From 3384c82f80f8a099193aa0a74d9ff1c8d98e775d Mon Sep 17 00:00:00 2001 From: Matthew Perry Date: Sat, 12 Jul 2014 12:24:19 -0500 Subject: [PATCH 1/6] first cut at implementing spatial overlays (polygon only) --- examples/overlays.ipynb | 612 ++++++++++++++++++++++++++++++++++++ geopandas/tools/__init__.py | 3 + geopandas/tools/overlay.py | 179 +++++++++++ tests/test_overlay.py | 88 ++++++ 4 files changed, 882 insertions(+) create mode 100644 examples/overlays.ipynb create mode 100644 geopandas/tools/__init__.py create mode 100644 geopandas/tools/overlay.py create mode 100644 tests/test_overlay.py diff --git a/examples/overlays.ipynb b/examples/overlays.ipynb new file mode 100644 index 0000000..7808def --- /dev/null +++ b/examples/overlays.ipynb @@ -0,0 +1,612 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:fd004464d2c9a76d849b9774250b15c41746a946abfeb8e3978cd25e15e8c576" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Spatial overlays allow you to compare two GeoDataFrames containing polygon or multipolygon geometries \n", + "and create a new GeoDataFrame with the new geometries representing the spatial combination *and*\n", + "merged properties. This allows you to answer questions like\n", + "\n", + "> What are the demographics of the census tracts within 1000 ft of the highway?\n", + "\n", + "The basic idea is demonstrated by the graphic below but keep in mind that overlays operate at the dataframe level, \n", + "not on individual geometries, and the properties from both are retained" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from IPython.core.display import Image \n", + "Image(url=\"http://docs.qgis.org/testing/en/_images/overlay_operations.png\") " + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 3, + "text": [ + "" + ] + } + ], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can load up two GeoDataFrames containing (multi)polygon geometries..." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%pylab inline\n", + "import os\n", + "from shapely.geometry import Point\n", + "from geopandas import GeoDataFrame, read_file\n", + "from geopandas.tools import overlay\n", + "\n", + "# NYC Boros\n", + "zippath = os.path.abspath('../examples/nybb_14aav.zip')\n", + "polydf = read_file('/nybb_14a_av/nybb.shp', vfs='zip://' + zippath)\n", + "\n", + "# Generate some circles\n", + "b = [int(x) for x in polydf.total_bounds]\n", + "N = 10\n", + "polydf2 = GeoDataFrame([\n", + " {'geometry' : Point(x, y).buffer(10000), 'value1': x + y, 'value2': x - y}\n", + " for x, y in zip(range(b[0], b[2], int((b[2]-b[0])/N)),\n", + " range(b[1], b[3], int((b[3]-b[1])/N)))])" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first dataframe contains multipolygons of the NYC boros" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "polydf.plot()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 5, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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CgizNyZMncXZ2Zninqj8kgAFBn3gV8IHyDkUIe/8Sl3kd0NOTBkC3vF6x8dAd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+ "text": [ + "" + ] + } + ], + "prompt_number": 5 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And the second GeoDataFrame is a randomly generated set of circles in the same geographic space (TODO ...use real data)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "polydf2.plot()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 6, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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+ "text": [ + "" + ] + } + ], + "prompt_number": 6 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `geopandas.tools.overlay` function takes three arguments:\n", + "\n", + "* df1\n", + "* df2\n", + "* how\n", + "\n", + "Where `how` can be one of:\n", + "\n", + " ['intersection',\n", + " 'union',\n", + " 'identity',\n", + " 'symmetric_difference',\n", + " 'difference']\n", + "\n", + "So let's identify the areas (and attributes) where both dataframes intersect using the `overlay` tool. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from geopandas.tools import overlay\n", + "newdf = overlay(polydf, polydf2, how=\"intersection\")\n", + "newdf.plot()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 7, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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JiSktWrRg/fp1eHl50aN7N5aMasZnzcoTFRVDnX5/cPbfB4ARpqbGDBhWm0k/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\nfzZHUe5z7pyPnNzOQsiJ7uS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2 4 Queens 3.045079e+09 896875.396449 (POLYGON ((1029606.076599121 156073.8142089844...
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4 2 Bronx 1.186822e+09 464475.145651 (POLYGON ((1012821.805786133 229228.2645874023...
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4 POLYGON ((984855 181209, 984806.847266722 1802... 1156064 793646
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" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 9, + "text": [ + " geometry value1 value2\n", + "0 POLYGON ((923175 120121, 923126.847266722 1191... 1033296 793054\n", + "1 POLYGON ((938595 135393, 938546.847266722 1344... 1063988 793202\n", + "2 POLYGON ((954015 150665, 953966.847266722 1496... 1094680 793350\n", + "3 POLYGON ((969435 165937, 969386.847266722 1649... 1125372 793498\n", + "4 POLYGON ((984855 181209, 984806.847266722 1802... 1156064 793646" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "newdf.head()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
BoroCodeBoroNameShape_AreaShape_Lengvalue1value2geometry
0 5 Staten Island 1.623847e+09 330454.175933 1033296 793054 POLYGON ((916755.4256330276 129447.9617643995,...
1 5 Staten Island 1.623847e+09 330454.175933 1063988 793202 POLYGON ((938595 135393, 938546.847266722 1344...
2 5 Staten Island 1.623847e+09 330454.175933 1125372 793498 POLYGON ((961436.3049926758 175473.0296020508,...
3 5 Staten Island 1.623847e+09 330454.175933 1094680 793350 POLYGON ((954015 150665, 953966.847266722 1496...
4 2 Bronx 1.186822e+09 464475.145651 1309524 794386 POLYGON ((1043287.193237305 260300.0289916992,...
\n", + "
" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 10, + "text": [ + " BoroCode BoroName Shape_Area Shape_Leng value1 value2 \\\n", + "0 5 Staten Island 1.623847e+09 330454.175933 1033296 793054 \n", + "1 5 Staten Island 1.623847e+09 330454.175933 1063988 793202 \n", + "2 5 Staten Island 1.623847e+09 330454.175933 1125372 793498 \n", + "3 5 Staten Island 1.623847e+09 330454.175933 1094680 793350 \n", + "4 2 Bronx 1.186822e+09 464475.145651 1309524 794386 \n", + "\n", + " geometry \n", + "0 POLYGON ((916755.4256330276 129447.9617643995,... \n", + "1 POLYGON ((938595 135393, 938546.847266722 1344... \n", + "2 POLYGON ((961436.3049926758 175473.0296020508,... \n", + "3 POLYGON ((954015 150665, 953966.847266722 1496... \n", + "4 POLYGON ((1043287.193237305 260300.0289916992,... " + ] + } + ], + "prompt_number": 10 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "Now let's look at the other `how` operations:" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "newdf = overlay(polydf, polydf2, how=\"union\")\n", + "newdf.plot()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 13, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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0l4uIiWHMrl3omphgII3m352/IJVKOe32gp6zTmBv34DHj30YMuQxUqmMAwd+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\n/M+eZ1Wjdqy4uYIKrrmnQKd0msJ5r/M5dih7E/j6+uLk5EQ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T06LRaKldTkh0pNFoGNZ3N1qNHFdXV3r27M3ff//Nq1ev4ttLpVIMDA0IfRlK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Zc1jm1Kal9UnU6taVbRU/efMGFWVlnOQes19DVVkZnRIluO/rS09bW5b068f5\n6dMJj43l9x07iEtIYMuW/z9nN2FxVCDHzJ8/n0WLFlG7ZW1U1VSz3S42KpYl/ZZQyboS8XFSWrRw\nQiwW8+TJDQIC7tC4UUOi371l/bBhKInFRCckcDkoiNS0NMZs386qgQNZeOIE/Xv1IjI2FkNDQ96F\nhirsB7x/TxVzc4Zt2oSGhgYrV65EWfnTn3jZsmWRSqXs2bOHP8dnf03mxMQvM6/V+Wwx9mMQoP8n\nhBGHQI4JfS/7si5yXZTtNhKJhNH1RlNavzRWFSoSGxvBpUubeP36MRcvrseqQgWuX7vG3O7dUZJ7\noprp6/Pw8WOePH1K4Pv3dFyyhPk9enDw999ZMWAA70JDqW5hobhHtc/eJyYmcu7cOcaPH68YnXzE\ny8sLi++MEyoWi9nh7EwJdXWuX7/+xfVZM2fSp1cvUuT+Lz8agnAI5Ig1a9awZvUaRq4e+c0ky5+T\nkpxCyPMQPK55cObMaf76axYfPviydetIDA20CHz5gvVOTpQxNFS0Oevjw3930GKTkthy+TJLXFxk\nn+XljSpVoqx86/bCjBnYlCvHsWPHWLFiBUH/WTy9dOECNvKj6d9DWSMjBjZrRrt27Vi2bJmi3MPD\ng4ULF3Lx3DlsbWwIkU+hfiQE4RDIEStXrgSg48iOOWqnriFLgVizpg3Vq1dnx7ZtdO3ckV9atSLk\nVTDL+vXD0tg4Q5u+dnYY6ejQpnVrHj16BMjE5MSdOzT9+WcOHTpEYHAwGzdu5OGbN/y5bx/RCQko\ni8Ws+vWTz8znIw5vb2+CgoJoV/fbR+OzQ/dGMoe+jz8XgF69emFuYMCe0aMxVlHBpnp1Lly4kCf3\nKyoIwiGQbWJjY4mMjmTUmlE5Gm18pKZ9TerVq8/rkBBKJCaycPFizrm6Url0afbfuMHK06dx9fUl\nUv5FtzI1ZdmAAbi5ufFKvmuy3d2duIQE2rVrR7du3QAYNmwY/k+fomFqyoD16zktj0DmNmsWxvr6\nii1UqVTKmFGjaFq5MppqannxIwFgZrduxMfGZpiWlNLWRkVJiVldu9KjXj06dujA/Pnz8+yehY0g\nHALZ4pdffkFHR4fI8MgcjzYAHnk94snNJ5w8eZLIqChuvnyJZblydGjfnto//YRVo0ZIS5fmkK8v\nvVevZvzu3dx68QILAwPa1q7NiGHD0NbWJiUtDYD38qPmHzE1NeWyuzvLV61iy5UrjN6xg5ehoXyI\nilIEKF7yrOaxAAAgAElEQVS6dCkvnj1jdOvW3/8D+Qz7qlXR0dBgzuzZAPTt25d3sbGK672aNGFB\nz54sXbyYDu3bk5SUlKf3LwyEk6MC3yQ0NBQTE1lCpY6jOjJ6zegctY+Piec3698IfxeeoTyr3+Or\nV69YvGgRO3fsoHb58kxo25aJe/dS0tSUw0ePYm7+9bSRGzZswNnZmfpWVtx8/py1a9eiq6vLsCFD\nmNmlCw0qVsxR/7PDvcBAph04wI5duxg/bhxmJUqwqE+fDHXCY2P588ABpGpqnHV1zZDsOi8RTo4K\nFAns7T+lb8ypaADM7zn/C9EY4uSUZX0LCwvWrlvHI39/kjU1Gb51K9M6diTi9WscW7fmxYsXWba9\nevUq69evB+CvXr0A2frDsCFDaGRlhW0++ZbYliuH888/4/Tbb4jFYsrLF2o/x0Bbmw2//UYFHR3q\n1K7NqVOn8qUvBYEgHAJfJSAggCdPZDlGajStkeP2LptcuHnuU3xOHW0tfHx82JSNQ1MWFhZ43rhB\n/SZNmLJ/Pwt69sRUWRmbGjX4/fffCf3sDMdH7O3t8fPzY82gQWy/fBmA58+fk5CUxCU/P3a4ueX4\nGbJL29q1aWZtTfCrV+z39Mw0h4uSWMyUjh0ZaGdHzx49mDZ1ar71Jz8RpioCX0VbW5u4OFn+k9OJ\np1FTz/6iYlhIGP3K9SVdHphYKpVy7do17OzsctQHiUSCfdOmpEdEsKBnT+68fMmu69d58vo1VatU\noVadOlhZWaGkpMSJEyfw9JS76otElG1hB1IIcrtGCVVVdowciVE+Z1+7FxjIuJ07qWZuzqpBgxTn\nUv7Lw1evmHn4ME2bN+fwkSMZDqt9D0I8jswRhKOAeP/+PcbyLdKV11dSvUn1bLdNT09nkPUg3rx4\ng7aWFrFxcQwcMIDtO3fmqi+hoaFUsrJigqMjzapWBeBtZCRXHj3i6bt3RCQkIAVURCLufJzKiAD5\nn0p1CwvWZJFwOj+YJF/cNdHTY9/vv2dZ70NMDJP27UPbyIgLFy9SqlSp7763IByZIwhHATFsxDA2\nbdxEm8Ftcuw2v2bkGk6sP6H4rK+ny6vXbyhRokSu+zN16lSO79nDenmkr6xIS0tj2oED3Hz+HJA5\npI1o1SrX980t/169yjY3Nxb16fPVBdnk1FRmHT5MUFQU586fp2bNmlnWzQ6CcGSOIBwFxPwF81mz\ncQ27AnahpKSU7XbeZ7yZ02UOKckpiEUiJFIpx48fp2PHnG/jfk5UVBSmJib8M3hwhhOmRRmHuXNx\nqF6dqV26fLWeVCplw4ULnPX1ZcM//9CvX86cBz9HEI7MEYSjADh9+jTt2rVjwOwBDJg1INvtYiNj\nGVRpEFEfohRl7R0dOXnmTJ70q06tWtQ1NKT3f5Iq/Sic9/Vl1blzOI8cyd9Ll+bKhiAcmSMIRwGg\npqZGSkoKp+JPoVFCI9vtprWZRmxwLI8eyo6Iq6qoEPzqlWKt5HsZPHgwL7y9mdW1a57YK4rcDQhg\n9tGjxHx2iCwnCOc4BAqNj8encyIal/Zc4rHnYxrUq4+KiorMTmoqJUt+mbE+t1hYWBDzA5y8/BpV\nzc2JT0ggNTW1sLuSJYJwCHxBbv5gE2ITWDdmHTWq1+Cym5vCRmV5PM+8Ijc+MsUNdRUV1FRVFf45\nRZEf/7cgkGM+5lPNCU5VnUhNTOXo0aOMGjVKUf7Y3x91dXXF598GDeL06dO57ltoaCgl5KOZHxlN\ndXWFc15RRBAOgS8ICAjIcRtJqoQJEyZQqlQpJsojZlWvXpOgoCCFT0pYWBjbd+xg29acp1L4iM+d\nO1TIg7MORR1NdXVhxCFQvPg44qjvWD/bbZITk+nUqVOGMj8/WeoAsVhMLVtbxeGmg4cO5apfSUlJ\n3L9/n4b54KRWlEiXSEhKTv4icllRQhAOgS8YOnQounq6lKteLlv1f6v6G3ExcYr8IlOnTkNFWXbu\no1fPnmhpaXHP11due0iOzoR8zsaNGzHQ1qZyHkTvKsqcun0bFQ0NBn3joFthIgQrFviC8ePHEx0V\njYZm5jsq0eHReBzz4NWTV0SFRhH8OBiAu3fvUqZMGRYsmE83m6q0qlyB6Rcv8vDhQ8qWLQvApk2b\nmTlzFmY5/PInJiayeOFCuv8nU/2PhkQi4dCtW0z4889cC2xBIIw4BL7gzt07AJSpWiZDuedJT0bV\nG0Vvs96cWnqK2IexmIpNqSifOvTo2hVb+XHpNEkagxvWoryuFhPGjSM5OVkRe/PXz8L6ZRcnJyd0\nVVXpVK/e9zxakef8/fukAqNH5zx8QUEiCIfAF1y7dg2AWg61AAh/G87YJmP5e8DfdGrZieCgYJ76\nP+XsmbPs3LGThw8fUr5sWXo3bMiiXr0w1Nbm5MNnzDl/lf19OuF24TxTp0zBzMyMTh07cOnSJUQi\nEaWMjDh37tw3+zN16lROnzzJ9E6dftjt2NT0dO4FBrLr+nXGT5igOAdTVBGmKgIZiImJQSqR7YKo\nqKrgf8ufme1m0rB+QzyCPdDJxCVdRUUFPT09ktPSqFmuHJVKl8bzyRM23vHD+9Vbzg/tTatNm3n7\n5g179+3H3d2dcePG8eTJExwdHfHx8cHW1vYLuykpKQwZMoTjR46wqHdvzL8zpUFRIzQqikNeXtwO\nCuJteDjaWlo0atSICRMmFHbXvsm35FsF+Be4CngD7QEr4Lq8bD2fjrYOAW4BN4C28jIN4Ii87mng\no2dSQ8BLbmfmZ/ebJb+PB/Bjj0mLKNra2gwcOBCAyPeRTGs9DadBTpw+dTpT0fjImzdvsJKHF/SU\nB/5pYteU5wkpzHC9itfogTz28qCipSVBQUE8ePAAf39/AGrVqoWBvj7v3r0DZN6tW7ZswbJ8eTwv\nXWLNwIFU+YEWRH0DA/n933/5dcMG3ikpMW3uXAKDgvgQEcGp06eL/GgDvn2efSBgA4wHSgK+gA+w\nDJkYbABckYnAeaAOMrG4DtQFRgFawFygJ9AIGAvcAzoDAcgEZRoyEfsbcAAskAlOZvuBgq9KPlO/\nfn0eP32Mvok+dvXs2PPvnq/WT0tLQ0NdncPjx7PzyhWO3bzJlStXqFu3LgkJCVSvWoVxDWyZ2KIR\nK696s/aGD5FJSdSv34DzFy8CUK5cObp27Yrf/ft4e3ujoapKe1tbejZq9MNNT9r//TddunVj8eLF\niliueUlB+Kp8a6pyCDgsfy8GUoHayEQD4CzQCkhHNkpIlb+eIxOcJsBied1zwAxAG1BFJhogE56W\nQDIy8QF4Je+bAZAxWKVAvrJv3z5u3boFgIG+Abt27PpmG29vbzQ1NEhJS+PYTVmYwGbNmgFQokQJ\ntu/cRY+uXelbpwbjmzdinH1DLj8N4OiDx4pfeNSHD7ifOEF5AwOmduhAXUvLj1+AH45SurrUq1cv\nX0SjoPiWlMcDcci+7IeA6f9pEwvoAjpAdBblMV8py44NgQJk5eqVlKki201ZsmhJtrYEjx07RkVT\nU87duwfwxVFpR0dH6taty4JLslSJIpGIpuXLst7jtqJOVFwc0zp1YmTr1tSrUOGHFQ2AKqamXJKP\ntIor2VkctQCOAuuAfcCSz67pAFHIhED7s3LtTMozK/vcRkoWNr5gtjx/BUDz5s1p3rx5Nh5DIDvc\n9LpJPcd6pESn0KNHj2y1OePiQvPy5bkTEED//v0xNTX9os4fkyczsE9v1nZujVgsptrfskjkKmIx\nqXInuNT09Lx7kCJMdQsLjvr55Zk9d3d33N3d88xedviWcBgjmz44Ax/DQ/sA9sAVwBG4BNwE5gNq\ngDpQBfBDNn1pg2zR1BHZFCcWmUhYIpuutAJmI5vuLAGWIhMrMRCRWac+Fw6BvOOjF+uts7fo26/v\nN+vHxMRw/PhxXgYEsLBDBzacP0+XLNIeODo6kpyezv0377E1N+H5B9mvNmTWOKwXriEmORUjbe1M\n2/5o1CpXjlXnziGRSPJk/ea//zznzJnz3Ta/xbd6PRXZdGEmMuFwQzZdmQN4IhOew0AosBq4hkxI\npiJbs9gAVJOXD5a3AxgO7EG2g3IXmbDclde7IbfpnAfPJ5ADHj58iIqqClY2VjRp/CnClkQiYdWq\nVTi0aEEZMzNEIhFmpqbo6uoyYuhQejZqxPhdsrWQrA4uicVirMpbcuVFIABGWrLYo+HxCazo8DMS\nqZS7L1/m7wMWEYz19EhNSyMiItP/i8WCb404fpe//kvzTMq2yF+fkwhkNt71RrbD8l/m8ElcBAqY\n5cuXk5qSSlzUJ7+TR48e0cbRkQ/v39O+Th1aNG1KaloaL9+/52xcHHFJSZy7d4/30bLlqeTk5CwD\nEpuamxESJVveejdnAq027qa0jg7dbW2Y5XqFibt3M7B5cwZ8lgDqR0VJLCZNns6yOCIcABNQ8PHo\neNjrMHR0dNi9ezf9+/cHwOmnn9h6+TLqqqokfZZcGVCIBsCM6dNZu25dpvZFIvHHbAWIxWIuOn+K\nZRo0ewI9t+5ju7s794KCWD4g+3FOiyPKSkpF2vv1W/xYG+QC2aJJkya8ffv2i/I//vgDkOVEsbOz\nU4hG+zp1uCWfRvTp14+TJ0+Snp6OVCqlQ4cOGWxof2WdIioigpIl1LO8fsCpN9YGevgEBBAhTwL1\no6IkFgvCIVB8aPnTT3h6elK6dOkvrqmqquIrd3//yMFx45BIpdwPDKRz585s3bqV9u3bKxb1Tpw4\nkaH+tOnTs7z302fPaFT26wmjDw7qDsCK74gSVhxQVlZWZMgrjgjC8X/GJXnuVPumTTO9bmNjw7x5\n8yhrbIzbrFkYaGlx+u5dAJYsWZJpmzt37pCcnExSUhJaWlqZ1nnw4AFx8XHYWZbJ9Lri/malGVrf\nhuv+/vRbs4aUYrwO8DWUxWISEhIKuxu5Rljj+D/D19cXDw8PRowY8cW1uLg43NzcsLGxISw6mqdv\n3+IqP9SloqKClZVVpjZrZyNGxqKFC/nZ2grVbORH/ad3ZyoaGjDxjBt3X76kYaVKWdadffAgnk+f\nkpqezshWrejWKLM196KHspKSIBwCxYM9e/ZgYmKCtrY2EydOJDk5GSUlJaytrXFwcGDYECdu375F\nbLws/cCGixe5J1/bUCRyzgUvXrzgxPHjXBr27bMhH2lvU5lprleYefAgB8aOpeR/RjLRCQkMXL+O\n6PgEettU5sjDZ9wLCipWwpGYmFjY3cg1wlTl/wCJRMLcuXPp168fLVu2pH///lz1u4rPKx+8n3vz\n99q/qVSpEm5XruHUvib2tWXRuu59dq7iidzjNTf37tG1K52qW9OgbPY9XK2NSxExbzKp6encePYs\nw7WYhAR6rVxJakoKDyeNYM+gnljoaBHw/n2u+lgYFHfhEEYcPzh+fn707N2T0PBQylQpQ3pqOutu\nr0NL99N/8Fuut5jdeTajR45mqTzt4E8tmuPm7o5UCg4ODvTu3TvH95ZIJHTt3JnINyFsmjAsx+01\nNVQRi0TsdHenTS1ZUKEPMTE4bdyIWColePZY9DU1AahmbMCFlyE5vkdhoSIWF+vFUUE4fmBOnDhB\n3359se9tz9I1S1FVU8203rGVx0hLSVOIBsBlN3cASmqo4eXpyZrVq/l97Nhs3zsyMpLuXbrw3O8B\nHiMHUEItdzEmRjeuzSqPO/w0Z47iDIiWqgquw/ooRAOgpbUVp57kPK1DYaEibMcKFEXOnDlDn759\nGLpiKOM3jc9SNACcFjuRLncwG7dpnKJcWVmJaT/bs69PRxbMnkWj+vW5evVqVmYA2cnRZcuWYWVZ\nHum7EG6OGYSZXtYBgL7Fym7tUFdWQgpoqijTobIlMYv+xM6qfIZ63WtVRyKVMmh95ofPihrKSkqK\nNJvFEWHE8QPy4cMH+g3ox8D5A2k7uO0361ewqcBF6UVcd7jy96C/AVBXV+fw4cP07NYNF6eePJ08\nggmnLtC+jSNGhkY0srOjXv36GBoakpaWxrNnz7h90xsPD09K62qztLU9gxrUypPnCZ07gZDIGKqW\nzjpxtbGuNvVKl+LWm/e8jozELA/z1eYHKsX85GhxDHogRAD7Bh06dSAkJoS/L/+do3aO6o6kJqci\nkUiQSqWIxWImT5qEy97d+E0YgkgkIikljX/v3OdqQDCPwiJJTE0FEZhoaVLT2JAuNpVpalk2n57s\n6ySlpFBi8kJaVK/OjCKezd55+3YGjBjBlClT8tx2QUQAE4TjByMoKAjrytZsfbwVk3I5izC1csRK\nXDa60KBBA1xcXDA0NCQlJQUzUxNWOjanb12bfOp13mE5dwWpImX+LcLpBVLS0uiwZAkPHz+mQoUK\neW6/IIRDWOP4wVi6bClVGlbJsWgANOkkc6X39vbG0dERkB0K69O3H7/tP/G1pkUGW9NSvImM5J8L\nFwq7K1nyLioKZRWVfBGNgkIQjh8MtytuNO2W+XHybxH+9lN419u3b9O3b18MDAy47uFBSrqE5JTU\nvOpmvjHWvjGqYhGHvbwKuytZEpOQgLp61s5+xQFBOH4gJBIJgS8DsXX4MkdJdmjUXnbqskln2chj\n7969gCy1I0BgVHTmDYsQzSqV5/qYgaRJJEXWzyU6MRENjczTaxYXBOH4gUhNTSU+Lh6LSha5aq+j\nL9s29Tjm8cW1EhoavPwQ+V39KyhMdWWu/e6PHhVyTzJHIpEUy8XFzxGE4wdCKpWCiFzHsRSJREzY\nOgHjcsaU0C7xxbXEIvof/L/Yr9oBgNp/HOrWuLryrzy95UckEgnHbt5k7M6duNy5UyBxQFLS0vgQ\nXryzfgjC8QOhqqqKsrIy0eG5n1IE3A8gNDCUhNhPnpszZsxARUkJi+84yFVQrHW7zvPIaHQ0NLCv\nWjXDtaNeXhz28kIikTDr4EFehoYyYP16Vp89i29gIMtcXOi6bBn5vWtX38oKiUTC06dP8/U++Ylw\nAOwHQiwWU9q8NL5uvjTr1izH7a8fu87RVUcBsLCwoFfvXixcsJCoqCgWL1xIFWPDb1goXJJSUhl9\n8hIA49p+efBNS0ODmIQEHObNA+Dq48cAVDYzY72TE/HJySSmpOR7ThdtDQ2qmJuzZcuWLGOcFHWE\nEccPRq2atfByyfmOwoPrD5jdZbbic2BgIEsWyxIy7d69m0qmxmipqeVhT7+P+OQUJp+6oEjpIOPT\nF75qJrlmG/8nrsfH2o62tohEIrTU1TH6Sn7cvKSsgQHPivGIQxCOH4yRziPxPO5JSnL2/SB8Lvsw\nruknH5V79+5lWCfZtX0b7SuVz6xpoZGQksqSy54MPnBKUaauqsxJp14A9Fm9moi4OM75+JAmF5em\nlStnsLFz5EgAXoSGFlCvZSSnphISHs67TOK+FheEqUox4s2bN1y4cIGgoCCio6OJj4/H3t6e9u3b\nK0L2tWzZElMTU3bN2cXgBYO/aTMxPpFVI1YpPsfFxaH5mdfpiRMnCHjxgik9C/8k5r67D1AWK9Hd\ntipG2prYmpmw/eY9VndprRgNta9uja66GtFJyXRdtgwAEz09bMuXx1ae8qF8qVIEvH/P7zt2AHDu\n3j1+b9MGcT5OUVLT09l99So3Xr7k9YcPmJmZMV8eHLo4Uhx3hf6vjpynpaWxfPlytm7eTGBQEKYG\nBsTExRGZyer/kSNH6NKlC+7u7rRp14aVniupYPP104mzOs/C47hs+zUiIoKSnzmHRUREUL1qFUbV\nqc7Un3N3qCwvqbZ4A4/evefIoB50salCfHIKWlMWYlPaGN+JwxX1Jpxw5W66CkkpKUSGhLBx8CcB\nbSHPcqaspETaZykn+9rZ4fTTT3myvvHv1atsc3Njh7MzZY2MCAkP5489e9DR18d51CiaNWuWrXCL\nuUU4cl4MOHLkCHZ2TRGJRDiPHMXoMZ9iVgQHB7N9+3ZCczEU3rRpE3p6eqioqDB58mSePn+OoY4O\nicnJpItE/D5mDPHx8cTExLB582YAunbtip6eHhYWFjg5OTH1l6m8Dch6OHx5/2X8b/orPuvp6Sne\nJyYm0srBgeoGekxxaJJZ8wJnS892AHTdfhCXh0/RVFOlXx0b7r8JZcWVT+s6UUnJ6OrqUtrUlHSp\nlG2XLzP/2DHG/vsvAFOmTCH41SukUilRUVG4urricv8+w7dtw+s/0cZyg7U8gvzA9es57+uL+6NH\nGJuZ4f/0KWPHjs1X0SgohBHHdzBn7lxmz5qV6TVNTU0cHBw4efIkVSpX5pF8Bf9zQkNDcXd3x9jY\nmEqVKpGenk737t3x9vZW1OnQoSMTJozHz8+P2NhYqlatSqtWrVD7z0Kli4sL7du3B0BXW5uDhw/z\n755/OeN6humHpmPTNKOD2tHVR1n/+3rF58+nKMHBwbRycEArNYmrI3IfhCc/+P3YWVZfvQnAqs6t\naVmpPNUWb0BdVZWg6WMYsP8U3kGvsKpYEffrHnTr0oXEpCTKW1pSrlw5LC0t6dq16xfZ5hISEpgx\nYwb/bNxIBRMTnH/6CetMFlizy/voaHquXAlAHzs73ikrKyLM5zeCd2zmFAnhWLFiBdNmzMJh2FIS\nYyPxPPA3Feq2wu/yvi/q9uzZk3HjxhEREaHIw3rp0iVEIjEqahokJcRmeo/Lly/TokWLbPUnMjIS\nfX19AJxbtWLHtWtcvHSJ02dPs3z5cpp2a8qgvwZhZG5EgF8AQ2oMYfCQwWzetFlhIyEhgdmzZrFx\n/XraVrFiV68OqCgr5eKnk79ceR5I83U7AYiaP5mBB05y/L5MmB3s7Zn91180btxYscCblJSUwTck\nLCwMZWVldHV1GT9+PPPnz1eIZmRkJBPGj2ffvn3ULl+eP9q1o+Rnaz454czdu/x96hTa6uqUr1Tp\ni5w1+YUgHJlT6MIxbNhwtmzZQt8l57Cs0zLDtfBXzzCwqMi75778MyRznxFlVTVqtRlMy6GLUdXQ\nJOj+NQ7O7EL52g7UcOjN8fl9OHXyBC1btsy0fWb4+/tTpUoVujVowMjWrdnm5sa5hw95/OQJb968\nYdTvo/C+4U3F2hVRVlPmnts9pkyZQo0aNXj58iVuFy/i5e2NlZEBf7dpQavKRdtzc5PnbYYdOo2m\nmipDG9ZWTFWuX79OkyafplYnT56kY8eOrF69WpEQ27paVZ499uf8+fP8/PPPLF68mEmTJmWwHxgY\nyJDBg7l+/ToO1aszvGVLtHLomLb76lW2fjbKSEtLQ0kp/4VYEI7MKVTheP36Nebm5jTsPp5fnJd9\ns/6jK4c5u1r2B6tTyoIGXcZg83O/TOtKJBI2/VaVHh1bs3rVyhz16/z58/zyyy/YV6vG7G7dABiz\ncyc1Gzfm3z17AFmsji1btnD0+FH8Hz2mdMmSaKqpYqRZgvqlSzGgXk1qmuXcHb+waLByCzeDXmNa\nygipWAkfHx9MTD71PzIykj79+nPuzGnKW1bg5YvnALRp3w6Pu3dJDA8nNTmFPn37sGf3nkzv4e3t\nzShnZ27fvcsf7drRtk6dbPUt6MMHZh08SFBYmKLM1dWVVq1afccTZw9BODKn0IQjLCyMWnXqomZo\nSd+ll3LtE5IVj64c5tIaZ969fY2KSs7WFWJiYiipp8f56dNRkvfrRWgoo7Zvx//JE8qW/RSVy96u\nCXWVJSzr9Eue9v978Ql5i6FmCSxK6n61nlQqZfqZy6z2vMtZV1fs7OwyXPf19aV7j+48e/ppofPp\n06eKpNqbNm1izoplOF07g8/ug7zcsZ97t26TkpKSYSsawMPDI4P97g0bMtjBIcvEUv6vX7P9yhXu\nBwXh2KYN6zds4Pz581y5coXNmzfn+d9MZgi7KkWMVq1aERkTT+/FrvnyB3Dn2Gr69+uTY9EA2dap\nRCpl15UritOUFYyNqWhqyj8bNyrqxcXFcfPWbUba1c+zfucVbbfsp8zclYw7cZ6U1PQs6y265MFq\nz7u4XrjwhWiALJjR82ey0YWurh41a9ZUiAbIAiorq6miZWhIuSYNCXoZQKN69dDS0mLXrl0ZbH20\nf/v2bS5cuIBHUBB/7PlydPIgOJgxO3YwfvduytjY4PfoEUePHcPExIQBAwawdevWAhGNguLHeZIC\nID4xhQp1f0FZJeuI4blFkp7Om2c+DB06NFftP44odl29ytbLlxXljaysOO3iovh89epVDLQ0sTQs\nesF8XYf1RVtdjZXuN1Cb9Bf77jzIcD0lNR3HLfuZevoScQkJNG7cWHHt4MGD1Khhy40bNzA3M0cq\nlWJlZUV0dBS+vr64uLggEokICwtjzJgxBPv6AWBetxZqutoEBAUB8Ouvvypsjh8/AYD9+/dTp04d\nWrZsSb/+/fkQG8uSkyf528VFcQp0zPbtpKqrc8/Xl0OHDxfr6F7ZQTg5mgMSExOxqtb42xVzwYdX\n/oiAKlWq5Kq9SCRCJBLxd79+2Hw2LalvZcX+z6JhPX/+XBGvoqhRw7QUMQunsOXGXYYcPEWf3Ufp\ns/sot8YNpm4ZM4YdOU1QqpTDhw8r8q6mpqYyePAwDh06TGpqKgsWLMDQ0BAlsZjQkBDEIhEWZcow\nceJEQDZladOmDWfOnCE+PBxNAwO67d7EpubtFP0IDAykZ8+e3Lwp2/bt1asX8fHxmJmZsWb1asoZ\nGvI8Joa4hAS6Ll9Og4oVcWzdmjNnzxb8D62QEEYcOSAqMhxNPaN8sR3+6imGRkbfdXLR1sYGr2fP\nUPls5d5cX5/4hATS5LE0YmNjUSuAlf3vYXCj2iQsnqr4XG/FFqwWrOWQ72M2bd1K165d6d+/PxER\nEdja1sHV1Yv+/a+SlpaEi4sLkZGR1LK1RUlNHYlUSlBQEP7+/ly8eJGkpCTOnDkDwJHBYwCQpGaM\nM9KtWw+ePXvFgAGfFr937dpF927daGdrS2BYGHv27eP48ePEJyVx+cEDhg0fzv8TgnDkgLjYGF77\n38wX21Kp9LuPO69YtYrTPj4c8PRUrHOoKCsjlUpJTk4GZO7yH+KLfpZ0DVUVUv6eTqsqsrWJoMho\nHvg/uB4AACAASURBVDx6pFhzkEgk1K/fiORkQ4YMuYepqS2mptVxdnZm/vz53L57l6joKACmTPmT\n7du307x5cxYtWqS4R+eNKwAwrCibVnz8+b99+5ZGjXpw7doeDAxk/yiigoLoWKsWLnfv0qZtW+rV\nq0ffvp+SaF/3/DJq2o+MIBw5oEzZcoSH5I8rtLqmLgnfmaDH3t6eNevWsfHCBbouXw7Ah9hYVFVV\nFSclK1euzPvYop2zND45hfabZfFOXYf24cCAbhiV1KN8+U8eunfv3uXt21D69LlAamoS+/d3JCzs\nGfXr16dMmTKUKVsWMzMzpkz5X3tnHl/T0T7wb252kUQiJBEhC0E0Yo+1CUFRRala+kpRVUrRlLfl\nR6nW1lqreJVqtfZS+1K1hlQSW+xCJCJCdtn33Pv7Y87N0iTcJNcSPd/PJ5+cO2fOM3PmzHnOzDPP\nzHzB/PnzGDFiBLq6utyRXMrH/X0EU+vaAFjUt8eqnj0tWooNpLp08SIk5DTh4RfJysrA1tKSZe+/\nj0qlIjMnB0cnJwCMjY0xNTMDHR0O/vnn8yyiF46sOMqBqakZRtWfjVGxbhMPHj9OJDm5cgsCjxw5\nEkNDQ5LS07kfH09IVBQ1LS0LvqZubm6kZGSS8RJuP6hSqVgfcIlWi39k/407dPrhZwCiU9PIySs+\nymJpaUl+fjbr1jVj6VJrQkL2MmzYEIYPH46pqSkR9+7x4MED5s+fT35+PgkJCcTHxxMhGUEvbdzG\n/aAL5OXmqhPH0UEopgYNnLl//xpGRtVIT0/Hu2lTALo3E277ixYtIjhYONClpqRgbmvNjctXnkcR\nvTTIikNDIiMjCQ29Q5eRXz0T+QbVqmNpbc8ff/xRKTkKhYKsrCwGDBjAh2vWcOrmTToU8aQ0Njam\nccMGzDj0fOZNlAeF7xw+2LaXVe+8iYGeLkERUQzfuIsuDRxITEpCR0eHQ5IB0snJCT+/U8yf/18C\nAv5GpVKxYcMvxYY8MzMz8fHxoXHjxlhZWfHWW28VzP7NvXCVlR7eLGnYkpA/j5Kv0GHnzp3cuXOH\n2bNnk5ubg1IplNVILy/8btxg9I9rCmSvXLkSc3NzdHQUJD+MBsTkuZSUlII4f//9N76+vpX+GLyM\nyA5gGnLy5EkGDH6PiduinlkaR9d8TmboSS6cC3x65KcQGBhIu3btAOF2rZ4Apz7X1cuTwImjeM22\ndqXT0gZKpRLdz8SSflnf/h86OmA4dS4Ay/r35Gp0DD8FXMLWxpqHj6ILrsvPz2fI0GHMnPF/NGtW\nOJGvXj17IiMflJrW1q1badKkCb/++itrf/qJlKQkajo7knA3vMAt3M/PjwULFnDo0CEcatfmXmxs\nwfU9evZg9KjRTJ8+ndDQUFq1+ghz8zocPy4mPLZp40FMTBwxMdFkZ2fQv/8Adu3aqfUyKwvZAewl\nIjExEV29ii+dlxR9j+DDGzj16xxOrP+SgJ3fc/+qf7Gl7zoMmcr169c5XsQPo6J4eHjQqFEjgIJd\n2Yqe69G9B+9v3Ut+vrK0y587b6/fVnBsqK+Hvq4u/hNHAnD5YTSfSA5rU6YWn1OiVCrZ8ft2Onbs\nWMy4/E+lYVJkNvGQIUNwd3dn8eLF6EktFLtWYl6Rei5JzZo1C1o3RZXGli1b8O7SHR+fUYSGCiez\nCxfW8Npr/8Hd3QeAnJwmODmNxNc3jrFjr3Do0CEeP64aW0toiqw4NKRhw4akJcWSn6u5bSArPYWj\naz7nh2EOrB7RhGt/LCA39Dg6kX/z8PQG/viyL9+9Zc72mf15dCeYauZWtBv0Gf/xeZ/MzMxK5ff6\n9evcux8JgEujxiXOb9m+nRSFPn1/3sad2IR/rN35/FG/9JbVjJm86zAK3zkM+lV0207ejaDH2i14\nduyAmZkZQ4cO5Rdp9S59fX1q1apNWloa7kVaHJ/5+haTny6NKqm7MurVvixr1gQgNToGewcHciWb\nR9GJcgDTpk/j6tWr2NnZ8eWXsxg0aA86Oro4OztjaFgNCwsn+vffwKxZKvr3/xlPzxkYGFTD2tqN\nOnVa0bfv2+Tnl+0NW9WQuyoaolQqcXNvgZ5NU97+v81PjX9h/1pOrP0cZydHfCdPZOjQoRgYlPQ4\nDQoKYtHipezbt5eG7fvSZ8o6Nn3WBVtzfU77nayQ+3lkZCRtPdpTr21fWvUdx+oPmpGfn1/C5fnR\no0cMHjiAi8GXUSrzqV/TksFujej3WiNa1LUtd7rl4VLkI1ou+ZFB7q5sHzGIvHwlH+04wPqAiwVx\n9PT0CvxPjIwMqVnDgpzMdOqYVud+agaJSWK4dcGCBSxevJj4+HhCQkI4d+4cbm5uNG7cmLfeeosj\nR44UyJw+fTqBgYGMGDECGxsb1q5dyy1yuHvkBOlJydjY2rB3z14WLPyWP3buAKB69eqkpKQwZsxY\ntm7dgqlpfUaNOs/cuUa0a9eOu3fj+fjjshcAysx8zNq1zXnnnd78+OPqZ1GcxZAnuZXOC5vkFhoa\nStPX3Ji8PQpjM8tS4yiVSvZ/9wGhZ3ezeuUPxcb6n8Tdu3cZOGgwUbGPGfTNXvbMHYqNuRH79+3B\n1lbzlzgoKIi+/d7Gumln+k3fjEKh4KsuOoSGhpbpBq1SqQgLC2PPnj389vN6QsPCsa9hxs+D3sTD\noa7GaZeH47fD8V4t5oU0sanFnbgEBro3ZdvFQjfzpna2NK5lweuO9cjJy8fSxJjhrZpxJz6B1svW\nE5eQgImJCcOHD2fjxo2sXbuW6dOmkZuVRWZODtWqVePQ4cNYWFigUCho0KBBsTxkZ2djZGSEed06\nZMYnoMzLR6Wjort3dw4dOkRycjL3798nJCSEH39cx19/iSHX5s19CA4Webe1tcXIyAkfnzNPvN/g\n4A1cuTKPsLAQbRZjqcg2jpeMBg0aUN/BkctHfiszzr6FI4i+epTgixc0VhoAzs7OXDwfhFfHNmz9\nvCfvzNlLhmFtXBo1YeHCb8l5yvBpfHw8H40dh6dXF5w9hxUojfN7xUjAkxaR0dHRwdnZGV9fXy5d\nvUZ8YiK9Bg/Fe80mfvCrvKG2NLq6OLJhWD8AbkbHkZevZNvFq9iam5H17f+Rv/hLrk0Zw473BzHx\ndQ+mdO3AKI8W6Ovp4mpTGxtzM3buFAbHOGnqep8+fUhPT2d89+4c/PxzcjIzGfH++7i4uBRTGgcP\nHqRjp04Fi/tkJDzGqrY1Yz4aQ35uPllZWUye/Ck1atSgefPmjB3ry9GjfwFgb9+O2NgLBbIePXpE\neLg/ly79XOa9KpVKTpyYSVRUhHYL8QUiz1UpB0qlkseJCRhVL33ad9DulYQF7Sf44oVizkqaolAo\n2LZlM2/07M2eeUPxWe7P9RPbWLpqNl/PnUs3b286deyAu7s7RkZGJCcnc+7cOU6dPkPA2bPYNHDn\nP0tOYte4DQARV05zbM1n7NixgwEDBmicD0NDQxYvWYJ3t24MGTQIlY4On3TW7mzayKRk7GuYEztn\nCi2WriM6JQ0TS1sexUXy8c4D/DSk3xOvd7ex4vSpU/j4+LB06VJcXV2xsbFh2fLljBkzhvV+fqRn\nZ9PjDbF0wI0bNxg7fjzXrl7lsbT9Yk0nB/Jyc9HX16d/7zdZvnQZzd2bY2pqytChQ6ld241x44R/\nxldfiQ/4iBFnOHVqNnl5SgYP3s+lS+tISrqHpWWDUvOZlhbL/v0fkZISqa2ieymQuyrlYMKECfy2\ndQeTtj5A8Y/1GNKT4lk53JnfflnPwIEDK5VOWloajk4NaDtsFm36j0OlUnEv+CTXjm0mIfwyKfEP\nQaVEoatHDVtHajm3olXfj7Cyb1QgIy7iJqtGuPLll7P46qvZFc7Lrl27GDZkMI4W5gR/NhYDfe3M\nc3GZt4I7cYn0bNyAeb274r1mI8mZ2ejo6mGsC6nzv3ji9dP2H8UvLRf/gJItogsXLhASEkKPHj2w\nsrJCpVKVsO+Y17TEsmZNTKpVQ5mv5MTRo9SuXbuE2/+sWaKuqRWH+ndpqOuljo4OSmUeBw+O4erV\nLVhZ1ebhw/s4ODgRHn736YVTSWQbR+m8EMUxbdo0FixYwDuzttHU690S5w8tn4Dq0UWCAv7WSnpr\n1qxh2qxvmLA5otzrOORkprFmVFO6eXZg65bNlZ4Do6uri1KppHeTBhwYo3n360lM3nWY5X6BtK1n\nx92ExwRPGUOz79bwOCMTXYWC3EUznpjv385dxmfzbjIyMjA2NmbTpk2MGDGSli3bcPr0iRKG6IkT\nJ7JixQpq2NuRFBlFw4YNi+3dmpycjKOjY7FhU2trN8aOLekRmp+fS3j4cSIiTpGaGkVa2n1SUiJJ\nShJDwGZmNmRnp2NpacqhQ/tx/ccets8aWXGUzgtRHOpKPOtEybSVSiXLB9my4ac19O/fXyvpKZVK\nataypteUX3BpX3If1Cex5sMWpD4KJSUlWSuLx2zbto0hQ8QOaQv7dOO/WtguIT4tnVozFwFQzUCf\ntAXTWPP3BcbtOABAwOTRPEhKZtmpAPKUKs5O/qDY9WqHsYsXL6Krq0ubNh5067aEwMBvmTTpA2bO\nnFEizaioKBq7upKWksKs2bOYPWs2165d49KlS/j4+GBl1ZDevddQp05rgoPX06bNJygUCpRKJQ8e\nnCUkZA8PHpwmJuYKJiYmNG7cGAeHejg7O9G4cWM6d+6Mvr4+/v7+GBkZ4eXlVWJFsefB81Acmto4\nPIAFQBegBbAPUI8/rQJ+Bz4ExgB5wDfAAcAY2AjUAlKB94F4oB2wTIp7BJgjyZoF9JbCJwPnKnxn\nWsbC0grPMaWvMRp95xL5OVn07dtXa+kpFAq6dvHi5qkd5VIcFw+sIzo0mHXr1mltxalJkyYVHL+h\npUWMc4r4NGTk5KLwnVPsfLtl64r9vhkdRxObwiUNFAoF7Zwd2LxpE/lKJfb2HWjTZhyRkWe4caPk\nVhQAdnZ2pCYno1KpCA8Pp2HDJkREhKOnZ0CXLnN4/fWZgFBKdep4cOLETB48OEFc3E0UCnBza86o\nUb145511NJXmr5RGZbuqVQFNFMd/gf8A6imVrYAl0p8aG+AT6ZwxcAb4CxgHXEYohsHADIRC+B/w\nNhCOUDDNESM8ryOUlD2wE3hp1rczMDLCsFrpGxLfCz5Jw0aNtL40XOdOHTn3v7JHcP5J5PWz/LVq\nMrt27dJaywegY4cO/LFrF5v/M4Dmi9Yw0N2VHSMGaXTtslMB+N2NYNdVsfFTreomWBgb0cDKAm8X\nR47dDi/1On9/f9q3b4+Ojg5enTqy0v8cPwzsXSzO6/XrcOzoX/iM+oDs7OP4+c3l9u3dLFq0qyBO\nYmIi1apVw8jIiBs3brBhwwYCA89z9qw/Tk7eTJlyHgMDE6KizrNnzwgSE6+SkBAGKGna9DVGjuxJ\njx5LaNu27Su19F9l0URxhAIDAHUNbgW4AP0QrY7JiBfcH8iV/kKBZkBHYKF03WFgJmAKGCCUBsCf\nQDcgG9H6AIiU8lYTSKjQnWmRyMhIEuJiqdu0fannk2MisK9b8c17yqJ+/fpEhlx8ekQgOz2V9RM6\nYGpqWkxppKen8/vvv+Pj41Ouir9x40ZmTp9GTGwcmZLX5bCNwpPzclQ0jeavJGTa+KfK+XR38enm\ncWnpxKWlczsugWrGxnz66afo6Ojw92k/As6dL4jXsmXLgu5h63btuf7ngWJyMnNy2RR8ky/nL8Db\n25tJkybx4MFlNm3aRI8ePbh37x5Dhw7n3LlAQCXNdE3BzMwGF5f+fPTRjxgZmXP69FxCQraTnh5D\n167efPDBSFq3bi0riqegieL4A3Ao8jsQ+BG4BExHdC+CgaJTAFMBc8AMSHlCmDrcCciiuJJQx3/h\niuPYsWNYWNtT3dK61PP5eTkYGmp/HdLU1NI3avonudmZLOgjWkPq+RNqpk2bxooVK3B3d6dFixYa\nyfvrr78Y++GHfNPTk36vNeJWbDy/XbjKmYiHRMYnEBqfqPE95C2aia6ugpsxcRy4foeHKank5Ofj\nH3Yfvdq2LFlS2HDNycnh/v37BS0ENSqlkqycHPzD7uMXFsG5yEfsu36b11ybMHr0aBQKBWlpaSgU\nCoyNjfnhh5V88cV0HBx68NlnsWIGa3IE5ub2GBqaExKyhwMHRvHgQRCurm58/fVUfHx8MDY21vi+\n/u1UxI9jF4VKYhewAvBDtCTUmAJJCAVh+oQwEIokCcgpQ0YJZs+eXXDs5eWFl5dXBW5Dc/bt24+x\nedmzSI1MLUiMCdN6ugYGBljXa/jEOHk5OczrKRbpeeutvtSuXTyf6n1KyzMXJSgoiKZ1rJnsKWbX\nOta0oJe0Elfk42T2Xgsp+P00dHUV5OUpuRwVQ9D9KJrVsebv8Ej0dXUJCS3upm1gYFDCuxNgzEcf\n4bp8OX0exeHi0pBmbTqwbdY3vP322wWtEhMTE2JiYujVqw8XLlymd+91uLoWdqeMjNwICdmLn98M\n0tIiGTHifT755KdS06tqnDx5kpMnTz7XNDW1vDoAW4D2wFlgIsJw+QlgByxF2DTaAEZAAMJuMR6h\nAL4ChgCdpbBLwEBEd2U/MBvIB74FuiNsHHslGf/kuY+qNGveEvPXeuE9em6p568c3cyFTV8SER5a\n6vmKMnXqVPacDGbYd3+Vel6pVLLxU0/Cr5zhypUruLm5lRmvPM3uK1eu4NGmDZ4NHHijoSPjO7Uu\ncx8REP4L16Nj2Xn5JslZ2YQnpbD78g0AzE2qkZmTA+hgUaMGjZydiY6L42F0NCN8fFixalWZcovy\n4MED6tSpU+Z9rFnzI1Onfo6tbTv69dtItWo1C+79ypVfCQxcSEZGDGPGfMicObNf6dbFyzQc6wBs\nBjoA7sBKhC3jEWIkJQ0YLR0rgLmI1ogxsAGwRdgwhgGxCAPoMkAXYeOYKaUzC+glyZgMlOYU8dwV\nh7mFJQPn7KOeW+nDkFlpySwZaM298DDqSDuVa4MWrdpg4d6P131KDi0C7P9uFLHXTnDj+lWqV6+u\ntXQBTp06xZ7du9m+dStGyjxmd+9MRk4uVx/FEJuWzqWHMdyJLdmLbO/hQcvWrVEplVQ3NcXLywt3\nd3etlktRIiIiGDr0P1y7dotu3ZbRrJnwM8nPzyUoaCUXLixDRyebSZMmMHXqlBKbdb+KvEyK42Xi\nuSqOM2fO4OnVhS8OpKBvWPZX6pcJ7XinV2cWffedVtINCwujiWtTPtkcTnXLktsybp3RnxD/PcV2\nKHsWhISE0LhxY+rb2aFQ6PA4OYUaFhZE3L+PSqWiS5cuuLm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ln8ttgQjgbSI2vi4TZEN8fX358EH6J1GjVY10x+4Lfh3M/J7ziYmOYdq0aQB0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\nbwd4KcsiEPua35m4S0+fPkV0SzXExt4kMHAT3t7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ypU/Q0tUl69kzrh32JPTocR5dDCQm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\n1gOuIaa/vZTHOQOnECO8TMTo7x7gBMwHZMBPwHKETVAdKHLf1Pz583M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+ "text": [ + "" + ] + } + ], + "prompt_number": 12 + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/geopandas/tools/__init__.py b/geopandas/tools/__init__.py new file mode 100644 index 0000000..7f66fa8 --- /dev/null +++ b/geopandas/tools/__init__.py @@ -0,0 +1,3 @@ +__all__ = ['overlay'] + +from overlay import overlay diff --git a/geopandas/tools/overlay.py b/geopandas/tools/overlay.py new file mode 100644 index 0000000..2794a55 --- /dev/null +++ b/geopandas/tools/overlay.py @@ -0,0 +1,179 @@ +from shapely.ops import unary_union, polygonize +from shapely.geometry import MultiLineString +import pandas as pd +from geopandas import GeoDataFrame, GeoSeries + + +def _uniquify(columns): + ucols = [] + for col in columns: + inc = 1 + newcol = col + while newcol in ucols: + inc += 1 + newcol = "{}_{}".format(col, inc) + ucols.append(newcol) + return ucols + + +def _extract_rings(df): + """Collects all inner and outer linear rings from a GeoDataFrame + with (multi)Polygon geometeries + + Parameters + ---------- + df: GeoDataFrame with MultiPolygon or Polygon geometry column + + Returns + ------- + rings: list of LinearRings + """ + poly_msg = "overlay only takes GeoDataFrames with (multi)polygon geometries" + rings = [] + for i, feat in df.iterrows(): + geom = feat.geometry + + if geom.type not in ['Polygon', 'MultiPolygon']: + raise TypeError(poly_msg) + + if hasattr(geom, 'geoms'): + for poly in geom.geoms: # if it's a multipolygon + if not poly.is_valid: + # geom from layer is not valid attempting fix by buffer 0" + poly = poly.buffer(0) + rings.append(poly.exterior) + rings.extend(poly.interiors) + else: + if not geom.is_valid: + # geom from layer is not valid attempting fix by buffer 0" + geom = geom.buffer(0) + rings.append(geom.exterior) + rings.extend(geom.interiors) + + return rings + +def overlay(df1, df2, how, use_sindex=True): + """Perform spatial overlay between two polygons + Currently only supports data GeoDataFrames with polygons + + Implements several methods (see `allowed_hows` list) that are + all effectively subsets of the union. + + Parameters + ---------- + df1 : GeoDataFrame with MultiPolygon or Polygon geometry column + df2 : GeoDataFrame with MultiPolygon or Polygon geometry column + how : method of spatial overlay + use_sindex : Boolean; Use the spatial index to speed up operation. Default is True. + + Returns + ------- + df : GeoDataFrame with new set of polygons and attributes resulting from the overlay + """ + allowed_hows = [ + 'intersection', + 'union', + 'identity', + 'symmetric_difference', + 'difference', # aka erase + ] + + if how not in allowed_hows: + raise ValueError("`how` was \"%s\" but is expected to be in %s" % \ + (how, allowed_hows)) + + # Collect the interior and exterior rings + rings1 = _extract_rings(df1) + rings2 = _extract_rings(df2) + mls1 = MultiLineString(rings1) + mls2 = MultiLineString(rings2) + + # Union and polygonize + try: + # calculating union (try the fast unary_union) + mm = unary_union([mls1, mls2]) + except: + # unary_union FAILED + # see https://github.com/Toblerity/Shapely/issues/47#issuecomment-18506767 + # calculating union again (using the slow a.union(b)) + mm = mls1.union(mls2) + newpolys = polygonize(mm) + + # determine spatial relationship + collection = [] + for fid, newpoly in enumerate(newpolys): + cent = newpoly.representative_point() + + # Test intersection with original polys + # FIXME there should be a higher-level abstraction to search by bounds + # and fall back in the case of no index? + if hasattr(df1, '_sindex') and df1._sindex is not None and use_sindex: + candidates1 = [x.object for x in + df1._sindex.intersection(newpoly.bounds, objects=True)] + else: + candidates1 = [i for i, x in df1.iterrows()] + + if hasattr(df2, '_sindex') and df2._sindex is not None and use_sindex: + candidates2 = [x.object for x in + df2._sindex.intersection(newpoly.bounds, objects=True)] + else: + candidates2 = [i for i, x in df2.iterrows()] + + df1_hit = False + df2_hit = False + prop1 = None + prop2 = None + for cand_id in candidates1: + cand = df1.ix[cand_id] + if cent.intersects(cand.geometry): + df1_hit = True + prop1 = cand + break # Take the first hit + for cand_id in candidates2: + cand = df2.ix[cand_id] + if cent.intersects(cand.geometry): + df2_hit = True + prop2 = cand + break # Take the first hit + + # determine spatial relationship based on type of overlay + hit = False + if how == "intersection" and (df1_hit and df2_hit): + hit = True + elif how == "union" and (df1_hit or df2_hit): + hit = True + elif how == "identity" and df1_hit: + hit = True + elif how == "symmetric_difference" and not (df1_hit and df2_hit): + hit = True + elif how == "difference" and (df1_hit and not df2_hit): + hit = True + + if not hit: + continue + + # gather properties + if prop1 is None: + prop1 = pd.Series(dict.fromkeys(df1.columns, None)) + if prop2 is None: + prop2 = pd.Series(dict.fromkeys(df2.columns, None)) + + # Concat but don't retain the original geometries + out_series = pd.concat([prop1.drop(df1._geometry_column_name), + prop2.drop(df2._geometry_column_name)]) + + out_series.index = _uniquify(out_series.index) + + # Create a geoseries and add it to the collection + out_series['geometry'] = newpoly + + # FIXME is there a more idomatic way to append a geometry to a Series + # and get a GeoSeries back? + out_series.__class__ = GeoSeries + out_series._geometry_column_name = 'geometry' + collection.append(out_series) + + # Create geodataframe, clean up indicies and return it + gdf = GeoDataFrame(collection).reset_index() + gdf.drop('index', axis=1, inplace=True) + return gdf diff --git a/tests/test_overlay.py b/tests/test_overlay.py new file mode 100644 index 0000000..83f51f9 --- /dev/null +++ b/tests/test_overlay.py @@ -0,0 +1,88 @@ +from __future__ import absolute_import +import tempfile +import shutil +from shapely.geometry import Point +from geopandas import GeoDataFrame, read_file +from geopandas.tools import overlay +from .util import unittest, download_nybb + + +class TestDataFrame(unittest.TestCase): + + def setUp(self): + N = 10 + + nybb_filename = download_nybb() + + self.polydf = read_file('/nybb_14a_av/nybb.shp', vfs='zip://' + nybb_filename) + self.tempdir = tempfile.mkdtemp() + self.crs = {'init': 'epsg:4326'} + b = [int(x) for x in self.polydf.total_bounds] + self.polydf2 = GeoDataFrame([ + {'geometry' : Point(x, y).buffer(10000), 'value1': x + y, 'value2': x - y} + for x, y in zip(range(b[0], b[2], int((b[2]-b[0])/N)), + range(b[1], b[3], int((b[3]-b[1])/N)))], crs=self.crs) + self.pointdf = GeoDataFrame([ + {'geometry' : Point(x, y), 'value1': x + y, 'value2': x - y} + for x, y in zip(range(b[0], b[2], int((b[2]-b[0])/N)), + range(b[1], b[3], int((b[3]-b[1])/N)))], crs=self.crs) + + # TODO this appears to be necessary; + # why is the sindex not generated automatically? + self.polydf2._generate_sindex() + + self.union_shape = (180, 7) + + def tearDown(self): + shutil.rmtree(self.tempdir) + + def test_union(self): + df = overlay(self.polydf, self.polydf2, how="union") + self.assertEquals(df.shape, self.union_shape) + self.assertTrue('value1' in df.columns and 'Shape_Area' in df.columns) + + def test_union_no_index(self): + # explicitly ignore indicies + dfB = overlay(self.polydf, self.polydf2, how="union", use_sindex=False) + self.assertEquals(dfB.shape, self.union_shape) + + # remove indicies from df + self.polydf._sindex = None + self.polydf2._sindex = None + dfC = overlay(self.polydf, self.polydf2, how="union") + self.assertEquals(dfC.shape, self.union_shape) + + def test_intersection(self): + df = overlay(self.polydf, self.polydf2, how="intersection") + self.assertIsNotNone(df['BoroName'][0]) + self.assertEquals(df.shape, (68, 7)) + + def test_identity(self): + df = overlay(self.polydf, self.polydf2, how="identity") + self.assertEquals(df.shape, (154, 7)) + + def test_symmetric_difference(self): + df = overlay(self.polydf, self.polydf2, how="symmetric_difference") + self.assertEquals(df.shape, (122, 7)) + + def test_difference(self): + df = overlay(self.polydf, self.polydf2, how="difference") + self.assertEquals(df.shape, (86, 7)) + + def test_bad_how(self): + self.assertRaises(ValueError, + overlay, self.polydf, self.polydf, how="spandex") + + def test_nonpoly(self): + self.assertRaises(TypeError, + overlay, self.pointdf, self.polydf, how="union") + + def test_duplicate_column_name(self): + polydf2r = self.polydf2.rename(columns={'value2': 'Shape_Area'}) + df = overlay(self.polydf, polydf2r, how="union") + self.assertTrue('Shape_Area_2' in df.columns and 'Shape_Area' in df.columns) + + + + + From 6e4ea093e5422c9048efdea4bc40f2edf24ff99f Mon Sep 17 00:00:00 2001 From: Matthew Perry Date: Sun, 20 Jul 2014 13:54:02 -0700 Subject: [PATCH 2/6] ordinals in format for sake of py2.6 --- geopandas/tools/overlay.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/geopandas/tools/overlay.py b/geopandas/tools/overlay.py index 2794a55..e66ac9e 100644 --- a/geopandas/tools/overlay.py +++ b/geopandas/tools/overlay.py @@ -11,7 +11,7 @@ def _uniquify(columns): newcol = col while newcol in ucols: inc += 1 - newcol = "{}_{}".format(col, inc) + newcol = "{0}_{1}".format(col, inc) ucols.append(newcol) return ucols From cf100761801c60afc0717cb754000e4102f1fcd0 Mon Sep 17 00:00:00 2001 From: Matthew Perry Date: Mon, 21 Jul 2014 09:13:40 -0700 Subject: [PATCH 3/6] explicit relative import --- geopandas/tools/__init__.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/geopandas/tools/__init__.py b/geopandas/tools/__init__.py index 7f66fa8..3f2d0ff 100644 --- a/geopandas/tools/__init__.py +++ b/geopandas/tools/__init__.py @@ -1,3 +1,5 @@ -__all__ = ['overlay'] +from __future__ import absolute_import -from overlay import overlay +from .overlay import overlay + +__all__ = ['overlay'] From 7a52349382d589bfe068538874f4ffbf0fb4a3de Mon Sep 17 00:00:00 2001 From: Matthew Perry Date: Mon, 21 Jul 2014 09:27:03 -0700 Subject: [PATCH 4/6] cleaner way to create index --- geopandas/tools/overlay.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/geopandas/tools/overlay.py b/geopandas/tools/overlay.py index e66ac9e..a115e63 100644 --- a/geopandas/tools/overlay.py +++ b/geopandas/tools/overlay.py @@ -173,7 +173,5 @@ def overlay(df1, df2, how, use_sindex=True): out_series._geometry_column_name = 'geometry' collection.append(out_series) - # Create geodataframe, clean up indicies and return it - gdf = GeoDataFrame(collection).reset_index() - gdf.drop('index', axis=1, inplace=True) - return gdf + # Return geodataframe with new indicies + return GeoDataFrame(collection, index=range(len(collection))) From 99e44fc0b44dfa263e86a081e0a97d03abb39980 Mon Sep 17 00:00:00 2001 From: Matthew Perry Date: Mon, 21 Jul 2014 09:30:30 -0700 Subject: [PATCH 5/6] No need to use a geoseries --- geopandas/tools/overlay.py | 5 ----- tests/test_overlay.py | 1 + 2 files changed, 1 insertion(+), 5 deletions(-) diff --git a/geopandas/tools/overlay.py b/geopandas/tools/overlay.py index a115e63..1350476 100644 --- a/geopandas/tools/overlay.py +++ b/geopandas/tools/overlay.py @@ -166,11 +166,6 @@ def overlay(df1, df2, how, use_sindex=True): # Create a geoseries and add it to the collection out_series['geometry'] = newpoly - - # FIXME is there a more idomatic way to append a geometry to a Series - # and get a GeoSeries back? - out_series.__class__ = GeoSeries - out_series._geometry_column_name = 'geometry' collection.append(out_series) # Return geodataframe with new indicies diff --git a/tests/test_overlay.py b/tests/test_overlay.py index 83f51f9..4d0961f 100644 --- a/tests/test_overlay.py +++ b/tests/test_overlay.py @@ -38,6 +38,7 @@ class TestDataFrame(unittest.TestCase): def test_union(self): df = overlay(self.polydf, self.polydf2, how="union") + self.assertTrue(type(df) is GeoDataFrame) self.assertEquals(df.shape, self.union_shape) self.assertTrue('value1' in df.columns and 'Shape_Area' in df.columns) From 7480560c6e339cf4b38c1abfb4bd39c24c444fc0 Mon Sep 17 00:00:00 2001 From: Kelsey Jordahl Date: Mon, 21 Jul 2014 21:48:05 -0700 Subject: [PATCH 6/6] DOC CLN: Use %matplotlib magic and set a text cell to markdown style in overlay notebook --- examples/overlays.ipynb | 111 ++++++++++++++++++---------------------- 1 file changed, 50 insertions(+), 61 deletions(-) diff --git a/examples/overlays.ipynb b/examples/overlays.ipynb index 7808def..d0db629 100644 --- a/examples/overlays.ipynb +++ b/examples/overlays.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:fd004464d2c9a76d849b9774250b15c41746a946abfeb8e3978cd25e15e8c576" + "signature": "sha256:f2cfcb83c09747f8bcf7a08abe582a16207e6bcfb0547e4cb69755830bcae172" }, "nbformat": 3, "nbformat_minor": 0, @@ -38,13 +38,13 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 3, + "prompt_number": 1, "text": [ - "" + "" ] } ], - "prompt_number": 3 + "prompt_number": 1 }, { "cell_type": "markdown", @@ -57,7 +57,7 @@ "cell_type": "code", "collapsed": false, "input": [ - "%pylab inline\n", + "%matplotlib inline\n", "import os\n", "from shapely.geometry import Point\n", "from geopandas import GeoDataFrame, read_file\n", @@ -77,16 +77,8 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" - ] - } - ], - "prompt_number": 11 + "outputs": [], + "prompt_number": 2 }, { "cell_type": "markdown", @@ -107,21 +99,21 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 5, + "prompt_number": 3, "text": [ - "" + "" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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CgizNyZMncXZ2Zninqj8kgAFBn3gV8IHyDkUIe/8Sl3kd0NOTBkC3vF6x8dAd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\niGDvRcK4cePZsGE95uY2pKYmER0dlvGdlpYuvXvPfs3ZRc/LlyEEB/t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xauVE+LtwQoJCePv2LZWrSD5aGnRskO73si1tS2GbwpiamrJ48WKmTZtG6dJS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JiSktWrRg/fp1eHl50aN7N5aMasZnzcoTFRVDnX5/cPbfB4ARpqbGDBhWm0k/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\nNBpKly4d7z6ybNkSHj06ha/vknSXHxH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Uq0JKYmIiq1atYvXa1QScC6CIcRFsy9tibmlOYkIiQeeCOHr0aNJmdtrExcVR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\n", "text": [ - "" + "" ] } ], - "prompt_number": 7 + "prompt_number": 5 }, { "cell_type": "markdown", @@ -286,7 +278,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 8, + "prompt_number": 6, "text": [ " BoroCode BoroName Shape_Area Shape_Leng \\\n", "0 5 Staten Island 1.623847e+09 330454.175933 \n", @@ -304,7 +296,7 @@ ] } ], - "prompt_number": 8 + "prompt_number": 6 }, { "cell_type": "code", @@ -364,7 +356,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 9, + "prompt_number": 7, "text": [ " geometry value1 value2\n", "0 POLYGON ((923175 120121, 923126.847266722 1191... 1033296 793054\n", @@ -375,7 +367,7 @@ ] } ], - "prompt_number": 9 + "prompt_number": 7 }, { "cell_type": "code", @@ -459,7 +451,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 10, + "prompt_number": 8, "text": [ " BoroCode BoroName Shape_Area Shape_Leng value1 value2 \\\n", "0 5 Staten Island 1.623847e+09 330454.175933 1033296 793054 \n", @@ -477,17 +469,14 @@ ] } ], - "prompt_number": 10 + "prompt_number": 8 }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "Now let's look at the other `how` operations:" - ], - "language": "python", + "cell_type": "markdown", "metadata": {}, - "outputs": [] + "source": [ + "Now let's look at the other `how` operations:" + ] }, { "cell_type": "code", @@ -502,21 +491,21 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 13, + "prompt_number": 9, "text": [ - "" + "" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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0l4uIiWHMrl3omphgII3m352/IJVKOe32gp6zTmBv34DHj30YMuQxUqmMAwd+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\nAH1gKHBTyrsO8JRk/AH0BD5HGKXqQE0pXz2gB5AVVfgtcPLkySInu6j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SE4mMDGfV/9rjtmUol9cO4Ps5x6hWsy43b90FrGjY8DciI6OIi4tkydLuNG7c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\nHz2mUef8HZ+dv+rMpYOXSI6NxSSPjF1UYgJDaNmveZ7HNBo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T06LRaKldTkh0pNFoGNZ3N1qNHFdXV3r27M3ff//Nq1ev4ttLpVIMDA0IfRlK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pKf36/ZGu7O7dE+jqqti6dTOtxD2NTZs05eiJozh86YCmpiazZs1K12b1qpVMnz49Jd/d\n3R0ApVzOwYMH6dChw0d4q6KJNK2WKPb06NGTnTt30rfvXMqUybiv8eTJNWigxK1xY3S1tdVgocAf\nu3dz5uFDXFyGZxBGAH19E/z8ntKyZUtMxFAOw4cPx9TIlOXjlmNmYcb0NGfAq9cSTsP89ttv+Pv7\nA3DqVOrFVomJiYX4NkUfSRwlij0lS5agZs3mVKqUcfoYFRXKnTtHMdLT42s1RRwEOHD9Oifv3eOL\nLwbTvHnfTOs0bNgVgClTpqRs3pbJZAzsPxDf276sX7ueypUr49xY2OPodf07LCz1AVKm1Y0aNUJP\nXw8AR0fH9x8hkQZJHCWKPVpaWiQmxmRa5um5FJVKyXeurmipaVtLbGIiCw8foUwZB1q2HJRlvaQk\n4Z7GpUuXptuCM2XKFE6ePJkyRb586TIAurrauG/LKLQ1a9UE4OLFiwX2DsURSRwlij116tQhOvpt\nhvyYmHAePjyHjbk5LjVrqsEygclbtoCGjMGD//lgvfXrx2WaL5PJaNmyZfJWF27cuAGA18kndGvj\nnqG+51FPajnUIiw8LJ+WF28kcZQo9ly8eAkTE6sM+TdvHkZTJqOHGr21iXI53s9f4OjYDS2tD/tH\na9VqlZKOiYlhwYIFKfdOpl1LrF+/PgBdW6/JtB8LCwvuet9l9KjRBfAGxRdJHCWKNQkJCezZswdn\n54ynXe7d80ShVNCmdm01WCbgfvIkaGjQrNnXPHp04YN1mzYVPOn29vYYGBhgbmGOvngKJjg4OF3d\noUOHAnDisiSAeUUSR4liza5du9DRMaR8+brp8kNC/Hn7NgiHsmUx0NVVk3Vw6v4DzMxsOHfOg23b\nppKUFJ9l3djYdwBYWQmj4MGDBhMbE4NKpaJv3/Rri6tXr6ZBwwa0/2IltnYWTJs2rfBeopgiiaNE\nsebgwUNYW1fPkH/t2m5AxRA1B2MLj4mhYkUnDAxMAUhMzFoco6KEddP//vsvyzrJ3Llzh4EDBpKU\npCAwIIyxY8cWjMGfEdImcIlii1KpxMvLi0aN+mcoe/ToAsb6+jiULasGy1JRKBXUqPElz5/fBCAi\n4hWGhmaZ1i1RohwAz58/Txk9ZkXjxo2Jj48nISEBHx+fIhd58FMgu5GjHXAauA/cIzUoVjITEcKy\nWqTJ+xV4AvgAaQP+OgJ3xbJ/0+TrAtvF/MtAuTRlg4DH4mdgtm8jIZGGDRs2IJercHDIeCdjdPQ7\nrMzN1WBVKolyOQB2dtW4dUu4QszMzDrL+pqawlgmPDw8275v376Nr68vOjo61FbjmmpRJruRYxJC\nSNbbgBFCkKzjwEME4WwDPE9TvwbQW/xODs1aGSFy4XJgKEJo1sNAO4TQrEMRog5WFtvOIzU063QE\nUUV89n4yhmaVkMiASqVi5sxZ1K3bCS2tjKdeZDIZclGc1EW8eELlzp3jREa+oU2bkVmOGtPSvn37\nbG/wrvoJ32BeVMhu5BiMIIwA0QiiaCP+/A/w83v1uwBbEUTVH/AFnABrwBhBGAE2IsSnBuhMasjV\n3UDyfgVXwBNBDCMQRLldjt5K4rMmPj6ebt26ERUVi5NTz0zraGlpExmf9frex8BE9DT7+JwDoHHj\nrIJwptK371xAuL5r7969hWecRK4cMuURYktfQRDBQIR41mmxEfOTCUQYQb6fHyTmI34HiGk58A6w\n/EBfEhIfpG1bV/bt20fDhr3Q0tLJtI6Ojj5xYpAtdaKhoZGyB/PJk8vZ1jcySl3BWrVqFW/fZtzc\nLlEw5NQhYwTsAsYhrDFORphSJ6PWS3NnzpyZknZxccFFzR5ICfXx4MEDzp07y+jR6ylZslyW9QwM\nTAgLjfyIlmWOvo4ub974A7B37xx+/nn/B+vHxKSuN3p6HmfUqNHs3LmjME1UG15eXnh5eant+TkR\nR22E6e4mYC/ggDCKvCOW2yKsBzohjAjt0rS1RRjxBYnp9/MRy8oCL0V7TBHWIIMAlzRt7IBTZEJa\ncZT4vBk1SrjIVqVSfrCevr4JSXI5cqVSbWeqAaraWHMv8BE1ajTnwYMzvHsXgqlp1p5lG5tqVKjg\nSIUKDXjx4i67du38iNZ+XN4f6Lx/HVthk91vhQbgDjwAFop5d4HSgL34CQTqA68RHCZugI5YVhlh\nnTEYiEQQUA1gALBP7G8/glcaoCdwUkx7Ini7zQBzhJFqahRzCYlM8PERgtWbm2ft9QXQ0zNCQ0OD\nWDVPrb9v146kpHiMjITY2BERwR+sb2BgwoAB82na1I3WrUegra0jXT1WSGQnjk2B/kAL4Jb4af9e\nnbRuswfADvH7CDA6TfloYA3Clh1fBE81COJrKeaPB5KDWoQBvwPXEAR2FpKnWuIDPHjwgKioaHr1\nmom2tt4H62poaCPT0EjxGKuL8qVKYWpgyNWruwDQ0THIcVtLSztKlixL5cpVmDhxIkrlh0fLErlD\nCrAlUSxQKpVUr14DY+PKdOw4Mdv6u3f/js/DM6wdNQo7S8sCsSE2MZEFBw5w1scHpVKJPI1YaQA6\nWlqUMjGhff369HJySrloYuXx4+y4fBlT0xJ8//32HD9v5coRBAc/oW7d9vj7XychIYaAgBdYFtD7\nfGp87ABb0gkZiWLB4sWLCQkJ4+uv3z+nkDkKRRJKlQqdbG7CyQlh0dH8vGkTT1+/TpdfoXRpfurY\nEYVCwbPXr7n57BneAQGsOnGCVSdOUK5ECVZ/+y13AgJwc3Njy5YthIYGYGlpl/lzwoJ48+Y55uY2\nlCpVPiX/9u0jlC9fm5cvfYiMjCy24vixkcRRosiTlJTEH3/M5ssvB6OpmbMwBxoaMpRKJUZ6H55+\nZ8eiw4fZe+0autraDHNxoV/z5lx49Ihp27bh9/o1T0NC6FC/PjXLlaNjo0bEJyXRfvZsAJ6/fUvb\nP/8EYKCDAwArVgxn/PitGBqaI5cncv36fs6c2UB8fHS65xoaGlOtWnOCg58A4O/vzZs3byhRokS+\n3kciFUkcJYo8s2fPRibTpU6dnJ8RSEoSbgbXz2PMGLlczohVq3j25g3tHBz4pXv3lLKmVauycexY\nBixZwpJjx7gXEEAlKysMdXWpamPD6RkzkCsUtPlDiBNjbWVFjRo10DcyRa5QsnChGw4Orbh37xRJ\nSakOo9WrV9OnTx/evHnDo0eP6N9/AHZ2tQgIuAdAdHS0JI4FiHQrj0SRJi4ujoUL/+XLL79JFzog\nO5RKBQAxefRWD1y6lOdv3zK7d+90wpiMraUl1ezsqFKtGmZVq+L14gXz9u3jh40bAWEqDjBmzBju\neHvToUMHDA30+WrcErQMTLh16wjnz5/F19eXGPFasmHDhmFoaEj58uVxdXXl4MEDREUFpTyzSpWq\nuLn14cGDB8Sr+fRPcUASR4kizdSp09DXt6BGDZdctStXrj66unr8fehQrtptOneOFrNm8Soigpq2\ntlgYG2dZt33t2kSEhrJ12zbu3r8PQESMMGJNbnfp0iVKliyJpqYmHTu0567nBnpO3YKmlhYNGzak\nYsWKGBhk7sF2cnLi/v17LF26lJo1a6FQKNi+fRs1a9akVKnSuXoviYxI3mqJIktISAj29hXo0eM3\nKlSon6u2CoWcRYvciI19x0+dOtE2m5trdl+5wsFbt/B/z+kC8Hvv3jSrljHk61JPT3xjY7l1W7ie\nQF9fP2VE17hqVS49eoSRoSFR4ijSx8cH1/YdePkyCHliAkqlMiUuTPbvo6B8+fIEBgZiYVGJsDBf\nYmNj0dfXz1H7ooDkrZaQyCETJvxA6dKVcy2MIFz/1b79ePbs+YM5e/Zwytub+hUqZBqe9WFgIEuO\nHqVixYq0rFmTjRs3YmFhwT///MO5c+eYtn07XRo2JDwmBm1tbSZ37kxIZCSHbt3iyNGjKf3ExcXx\n888/c/r0aeo7OfE6KYl169allFerVg1/P19u3LhBTExMjoVReB9NAgICOHv2LL/9NpsmTfoVK2FU\nB9LIUaJI4uvrS61aDnzzzRJKl66Y536WLOlHeHhwygbqJlWr8qebW0p5olxO/6VL6TtoEI8fP+bI\nkSNUqVaFRw8fpdSpXKkSISEhdO7cmU2bN6fk13Zw4I73+3ez5B6VSkXbtu2QyTQ5fPgAmpqa+e6z\nKPKxR47SmqNEkWTs2O+pUKFhvoQRoESJsiiVSrq71aFOPWsuPnrErJ07kSsUKJVKhixfTnRCAv/8\n8w8VKlQAhBEewJEjRzA2Nmb5ihW8i4zEY9MmfH192bhxI6VKlWLFypU5tkOpVDJp0iSOphlpArx5\n8waZTMaJE55cvHiN2rXrcejQIe6La5gShYc0cpQocly7do0vvmjOyJHrMDPLn+PBw+MH/PxucfHu\neKrVKM2EkbvwcL+JjpY2dpaWhCcmcvzECerWrUt0dDQtW7jQwLEBP/3yS4pYautos3rVagYNGpTN\n09KjVCo5f/48vr6+KdECe3Tvzq7du4mIiKBKlSq8efMGgFat5uDsPJ59+wZy755w2UT16rV4+FDY\nxtOgQQOGDx9O//79Mzhw3r59y4QJE9HW1mH69CmUL18+P39kauNjjxwlcZQocjg7NyEpyZxOnX7K\nVz/x8VEsWTKAmJh37Ds5nOYtKwFw/+4rWjRYQp8+/Zg7d25KvJbExER0xUiFs2fPZtPeTSy6soh9\nS/exeOxinJo40detL6NGjkL7A/sn/f39+e6779DT1WH//v0kJgk3kutqa9KyZUsOH/UkLi4OAwMD\n6tQZTKdOq9Jtbr99ez2WltW4c2cDN26syND/+fPnadq0KQBnz56lefPmaGrqUKZMQ5KSXvDo0X2M\nP+Bl/1SRHDISEh/gyJEjeHt78913W/PVT1CQD7t2TadMGSsCAuKoXc8mpaxCJUsMDHTp1q1bukBW\nOjo6KBQKZDIZ3Xt0x76uPQBdxnTBuaMzB1YcYPb82fyz4B+OHTmWZaiCmTNncvDgQQAWTHBFpgEV\nbS0wM9an00+7Up6RzPunfurWHQyAnZ0zHTsuT8kPC/Nj5craXL58OUUc7eyEo4gKRSKDBp1l9epa\nLF26lEmTJiHxYaQ1R4kig0qlYvz4H3B07Iq+ft5HPsHBT9i0aSKuri0JDHxBXFwi9hbCXYGJiXLc\nOm2kXDl7SpcuTd++/VixYgVhYWEAKaKlo6tD8LPglDg0pcuVZticYXg888ChtQOODRyzDGMQEhJC\nBdsSvDoyke++bsT3bs50aFaFyJh4wiMiefv2bcrUuEaNjBvMs8LCogLm5taYm5uzaNEiZs2alTL1\nd3Dog0wmo0GDCfz997/SDT45QBJHiSLDhg0bePXqNc2b5y8Q5cqV31K1ahWOnzhGx+7VsLIxYcXG\n3gAM/norTx/FMHz4KFxcWnD1agi//bYIS0tLNDQ0WLFCcLIMHjiYx1ce4/GbR7q+ZTIZ41eN5+tJ\nX/PzpPdDLAmc8TpN09o2WFkaoamZ+k8wIPgdAE6NGqJUKilfvgVVqnTK1bvp6JRi6NChzJo1n02b\nvKhevTPt2y+mS5eN+Poew9KyEgkJcrZvL563hxck0rRaokiwYsUKRo0ahavr6CzjwuSEt28DABUq\nlZzqNS1Z5ZG6befEUR/OnHjKnj376NKlO02aTOXLL6cAsPBfe2Li3/DDjz9y4cIFPDw2Mm/uPH6Z\n/Ash/iHUaVmHxp0aY2ppSmJCIi+fviQsLAwjIyOixU3e3t7eDB06hNi4ePxevstg2+COddHQ0ODq\nw1eseRGAgUHuz0n36rWLs2f/pHXrOejqph9dX7++nEeP9qGhIcPX92mu+/7ckBwyEp88SqUyZW/f\ntGknc3WGOi0xMeFs2DCO+vVrcuHCGa76TMCmjCkgXCRRq9x8Ro+awJLFy9DVLceQIakBr9zdmxAa\n5Uv3KR5s/rkdv//+O5MnT2b9+vUcO36MGzdu8OL5C3T1dImOTH+DTvLvZ/Km7strh+JUy5YPoeX8\nG198+RvNm0/N07tmhlKp4PfftWjRoiWnTp3MvsEnhrTPUULiPZLX9Vq3/jbPwhgVFcqaNSOoW7cG\n33wzGIVCwaL/neHBPWHdcO7Mk6iUWhw+5El8PAwceCZde2vrhsS9e8P2ad0AmDZtGpMnT2bIkCFs\n37od38dND6c0AAAgAElEQVS+rFy5EkN9Q3bt2oWOeBVa2g3bAwYMAGDcP55s87zH7lMPUCgyrv2F\nhEajUKpwcOiTp3fNCplMk+HDb3Dp0hXOnTuXaZ2kpCRGjRqt1sBWnwqSOEp88kybNg1LSxuaNOmd\n5z4ePbqApaUFEyaMw83Njblz/8fTBzq0dl5OvYp/s2HVbUqVLIOf31tGj36MlpZuuvbJU1x5QlxK\n3rx58wBBUPbu3ct3Y7/j9evX9OzZk8T4ePQN9Ll161ZK/Y0bNzJixAiu3Augz9Td9Jy0k2OXM05v\nf3M/haZMEwuL/G1wzwwbm/o4Of1Ar159ePToUYbyESNG4u6+nvbtO/LPPwsK/PlFCUkcJT5pHB0d\n+euvv6hQoVGuzhq/j7m5NU+fPqZHjx4A9OvXj4MHj3L40FHceg/FwcGR4OBYBg06n2GtDsDCQti2\nU8apAZOe38V51NCUsv6DBtFnQH8MrErjOKgPU149oumY4SgUSo6fOE7aZZ+VK1em+7mslWmGZ23z\nfEiJkjXz/K7Z0bz5LMLCwqlWrRpJSUkp+QkJCWzZspnBg8/Ro8dupk//HTe3vikj98+N7MTRDjgN\n3AfuAcl30P8PeIgQnvU/hHCqyfyKECzLByF6YDKOCJELnwD/psnXBbaL+ZeBtMGGBwGPxU/+XJQS\nRZI6deoA0KbNyHz1Y2/vCMCyZcu4ePEiZcuWx9jYlIULF7Fp0zaePAmnf/9TGBhkHmKgdu3+NG06\niaCrN9AzNcHERtj/OH36dEBFje6d+NH3Jl+vX46JVWk6L/kfvbe589u8uTRs7MyzZ8/S9ffFF18A\ncOdJ+miDxy8/ITQyng4dcn70MLdoaGjQpcs6jIxM0k3727VrR2JiAjY2jlSq5MrQoTc5c+Y2tWvX\n48WLF4Vmz6dKduKYBEwAagLOwBigOkLY1JpAHQTh+lWsXwPoLX63A5aRuoC6HBiKEK61sliOmBcq\n5i0A5on5FsB0oJH4mYEQplXiMyE0NJTt23fQu/fvaGvrZt/gA8hkMkqWtCUqKophw0ZRvXo/Gjee\nxt69/xEc/IrQty9YvsyB//3PiiVLarN791Bev05/frl16zloaeqysk03jEoJoVRPnzuL963bRPj5\nZ3hmra4dmeh7C3k5G2rVrs2fs2ejUAiX7J49e5Ya1aoQn6hI18Zt6n+YmtpiZ+ecr/fNjurVe6Kt\nbZzuVqDhw4djapq66d3cvDxDh95CU7MatWvX4/jx44Vq06dGduIYDNwW09EIo0Ub4DiQvJJ8BUh2\nvXUBtiKIqj9CCFYnwBowRgixCrAR6CqmOwMbxPRuoJWYdkUQ4Qjxc5xUQZUo5mhoaFCiRAn09c2o\nVq1Zvvu7dm0vcnksYWFhPHhwh1s33TlzZgr62jqUtzCmTikdGpc1pVYJTfTlz3n80IMVK2ox+08j\n9u0bnTK1bNduEa+u3SQuOgodI0POe53Bx8cHvwtXMn2urpERfbevp/f2tfxv8SLqONbnzp07YqmK\npKRUcRwwfQdhkfEMHOiV7/fNDplMRsOGE/j112lERAgRj3v37k1iYhT+/qnOKC0tXXr02ImT02Q6\nd+7Gn2LMm8+B3OxzLA/UQxDDtAxBEEQQhPNymrJAoAyCWAamyQ8S8xG/A8S0HHiHEMfa5r02gWna\nSBRjvNNc8+Xk1Cvf/YWE+HP69Bri4mKYOXMmAEqVHI++XenfsE6W7R6FvGHkzkOcvbOCu97utGq9\ngMaNR+Pt7cHRn2Yw6OB2tHR0KNekETrZ3J1Y7au2THx6i/9VrIdz48a0c3Xlgc8Tyo9sCMC/Wy6w\n6ehDmjadVCiOmMxwcprA06eHaNGiDVeuXGDQoG+QyxVYWFTKULdx44lYWzdg3rxeXLx4hV27thf7\n+yJzKo5GwC5gHMIIMpkpQCKwpYDtyhXJv/AALi4uuLi4qM0WifyhVCpT1hk1NGQ0bNglX/0pFHL2\n7/+ThDRe5lEjR7J8xQoMdT+8mbxqqZKcHjOY2PhEWq3wwNNzDA8f7GTI0LMsWlyRDR17M+jIzmyF\nMZkI/wCigl/Ttl07tmzZgoGBAUN+38/YXvWZsuIsVap0onXrOfl639wgk8lwczvMmjX16dt3ANWr\nV8HS0h4Tk8zHIOXLN2f48Dts396RmjXrcPz4ESpWLDwh9/LyUuuWopy4/7SBg8ARYGGa/MHAcIRp\ncHI0n+TT7HPF76MIa4XPERw71cX8PsCXwCixzkyEEacW8AooCbgBLkDySvxK4BSC8yYt0ibwYsS0\nadP4Q4zK16bNyHxt3wE4cWIFjx6d4u1b4eovYyMjtFRKZrT5gnHNc7eut/7KLYZsP4CZWVW+//4h\ny1fUJuT1XeoNHYDbmsUfbHt67gL8zpzn8dGT7Nmzh65du9K+nStHj3kCUK1aNywtq35UcUwmIuI5\nK1fWwsTEAIXCgLFjn32wvlKp4ODBYfj67mHLlk107Njxo9j5qV1ZpoGwHhiK4JhJph3wN9AceJsm\nvwbCKLIRwhT4BFAJUCFMx79HWHc8BCxCEMbRgAOCULohrEW6IThkrgP1RTtuiOmI92yUxLGYkJSU\nhI5O6mhu8uQjaGvnPa50QMA9tmz5GT09fSIiwihZogTOVpZsH9ADfZ28hWQ97/ecL5dswMrKiREj\nLnH48Pdcu74EbUMDWkz9iVa/jM+03a9aluhoa3PixImUG3M8PT1xdXVFQ0MTlUpYe/zllwj09DJu\n7ylsHj7cw5Ejo4iKek3nzu7Uqzck2zaXLy/g5MlfmDJlKjNnTi90Gz81cWwGnAW8EQQOYDKCsOkA\nYWLeJQSRSy4fgrB+OA44JuY7AusBfeAwqduCdAEPhPXMUARh9BfLvhH7A/iDVMdNWiRxLCYMGzYM\nd3d3ACpVcqJfv7nZtMiapKR4Vq4cgomJHs+ePcPE2BRtlRz/qd9hpJs/z/fu2w/ouWEnTZvOoHXr\nmURHB7Npc3teB99BQ1OGeaUK2DdvQsUWX1KySkWUiYlcWr6W2xu3ATBx4kTmz58PQHx8PDY2NoSH\nh+PquhBn53H5si2/zJljQmJiFNOmyZHJsg/H8Pz5WXbv7knr1s3ZsWMrWlqFd13DpyaORQFJHIsJ\nyZu89fSM+emn/5DJ8v4PbceOqcTGBvHixXM0NGQY6OuxpEsbBn3AAZMbOq/eysGHvvz4YxgGBsJI\nLzExlhMnJvH48T6iY1+jkCdCmnPVyb+nDRo04LfffmP48OFUqVKNK1du0qvXXsqX/7JAbMsPSUmx\nzJ5tCMCwYVcpU6Zhtm0iIwPZsqUNVlYGnDzpiaVl5ntF84skjrlHEsdiwLRp0/njj9/F9IkcjVqy\n4uxZD27e3MO7d+EAlLWzw05Hk/NjcxfG4EPI5XIMJs3DxrYlgwcfy74BgvBs29YFf//TKJXCNNrE\nxIoRI7wxNCxZYLbll4CAS6xdK0RhnDo1McNlu5mRlBTHzp1diIy8j6fnEWpnE+o2L0gXT0h8lsSI\nwe5dXcfkSxifPbvFpUtbqVRJ8KKWLVuOtyGvWd+7YJ0GWlpaDGlUhxcvTuT4eJ22tgEDBhxnypRE\nunXzoEePbUyY8OqTEkYAO7vG/Pyz8B/L5s0521qsra2Pm9tR7O170aTJF+zbt68wTfwoSOIo8UkQ\nGBiAlZU9Tk498txHQkIsBw7Mo2LFCty4cR2ZTIZSnsjoJg2oVLLgp3qLurZDpVJy7dqqXLWTyWTU\nrt2fWrXy54kvTPT1zahb9xuMjW2yrywik8lwdV2Ii8tfuLn1Y/LkqRTlWZ00rZZQO/v376dLly4M\nGDCfChUc89zP9u1T0NB4x8OHwrG/1q1a8fj2LXwnjUZbq3BiPZecOh+ZQXVGjb5WKP0XVQIDL7Nz\nZzfq16/FoUP7MkREzAvStFris6NLF2Gjd36E8cGDMwQEeGNlVQoAe/sKXLxwnrVfdyg0YQRwsClJ\nZKRvofVfVLG1debbb+/j7f2YNWvWqNucPCGJo4RauXv3LgDm5jmfvr1PQkIMnp6LGT9+HKdPn8bC\nwpJnz/yoVboErapUKChTM6WudWkSk2IK9RlFFQMDC0qVqo2fn5+6TckTUgwZCbUyZ45wIkRXN+/T\nrsOHF2BvX5avv/6apKQkrl25wukzZ7j6PIiwmDgsDAvvDLCduWnKBm6JjBgY2BAY+FLdZuQJaeQo\noVa2bhXuLElIiM1Tez+/Gzx6dJH27dtRp04datWqxekzZ/Do15VJrZpipp+/Dd/ZEZeYhEaxWLov\nHIyNrQkJeZt9xU8QSRwlPgnysn1HpVLh4fEj7du7Mnv2bBITExk4ULgT2d7chDkdW2eIObP3rg9P\n34Zl1l2eePI2LF+b1Ys7hoalCA8PV7cZeUISRwm1Uq9ePQBMTUvluu3r10L8lSVLlgDg7++fUnbs\nQUYniUKhpNva7dT6a3keLM2cm0HB6OoVzomQ4oCxcRkiIjKGoS0KSOIooVaSA1BVrJj9MbX3efbs\nFvb2FSlTRrhi6/vvheP6evqa/O/sFRz/WcWma94oFEoUCiWd1ghT+Js/jCgg6+HJm3CsrHJv++eC\niYktEREFN1L/mEjzAQm1Ym5uTnh4eJ6uJouJCcfaOvVafyur0gDExytABTcDXjFw616G7zpIfKIQ\nSKp5pfJUtyqYEykPX4cQl5RIixYzC6S/4sjt22uoWDHj5blFAWnkKKFW9uzZk6d2z57d5MKFrekC\nPy1btpwyZctStW0rNGQynHqMx232IRIVqYcEutaskm+bk3Hb+B+6OqaUKVO3wPosTsTHv+Pu3U0s\nXDhf3abkCWnkKKE2goKCcnxru1yeyMOHF/D39yYmJoLERGFvYfIFDgCjRo0iKi6W0Qe2sbpdD67v\nX0brkf/D3Nqe0MAnAPyw/ziDGtXF3CB/23vuvgzB++VrWrb8J1/9FGfOnJlFtWrViuzN/JI4SqiN\nI0eOfLBcLk/kwIGFPHp0loQEQQy1tbTQ0pKlXAX2448/AvDy5Us2bNiATFsLLW1tBu/fyizTsnhM\nbMWw5ddQKZW8C3nByhH1WOB1md++apEv212WbkBfvyRffDEh+8qfIYmJ0Xh7r2X37m3qNiXPSNNq\nCbURFBQEQLlytTKU7d49h9mz23Pv3jHqVDTjwN99UF2dQeLFKcSe/ZXYc5Np17QaJ08IYQZsbGw4\ndeoUKoWScwuWoW9oSKel83nhfZYr/y1G38Qcq0p1sLCpyJ8nz/OH5xkCwvPmRW21bCNhsXEMHnw+\n7y9fzDlz5ncqVLCnXbuiGzBUGjlKqI179+4BULZs6gW0b94E4O4+msTEGAa0d8B9aqcsb5deO+Ur\nynRYgEKhQFNTkzp16qBSKjn4w2SurFrP93fO43/+Ml7rpqGlrUPTPj8zfMV11oxqyPSjZ5h+9Ay6\n2lr81aEV333plCObO6/eyqknz2jffg2lShXc+mVxID4+An9/L/z8TnLv3ga2bdukbpPyhSSOEmrj\n6NGjAPj7C6HRnz27g4fHD5gZ6+K7+3tsS5l9sH1MXBIG+npoagobyB8/fgyAQ5uB3D+9lT9KVORn\n/zvIkxI5seoXXty/SJ8/9jLW4zGhgb48vnSAyzsXMH7vMRxtbWhSwS7LZ8XGJ1Ln71X4vg2ldetF\nNGo0tCD+CIo8b98+4urVf/HzO8y7dy8pWdKK2rVrs3DhfDp37qxu8/JFcTj3JF1ZVkS5dOkSLVq0\nwNnZjSpVmrFmzbfY25jyaOfoHMUi2XrsLtPXXueJ33MA2rRpw4kTJwDoOWs3e+cMRFNbxtS3Tzm3\nYBmev85CR8+Q9uOWUtdVOEkTFuTHskFVUSiEC2tX9OrAt00apHvOT/s9WXDmCmho07v3YSpXblmQ\nfwxFDpVKxd27W7h+/W9CQnxo0qQpI0YMpVOnThgaGhbacz+1K8vsEEKq3gfukRoUywI4DjwGPIG0\n/8X/CjwBfIC2afIdgbti2b9p8nURwq0+QQjPWi5N2SDxGY+BgTl8J4kigrOzMzKZjNKlK7J+3VhK\nmunnWBgBbj8OpoIYN/nly5f4Pn2KTdUGDFt+lerNujJm42OS4uJZVOcLWv0ynsmBDzCxt2Xf3EHM\nbm/I5l87EhX6EnOr1BHj9aBg5HI5O2/fx3nBGrQn/sH805exK9uWSZMiP3thBNi3rw+nTn3PkCGd\nCQ5+yalTx3FzcytUYVQH2amwlfi5DRghhEftihAV8C3wF/ALYI4Qszo5NGtDUkOzVkaIXHgVGCt+\nHyZ9aNZa4ndvoBupoVmvIYgq4rMdkUKzFhvatWvPsWNHsbGpyevgh4QcnYiFWc5v5+n4wzYqObZj\n4cKFVKxYET8/PybsCMCkpG1KHZ9Lh9k+uQOdFs6l2TghBPob36fsHvMjAeevII9Nf+GFTEOGUqUE\nQFfXjIoVO9Gly3J0dIrXP/z8sHNnDxo0MGHDhnUf9bkfe+SY3X/RweIHIBp4iCB6nRFiVoMQLtUL\nQRy7AFuBJITwqr6AE/AcMEYQRoCNCCJ7VOxrhpi/G1gipl0RRqXJYngcIV520d0bIJHC/PnzOXZM\nWHN8+fI+f45qkSthBLj/LJT+Y5xZtGgRfn5+mJWplE4YAao1/grrGk048suMFHEsWakiI48Jm88D\nrl5nY/cBRAa9wsCgJM7OkyhbtillyjgWapjRokylSp04d26Ous0odHKzlac8QmzpK0Bp4LWY/1r8\nGcAGCEzTJhBBTN/PDxLzEb8DxLQceAdYfqAviWKAp+cJKlVywsSkNAZ6Okz+JndhSYNCInn15h0d\nO3YkICAADZkmYzf4ZFq3/+yDyBMS8frr33T5SfHxLHFqTWTQKwBiY98gk8kpV85JEsYPULnyVwQG\n+pOYmKhuUwqVnP4GGCGM6sYBUe+VqcSP2pg5c2ZK2sXFpcjuyP+cuH79Go6OPfF7eo3hXevluv2a\nfTdxqFUDIyMjrly7iVOP71O81u9jYGqOuV1Vzi9YhsvP41Lyp+oL57LruvXgzs69qBQKDAws8vZC\nnxFGRqXQ0zPh6tWrNGvWrNCe4+XlhZeXV6H1nx05EUdtBGH0APaKea8R1iKDAWsgRMwPQnDiJGOL\nMOILEtPv5ye3KQu8FO0xBULFfJc0beyAU5kZmFYcJYoG4eFhnDmzEaVKyT/j2mbf4D22Hn/I6AlT\nUCqVXL92Fbc5Mz9Yv2HX7/BcMjbTsj5b3YmJieHJgaOYm0t7F3OChUUlzp07V6ji+P5AZ9asWYX2\nrMzIblqtAbgDD4CFafL3I3iSEb/3psl3A3QAewRnzFUEEY1EWH/UAAYA+zLpqydwUkx7Ini7zRAc\nPm2AnEVPl/ikeftWuBm6RAl79HS0MTDQybRebFwSx6885Q/3s1y4/YJD5x/T69edOA5yJzQqiaFD\nhzJw4EDiYqMpW/uLDz6zYcdhoFLx7OxFAJ5fTh8tcNj+bch0tDl46NsCeMPij4VFTa5fv6VuMwqV\n7EaOTYH+gDeQ/CfxKzAX2AEMRXC8fC2WPRDzHyCsH44mdco9GlgP6CN4q4+K+e4Io9InCCNGNzE/\nDPgdwWMNMIuMnmqJIsj58+cxMDAmKSkBC1O9DOVLtl9h4Y6bvHgViqWFObFx8cxY5YVtGSvMzC1o\n3robW8aMwcXFhevXr1OqXLVsn6mlo4NMS5v7+w9j/2UTyjk3xGXSBLzmLkipo6mrS0S4H2FhT7Gw\nqFig71zc0NY2IDGxaIY/yCnZieN5sh5dts4if7b4eZ8bgEMm+Qmkiuv7rBM/EsWIefPmERsbhZaW\nAaUsU2O8RETG8+3cA+w+7cO//y6iX79+mJkJW2jfvXvHsWPHmDt3LosXL6ZChQpcv34dgJDnmTti\n3kempZPifAFoN3s6DYf2T/n5J59rLKjTjCVLqtChwwocHYcXxOsWS7S1DYiPj1e3GYWK5JKT+OjU\nq1ePy5cvk5SUQPKv4Onrz2g5eiMAdra2DBs2DHt7e2SaWgQFBmToY8KE9LfhPL50iCqNO3zwuRpo\nIE9K9bBqaGhQolLqCNHUxppprx6xyrU7Bw+O4PGTQ/Rx25tZV5892tqGxMUVb3GUbuWRKHBUKhUf\n2pg/depUAOTyeCKiE5i2/FSKMALcvnMHPT09Xr16haFdHZr2+YURq24x47SKGadVOPccn6FP/1uZ\n+urSoVQkYVz6w7FqNLW0GHVyP9V6dOLxo33ExhbNK/4LGx0dQ+Li4tRtRqEiiaNEgRITE4NMJkMm\nk6FQZB7P2cbGBg8PD5KS4nn5Joo/1p0DhI3hCoWCSZMmAWBoYUWf2QdoPWIu1pVTb9tuOzrjBbNt\nR/+drW2KpAQqtvyw4yaZFj8JJ2U3b3bNUf3PDW1tI2nkKCGRG2rXqZ2SXrt2bZb1+vfvj46O4KWu\nUaMGR48eZeLEidy5c4fVq1cDMHrdg0zbamho0LDzSExLlwWg+cAZmdZLy/1zwuaIGl065ug9yjs1\nRMfEmJevbnDv3vYctfmc0NMzkdYcJSRyQ/Jo0dTUlK+/zsrPJpCQkJAh78CBA0JCQ4aBiXmWbb+a\nsJyvcmHXhW1/oWdikquTL9PfPGVpU1d273bj3r1tuLnlLd5NcURb25DExIx/f8UJaeQoUaDcunmL\nxYsXExYWhqmpaa7aXrt2jRkzhFHg0KWXC8wmuVxOsM8VavbolKt22jo6jL92GquG9Xj0aC9yuTxH\n7Xx89rFwYTl++12Lv/5XPE/c6OgYFvvjg5I4ShQo5ubmjB07Fpks61+tPgP6o6OrK3iLS5Tg5s2b\nAIweNQoAmaYWttULLhb03r+GAyq6r/o327qZUaqqcGpm165e2dbdsfNrtm/vispUhW2TRsTFFs+t\nuTo6RpI4SkjkBA8PDzQ0NNDXN+DSpUtZ1hs2bBg7tmxl1KXjfPnjd4SGhjJixAiePn3K9Rs3AFAq\ncjZCywnhwc+5f2ID9Qa65fkyiX4eK2kzdwaPHu3l6dPjWdZbtKQyDx/uosWMSUx5fpchB7cBKqKi\nXmXZpqiio2MibsUqvkjiKFEgnDwpnPqMj49j3brM9+3fvn0bd3d3lEolq1p3wbRCObT19Bg/fny6\nM7o1m2c/QssJcrmcVd86omdiQu91y/LVV+tfJoCGBt7eHpmWL15ShYhwP0aeO0y7mYK33cDUFA2Z\nDG/voh1LJTN0dY1JSkpStxmFiiSOEgXC+vXruXLlClOnTmXFihUZyt+9e0e7rzrSuNcEBi86R3x4\nBAdG/4iJkRG2trYEBwvXhprZVKLnzB35tkcul7NkcA0SYiIYe+N0vvsD0DYwwMcnvVNGLo9n3bov\nCQvzZZjXQeybNk5XrmNshJ9f1qPNooq+vgVyeSJKpVLdphQakrdaosBo1KgRjRo1yrRsx44dxMYn\nEeL/gEs7U88zN//yS1q0EGJIm5a1JeKFL+7jWzJovmeep8HREW9ZPtSBuIg3fHv6ACUrVshTP+/T\nfe1itvcewu7d/bl/fxvGJmWIfPcCmbY2LX+bTKUvmmRoY2xXhreBOTveWJTQ1tZHQ0NGTEwMxsbG\n6janUJBGjhIfhd69e1OrehWeXhMuVnr48CEL/v6b//77L6XOkCO76LFqIUF3z/C/LpY8vuqZ6+d4\nbZrDPz2tSYqPZNzts9h/mVGw8kr9r7tj5ViXe/c2o1IpiHz3gpIONfgj9hWuU3/KtE3pmtWJinzJ\n5ct5cwZ9ymhqahP7XpiJ4oQUfVDio3Lo0CFatGjBgH79+G+vcG65QTlbAkPDCE2SMz0ykNiQN6z4\n4ivC/Z9jYGGNU8+JNOk1LsuRZGJcDEeW/cT9Ex4kxUdTocUXDPXcUyi3ecfHxrKyZSdGHN+Ljr4+\nmtk8w+f4ada364GOjiGTfokscHvUyV9/meDtfZNKlSp9lOd97BgykjhKfHTq16vHrdu3uThuCGsu\n32JJ9/YoFSospv2FZfUqjL8reLufeJ3jvyFjCfN/ASrQMTBGz6QEOgYmqJQKEmLfEf/uDfKEOGSa\nWpRxrEP/3Rsxs/20omlcWLGW/aN+oGPHVcXmph+VSsW8eUZ4e9+iSpWPc0GwJI65RxLHIob4S47i\n72np9kNuu36bPpv3MfTYf1RpmxoCVS6Xc2fLLm5v3UWYnz+JMTHINDXRMTamdI2qNB07okCnzwWN\nUqFgmlEZrErUY+jQi+o2p0AIDr7Dpk1fEBkZ8cE9rQWJJI65RxLHIoarqyuenp7McG3OCOf62JiZ\npJTZzvibaCNjJgc9VKOFBc+ipm0Jv+PHTz++UbcpBcKJE5NQKi9y8eLZj/bMjy2OkkNG4qOTvNVn\n1rEzlJm1IF3Zv13b8u7lK2IiitfJkgrNmxEfX3ze6c2bmzRv3lTdZhQqkjhKfHTmzkkf83jzdW/C\nYuIYum0/X9UUQh4sqOmsDtMKjUaD+6JUyJk1S4PAwCvqNiffJCVFUaJECXWbUahI4ijx0enarVu6\nn/tv3kOV2YtZe+UWPx8UNkxHvQxWh2mFRqkqlei7eyMybW1u3FitbnPyTWJiNBYWxfNSjWRyIo5r\nEUKx3k2T1wghquAthABYaW8J+BUhWJYPQvTAZBzFPp4AaTd96QLbxfzLQLk0ZYOAx+JnYA5slSgC\n1KpVC4BffvmFQYOEwJOhscKt0kvOXcuyXVGnTvfOGFmVJjAw67PnRQW5PBZLS0t1m1Go5EQc1wHt\n3sv7C5gG1AOmiz8D1AB6i9/tgGWkLqAuR4hWWFn8JPc5FCHqYGVgATBPzLcQ+24kfmYghGmVKOKU\nKSNstZk3bx4bNmxIufQ2rddTVgh7FD8FSjnUICo6Y0ycooZCoUjZdVBcyYk4ngPC38t7BSRf1mcG\nBInpLsBWIAkhZKsvQqxqa8AYYbQJsBHoKqY7AxvE9G6glZh2RYhdHSF+jpNRpCWKIDKZjNl//glA\n1y5daPaFcOlE2nO6KmXmIRaKMnf2HcL38HHk8syv+goMvMK7d1kL57t3L1AoPo3LHhISYnnx4oW6\nze9m/owAACAASURBVChU8vrf8ySEsK3zEQQ2+bS9DcLUOJlAoAyCWAamyQ8S8xG/k38j5MA7wFLs\nK22bwDRtJIo4E374gUuXL7N3374MZY5tHbl9+o4arCpcjEpYAKpMT8okJcXh7u5MtWpd6N07fcTD\nN28esm1bB8LCnqXkOTj0o3t39d32Y2xsTWhoqNqe/zHIqzi6A98De4BeCOuSbQrKqNwyc+bMlLSL\niwsuLi7qMkUihzT7ohk3rt9Il7f+8XpK2pbkt96/oaWnpybLCoeV7Xvid/QEAHFxoRgbW6cr19LS\nE8vCSUqK57//+uHj8x8zZqhYu9aZ+PhIrK3roampQ0jIXV6/voFKpVLb1LZWrUF4eKxh+vTphfYM\nLy8vvLy8Cq3/7MirODYCWovpXcAaMR0E2KWpZ4sw4gsS0+/nJ7cpC7wU7TFFWIMMAlzStLEDMo2/\nmVYcJT595s2blyKMTbs2pfOYzpSp/P/2zjMsqqMLwO/SERCwgCgColixIHbsvWvUxBpjN+pn7yUR\nNbGXqLHEqMHee40Vu4hdLBEQBUSQKr0sy/djdikCClJEve/z7LN3752ZM/fu3bNzz5w5pxQlLEsA\n8OLBCwqXNPtQE18UsdHRyYqxVq2R6RQjpKwa8va+yqpVZYiMFLP1Pj43iI0Nx9KyIQMGXMm/Tn8E\ne/vhXLw4g9evXyfbkHOb9wc6c+bMyRM5mfGprjweQBPldnPEbDLAUaAXoAWUQUyy3AL8gXCE/VEG\n/AgcSVXnJ+V2D+C8cvsMYrbbCDBGjEz//cT+ShQQ7t+/n5x6FWDc+nHYt7RPVoyJ8kSCfYOp8l2H\nz9XFTyYi4C3//Xsu3X4NDQ1k6uoAWFm1SHdchbl5XZKSFJiYpGRw9Pe/B4ClZdPc7WwO0dLSw9Cw\nBLdv3/7cXckzsqIcdwHXgQoI2+BAYBhihvo+8JvyM8ATYK/y/RQwElCt7RuJGGG6I5TraeX+TQgb\nozswDmHPBAgB5iFchW4BcxATMxJfKFu3bsXOzi7584gVIzA2TZth8MDKAyiSFLSYMyO/u5djrq/+\ni81texD+Jq2PpoaWFj8d2QnA/v3d8ffP2J5aqZKIgF65cg8AtLUNMTcXzvDBwf/lVbc/GQODUjx4\n8PXZhlV8DXPx0trqLwC5XI6mpmby59Uuq6lUp1K6cl2Mu6BfqjQT3HIv+2B+ER8byy+6JTAoYcqs\nN+mVmWOxMsQEh6KnZ0KFCl15+nQvffv+S6lSIkDwmzf32bDBjlatlnH27ESqVetLly5OzJunSeHC\npowf//kd46OiAnn50pl799bh5XWZffv20q1bt3yRLa2tlvhseHt7s2jRIk6dOoWbm1uuhcD39/dP\nzjAIUNy8eIaK0cnRiaiwKPodyDhPS0FjQ/NOHBg6Ovmzlo4OzWZOJMI/AG+X9I+bjkFeqKmrY2tb\nlrt3NxATE4aBQcnk46am4nH62bMDADx8uIN588QfSnh4AIGBeR9RPLOBhpvbbtatK88ff5hz/fpk\nmjUrh7f3q3xTjJ8DSTlK8PLlS/r26U2liuXZuuEP2rdvT9WqVbG3q46Hh0eO29+wYQN169YFwNzG\nnF0+u9KV8fXwZce8HVTq3BaTCjY5lpkf+N19wK2N2zg7e37yvtZzZwKwpl7LdOXfvfZDTV0dZ+cL\nFCtWAgeHqRQunDJPqaamhkymho+PCGs2duzY5GNGRsbs29eRuLiIvDodIiLeMHeuGosXF0WRys/0\n4MGenD07kjFjBhAdHcnr1y/5++8NeTYRU1CQlONnQKFQsHbtWqpUqcK0adNwnOPInr170pSJj48n\nMjIyV+Q9ePCAatWro6amRpVK5bG2Ko2dXQ1atmiGvV01KlWsQMjLu1z56yce7x5O4s1fib48g4ol\nwMbGBplMRlBQ0CfJlsvlRESm/KBbD2qdrkx4aDjDqg+nUJEiDDiy+5PPM7/pvWczAOfmLibMx5ek\npCTU1NTou88JgN29B6cZfUcFBSebFooXNyE83Ad//wc8fLiDixdnc/BgXzQ1dRk3bhyJiYn88ccf\nJCUlkZSURFBQIDY2pVi5shRnzownJib3ze96eqYAxMSE8PvvOoSGvgTg6dPDuLhcZ+bMGWlMI187\nks0xn3F2dk5OKPU+o0ePZvny5bx9+5ZfZs1i8z//YG5mxitf32wHFE1KSmL37t306dMneZ+psS6z\nhzXFPyia/7yDMDbQpaJlUTo1Ko+1efogAklJSRRrtYSQ8Bjq1av3wXzUGTFz5kzmz08ZVU3ZMoXW\n/dMqRz8vP4baDiVJpsZ0f3cK6etnS8bn5ujYqVxb9RcAdYf0p9vfq5DL5czULIa6ujo9/llDzR97\n8fTEvzw9/i8u6zdz4sQJKlasiINDYyIjIyle3AQzMzNKly6FlZUFw4YNw9o646RgFy9eZMyY8bx6\n5Yu9/WgaNpyBunruKqyLF3/l8uV5FClizejRnsydq05UVCS6urq5Kie7SMFus88Xoxxv3bpFi1at\nMChjwZsHbhS1KUuwuycGZiWIeG+Gs2jRogQHB1PE2JjAoKB0yvHZs2fs2LGDcxcv4O3jS5hyZGdh\naUnp0uacPZM2Hegvgxow9+fs++mPX36aP3aLEFvZuc6PHj2iWrVq9PulH/U71ceisgW6eml/XNvn\nb2fLL1soVMSYSV4PvzjFqOLutt3s6f8zAM1nTaLNvFns6TeMuzv2Ur5FE8zr1eLmqg20btWShg0c\nGD9+fI6jZ+/bt48pU6bz7l0cDg6zsbMblKsRufft+54nT/YzYIAzTk5NSUxMzLeI35khKcfs80Uo\nRzc3Nxo2boz9qMG0mTcLgIS4OGTq6mhoaDBdsyg2rZpTuUt7Dv08PrmebVVbGjdujE05G1xdXdHW\n0ebWLVceu7lR3NqKUnXsMa9Xi2sr1hL6KmVdrpZeIeKjRGa49VPbMrx73U/q988LjvPXoTuUt7Hh\nv+fPP15BiZGREe/eveNk7Em0tLXSHDu6/ij/zPqHiOAIKrRvxaAT+z6pbwWJ+3sOsqvXILQKFWLi\nf65oFtJlbtGU0d/169epX79+unoPHjygRIkSmJqaJu/z8/Pj+PHjDBkyhPj4eIoVK8b169epVq1a\nmroKhYLVq1czb958tLSK07btBiwsciddhKvrWk6eHEWJEnb4+9/j7du3FC9ePFfa/lQk5Zh9Crxy\ndHFxoV69ejiMHkbnVYs/Wj4uOppf9Upmerxc88ZU7NCGRhNGpdkfGRjEfyfPYvdjTzzOObOpTTcm\n9anNknHtP7nvLUdt5byrFytWLGfcuPEfr6DEuIgxYaFhTHKaRKh/KO733XG/7U7Ay7co5IkUK1+O\nfvu3YFa1yif3raCx98fh3Nm+h0KGhny3cRU7vhdrGywtLXn8+DF6enppyt+6dYu6detSobwN9x88\nREe5ZHLc2LGsXLWKpo0acezkSQwMDBg6dCgbNmzIUG58fDz/+98Ytm7diqlpNTp02IiJiW2OzuXY\nsWHcvZsSd7Jfvx/Ztm1rjtrMKZJyzD4FXjk2adqEu0+e8Mvb7M38vvN7g/u/57n+598Ur2iDrpER\ndYb9RMnqVT9ad7ahOSX11fE8PO5Tuw2AcYtFhEXEMv/335g+Y2aW6+nqFSI2OgaZTIZMTYaGtjb6\npiZU6NiatgvnoFOoUI76VVD5w7Y+8f5viY6NpYyVFV26dGb+7/MzLDt0yBA2btoEiD/QOnWEv+O+\nffsYNWQwJQrr4xkcRnRMDM2bNuX8xYsflB0eHs6wYSM4dOgg9vY/06rV8k9aex0R4c+WLQ4EB7+g\nceMmXL58CcieWSUvkJRj9inQynHo0KH8s2ULY+5epoRtet++vODqyvUcGzeNl0fGYGlm/PEKH2Dz\n0XssP/AMtydZX6Fx8eJFOnX7jplBL1BXLpv7Fri1wYkTE2Zw8dx56tXLOM2Di4sLcx0d8fX15bWf\nL8EhYbRp04bTp08nl4mNjcW0eDH29f0OdTUZvmHhTD93Db+3H0/O5erqmqxkLS3r0afPObS09D5S\nSxAS4oGz86+4ux+lVq1aHDiwl6CgIAYNGoSDgwPLli3LUjt5heQE/hWxaPEitu/exff/rMk3xQhw\nYd4ibK2L5lgxArwJiqBw4cIfL5iKNevWYdOmxRepGBPlcjY0bMvZGXNJiIvLcr1Dw8ZyetIv7Nq+\nI1PF+PbtWxo1bMiVS5d46OZGcEgYFqVLcfLkyTTldHR0KGJsTHhsLC3KW9O1akUCQ0KJiIhgzJix\nbNy4McP2GzVqlKwYd+7ciZmZBitXluLhww871YeEeLB3b1f++qsqxYoFceHCWa5cccbExITKlStz\n8+bNz64YPweScsxDpk2dhkmVStj1/SHfZEZHRhIVHMqi0emdkD8FmUzGDZfbWFpY4O7unqU6586f\np87wAbkiP79JSkriletdzi1YzhwjSx7sPfTx8jddufn3Fq5evkzXrl0zLfvy5UsS5HISEoWDda1a\ntfAPCCQkJCRNufDwcF76+FLTXNidDXV1KFnEmJkzZ/LXhr8ZOnQo69atS9e+qakpjo6OJCUl0bt3\nb27cuMKKFYs5dKg/7975pisfFxfOhg32bNhQDQsLOQ8e3OPChTMZThx9i0jKMQ8pbGxMu0X5G2bp\n6pJVqKvJaO9QMVfaa1G7DADePj7Mm/vxc4mMjCTi3TssG36ZPzANTU0cI3xpOHYECbGx7Ow5kFXV\nHPB3e5KurDw+nr8bt2dtfeEidfXq1TTHY2Ji6NHjOywtzfHy8koOupGgUODQpDG3b98mPj6e+Ph4\nbKvaIpPJiI+PZ8mSJQA8SJVkrEcVGw7u2wdKG+LIkSOTjykUCho4NODAgQPJkzoq1NTUMDAoxqtX\nl3ByqsOFCzOSbYd793YkMPAR58+f5fTp41SsmDv3zNeCpBzzCIVCQXhoKMaWpT9eOBdxP3sR48K5\nFyhWZdBPSkpi67aPR552d3enUGEDNL7glRSaWlp0+mMBU70eUq6JA68fPWZF1Qbs/H4AUcEpo7z9\n/UegGfKOiIgIVq1axZAhQ5KP3blzh4qVyuPhdZfQsBBOnz7Ny5cvkanJaDx1HAEaMsyqVqZR0yZs\n3bqVx26PAUhISGDMmDEA7LmfopDnt2+OqYaM+FjhnqWtVIInTpzAtpotN64LB/1p06YxaMggQNg3\nx4wZR716Uzl1aji9e7fg9u2V7N7dmZAQT3x9XfH2foWDw9edf/pTkZRjHiGXy8WGWv7OeYW/9sOs\nSO6tZKhWzgQdbc0sh6by8fFBN5s2yoJKESsLhjqfoONyke/mwf7DLC1bgzO//s6paY48PX6KXTt2\noK+vz+jRo5NHbStXraRxk4Z06mbNnEWtiYuVM3LkSKZOnUoxExMe/7OTwHuPCHrmjjwununTp9Oq\ndSvc3d3R09OjShXh3rTnnhsRscLuqa2pQXlT4WeopatHQoKcY8eO0bFjR4qULcKKKyuS+/3wwUOe\nPHlCu3YdqVNnIq9eXaBVq1YsWLCAhQsX8Pz5cf7+uzZ2dnaYmX09QYVzG0k55hGJSruSjmH+KorE\n2Dj0C2l9vGAW0dHWpGcrW4YMGpilKD1mZmZEh6fPkfIl02j8KIacO4K6hgZxkVGcn7cEz92H2LF1\nGzVq1EhTdtr0qcycOY0t+3rz+/IOqGuooaauhp6eHrNnz2bOr7MpWbwY70JCSEhIoKgy93P1GtUp\nV64cz549IzAwZVbaQEc7edvZ8yUA8TFRqKnJ2LV7F3U71GXOkTlo62qjrqGOrW1V7ty+Q9Wq1Shb\n9jtMTWvg63uVdev+BMTIFCA2NpSyZcvk5WX74pGUYx6hGkW4/PVPvspV09AgQZ47ocZULB/bEp9X\nnlhYlOZIBgmxUlOmTBliwiNITCgYWfJyC5sWTRh+5RSNJo9Bt7ABy5cuTReu6/z586xds5qj5wfT\nqp2w3zVqWpbixQ3YuHEj1atXZ84cR+4/eJhcZ7ZyAmXJImFnPHRITADJgMRlv6Rp/0B/EQRXXUMD\neUICZcqUIcQ3BK/HXoysNZIGDRrw7NkzOnfexPTpUZiY2LF3bzcGDRqYHEFn0qRJye3t3LmT0ND3\nE4tKqJCUYx4hk8nQ0dUhLjzvQkxlhJZhYQLDYnK1zSKGhXiwfSivX/vRtWvXdLOrqSlatCi6+noE\ne3plWuZLYs9PI7i1SawMsaxXm3YLZqOjp5c8AkvN4cOHadjMGvs6FgD8e/wpduUWExQYkRxs5ODB\nQ0ycOJELFy7g6+tLrVq10rShoczX3aSsVbq1zNe8vLEqXZo+vUUwkXZt2+Hz3Id3ge8AkWIiMTER\nO7tBaGho4+cnYkr6+aXMVHfs2BH7mjWpVLo0RgYGPM/GktBvDUk55iG6hfTQLZJzX8PsUMK2Mm9D\nc1c5ApgW1WfecPEDn5Jq9PE+MpmMYsWK8eaBW673IT8J93uDQqHg7tZdHBgyBr8Hj5KPRQQFU7Zs\n2XR1SpQowd1bvnzffgt25ZbRs5MTXp7BnDr1b/La6QYNGrB06VKaNWuWLh5iSEhIchIpNTUIjUr7\nPcpkMgwM9JkyZTIAFy5coHyF8lzYcQF1dXWuX7+Ovf2w5PK1aolgGAcPHkx2Mm/evDl37t6lvKkp\nYRERX3UOmJwiKcc84uLFi8TGx1N78I/5KrfhhJHExMkJDY/O9bZnDW7M9Y2D2LV7JzdvZp7GoKad\nHY/2HMx1+fnFVJkRv5eqxP2de7FsIJyqNzTtiDw+HoASVSrRu19f/lyzJs2SumnTpjFl8q/YVe3I\nxPG/EhkZSVJSEk2aNMlQTlJSEgEBAchkMkaPGU1ERASGysmsC+4vKTJrMbLxc1h4UQS/7VmjCo+e\nPKVq1ar4+/sza9YsWrVsxcmNJyluIiZr2rRZCUBIyAtOnhwBgK5uYdq1awdAnTp1KFPGkn/dxKP9\npEkTc/XafU1kRTluBgKAR+/tHw08BdyARan2T0cky3qGyB6owl7ZhjuwMtV+bWCPcv9NwDLVsZ8Q\nmQ2fA/2z0NcCw+HDhynbpAG6hob5KteqXh00NDUYu/REnrRfv1ppCmmrU79+/UwnaBb+Ph/Pc5d4\ndODD9smCTpXvOjHy2hkajvuZmLB3zNQ2ISYsjMEXjhASH8fo//2PSZMnJ5dXV1dnwoQJLFq0iFGj\nRqULNAEQHR3Ny5cvqVKlCmpqamxSrq3+c/WfWFlZ4ffmDTNnziQiIgIXFxdq2dsz/ehZGv+5hW23\nhUIzNjLC1NQUNTU1GjVqRIOGDYiLFYo7IOABSUlJrF9vS0DAQ3R09ImJCadTp84AbP5nM15er/jj\nr67sPz0IuVxOw4YNWL16NSCWLq5cuRLbqpWRyWSsWrUqT69xQSYryvEfoO17+5oBnYFqgC2wVLm/\nMtBT+d4WWEvKWsh1wGBEulabVG0ORuSptgFWkKJoiwC/InJk1wFmI9K0fhG8C3+HtnH+PlKrsGzU\ngH0X8i5b3c55YiJizZo1GR4vX748s2ZM5/zM33ItD01+4XXlevK2uraYKe60YiFFyoj/7HUObShk\nbEyS0lXr4eOMzQeVK1XEoUH6ZYQjR46kTJkyPHkifBhVEzA/HtxGuZZNATAxMWHevHk8f/4cU7OS\ndP+uK1c8XzLz5AV0NTUIDUuJAt6lcxeuXbnGrFkzKVfOhs2b6zF3rhoJCTEkJiZgZGTAvn37mDZt\nKq3btGDzJhG9/JfJ/2JkpMum3b25du0GY8aMQSaToaury5p1i2jTyZSqNUri6Pgr8coR87dGVpTj\nFeD9Ka0RwAJAZZVW+R50QaRyTQBeIlKw1gXMAANEilWArYBqnVVnYIty+wCgSuzbBpG7Okz5Okt6\nJV1giY6JRV07d1xq5HI593btZ2ffIaxr3I7VtZuxoXknDo2ayCsX13Tl+x3YSlyCgrFLjuWK/Pdp\nVbcsRQ11GDNmTLLL0vuMHzceomI4NGxMnvQhr1jfWIR3M7IwT54cAeh/VOS9KVpWxGg0r10TgK2b\nM/ZGSFIkcv2GCzKZjI4dOybvTz1brKWlxSM3oVw1dXXxOOeMhYUFY8eOZfHixUyYMI4Tx48RFRML\ngJmhAVObO1C3Zs00spYuXcbEiRPx8HBP82fk4OCAj483NjY2tGvXmtiEVwDY29ujrqbN5QuedOle\nlZ+G1qXvQHvO3RjJsYvDcH02jl/nt+PKvbHoGWh8s6PHT7U52gCNEY/BzoBqyq0kkHoRpy9QKoP9\nr5X7Ub6rorTKgXeIPNaZtfVFYGVpQdiLVzlq49KyP/nNtBwzNYuxu88Qnu87TOTd+8j/e07oTVfu\n/uXE2nqtmK5ehGWV6+B1VaySKGRkRLWe3Vi9/y7Pvd/mxumkYf7miwS/Ez9YI2NjoqKi0pXR0dHh\nwtmzPN57hIsLlud6H/Ias2q2JMTHM1VmxFSZETfXicffUG8ftnXrh8eZC4wbPx6ZTMbRo0dxcnJK\nU3/CpCnJ28OGpUyS2NqmxFlUKBTExYrruLmdcNNR2TCr1SjFu3fCX9TISDwwbevTFcd/LxGQylsg\nMjKSyZPTTpD99ttvTJkyhStXrhAbG0vHju3o1b86xy6IfrRp04aIyAjad6kMwMoN3Viz+Qdq1bOk\nUdO0E01DRtVlwYLfef36dXYu31eBxseLZFrPGKgH1Ab2AhknvcgHHB0dk7ebNm1K06ZNP1dXkun/\nY39W/fknz89coHzr5tmqe3f7Hg4NG0d8TAyVixdheu9O9LKvhoZ6+q8rKiaeuafPs/n2I9Y3akeR\n0uYMdj5On12b8Dh7AfsfN/L29CR0dXNnFHvB1Z1Zf12myncd6bJ6MfPNRdSWFi1apCtbsWJFjh4+\nTI+ePbn+xzqKlbHCuJINZRrWx35g388edv/1vYc4L1xOg9HDKaNcCz4nwpdF5lV4evw0W7uk5N9x\n338U89Kl8X3ghmZYOONGjyEgMBCrstboFSlCiO9rNDQ06NevHwCdO3dm2LBhVKhYgUuXLtG5c+fk\ntlQKsFmzZjg7Oyfv19HRoU2bNuzYuQPzUraMH9sLmUyGv78/blcvERAhEq5FREczYuRIVixfnm4t\nNUCvXr0oW7Yst27d4tChQwQFBbFw5RjCw8Xsd8mSJYmNicO6XNGPXqNxU5pwz/U1tWrZ8ejRE4oV\nK5bNq/zpODs7p7k++U1W17ZZAccAVZTVU8BC4JLyswdCUaoWly5Uvp9G2ApfARcBVdyu3oiR5whl\nGUfEKFQDeAMUB3oBTYGflXX+Ai4gJm9SU2DjOc6ZO4d127Yy/vmdLAcdXd+kHV6Xb1CjRHH+/bk/\nJoZZz6ty9ok7P2w7wLu4eFr//gu1BvdjkYUtBloyvI6MwVA/ZwFmz9x4TrvxuylqU5ZJz4QLyOpq\nDswYMYoRI0ZkWi82NpYbN25w69Yt7j24j/Ply0RERGJmW4nKP3Sl3qihaR5h84u/m3XEw/kqpWvV\n5Ofr/3Lml98xrVwRq0b1WGydsvJFS0sLTW1tEhWJmFYsT9y7CBSKRAqbl6Ll77Mo07A+f1Sqw6Sh\nw5kwYUJyvUKFChETE8OoUaMoVbIka1evplLlyhQrXpxRo0fj4ODA5MmTWbp0KXPmzGHGjBkZXoc+\nPXsS9fQRVU2LseP5S4JjYtDW16Njsxb8s2kTly5dwtXVlcKFC9OkSRMqVKjA+r/WM+Jn8Z0YGevh\nFfwLDtX/4Mkjfy5fvkzjxo0JVSzM0n2pUChoWW89bVr2SZMwLb8pqMFurUirHIcjHntnA+WBc4AF\nYiJmJ2ICpZRyfzkgCXABxiDsjieAVQjFOFLZ7giEQuyqfC8C3AZqKvt5R7n9fk7KAqscExISMDQ2\nZvDFY5SuXfODZeVyOUusqxPu68df3dsyxKHOJ8vt9vcODj3xwH5AX1rNmcbyirVBnsDxZT1pVe/T\nckJPW32axdtcMKlSgTH3ryX/iH8ztcGhpj2nTp3KcltyuZzbt29z8uRJtmzfRrQikV77tnz0GuU2\nLy5f568mwsaopq6OppYmcTGxlKhckRo/9uT0dOFz2H7xXCwb1MHUtlKm3geHR01C1/0l55WJzRQK\nBerq6qxdu5a+fftiUqwY05o3IF6eyMM3bznv8ZLjJ09mOOJOzb1796iptDHaW5WmQaeu/L1pE+qF\ndIkJCSUxMZHY2FjWrVtHYGAgmpqa3L13m+PHUmJErnP6gdFDDyBPEPbhGjVqEJfwlhtuYzOUmRE/\ndNiCbcW2nzWuY0EMdrsLuI5Qgj7AQIR7jzXCNWcXKW42TxCP2E8Qo8uRCMWIcnsjwmXHA6EYATYh\nbIzuwDhgmnJ/CDAPcEUo1DmkV4wFGk1NTRo0qM+97Xs/WnZ5hVpEvvbDdeygHClGgIND+zKreX3u\nOO3g2qq/mBn0AsMylrQes5NaP67j1ZusLxk7ee0Zpm0Ws2ibC3b9ezHBzSVZMT7cf5iIt4FUq17t\nI62kRUNDg3r16jF37ly8PDz5sfv3bGreiZv5vNTSunEDpnm7YV6zOorERArpCNebgKfPubp0NY7v\nvFmUFEaTyWOwcqj3QbesGr27c+fu3eTP0dHCz3TcuHHo6upibGREgkLB/I4tOD60N4mJicycPj3D\ntgIDA+nTuzdNmzRJVoxlixrj8TaIVq1aMXbMGKKCgmndujWPHz+mjLUls2fP5O+Nazh8zAk0UhKt\nrfq7GzevvUJNpo5MJqNWPQvu37/P08d+tKqfPiZkRni6B3Lm5JNvbtZaSpOQx1SyrYJxMwe6rl6S\naZmdvQbycM8hro3+ifrWVrkme8Tuw6x3ecCQ80ewad6EmxucODlhBnFR0ZQspkeXxjaM/qE+laxN\nkuvIE+VcuPWCdQducf62DxHR8RiZl+SnE3soWS0ld43fQzf+btSOlcuXM2TwkIzEZ4vDhw/T98cf\naTn/FxxGD89xe9lBoVCwvWtfXpy/jL6eBRYWTXjwcBO23TvTe9emLLURFxXFHGMrfF69So50eBF1\nEgAAIABJREFUY2pigl3Nmpw+fZobN27QoEEDGpe3xjcsnBdvg9i/fz/du3cHRMbBseMnYqCvx6Xz\n51BEhlO2qDEtbKySZfx55wnevr7IZDLOnDlD48aNsbOz4/nz54QkLki24QYHRVG2+FwAwpIW8fjR\nG1rWXcP0Oa34aVgdtv59i6ioeIqb6DN4xIfjbioUCoqoCyVerFixNEEx8puC+lhdkCmwyvHMmTN0\n6daNyV4P0C+esSHb7+EjVlZvxKzm9ZnXqXWGZXKCzbw/8IlLYG6kX/K+e7v2c95xAaFer5AnCH89\nceMlobqU2oV0MatZnS5rlqRRigDvXvuxpFxNhg8byuqVuefmcfz4cX7o05ufju/FsHSpZN/CvGKq\nTMwCz3nnjYauLqurNiD0lS8G+mYoFArCwn2ZF/0my7EpF5lXZutfG+jQoQMgsgLKZDI0lfWvXr3K\n2bNnMTY2ZsiQIegr83Tv3r2b3r17U8auKV73nAHQ1dJCJpMRGx+PQvmlLF2yhIlKV6DIyEgcHBrw\n8GHK2oywJOEiHBMTj1mhX9Lsyy6nTzxl2W+XcXv4mphoETatfv16XFfGjfwcSMox+xRI5Xjw4EG6\nd+9O08ljaLd4bqblFlhUQSskhIDfpmRaJif4vQvD3HElDSeNpuOSeemOy+VyvC5fI9TTCw1dXUpU\nq5xOGaYmNjKSlZXrUbpYce7evp3rM84OjRtx/YqIqL1QEfpJ2fOyiko59t61idK1a2JQsgR7+gzh\n2YkzKBIhiUTG3r+S5fSxCy2rUs3aGueLzsn7vL292blzJ3369MHCwiLDeuvX/8WIEWLesePEDRxf\nJlxuPD09KVmyJFpaWkRGRibn8tm1axd9+vRJ00aZskW555FyDyUkyFFXV8v0+1EoFLwNiMT1pjcP\n7rxGXUONGvalsK9Tmj+XXWHzeleGDB7G//73P3R1dfnvv/+wt7fPdj6h3ERSjtmnwCnHd+/eJfum\nLUrK3Ewa6PmCpeVqcmTA93SuXjnP+tN05UZuBAQzL9r/44U/wraufdHxD8Tl+o08ccV5+fIlZcqI\nOIO/BHqgn4euIyrl2GruDM7+Op8ua5ZSd/hAVlZtQIiHF4UM9Oi8cRW233XKUnsbWnTG88LlZFcd\nT09PGjZsTFxcInFxkTx9+iRTBXnq1Cnat29PEbMyhLwREY3ev6/j4+OZM2dO8ozxhBnNWD7/IkbG\nhXjiO41ChbTTtQsQ+DaCk0efcv+2H8+fBvPGL5w3fqEkKZIwLVEc6zJlSVQk4v7cneDgUEqZm7HF\naTuNGjXK0nnnF5JyzD4FTjn279+fbdu2Md3bDaPS5pmW+7tlF95cvk7k4hl52h+vwBCs56/m5yun\nkv35PoV7u/azu88QfH1900WUyU1SjxYHnz1E+ZbN8kTO2TkLOecovM4MzUsy3fsxMpmMezv2srvf\nMGQyGcMuHsPn9j0qtG7B6VnzeHP/EVO9Hmb4x+D/+BkrqzuQEB+PmpoaVatWR6EwpHt3R3btmkKN\nGmXZt+99T7QUYmJi6PF9T06eOEbLVq04e+YMIFJPhIWF8dOA/jx98owt+/rSpUc1ZZ14dHQ001yz\n6Og4Lpzx4P5tX86e8uDZ4zdYWVlQoWJlbKtUpUaNGtjb22NhYfFZXKg+lfxWjl/OlfmC6N+/P4dP\nnvigYgR4fesODqXzPkx9meJF0NfS5MLvyxh8av8ntfH2P3dOjJlKy1at8jS0/q1bt9J8tqhbK5OS\nOSfUyzt5OykxkY2tuhIXGYWPy21KlCiBv78/B4eMIdDjBSdJCTx7ZdlqmkxO7wZjUqk8ekaGnDhx\ngvr16/P06WMmTTqMmpoapUtX5+XLD4dx09XV5cTxo8mfb9++zcBB/XF/7kFcXAJNWpTnxJVfKVJE\nL1UdLSIiYjlx+DHn/3Xn4d0AvDwDKW5SFPNS5vTs8TMDTwykRIkSOblU3ySScswDwsPD0dT9eB6X\n2Mgo+rVvmvcdAioUM+L5vYcfL5gBMe/e8U+rrvzw3Xds3PB3LvcsLTY2wg/TwKwEM3yfcGT0ZLS0\ndeigzOOSXeKiovC+4Yq3y20KlzSjZA1bjC1Lo6GrS/eNq7CoX5tDP48n/E0A4W8CAGWgYhtr8Pdn\n8Pc/MHjQYExNTTEwMGDqtGns2nMoQ+WopqZGle+7sGDxYq44O6OurkFsbCRxcVE8evQvI0cOzlKf\nnz9/ztJlS9m7ZzdNWlpy7NIMdHU10dEREzsP773m1g1vHj96w61rr3H/zx/z0iWpV7cBE8b9TIcO\nHfJ0ZP+tICnHPODJ0yfom3zYVhYdFkZSUhI9qmc++ZGb2JYw4dFjj0+qu6Z2c3SRsWH9X7ncK4FC\noWDv3r34+vomL4czMjPlj0p1CHjugWW9WoS+8kG3qDE6+llfMaSyKX4MDU1N5MrI3joGBsRGRPBS\nGZ2nbZu2lCtXLrnsxAkTWLp0KXFRUWhnEJLM+/INhvXshbq6OiYmpmzePJqIiCCaNGnGrFmzksu5\nurqyYcMGtLW1qVWrFlFRURw8eIAHD+4RFR1Ng0bWrPy7E5262aKurk5QYCTLF1xk/85HvPWPpGy5\nMlhZWjNowA/06dNHGhnmAZJyzAMOHDmCZbMPG7PfPhPh6fVyac3zx5ERHxeX7VrOi1YQ6O7JpMmT\n0tnZwsPD6devH7/99hvVqmXPEVzFzZs36d2vH2FRkRhblCYqQATK8Ln7gIoVKyIvXozQlz4stKpK\n818m02buzCy3XaN3DxRyOQmRUQQ8fEyYfwC6enokyuXEKp20nZyc6N+/PzKZjJiYGLZv386833/D\n55U3hfT00sVkjIyMRFNbGw3ttJMfCoWCqyvWEPnGn6lTpgKwdu2f9O/fn6FDh7JhwwYA4uLiGDlq\nOLt376Fpy7IkJcHZ84coVEgLI2Ntlq5tT/M25TE01EWhUHDi8GM2rnHF5boXlatUYsK4Xxk8eHCG\na6olchdJOeYBvj4+dGmT9R9xfqD4hEmrE5N/4fLS1bRs1ZIli9M7sW/bto1jx45RokSJ5B9/tvqk\nUPBDn96UatOcoasWJfsTyhMSuDh/GS/PXCTi5UvilZFr6g0fmK32e+/cmOZzRMBbooNDhGFfJmNf\nn6H4Kp2qQdj8hg4dytChQzNt09jYGJKSCHL3JMzbB59bdwl88h+PD58gITYWpy1OyYqrU6dOaRJY\nXblyhR/796GQnoILt0ZSsbJphjI83AP5dfJpTh19RlKSGj26/8A/G08lz+JL5A+Scsxlbt26RZB/\nAFYN0wc6TU2x8uJRLSomPl9Gj5pqMjS1M3b1yIjb/+zg8tLV6OnpMW7cuAzLqNKSRkZGflKf4uLi\n8PPxof/sqWkcrTU0NWk1exrMnkZSUhIhXq9IUigwLFXyk+QAvHnoRkxoGPolTIgKDCYuMgr90iW5\neuP6xyunwtjYmNp167CymgOGxsZYW1tTxcaGmdu20blzZ7S00n+XCQkJjB03hi1OTgwfW59ffmud\n4Wy3h3sgsyaewvmsOw0bNWT9us106dLls0cv+laRlGMu4+rqSgmbcmh9ZEJGX5mv+IjbY/rUtsvz\nfj3yD0TH0CBLZe9u282+QaNo4NCAa1evZVrOwcGB6OhodLMw+ZQRurq6WFqX5ezsBTQcNwLTShXS\nlZHJZBTNwpJKeUICwe6evH36nOdnzvPmvht6xYuilgR+9x4S9kb4eOobGhL5TmTr09DUpPWY7Afj\n3b19B/7+/tjb23+0rIuLC3369ERDK55/rw2nao30Cv7R/dfMm3WOKxc8adO2NY8fH8Xa+rNFAJRQ\nIinHXOaGy03M7KtnqayOnh7bbj3IF+X4LCiUEo0dPl7u9FmOjJjA9u3b6dGjx0fLf6piVLF21Som\nTp3K2lpN0StahAYT/0fDsRmHP0tMTCTslTc+t+4S8PgZT46cwP/Rk+TjeoUN0NbWJiQwCJlMRvMW\nLahqa0vNXv2oX78+ZcuWTX6ETkxMRF1d/ZP6XKpUqY/OBickJDBu/FicnP5h4PC6zFnUOp1P4fUr\nXvw26xz3b/vSpUsX3NyOSUqxACEpx1zm7v37lP6hS5bKlqxtx9XrLnncI/ANDSMiLp6eMyZ8sJz/\n46fs6TmIRQsW0Ldv3zzvF4io1G3atCEhIQGnLU4MGzqMN/cfKUeCL4gLD+edjx+6BvqE+Qdk2MbA\ngQP5/fffs+V/+amKMStcvHiRQYN/QltHzukrw6hml6JIk5KSOHbIjeXzL+PxPIjevftwaN/vmJiY\nfKBFic+BtEImFwkKCsLExIQJz25hUv7jcRMDnv7H8sp1+XdIb1pXKZ9n/Wqz5h8u+gTwW2zGygUg\n/I0/v5esSMWKFXn69Gme9eVjyGQyatWuRXETEyIjItHS1MTC0oKuXbrSpUsXylcoj+stV5KSkjDM\n58yOqdm4cSNXr17B1rYqa9etxeuFF7Vr25Egl+P+3J2fx9ZnxtxWaZTwvl33WDzHmeDAGAYNGsqs\nWbM+6zl8aUgrZL5gtm7dilmlCpiUtyHQw5NgL280tLUxrVwegwzWCJtWqoChmSkD9xzl9dxJGbSY\nc4IiIjnr6UPdEYMyLfPi0jX+atqBYsWLs379+mzLsLe3p1mzZixduvTjhT/Ch/7o8vtP8NGjR9ja\n2qYLfjFj5gwWzF9Ax++qsnX7RaKjxfp5u3q6WFgZ890PHSllLnwsr19+wcI5F7h8wR19/UJMnjKV\naVOnZThxI1GwkEaOuUjR4sUJCQrK+KBMho6xEWWaN+a7lQsxLCkeAV+5uLK2XisWtmvK1NYZJ3/P\nCVXmr8YjMjrToBOJiYn8UaE2HZo0YfWq1RnmWv4YKuVRUL6HnCKXy1myZDEzZgh3rAcPHiT7cR45\ncoT+/fvx89i6zJibcYg5uVzO/NnnWD7/YvK+UaNGMXPmzDxdevm1IwWeyD4FRjnq6RemeDl7Gvad\njpVd82QDfHx0JA/P7+TBaSfeeNwlMT6O4lUqMeT0fozMS/FPp578d+Jf7k4YQg3z3Fv2NfnQSZZe\nduXHwzuw7dIh3fHA5+6sb9AGfW0dfF69+uQgBAqFgoiIiC/2ETEpKYlbt25x//59Vq1aRXR0BHJF\nFE1bWrN98220tbWwsipNWNg7omOimfprM/43sXG6duLiEljoeI5tm+4SFCgyB545c4ZWrVrl9yl9\nlUjKMfsUKOX448qrlCj74dUit49t4Oz6icTHRNFo2jg6zp/NAvNKRL0J4MGk4VQyy7lxfsmZS0w5\n5Uzd4QPptn5FhmX+atCaoomwds0aatXKuwAPBZnIyEi6dO2Iq6srpiUK4/Hcn8WruzDo57poaKij\nUCjYtfUuCQmJ6Otr0aJtBYyN0yYqu3rJk5WLr3LV2ZNSJUsycuRoxo4dK/kn5jIFUTluBjoAb0lJ\nsKViIrAEKIbI+QIwHRgEJCISap1R7rcHnAAd4CSgWrmvDWxFJM8KBnoishUC/ASolpr8piz3PgVC\nObq4uNC0eQsmHHiLpk7Wsvwd/K0fj87vwLJZI4acPsDi0pWJDgpmZ++u/FDr05bjAQzYtp8tdx9T\n9fuu9NvrlO64XC5na9vu/Hf+EsHBwRRR+lx+a3h5edGqdQuMiijYf3pAOqX3IZ7/95b1f1zj+KGn\nREXG065dO8aOHY+Dg0OeBuj9limIEzL/AKtJr5hKA61IUWQgsg/2VL6rsg/aIJJsrQMGI5JlnQTa\nIpJsDUYoRRtl3UWkZB/8FaFUQWQfPMpnTLKVmJjIxo0buXnzJrVq1aJ69ep4eXmhqalJ7969KWff\nIsuKEaDbrO1Y127NkUUD2NCiC9NeP2Nd3Rb03HGIPy7f5NSIfhjqZr09l5ev6LxxD2+jYmg6bRzt\nFjhmWO7MzHkEPXrK/v37v0nFuHLVSpYuXUTg22C6fl+VtU7dP+jaExIcxV+rrvH44VtCgqO5fsUT\nDQ116tarzcIFK/jxxx+/qLiIElnjU1OzAuxDZAc8glBgIYhRowKh4CAlJ/UrRM5pVd7q1DmpVbmt\nXUibtzp1bmuA9YAzsPu9vuXbyLF9+06cOnUcNQ1N9A2LEB6c4hqjW7gow/++j6H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Zc1jm1Kal9UnU6taVbRU/efMGFWVlnOQes19DVVkZnRIluO/rS09bW5b068f5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\nF1gLqOeZLwGmA68jlEY/wAb4BOgAvAHMBwyAccBlKe6vwAxJxv+AoUA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pKSnMnDmTmzdv4urqSmxCAk4eHgCM79Il1/H2lSYc69C+PeZVq7JxoyTTTKc6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\nB7Nhw980bPgeLVv2zxXU9jjXr59i//5fsbQ0xdd3L87Ozs8oywoKzw9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"text": [ - "" + "" ] } ], - "prompt_number": 15 + "prompt_number": 11 }, { "cell_type": "code", @@ -591,15 +580,15 @@ "output_type": "pyout", "prompt_number": 12, "text": [ - "" + "" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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ln8ttgQjgbSI2vi4TZEN8fX358EH6J1GjVY10x+4Lfh3M/J7ziYmOYdq0aQB0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\nbwd4KcsiEPua35m4S0+fPkV0SzXExt4kMHAT3t7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ypU/Q0tUl69kzrh32JPTocR5dDCQm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\n1gOuIaa/vZTHOQOnECO8TMTo7x7gBMwHZMBPwHKETVAdKHLf1Pz583M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sjL6JPradbLNc34HlB/gY+pHg4GBu37jNlSNXWD56OTVr16R7t+60rN2Szi06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\nuhMcHJwlokx+krG3uPfEABo3La8WOXOmn2DOtJMAlCptjO/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"text": [ - "" + "" ] } ],