfnPQfrjsaGGPzDzRvMtbUkXzjFHS1puieY3e9hXNO/JBsmheQGfZ/Tr1VsjO2mDxbj/R\nPCTJzgaDxcdl8yTkC89Qkys8y0Jspmhc3VHeonmak7VoHvwCROOU9PtRTtwDTERERERmpdQOcEJC\nAvr06YOAgAC0bdsW8+bNAwCkpqYiJCQErVq1Qr9+/ZCenl4tjSWqKNYwmTrWMNUGrGMyNqV2gOvW\nrYsvv/wSp06dwsGDB/H1118jNjYWs2bNQkhICOLi4tC3b1/MmjWrutpLVCGsYTJ1rGGqDVjHZGxK\nPejPw8MDHh4eAABbW1v4+fkhMTERGzduRHR0NAAgIiICOp2uWNFO/zhSf1n3eHvoeneQbjuZsKg9\nvyNq7x8GX09VahgAZly+pb8c7GCDYEfZs0yR6TqYcw+Hcg1/RsSq1vCXWf89PrGblTW6WwsfD0gm\nLer4NUQfv27w9VSpPzHrR/1lXS9/6Hr5G7y9ZDqiDl5E9MFLFX6cppQq1yif+Ph49O7dGydPnoSP\njw/S0tIAAEopODs7668DgKZpUPd3V7gx1YqD4KpG+PXT6g9EOUux0ipSw0BhHWcHy52C+9pZ2des\nSbC9aN7Wn3JF8wBg4Hgb2UDpQXB75QavNL+eYJQ1fMVTdkCN2Q2CEz7VsLEPgrPos9Ko6ljTNKj0\nH0TXr64dlc1bHCWaBz/ZbbuxD4KDtYNonIXv1HLVcLmGfWdnZyMsLAxfffUV7OyKjurWNA2aplWu\nlTXJSvYFh6ubbF6O7KhS5GTI5lma1l6kytZw/VfkzhnfaMllsSxDkJzx4gGtg+znTO25VfZCFeA7\ntalc2F+F/wn+k8rWsNdAF9F2aF6yHcLO/2ohmqeSbovmJc6NF83z7ntCNE/rM0g0D1gpnFdUpepY\nuIOk2XqK5qFLQ9G41OlnRPOcZ7UTzUOmbH9Ca/mYaF55lfmvcm5uLsLCwhAeHo7Q0FAAgLu7O1JS\nUgAAycnJcHMT7vwRCWINk6ljDVNtwDomY1JqB1gphYkTJ8Lf3x+TJ0/W3z5kyBBERhYe4xsZGakv\nZCJjwxomU8captqAdUzGptRDIPbv348VK1YgMDAQQUFBAICZM2diypQpGD58OBYvXgxfX1+sWbOm\nWhpLVFGsYTJ1rGGqDVjHZGxK7QD36tULBQUFJd63c+dOgzSISBJrmEwda5hqA9YxGRueCY6IiIiI\nzEq5ZoGoFOlZAqRnMci+Iptn6yObl3FONk/6/ZB+vsbKQ250r9VbsqPn1dmbonn1A2WnywIApMjO\n2nBml+wIf79nDfCcjYz0tFuaV3fRPGTLTuOl2cq+p8kfvCOaJ11xBd+vFk40QrdTZPMaCM8C4ecn\nGue8SLh9devK5tkLz6KVd1c2r5y4B5iIiIiIzAo7wERERERkVtgBJiIiIiKzwg4wEREREZkVww2C\nE6aSD4rmaXaNRPOQeko2T5jKShTN0yzrieYZK/XvC2JZGdtuiGUBQH1XK9E84WESAACta0vRvNZD\nhQfDtJE8De8vglmC/iN76l3YNxaNU2diRPOQLDvwssuNOaJ50oP+IP36GSM74UHXd2W3xVqjLqJ5\n8JHdtqt0ue8xAEBCrGyet+zp2suLe4CJiIiIyKywA0xEREREZoUdYCIiIiIyK+wAExEREZFZYQeY\niIiIiMyK4WaB+H/t3Xd4VGXaP/DvSSBAeiEJgVSCSGhJIHRCBhVkVRAWRECKNNvqa9l9V8RlgZ8u\nRF1dy+raEEEEBVYQBSICTogUA5KIdIGEEkILCaQAac/vD15HIpAyc0/mTM73c11zXcnM5DvPzNw5\neebkPPe5dEY0TgtoL5qHZkGyecKnGlaHvxTN04K7iOYZhdbWSyzLJ1i2RrSgZrJ5tw0VzQMAlbVD\nNM/l+cGieTi0VzZPh7T+94jmSZ96V+0rEs1zGSv7t0LtWCaap5meEc3DxeOyeXrUSPY08vAQ7nlT\nfFI2r0g2T/NoIZqHNt6yeZfOyebVEvcAExEREZGhcAJMRERERIbCCTARERERGQonwERERERkKJwA\nExEREZGh2K8LhJuPaJw686NonlZxWTRPnZNdTa6FmUTzUCS8UtgzTDZPp7Q/DJcLE+6IoIV1FM1D\nuezvBACgRWvZvK2bZPOiQmXzdEh997VontZSdkW+1jVcNA8tZd9TzVt2W6cOLhXNM4TyYtm8ylLZ\nvGaBsnmlF2TzmvjK5rkId9FwdZPNqyXuASYiIiIiQ6l2Ajxp0iQEBwejU6dOlutmzZqF0NBQxMfH\nIz4+HikpKXYfJJEtWMfk7FjD5OxYw6Q31U6AJ06ceF1BapqGZ555BhkZGcjIyMCgQYPsOkAiW7GO\nydmxhsnZsYZJb6o9BjgxMRHZ2dnXXa+UqjF41gsLLF+b+sXClBRX99FRg2XetAvmtJ/r5bFsquNX\nfjt+0tS7LUx92koOjZyYeWcuUnfm1stj2VLDs/97yPJ1Uow/TO39JYdGTs78wzGkptv/bHKcT5C9\nmNN2w5y2p84/Z9UiuLfeegsLFy5EQkICXn31Vfj6Xn+A9awZE6yJJoMw9esMU7/Olu9n/+PTeh9D\nrer4f2VPI0sNh6lLCExdQizfz/4wo97HUJsanjm8Tb2Pi5yHqUc4TD1+W4g4+9+b6/XxOZ8gW5kS\nO8KU+Nui8Nlza3e6dk3V8PErOzsbgwcPxs8/X91bd+bMGQQGXl3xOGPGDOTm5mLevHlVQzUNqnBF\nnZ5AjYpOyOa5eYnGqULh8bk2EY3T3IVXqbo2FY3TfEfVak+Atayt48p9f5EbxP59clkA0CleNE5r\nFiCaBwBo6icap3atE83DFbnOFy6DvtBlDUtvi9WOZaJ50l0bcFJ2W6y16yWaV/lp7f4415Z0Fw2X\n/ovtVsdW13DFNruMR4yLcEOty2dl8xrJdm4R78ohTGv2h1rVcJ27QAQFBUHTNGiahilTpiA9Pd2q\nARI5EuuYnB1rmJwda5gcqc4T4Nzc3455W7FiRZUVnUTOgnVMzo41TM6ONUyOVO1++9GjRyM1NRXn\nzp1DWFgYZs+eDbPZjMzMTGiahqioKLz33nv1NVYiq7COydmxhsnZsYZJb2o8BtiqUB4DbDseA+xw\nPAZYAI8BdigeA2w7HgPsWDwGWACPAb4hngmOiIiIiAxF+GPLNS6dkc3z7yCbd+EX0TitiY9onvQe\nalRckc1zE36+enX0iFiU1n+cWBYAoJG7aJw6J9+XWRPeA6y17Saap8pKBNO+EMySo756VzRPG/0P\n0Txlfk00D7l5snntZOO0wb1l87zDRPOAxcJ5OiS9x7ayXDZPWmWZbJ70HmUXN9m82j6sQx6ViIiI\niMhBOAEmIiIiIkPhBJiIiIiIDIUTYCIiIiIyFE6AiYiIiMhQ7NYFovJz2ZWkO/5XtrejVzPZVZtu\njWT7Jro1qhTN+yhXtmPA31e1Fc3TK63bELmwK/lyWQBU7g7RPHtQ5u9kAyOCZPPCWsvm6ZB414aD\nS0XztIT7RPOkqZNbHT2Eaqnvvnb0EJyPdNeGylLZPDfZ7jnifYXLhPsAe7SUzasl7gEmIiIiIkPh\nBJiIiIiIDIUTYCIiIiIyFE6AiYiIiMhQNKWU7OotAJqmQZVvFs1UuVtE87Qm3qJ54iqED6p3FT7V\noPCpkDXfUbBDKdpE0zRUZsstINIayy5ERKOmonGqMEc0DwC05h1F86QX/mn+0XJZwY/qsoZV4QrZ\n0CLZBcnwDBXOkz01sPSpmrV2vUTzpGkhT+iqjjVNg1LCC37LJU+BDvlT+UovqisXXrTWNFA2T3hR\noubas1Y1zD3ARERERGQonAATERERkaFwAkxEREREhsIJMBEREREZCifARERERGQodjsVMi6dkc3b\nu000TnkKd4FoIbvyGCUXZPMOHBSN0/oNFc3Traw9clndRsllAVDnfhbNswvh0z9LU1n6P520zaS7\nNgiTPtWw1lZ2W6yZnhHNwynhUytLd9EwAr13bWgk3DGo+KRsnvTr18hDNq+WuAeYiIiIiAyl2gnw\npEmTEBwcjE6dOlmuO3/+PAYMGIC2bdti4MCBKCgosPsgiazFGqaGgHVMzo41THpT7QR44sSJSElJ\nqXJdcnIyBgwYgIMHD+L2229HcnKyXQdIZAvWMDUErGNydqxh0ptqJ8CJiYnw8/Orct2qVaswYcIE\nAMCECROwcuVK+42OyEasYWoIWMfk7FjDpDd1XgR3+vRpBAcHAwCCg4Nx+vTpG95v1pzPLF+bEjvC\nlCh7SlRybubNB2DeIrswr7ZqW8MAMPvj3xaaJcUFwRQXbPfxkXMw78xF6s5chz1+rbfF/1xj+drU\n+xaYet9SL+Mj52BO2w1z2m6HPHata3jW+5avTaauMJm61sv4yDmYzTthTt1Z55/TVA0nTM7Ozsbg\nwYPx889XJwJ+fn7Iz/9tZbe/vz/Onz9fNVTToPI+rvNgqqN2fCWahwDhc1n7Bcnm5Qt30RAenxYU\nL5vnNcxu55+3poaB/6vjgs+uu95qwit71e4vRfPQorVsHgBcEu4CcfmSbN6Vy2JRLj3n2a2GARu2\nxUq204Uyvyaah5ayXQy0tiNF88S7NkgT7gKht22xPWqYbFRZLpwn20VDa9yvVjVc5y4QwcHBOHXq\nFAAgNzcXQUHCEz8iO2MNU0PAOiZnxxomR6rzBHjIkCFYsGABAGDBggUYOtQg/WCpwWANU0PAOiZn\nxxomR6p2Ajx69Gj07t0bBw4cQFhYGObPn49p06bh22+/Rdu2bbFx40ZMmzatvsZKVGesYWoIWMfk\n7FjDpDc1HgNsVSiPAbYdjwF2OB4DLIDHADsUjwEWwGOAHYrHAOuQUY8BJiIiIiJyZnVug+YwV67I\n5p08IZvXXOfnYz91XDbPq5Vsnk6pXME9D838ar5PXew/qu88ANofhovmVc77RDRPG9ZbNE+XioR/\n93PzZPOE9wCLP98WvWTzqO6k9zi6CE99dL5HFC5usnnSHDQ+7gEmIiIiIkPhBJiIiIiIDIUTYCIi\nIiIyFE6AiYiIiMhQOAEmIiIiIkOxXxcIz3DROO2Ox0Tz4NpUOK+JbF6IcNeLCrl+p1fzhMenU1pY\nP7EsdXyTWBYAoEecbN6pk7J5AFSWbP9OrVekbJ5/tGieIXSNFY3TWgp3WSgS7vAjnSfct5escPms\nbF5T4fMKSCsvls1z85HNKy+Rzasl7gEmIiIiIkPhBJiIiIiIDIUTYCIiIiIyFE6AiYiIiMhQOAEm\nIiIiIkOxXxcIadJdG9y8ZfNKL8rmSXdtkH79mgXJ5ulVU3+xKPGOA+WyNaJE067SQhJE89S2paJ5\naNRMNk+H1Mmtonla25GieSg6LpsnTbprg2eYbN4p2fdXl1yEpyp679ogrZGHbF5luWyeg3APMBER\nEREZCifARERERGQonAATERERkaFwAkxEREREhmK/RXDSi8z0fupd6ed7SXoRnPCpmo1C8hSNOl9w\npXm3kg9t5C6b166rbF75Jdk8HRJftCa96KqFvk+FrL56VzRPG/yIaJ4hlF6QzXNpLJsnvZ0zmsoy\nhzws9wATERERkaFYvQc4MjIS3t7ecHV1RePGjZGeni45LqJ6wTomZ8caJmfHGiZHsHoCrGkazGYz\n/P3l+qQS1TfWMTk71jA5O9YwOYJNh0AoZY/W+UT1i3VMzo41TM6ONUz1zaY9wHfccQdcXV3x8MMP\nY+rUqVVunzXrfcvXJlNXmEzCi1fIqZnNP8Js/tHRw6i5jl/8xPK1qV9nmPrF1vcQSafMmw/CvOWg\no4fBbTHZxLzlF5i3/OLQMdRYwy8ssHxt6hcLU1JcfQ+RdMycmgnzpp/q/HOasvJjV25uLkJCQnD2\n7FkMGDAAb731FhITE6+GahqU2mFNbP2R7iphtC4Lwqd+1prc5pA9ADXWcd7Hcg/m00YuCxBf7S5+\n+m1A/hTcgqemBiB6OmnNc4gua7jywF9FH09rKdy1QZr0qYZ1fqpmtWOZaJ5L/8X1Xsc1bocvrZV9\nQOlTIev91MCXz8rmuYfI5gm/fpprz1rVsNWHQISEXH0BAgMDMWzYMB60Tk6JdUzOjjVMzo41TI5g\n1QS4pKQEhYWFAIDi4mKsW7cOnTp1Eh0Ykb2xjsnZsYbJ2bGGyVGsOgb49OnTGDZsGACgvLwcDzzw\nAAYOHCg6MCJ7Yx2Ts2MNk7NjDZOjWDUBjoqKQmZmpvRYiOoV65icHWuYnB1rmByFZ4IjIiIiIkOx\nug1ajfTeZUE6T+/PV3p8bt6yeUYg3RFB+vzzV/Jl8wDAo6V8pqTiHEePwOlIdx3QEu4TzVNLnhfN\nQ1d9tz7c/ocfHD0E+3Nxk82T7tpQWSqbV14smyf9t0K6q0QjD9m8WuIeYCIiIiIyFE6AiYiIiMhQ\nOAEmIiIiIkPhBJiIiIiIDIUTYCIiIiIyFPt1gZAm3cVAmt7Hp/euEjqldq0Ty9K6+YtlAQDKS2Tz\nGjWTzQOAy+dl84pzZfMaCXfm0KHtsf8Vzeu2todonjjhrg3/79aVonl//y5BNM8QXBrL5um9a0PB\nYdk8Yar8kmie5hUmmldb3ANMRERERIbCCTARERERGQonwERERERkKJwAExEREZGhcAJMRERERIZi\nvy4Q0l0CLp2RzZPuitAsSDZPWulFR4/AOYW1FotS534WywIArbHw+d19omXzAKhfvpENLMiXzWtm\nh84XOtOhm/B+jtw82byiE6JxmrfsivK/Hxgqmiet20fC78cYHXYgKDwqm+cVIZtXfEo0Tl25IJoH\nVzfZvDzZ90Md3yeaV1vcA0xEREREhsIJMBEREREZCifARERERGQonAATERERkaFwAkxEREREhmK3\nLhDqm9dE8xaO2Y7ujZuK5f2slaBXE7lOED95VaKvl9yK8p13+MLUzk8sb91r+5DoK9c1IH1Qc5g6\nBYjl6ZVav1ksy5x2CqYIb7m8ZhpMHeXeA/Puz4Xz8mAa0VcuL/04TOGucnmZp2Hy08Ty9Mr9w2Fi\nWeYfjqHfhv1ieam5RUjaME8075aMy2J5W69cwfBhrcTyUnOL0P9/u4vlAcC7D/6Mri4Nv5uJFPP3\n+2C63Vc087uVq2BKkKsT89qdMHVqLpb3+bit6OkmN3/KeqgFTO39xfK+++E0TG1l35PasHoPcEpK\nCtq1a4dbbrkFL730kuSYbmh7udxGDQC2lcq2afu+8JJoXup+2XZPaReEx7dbuPWOA9R3Dacek21F\nJ/0e6D4v/bhsXqZwa0UHqc86Fn8Pcot0nSf9d0J6fACws1J22+4I9VnD5s3yLbdSd+TI5v0su+0U\nr+O952XzfikQzastqybAFRUVePzxx5GSkoK9e/diyZIl2LfPMX3ciKzBGqaGgHVMzo41TI5i1QQ4\nPT0dbdq0QWRkJBo3boxRo0bhyy+/lB4bkd2whqkhYB2Ts2MNk8MoKyxbtkxNmTLF8v0nn3yiHn/8\nccv3AHjhpc6X+lRTDbOOebHmUt+4LebFHhfWMC/OfqkNqxbBaVr1C0eu1iyRftVUwwDrmPSP22Jy\ndqxhchSrDoFo1aoVjh//bTHE8ePHERoaKjYoIntjDVNDwDomZ8caJkexagKckJCAX375BdnZ2Sgt\nLcXnn3+OIUOGSI+NyG5Yw9QQsI7J2bGGyVGsOgSiUaNG+Pe//40777wTFRUVmDx5MmJiYqTHRmQ3\nrGFqCFjH5OxYw+QwokezK6XWrl2rbr31VtWmTRuVnJxsc97EiRNVUFCQ6tixo8DolDp27JgymUyq\nffv2qkOHDuqNN96wKe/SpUuqe/fuKjY2VsXExKhp06aJjLO8vFzFxcWpe+65x+asiIgI1alTJxUX\nF6e6detmc15+fr4aPny4ateunYqJiVFbt261Omv//v0qLi7OcvH29rb5PZEgWcesYdawI7CGbSdZ\nw0qxjuuK8wn91XFDqmHRCXB5ebmKjo5WWVlZqrS0VMXGxqq9e/falLlp0ya1c+dOsYLNzc1VGRkZ\nSimlCgsLVdu2bW0eY3FxsVJKqbKyMtWjRw+VlpZm8zhfffVVNWbMGDV48GCbsyIjI1VeXp7NOb8a\nP368mjdvnlLq6nMuKCgQya2oqFAtWrRQx44dE8mzlnQds4ZZw/WNNay/GlaKdVwXnE/os44bUg1b\nfSa4G7FHP7/ExET4+cmdErhFixaIi4sDAHh6eiImJgYnT560KdPd/eophktLS1FRUQF/f9tOEXji\nxAmsWbMGU6ZMEVsBK5Vz4cIFpKWlYdKkSQCu/vvKx8dHJHv9+vWIjo5GWFiYSJ61pOuYNcwarm+s\nYX3WMMA6ri3OJ/Rbxw2lhkUnwDk5OVUeLDQ0FDk5sqcIlJSdnY2MjAz06NHDppzKykrExcUhODgY\n/fv3R/v27W3Ke/rpp/HKK6/AxUXm7dE0DXfccQcSEhLwwQcf2JSVlZWFwMBATJw4EV26dMHUqVNR\nUlIiMs7PPvsMY8aMEcmyhTPVMWu47ljD+mKUGgZYx3XhTDUMGKeOG1INi06Aa9NbVS+KioowYsQI\nvPHGG/D09LQpy8XFBZmZmThx4gQ2bdoEs9lsddbXX3+NoKAgxMfHi33K2rx5MzIyMrB27Vq8/fbb\nSEtLszqrvLwcO3fuxGOPPYadO3fCw8MDycnJNo+xtLQUX331Fe677z6bs2zlLHXMGrYOa1g/jFTD\nAOu4LpylhgFj1XFDqmHRCbCz9PMrKyvD8OHDMXbsWAwdOlQs18fHB3fffTd27NhhdcaWLVuwatUq\nREVFYfTo0di4cSPGjx9v07hCQkIAAIGBgRg2bBjS09OtzgoNDUVoaCi6desGABgxYgR27txp0/gA\nYO3atejatSsCAwNtzrKVM9Qxa5g1XB3WsP5qGGAd14Uz1DBgvDpuUDUscrTx/ykrK1OtW7dWWVlZ\n6sqVKyIHrSulVFZWlthB65WVlWrcuHHqqaeeEsk7e/asys/PV0opVVJSohITE9X69etFss1ms82r\nNouLi9XFixeVUkoVFRWp3r17q2+++camzMTERHXgwAGllFIzZ85Uf/3rX23KU0qp+++/X3388cc2\n50iwRx2zhq3HGq471rC+algp1nFdcT6hvzpuaDUs3gZtzZo1qm3btio6OlrNmTPH5rxRo0apkJAQ\n5ebmpkJDQ9VHH31kU15aWprSNE3FxsZaWmWsXbvW6rxdu3ap+Ph4FRsbqzp16qRefvllm8Z3LbPZ\nbPOqzSNHjqjY2FgVGxurOnToIPKeZGZmqoSEBNW5c2c1bNgwm1dtFhUVqYCAAMsvlh5I1jFrHutK\nZgAAIABJREFUmDXsCKxhGRI1rBTr2BqcT+irjhtaDWtK8UTbRERERGQcoscAExERERHpHSfARERE\nRGQonAATERERkaFwAkxEREREhsIJMBEREREZiqEmwLNmzcK4ceOs/vmJEyfC398fPXv2FBwVkb5l\nZ2fDxcUFlZWVNd7XbDZXOX1px44dsWnTJnsOj4iIqM4a1ATY09MTXl5e8PLygouLC9zd3S3fL168\n2KZTK6alpWH9+vU4efIktm3bdtPJdGlpKQIDA1FcXAyTyYR58+bZ8pSIbmrQoEGYOXPmddd/+eWX\nCAkJqdWE1d52796Nfv36OXoYJKSmD0Nz587F1KlTa8x58MEHMWPGDOnhiavLhz97+v0Hy7r6z3/+\ng+DgYHh7e+P8+fOCI6Pfmzt3Lu66664q191yyy03vG7p0qX1OTT6nQY1AS4qKkJhYSEKCwsRERGB\nr7/+2vL9mDFjbDoX9tGjRxEZGYmmTZtWe79NmzYhPj4eHh4e0DRN5Hzmjt74kj49+OCDWLRo0XXX\nf/LJJxg7dixcXBrUrzcJsecHp+eeew4ffPBBjfezZdvo4uJi2dkRGBiIMWPG4MKFC1ZlSbNmp8et\nt96Ku+66y7Kzxs3NDU2aNLF8/9hjj9n0d6SsrAx//vOfsWHDBly8eBG7du2yaTJN1UtKSsKWLVss\n843c3FyUl5cjMzPT8ruVm5uLw4cPc+eAgxnqL6SmaSgtLcWECRPg7e2Njh074scff7TcfvLkSQwf\nPhxBQUFo3bo13nrrLQDAvHnzMHXqVGzduhVeXl7o2bMn5s6di88//xxeXl6Ij4+3ZKxZs+a6T3o3\nct999yEkJAS+vr5ISkrC3r17Lbc9+OCDePTRR3HXXXfB09MTZrMZx48fxx//+EcEBQWhefPmeOKJ\nJyz3/+ijj9C+fXv4+/tj0KBBOHbsmOU2FxcXvPfee2jbti38/Pzw+OOPA7i6pzogIAC7d++23PfM\nmTPw8PBAXl6eFa8u1bd7770XeXl5SEtLs1yXn5+P1atXY/DgwejVqxf8/PzQsmVLPPHEEygrK7Pc\n72Z1AVz9wPWXv/wFgYGBiI6OxurVq6s87vz589G+fXt4e3sjOjoa77///k3HGBkZiY0bNwIA0tPT\nkZCQAB8fH7Ro0QJ//vOfAfy2l+3jjz9GeHg4AgIC8O6772L79u3o3Lk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dX1RyuIiICPTp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\n8v8BavIu7CPT5x0AAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x127044f50>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "La Jolla",
"level": 2
},
{
"metadata": {},
"cell_type": "markdown",
"source": "This sort of heat map analysis isn't always useful. La Jolla, which is among the wealthiest zip codes in the country, with a lot of large estates with low poulation density and a very constrained nightlife district, has too few crimes to light up the heatmaps. The result is that there are no clear patterins in most of the maps, and some don't have any crimes at some times of day. "
},
{
"metadata": {},
"cell_type": "code",
"input": "plot_heat_grid(inct[inct.community == 'SanLAJ'])",
"prompt_number": 11,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"png": 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Dhw6Ii4uDi4tLsftM+/gnw/c97/eGvn3Dyo+SapyEn84i8eeMah1Duep4zk7D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\nrlkN+y2EIwAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x128095d10>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "Comparing Communities",
"level": 1
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The preceeding analysis lets us see which of the crime types have interesting patterns. Now let's look at how those patterns vary across communities. There there are a lot of communities, we'll pick a selection of them. The selection includes the largest communities a few of the poorest and a few of the wealthy ones. \n\nWe can do the same analysis for each of the communities in San Diego. First, here is a list of the community codes that we'll use -- there are many more we aren't using -- , the community name, and the population. "
},
{
"metadata": {},
"cell_type": "code",
"input": "\ncommunities = ['SanDOW','SanMDC','SanPCF','SanSOT','SanGRE','SanCLA','SanUPT','SanENC','SanUNV','SanMID',\n 'SanMIR','SanSKY','SanOAT', 'SanCOL', 'SanLAJ']\n\n(inct[['community','community_name', 'community_pop']][inct.community.isin(communities)]\n.drop_duplicates().sort('community_pop', ascending=False))",
"prompt_number": 14,
"outputs": [
{
"output_type": "pyout",
"html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>community</th>\n <th>community_name</th>\n <th>community_pop</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>13</th>\n <td> SanCLA</td>\n <td> Clairemont Mesa</td>\n <td> 77873</td>\n </tr>\n <tr>\n <th>8 </th>\n <td> SanMDC</td>\n <td> Mid-City:City Heights</td>\n <td> 74062</td>\n </tr>\n <tr>\n <th>7 </th>\n <td> SanMIR</td>\n <td> Mira Mesa</td>\n <td> 72761</td>\n </tr>\n <tr>\n <th>14</th>\n <td> SanSKY</td>\n <td> Skyline-Paradise Hills</td>\n <td> 67273</td>\n </tr>\n <tr>\n <th>22</th>\n <td> SanUNV</td>\n <td> University</td>\n <td> 63098</td>\n </tr>\n <tr>\n <th>24</th>\n <td> SanOAT</td>\n <td> Otay Mesa-Nestor</td>\n <td> 60544</td>\n </tr>\n <tr>\n <th>11</th>\n <td> SanSOT</td>\n <td> Southeastern San Diego,Southeastern</td>\n <td> 57358</td>\n </tr>\n <tr>\n <th>0 </th>\n <td> SanENC</td>\n <td> Encanto Neighborhoods,Southeastern</td>\n <td> 47361</td>\n </tr>\n <tr>\n <th>21</th>\n <td> SanGRE</td>\n <td> Greater North Park</td>\n <td> 45697</td>\n </tr>\n <tr>\n <th>1 </th>\n <td> SanPCF</td>\n <td> Pacific Beach</td>\n <td> 39849</td>\n </tr>\n <tr>\n <th>39</th>\n <td> SanMID</td>\n <td> Mid-City:Eastern Area</td>\n <td> 37348</td>\n </tr>\n <tr>\n <th>18</th>\n <td> SanUPT</td>\n <td> Uptown</td>\n <td> 37279</td>\n </tr>\n <tr>\n <th>6 </th>\n <td> SanDOW</td>\n <td> Downtown</td>\n <td> 31759</td>\n </tr>\n <tr>\n <th>3 </th>\n <td> SanLAJ</td>\n <td> La Jolla</td>\n <td> 29018</td>\n </tr>\n <tr>\n <th>64</th>\n <td> SanCOL</td>\n <td> College Area</td>\n <td> 20794</td>\n </tr>\n </tbody>\n</table>\n<p>15 rows × 3 columns</p>\n</div>",
"metadata": {},
"prompt_number": 14,
"text": " community community_name community_pop\n13 SanCLA Clairemont Mesa 77873\n8 SanMDC Mid-City:City Heights 74062\n7 SanMIR Mira Mesa 72761\n14 SanSKY Skyline-Paradise Hills 67273\n22 SanUNV University 63098\n24 SanOAT Otay Mesa-Nestor 60544\n11 SanSOT Southeastern San Diego,Southeastern 57358\n0 SanENC Encanto Neighborhoods,Southeastern 47361\n21 SanGRE Greater North Park 45697\n1 SanPCF Pacific Beach 39849\n39 SanMID Mid-City:Eastern Area 37348\n18 SanUPT Uptown 37279\n6 SanDOW Downtown 31759\n3 SanLAJ La Jolla 29018\n64 SanCOL College Area 20794\n\n[15 rows x 3 columns]"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# Get a list of all of the communities, ordered by population, so we can manually extract codes. \nx = inct[['legend','community']]\n#x = x[x.legend == 'SEX CRIMES']\n_ = x.groupby('community').count().sort('legend', ascending=False)\n",
"prompt_number": 27,
"outputs": [],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "def plot_heat_grid_community(df, communities=None):\n from numpy import array\n\n if not communities:\n communities = sorted([ l for l in df.community.unique() if l.strip() and l not in ('-') ])\n\n c = len(communities)\n ncols = 5.\n nrows = ceil(float(c)/ncols)\n\n cmap = plt.get_cmap('YlOrRd')\n\n fig, axes = plt.subplots(nrows=int(nrows), ncols=int(ncols), figsize=(10,10), squeeze=True, sharex=False, sharey=False)\n\n fig.set_size_inches(ncols*2,nrows*2)\n axes = axes.ravel() # Convert 2D array to 1D\n plt.tight_layout(h_pad=2)\n for i, community in enumerate(communities):\n\n sub = df[df.community == community]\n axes[i].set_title(community)\n if len(sub) > 40:\n heatg = sub.groupby(['dow','hour'])\n\n hgcounts = heatg.count()['id'].unstack('hour').fillna(0)\n\n # Converting to an array puts it into a for that\n # matplotlib expects. This probably only works b/c the\n # hours and days of week are 1-based indexes. \n axes[i].pcolormesh(array(hgcounts.T),cmap=cmap)\n \n \n",
"prompt_number": 28,
"outputs": [],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "Sex Crimes, Prostitution",
"level": 2
},
{
"metadata": {},
"cell_type": "markdown",
"source": "First up, Sex crimes, emphasizing prostitution. Most of the grids are spotty, indicating there are not enough incidents for proper analysis, with the exception of North Park, Downtown and Mid-City / City Heights. "
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Here is the set of specific categories of sex crimes, across the whole city. \"Other Sex Crime\" is the catch all category that includes all of the kinky things that you don't even want to know about, and all of the really common things that you can't believe we still have laws about. Other sex crimes are varied, so there isn't a strong time component to it and there aren't strong patterns in the heat maps. "
},
{
"metadata": {},
"cell_type": "code",
"input": "\ncategory_counts = inct[['legend','description']].groupby(['legend','description']).count()\ncategory_counts.loc['SEX CRIMES']",
"prompt_number": 12,
"outputs": [
{
"output_type": "pyout",
"html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>legend</th>\n <th>description</th>\n </tr>\n <tr>\n <th>description</th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>OTHER SEX CRIME</th>\n <td> 3559</td>\n <td> 3559</td>\n </tr>\n <tr>\n <th>PROSTITUTION</th>\n <td> 3453</td>\n <td> 3453</td>\n </tr>\n <tr>\n <th>RAPE</th>\n <td> 1473</td>\n <td> 1473</td>\n </tr>\n </tbody>\n</table>\n<p>3 rows × 2 columns</p>\n</div>",
"metadata": {},
"prompt_number": 12,
"text": " legend description\ndescription \nOTHER SEX CRIME 3559 3559\nPROSTITUTION 3453 3453\nRAPE 1473 1473\n\n[3 rows x 2 columns]"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Here are the counts for North Park. Unlike the rest of the city, it is much more tilted toward prostitution. Unfortunately, there isn't enough data to explore why it is most prevalent on Wednesdays. "
},
{
"metadata": {},
"cell_type": "code",
"input": "sangre_incidents = inct[inct.community == 'SanGRE']\ncategory_counts = sangre_incidents[['legend','description']].groupby(['legend','description']).count()\ncategory_counts.loc['SEX CRIMES']",
"prompt_number": 13,
"outputs": [
{
"output_type": "pyout",
"html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>legend</th>\n <th>description</th>\n </tr>\n <tr>\n <th>description</th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>OTHER SEX CRIME</th>\n <td> 148</td>\n <td> 148</td>\n </tr>\n <tr>\n <th>PROSTITUTION</th>\n <td> 1371</td>\n <td> 1371</td>\n </tr>\n <tr>\n <th>RAPE</th>\n <td> 86</td>\n <td> 86</td>\n </tr>\n </tbody>\n</table>\n<p>3 rows × 2 columns</p>\n</div>",
"metadata": {},
"prompt_number": 13,
"text": " legend description\ndescription \nOTHER SEX CRIME 148 148\nPROSTITUTION 1371 1371\nRAPE 86 86\n\n[3 rows x 2 columns]"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "plot_heat_grid_community( inct[ ( inct.legend == 'SEX CRIMES') & (inct.description == 'PROSTITUTION' ) ], communities=communities)",
"prompt_number": 29,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
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b62Ly5MkICwtDv379EBkZCScnJ0yaNIkdZLILaoZJqBlygBzJIWgA3nrmF+nY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\nAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x1114ff590>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Burglary shows some interesting patterns -- several of the communities are missing the cluster of incidents in the middle of the workday, and some have much stronger Friday evenings. Our original analysis showed the workday and Friday evening patterns on the same heatmap, but it turns out they are independent, and occur in different communities. \n\nA guess at the reason is that in the more affluent areas there are more people who work from home or maintain the home, so the burglars have to pick another time. A future analysis could link in Census data to verify this hypothesis. \n"
},
{
"metadata": {},
"cell_type": "heading",
"source": "Burglary",
"level": 2
},
{
"metadata": {},
"cell_type": "code",
"input": "plot_heat_grid_community( inct[inct.legend == 'BURGLARY'], communities=communities)",
"prompt_number": 30,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"png": 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E5FY4ACYiIiIit8IBMBERERG5FUMppRz+pIYBdW6B/Alq+4ij6qR8cQjqydvF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\nmIiIiIgCyv8HzGC5lU90lFgAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x129d69210>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "DUIs however, look pretty much the same everywhere, although some communities get started earlier. The communities that have more \"noise\" in the middle of the map, rather than being solid yellow, are ones that have fewer DUIs; in the comunities with a lot of DUIs, such as SanDOW and SanPCF the large number of nighttime DUIs swamps those during the day. "
},
{
"metadata": {},
"cell_type": "heading",
"source": "DUI",
"level": 2
},
{
"metadata": {},
"cell_type": "code",
"input": "plot_heat_grid_community( inct[inct.legend == 'DUI'], communities=communities)",
"prompt_number": 31,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"png": 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9I5/EvCEJ5g1JMG/IVcwZAgSXQSssLERiYiIAIDExEYWFhdd9Xdasvznu2wb0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\nQmCC\n",
"text": "<matplotlib.figure.Figure at 0x12b044290>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The patterns for Theft are more subtle, but seem to be connected to whether the community has an active nightlife, where more of the interactions between people occur in the evening. "
},
{
"metadata": {},
"cell_type": "heading",
"source": "Theft / Larceny",
"level": 2
},
{
"metadata": {},
"cell_type": "code",
"input": "plot_heat_grid_community( inct[inct.legend == 'THEFT/LARCENY'], communities=communities)",
"prompt_number": 32,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"png": 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ze89Vf6cbWLrd8a/P8hVgIiIiInIrHAATERERkVvhAJiIiIiI3AoHwERERETk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\nCk+AiYiIiCio8ASYiIiIiILK/wOCZhQlFG/bPwAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x11a119b90>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "",
"prompt_number": 32,
"outputs": [],
"language": "python",
"trusted": false,
"collapsed": false
}
],
"metadata": {}
}
],
"metadata": {
"name": "",
"signature": "sha256:8f76cb5322d3fbff3a86cca983357ae7b8eeb634bd8abe12d2914da0feff5d82"
},
"nbformat": 3
}
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