{ "metadata": { "name": "", "signature": "sha256:9e227e980e592a49cf59d14643b014d07fa6a0e279c926c48a7197b9e54655d1" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Breakout: Linear Models and Generalized Linear Models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we'll get a bit of practice constructing and fitting models to data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from __future__ import print_function, division\n", "\n", "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "# use seaborn plotting defaults\n", "import seaborn as sns; sns.set()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Download and Clean the Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we're in Oslo, let's take a look at daily temperatures measured in Oslo.\n", "I found this data at the [following website](http://academic.udayton.edu/kissock/http/Weather/source.htm) (uncomment this code to download the data):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# !curl -O http://academic.udayton.edu/kissock/http/Weather/gsod95-current/NOOSLO.txt\n", "# !mv NOOSLO.txt data" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll read it this way:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data = pd.read_csv('../data/NOOSLO.txt', delim_whitespace=True,\n", " names=['month', 'day', 'year', 'degF'])\n", "data.describe()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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monthdayyeardegF
count 7618.000000 7618.000000 7618.000000 7618.000000
mean 6.489367 15.708847 1997.234970 40.977330
std 3.437654 8.799580 115.026933 18.944501
min 1.000000 1.000000 200.000000 -99.000000
25% 4.000000 8.000000 2000.000000 30.900000
50% 7.000000 16.000000 2005.000000 41.700000
75% 9.000000 23.000000 2009.000000 55.000000
max 12.000000 31.000000 2014.000000 75.700000
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ " month day year degF\n", "count 7618.000000 7618.000000 7618.000000 7618.000000\n", "mean 6.489367 15.708847 1997.234970 40.977330\n", "std 3.437654 8.799580 115.026933 18.944501\n", "min 1.000000 1.000000 200.000000 -99.000000\n", "25% 4.000000 8.000000 2000.000000 30.900000\n", "50% 7.000000 16.000000 2005.000000 41.700000\n", "75% 9.000000 23.000000 2009.000000 55.000000\n", "max 12.000000 31.000000 2014.000000 75.700000" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cleaning the Data\n", "\n", "Notice that there's some craziness going on here. First of all, some of the years seem to have been mis-typed as *200*. We'll want to filter those out. Also, some of the temperatures are reported as *-99*. This is a common value used to indicate missing data. Let's remove both of those and re-check the data description:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Filter bad years\n", "data = data[data.year > 200]\n", "\n", "# Filter missing data\n", "data = data[data.degF > -99]\n", "\n", "data.describe()" ], "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", " \n", " \n", " \n", "
monthdayyeardegF
count 7573.000000 7573.000000 7573.000000 7573.000000
mean 6.464149 15.702496 2004.581011 41.809098
std 3.425024 8.799017 5.639991 15.617010
min 1.000000 1.000000 1995.000000 -8.700000
25% 3.000000 8.000000 2000.000000 31.000000
50% 6.000000 16.000000 2005.000000 41.800000
75% 9.000000 23.000000 2009.000000 55.000000
max 12.000000 31.000000 2014.000000 75.700000
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ " month day year degF\n", "count 7573.000000 7573.000000 7573.000000 7573.000000\n", "mean 6.464149 15.702496 2004.581011 41.809098\n", "std 3.425024 8.799017 5.639991 15.617010\n", "min 1.000000 1.000000 1995.000000 -8.700000\n", "25% 3.000000 8.000000 2000.000000 31.000000\n", "50% 6.000000 16.000000 2005.000000 41.800000\n", "75% 9.000000 23.000000 2009.000000 55.000000\n", "max 12.000000 31.000000 2014.000000 75.700000" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks much better! The next thing we'll want to do is to combine the month, day, and year columns into a single date index. We'll do this using Pandas ``to_datetime`` functionality:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Create a date index\n", "YMD = 10000 * data.year + 100 * data.month + data.day\n", "data.index = pd.to_datetime(YMD, format='%Y%m%d').astype('datetime64[ns]')\n", "data.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", "
monthdayyeardegF
1995-01-01 1 1 1995 24.0
1995-01-02 1 2 1995 22.4
1995-01-03 1 3 1995 9.3
1995-01-04 1 4 1995 6.1
1995-01-05 1 5 1995 26.2
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ " month day year degF\n", "1995-01-01 1 1 1995 24.0\n", "1995-01-02 1 2 1995 22.4\n", "1995-01-03 1 3 1995 9.3\n", "1995-01-04 1 4 1995 6.1\n", "1995-01-05 1 5 1995 26.2" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Inspect and visualize the data\n", "\n", "- convert the fahrenheit measurement to centigrade, and add a new column with this value\n", "- use the dataframe's ``plot()`` method to plot the temperature with time\n", "- add a column to the dataframe which contains the day of the year (from 0 to 365). You can use the ``data.index.dayofyear`` attribute.\n", "- scatter-plot the day of year vs the temperature." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Convert Fahrenheit to Celsius\n", "data['degC'] = (data.degF - 32) / 1.8\n", "data.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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monthdayyeardegFdegC
1995-01-01 1 1 1995 24.0 -4.444444
1995-01-02 1 2 1995 22.4 -5.333333
1995-01-03 1 3 1995 9.3-12.611111
1995-01-04 1 4 1995 6.1-14.388889
1995-01-05 1 5 1995 26.2 -3.222222
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ " month day year degF degC\n", "1995-01-01 1 1 1995 24.0 -4.444444\n", "1995-01-02 1 2 1995 22.4 -5.333333\n", "1995-01-03 1 3 1995 9.3 -12.611111\n", "1995-01-04 1 4 1995 6.1 -14.388889\n", "1995-01-05 1 5 1995 26.2 -3.222222" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "data.degC.plot();" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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wrqATBCGcrvMrojlweXteYkLJmzfbib49CvCXG8StUq7Ef7N1MvzzR2ZyFZOO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\nzOmypHUYZVxWmpemJynYM5ZcVro4gpSl7Vle66e1tX2kDYu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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "data['dayofyear'] = data.index.dayofyear\n", "\n", "x = data['dayofyear'].values\n", "y = data['degC'].values\n", "\n", "plt.scatter(x, y, alpha=0.1);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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P3cUDql/wpYLwnfdVzUk6nQq93phHj0LyvIUsT7EsG1keMZmUmc9XxLFJGK7Y2rI4P/fQ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\npbLZCIRhhec1vHnzMbudi6aNEcWWuh6zWu2AGdfXBlnWp65DLKvDts9x3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4pHjwSj0YYw\nTLi5SRkOLSaTOmGosV6P6HYbKGUyn1/Q7T4iTS9oNrvYdosomtDvf9jZum2wfk9qtRKdjsVkMqNe\n3yeOE2azBVHUYTDw6fWatFp7nJ7+imr1OZuNSal0ThzDZpObafz1X/8DWbbPcGhQLtcYjb5E1+sc\nHe2zWFxyfGxSr/d4/XqMZZWIY8lyeUa7vU+SlFDKJEly845Ox6JWaxHHCzTtrh4eYNs2h4c2STJE\nypj1+hHX1yHV6pzNpstwOCZJFI2GQNcnNJsummYzn+uk6YokidjZqSCEjW1HxdylWdSwogddqUva\n7RpxPCyEUqoslxa2DbbdIYoC4jjEsup8+qlHFIUopeh0GjjO+oN1xNmy5UPiLt2taROUchiNNHxf\n0mjkNd6zM58XL0yUWqGUce/Y1W7XGI0km80Oo5GGEJJORzAeT/E8D0iI4xmtVpvhcI7jmLTbNQaD\nMlKWcN0ylYqiXB7wp3/aRMoIKVdkWZl88eCy2ZjEcUqSBHz0UV5ndpz4Pp0fhgmG4bFaSXxfsVpV\n0fUag8EC17ULedNrDg400nREp9O+dxH7kNkG62+BfHWZMhrltZ75fMZ8XsGyKgSBT5rGPHr0MVGU\nkCS3VKsWWdYgv7AToMf1dd4RmaYrHKdBpzPHcTbs7OSD/9fXi8InWkPTBK1WFaV0kiQkyyxKpQn1\nesYnnxwQRSlQ4tEjWC4lQhhcXqbEsSpmJ3WyTCcIIm5uLBqNDN+fUqt5mGZGuezR62VcXEh8f4Xj\ndJnPI9L0mmfPfspoFBOGMZ5ncXU1wDQ9LCtXHZtMdJSCTqdOGIbf+F1FUW5YDxFQQYgScXxLr9fd\nBuotW/6AOI7J8bHJ6emINF3RaBzcP6aUIAwlrmsShjNcF4SoMx7PkdLCtk2m0yFQL+azFUopxuOI\nZrPD2VmE4ygODy2iSCJEShSJwrAHDg46SJmPg0VRbq+raSmW1URKSRyvMc0+5+dTjo4q36jB397e\nkKZlKpUqUXRFq9XAsmrYdkCz6fDy5Q1x/BGmaTIen/GXf/n4O/gNf7tsRVHekztxFKVKxHHI+fmS\ncnkP2x5g2xNaLR3bLmHbJkqVqVSOmE41JpMY2zaKIKcIwzlpugLAMEyq1RqdzhOmU42/+7tzBoOY\n8XjNcrlGqQ1pmrJaBezurjk4OOOP/zjlX/2rfVw3v3GOju70fS0sq8HenstqdY2uB4XYyBilWqSp\ny2p1xd7ec1qtOr2ehmnWuboak2WHVCoeYfgF1WqdSuUJ5+dnKGWjlI3vT8myaiFq4pMkM0yzUdTl\nTWzbA+S9eMz19Q1ZVsM02whhcHU1ZzIBwzjizZvld/QX3LLlx8tgILGsLqbpEARTIJcJ1jTJaCRZ\nLCyyrE4Ybjg/vyEMLSYTjZcvz/C8Lvk8tl9MboRYVoMoSgCFZTUZjxco5eK6Ma2WotVS7O+XkXLD\neOywXDaRUmGaDaKojO8viKIymrZC1xcIUcJ1Sw8kU+HlyylZ1qZSMTHNMT/5SY29vVs+/ljHshIu\nLi4Q4lPm87yfKMv2OT0dfTe/4G+R7c76W8B1S4xGKw4ONgihcXMz59mzIwDi+IZnz/qMx8G9olez\nWWY6DZlOdZQqkSQBvV6P5TLENBccHZVoNOr4viRJytzcbFBqQpZ1CUOD5VLDdSuY5hrLWvP8eYuD\ngwoQIoSDlAnj8S2uqyOlDSRImXFw8JzLy88YDC5QqomUS4RwMIwWy+WKctkhjiNgyf7+EYNBwGpV\nYmfnOavVLabZRYgWcIPj2FiWh22b+P6AVquBri9Qasrh4dva0F0NejQaoOviXnt4MtmQZW0sK/eX\nzbIOw2Gw9anesuUPxMOu8MPD3DZX00ZFSho2m11Go3yhLaULVPH9KUlSolw+5quvbtnbK9Nu9wnD\n+N5XW9cTbLvOZBIhhEWWGVSrFYRYFu9XIoo0LMsgDME0G/fe2Dc3N0ynTUyzhq5PaLVqDIf5mJlh\nmLx6dcF47GAYDfb2bExzyNFRwtOnu/zN33xFqfSCNB1xc3PL8+ePUCohikqMxwsePep8J7/nb4tt\nsP4WyE3aW2RZglIxtVquGmRZJq5bB0LabQelEjRNFhragvn8ijBU/Oxnj5hOJb6f4nkmtr3Esprc\n3obc3s7ZbA6ZzSRZFrJeW2iaxmKxoVxuUipZTCaSdruM68ZcXJyzXNp43g6//vVt0YRWJY432PYt\nnc4eYbhAKUW3WyJNFzSbz0jTv6Ner9PtumjamEbDwTRjBgNJkqw5PKxgWVM8r4mmGcAay6qhaZKT\nky5SJrhumTDcMB7P7yX+qlVRdKjWsCyL0ejdWVDbzhvhfH9OuTzfBustW74jDg/rxPGQLHMBjeUS\npHwbIuI4wTB2sKwF19fTYv65wmgkqVb1e+cvIWqcn/uAjW0bRebRxXXz1HgYJgjR4PzcJ0kkpukh\nREKpFPD0qcd//s8RWWZTqezy1VevefrUQ6mUVguiqIxSAk2TQIlqtYHrnuK6Oicnz3n50sdxBJUK\nXF8PabUqCBHjeQcMBpJe78MttW2D9XsShgm27bFchti2A0QIEeF5AvA5PKxTrcZAhqblLjlnZxmg\nWK89pNSZTLSi07KErs84Omrw939/ilL7OE6fi4thsbLcFLrjC2y7VQigKJSyubjwUUpDyp3CW3pE\nGLokScJsFpBlVTRtRZbVaTQ2rFYhrVYPx5mSZa85Pi7RaGhARBxnrNd68ZoB9foGy6qzv1/CcZa4\nrk5+M08RoomUSXFDmoxGIGWJOA7Y26th29a9I9ByGdLpOEgZU62mhGFGlsHnn98CJZrNQz77bMSn\nn7a+uz/oli0/Er4uWappIZ1OjcUiH/8aj33iuIRlmQiRe1svl6BpCsu6G5fKO8bvuJv1fvRIYzjM\npUOVKrNc5lMwSq3p9Wp89tkYy+rgeQmnp3/PixePEKLBxUVAr9cvenliRiP48kvJ48c1BoOIVqvG\nZDIBmsznCSAxjBbjccR0apBlDSoVC8e5oFK5ptPp8ehRDSEMlDI+aOetbc36W6LTEbhuzMmJxeFh\nfF83fmj2cXzcRNdnCFFGCK1Q+NEYja6Les0Ey3JZLm3q9S5C+FxcXFCptInjiNlsgeNApVIvajhX\n2Pa6CJQatl0nCBKk9Pgv/yXj8hLABHQsa4XnmVxezgkCk1Kpynh8gW2vgA2r1QEXFzrjcUa9/hhd\nX+C6cw4O+jx/3sXzTDRtg5QJy6VNltVxHAMpcxUjpRz+5m/CogZlEIYNpCwVs5y5EUCvJ9D1Gbo+\no9sVfPppi8HgM5Qy6fW6TCZxkQ6ffyd/wy1bfmz0eoJqNaZajen1xH0PzmgksawmlpWhabkb3+Fh\nk2r1klZL8fRpA8fx6XSg03l33NJx8v4cpUqEocV4rN33sYRhmZcvLxGiiusmJElAp/NTvvoq5Isv\nRliWSZIEWJbJ+fkNUna5vV3x2WcDlLKBkP19KJUCej3o9cqs1zssly3Ozm6xLI3pdIBpOjSbB0ip\nY1kNRqPou/kFf4tsd9bvSX5xByjl3Kd+Hz/uFs0QMcslLBZ5WjzfWdZYLNZIWcL3Y+J4Q6PRIQjG\ntFoKxykhZcJkonNxMSNJdvF9n2pV0e3WsawhzWaLxaKMZcWUy5ccHjrYdovRCEyzwmy2pFx2SdMF\n8/ka1z3EsgLiOB9jSJIEw6gzGs354gvJxx//N1xenmKaFo6j8P05ltUkjufkq2aFbZuMxzNs2yPL\nTMJQ4jj5uIUQRtFI4hUrYoiiEkEQvONHPRhIhkMDpRosFiFRdIuULZLExPclzaYomlO2bNnyh+Lr\nO828oUsHErrdOlBH12c4jsnPf57PTg8G03uVwTtp04cOeUo5dDowHi8AE01LOT8PuLpao2km9XqG\n4yQoJfjlLy+pVnsYhkEQnPL0aT6dYpo1ZrME1z0iCOZcX1/Q7SqEaNJorPB9Sb2ej3YFQcTh4VMu\nL98ALWo1HcMoU6028P0FzWYVKaf0+x+u4NI2WH8L9HqC4XAGcF9zdRyT4fDOBSZ/Xp5uypV+4jhD\n1zfU6w0aDYvzc5/bW4MgyEVNbm8V02kZwyjjeQ62PccwJFnWIMvaZFn+MyzLQQgNIVaMx2uazSZp\neg4oANK0QpYNC4/oLlkWYVk2STKnVvNYrVbMZguUEsxmGyzLIssyJpMQ2y4Tx3OkdNC0AE1T3KW8\nlBJIOS8ceii6v1fE8QopDdI0IcsMwnCN46yAEmFYKeay81rYy5cKw+gwm0lmMw3bzl10ut3+H+pP\nt2XLlt+AEMY7X+f1aPP+/70ehOGs+L7g9esAcBAiz7YJkW9Q2u0q4/GUOK7w8uWKJBHs79c4Pb2l\n0YAgkCSJQxhOcRyD5VJh2ymapgFrqtUGSoFh1IjjW8LQQgiNVksnioxCdEpimhYQUa1aTKcm8/mC\nVqsFqCKbpz54waVtGvxbYDCQZFmdLKszGMj77y2XFsul+U4KZjCIEKKJbRu0WhmtVspweEUQ1Dg/\nL/PmTZ3T04TFYki9/gzwKZVslKqyWk0pl2ucn09JEoNy2UPKDUo5uG6JFy9MSqU3PH7cAyyGw5hy\nOe+4brczDg8NdH1SHGuNNJ1SqSiCIGE+11kuZ4UxvIVt6xwcaPzsZw6dToKmBTSbPaRcM5nksn1C\nrIGwWD1DpxNycACt1oYXL+DkxELTNmja+v78oyghihKCYI5hdNG0hP39JrVaCcP4gn/5L7eBesuW\n75K7VPgdX/eCfv06YDDQybI6y+WGN298lkvvwWedw2RyA+QKiq2WTZpOABPXrRWZPQ9NWyNEQBjG\nLBZN3rxZ8NlnGjc3fZbLLtfXUzRtjW0nOM41jYZDGOZ9MVGUcnJiUS5/wXI5QCkLyLAsi1ptyd5e\nhySJuby8xDA6KFViudz8YX+R3zLbYP2ePBx/kDIhDMsMh/N30uL5LjQtPGfvnGhMwlDH9yOCwGWx\nULRaZapVkzQFy8rQ9Sn1umCzeU25POMnP9nHts/R9RmWFVGrUciXUsj6jdA0g9PTU9JUwzT7LJcX\n9Ho9lLKJIp8/+ZOP6XQG7O3FHB3VSdM5vV4Vy5qwv29yeJirBe3t1QsFsvxfq7WDpoW0WgIhNHT9\nBscxCEOLMDQZj0M6HRvXzTMHnY5NGG7IslqxaNkg5RwpVSGEEGLbS/r9KkIk7Oys+MlP9r+zv+OW\nLVve8vVa9h1fD8xhWGY8zgohJhiPdUYjCkcvv5AsBcNoo5TGZDIGKOw6dR4/7mCaYBhrKpUqmuYB\nGVFkYxgeQfBrHCfg8WML267g+2PC0GK59Pirv/qCMOySJMecn+eLA9Ns0O9XKJUGCBHT7baIY59O\nR9z3znyobNPg70kYJki5JgzXDyQ3A1qtXJSk0xFIGRdBTDAYpMXq08Y0+2jaOf3+miyrUqtZxWpS\nw7IaaNoEy2qyv9+k0zEYDvO6sG17+P5rDg489vZ6XF29IQwt3ryxubmBMHSBCvW6TbvdZja7pdu1\n6HQssgxOTtqMxwuurqY8euTS76d0ux2k3ABrhDC5uHiD6+Y6v/mIlVekuGJcF1zXZrnM09q2DWBy\ndjYFTMLQYDyOsSyTdjtECEEYghA1jo5AyhmPHu0wmYzIstzGz3FWdLvbLvAtW74vfL2W/XBjAnkp\n7PJygGk2kHLNdBpjmnU0bYoQDfLm1hmgyLIKlhUDZXT9lqdPNQ4PG5yfS37yk11ubk5JEhMpBUkS\nMxqtMAyLvb1HwJJSCZRqYxj7JIlPECyIokOiCAwjo90+RtNGJMk1mmYThh1Wq0WhFmkhZXJfsvtQ\n2Qbr92AwkHhej8vLLwlDwd4eaJqk1eoRRdNCwQscZ023W2MwkIzHMWHoMZ+PMM2Ivb0DptMhvj9n\nPJ7gul3W6yFxXKFa7ZEkik6njKZNiaI9IMQw5rjuIWk65Pb2Cwxjl9PTjOtrSRhCmrbR9bjo1PaA\nqDiGJq9f+4zHOmFoIqVNFK3p9crYto4QIXlae0Ozecx4HNBuSx4/bvLmzfSdbEE+9vH2dxFFCXFc\nxrIsWi0D358Tx8tiJvstQhj39TDXdZEyQAhzG6i3bPmek+9K7SJb6BBFKZZlYNtrbNvB9+do2i2H\nh913XqdpG3R9w4sXNnGcB81PPqniOCauW2Iy+YoXLx7j+5LLy1Pq9SZRtKbT2dDvt4njKkrNieMZ\ncVwBBMPhLUp1MIwyi4XEsnRcF3Z36yRJSJIsMU0TTZujVA8pZx+898A2WP+e3K0yB4N8qH+51PD9\nAScn+YXqOCXgbQPG3fPb7YSrq9vCmm7Dl18G2LaBEAmrVUq1OiOObaKoBeTBs9HoUioJ5vMxtl3H\ndU2SpAxYxDFMJgvGY5flskMUjQr50BaeB0Jc8OxZi263UtTTHaIo4exsSLe7Q5YpfH9Gt5vhOGuU\nyru9ASyrAcS8fh0ghFfYbfo8ftwozlEWfriiEHvhXiM8y8pkWS53qpSk280b3u5MAcbjCYeHO1hW\nrm4GbAVRtmz5njIY5L7WuW+9huvG6LpPu533mOQZt1ws6Y48qJcJwzWbTRMpQ9rtEp1Ohzu7Sscx\n+cUvjjg9vQXgF7844G//9g2GUaPfPyh+ToSUG/r9LtfXN5ydTWm3nzAaTVguDVy3Rrn8hnbbIMvq\nGEYXKUPC0GBnx2A+P+XxY4teb6tg9qNFyoTVygXAtjeFCH1ybxGZ17BDjo/NIl2uMx5HZFkNpRzi\neIimbYhjqFZ7lEoWX3zxD5TLj1Aqol5P2d9vUyrd8uxZB7hmPBZEUQPLmlKpwHrdI0ly5bQoCknT\nhEbDZLW6oNHYpddrEUULwtBBqTqQMp1GrNfH+H6CpsUIYeK6+ZjVmzcJ0+kK2zYKG88EIfLUV74j\nfiss0OsJXDchDANAIww3LJdhoXqks79fxnEUUMZ1MxzH5M2bKVKWsaxdRiNZzFbvsFzGDIeTrSDK\nli3fMx5OteRlvQTXjXn8uMdgEL6Tcev1GoThnW90icFAKzKDPkrZOI66H/V6yJ0U6GAgefr0Oev1\nhCiaIYRGqTTAtvPHPc8ijm3m8yvqdRelDEqlS3Z3S3hen7OzDXEsqdcFcSxJkoRGo0eWaVsFsx8r\njmMymVxTKrUIww26PqHTcdD1Ge12l9FIFvUdi1/+8oqDg13GY5/JpESzKUgSHyFM4jhms8nr25eX\nZ2w2B8SxpFxOMQyTTifg449zpaA///MdfvWrAePxCtuuIKUgjkNqNQfbXtHrSTyvhmVNaDSa1OsZ\nUbTi8tIgjpeYpqLdFliWhaZFzGYJpmmRZXqhMrRhPF4xmbhARqs14egIlMqN6vOadYKuJ++McSyX\neUe6bYNSPtXqkixr3Pvg5sQPGu9gucz1waWsYuVTHlt98C1bvme8eeMThuV7bYVOx0YIs1iEv1Us\nA+4D8N1nw+vXActlXgq07Q2OA64b/9b7+2FN/OOPW7x6NSh0KB4RhmuiyMdx4kJwxSGKGui6z/Pn\nNvV6DynntFo1fH+NEAlQQikHz7OApGgw+3AVzLbB+vckDBMODvZ49eor5nN4/LgPTOl0agwGSXEx\nJcRximXlu+x2W6CURhwP2dvrEEUpaXpNGJaJolwo3zRTLGtOpbJLmq6J41uU2kUph8UCDg7aeF7K\n5WWEafaxrIjz8wvKZY9u9wDbjmg0PCyrThQFTKcN5nMIghmWtcb3R3heh/n8AiHaWFZKp2MUnrYp\nntfCtvPjbrXKKLW5b547P5/QatkIUWcwCO89cR82nQjRpFqNWS7vfHBzKVJNMwlDm+XSLL5+dzTE\ntj/cFe+WLT9E8mCbZ7qm0zGel3+OOc7qG5aVXyfX/24ShhKl8k5sTZvcC6n8JvLso1ZYDidYVhOl\nVsWjOkoJfH/AfK5RrzcolxWaZhaBOc/8haGk2awRxz4AltUkigJc98OesYb3GN06OTn5y5OTk3/3\n4Ov/9uTk5P89OTn5v09OTv63b+fwvt/8x/94Q5o+IQxbvHx5Sq9n388oXl0FTCYa02nCdJrPWedj\nUGtardypStNCnjw5wrYTWq0lh4cGEFKp7LFcrkiSBYaxw9nZ6v4985lqnf39BqXSLZq2ptM54uho\nze5uQL9v4Xk2aXqNUg5JogOKOHbYbBr4vs7NzQ21WocsA8vaFDvntyMNtm3SbN6tfh06nVwm1Lbd\nohafH0eeHvvNoxC9nnggReoyHGoIYRDHPlKWcZwSR0cpnc6AViu/8XV9tN1Vb9nyPSAPnOV7RUHP\na6PrM1w3+o2p5IcWlg/JxzkTXDeh2/3tr7vTqgjDjNEo16q4s+CdTHITEd+/5eoqpFzuEQQRuh6w\ns1PHtk2S5OrB+0158cLixQuLJLnCthsslybj8fiD3VXD7xmsT05O/g/gf+ehgjv8n8D/8OrVqz8H\n/uTk5ORn38LxfW8ZjeZkWZ7iMU2TSqXPaPRW01opnSBIyTKXIEi5vMxXerlbTN68Zdt5M9beXp/9\n/RKuO8IwKiTJinK5TLXqEscpUZRrbD8kDDc0mz00TaFpkr29Ck+edBAiwXUn/PSnVTwvw7Z9LGtN\npeKyWgXUah2azRZC6DSbeSC/85SNovn9ijSvK63vO7dzhbK3F/poFBXz0/b9jOPb1+XqbQ8de/Kd\nuY9l5XroURRwfNzk5z/fpd8P6PeDbb16y5bvCbmTYA0pFZNJvtm4m2r5OoNB7nu9WFj3olAPhVWE\nMIrduPkbXzcYaAyHeSjqdGwcp4yuz9jbqxEEU6S0ePVqwevXayqVIyaTKZtND6hQKr3BcVYcHOxy\n5639UKns4GAX181HZ9vt9gc9Z/377qz/H+B/oQjWJycnNcB89erVm+Lxfw/8xfsf3vebZtNGiAQh\nYprN/AK5Swu3WhaNhkmSrKnXGyjl8uWXXyJE7T7wPXS7kTLDND263TqNxpSDAwOlLKJoTZZVGI+j\n++fmF70qjiGvZwtRJo6n6HqI5/UQwuTwcMUnn1To9yVCTOn331UmchwN2y5TKi2JogTT3EfTNqTp\nGY8f6xwfNx/ccCa6Pirq1imgCMOM5dJEqRaXl2f3AgqDgeT0NGM4rHN2pgjDDXEc3J9vnl3o3d84\n3W5tu6PesuV7wp2TYC6CZCFEiVLpluPjb6awvzl77dzvljVtja7PviGs8vXX5U25uef0XW9MXhcv\nsbcnWK/Pqdc9NhuPwWDD3t4OrjvG8zYcHdn3I7J5GtxkMNCLRcDDjOaHu6O+479asz45OfmfgP/1\na9/+H1+9evV/nZyc/HcPvlcDHlolLYDH/9ibdzrVf+Jhfv/odKoEwQVZdoBtm+j6BT//+WPCMMEw\nTDYbn/XaplJpIISPEHVAMJvlowiOk7vBVKtlWi0J1JEypVotAT1ubi5RyuHZsz0cJ6NarVKrJXS7\nvfv3GI/nDAYRn376hCQZMZ8rjo+fADCb+Tx7ZvPpp+Z9mmk+NwlDi8kkQtMUtq0jJUi5plp9zHDo\nc3DQRwiT9dqn06nS6VTvg+of/dGj4kbMmM8d5nOT0UhSqXg4jsNmIxHCwDQNdnbMIp3VwjQTOh2/\nsBAFIfLOznq98q2npT7ka+ohP4Tz+CGcA/wwzuN3OQchDAzDpNVyi3u/zO6u+I336t1zHxJFK+Zz\nE6XaaFqE5yk6HfEbXzcYSOr1XQaDCZuNTb3eYLMZ80d/tMeXX/qsVoKDA4coygqTIAvT1NndrXJ4\naLK3t2I+rwB5I2yj0aVWS5Aywbbr2PbqXjVS0yQ7O+3f7Rf3PeK/GqxfvXr1b4F/+0/4OXPg4dVQ\nA4J/7EWj0eKf8KO/v/zsZw2Gw0vG4wWffLJ/fz4XF0NKJYfN5or12qBcdgiCEFCcnflUKl2ECPC8\nS/74j/M5xcVihaZprFY+cTyn212RZZLVKiZNTaLIoFxO79/j1asbwrBOGFYJgjPa7Qpx3OD62i/0\nwgVpOqPTiQrpwDJSKiqVgGrVBDR0fcZqVcGyqtzcBERRRrUakiRrVquMcvndGs9dKl7TNCaTIaOR\nQxhaaNqYctnm/DxmOvXJsvp93Qli0jShWq2wXAZF490KTQupVMQ30vvvQ6dT/eCvKfhhnMcP4Rzg\nh3Eev885TKfB1zJ/v/1effjcKMrFk5ZLBYREUUoQxCSJ/Eawv7wcsFi0iCIfXVeUShmz2TXtdo3T\n0zH1usnl5SXlskeptMHzSqxWUwxjTb/fZrUa8fJlQhhaWJZHHPvYtslXX0VkWR6US6ULnj+X90Yk\n34e/5e+7+PtWtMFfvXo1B9KTk5PHJycnGvCvgb/6Nn7295nBQNJs7uN5B+8YeOQrOcXBQZmDg7hw\nfVlzdubjugfMZhG+X8KydhkMogcesrkMKeTiAboeEobmO80RYZgwHM5pt9s4Tq7D7Xn5halpkihK\nUUqQJAFRFBOG5XfqNHcavradp+L39hr0euA4U2xbJ46Te+/Zh3y9gaTXsymVbnCcmFbLZjqdkGU1\nsqzBxcWokGA1iaKQTke/n8v+TXrDW7Zs+X7xu9yrD5/7sIlsMokL3wCN01P/G69znBK6Pr//DLHt\nb6arX7zo0u0uiucI9vZMPvrIAkKGwxKDwR5haBHHPu22TZKM7gN1EPhsNscMh9oHb+IB7ze6pbgr\nnOb8z8C/A0rAv3/16tUv3+fAvu88rLncuU7l0nb1++eMRjrttoeUEWdnp0TRHr4/olbLdcDjeAbk\nNR7XLXF2ljvWNJt9Xr26odnsEMe5QftHH3V5/dpHiCZSaoRhhOMYSCmB/CLvdHLv2IsLnyhSLBY9\nlsuQ3JbT4Pw8JMs6BIGPED4ffdRkMrlEiEd4nksUTbAsD1gTRVOq1fzGy9WL8nPNfx6EYRnP6zMe\nT9B1F89rFc1zJZrNA3R9BgQIIXDdt5fJh9yNuWXLfU7GcwAAIABJREFUj4nf5V59+FzHkYzHAUo1\nCYIptg3LZYvXr4N79cM7RTSlckW0/LNDASWiaEq/33zQ0yJQSqfVgnq9XtS4UyAXaIiiMrqeK6e1\n2xbL5YLZbFl8luV86DPW8B7B+tWrV/8B+A8Pvv7/gD/9Ng7qQ+Kzz6bc3OTNZdPpFR99lKeApSwT\nhh5RNCTLXMrlA9I0N/wwzRhN22BZm6LbOiYMk/uLK4oSsqzF9fWMer0L1Pjiixv29986dp2fT5Cy\nBgiC4JQnT3o4TovT0xG6vqLROCiOUEfKMlJusO0qcTwrZEFdLi58LMtlMlkg5Yqf/ayPlCmj0QrH\ncVgsTIbDtxrnQOGyE2NZd8ptdVx3SZaZCGHfp8rebeqI2bJlyw+Pu4D6MAj2egJNm3N2NiBJDEyz\nSRjmvTq9Xv78u8X/nSKars8IQwU0sW2Pzz4b027nO+TcrdBDCJPJJLz/jLFtg6sr/34qZzIZcnjY\nwPcDpOwRxwrPu+DRo3w+vPqBtx5sRVF+TxzH5PR0wGSyi5SQplM0rcnl5RmG8QhI0LQIpWx8f41h\neHQ6Ae12nfX6ik7H5uio+470XhwHSFkq3kFhWZUH7/h2dyplgue18f0BltXENHc5PZ3SbrtkWZ1G\nQ2c6nRXKPRpRlHB9PSPL+pimRRRtEGKNlDabTQPDWCOl9uAmaCDl7O5M77u/79471zUvjko5CLFC\nqVwEJe8WHyHEXWr+m9KCW7Zs+fD5esbtYbq8260xGt1imj0gD9SW1SAMg9/g5pWhaVYxZy2BhCzr\nFFLHBkq5XF6es1jsEkUmmrYuSn4BjUaTJJnSakGr1WE0innyZB/fnzOdRliWy2ikIcSG5TLDcfhg\n2Qbr98BxNITQGQzGmKZHGILjDPG8BNfNZ6GlNNC0AE2r0O/XSZIZBwce3W7GndFHXoeWRWe2g6ZF\nJMkNu7uPgBhNkxwe9guRkXzuOQgGhRZ5VnhVO4ThisNDByEkUhrFxVrh/HxGEDgYBmjajE6nRpL4\nmOYRkO+CgyC3+hTCvFcrWi7zYBtFMyxrF4AkGSNEBaXy49C0t80bd7KD/X7rGxKEW7Zs+eFwVwa8\nE1MS4ptp5kePmiyXPiCwbeudz4rlMixen28EhMhd/JQSSDnnLsU9GkWMxzq63iRNFeVyXpuGKq47\nYzQa0u2atNvVdxrgLMvE83K9C8dJaLerKMUHnQrfBuv3IDe+uAJyMQ9dn7C/f4imLe/9nyeTGz76\nKL9IlNLpdMoIETMapdh2k8FgTRStUKqKUmtarYzpNGN39xFJEmBZFQ4P83nnx49zkXwp8yA8HkMQ\nrGk2Z3ieee9o1enkaagoSplOl4Rhn82mxnJ5Q60Grjtid7fBaBQCGkK0abdVsYCIaLUEqtjIR9GK\ndtsD8nGIVqtDFPkotS5mIbNvaAJ//f9btmz54fHW/wDCMKRafbdf2XFMHj3aFOnt5J3PijtNcV1P\nirHW/GfcmYJIOQJqTCYZcZzieTaVSrPYzediTkkS0Wx2CMMyUgYcHVWADV98cYth7JAkMbadFJ9f\nHz7bYP0eLJcb9vaaBEGMpvk8eeIghFE0ZsUMBhGt1g4Atu2j6z5huGE8tlgudxgMzrFtm52datHF\nXSUIhkWTmmJ/P2/G0PXZvWhIXiMSHB6aXF+fodQeUbRiOvXZ368CZaRMiCIfcInjEoZRYzIJqFQ8\nNhsNTXvN8XELx8lvtmo1wTAU3W6NMEzodKz7FXOuqasKK8waZ2cSx7EQQhFFk0ITfcuWLT8+tN/y\n/7fc+QfAN7Nsd7vsO+euTkcQRRO6XYHjtPj881s0rYppNpFSYlkBSgmmUwnomOYxV1dXNJstlBKc\nn49ptVo0mw5xfMvJSaP4vF0UG4vVB53p2wbr35O7NNDxsUsQXKJUDcd5W6O9E7J/+3wTTSsThibT\nacTNzZQo6qNpOlJOefKkwtXVFE2zybKMKAqBfNV6t0sdDOS9Gcbl5YCdnV1+9asbNK1Ko7FDHF/i\nODbjsU4Ydrm9nZNlLtPpBa7bwjBAiCuePj0CMo6PmwyHc+r1ClKWCMPkPkUlxF2KKu/+ltIljhdA\nmTA0UCr30/7sswGfftq7/508PN4tW7b8cOl07AdpcJvf1kj62z4P7j4vHjp39fvN+8darR3C0Gcy\nCTDNBpo2olSSmGa+U769nQAWzSaARpa1kTIGLCyrcf8+URQD6t7X4EPlW5mz/rFzeNig01G/VeQ+\nb8p629kQRSXiuIRpmqTpjCQpo+sr9vY0nj3L2N+PUcpmNNIIw4zBIHpgL2kwnU5ZLpv87d+OiSJB\no+GQJAG27Rbi+yV8H0yzhq77HBxAsxngebf8i3/Rudf7vhPPv7qq8Pp1xmJh8eaNj+vm4xN5LanJ\nZHI3VqGI4xSlHKZTSRhajMdVPv98+Bv1gbds2fLD5E4bIpcGNR7IIP/T+Prnxdu+l7d6DqORxLI8\nPM9iNjvl6KiJUiUmkwq//nXEV19Jlss2X301ASS2bSLlBik3hKHFxcWcyURiml2yrM5wqP0otcF/\n9DwUqs/n/vxv1GwfPh7HAe12FSE2aJqkXrdZrQZ0uxXq9TJBMODoqE67XaXTsRCijOPkF9Zy6TEc\n6sVIWIrneSRJgKZBpdIlCOKic1xjPI65vFScnZU5O6ugVANIaTaXPH5815mZH9ddg0cY5uNd5+cB\ni0WLN29WLJfWvVVdrhkeFU5cGUEwxDSbBIFPllUZjZxvOIN9yDfFli1b/nF+X5Gj36Yn/vnnQ968\nWbFYWAyH+fx1jlZ0kifs7u4xGp0TxzWazT6z2SsajQ6Oo5EkV1iWR6slcN0pQoCmGfj+nChKPvjP\npW2wfg96PUEU+YzHMVm2w+efR7x547/zuJQ+QljYdoXRKKLTsfnpTyt0Om84OmpgmhVgTa/36Tvu\nVULkDVx3Y1L5blhDygTfz2XYnz3bK1y1dIQoAWGxylVABmSMRkuU8uj3D4rVr47rvk0HjUYRYWhy\ndZVyfb2+//7DTk+AdtvGdWNOTmwODyW6vqDRaKJpEts2ii7Ob086dMuWLd9/7nbE78t/+k8DBoMd\nhsM6v/61X/hfr9H1OVGUp8EXC5OrK59utw9IlFI0mwfMZmNcN+aTTzx0fY6uzzk8bKBUhetryWjU\n4PJSMZ1OPugS3TZYvwf5ClGglM3Vlc9y2WI4dHn9Orh/XIgmQhhFh/aKOB7y+HGDP/uzg2LuesXT\np3mdpt1uoeszer28MztvFEvv5T87HbtQ+omo13sEwQTPA89TuO6E4+MG7bZNq7Wi35f0+0tqtQzL\neutBfRdQHcdESh/bbjCd+gwGPtOpzfX1DUKYRNFbafckubp3wtG0kOfPu3Q6y3uZwHxh8TbQ/64p\nsS1btvy4yMtsOZPJDaa5c/91lrW4uJgRhhlhaKGUi66Pabdr5J4GMbWaYrVKyDIBaChVZrncoFSJ\nLKtxfh4Ain6/gRB3DmDrbxzHh8S2wew9GQ4lk4mGlC2kzHeuUpYZDufvBKzz87yTUYi8RuO6JYRY\nYZq5A5WmSYSwi/EGk+VSFgIjS+5mDsfjW4TwODkxODvzCwev9f/f3t3HSJLeBx3/Vs9Md1dV97x2\n9ezu3c7eru/83Pkccok5HELAMRgCEVICiD8iFLjDIbKEkB2CLGIjg6LgRIqcF0sOQcZwIQ5BcuTw\n4ojcIYIAGeI4h0/kbPzkwq5v32Z7uqfnrauqe166+OOp6qnu6ZndnumZ6Z79faSVdnr6pWqqun71\nPM/v+T04zgS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KaoMLIYQQI25ckqKEEEKIx5YEayGEEGLESbAWQgghRpwEayGE\nEGLESbAWQgghRpwEayGEEGLESbAWQgghRtz/B99t1FK19yGzAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Simple model: Line of Best-fit\n", "\n", "Here we'll practice doing a simple model, even though it will not fit our data well: fit a line of best-fit to the data with the following model:\n", "\n", "$$\n", "y(x) = \\theta_0 + \\theta_1 x\n", "$$\n", "\n", "You can use a cost function of your choice (squared deviation is the best motivated) and use either the scipy minimization or the matrix algebra formalism.\n", "\n", "Once you've computed the best model, plot this fit over the original data. Note that the best possible fit with this model is not very good \u2013 the model is highly biased!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Solution via Iterative Solver:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy import optimize\n", "\n", "def linear_model(theta, x):\n", " return theta[0] + theta[1] * x\n", "\n", "def linear_cost(theta, x, y):\n", " return np.sum((y - linear_model(theta, x)) ** 2)\n", "\n", "theta_guess = [0, 0]\n", "theta_best = optimize.fmin(linear_cost, theta_guess, args=(x, y))\n", "print(theta_best)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Optimization terminated successfully.\n", " Current function value: 546750.895997\n", " Iterations: 84\n", " Function evaluations: 161\n", "[ 2.41527357 0.01673266]\n" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "xfit = np.linspace(0, 365)\n", "\n", "plt.scatter(x, y, alpha=0.1)\n", "plt.plot(xfit, linear_model(theta_best, xfit), '-k');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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P3cUDql/wpYLwnfdVzUk6nQq93phHj0LyvIUsT7EsG1keMZmUmc9XxLFJGK7Y2rI4P/fQ\ntFPu3t3+pWuzn2wVMwmC8XXLTknyuXWrfr3t6vbtCg8fZjx8eEGStLDtKvP5AW+9JTObWSwWc8rl\nJhcXQ27eLGMYbYbDCbad8ZOfLOj1NimXTdJ0yebmelF8tVownRaYpsbFhU+vB6q6wWJxhiQtyPMG\nkAAKqloHPiIIDKrVLqenJ+zuNuj3FxhGgWE0ODmZcvfuHVw3wnUzJEnFMNbr1Y8ezSmKKuNxhGka\n18NFul3rVzK1TBB+HZ67wGx/f38X+H+Af31wcPB/7e/v/y9PfboMzH7ZY7Tb5ed9+hfKq3Aer8I5\nwMtzHu12+alhFN1Pfa4oCu7cMYCURmMbgNXqGMPIsG2PcrnBalVjuVRot6s0Gj263ZxOp/vZp7nm\n+zGNxvo5gyBmZ2cTVV1cNjTpfuqYzs9nxPEpqnqHOA4plWKazTcZDo9oNm/yxhtNLi5cgqCMaYJp\nJhhGjeHQI8salMvrLLZc3mQ67REEDpubVWR5garqGEaKqnp4nkRR3KTXu09RNNjYkCiKOZIksbm5\nfvOh631KpT2K4og7d24RBClRJFOv7+G6x2xubjCfzzDNgkajy9nZDE3bZDicMJ/HvP56C8OAZrOD\nbcc0Ggaa9klgrlRU2u2vHgjysrymvsqrcA7w6pzH83jeArMu8O+B//7g4ODPL2/+yf7+/j88ODj4\nAfBPgD/7ZY8zGi2f5+lfKO12+aU/j1fhHODlPY+rLl1Pk6R1OYnr+gAMh32yrItt2xwfn6Oqt1mt\nIs7OemhanSdPVgyHg6+cWHV4OGc8likKm9lsQLOZsrsrf+rrfvSjPuNxm+FQYjAYUS43OD5+TJLc\nwbZVlsvHKEqHOM7xvIiHD2dEUZco8nHd9eCO0ahHo9HC9xesVheo6husVjGWZSJJK3q9E3y/wXA4\nZrGYIctdFKVPv29QKtWw7SH9vs+bb25SFBn9/jnVKjx61KfZ3CZJZkRRiizDYnFIt1vj+HjKL34x\nJI4r9HoHWJaJouwyGvV5552UarWLqibEcchsJlEU63VuXc8JAvsLfwbw8r6mnvYqnAO8WufxPJ43\ns/4j1pe5/+X+/v6/vLztD4H/fX9/Xwfu88matiAIl55ltGOnU0GWj8jz9d7pH/zgr2m13kDXLaZT\nl729LUajQ9IUWq3b+H7EeOxj27WvbP4RhqvLiuyY4TAHbIoiRZZ9JCklCGImkxKDwZxK5S16vTN6\nvUeUSq+xWDxCVRNU9TbHxwquO6LVklGUHY6OZmxs6Gxu1ri4mAI2STJDVSfs7m4ym83I8ybz+QpV\nHVAulzg/B02rsVpNqNUc8jxAlm0gQFVTGo23OT/vE8cZq5WMpm1wfn5KGGbs7TUIggc0my3q9Tph\nmKJp20TRAM+7IMtK6LqNqs7RdRnQGI/7lMs1SiWFUonrvd6iUlx4WTzvmvUfsg7On/WPvtHRCMIr\n7On2ooOBe7mt6POzmX0/ptPRCIIBf/mXpyjK3+PiQkdRBty922C5PKJSqRIETRYLl2ZTxzTrBEFE\nufzlbwhaLYuiiBmNxqjqDv3+nMEgoN3eZDI5xrZhOm2QJD6KEmKaOVlmI8sLZBlqtXcxzYh+/xGl\n0k1gyny+wjRt5nOXRqPN3bsytr1ka0vFtuuMRjq1Wszx8RBZztnYyAkCjc3NhPk8YXd3l9PTn6Jp\nuzgOyHLA1tbrhKHLYjEhjhu0Wg18/4Jud5v5/BGHhys2N9/g5OSUIJAwzQrzucRyqaPrMrbdZLWa\ns70NhqEAOdOpTBCE7O3VkSSfbreCILxMRFMUQfgVuypiKop1zeVoFFIUDSC6ns0cBDGS5GLbBquV\nwnRa4+Kix2BQIc89kkQGKgyHLrduVWk2Lc7OFrhujCSth19Iko/nGdfNTa6qoD8J3ivG45RyucV0\negHYaNoGy+WIbrdLECxYLMZo2jaDwc9w3RL1+g3SdEEYbrBcLpHlENvevm7aYtsLyuUUz8uI4wGm\nuaJSabK5uc3FRY8oihgOZ+h6C9NMyfOMwSBnPNZpNGp8+OHHyHILXVeRpHM6nRucnDwmjn3StEkQ\nyATBjEZjkzB0qdXqNJttVqsZmtah1/PRtCGe56GqN+h0FNL0IZbVxDA0TBOKIiFNNxmPY6JowOuv\nd0X7UeGlI4K1IDyHZ7mcDU93BpPw/fBy25RNGMbE8QLD6HByMsM0a4ShTBRNuX27C/j8/OcBs9kd\nTk8vUBSDra0Sk8kDfu/3fofRKGQ6XVEUbWYzF8eZc+dOg+XSZDT6pOr7b/+2x+7uurNZGE7pdFJs\nW0ZREvr9gjxXqdfXs7GLwqbb9YmiIeXygo2NJoqyYP1nQiUMP6Ddfo8nT1JOTz0ajducnR1iGD53\n7rzOZDJHVW12d2dsbDSYTCQGgzl53iGKMkwTXNemKBQkSeLi4ghJKiNJbfI8wrb3OT6+j6qq6HqT\nOFYwDJnFIiSKfLrdhOXS5Px8TKtVIY5jlsscx6kDIWE4JI5t9vdvI8tzyuUe1WoX3y891TymwcnJ\njLffNn81LwxB+BURIzIF4WsaDAKWS5Pl0mQw+PLxV0+PeVz3py4u14UDgiAnz6v0erPrtpiwbtvZ\n6024f/+EWm2fMDyj0djAccqo6o94773v8/DhgI8/zpjPS4CHYeg0m83rSu+rS+1hmJDn66x9NApY\nLpt4nkWvN0LX26iqzXx+gmHoLBYXFIVEUVQYjabkuYmmTajXNRxHxTQH/NZv7aOqZyyXA3Z23mI8\nPmU204EbjEYeriszGlmEYZ3z8yFJssQwNCqVEoZhsFyuA+Zq5aGq6z3ekmRQFC6WVWI6nZNlCu12\nB1k20TQbSYowzQqa5mJZGasVnJ76HB7K9Psxuq4DKqp6F1U1AAXLkmk2CyqVLcIw5/w84uxshiSF\nmKbB1VhNQXiZiMxaEL6GrzMtazgM8Lzm5dcFtNs2UTQkCIzL9pjrQRqwbkxi2+nlvukms1mZ8XjM\nvXtlzs6mALzzzi5hqDAeu0RRmTzXkaQMw6gSBHO6XYPh0CUMm5ejNAMsq0YQrPcd93ozJKkgz/eY\nzaY0Ggb1+i3ieMzWlklRzLl/Hx4/NoAuSTIhSYa8/XYXx1EAmaKQabfrPHx4hGFss1r5uO4pYVhD\nlneQJI9Hj8aUyw3SNKZa7TKbnbK52SFJZE5Pj3CcPRSlShguKIohlcobwIqi6PHGG3voOiyXMstl\ngiStcJx1L/AkUSmVVpTLOpJ0SKnUJc81wKdcXn9PTTMmjl1s22E81jk9fUBRNNC0DovFgJ0d57I9\n6lc3jxGEF43IrAXhW3bVztKyGkjSeutVUdgEgUu7XcG2ZeJ4TKkU8+67GzjOlFIpRpJSarUqd+/a\nvPmmQrO5AArKZZtKJScIVI6Pz1CUt4giidVqvVVqHZzW68at1gaS5BNFM27cqCLLI2zboNebEQQW\nQaDT7/sUhU1R2JimQa1WxjDqyPKK6TRCUfYoCgNVrWMYBrPZR3S7bfp9iTAs4fsDoshHVVfUajmm\n6RCGIWl6RKVSAE2Oj13G4xUXFzl53uLs7DGS5NNu1wjDEXn+CF1PuH37NuXyFNse8M47bZrNOc2m\nQ6UiYZqnbG2VaDQCLCulVNLx/QWKcgPLuksYekjSBMhJknNqtRX1ugzIuG7AgwcDXPct4thGll2q\n1TqOI3+qNeoX/dxEK1LhRSQya0H4Gr6q+xh8skY9HicEwXrIRRCss7hu1+LJE4/RyKEoqvj+hDff\nXHHvXhffjxmNQnx/nXHX6xXee89gNrvgzp114Fhn5Da+D7ouY5orms0Zu7sJ3W6d5XK9Dru3VyMI\nYmR5zr17TYbDBY4TEwQWeV4GpiwWc0yzgyQFNJsKYegTRQm67pCmCapq4HkRs5nLxsYt/sN/GKGq\nNr4vEQQ65XKFMPwpf//vf4/BQMV1DWxbIghcskxmMtGp1fbI8yHD4SmOo5FlBsfHMklSxzR9iqJg\nby+6fMNRRVEuqNdT8nxJo7GgVuswHIKm1anVZNL0Cbu7O8RxAsi0Wl1Wq0domkm9Xsa2IxwnwrZb\nTCYSw+GUNF3RaJQxjBmNRoYszyiVPj9O9KoN6XisXz52TqcTfKebcAgvFhGsBeFr6nbt63GQTwfq\nq0vk6wKvKr4fcHw858aNKpLk4/sped6m2YQwjAAHSQovH8fA8xxcd4rvq8TxglbLZ2urc1mQluD7\nIaapMJvNMU2Lej1mdzfj7bc3vjQTHA4XBEFMo2HS6w0wjDo3b9ZRlBjHucA060wmISBTq1WoVqeE\n4RhJuomi5KhqQRznZNkGg8GIODZwnBv4/gWt1jsslz06nRKWlRIEGpNJizQ9ol6/zXAYYhgag4GF\nbRc0mzmeV8NxDMJwgiwrhGGPotgkigIajSqjUUxRjCmVKpye+lhWF0UJyTKP7W0LXc+QpAlZ5hDH\nCpp2k2pVY2NDAjTqdYcgWPHo0ZIsu8ly2cMw6nS7FoPBI/b29nnyJMa2Q27frl3/3HxfJQik61ak\nQRDj+4XIsIUXhgjWgvAcvqwK/OkCr2bTRpZTZHl+OTpycX0/yzIu7z97auKWdBmYM5bLiHY7A4rL\n++tI0hjXVSiXN0mSOZaV0W6b172tr+Zj+34KSJycpASBDlg8fHhCq/UGUeSTJOe8++4GQeBydubT\n65WAAkmKOD9PaTY3iKIeq1WP7e33kKSUUqlEv3+G561wHIfXXqsBGVk2QZI2qFQkxuMRqpqxt3eD\nPM9JU5fpVEKWuywWPsvlFNtuMJ+fUq12ODsbc3Sk4zgay+WC27d1LGuP8/OPURQfVb3NbHZGq6Xi\nOB1GIw/DmNJsdonjFNc9wbbfZD5fUa/nNBoGEBNFK3w/JwhCWq1tVqsLVqsIw9jib/5mTrW6HuLx\n9IAPQXjRiTVrQfgGrvZQw9X4Sf/6c5IU0GqVrwP7ujPZiDCMCcMY1z3FNDsslyZPnsw4O1vh+3Wm\nUxXXLXN2puK6S2R5jizP2dlx2Nx0aLUW3LljXPbjllguTT78cALY9HpDplPvsq2nSb+v8+MfL1gu\n91guh4BCvd7g7OyYIFAoihLzucRwqPLzn+f0eibL5Yii0CmX32M08omiguHwgK2tTVarnPPzJzhO\ngzS94ObN1zk9HXBxEWGaO+j6DF2fIkkLiuKMel3GsnwMQyeOLfr9n6LrLabTKaqaUqlssVh8hCx3\nOD/XODsbEAR7eJ5FEIwpijJpWiNJYvK8QrN5k8Vizulpnzxv0O+fMZ/L9PsZUXSOJAV88MEAVd2k\nVpOQpBmNRoPlcsp0WqLfr3F8HOP7DU5PV9dvdBwnxbZTJMlHksLL/3tiL7bwwhCZtSA8p6c7knme\nT7drc+tWncPDKeBcbk369Jp2u20B62DdaDSfejSbOF4xHHqoapvRaIFpGoRhiu8XbG/XiOMzbLtE\nEKiE4Xrd1rYNgiBhNHKYzxcURZ08Vzg6Oma1eotHjwbMZjqWZWEYU/b2dGazEdvbDXzf4PBwTBQ1\nOTtb8OBBgiw3UVUXVS2zt7fANAekaZVyucPR0QndbpsoUnj8+Afcu/c6v/jFHNN8ncnkgjBcD/o4\nPh5QLoNpWsznGWGYoaoKsizT7XqY5iNkeZPZLGc2k6jV7tHv38dxblKpJPj+HMtyKJU8LKuCro/R\ndVDVJnHssVwaRJHDYmHiOBAEA5ZLhTBU+eEPx8TxDWazJbWayWqlMBqd8eab73B+PiXPOxiGTZJM\nMYw6vh/i+zGSBLdvG3S7MaNRhGXVsSydi4sA9TN/JZ91j70gfJtEZi0Iz2FdEJYzHq8HC6y3cK3/\niHe7FqVSSLkcfWqwxtWadqtVptksX1aIrwdI2LZBvZ6hKEuSZEq5vN7OVa02sCyVOB5RFCV6vQXT\nKVxcuAwGPYJgvbf64iLD9+tkWYXRyEPXO7juY5JEpiiqeN6APG+wXI6p19fHACGG4eC6fRaLBZqm\nkaYJmlbC91f0+3MM4x2Gw4jj40MM4y6rlUW57FCtbnJwcERRWIzHQ1w3J881ptNT8tzCtjdwnBpR\nNESSNLKsj2mugFuMRgmjUZ8k0VmtEqbTFZa1TZa5hGFAls1ZLgOghqa5VKvp5VawBScnR3ieRLlc\noOsxYBA51w4lAAAgAElEQVSGGYtFwcFBxnC4jeelqGrKeDxltZpTrcJymVIu6yyXhyTJBMtKCMM5\nH388o9+v8eSJxd/9XR+AZrOLbeuXP1f7U+vWz7rHXhC+bSKzFoTncP/+lOVyhyhKOD0d8Nu/vR4z\n+fTMaM/zcZxPMrF10xIZ29axbQPf97n6FXScFAhot1sEgcdymVGr2cznIySphCQZ9HoAdSDl7Eym\nVNrkZz/LsG0XSbLR9XU700rFotEIkeWQMKyiqiGVSonVao6inLO39zvAOss/P1/QbKZIko3ralSr\nOpI0R5anlMtNer0AuMFqdUqSeCiKCSyIY4PVqkYY2pyfD8iyKlAgyyrVqs35+QJJ6uA4FtPpOY5T\nYj6HJCmT5xZxPKDTiVFVSBKTZtMkihKWS4laTWG1Akl6wr17DjdutHEcn7/8yx6S1MH3CxaLgEZj\ng/v3/5Zmc4tKpcbJyQWKskkUuSyXBpqWAi6dzj1GoyWLxYxOp8N0OsY0dcAgzzeYTGYUhUlR3GE2\ne8DmJpd7sbn+uV151j32gvBtE5m1IHyJp9ejn3Z0NML3qxwfn+G6Er6/xcOHR8Anf8zX1cQqh4cz\nlkuTw8OcwUDH91NGo3UFeKdT0O3mlMsRvp9Qr9/CsjJu3y5TrRbM5zOiyOLBg4CLiwVxnBBFEsul\nhKruIkkZk8mcxSLBthekaQ9Z9qjXUxqNmK2tMpa15NYtFU3L0HWHdvtNDg7OLjupLZCkgO997y4b\nGxLt9pJmU6ZcTqjXQVVzdD3DsrTLDmN/haaNL0dL+ty8WSEIRuh6F10PyDIdw9jFdedMpyGQEcdz\nbFvB93WSpIKuSwRBhCR1SdOMPPcply0sK6JeLzBNk9UqRNMqqOpdPC+h0VB48mSJLP898ryM76+b\nrhwe/hTDeJsk0Tg+fkyeN5hOH5OmJmEYsVq5VCp38LyQNE3RtDKl0oybNzcpiiqLxZzhMGQ4hPkc\nRqMZWbbBZALHx3MAhsMxeV69zKTDX8vrThC+iPLHf/zHv6nn/uMvmyH7MnEc40tn4b4sXoVzgG/3\nPAaDgDi2SRIV3w8olbTr2w8PE+7fN/G8MlkWomkx3a4ExKjqeutWktgcH7tMJhGVikGS2IBGqVSg\n6xKG4dPtltB1ldUqw/cNkkSlUjHRNIkgmCNJEp6XkaY1ptMARYE01VgsYqIo5fh4QprucHYG87mL\nZVVYLkdsbqoMBkuKokaeq8xmF7TbbTY3NRoNjcVC4fCwR1GUcZwKcTyhXjepVMqsVj/lxo0SReFQ\nFFCvb/Po0cd4nkG3+31c92Mcx6fb3aDfn5JlNUajCFV12dzcBsY0mwrlcoPJ5K/Y3n4Tw7AIggfo\nep3lMiVJLJIkwzAi2m0JVe2xudkEckajAYZxA9N0yLIplUrBZHLIbLbFxx97zGYJsMv5+ceXe6tt\nskwiSRpMp2eoakwYplhWC0UxyLKMSsUHEmy7g2X5FIXFfC6TpjrDYchkkhJFMqpaUKkYdLs6jpMh\ny3M2N7cv6wNA0yzG4z6go2kKkuRTr1vfyuvtV0n8fr9YHMf4H57n60RmLQif8cUtRePr/biG0QCW\nl5dObc7OjphOZfK8xunpOUXh8OjRhPHYwPP2+OlPh4RhQhgmBEEMSJ+7dGrbOpIUEIYJ02lIGBZM\npxVmszLLZUxRNDBNlc3NiJs3E5bLAxTlFqenfVzXI013mEwC8nyLDz4YM5m8yZMnGUVhUCptEMcu\njQZMpyFHRwpBsIPv21xcLInjnChyOTl5H1l+jSCw2Nx0eOedMkXxPq3WJo2Gja6P6HbfBNqcnY3x\nfYcnT4YUhU5R7HB6+iHNJmxuOuh6H9u+ietOkeUFrVaHJPkZeb5E10tUKiaSZFKtlnnvvZtIkkyz\nqdFsgixPcZwpmmYShts8fFjmwYMZnqcwGpUZjVx8X2U6tXFdn8XCZDwOgTKSVKcoDHQ9pl5vslqF\nxHHA5mYFGJPnG/T7PdJ0gKZV2Noq02olVKtj2u3S5U8juOzl/mmjUYht14GCMJxSKiliH7bwayPW\nrAXhOezvb3B8POD4uI9t79LrQVFMaTZ1BoNDTHOXWk3HdX3CsMGTJyOKQmFjo0arleJ5Bc7l+4Gr\nrmhhmOK6AZVKldXK5/FjjzzfplRaoesxm5s6zWZKFMFwaPGznx0hy1VcVyZJluzvG0RRgmmWyPMl\nvi9RLsfs7joslwPi2CSKDDxvjGl2ODmZMxoF1Osmg8GcJLkB2ECft97SqFQsdD1F0xaASZLozGYK\nmibRaKxHdOr6NoYRoSgRptkmTSdIkoJhLCmKLZbLmPk8I8/LZJmCYcSo6hHlch1FaaBpUyoVhyiy\nuX//AxTlbXx/iu8v2dvbYz5/hGXdxfcHlEoaQQCGEdJubzAcDiiV6ozHA3Tdpt3uADNUNadUcqlU\nUqrVhFarjGmm7OyAJM2RJBVZ1lFVH8NYcePGNo4TMpsdY5oVZrOQOA5pNGyOjnqUy1XG4yVhmNNu\nX405zSiKdf3B1U6AK89SLS4qyoWvSwRrQfiMr2op6jjBZcvNHEkKiOMqeZ6h6wqLRZm9vYLVaoaq\nrkdC2nbCYhFh2ysqlTZRtH6sotAZDueXe3wNfD+hKBwsK6bX83n40Ob8XCUMJ9y5o9BoGAwG51jW\nHhcXc8ZjlTBUWK0M4jhDllNmsxTb1mk2t/mbv/kLGo3/nChSmc1+yj/7Z+8yn/c4Pr7AcfZ4//0L\nxuMSul5nNDqiKG6SJDqalmJZd/jFLz7g5CSl3X6bILhPlt1gsUiZz8/Z2KgzHEao6h5JkrBYSFQq\nG9RqEauVx8nJCF2vsFjEhKFMnpeR5QzbvsNiEaAoGqZpoChT6nWZxWLFgwcPiOPvoSgppikzGLhc\nXLi8/fZvcX4+ZWOjjes+IE3v0Gg0CcOAu3df4/T0fRznBopSYzqNsawCz7vANPcoCpVaTcXz5sAO\nilJHVZ9gGBWWy5w8l9A0A1keUhQmlcomR0dzxmMJTStotws2NhTS9BHb2x1Ms8ZoFOA48uVrYx1w\nny40+6LtfJ/1LPcRhM8Sa9bf0KuwjvIqnAN8u+dRKmlIUoxhpJ9alyyVNEqlnDQd8R//4ymr1R5Z\npjEcJliWg6b1uXt3F8/rY9sKnhcShhbNZp0wzCiVKui6j+9ngIHvw+PH60vny2XGgwdHPHqUcXJi\n43k1ikJHUVZI0pBSqUGvF3NykuF5VWazgiQZcusWbGyodDoqOzsaDx++T6n0nwJjTNNlZ+ctVqtD\nTFNlOKzS7w85Py+YzcA0NdJUZTbzyDIdy1LwvAm6rpCmOvN5QLm8i+9PWC7PqNXa6LrEYqGg6zPi\neIgstwAP04xot7c4Pw/p9zWSRGE26xPHBfW6g6I4FEWOoqxotQLa7YjFYoIspwyHAzzPAQpGowmy\nvEWWyej6io0NFVWd8+abdSRpTLe7QlV1ZrNzGo2bqGqOooyJY0hTiVarQhBcoKoKnqcShiWKYg5k\nJMmK4TDBtusYRkClkrCzE1CpVAhDODnJ6PcbDAY5Fxchi4XCeBzQaChYlkQQqMxmYyCj1fpkqSRN\n/cvlk6d7ietIUoyuf5IT+X5MHNtfeZ9vm/j9frE875q1yKwF4Ut82SVKz8v44Q9nrFb/GaenEzRN\npVyucX7+Pu+88y6+b7C9XUGW+8iyTa2mE4YQxyvm86uGISV8P+X0NCOK2gwGA46PC5Jkj34/Ybmc\nU6lYgENRuMxmJrVaheVSZThMSdMLoIRt3yaKDtndtWi3bcbjR7TbrzGZKJTLMu12FdftUSqZTKca\nP/7x9LJ5yl2ybM58vqBa3WMw+PfU67cplRqk6RxZ1pHlOwwGU2Q5x/dzVHUfXTc4O/s7omgTVU2w\n7QZZdoxpZmjaLr1enyiSiaI6s1kfWe4iSR7D4RHV6l0gw3F0fH9dwBdFFX7ykyfU6zdx3ZgoiiiV\ndslzl83NJoaR0e0uuXFDR5Yjbt1qcP/+jMUix7IMgiBC01ZIkkUUKZjmDKhimm8xGPTJsoRSqUwQ\nLJCkJ6iqTqVyG8+TkCSDPJcoCoXpNGQ2g8lEZjic4Hkmvh8xn0OjscuPfzzkjTcKwMSyakynHlE0\nYGenRhAsabValzsAwsvGN1/uk731+rf5chVecaLATBC+wJdt2/L9mJOTAFW9DfjU6w0MQ0NR7nP7\n9iZRtJ6nPJ2GFEUVw2gyGAwAifWvW4hlmYRhzKNHIa5rMZ/DyUmBqu5SKilomkeWFUSRB0woiiGb\nm5voek6S5CwWMkVhs71dwbJOaDZLJMmKBw9OyLI3UNX1MA3PsxmNYpJkwmym85OfTDk6snDdtzg9\nHRAEOrpu0e//gK2t7+E4GavVEd1ukyiaE4YDyuUOUXSGYRSYpke/f4TnvYHn5aSpSRTJlEoqqlrj\n6KjHbLa+HB+GUxTlNnmeYJopilIiDB9hmgVBsMB1bUajgsFgQRz/Dq7bBnyKwicMe5RKNmFoAjq6\nLhGGGZXKFnlus1wagEe7vYckxUSRh+dNsO0cRWlfFqK5TCY6cWxzdnbBw4d1hsMui0WdIDhH1xNA\nx7IiikLD93V+9KMnHB9LLJcF5+dDPK9JmqqsVj6rVYV+H4pCpihUplOTXs/k4cMJRbHOlNdFaQVB\nkFz+537uDZ/nZfh+iucZjEbhl47rFITPEpm1IHzGs6wpVioVKpULwESWC3Z2CnZ3y8hyRBDk5HmT\nogiZzVw07RaLRQ/Lktna2sC2Cx4+HDCbtckyA98fousmvj9BVWFnZ5fl8pQ8P2R3d5tm00HXx5d9\ntCNs+4jt7ddQ1YzNTQO46rZVZTpdYBhTqtU2vl+gKAMaDZuTkwDXldD1KmG4wjSb5PkM131MvX6H\nPI/R9TrNZot+/wnt9m+TZRMWix/RaDgYRonRyCeOVZLEBMqATpIohGGEZZWxrIL5fECeb1MUCnnu\noqoqtr2JosxQlIJqtcpo5JEkCyyrTZ7XyHOZJFmh6xaSNCFJIMtaJMkIOMWyKuT5NpOJxOPHZ0wm\n22haQa83x3UzlksNw2ijaSf4fhPT1AjDY3T9FmG47uzmOCZpGhCGOkFgkiQrTDPAcRImE4PBYEVR\n7LFcnpFlBbZdI44DiqKEpiUYxoJ6XUWWVzx5EpLnm1hWTBCkBIFKEMTYtkG7bTOZXGBZDWy7zmDg\nUyop16+bonBot7kcmypTKkm/6pez8IoQwVoQnvLF27Y+6VLlOAZ7exlnZyfcvr3HwcEDZHnAb//2\n6/h+hmVVyDIJ142wLOcycEyQ5RzDaOL7BlHUZ2trkyQZEAQBUaQTx0t8P0FVd7CsORsbKq3Wb2Ga\nPSoVm1otZzqdYRgSv/u7bZLkiHJ5l8VC4ujIRdebLJclFosJul6gaVNqtQhdL3F8rDKbrYhjk6Jw\nsawSilLB90/QtBaTSUya6jiOQRSNuXVrG0k6YbHIcJw9VHVKGB6RphVk2UGSTlHVXaLIxbJiwGK1\nCpHlMprmkCQKjjMnDIdY1l0sa0maSjjOm6TplHZ7k8VijCz7ZFmb0egAVbUxjDpZNqVcLmOaD9F1\nnb29m8xmHkURslj4+H4D31+SZSnDYcJ0aiDLBklSMJ1uoOsecE61eo8kmRBFE0zzBro+R5JsVqsc\nTashyz2qVYMwNJlMVO7fv8DzNomizet91fW6eznfO2BjI8Y0M6JIJwybrFZT6nWLarVNFPUJAov1\n1ROfZnPz+vUzHEr4/rpqPAynWNZ6BOcnW8OiX/2LWngliGAtCF9Tt2vz+7+v8Kd/+nOaTR34Hn/9\n12O+970KjhMDJpKUMZ2uP14uh7TbW5fTnDJMs47rjul02hwcTEkSjf39Gooy4+xshuMkLJdtPA/S\n1EJRWlQqE0yzwDQNOp0GltXk9PRDxuMCz7vJcqmhqilBkDKbzbCsOpOJjmm2WK0CarWcej0nTSMs\na0UUPaTRaJKmEk+erLddZVnEfB6xWBhUqzZFIeN5U2q1Ep5nM53Gl21NCyBA1yNarQXb2zaLxYI0\ndTBNG0WZUy5XyTIPTfsFhmGhqjdIkhW2rWHbAd2uRRzPOT//CMvSWK00wvAjOp33KAoNWT5mc7OL\n5/2ccvkuDx7MWSxk8txC12PSVCYIMmRZRZIyPC9HkspASqnUIoouWK0MTPMOUdTDtgss6zaSNKVc\nHtBsttF1HdedcXHhI8u3GI9ddL2B7w+RpAX1eptOx6daTTBNqNe3GAx6NBoroshAklZIUoFtr6vw\n19lyjG1z3bO9KKpcVY1bVoMgcC/3an96l4Eg/DIiWAvCU662bY1GGQDttvKFf1B9P6ZW2+XJE5k8\nr+B5Kn/+54/4gz/YxLYVJEm6zAgz9va2GQ6HtNsyjYYErJCkdTBcB0WVblcHSgyHh+R5k14vxPOW\n1OslbNujKCx0vYZlxciyx2CQ4PtdZrMl4/EFtdounje+7JQmMZ/LVCobpOkMXTdQ1fVwEcuaEf7/\n7L3Jj2RXlub3e/Ns8+TmU4RHOJ3BJJOZiequrNJCXY1GA1oJ0Fr/QS8b0EJ/gVbaaqGNAG0FQUCj\nJUCAFupFCV1d2VmszCBjYIR7+Gzje8/szaMWZhEZTDKTmRwySZZ/K5/MzO99993zzj3n+754zsHB\nOwSBw/X1FcPhj/D9OZoWYdtHhOEnQJ8sayBJFkEAadpCUUJUdYVtt6mqa0ajJu22iKqe0m7vcnq6\nIghSbFtB12tkuUBVS1S1iWEsqWsJy7LJsgWWNSSOKxqNElkuub6OyfP/YquXHqHrMp73n3n0aJe/\n/dsZ87mGrvcIwwsGgwpFsbdmHAV53qKudarqHEWBMNSIooDxeIwk5ZimwOGhSBg+RtNG6PojHj++\nwnFuefjwHSxryXR6Sbs9wPNusKwCy7JQVY9Ox0TTZDyvJgxTVPUh0+mnNJsqlhWTZUu63UPCsCSK\ndEDn+fOntNu7W3nYcz74YMh8viKOU/r9GlH0tyc10huLzjvc4ctwR936mvgh0Al+CGOAb24cZ2cr\nwtAmzxXyPGAw+Hywns1WPHmyZrUacXvr4nkWotghTV/w6JGFKAbkuUqnI1MUGeu1SlWZVJVMls0Y\njTokyRpNU5GkgsUiJAwViiIiTVM8ryBJWgiChGnGaBrM5y6SJCPLGjc3M/7hH1asVh+SJE1ubx/T\nbGoUhYym6YiiiSRFDAYJ83lCFEnc3q7JMpN7937C9fUL4njjjnV6+ivKsomuSwjCkuFQ3P5fPpbV\nxfNioiij2RwBLoahsL+vk6YZkjQiyzRevvSYzVaE4QFxXBHHcySpjaZ1Wa8FVLWmrjPKcsXR0R5V\ntUDXTcqyZjgcomkFkiRhmhFJ8gpVbVIUCk+eXLBY7BKGAxaLTwlDkSyTUZQM1/UQxR0UJSEIXpBl\nKlHUJAhERNGhrkMajYTh8D6CMEfXm7Tbh9zcfEoQaEhSl9vbiPU6xLJcrq+XpKmGZXVIkjNsW6Wu\nDabTCt+vmUxuqCoJVd2hKFwgYGfnkOUy5/IyI881zs7W+L5BEJRMp5DnJk+fLphMdKZTGdcV0TSN\n62tvK+mqfUbO9tvA3f393cJXpW7dBeuviR/CAvohjAG+mXFMpyvW6y6KIqEoEnVtIQj+Z7KfySRC\nltvc3q54+nRKlo2p64RWK+HevQF5Hm/5uE1ubyOWyxLLUlDVNbOZT7PZZTJZU1UOIDKb3aJpDarK\nQ1VtNG1MUchsZEkzbNvA9+cIgkxV5dS1yMXFnKurJoqikeclVZVhmi/R9Y3etyTlqGrMen3DfF4S\nBAsEYYe6VomiCZq2T5KkRFFCGJZkWYSmmdR1iiAoSFKTVqugqmaAjqZpiGJKp6NQ1xeMxwpFcUie\nJyRJzs1NkywTSdOQJMlR1UPS1KKqYmRZJ8tiBMGmKAJM0yKOm8SxiqIYLBbnPHpkkaan5HmGbb/P\n9fULNG2XxaLPcrkmjqdEkUpd95GklCwLKcv30LQUQbjC86CqKiTpHqIYYZpr8hx0vYEgrFFVCccx\nmc0WgM31dYzvx4ShxmJhIAgrNK1NXddU1Zxe7wTPW1GWAlGkcHUF67WK799i2zKNRmPLL48pS4/p\ntEMUlfh+gesqCEKBro/IspAsUwAJy7KQJIfb2wlV1aeuIc8zTNP8VrnWd/f3dwt3POs73OFPgOl0\nRRjqmCb8+MdDptOPmc3OUJQWjUaOrpvEsUy73UAQInxfJE1lrq7m2HYLWd5juTzn5MTGNEV8/wZF\n2dQw67pivY6QZQlIGAz6GEZCEEwAFUnqkKYKr15dMZuVlOWIm5trFEXGNBtMpyXDoYMkSTjOFXl+\nzukpVNURUZQynSa0Wh2CYAXEOE5OmjaQpA6W5aEoEYJgIggiqpqgaQ10PaXXA0XRcN05glDxk5+8\nx3T6BFVt0enoXF8rxHFMWbbIMo0kcVGUAF3XWK8d6tql2dRQVdD1e1xenuI4HyIIK4oixLYP+OUv\n/xN7e++gKAIfffSSXu/nLBafkiQOWSaRZRaC4KCqMzqdNkWhU1U3iKLFYmEjyx3qOiOOl+j6CJgg\nyxmGsaTXM1guM8Iwp65tXr3KiWMHqBAEaLUSgmAHTUsBG9seEgQ+smySpjLLZUxROCRJC02zeP78\nBk1r0O/vkyQ5e3sGi0WCIFQkic5iEZAkGmWZIoorVLWFpm0y5zTNyDJx+1nq1tM8xXG+cLnd4Q5v\ncMezvsMd3sJg0EAUZ2++F8UZg0ED2GTUQWBwcZHx7/7dL3n2LOTnP/8Z/f6Sfr+m1xvi+5d0Ohuq\njq6b9PsNDMNFltukqUWe+6hqhziWSJIU15Wo6yaffLLk/HzEfN5ksbjh/n2ZZvMcTZsDOpJ0iOvG\nvHrlc3lpUdcH+P5zokgjSRwuL5+hqn9NEIQsFmesViKvXqmI4r8kDBPyvE1RdPC8a1R1B0lykWWJ\nZlOiqhaIokRZFttu+JLBYBPMLEvm6EhFVQtMc5/RqEtd++zt/Zg89wiCJYJQYBgljUaNKG7eV9N8\nNC2g1YrQdRdVVTCMAtu2GQz2SNPHqKpAVfV4+TJhtfqQq6sWaargOAppmmAYOoIwwzQlHEdF0zIc\nx6AoQJJybLtE1ws0rY0kebRaOrJcUZYz2u01w6GJprU4Py+5urK4ukq4uvKp6xxFWW4pYxlB4BME\nNtfXHq47YT73yfMMSSqYzXzCUKeum1hWSZKkmOY+y2XJ2dlTms0+UVTR6QS02xXNZsn9+wr9fkYQ\nXNBotND1BEFYoesFq9UVjUYHKIiicrvKPs+1/l08/zv808VdZn2HO7yFMEy5f98mDD0ABoPum5+H\nocxHH93yd3+XUpZ/wfn5jP395/z85z8jTafAhG53FwiZzyPARNdLhkMJRamBBF2vcJwmgjDh5sZF\nlt/l/PwFadojy9Z0OgXvvfdjNO05VaXgeSKrlczl5TWm2WY2e0ZRtOh2D2k2QyaTnCB4gSgeslzK\n6LoJVMAEURwTxy6KsulCVpSK0chAFF9xdKRTFCLX1xMUpUsQpFSVi2UNiCKFs7OQ3V0B224BBcOh\nSBSdkuciu7vvMZ267O+rFEWCJF3z4MERSQKGERHHIgcHJopi4DgTOp0Gq5WAbSs4zpJGQ8W2Vdbr\nFYIgYFkyuj6grpd4Xs7ubhvP+yWq2qSuJVxXRtdz1muR8biLaX7KahVxfPwTbm9nLBYZ4/EOYejR\naGQ0Gjf85Cdjokjg7Cze1rJFBMHY9hWkKEoC+NS1RlVpXFz8HYaxj2FYRJGL44jUdUS/v8tkElJV\nIqKoo2kCi8ULTHNAp7PLbPaE+/cH6LqA65YIgsfDhyqet0LXu7TbFZ2OjmmKJMklJycDoihG19vE\ncYokXXN0NPrMGrzTDr/DF+EuWN/hDlu8vUkKQslwaL7JbiaTmI8+ynj2rMl8ngAzdnYMViuL09Mb\nPvig/YY76zgVwyGcnc25uKhR1QOi6AaA4bDDbPaYdjtld7fHeu2RZTm+ryKKKbZdo2kaSZKiKA3i\nOCTLbOK4Yj6/QJZ1YEpRSCSJSZL45LkEOKjqHFmGPC9pNlvUdYs8X5NlGZqW4jgTBGEfXd9lubxE\nEBZIkkW7XVGWK/L8PoYRkuclSWJhWWtaLRFB0HHdJZ1OF9+3+Md/fImiaDQaLSCl39cwjJDr65T9\n/SG6vmZ/38J1IxynwXi8x+npJZrWoNGo0PWE+/fHnJ2d4/slrdYRk8mcokhpNnvAU/7VvzrA930u\nLi5pt49QVQfbzjk8PKPbrZjNjrbe2kOOjhoUxfxNx/t77/0I2xZIkpf0+/dZLkt8P0RVHwJP8f1N\n/VwUK6pqiSybiOIReZ5iGBJV1Wc2O8dxGuzuSrRam8a4KDonippo2nCrfR4gSTWjkUySrIhjhTS1\nePLEx7aHgEgcJ8SxgiAk9PsOur45746iFFFM6fc/G4i/jOd/h3+6uGsw+5r4ITQ9/BDGAH/cOMIw\nJc/LN009X2SwMJu5VJWD55XM5wXrdc0vfuETBIfM5ytcN6bTaVHX14xGLSxLIY6XWJayddNSCMOS\nunb54IMukpRyfX1DFHVZrXqsVho3N69I032urxcoioEgWEynv2R394Sbm4zZrN5qV4sEwRpRVLGs\n+6xWpyyXCXmuUFUtsixG08KtAUmM4xiIYoOqKtD1l5jmlE5niChKrFYuda2R5zpV1aIoNiIn0EZR\nImzbxrZdHj3SkeWS1SqmrlvouoAoCkynPmXZZD53iSKoqh62DTs7GmV5xU9/usvRURvXPaPXO6Qo\nahxHxbJKNE1gNBpiWREHB12azZo0XeA4NbatMhyu+Bf/4oSiqPnbv32Jaf5L8jwnji94+LCBoqyZ\nz7ucn8tkmU1R1AjCgl6vxLIGHB7KjEYpee4yHouIosHtrcdq1SRNZ6SpR6fzDnF8RZ4XWNaYPPcR\nBImiKBBFlSgCw+hRFDrr9ZLhcIc0dSnLmjCEMGxTFDKqWlOWJpeXL8nzHjc3G71xMFitYqIoZjIx\nOcC2ErsAACAASURBVD0NSZKCXq/BcjlFUbStkYuEadqf6QbP85Is+2wOpWnF12o++6d4f3+Xcddg\ndoc7/B687R/8hxwzRlHGYlECm/p1HOsIQkyv5zCbnaLr+9T1nCT5NX/91/8cQVixWEzodoes15v3\nffJkThjuousqz55doesNVFUlCDbZle97zGYWWRayu9tAktbY9oKTkweYZoYkrUlTh/n8irJs0mgc\nIQgLVDXAtk08b5N5JYmIIIQ4joWqXrC7e0Acb7TFRXHT6BWGY87PJaoqJc8tdF3FsgKyLMQ0DyhL\nSJKX6PoBUTSn0wmZz1W6XZP1eo0kjagqEde9YTDY5/LyCkHYYT6foGkRx8cj6vqK999/SLtd0e3W\n/OhHRyRJSJJsaGuyfEurpWNZCb2egWmqDIc5jx5pnJ/PCUObdntTdri9XdBs/pTFYk2vN6TZbOG6\n/yeNxgmrlUMQBLRaHVarGxTFptttEEWbLDnPDerapK5Dbm6m2PYYQXCpqoBG4x3i+BzLGuH7za08\nKui6ga638f0n2PZ9ZHlCUejo+iG+f7oN1EOqyiGOE2QZFCUhimry3KAsJdLUJstu2N3tMp8nKIqN\n6wrUNajqgL//+1vu328BAXUtc3Cw8caua+szdqmTiQtYmKZ6J5xyhze4y6y/Jn4IT3s/hDHA7x7H\nZLJxeMoymdnMRZabb/12Y1G48ZSOAJX5fM0//MNL1utdXr3SubiIyLKCMFyiabtYVomq3rK/3+D9\n9zvYtoiqloACCCiKxLNnHmE4II4rkqREli3i+Jb1WiEIGpSlxGx2iao6RNECSRojyw2q6iUffvgO\nl5cuWdbl4mJFEIjoukRRBCiKiW0HCIJEkohvdLRVdSNOcnBgomkVeT7AddfUdZ8wrCgKkzSVCMOK\nLLNIEhCEDpLk0u1mDAZLGo0OVTXHcWo6nTZZtsRxTMbjIxaLS3QdLMskz+f0em3iuAZMZLnENEsG\nA4l+X2R/X6LXU5FlY8slbzCdeqiqSKvVoChCmk2VPF+xt9fEsjTG4zZBsCaKZIqiJE1vqesBiiIj\nCDlpOuXgQCXP+1xcxEjSPaLIR9Nijo+7dDpT8lxGEHTi2EIUS1zXJQh6RNGSVmsXXZcIww31Kk0b\nVFVMmt4gSe8iywssK0MUBarqCtN8SFEoNJspVXVLHKuEoUZV5VRVAazRdQ/Lcuh0dsiyG0BA1xWy\n7Jxmc4AgZGRZRaPRJQhuKcsBdZ2h6yWO00UQUhRFZjaLiaKKLJO5uvJoNrvkeYHvz9/oin/VzDoM\nUxRFIs/LL//j7zh+QPvUHc/6z4EfwgL6ro3ht4+o/1B80Th++3g7z8WtPvRvzBWKIgRAVUUeP75g\nuZQIgn0ePz4nDCVEcYSiJBwd6Vxc/AJV7dDtNpDlOcfHe2jaiiBYEkUWWSbj+wFBUJMkIrouE0UR\nkrSm3U6IIgPPS/D9kDxXkKQ54/EhYThDkkLu3+9zff2P1PWYut6ol+n6pos8y2LiWEMUoaoioCTP\npS1FKMVxWkQRpOkKWbaoKhWYIUl75PkSQVABmTRdoqo6igKKUrKzE/DgwRFpWmJZ0OvtIYorhsN9\nFCVDkjT6/R7t9iW9XoHjGFtDEI9Op8FwKCBJM/b2JIbDlJ2dHr2ew+XlK9rtHYoiwrZFdncbtFoZ\nUZRTFBm9XvczR8Ab3vFG9eydd9pcX59RFAZ17eM4S/7ZP7vPdFoQRRqrVQwkDIcqw2HM3l4LXe9T\nFFeUpYnvS2SZgeuuEQQJw7ARBBlBqLBtnfV6QppKWFafILhGEDbqapZl0myuME0TUSzJsjmatsdi\nkVKWBmWZE8cutl0zHIoIQoYkqZjmkNVqTrutMhzWyHKIrtekqcVkMiEMc3TdABJMU6cofBRFAARu\nb0N0vcPtbcJiIdBsisznCbe3CmlqEAQVkP3RwimvH1JF0WQ+975V4ZU/Bb5r+9RXxV2w/jPhh7CA\nvktjeDsL/mOVnb5oHL9dA1QUmTxfbYN2yc3NDFnecJQfP3ZJkh2SJObsLGe97hJFIlUVMh4LvHix\notXaZzKJSJKIn/1sgKbd0mrBet1nsZBYrSouLz2KomaxiJhMJILAII7X2LaOrmu0WjGed8t43KXf\n10nTAsdRUBQP07QZj/e5vZ1iGAUHBy0+/XSFJLVwHIcwXNBsVrRafVz3BlVtUJbXQIphVNR1hywb\nEAS3OE4fUQwQBBlNE0jTFWVZoWkWkhTRbN7Qbju8/76J4+REUUS/30cQBCQpR5JCjo/7iOIaUQx4\n+LDBgwcm3W5FHLu0Wh0UZUGarraZa8ZwqDAcilv6Wr51o6pxnBaKIrFY+FTVcJvt/UYQJM9L0tTE\nNDVMU2M2K7Btk+VyQVX5vPvuwdY1SyLLVKrqYmt2knN0ZLC7qxOGF5RlxeVlyXptIIoSdb0xOUnT\nCaJY8ehRhyz7NYqiURQ2SRJRlgaiOKKuXRQl4+hojzRNqSoB03RIkiWtVocs84giFcs6QNfniOKG\nnlcUC2RZZ3/fRlVnNBpdFKUkigqCIKSqAqrKJopmDAZH3Nyk6Pqavb0mi8UtjjNmsUiIY5kocjg/\nP6OqekSRQ1mucJwGglCjql9eu379oPt6PoGtbjnfqvDKnwLfpX3q6+CuZn2H7z2+jU7Y11rfv+ny\nDrEslTAUeP58RlXZ1DVcXeVAmzgWyDIJKFHVCkGoSNOKiwuPqhpRVSEHBw8IgpD1esb+fntr2GDQ\nbsOrVzN83yLPNyYOaRqg6y6jUY+q0hCEkCSpGQx+SpZNaDQaXF+/Yj5f0Ok84OqqpN+XGQx06lri\n008n2LYGrPG8mH7/kDxP8f0Iwzjm/PyUJNmhqkwWixnDYQY0kOU2ijJjb29IklyRJDntdpM4jlmv\noSxb9HopBwcJ+/sWzaZOv9/l6uoVothBUTo0mxNEcY5plmzoYArz+Yp799rUtcDl5ZosE/C8NoKw\notVqEIYis5mHpplUVZO6joEaQQiJ4xzDaBJFIYZhUtd8oSDIxgRDJo5rGo0xjmPiuktMU6bdzomi\nkJ2dYwQh4uCgYG9PJI4nWwOQPRTlAkl6iWka7Owc4LqX2/WksVxecnT0c371q2e0WiF53qSuLUTx\nEkXJsG2ZIFhhWQZVtabZ7KIoMUGQIssamqYgCJfo+h6LRcF6HbOz0yPPL8kyjd3dA25uFMLwFtet\nsO0RWbaRen333SNc9wpZlhCETeAxjDaXl5eo6j66Dr5/g6YNSJICQQjRtA6u6+P7K0RRwbL6n7tn\nXq/zt3sx3nb4usMPA3eZ9dfED+Fp77syhq/bCfu7xrHpkE637yWSpibX1wFh2MJ1VabTSxRlF0HI\niKIlde1gmjLdrke/H9LtNlHVJVWlo6oN5vOAqjJoNmskKaXR0FkuY8KwII5V6hoGAwPXDVmvVzSb\nPfJcIgzXNBo1hiERhiGOo/D48QWnp2viuMf1dUmWacTxAsvKcZyNJngQRCSJhiwP8bxrTFNDlgN8\nv6AsB0BFHM8QxQHrtYeuR+zvtxgOlwwGFY2GhGForNcxjmNtqVYVtp2i6zXQZGfHwDRDHGeE4wiM\nRgnvvNPl/PyKNO1SVW1OTz1keY/b2wWybNHrGbx4scL3NUzTwPMKJEkBsi01qsayFAShptNJabU2\nJxuKUvHag1tVVwyHNqoqv+kZyPOSOI7Jc4kosgFwHIEomiNJHpZlIIo6jmPRaFRAQRxbZNmAsiyR\nJIEw1NH1FoIQYtsFg0GLulYpS535fImqOnheTpY1qesMKGg09nCcGFVd0W5r1LWMKGaUZYnvbzJW\nQQDQiCIBWQZJqikKkyyrCYKaulaJ45A4higacnEREscNBMHB8z4GIkDHtgfMZj5ZpiCKGUVRo6oZ\njUaGKFaE4S2OY7Be17x6tQCGpKlGGHpvtOrfPoWaTj0UpfFmzSuKseXWbxr5ksSl3Tb+4Hvxu4jv\nyj71dXGXWd/he48vzoK/mU7Y19l5GKbbG97cNn8JCMKA09NX7O42OTzcxffPkKQVw+E7ALx8ecN4\nPOaTT1xubgqSRETTblFVk07HJop8dL1DHJeI4gLDKDk/hzQdsFpVrNdTWi2bRkOl3a6pKgnI+OST\ngI8+KsjzQzRNpa5Tnj8/Y70eEEU67fYt/X6Huh4jyxJheM3OzgrLajGZiEynU6rqAYLQpa5zomhJ\nt7uD5z3B9z2GwwPW65h2e8jLl+dkWYM07aEoU2S5RJIOSNMc14Xp1Ocv/qLJfF4hCBLtdpsXLyaU\n5X3iOGc2i7GsfTzPx7IkFouK6+s5ZTkiyzKur0ssS6PTuaHbHVLXBlG0xDRVTFPFsiosS6OuI0zT\nIooSBCHk/v32m2u04bUnOA5YlsKTJwFZVqNpKpPJnLruIAgtVqsSx8kxDAUQEYQKXVfRNI26TrHt\nJvfuZRiGC0Bdd6jrCkHYdG9XVYquNzDNNTCjqgygiSRdMxqJWNYJ0+klVbVLGE6pqoxWSyXLQkBj\ntaoIggVpKuE4m36AqopotVqk6RRBGGCaGpPJLXHcRRRNVqsLRLG39R2/od+fU9cmvh+xsyMzmVxx\ncrLHYqHw4sWK8fgh5+evgIiDg3fR9c1DYBiKTKcrAGYzEdPMME0VsLYlB+2t+dzUyJtNBUW56yj/\nvuMuWN/hO4XXGzbwrVBWNkHbAyxAoNWqEIQaUazZ3QVdTxBFi4ODEYvFijT12NlpU5ZNDg50FouP\nGY979PvN7ZF2Tq/Xpder6fdLfvWritVKI0kG+P7HqGoDVd1BFHM0rcQwQlx3c5w6nYaI4iGg4vsZ\nQRAgyyOSRGM284ERV1dzRqN9ssxH01QOD9/j6dNn+L6Kqj7EdacIQo0gjOn15gjCJbb9AWn6ilev\n5hwetri4OCOKHtLtSqzXryhLjV4PikLFsgw0zSeOGyyXAaYJhtEiilKgpq4Lqkoijg2SJEKSlrRa\n93DdKWkqAgLjsUaWJQiCy8OHLUxToyiiN3P+9kPXZwNy+3dcn81pwv5+G/Dw/QnN5oi6VjAMAVUV\nsawFu7sFhqFhmm3CsGS5XNBs2qzXM4ZDlVari+eVnJ5OcV0F35dZrUpM06YoXDodm0Yjpao8okjB\ntgc4jksYpjiOxXK5pCh6CMICKKnrHUwzI00nyLJDnucsFnMMA2TZIUkUGg0b31+wXq9Q1QaKohME\nn+I4XdrtFpJ0xWh0xGTyMVU1JssErq/BNA/5xS9+iWEc024/4OXLUwRBY3/fxPMiRiP1zRzNZhFh\nqBME7S2dMKbfN4jjJaB9bs5/KBnpP3XcBes7fOfwbas1HR21iONb9va6gESSBDx8eIAo+kACODx/\nPqHVGlIUBnFc0OkkrFYL7t37EabpU1UyVTVmuTxH1wv6fZPFYk2zuYNpLlmt5oC99ZdOUVWYz0s6\nHRFVbfKrX/0CQRhjGBlFEbNapRRFjG2riOLGYjFJAlqtHS4unuI4Aw4PDc7P/wHLOibPA5ZLkKRd\nwvCUuv6URkNGEO4TBAJlqREENrNZTl1bpGlOHHuMRkN0vUTXzxDFMUlSoygmWbYmjgveeWefOF7i\nOAWWZfLsWU5V9YEVQXDOcHiMIMSMxwpJouG6K1S1CRgIQvImsxuNIE0rIPncQ9eXXd/XvQumCScn\nAy4uRBaLFFV18P01WZawu2vR7cpYVgEUmKaFZUksl1cYhk4YylxcbKh0da2QpjqiKKJpCXGc0+02\nEYQYz1viOG1k2Wdnx6DVGjGbfYJpHmEYsFgkFIVMWQYURUmWrXCce5SlT5p2SJIlsixi22NE8ZrV\nykAQBJLEQFU12u0FSZIDa5LEZ3+/zatX15hmgzxfIUlj0lRkOp0wHB4znVZ43sc0m/cxTYPT0//M\neNzC8yR0vcK2g621po4gbE6hNjV+l6Oj9h/9oPt2zfsO323cBes7/GDw2vzgDwkG9+61mUxCNuIT\nPebzGb1ej/Nzj5cvPRTlHkEQYZoFcZxzc1MQRSrz+YyDAxnDkAGP4+M+s1nMs2dTqsrC8zLW65jV\nyqCqdnDdCRvTBglF6fD48ZogeMxiYW4zvSl1LaHrG2MKSfJIkj5p2kJRLrFtDcMY4/s+n3wyY3//\niPNzEbDpdCKurgRarT6dzhQQCcM1slyQZTpRtDl2r+uQqjrFso62NeOX/NVf7XN2NsP3bRxHoNXS\n2dnZIYoSTLOD4yQEgcfubpck8RgMIjqdXeLYp9t1MM0ms1mMYZTUdY0gxBweWtj2RgN9Z6fHbPbN\ncHv393vU9Q2PH19RlnuIYkWaThgOx2+C0uts/ejoAICzsxlRJJEkGUkyIstyZjMPSSppNg+IYxfD\nSLCse8RxwM5Oh52dEMNY8MEHAy4uMoqiIM9TJpMVtj1CEEKKYra1D+3geSWS1MRxQiwrJM8dZFml\nLNcIwpi6DhGEOZJkEUUBSdLh2bMa2wbIaLVMikIkjgMUxQFqbm+vCYIOWRZTlhccHz+griPW6zPe\neWefKIIw1AlDnTR1Mc0Cy3p95P3HBd07DfLvF+6C9R1+EHj50qPbHRDH+u/deCaTiDD8zbK37RjL\nqhiNukynPqYp0WwauG4GyGRZiq7Dq1cZqtpFVUum0zUnJybd7kbQIo5lPC/C9y/xfZX5vE+e11TV\nBYahUlUDVqslaXqOqtrMZhsp0CiaIwhtRLGi213TbNpkWRNRvAVmjEY/QlESkuSWOI4Yj9/HtnNs\n+5YgUFmvEyTJxHFK7t9voKoBv/71SyRphyzbwfMWeN41jcYJrVaKpl3SbBq8//4Dej0By9pwteM4\nQ9O6vzVPMb3eiCjyMAyBg4MhghACEnW9OZIdDDac5TCM36hvfRP4ot6Fe/dMokgmSWa02zaG8eCN\n2crr17yNfr/Bel0TRTbLZUoUXSFJI3RdJsvO6Xb7yPKQKCoZDAYIAgRBznBok+cTWq0u63VMGPpk\nWRff3/D+DeNnVNWMPPdoNKytx7ZAFF1hmkPKMiaOE8qyAEyCAAxD5/i4wnVl0jRmb09CkjoIQsF0\nekldK+h6A8+7xTBMNnXxM2x7lzwXiOOS4+MPiOMJuj7m+vqC21sB2z4ANqI2lmW/Gftvu3X1+5/3\n37zTIP/+4a4b/Gvih1AP+r6P4fTUJQi6iKLBcum/4e7+dhd5GKZcXkKWmdzcFPi+BNRkWYbvr7d0\nqAZhKBEECVkGkiSi60tkeY/VKqSuRUTRQlHOMQyLMGzz5MkVV1cmQbDLfJ4SBD7r9RzLatHp9AnD\nK6pKxfMEZrOUND0kCDKKQqauwbYlms0usiyRJB67uxnHxy0EQcDzNnVIXW8Thh6tFuztabjuLY2G\ngiiWxHFJu91nuVxgml3yHDzPw7IUiqJLnuf0+xqWZdPtyhwd2bRaMr1el9XKw7Z3t/afLvv7TeJ4\niWl2AGg2dRRFQNNChkP7M5317baBqspYlva5uf66a+q3PycMU8qygeOYKMrms+LYQ5JaX8jJ3/w/\nGZ6X4XkBlqUSxzNaLZvBwKAsg6215yYbluUE2464vvax7fe5uUm5upqTphpleY80TQGdRkPCcSY0\nGiMaDYEwvCGOHUSxhe/PmU4T4AFJkrBcntHv30MQSsDaKufVqCqAQVXd0myqaFpFUfgsFjqKMqAo\nNl3iptlElq/Z3R1jGBWWlXB2lhEEG454nt/y6JFGr9d+s95fd4hfXWW4LsiyQVUViGL9mfn9NjTI\nv2183/ep1/izdIOfnJz8JfA/PH369G9OTk4eAv8LG0Lmr4F/8/Tp0/r3vf4Od/i6+HyGYL5xNHq7\nHreRE02JIpM4Dqhrh9vbFVmWcnoaoesOBwcjZrOPGQwOGY2a+P4MKGm3da6uXG5uLBTFRNNiul2T\nNF2zXgc4zh6+HxOGCTc3CkWRI8s7nJ257O8vaTRsnj9fURQ7pGlAlt1SliayPKQsb0iSjcd1Xa9w\nHA1F0VkuZeL4CbLcQ5I2x6KuK/HkSY1pLrEsiyDQqWuNODb4+7+/ZHd3COQEQUFd25TlElHso2kp\n7baNLNvABIgxzSbz+RrDsIkil253k9EtFjfcu9dmvf7NHJumhmX95lb+U2Vfb3/OYNBgOp1t6+eQ\nppfs7++++f0XZYa2LSEIOTs7TXQd6lpF1zdzE4YuSZKTJDJ13UMUc9J0iWG8AwgYhogoOnS7I4Jg\njixbqGqBpp1xeHhMEMyI44JG44QkcamqGkUZY5ohYXi6NXM5JIqesb9/SFUNCIKPAIdWq0cQrLHt\nBqpqslrlDIcay6XIanXBaHRAURSU5Qt6vX1ubhZ0OjlgMpuF2PaQstQoipA4/k3w2pSBFKJoTV03\niOOM+XxNt7tDGM4/MzdflXlxV+P+8+ErB+uTk5P/DvhvgWD7o/8R+O+fPn36H05OTv4n4L8G/o+v\n/y/e4Q6/H6apEYab+jPAYjEnDFvM5wIgYlkx/f6mOzmKSuJY4/nzG1TVZDZbM5sN0fWILLtlb+8B\nQfCSVstmd9fi8eMVl5ceL164VNX7tNsGup4Rhk3CEOq6ZLWKtt3DH1GWB1SVTlGssCyHKDql0bDo\ndHTOz09pNg+ZTGpkeXMsresFjtNgPv9P3L//DpLkkOc1y6VPt2ti2z1cd4Ysb/TBs2zGeLxDEHh4\nnoSqmlhWhqqq2y7nHAi2x7AaspzRbDr0ejW6fsX9+xr9vsFsFrFcbsRc6lqh291svobR4bWIydsb\neRgWhGHKYND43Pz/qfD++12m083Rt2V1P/NA8UUIwxRdb6PrEMc+/f4ORXGOpq0xTZ261jGMilev\nPkXTmqTpHp6nomkrut2K3V2TLAspigbz+QrDuKTXu09dK9h2TlFoZFlFs2lSljlhuKKudRxngOfd\nIooxjtMjjiMs6ylHRyKSZCPLLzg5eR/fT1guV7iuw8XFcyzrHqa5Q1FMabc3gRxkHEcky+YkiUS3\ne0CWeeS5h6IMWS6nGMac0ajL6anLbGbjuhmuO2M4HAA1k0lMu/3ZeYE/nnlxV+P+8+LrZNafAv8N\n8L9uv//Z06dP/8P26/8L+NfcBes7fMt4nSH0+xa6nuL7N3S7XWYzgbrWcd2IOLaJ44S6jrGsFN8P\nqWudNE1xXbi4WOM4HdK04vT0nHff1ZCkAf/+3z8Fdrm83PhWG8YtsuxxfDwgTTN0XWI8HnB7e856\n7dJo9Hj69BRFOcQ091BVj3v37uG6VzSb99nd7XB19Zx+/4AgmKDrMbreI02XDAYnXFyENBo6luVQ\n1xKm2WE6PSXLhlSVzmq1ZDCwsW2DoghoNiV0fY5lyRjGIZ53TZ7byDKoqkK7PcCyXNrtTafz0VGP\nwaBCEGLmc2i3+1xdrYgiBdNMMc0C0zTZaG7/ZiM/PY3fZLTT6Yz33+/+7gvyLeJ18+Bv6F2/PzO0\nLI049gCT3d0mL15cYNs6nhcTRRtedlXl9Pu/ydAnkzPW6z66Lm4FcQwGg4zZLNmWKjTS9JccHv6Y\nNNW5vv41irLD7W2FLJfEcY7nlVTVDkkyoSzbnJ8vODiQ2NvbZT5fMx4fcX09odPpEQQu06mOrn/I\ndPpL7t27j+OorNeXtFofIEkLGg0Zx3mErruI4oK6tmk0DETxmt1dA9PUODubEQQ2V1chcdxkNgup\n6ynjsc5ikdFuy9vxfbWAe1fj/vND/KovfPr06f8OFG/9SHjr6wBococ7/AkwHJo4TsJ4zNaCcIMk\nSUkSmSTJWS4joqhNFMnUdcU775hYlkuebww9ikLg4sJjPi9RlCYvXnxKlh0xn0fEsUWSjFmvm5yf\nSzx58pINn1VGFFccHjY4Pja2PtINdF1CEAoUpURRYlqtLnF8SV1XtNt9VPUxnU6fJOlveb+7+P45\nmqZTFAFZtkJVM8rSp98fYlkVpulhGAZR1OPlyzmtVpNOx2M4NHjvvQGS9Bhdv8FxBBynZm9PZW9P\n4PhY5G/+ZsTxccnRkfBmc9b1zTx1Ohqi6COKPv2+uQ16mw34dengdaAGqKr+G1GOPyUmk4j1Wme9\n1plMNqckr6+74yRfGHSCoMQ0FaBmuZzS6RTEccntrYHvt0kSgzRN6HQKRDFktYoYjQasVmcIwi2P\nHt2j3+/jOB5/8RdNTk5arFYvGI9/zmKhcXp6SrM5QNMmHB5G7O1lHByAZd0iimtarQPm8yWCsMdy\nWfDqVYiq9lgsPMJwwenpL+h09uh0XMBlMDimLD+l25X48MMuguBuewcE4rjCMDSOj1W63RXd7or3\n33dYLGLOz3OePo35+OMlrVYXw0io64jT05dcXxeEYZvHj93fEXDTz83bHb6b+Ca7Caq3vnbYKE/8\nXnxRl+L3ET+Ecfw5xvBN1r/6fYcwTOn3HTStRFVhNnNR1Q6qCrreptNRt5aFfTzvnAcPHrBYrNF1\nBXA5O/MZDO7juumWSpOxXIb4/oCqUrBtH7Bot0v29myCQMI0F2jahusqSWMODjokyQsUJefgQCfL\nFkTREXt79/joo19QVUMc5wPW6wmtVg/f90iSmmbzL4HntNshsrwxvWg2C2xbYDSSSdMWiwUkictg\n4LC7q/Hhhw8QxYKXL8958OCI+dzixYsn/PSnH3J5OafVivnLvzym0bjir/7q0Zu5Mk2VLCuZTqEo\nLIZDkf39hKMjBcsafmZe63rjHPXZuS7/oPXyTa2pMEzpdN5+LxvT3GTZv+szXr+m04HTUw9V3ZwG\nzGYe4/EBnhejqpuser3+hDw/JAgaTKe3qOp76LpCXacIQkmno3F4OODZsyscZ0Bd1wRBgK7v4XkJ\nitLiwYMmi4XAagWqKrFYBCTJlG53gCi6mOYeVdVivV4CIp3OMVdXn3Bzs6bb3WexuEHXdxiP79Pv\nixwf66hqTl0LdDoN6nrF3l4fy9I4ONgos338cUSWPeDVq2s0bUCaiqzXt4DCamWTZf+c8/Mpg0GF\naQ4IwzWGsZmvun59jZQ/6P7r9x1ubiLqevNQJAgROzu9r3Q9vw5+CHvtV8U3Gax/eXJy8l8+1zDg\n5QAAIABJREFUffr0/wX+K+D/+bIXzGZfUnT6HqDfd7734/g2xvBlgfjt4zhB8L52/Wsyieh0hiwW\nAYIQoqoF9+6JLBY3gEEYGjx//mKrCS2iqi0mk0tGI5H5vOLyMqPVus/19QvKcsxoNODi4v+mrn+K\n708oy2jbFe1TVXt8+umUXm/I9fUNVbXPzY3E1ZVHXS/p9xv0eiVV9ZydnQFZVuC6U/r9Ey4vXxDH\nXeq6Q5out8pXOZrm0mzaWFaTdjtEkkr6fQNd97m9lUjTLlHkI4ohjYaJLK+Q5SZRlNNs3iNJEkDh\nwYMPCIJPeffdHr1egKY95+HD0eeub567TCYSdW1iGBWzmYTjrD/XbSsIAr5/9ia7FsUZ+/vdL10v\n3+SaCsOU9Tr/zM+yLPm9ncGvXxNFGUmikWUpSZJimg63t1dYlk2WrZjPE3S9zXI5I44TdF0nSTIu\nLjIuL10sq6LRaPEf/+NjqmpElrV4/PjX6Poj5vM5igKmeY+Li2eMRg3yPMF1BWRZ30q5euzuKti2\nQZZdUNcZoriH54XI8iNWqzNct0RRdlmtzghDgaurijxXUZQhQXBDr9ek21XJsjlZtrmnXr2aMZnI\nJMkl0GU+jymKkOl0gSS16XQKikIDetzeztH1HrPZAk1L0LQmINLrbUxqXt97X3bPyjKE4fzN3/yp\n970fwl4LX/2B45sI1q/bRP8t8D+fnJyowMfA//YNvPcdvof4srrYH1P/+kOy799+vzCUEcWQXm9A\nr+dwfu5xenpNVQ0JAmWrGS2jaX3S1CVJIhoNi/Pz5wwGJ1RVya9+9f/x8OEHXFysabUqggDSVMey\nbK6vPUyzQxieMRg85NNPZ6zXFkliYRgxipIhihd88MF7LJciWeZT1xupS8sycN0pUbRDXedomkS7\nrSHLSx48aG+Pv2ssy0aSGiTJlJOTHZ49e0673cey3iVNn6HrPRaLFYIQYRibilOe36AoO9y718Oy\nPN57r/s7582yJDqdzXUxDH2rO+194d+/3dg1GPzp69VfpXP59WtgQ+fa1OMlqqpgZ2fTcNbpbLTF\n47jBauUThjmy3KYsXxDHKZJ0D12X+fWvX9Bs7mEYG573zs4hp6evgCaW1eT09BRJcojjhCBwaTTe\n3/Y0eMiyiGnW9PsejcZGA+D/Z++9luTIrnTNz93DdXhokRqZkCVAstjkdJuNnQu+wDGbBzhm80bn\nZh5kHmDmovvYDE8LctoIliAKQGoZyj3CtdxzEZFAAoVCFYtVLJW/GSwjMxEekTt877X3Wv/6/8Ui\nXRmf5FhWA12PmM9PkCQ4P2/ieQVCpMAlDx5skiQ+Z2cxSVLQ7a7x6acBrmtRlgMuLz9DVR18X0aS\nchqNLnEsYRg5QoQIsVSXm0wOGAw2iKKSJIlYX3ewbQUhTMIwIQjKl+M7Gs0YDKy33gu3NervD39T\nsH769Okh8L+uHj8Dfve3v6Vb/JjxtxJRvszy711kmGVLlky3u9RNFsKmXpeYTCZYVgMhLIbDZd0v\niiQMwyZJYDxeADb1ukkYjtna2mY+D/C8K2x7h8tLjTxfsn1Bol6vWF8Hy5IoigtkOcB1JYRokiTz\nVR9tRVEkdLt9ksTDNOs4jkMUjZEkQRjKCLFFWc5oNrvYdorjzGg0BkBEnodI0iZVZTGZTDGMDicn\nHr3eFo4jk+dnDAYNkiQlDG263TrPnz+n2XzAcLiG73/CBx+sMxhsfGE8b8K2dSwrfyMAfvln9H2y\nwOGbacYvn5MiSdMVyx3q9Rm2rTCZhIShSRC0uLjwUdUGQkxQlBNsuwZUtNslw2Gd2axDmkrk+QzL\n0mk0IlqtQ5Jkj8tLn7Js4nmXKIpAVdcIw6dsbLyPLDexrAsePFD54AONtbU2o9GI/X2PiwuDLJMp\nywohakiSTBCYLBZztrYsFgsbVbX59NMRqqqgaW0ODhaY5hlV5bC7O+Tq6oqtrfc5Ovr/kOV1VFVH\nll2KoiSOexgGhOEf2Nx8yNGRQlXVSZIUaWkdRhSlTKc+th3R6WwD1/OnixApth3dMr5/QLgVRfkb\n8VNo1P82/4abYgtRtLQVrNd5TWzhph0iLANFu22+0/IPtLcKnSwDuoPnLdOeRWEgSRGtloFlWZTl\nFADHaSFESRAkRFFEFPnoep2ikFGUGoqSMZ3meF6AJDVJU4U8v6IoNsjzOboOjiPY3Kxh2w4QIklt\nptOAotA5P8+I44Rarcl4fEmj0URVTRaLSzqdiqLwCcOExcKiqip6vRaSJBgMYoZDE0kS1OsVpjnA\nMGzi+AXzuYSq9lCUgslkKStpmjp5XsNxagyHDeK4wnFaGMaMVivn4cPNl+N9czzfLhqSI0kVmlbQ\nblffqoXidzEvNK32V4t2aFqNdtt8KbAyGNQJghLT7HF5GbC/L9C0BkHgYdsa29sVrZaJLFvIsoRp\nmlSVhe9/zGCwSxgKLi5esLHxa46PR4xGPmEoU6vdIUkqiiJC06AoLuj3Lfp9hTt3umxsCIrC5f79\nXWQ55eLCo9kEx1E4P/dQFIs8FySJgaIIdN2kLENkuYYQdVx3zGJhr3y++wTBFR980EbTIh4+zDg9\nnZKm64ShSZbltNsx7XbIvXvbBMEcVd1lsZhRr9eo1STCcMJkojKfm0SRwnweY1nySsseNK1EVc23\nzrnvCz+FtRZuLTJv8QPBdfpxNJIQwkaSIoKgwn6do/SFk9KbJ/K3Wf69iZvP6feXQTDLFvR6r2pC\n/X6DqoqZTDxAI8siFCXDMCSqSqaqahwfj9G0giyL6XYd8txkNovodDpMJlMajYp6XaUoBFdXl2xv\nm2xu6sTxGhsbOfv7n6AoQ/I8w/NAiHWePJkShh2CwEaSJkTRGotFQVEYCDGnLH3q9TaWpVGvK2xs\nNEhTjTxPCcMJs5lNkqwhSVMePapTloJ2O6LZdHDdmE7n9ZNut9tYWSV+cWzg7RmO65Pn9WfwU8ZN\ni9Trcel2Tc7OIE2XHtlBoFFVKnfu6DQaMeNxhm27mOYlv/nNr0jTAEma024/ZD5PaLXW8byIIAiQ\n5QBd36IsD2k0FAyjQNMO+cd//AWSFHF8PKLfX2M8ho8/PkXT7pOmEa67wLIekiSH6LpFllkrBbyE\nra0F0GY200jTDp4n6HYX2HZCs9kjSRJse4FlaWxsPOD01KUoHIqiBUxwnCFCaNy922B//4q1tRaW\ntbQmlWUJ37cwDJ2lXazLdOqj68vNrmX9uL2vf4q4Dda3+NZRryuEoQwsa3PLeugXU+Fvfn+9a772\nQP4yy79rLNPf0svnbm93SJL5y99LUkgQgGW1sawFh4cXDIfLdJ/npYxGLnmuU6v1mM9f4Dg2mlbi\numM2Nu5TlmesrUXcvdslzwM+/3yBEA2iyGAyqeh0CrIso9XawHXnGMYGrjshCEzG45ww9Oh07pEk\nHktxC5vx+C/keZdGo4MknWLbCltbd4EFadpZsdUd4niBpp2zvb1Hkvi02zkbGzW63Rrdrk0cL72V\nLatEkkIsq/faON1syVnaXYLzFl7Lz7sGKbCsHNM0GQ41RqNLGo02lqUgSYJOx6bXq+j1FIpCIkk0\nDMPh/FyiVjPRdTDNORsb28xmJ8iyRLvdxLLOWFsbMhjkzOcJ43GOpt3j8HDBZPIUx/kHnj+foes1\nhsP7RNE+9bpGWbYpihBVTQELaJIkKlE0Z7HI8TxQlA62XWCaMyQpYXv7Pv/2bwd4XoWqGqiqIE1z\nksQginTieMYvfnEXzxsDMd2uYNnKJr02Ep2OSb+fUlUzLGupoPJ1uAE/dEWzoihwXZdut4ssf+NO\n5R8EboP1Lb4T3DzlvQvXkz0ISsKwWp0AI+r1mMFgKdABXzz5LdPfTY6PXWazZR16sZhw755GvZ6s\n/peC7xsvn1Ovb3MtB+D7IXkuGI0u8H0N0xwQBFAUCqZZkGX/wdZWk1rNIQwDFgsN3x9SrxssFhFJ\nYuN5f2ZraxvbNlHVZwjhUFUK87lPrXaPPHdJ02OGww2qSmI2O8ey3iOKxqTpjE7nHnGc8Kc/BRhG\nQr1+Sa+n0etZKIqKYdQoyxTLqrDtGdvbe6uxCFd1dm8lEtL9Qj3362Y4fm54fVya6PolUNHpwPZ2\nlzjOkKSYTmeAJEU8erRGr9fg88+P6HY3gJzpdEYQ1JGkBnfuqIzHf2Jt7Q6TySGy3KXZXKcoTtH1\ndebzEiHa+P6cySRjOt1isbiiXi+QpAFVdU6v55MkFnF8Sb/fotm8g66HSNKYKIqAJpIk4/tT6nUN\n09xiPj+m0xlyfDzHce4RBKcI0URVKzqdmM3NJpbl0Wo5nJyc024PiWOPOA4xjBZlKXF8PKLRaLC+\nXsO2Q3Z3l4z/r8sN+D4UzZZtcz7j8ZjJZMJkMmYyGTMej1aPX/+Z67oIIfhv/+1/57//9//jO39/\n3yVug/UtvnV8Xfbu9WSPopQwlOn3TaIoYTJJse06vq8hSV/OJo+iDNNckmYgxTA2efr0Oe+9ZzIY\nNL4g+CBJEZ6Xo6pDzs8XPHs2QZL2mE5jDEPm8WOTqhpzfu7R7fY4OalotSY4jsThYUGe/5LZbISm\nReh6wp07O/h+jOeNaDQe8+mnT4iiHYZDm8VigaLUEcLF9yM07QLH2SCKKnTdRte75LlMUcjM5z6t\nloNlKSRJjGlmNBp1JMnHti/Y3FR5/Hj3rQH55pi/ia+b4fi54ea4/PrXQ46PPSwrptdrIEkCSZII\ngvS1VPBvfjNkPHaxbZOPPtriD394wX/8xzmmuYFtv0ccuxiGIM9NkiSnVttACGVVu7Y5OsoJAmnl\nNR6zttYnjkdU1YJm8yFZdkmjAZaVk2Vz8lwgxDbzeUgU+XhehaL8mjC85Pz8Gb/73Saz2QJd75Ik\nKffvt5jPPUwzZ319KRlrWdLKb1tDlhcrmVmTKAIoGQyaZNmUsgwZDF6puH2d++PbVDTLsozpdPIy\n4L4ZiK+D8Gw2YTQarUxV3o12u02v1+fRo/fp9fr81//6v/3V7+uHhttgfYvvBF/F3v0yAw5YCphA\nuvr5uxeBOM7QtCaGkXB25pHndUYjgRBLJuvNU1SSHGEYBsfHH+O6MlE0wPcTarUWWSa4uhqzuSlj\nmpssFjmyvLkSDgmwrDVOTw+AO8CEra0R6+sdLi5karUuUbSg2XSwrBhZ1tC05QbEthUUZcydOxa6\n7hMELobxCM+TiKIDwlDgOI8wDIHrHgM9FKXEtl2WaW5lxSJ/5dP916Qev26G4+eGm+Oys9NClufY\ndvLyXhUiemkF+mqz2VjdPy7N5oDBoGI08un1BsACw/iIovCo1SwkSaIozlhf3+Do6E8oyq8pyylZ\ndkmv9z6ed0Kr5XHnzjZBELOzs0YQxIThgiwrV+I0EbVaSVUJLEshDM/R9R7Q4fT0L+zsdPH9amXn\nKmg2Lba2JKIoRwiLTz6ZMZlkPHq0SxCcsrkZI8RyA3JxUZEkGr6vE8cOtVqN0Wj6rUjJCiE4P79i\nOn0VcH3f+8LJ9/r7+fwr9bMwTZPBYMCHHz6m1+vf+Nej1+vT7fbo9wf0+306nS6qqn7lNX9suA3W\nt/jO8HV32a+MOJa345sElzeD0/XJ3bKWfc2yPMXzZGq1FopSMZ0usKzGqm2nQJJk4thjY2OdFy9C\nLi4yXLeF6/bI84J63Qd8VNXm7OyMLFtjbW2LKKqQ5Tae56JpGtvbDa6uTtB1bdUmNUNVt3j+/Iii\nsJHlx8xmf0SWKzRtiKKcYxh13nvvI+L4nKq65KOPPmI8vqLR8AhDjTCsIUk+eV4gRJPZLGA6lZAk\nEyGWTkyjkUkQxOzulgBfO/X4TZ2Vfup427i82Zp2vdlsNlVU9VUm49NPzwmCLQ4Ozjg5mWOa9zg7\n89E0gW3PybKUPNfJMggCg8VCpdsdMJnss7Y2oNPpURTP2d21aTR6pGlKqzXE8xZEkUSn0yTLfLLs\niqKwyHMV35eoqgaKAmn6gjiGVqtFFKkcHZ0wGOySpjkwoV6XsKwmH398ymg0ZDbLCcMjGo0u87nL\ncOizWATMZnfx/ZAw1Kkqh9ksQQiHw8Mx/X7jCxtDWa44Pj5bmeR4TCYTDg7OmM3mzGYTZrNL5vMp\nk8mY6XRCURS8C7Is0+l02djY4Je//Ih+v/cy4N4MxNff27b9kxFF+aa4Dda3+F5wc8GMopR6PVnV\nqCEIqpdyiJPJhF6vh++/HpyuF9O9PVCUOdNpHcdRODqaE4YtxmPBdDql2+0xneaEoczWlkaanqNp\nd8lzl6pKyDKTxcKn1wspywn9/oD9/YrDwwtarQ5pOmZ93SZNF8hyDctqI0k+zaaDEIKnT/9v4vg9\n0lRjPt+n2XwfWb6iqp5Trw9ot9dx3SmW1Wdrq02ef8777w/wPI3FQuB5JWG4jyxvk+c6jhMgRIf5\nfBlElvKWEMc543G1It8tx+brpB6/SX/yzwFfZ1yuTUOuiY9hmNLt9jg9HSFJFqDy/PlTOp171GoD\noujPNBr3CMMFmgaNxh087zmmadHpqEynC8IwYXvbodGQ8f0RUVRSVSlCGFiWg20XJEnOdCpRq9k0\nGjKqGnNxcU6eD4EdZrMrPvmkWvEjBgTBCXfvbhPHa5yeXqHrEpeXBtMpeF6XIBgxnZ7x/vsdTFNw\nerogDJ9Rq0nEMXz66f/Ds2enpKmPac4oioDZ7HIVhGfMZmOiKHjrGN1Eve7Q7Xb54INf02r1qNeH\ntFp91tY6rK2t0+uZbGyss7OzRbvdRlGUHzxB7YeE22B9i+8Nw6HF/r4L2AhhMxqF7O21se1lbTUM\nU3q9V/rDy/8zf7mILlWXmnQ6JlUVE4aXqOoaUQRZdsD6+honJx6zmSAMu6TpmM1NiYuLCZZl0ulE\nnJ0doOtNkqRkOm3RbrcwzYwgkAnDF+zubmMYC+7cKQmCGUI0uXt3Dd8f8cknLoryIYuFShSFaFqX\nOPZoNnv0+1skyYQg2GdnZ0C9LmEYJZ3ONnEccHFh4TgDOh2QpDN0fUa93ubOnR2EKAjDYxynR1WB\nJMWYpsY12e6vxe1C+HZ8s3ER6LrOeBwSxy0UZYuyPGV9vUmem8Alg0GHPJfwvCviuIkst1gsjpHl\nDMtScN0LwlAwmVQYxj007QpFGdPpDBHCRNMGNJseUTRGlnV2d/tYlsFolKMoLkL0iWOVjz8+JMvW\n6PXWKYpli2FReJye/juHhzVevDjA8xYUhU+SHPKv/+oRBCPCcEEcT3klPvl21GoqnU6fra09Go0h\n/X6Hfn9Ip9Njc7PN5ub6y1Nwt9vDNM2VzKtBFKUEwZLcKcsLptOIbtei13MoyxBFUV7jrEiSy95e\n+53v5+eO22D9M0cYpt9LXTMM09Vrt1+qjoHB/v6Mu3dbLxfSm57F43GEbZtUlcZnnx0hRJ1uV8Wy\nNISIabfbxHFCms4QwuD8PCeOTdI0ZjI5oddr0m53CYI/oCh3V2SuIVW1ALZZLLo8eXLIcNjDtgM2\nNlo0Ghmdzj3q9QkbGzMMI0QIsTr5DFBVBUUpUZQ6SVKhqhVpKgiCiHa7huPUaTZT+n2XLIu5vDSR\n5TH1+q8RAkwzpdNZo1Z7Tr+/nI6djkqjoSFEwXQ6wzAMLKuk35eBAiG+vJ3tFt8dbFtfOWHpOI5F\nrXbFYHAXVdU5OfmMjY1fU5YXZFlJrWYTRSGKMsB1D0mSHoZRI8s8plPIc5NW6z2m00vK0qTVqgPT\nlT+2Rq8nmM2GRNEVz5//X4ThhCjSSJIr5vMxSTIF5kTRFVk2JUmmlOVXE68Mo41pdul272JZvZVo\nzH2azR7N5gY7O312dw3W1tYZDAZIkkQUpVRVg3r91VrhOG/P6NwsUYVhyHSaEMcyUdSmqgRCxPT7\ny023EM23zv3b0/bbcRusf8a43tlqms5s9rebafy1rxtFEpOJtyKUXcN+jUw1nV68lIoECcvS+Mtf\nppydtYA6phnw4MG16QVcXk7R9S5RZHB5+Z+rNGANVbURIiHPXSzrN2TZEYqy7GdV1S10XWY+PwGa\n1GoZlhWTZR1UtYYkxTQader1FCFSZrOKyaTg8jIljnUc5w5VdYBtj2k0OqTpMba9Sb9vMBxmrK0V\nXF0FK/cuA133kaQRtj1Y/lWSz+5uD103SdNL7t5t02yuv9zQQLLKJlwbLtymtb8v7O21mU5P2Nnp\n0ett8fnnn5GmCkGgc3HxjEeP7rNYSJTlpwyHKpeXSz/totDwvBlBMCUIBGH4Z87P/500nZOmI4Q4\nRJZHlGVKkoyJY48sm3/l+5FlHV1v024/otns4TgNNjY2yDKFqtohjrusr2/SatVRVZl6fRPHUZEk\niTQN6HRCFGVIu60TxyVJktFuS9TrMqenY9rtbUDn4uIFDx5sAV+9SbwuMchyjiSpTKcSur7Un4+i\nlCjKqNeXj98UQtrf9172ef+92sF+LLgN1j9TfF9m8m++bpKkCJFhmtoNYlnC1VXEaCQjxAaTiYcs\nz+l01phMFkRRA103yDKXqupwdjZlezul2+2wsbHO+fkU31+mxJ8/j6gqnVbLwvNc5vOIojCo1To0\nmw5l+YKytMgyCUlaIMsFkpTR798nig6R5TobGzUkKULXO8RxzvHxiCSpkecKeV6jqj6m39fQdYuq\nusJxOiiKiyzLqGoH1w1YLHrYdosgWKBpe8jyIfV6QaulYxgyDx/2V2z4JuvrFlGUvUz3v4nbE8f3\ni9/+dhshzplMHDY2HP7lX/5AWTaIohEnJ/9MreaTZQd43oirqxlpurTLLAoPeDfxCmR0vYFlrdPp\nfICuN2k2d7BtHUXpIEka/X4bSdoljvvoeh1N0+l0SjY2ZIQwkeU5qqoznXqcnzfo9zvY9piqEkTR\nFfCAJClYW4t5/HiNZ88ylp0HCbYdsrPTBSSE2EaW50RRxfr6PaJogSQFX0hXv+0kfP3YsiSqymA6\nDW/M+5DBoEUYusAyVS5JESADf/816ceC22B9i+8F1+mvVmsN1z2k31/HskwkKSQMC8ZjGSHqAISh\ngWWZTCbRqqfaRJJi1tZaXFx41OslptkiilJc18UwbLKs5LPPLjCM9wAJ1z2jKHQkqUEUHVNVDnme\n4DhQVSeEYY1m8w5l6eM4Opo24eHDTSRpynh8yM7OPSQp4uIiIo53ybI5g4HOdHrGYJCT5yHzeQtd\nf0wcxwTBCNPs0Ol08LwzWq1tFosUTeuRZRF7e/CrX0lAhmEsT9hfJq16mxb8+6EsS1zXfdlalGUB\n+/vHq/7fZS/waDRa9QRPVkpy74Ysm6hqF13/EF1vo+s96vUmqtrDdQsU5T0s630URaXXg05Hp1YL\nqNfbpGmTLPOw7QZnZym6rtNqBUwmc+7du8diMSFNJYRI8bwhjqNyebmPYdwnz0uKogIihCiANnt7\ndYLgmE7H5PHjLpZV46OPFJLkAoCqagHL1Hccg23zWuYrDFVGo8VL9vy76s7L+9XD8+ZYVgtJmtHv\nV+zttVfZM4UwvMCyOliWSRzPbmTRbvEmboP1zxR/r7aet7VdjUYzoqjOUqyj5NGjO6s+16UVZRCY\nhKHEbOYiSRVV5SDLCd2uTK/X4uTkAtPsE8cZspzS6aiEYcl8bnFx4TMajaiqTRQFyvIC0xzg+xZ5\nfsZ8XtBs7nJ5uQAiut0hZTmn16sQIiTLTIqiRlEEQEBVtbi60gnDBXt7EoZRI899hLBJkhnr6wO6\nXY88j1epawVJ0jCMO2haQlmOuHPnMc+ePaFWu4umga5fcffuOv2+zNJd7M3PYfiSgfx9qET9lCCE\nIAzDG6pW4zf6fF/1/o7HY2azKVVVvfOailKj1eoxHO6g6x1McxvDaJOmOt3uJvfuOWiagRDv43lb\n+L6E6+bU62O6XQ3TvINhfMbl5SWTyS9ZLAw8b4qm6cCCOG5RVTJZpuO6M2Q5JQhaQANJClksfNbW\n3qMoDtjdXTp/SVKOroPn/YV2e5ejowhVVRCiRlEkOE6XycRHkgx6vSHz+RVh2CEMQZYn7Ox0ODrK\nmE5L4jhamZ+ESBJEkY/rzmi1lgS4KJohRES9riCE/YW683C4bLscjSKePVve20J4bG+r7O21ubqK\nODpa9oIva+AhsrxULAyCkDBc9kjbdn5b6rmB22D9M8bbekm/TXxZoBFC4lr285qReh3MhbCxLHDd\nSw4PVXTdYrGYsLNjYhgWURTx298OCMOUJ0/22djYIY4lnj8PcBwNz6sTRQ612hWappFlc4oiQJI6\nGIYF2IzHJzQaNnt7fer1GpeXEnneoKpaFMUMScpotWR8XxBFNer1HRaLS87PJe7eNWk0DgiCNRyn\nTZ4fouuC+/e3+OSTAMMYoihL5apOx0DTFMbjmLW1HhBimqf85jc7WNbShjEMU+p1hbfJqn5fpYof\nOvI8XylefTHgvi0Ix3H8lddsNlv0ej3u33/wmtjG3t42huHQ6/WxrAZVNUCShi91ps/PL/n444ii\n2CbPEwzjmF/8Yo3ZTDAelxSFRJ6DYczodnV2dixc9z9otVTq9Q8oipiiyEiSDrI8xTQLYESjcZ+y\njJDlS2o1C1gAOu12g3pdI4o+57e/3aSqYDI5ot22SZJzbHsTIXTa7ZRGQ0HXZfp9i+n0km53i9ms\nQJKg2exweHhMs9kBTPb3L+n3HyBESpJESFLBzo7N06cunhdRVRu4bszenkAIi/E4QZIKokh67R6d\nTGSmU5/ZLOHgQFCr7SFJMe12xPa2xWi04OioIgiW4itLBzwZMKgqfWVr+yos3WaVXuE2WH/P+L5v\nxjd7Sb8tfFmggWtjjRghLITQiOMpa2vtl2NxfOxSVT0aDSiKcwaDLnFcMZ0uLQsPD2cIITEYPOb5\nc5fRKCRJOkRRTJq6wBYvXpwRhgmqusVs9hm2DVU1ZDSqkOUOtZqEqkroeka73SLLFoQhqGqNe/cS\noOT8XKMsK4JghOPYBMEZo9EBH330Ppo2ZzY7pV4f4Dg58/k59+61ubq6AjKgQtfV1Qm9Clr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ZmiaR3S1MVxUhqNTeJYoGl1wtCnXi+4d2+H4+MTLKtOmtaQJI3h0KBWO8YwNvG8CWXZxPfn7O+r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\n/V8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F0nv5z07HLpR+Iur1HkEwwfPA8xSuO+H4uEG7bdNqrej3Jf3+klotw7LeelDfBVTH\nMZHSx7YbTKc+g4HPdGpzfX2DECZR9FbaPUmu7p1wNC3k+fMunc7yXiYwX1i8DfS/a0psy5YtPy7y\nMlvOZHKDae7cf51lLS4uZoRhRhhaKOWi62Pa7Rq5p0FMraZYrRKyTAAaSpVZLjcoVSLLapyfB4Ci\n328gxJ0D2Pobx/EhsW0we0+GQ8lkoiFlCynznauUZYbD+TsB6/w872QUIq/RuG4JIVaYZu5ApWkS\nIexivMFkuZSFwMiSu5nD8fgWITxOTgzOzvzCwWuNEKX/v727j5EkvQ86/q2eme6uqu557erZ3bud\nvV3f+bnzOeQScziEgGMwBCKkBBB/RChwh0NkCSE7BFnERgZFwYkUOS+WHIKM4UIcguTI4cURuUME\nATLEcQ6fyNn4yYVd377N9nRPz1tXVfe8dPHHU9VT3dMzuz3TM9M9+/tIK+309EvVVHX96nme3/N7\nKJWmcd0cd+/eJghcoihDtbrKk08+CQTcu7fD7KxZ9q7RyOC6pr53EGwShm2mp6+wuRnyrW/tMDcH\njjPF6uoqCwslrl69Ehfot3Cceba2oFTaw3EaRFGE4zhYlk+h0MaUNh3fjEshxOlJCqnYdr6z9nQm\n47C3lyMITFZ4s9liYmKXq1dn44SxHJ7nMj3dQimben2D2dkF6vUIy7rPO95xCd/fIIqm8LwsQdAk\nk8lgus/z3Lu3Tj7vkstlqVQa3Lgxng0JCdYnZCb7r2ECaoa1tTq2fZlGo0kU7WJZPm+/vU2jsYBl\nhfHdooXvZ1hYuMzt2/cplRZwHLsrk9wkk8HSkhk3Xl1dxnHmaTRy+H6AZUEuV8C2m9j2JL4/wWuv\nvcXk5LOE4QZbW1WWlhaxrCqXL5dZXYXJyfssLV3qKg4QhhXy+edptUJmZppE0WU2N2/juiVyuSeA\ndHnA/ekZUeTiuruY4BxJgBZCHKl7DettzGyXNuXyNCsr1biGQ5OtrZs8+eRzcVGmPRxnD8jgODma\nzXVu3LjKm29WsO15bLt4YOGhpNRxEKxRq9XJ5cy113HaOM7c2BZGkWB9QouLNtvbIXfuVIgiu7No\nu+M4RFGOTGYDx5kkilrx3WQLsHBdU3VkaekymcxGV8GAg6y4yEoO3/fjjO9JbHuXfD7H3bshlrVH\nGD5BGK6Tzc7hujabm6vMzk7EVcemmZ8/WGvv2rVZdnY22Nlp4zg5HjzwyWY9fD9HEARd49tp1WqA\n69o4TpZGwx/rMn5CiLNTrYadXJwwvM9TT83x7ncvsLKyThC08Lwb1Grr5POzRJFJFltctJmZaTE1\nZV737ncvcuvWWlfPHpCqrGiKSBUKm6ysbMQB3D6fHR4SGbM+AZPxbbqrlSrheQ087+BC6yYLfCf1\nSNCZPpW8z2GZ5Mb+naPnOXFwD7Es0wXv+/NsbNSZmSkCFq1Wi1rN5/btgLt3Pd54Y5u1tfXOWE4Y\n1jufVy5Pc+3aDgsL4Dgt5uYC5uamse0clmXmJ5pt2sV1zT4kNxzJPox7lqUQ4nQl14cgWOsE6nq9\nxt7eFSqVDJVKQLk8HY8958jnZ2k21ygUmiwu2n0T2a5fn2NxMSKT2cCydikUJg5kp5fL03hepnOt\nGud8GmlZn9Dlyw6tVg2AS5fK3Lq1RhDQScYql6epVHw8zyUImmxvPyCfzwGmxF4QrFEsHrzj6y4U\nMNup8mPmHhbiqQj5OHki5IknnuH+/XtcuvQEd+7cBKa4cuUKm5tbZLNPAGusrz8gl5sjiszYUXJC\nv/BCiampewRBi2efvdzJAi+X5+Ibg/1u7t4SgUIIcZT0gh8QUig0CYIWtl0kDM06ClHksrKygW3P\nd+qG5/NzQB3Xne37vr7folIJ4yQ0J77eRl3TyJLlh5OCLeM8XCct6yGqVIJ4OUkrTp7Yr4NbLDap\n1epks0/Rbl/mzp378dJvc4cWEkkXCigUJuLAOYnrTuA4E3FiWcSTT5rVud75znnK5fu8+OIEzz2X\nJ5+fpFw2re2NjYgocrBtc1fZ2xoul6d56invQKGD7jKnZpvK5emulv84360KIU5P75xqxzHrHASB\nyfQOggjf787S9jyHQqHZaVWn3yu5DlUqAZWKRbXqUquZMGauaZNdz9kvvBKe9q6eOmlZn9Dysjkh\ngqBFtbqL523HXS7ZrkQGs171lc7r2m0P3w+x43PxsMXR03elYRjENbodIEcYruJ5hThrvB53FyWl\nP+/TaOyyvm6xu9sgm3UIgl3m54Mjx27SLXrXdQ5dBq/3eUII8Shcd4IosokiM3U0iiAMV7l+fa7T\ng5j0TCbXlkolYH6+yNbWDpXKWlzKOUl+tQnDFra9P7SYvkkwY+TzmGTYYKACLqNEgvUJ+H6LbLYE\nNKjVQlZXXZrNJvPze3ie3XmO77e6CowM8v6+Pwm04gIpLmHYJJ93CMMWjpOhUAhx3TaXLs12XgPw\n4otXsKw7uO40c3NFLCsgiixc19yFHrXOdPoG42Clof0bCmlNCyGOkl4OE/Z74drtLNeuZVNDboc3\nAlZWNvF9m/l48awgmCQINimVpuPlgANgIn7vqDOjxjx3uzNGDoc3isaBBOshMCU7c4Rhm2ZzgiDY\nxnWbhGFEtWqRz89jWQFra3eYm7sKgOtu4Hl2ZynKfsGzUglpNMwZ6vs+rjtBqWRTq9UBM6bTaNQp\nl/cX+ki3gp97rsytWztAk1LJjDH3jkH3ethiHLJYhxBiEL0B2DRe1joFo3qvfelri1m8KE+jkaNS\nCVlbC4iiaZrNdarVIO4yr+O6E11JaMlNAkwRhq14SG+OcSbB+gRcN8fubhAv1DGDZdWxrCmazUne\nemuZ2dklfD+P7/ssLDhcvTpBJlPBcXKUy2YN7MO6kpPqZ74fxFXSXMLwPlFkkc+baj8mE32u8x69\nreCVlTpRlO8kppXL7c4ymMkKW2nmizEVb4/pLkrfFddqNUqlEltb3V3iQghxlPTKgaabO08Y1uPl\nMA9vOCT1Jnzfx/dnCIIpHCdgaWmGWm2LZnOF69e9vq9fXHS4eXMdy8qQz89TrZoEtHEdtpNgfUKX\nLzvU62usrj4gimZpt222tzeAWXK5bSDf6b4uFMDzpg9M0+rH3H1mOsvQ3bmzycKCGZ+u1dZxnEzX\n9K9eSdEBz8vFVYAyFArWoWPQvt9iZSVDFCVd4HsUCq3OXbHvtyiVSp33H+fuJCHE2esdVjPJuP2X\n1ezleQ7tdoudnSalUjEeh56m3c52KkJC9/V0ZWUTcFlaSrrbJ+Mqi+NJssGHoFyeplSKsO1MPFd5\nj5mZMhDGtbxNK9gsft69DFw/ydKVvr9LtRpSq4W02y6+n6NWCwmC3bhrKE+tVut0//Sbm72/3mzu\n0NVuYL/O+f7vnK4ubwnKQoiz1HtNK5cncZxdarWtzlQtx8mxsmJRqWS6ZtVUKgGNhuk+r1bDzgyX\ncSbBekhc12JycpmFhTbz8w7b28ssLc1w7VqGxcVlnn8+z+Ki89B1n9MB1Sz+sUurtcX6+harqxa1\nmksYTuK6TQoF09pNL+KeFAW4cWOWWq0Wn7D7Qf3w7c8dOR3rYb8XQoijHOcakr6mAXEWODSbdTzP\niZcnnuw0Sszw32Yno3x9vUK9vkcQbI/9NUuC9RC8+eYqm5uLTE153Lq1DEQ88UQRy2qwuNjm+efL\nnRb1YS3btCDY7qyOFQRtarUs9focy8sR6+tNoihz6J1iem52qVTqLBmXdGEf9mUx86ejzvxGM7bT\nfWInc70HXb9WCCHgeGtg7/dGmq7uUqnYKd1cqwUEQUS7PU212j2X+pvfrLO7ewnfz3Hnzv2xv2ZJ\nsD6hlZVN2u1k5axdcjkTID3PicdkBtNo7OH7uzQauc4yb/l8nnzewrLa2PY2pdL+uMtRd4vVakC7\nPR2fyKYVf9SXZXHRYXExiv/1ZqabHoF2e4ZGY2/g/RJCPN5MXswmMNhskqRLe3Mz1wnInmeTyWxQ\nKrmUSuZ6FEUOQbBGuTxNrfaAdrtEs7mNZTWZm7ve+exxJQlmQ7K6GhKGOXzfol6vc/Xqwef0n3O4\nn+BlWt4zeB5dy7z5fhbLCsjlXPL5LKXSLouLEQ9fjtLq+/9+X5R0hnjv7x8231oIIY5SqQSsrFhE\n0SyWFVAuP1pxknRG+O5uEAfkFq67g+dNs7WVjYtCmW7ypOJZuWxz5846YJPLzbC6GnLp0mnu4emT\nlvUJlcvTtFr3iCKH9fUA33/A1NQ1bt/e6Nvq7deyTVqtjYbdaQE7To5SaTpOUDNFT+bnGyws7B5a\n2L6X59kUCi0KhVanSEs/y8sBN29GPHgwy82b7b5j6UIIcRxJcafkht8kr04NvPjP4qJZxCiTWWdx\n0ekaA3ecXLzY0P6wnm3vxOswgGU1xr5xIcF6CN71rnl2d9/Gtqd45pklWi0ztcqydvuekOlAm261\nmjFoq5MsYVk+npenUPApFldQKs/S0qNN7E9O5HSd78Nb1BOdTPDe+rrp90qMe6KGEOJ8BcHRM2LS\nPX3JtcdMO50iny93GhRHDes9++wCxWKFYrHCs88unN7OnBEJ1ieUnFSzs0VmZgoA5PM5gqBNo3Ew\n6/th07Zcdz+JC6BSydJoFGg0XHy/PVCgTE7kTGbj0HWp08KwRRj237bjJIYIIYRpnOx2gm69vkoU\nTdJuz/TtxeudMZO0qIvFiVQZ56mu8e/ea6Lr5qjVauRyZXK58kNnw4wDGbM+gaS4fKORx7bbQLJW\nayYOeubESsZ4G429AwVJ0uPYJnkiwvPKcfWxAlGUY2GBuGRek0JhsLmCJmEtT6OxX5UszVRh26Ne\nX6XdLmFZAUHQwHUP3om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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Solution via matrix methods" ] }, { "cell_type": "code", "collapsed": false, "input": [ "X = np.vstack([np.ones_like(x),\n", " x]).T\n", "\n", "theta_best = np.linalg.solve(np.dot(X.T, X),\n", " np.dot(X.T, y))\n", "plt.scatter(x, y, alpha=0.1)\n", "plt.plot(xfit, linear_model(theta_best, xfit), '-k');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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P3cUDql/wpYLwnfdVzUk6nQq93phHj0LyvIUsT7EsG1keMZmUmc9XxLFJGK7Y2rI4P/fQ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\nU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1dd/JOB+q2+XfpFxO7P6xfLY+12j6urazTtEABRnPLBB4c7L+gNf/7n7/Ds2S2OY3B7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\n1OurtNslLCsgCBq47sE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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. More Complex model: sum of sinusoids\n", "\n", "Let's try a more complex model fit to our data. The data looks like it's sinusoidal, so we can fit a model that looks like this:\n", "\n", "$$\n", "y(x) = \\theta_0 + \\theta_1 \\sin \\left(\\frac{2\\pi x}{365}\\right) + \\theta_2 \\cos\\left(\\frac{2\\pi x}{365}\\right)\n", "$$\n", "\n", "Note that this is still a linear model (i.e. Linear in the *model parameters* $\\theta$), so it can also be solved via either iterative minimization, or via matrix methods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Solution via iterative solver" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def seasonal_model(theta, x):\n", " phi = 2 * np.pi * x / 365\n", " return theta[0] + theta[1] * np.sin(phi) + theta[2] * np.cos(phi)\n", "\n", "def seasonal_cost(theta, x, y):\n", " return np.sum((y - seasonal_model(theta, x)) ** 2)\n", "\n", "theta_guess = [0, 0, 0]\n", "theta_best = optimize.fmin(seasonal_cost, theta_guess, args=(x, y))\n", "print(theta_best)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Optimization terminated successfully.\n", " Current function value: 118328.777864\n", " Iterations: 157\n", " Function evaluations: 285\n", "[ 5.37023125 -3.27780921 -10.42314371]\n" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "xfit = np.linspace(0, 365)\n", "\n", "plt.scatter(x, y, alpha=0.1)\n", "plt.plot(xfit, seasonal_model(theta_best, xfit), '-k');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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GAxddH1OrtYiiJY5zhGW9wnS6oFJJqVZ1ICIMF3heiu8H1OsbLBZnLBYhur7O\nd74zpVRaDfF4dMCHIDztxJq1IHwOF3uo4WL8pHf5NUnyqdcLl4F91ZlsQBBEBEGE4xxjGE3mc4P9\n/QknJws8r8J4rOI4BU5OVBxnjixPkeUpm5s27bZNvT7jxg39vB+3xHxu8N57I8Ci0+kzHrvnbT0N\nul2NN9+cMZ9vM5/3AYVKpcrJySG+r5BleaZTiX5f5d13Uzodg/l8QJZpFApfYTDwCMOMfn+X9fU2\ni0XK6ek+tl1luTzj6tVbHB/3ODsLMYxNNG2Cpo2RpBlZdkKlImOaHrquEUUm3e47aFqd8XiMqi4p\nFteZzd5HlpucnuY4Oenh+9u4ronvD8myAstlmTiOSNMitdpVZrMpx8dd0rRKt3vCdCrT7SaE4SmS\n5PP22z1UtU25LCFJE6rVKvP5mPE4T7db5vAwwvOqHB8vLj/o2PYSy1oiSR6SFJz/6Yq92MJTQ2TW\ngvCEHu1I5roerZbFtWsV9vbGgH2+NenDa9qNhgmsgnW1Wnvk0SyiaEG/76KqDQaDGYahEwRLPC9j\nY6NMFJ1gWXl8XyUIVuu2lqXj+zGDgc10OiPLKqSpwsHBIYvFqzx40GMy0TBNE10fs72tMZkM2Nio\n4nk6e3tDwrDGycmMe/diZLmGqjqoaoHt7RmG0WO5LFEoNDk4OKLVahCGCg8ffpPbt2/xgx9MMYxb\njEZnBMFq0MfhYY9CAQzDZDpNCIIEVVWQZZlWy8UwHiDLbSaTlMlEoly+Tbd7B9u+SrEY43lTTNMm\nn3cxzSKaNkTTQFVrRJHLfK4ThjazmYFtg+/3mM8VgkDlW98aEkVXmEzmlMsGi4XCYHDCK6+8zunp\nmDRtousWcTxG1yt4XoDnRUgSXL+u02pFDAYhplnBNDXOznzUj/yWfNw99oLwRRKZtSA8gVVBWMpw\nuBossNrCtfol3mqZ5PMBhUL4ocEaF2va9XqBWq1wXiG+GiBhWTqVSoKizInjMYXCajtXqVTFNFWi\naECW5el0ZozHcHbm0Ot18P3V3uqzswTPq5AkRQYDF01r4jgPiWOZLCvhuj3StMp8PqRSWR0DBOi6\njeN0mc1m5HI5lsuYXC6P5y3odqfo+uv0+yGHh3vo+k0WC5NCwaZUarO7e0CWmQyHfRwnJU1zjMfH\npKmJZa1h22XCsI8k5UiSLoaxAK4xGMQMBl3iWGOxiBmPF5jmBkniEAQ+STJlPveBMrmcQ6m0PN8K\nNuPo6ADQ41fwAAAgAElEQVTXlSgUMjQtAnSCIGE2y9jdTej3N3DdJaq6ZDgcs1hMKZVgPl9SKGjM\n53vE8QjTjAmCKXfvTuh2y+zvm/zN33QBqNVaWJZ2/nO1PrRu/bh77AXhiyYya0F4AnfujJnPNwnD\nmOPjHl/+8mrM5KMzo13Xw7Y/yMRWTUtkLEvDsnQ8z+Piv6BtLwGfRqOO77vM5wnlssV0OkCS8kiS\nTqcDUAGWnJzI5PNtvv/9BMtykCQLTVu1My0WTarVAFkOCIISqhpQLOZZLKYoyinb2z8DrLL809MZ\ntdoSSbJwnBylkoYkTZHlMYVCjU7HB66wWBwTxy6KYgAzokhnsSgTBBanpz2SpARkyLJKqWRxejpD\nkprYtsl4fIpt55lOIY4LpKlJFPVoNiNUFeLYoFYzCMOY+VyiXFZYLECS9rl92+bKlQa27fHnf95B\nkpp4XsZs5lOtrnHnzl9Tq61TLJY5OjpDUdqEocN8rpPLLQGHZvM2g8Gc2WxCs9lkPB5iGBqgk6Zr\njEYTsswgy24wmdyj3eZ8LzaXP7cLj7vHXhC+aCKzFoRP8Oh69KMODgZ4XonDwxMcR8Lz1rl//wD4\n4Jf5qppYZW9vwnxusLeX0utpeN6SwWBVAd5sZrRaKYVCiOfFVCrXMM2E69cLlEoZ0+mEMDS5d8/n\n7GxGFMWEocR8LqGqW0hSwmg0ZTaLsawZy2UHWXapVJZUqxHr6wVMc861ayq5XIKm2TQar7C7e3Le\nSW2GJPl86Us3WVuTaDTm1GoyhUJMpQKqmqJpCaaZO+8w9m1yueH5aEmPq1eL+P4ATWuhaT5JoqHr\nWzjOlPE4ABKiaIplKXieRhwX0TQJ3w+RpBbLZUKaehQKJqYZUqlkGIbBYhGQyxVR1Zu4bky1qrC/\nP0eWv0qaFvC8VdOVvb130PXXiOMch4cPSdMq4/FDlkuDIAhZLByKxRu4bsByuSSXK5DPT7h6tU2W\nlZjNpvT7Af0+TKcwGExIkjVGIzg8nALQ7w9J09J5Jh38rbzvBOHjKL/1W7/1k3ru3/qkGbLPEtvW\nP3EW7rPieTgH+GLPo9fziSKLOFbxPJ98Pnd5+95ezJ07Bq5bIEkCcrmIVksCIlR1tXUrji0ODx1G\no5BiUSeOLSBHPp+haRK67tFq5dE0lcUiwfN04lilWDTI5SR8f4okSbhuwnJZZjz2URRYLnPMZhFh\nuOTwcMRyucnJCUynDqZZZD4f0G6r9HpzsqxMmqpMJmc0Gg3a7RzVao7ZTGFvr0OWFbDtIlE0olIx\nKBYLLBbvcOVKniyzyTKoVDZ48OAurqvTan0Nx7mLbXu0Wmt0u2OSpMxgEKKqDu32BjCkVlMoFKqM\nRt9mY+MVdN3E9++haRXm8yVxbBLHCboe0mhIqGqHdrsGpAwGPXT9CoZhkyRjisWM0WiPyWSdu3dd\nJpMY2OL09O753mqLJJGI4yrj8QmqGhEES0yzjqLoJElCsegBMZbVxDQ9ssxkOpVZLjX6/YDRaEkY\nyqhqRrGo02pp2HaCLE9ptzfO6wMglzMZDruARi6nIEkelYr5hbzffpzE/++ni23r/82TfJ+4DC4I\nH/FJLUVXX1PR9SrgkGVtskzm5OQutVqbWq3A8fEpur7BgwcjgkBH11u8884B6+trAMhyhGXpP3Tp\n1LI0PM/H91V8f0EQZDhOiekUFosITatiGD7lckitFvPmm4coylc5Pu6gKAvy+U1Goxn5/Dpvv32A\nbX+JxaKHruvk82tEkUO1WmU8Djg4UNH1TXI5lfF4gmWlgMPR0QmyvIPvJ7TbOqWSzMHBW9TrmyyX\nKZo2oNncwXXf5Tvf+TeMRh16vVPSdFX5/v77AwwjJcsiwnDGcrnk3XfLWFaZXK5IHCuk6RayfBVd\ntwnDdQqFl7h1q8JwKFOr5RiPIQzH2HZIHBsEQYV+38fzJrhulfncQlEclksVRbFQVY/FooTnueTz\nBSQJskxF0yIKhRrz+QlRFNBuNxgMhqTpGt3uAbmcSi63zfp6Dtcdo2kB9foVIAF8LMsEPpxJDwbB\n+dCQ7HwoinVZTS4IP24iWAvCE9jZWePwsMfhYRfL2qLTgSwbU6tp9Hp7GMYW5bKG43gEQZX9/QFZ\nprC2VqZeX+K6Gfb554GLrmhBsMRxfIrFEouFx8OHLmm6QT6/QNMi2m2NWm1JGEK/b/L97x8gyyUc\nRyaO5+zs6IRhjGHkSdM5nidRKERsbdnM5z2iyCAMdVx3iGE0OTqaMhj4VCoGvd6UOL4CWECXV1/N\noespp6d/ycFBF8fZZzp9yGx2nzT95MvBsxmoqomqGmSZxmx2j+n0k7OhH/zAZHv7NrXal0mSMrXa\nLxMEGZ43Z3t7m+n0AaZ5E8/rkc/n8H3Q9YBGY41+v0c+X2E47KFpFo1GE5igqin5vEOxuKRUiqnX\nCxjGks1NkKQpkqQiyxqq6qHrC65c2cC2AyaTQwyjyGQSEEUB1arFwUGHQqHEcDgnCFIajYsxpwlZ\ntqo/uNgJcOFxqsVFRbnwWYlgLQgf8WktRW3bP2+5mSJJPlFUIk0TNE1hNiuwvZ2xWExQ1dVISMuK\nmc1CLGtBsdggDFePlWUa/f70fI+vjufFZJmNaUZ0Oh7371ucnqoEwYgbNxSqVZ1e7xTT3ObsbMpw\nqBIECouFThQlyPKSyWSJZWnUaht85zt/RrX67xCGKpPJO/zqr77BdNrh8PAM297mrbfOGA7zaFqF\nweCALLtKHGvE8X3G47/gT//0d+n33yZNF5eviyTl0PWrlMs7WNZVNO2nkaQaSaJTKq3RaCio6pAk\nkdC0IqenOXxfIklS0nSIqvaZTLpkmYuuB4Th94nju+zvv8ne3l+fP8s/RVFMTPMVer1v8PWv/xfM\nZjPW1ho4zj2WyxtUqzWCwOfmzZc4Pn4L276CopQZjyNMM8N1zzCMbbJMpVxWcd0psImiVFDVfXS9\nyHyekqYSuZyOLPfJMoNisc3BwZThUCKXy2g0MtbWFJbLB2xsNDGMMoOBj23L5++NVcB9tNDs47bz\nfdTj3EcQPkoEa0H4GJ/UUrTVssjnIxSlz5/92TFZ9iXiWGFvL2R93WY2O+GVV65wenqGLNcIw5As\nMykUKgRBQqVSxfeneN4S2zZx3Yzx+BjDqBCGEffuHXBykufoKE8QFMmyiOl0jq6fYVl13nlnxmgk\n4boVFosFcXzISy8Vz4O0RKMhcefOt2m1/g5J0kdRlmxsfIWDg4eUy/r5ZeAzxmOJ6TSkXE7p93/A\n6en/wmTybYJg7/Jcy+VbrK9/nVbr3yZN6wSBQT6/jWHIjMcZuh4wn8/JsmtIUggsqdVucv9+h9lM\nJk0lptMuUKLdvoKq3kRRpkDIxkZGrfbLJMmcSkXle9/7Dr3eHN+/i+O8jeu+xb17b3Hv3j9nbe3L\n3LjxC3zjG7/MbHZGsagzmVh0uwdsbr7CbBYRxyeE4Wr9ul7fYD7vIEl1er3VskWlMsS2F8gyjEYe\n5XIDTXOxrJR6PcAwCgyHKbOZwmBQwfc99vc92m0LVeW8AE7F91UmkwG6btNsli9fq4tixCz7oIr8\n46rFP8vUNkF4lAjWgvAJPukXqOsmfOtbExaLv8Px8YhcTqVQKHN6+havv/4GnqezsVFElrvIskW5\nrBEEEEULptOLhiF5PG/J8XFCGDbo9XocHmbE8Tbdbsx8PqVYNAGbLHOYTAzK5SLzuUq/v2S5PAPy\nWNZ1wnCPrS2TRsNiOHxAo/ESo5FCoSDTaJRwnA75vMF4nOPNN8dMpzN8X+f4+H/m7bd/j+VyNYJT\nlk1arV+iXP4qOzs/T6Hws/R6Y2Q5h+f1yOXqaJrOycnfEIZtVDXGsqokySGGkZDLbdHpdAlDmTCs\nMJl0keUWkuTS7x9QKt0EEmx7tT4fRRZhWOR739unUvm7aBqkacbNmw2i6C6q+leMx39Ir/cdut3v\n8Rd/8T+yvb3D9es/z+bmf4Jproak5HILJMkkDBUMYwKUMIxX6fW6JElMPl/A92dI0j6qqlEsXsd1\nJSRJJ00lskxhPA6YTGA0kun3R7iugeeFTKdQrW7x5pt9Xn45AwxMs8x47BKGPTY3y/j+nHq9fr4D\nIDhvfPPJPthbr31h71Xh+SeCtSB8jE9aU/S8iKMjH1W9DnhUKlUWiwBFucPVq23CMEKSfOI4oFYr\noetF9ve7FIvrrHZKBphmBd+P6HQSfL9EHC84OspQ1S00LSSXc0mSjDB0MQyfLOvTbu+gaSlxnDKb\nyZimxcZGkdnsiFotTxyH3Lt3RKn0MppmsFwe4LpNIESWR0wmbd5/v8c773yX8fj3mM//BMhQ1TK1\n2q/Qbv8HVCq3MIwF9fo2QXBCEPQoFDYYjd5F11UkyaXbPcN1XyYMHfJ5gzCUqVRUVLXAwUEHXTeZ\nTDKiaIyiXCdJjrDtJbKcJwgenF9ZmJOmRSDB92ek6c/gODFwQJZlBEFMrXYdy3qDr371H3Lt2kP2\n97/JnTt/zttv/ylHR7tI0v/GjRu/wtrav49p3iKKllhWA0Vp4LoJQeAwnWqY5qoaXpLqlMsm+Tyo\n6in5fAvQMM05WabhefDd7+7S6byE62acnfVRlDa1WsRi4bFYFOl2Q1otmSxTGY8NHAeCYMT6+irD\nXu2d9x+pWPZYWyt/6P3jugmel55n1D7NZvqhKzeC8ElEsBaEj3icNcVisUixeAYYyHLG5mbG1lYB\nWQ7x/ZQ0rZFlAZOJQy53jdmsg2nKrK+vYVkZ9+/3mEwaJImO5/XRNAPPG6GqsLm5xXx+TJrusbW1\nQa1mo2nD8z7aIZZ1wMbGS6jqqmobLrptlRiPZ+j6mFKpgedlKEoPVZ3z+7//f3Hnzr8mDHsAmOZP\nUyr9KtXqdWq1V0lTCU2zqNUUut19Go0vkyQjZrPvUq3a6HqewcAjilTi2AAKgEYcKwRBiGkWMM2M\n6bRHmm6QZQpp6qCqKpbVRlEmKEpGqVRiMHCJ4xmm2SBNy6SpTBwv0DQTSRoRx5AkdeJ4ABxTrxdp\nt/9zfvEXf507d97hL//yLe7c+V958OAPePDgD7CsV2i3/yHb27eJojUMI0cQHKJp1wiCVWc32zZY\nLn2CQMP3DeJ4gWH42HbMaKTT6y3Ism3m8xOSJMOyykSRT5blyeVidH1GpaIiywv29wPStI1pRvj+\n8ryCf1Xl32hYjEZnmGYVy6rQ63nk88rl+ybLbBoNzsemyuTz0o/1vSw8P0SwFoRH/Kg1RdvW2d5O\nODk54vr1bXZ37yHLPb785Vt4XoJpFkkSCccJMU37PHCMkOUUXa/heTph2GV9vU0c9/B9nzDUiKI5\nnhejqpuY5pS1NZV6/acwjA7FokW5nDIeT9B1iW98o0EcH1AobDGbSRwcOGhajfk8z2w2QtMycrkx\nqnrEn/7p/8H3v/97pOkSRbFpNP5jGo1fo1D4GTzvPXK5jNEoYrnUsG2dMBxy7doGknTEbJZg29uo\n6pggOGC5LCLLNpJ0jKpuEYYOphkBJotFgCwXyOVs4ljBtqcEQR/TvIlpzlkuJWz7FZbLMY1Gm9ls\niCx7JEmDwWAXVbXQ9QpJMqZQKGAY99E0je3tq0wmLlkWMJt5eN42GxvrtFr/Hru73+bw8F8xn/8J\nDx/+1xwc1KnVfpVq9Rep1b5OHI8IwxGGcQVNmyJJFotFSi5XRpY7lEo6QWAwGqncuXOG67YJw/bl\nvupKxTmf7+2zthZhGAlhqBEENRaLMZWKSanUIAy7+L4JSIBHrda+fP/0+xKet6oaD4IxprkawWlZ\nF1dswr+Fd7XwPBDBWhA+o1bL4pd+SeGP/uhdajUN+BJ/9VdDvvSlIrYdAQaSlDAer/4+n/dpNNbP\npzklGEYFxxnSbDbY3R0Txzl2dsooyoSTkwm2HTOfN3BdWC5NFKVOsTjCMDIMQ6fZrGKaNY6P32M4\nzHDdq8znOVR1ie8v6ff3OTv7fzk+/n9I0wjLusJrr/0a7fYv4zgKpqkQhm9RrdZYLiX290MMo0GS\nhEynIbOZTqlkkWUyrjumXM7juhbjcXTe1jQDfDQtpF6fsbFhMZvNWC5tDMNCUaYUCiWSxCWX+wG6\nbqKqV4jjBZaVw7J8Wi2TKJpyevo+ppljscgRBO/TbH6FLMshy4e02y1c910KhZvcuzc9L1ozz3uC\ny2jal7ly5d9isehxdvZ/Mp//Hv3+bzMc/t+srf0DqtX/DMO4QRh2sKwM07yOJI0pFHrUag00TcNx\nJpydecjyNYZDB02r4nl9JGlGpdKg2fQolWIMAyqVdXq9DtXqgjDUkaQFkpRhWasq/FW2HGFZXPZs\nXxWcrZZUTLOK7ztY1mos50eHvAjCpxHBWhAecbFtazBIAGg0lI/9hep5EeXyFvv7MmlaxHVV/uRP\nHvArv9LGshQkSTrPCBO2tzfo9/s0GjLVqgQskKRVMFwFRZVWSwPy9Pt7pGmNTifAdedUKnksyyXL\nTDStjGlGyLJLrxfjeS0mkznD4Rnl8haOs8f9+/+STud3SNMAw9jg5s1/xNWr/yHlsoxhBBQKPYJg\nyPb2LVy3wOlph1brNabTIbruk89fx/PuAg3iuIii2LguRFGZXM5D02bk8xXS9JS1tRKVioym7VOp\nbLC/P8N1I/L5HIaRoapLNC1B00qY5pj/n703jbUsu+77fmee7zy8ud571dWvq1ndZBMkRVF2KAmK\njUgCbDiOhViyAjgGpCC2IClxEsuCBCuKkAGI5MSWLQseICNwkBiKzFBRLJmKJEvU1BTZZFezqqur\n3qs33/Hce88858N9Vd1NNtnNHtjN8vt/utO596599l5rr7XX+q+qkrAsmzSdYFl9oqikViuQ5YLT\n04gs+5YLvvQQXZeZzf6E69fX+fSnR4zHGrreIQiO6PVKFMW+aMaRUxQbNJs/Sa32vSTJJ5lO/zmn\np/+I0ehX2Nz8G3Q6/x47OwpBcBNNW0HXr3Pz5gmOc85jjz2OZU0ZDo9pNnvMZmdYVo5lWajqjFbL\nRNNkZrOKIEhQ1ccYDl+iXlexrIg0ndJuXyEICsJQB3Tu3LlNs7l+QQ97yFNP9RmPF0RRQrdbIYrz\ni0iNdEmqcok3jEu60beIR4EC71GQAd4+OQ4OFgSBTZYpZJlPr/flxno0WnDrlsdiscL5uctsZiGK\nLZLkLtevW4iiT5aptFoyeZ7ieSplaVKWMmk6YmWlRRx7aJqKJOVMJgFBoJDnIUmSMJvlxHEDQZAw\nzQhNg/HYRZJkZFnj7GzE5z63YLF4P0Eg8fnP/yRf/OKPMZt9GlVtcfXqj/HUU/8djz9+jckkJQwl\nzs890tRke/sDnJ7eJYqW3bH2979AUdTRdQlBmNLvixf/a45ltZnNIsIwpV5fAVwMQ2FzUydJUiRp\nhTTVuHdvxmi0IAi2iKKSKBojSU00rY3nCahqRVWlFMWC3d0NynKCrpsURUW/30fTciRJwjRD4vg+\nqlonzxVu3TpiMlknCHpMJi8RBCJpKqMoKa47QxRXUZQY379LlllU1cdQlP8QWVZJkj/CdX+d+fzf\nousNut2naTa3OTt7Cd/XkKQ25+chnhdgWS6np1OSRMOyWsTxAbatUlUGw2HJfF4xGJxRlhKqukqe\nu4DP6uoVptOM4+OULNM4OPCYzw18v2A4hCwzuX17wmCgMxzKuK6Ipmmcns4uKF21V9HZvhO4XN/v\nLbxZutFLY/0W8ShMoEdBBnh75BgOF3heG0WRUBSJqrIQhPmrvJ/BIESWm5yfL7h9e0iarlFVMY1G\nzPZ2jyyLLupx65yfh0ynBZaloKoeo9Gcer3NYOBRlg4gMhqdo2k1ynKGqtpo2hp5LgMClpVi2wbz\n+RhBkCnLjKoSOToac3xcw3U/xXPP/WXm83+LJGk88cRf55u/+R/Qar0fTUvxvDPG4wLfnyAIq1SV\nShgO0LRN4jghDGOCoCBNQzTNpKoSBEFBkuo0GjllOQJ0NE1DFBNaLYWqOmJtTSHPr5BlMXGccXZW\nJ01FkiQgjjNU9QpJYlGWEbKsk6YRgmCT5z6maRFFdaJIRVEMJpNDrl+3SJJ9sizFtm9wenoXTVtn\nMukynXpE0ZAwVKmqLpKUkKYBRfEkmpYgCCfMZlCWJZK0jSTlNBrXsaw/h65XzGa/x9HRpxgO/5Cq\nqmMY1zg9jZjPI4JAYzIxEIQFmtakqirKckyns8dstqAoBMJQ4eQEPE9lPj/HtmVqtRqi2AEiimLG\ncNgiDAvm8xzXVRCEHF1fIU0D0lQBJCzLQpIczs8HlGWXqoIsSzFNE0FIUNV3JtB5ub7fW7jkBr/E\nJb4OGA4XBIGOacLTT/cZDl9gNDpAURrUahm6bhJFMs1mDUEImc9FkkTm5GSMbTeQ5Q2m00P29mxM\nU2Q+P0NRlmeYVVXieSGyLAExvV4Xw4jx/QGgIkktkkTh/v0T7t8/4fnnfxrX/dcIgszm5n9Gu/0R\n1tb+NKpqYRiHZNkh+/tQlruEYcJwGNNotPD9BRDhOBlJUkOSWljWDEUJEQQTQRBR1RhNq6HrCZ0O\nKIqG644RhJIPfOBJhsNbqGqDVkvn9FQhiiKKokGaasSxi6L46LqG5zlUlUu9rqGqoOvbHB/v4zjv\nRxAW5HmAbW/x2c/+MRsbj6MoAs89d49O56NMJi8Rxw5pKpGmFoLgoKojWq0mea5TlmeIosVkYiPL\nLaoqJYqm6PoKsORFv3r1h/jwh7+HZ5/9uwwGv8lo9Fep1/88jvO3kaQaggCNRozvr6JpCWBj2318\nf44smySJzHQakecOcdxA0yzu3DlD02p0u5vEccbGhsFkEiMIJXGsM5n4xLFGUSSI4gJVbaBpS885\nSVLSVLz4LfWip3mC47w78/kS3zi49KzfIh6F3d6jIAO8PXJYlsZoNH6YES6KI3Z2lsZ0MAgJAo2j\no5Tf//0XyHOT69ev4rr3cJwGzWaXMDxgfd0EVLJMQRR1smxImjYoCgtBCDFNC10HVc0Zj1PKssOt\nWwM8bw3fl0mSU65ccRCEEbK8IIpMJGkLz1twfu7x7LO/xLPP/m3C8BaG8U1sb/8zBGGHRuObKYoF\naTqiKCROT0PK8uN43ow8b5GmOml6Squ1BpxjGBqmaTCbzZBl5aL/dYXjiFy50qAsc2w748oVgziG\nqurS6chIUkCrtXvRxzolTSs8L0PXVaLIo6okHMdD1ysajQJVHWOaDWq1HNvu4DgqQbCPaTbI8xqH\nhz55vkqa2khSSZIUhKGFJKV43hRJUlEUBUEoqdVEFEVGkhI0LUNVJZLEJM/n1GoOcZxTVRH9/oJG\no4ZpGhfNP74bx3mKKHqRIPg0QfAvEcV1YAtYIMtdZrMz4jgiSUQEIUNVS0ajgCiykaQWjpNSliGt\nVoeqCvH9AY89tkNReChKgmFIVJWA4whYVsZ4PKbbbSLLMYKQYFkq0+kZrVYXQUiQZRHTVFDVBf2+\n/ap5GAQJWVa8Ld725fp+b+HSs77EJd4GBEHCzo5NEMwA6PXaD18PApnnnjvnj/4ooSg+xOHhiM3N\nO3z0ox8kSYbAgHZ7HQgYj0PARNcL+n0JRamAGF0vcZw6gjDg7MxFlp/g8PAuSdIhTT1arZwnn3wa\nTbtDWSrMZiKLhczx8Sm+f5vf/d0fJQz3UdUuu7s/QVl+J1k2QRSvMJ3K6LoJlMAAUVwjilwUZZmF\nrCglKysGonif3V2dPBc5PR2gKG18P6EsXSyrRxgqHBwErK8L2HYDyOn3RcJwnywTWV9/kuHQZXNT\nJc9jJOmUq1d3iWMwjJAoEtnaMlEUA8cZ0GrVWCwEbFvBcabUaiq2reJ5CwRBwLJkdL1HVU2ZzTLW\n15vMZp9FVetUlYTryuh6hueJrK21Mc2XWCxCrl37AOfnIyaTlLW1VYJgRq2WUqud8YEPrBGGAgcH\nEWmqEoYigvAhNjb+b8bjX2Q+/1+ZTH4YTfs4ivI3OTo6xzA2MQyLMHRxHJGqCul21xkMAspSRBR1\nNE1gMrmLafZotdYZjW6xs9ND1wVct0AQZjz2mMpstkDX2zSbJa2WjmmKxPExe3s9wjBC15tEUYIk\nnbK7u/KqOXjJHX6J18Klsb7EJS7wSiUpCMUFP3hy8V7Ec8+lvPhinfE4BkasrhosFhb7+2c89VTz\nYe2s45T0+3BwMOboqEJVtwjDMwD6/Raj0U2azYT19Q6eNyNNM+ZzFVFMsO0KTdOI4wRFqRFFAb4P\nf/RHP8Xx8f8OCKyufjc3bvwtptMVBoM5WSYBDqo6RpYhywrq9QZV1SDLPNI0RdMSHGeAIGyi6+tM\np8cIwgRJsmg2S4piQZbtYBgBWVYQxxaW5dFoiAiCjutOabXazOcWn//8PRRFo1ZrAAndroZhBJye\nJmxu9tF1j81NC9cNcZwaa2sb7O8fo2k1arUSXY/Z2Vnj4OCQ+byg0dhlMBiT5wn1ege4zXd8xxbz\n+Zyjo2OazV1U1bnw8g9ot0tGo92L3tp9dndr5PkYWTaw7Ygnn3wfti0Qx/fodneYTgvm8wBVfQy4\njap+N6ur38J0+jPE8W9zdPTH1Os/hCStYhgSZdllNDrEcWqsr0s0GsvEuDA8JAzraFqf83OFNPWR\npIqVFZk4XhBFCklicevW/IIhTSSKYqJIQRBiul0HXV/Gu8MwQRQTut1XG+JL7vBLfCVchsHfIh6F\n0MyjIAN8bXJ8aZgxCBKS5JWKU2U0cilLh9msYDzO8byKz3xmju9fYTxe4LoRrVaDqjplZaWBZSlE\n0RTLUi66aSkEQUFVuTz1VBtJSjg9PSMM2ywWHRYLjbOz+yTJJqenExTFQBAshsPPsr6+x9lZynPP\nfZZ/9a++n9Ho9zDNx3jf+36Wa9d+GN8/YzqNyTKFsmyQphGaFmDbCoIQ4TgGolijLHN0/R6mOaTV\n6iOKEouFS1VpZJlOWTbI8yXJCTRRlBDbtrFtl+vXdWS5YLGIqKoGui4gigLD4ZyiqDMeu4QhlGUH\n2zsc7MsAACAASURBVIbVVY2iOOGZZ9bZ3W3iugd0OlfI8wrHUbGsAk0TWFnpY1khW1tt6vWKJJng\nOBW2rdLvL/jWb90jzys+/el7mOa3k2UZUXTEY4/VUBSP8bjN4aFMmtrkeYUgTOh0Ciyrx5UrMisr\nCVnmsrYmIooG5+czFos6STIiSWa0Wo+Tpj6K8mcwzSeIot8jin6TKPpDNO0ZkqSJYXTIcx3Pm9Lv\nr5IkLkVREQQQBE3yXEZVK4rC5Pj4HlnW4exsyTcOBotFRBhGDAYm+/sBcZzT6dSYTocoikYQFICE\nadqvygbPsoI0fbUPpWn5WwqH/7u4vt/LuAyDX+ISXwWv5Pp+I2HGMEyZTApgBEAU6QhCRKfjMBrt\no+ubVNWYOH6ej33sIwjCgslkQLvdx/OW33vr1pggWEfXVV588QRdr6GqKr6/9K7m8xmjkUWaBqyv\n15AkD9uesLd3FU0L+dSn/gf+zb/5BaqqZGfnr7G7+1NIkoeq+ti2yWy29LziWEQQAhzHQlWPWF/f\nIoqW3OKiuEz0CoI1Dg8lyjIhyyx0XcWyfNI0wDS3KAqI43vo+hZhOKbVChiPVdptE8/zkKQVylLE\ndc/o9TY5Pj5BEFYZjwdoWsi1aytU1Qk3bjxGs1nSble87327xHFAHC/L1mT5nEZDx7JiOh0D01Tp\n9zOuX9c4PBwTBDbN5vLY4fx8Qr3+DJOJR6fTp15v4Lr/D7XaHouFg+/7NBotFoszFMWm3a4RhlNk\n2STLDKrKpKoCzs6G2PYaguBSlj612uNE0SGWtcJ8XqcsazjOdZLkHxLH/y/37/9FOp0fp1b7dorC\nQNevMJ/vXxjqPmXpEEUxsgyKEhOGFVlmUBQSSWKTpmesr7cZj2MUxcZ1BaoKVLXHs8+es7PTAHyq\nSmZra9mhq6qsV7VLHQxcwMI01UvilEs8xKVn/RbxKOz2HgUZ4CvLMRgsOzylqcxo5CLL9Ve8q14k\n/yzrXUFlPPb43Ofu4Xnr3L+vc3QUkqY5QTBF09axrAJVPWdzs8aNGy1sW0RVC0ABBBRF4sUXZwRB\njygqieMCWbaIonM8T8H3axSFxGh0jKo6hOEESVpDlmuU5T36fZm/83f+I/7kTz6Baa7wkY/8HI89\n9pcoighFMbFtH0GQiGPxIY+2qi7JSba2TDStJMt6uK5HVXUJgpI8N0kSiSAoSVOLOAZBaCFJLu12\nSq83pVZrUZZjHKei1WqSplMcx2RtbZfJ5BhdX7YLzbIxnU6TKKoAE1kuMM2CXk+i2xXZ3JTodFRk\n2bioJa8xHM5QVZFGo0aeB9TrKlm2YGOjjmVprK018X2PMJTJ84IkOaeqeiiKjCBkJMmQrS2VLOty\ndBQhSduE4RxNi7h2rU2rNSTLZARBJ4osRLHAdV18v0MYTmk01tF1iSBYll4lSY2yjEiSM2T5GRzn\nQzjOVYLg9wiCf02WjTCMb6PRqCjLc6JIJQg0yjKjLHPAQ9dnWJZDq7VKmp4BArqukKaH1Os9BCEl\nTUtqtTa+f05R9KiqFF0vcJw2gpCgKDKjUUQYlqSpzMnJjHq9TZblzOfjh7zib9azDoIERZHIsuJN\nXf9ewiOkpy7rrN8NPAoT6L0mw5vNhH0tOb40vJ1l4gU/9MvNFfI8AEBVRW7ePGI6lfD9TW7ePCQI\nJERxBUWJ2d3VOTr6DKraot2uIctjrl3bQNMW+P6UMLRIU5n53Mf3K+JYRNdlwjBEkjyazZgwNJjN\nYubzgCxTkKQxa2tXCIIRougznf4WP/dz/zGTyRFPP/2X+J7v+Xl6vRtk2Zw0jYgiDVGEsgyBgiyT\nLkqEEhynQRhCkiyQZYuyVIERkrRBlk0RBBWQSZIpqqqjKKAoBaurPlev7pIkBZYFnc4Gorig399E\nUVIkSaPb7dBsHtPp5DiOgarWiaIZrVaNfl9AkkZsbEj0+wmrqx06HYfj4/s0m6vkeYhti6yv12g0\nUsIwI89TOp32q0LAy7rjJevZ4483OT09IM8NqmqO40z58Id3GA5zwlBjsYiAmH5fpd+P2NhooOtd\n8vyEojCZzyXS1MB1PQRBwjBsBEFGEEpsW8fzBiSJhGV18f1TBEGi1Xqabvc7iaJn8bzfIwg+iaJs\n4TjPMJkkFIVBUWREkYttV/T7IoKQIkkqptlnsRjTbKr0+xWyHKDrFUliMRgMCIIMXTeAGNPUyfM5\niiIAAufnAbre4vw8ZjIRqNdFxuOY83OFJDHw/RJIv2bilAebVFE0GY9n7yjxytcD7zU99WZxaazf\nJTwKE+i9JMMrveCvldnpteT40jNARZHJssWF0S44OxshyzWGw4KbN13ieJU4jjg4yPC8NmEoUpYB\na2sCd+8uaDQ2GQxC4jjkgx/soWnnNBrgeV0mE4nFouT4eEaeV0wmIYOBhO8bRJGHbevoukajETGb\nnbO21qbb1UmSHEUJ+Y3f+GF+53d+AVU1+K7v+im+67t+lN3dPi+9tECSGjiOQxBMqNdLGo0urnuG\nqtYoilMgwTBKqqpFmvbw/XMcp4so+giCjKYJJMmCoijRNAtJCqnXz2g2HW7cMHGcjDAM6Xa7CIKA\nJGVIUsC1a11E0UMUfR57rMbVqybtdkkUuTQaLRRlQpIsLjzXlH5fod8XabUkILvoRlXhOA0URWIy\nmVOW/Qtv72VCkCwrSBIT09QwTY3RKMe2TabTCWU554knti66ZkmkqUpZHl00O8nY3TVYX9cJgiOK\nouT4uMDzDERRoqqWTU6SZIAolly/3iJNn0dRNPLcJo5DisJAFFeoKhdd1/jwh7+fKEqYTn+b6fTX\nKMuUjY2Pk6ZzwlDFsrbQ9TGiCLpukucTZFlnc9NGVUfUam0UpSAMc3w/oCx9ytImDEf0erucnSXo\nusfGRp3J5BzHWWMyiYkimTB0ODw8oCw7hKFDUSxwnBqCUKGqr392/WCj+2A8gQvect5R4pWvB95L\neuqt4PLM+hLf8HgnMmEfcH2/nOUdYFkqQSBw586IsrSpKjg5yYAmUSSQphJQoKolglCSJCVHRzPK\ncoWyDNjauorvB3jeiM3N5kXDBoNmE+7fHzGfW2TZsolDkvjousvKSoey1BCEgDiu6PWeIU0H1Go1\nPv/5T/GJT/wInnfK2tqH+eEf/scXbGISL700wLY1wGM2i+h2r5BlCfN5iGFc4/BwnzhepSxNJpMR\n/X4K1JDlJooyYmOjTxyfEMcZzWadKIrwPCiKBp1OwtZWzOamRb2u0+22OTm5jyi2UJQW9foAURxj\nmgXLcjCF8XjB9naTqhI4PvZIU4HZrIkgLOuag0BkNJqhaSZlWaeqIqBCEAKiKMMw6oRhgGGYVBWv\nSQiybIIhE0UVtdoajmPiulNMU6bZzAjDgNXVawhCyNZWzsaGSBQNLhqAbKAoR0jSPUzTYHV1C9c9\nvphPGtPpMbu7H+ULX3iRRiMgy+pUlYUoHqMoKba9jITcuPGj1OvP8OKLP8XJyT/E8z5Lv/9TaFoD\nQThG1zeYTHI8L2J1tUOWHZOmGuvrW5ydKQTBOa5bYtsrpOmS6vWJJ3Zx3RNkWUIQlobHMJocHx+j\nqpvoOsznZ2hajzjOEYQATWvhunPm8wWiqGBZ3S9bMw/m+StzMV7Z4esSjwYuPeu3iEdht/dekeGt\nZsJ+JTmWGdLJxXeJJInJ6alPEDRwXZXh8BhFWUcQUsJwSlU5mKZMuz2j2w1ot+uo6pSy1FHVGuOx\nT1ka1OsVkpRQq+lMpxFBkBNFKlUFvZ6B6wZ43oJ6vUOWSQSBR61WYRgSQRDgOAq/8iv/mE9+8keI\nY5etrb/Ghz70dxGEEsvKcJwlJ7jvh8Sxhiz3mc1OMU0NWfaZz3OKogeURNEIUezheTN0PWRzs0G/\nP6XXK6nVJAxDw/MiHMe6KLUqse0EXa+AOqurBqYZ4DgrOI7AykrM44+3OTw8IUnalGWT/f0ZsrzB\n+fkEWbbodAzu3l0wnz8gV8mRJAVIEQQbUaywLAVBqGi1EhqNZWRDUUoe9OB+QAiiqvLDnIEsK4ii\niCyTCMMlWYjjCIThGEmaYVkGoqjjOBa1WgnkRJFFmvYoigJJEggCHV1vIAgBtp3T6zWoKpWi0BmP\np6iqw2yWkaZ1qioFcmq1DRwnQlUXNJsamrbF1tafZz5/Cdf9NPP5r2Ka11GUbcJQQJZBkiry3CRN\nK3y/oqpUoiggiiAM+xwdBURRDUFwmM1eAEJAx7Z7jEZz0lRBFFPyvEJVU2q1FFEsCYJzHMfA8yru\n358AfZJEIwhmD7nqXxmFGg5nKErt4ZxXFOOitn6ZyBfHLs2m8TWsxvce3it66q3iMgz+LuFRmEDv\nFRleqbBh6QV/LQrmq8mhqjKqKpNlBbNZSRiqTKclvg9VZXB6eo5pqmxsdBGEU2x7wPb2Fp2Og+cN\n2N7uMZvNGQwKwrCiqmasr6tsbBgXrF0OUVSRplNkOWQ4DEmSFtNpheu6ZFkFyFhWRZpKhGHEL/3S\nT/IHf/BzCILO3t7fp9//fs7Ojogim6LQCMMJmmbi+/2LrO9zms05rVadMMy4e3dElrURhBpxnJEk\nHvX6CkFwiGnOWVlZI45zbLvLwcGUMKyRJD2KwkeWMxRljaoyKUsBwwh44gmHqoJaTWBtrcXh4YQo\n6hNFFdNphiyvIAgLRLEkTSWGwzHzeZ/ZrML3S8pSo1Y7Z2enhSjWSBL/Ice6bUOzaZGmCaZpXWye\n5uzuNh/eowebKtsG0xSYTHxmsxJZrphOx6RpnSxzmE4lNA1se2n4VTVFkgzS1CIIEiTJwDRlOp05\njlNiGHVEcZnhP5uVlGWAptVJ0wBRDNF1AcNwkKQh29sCrdYO0+mUsuwTxynt9rejKE0mk9/C9z+J\nptURhA0gpVbrk+dzyjKg1XIAF1FcMqcNhwN8v4YsO8zn58SxhSyvEwRTms2SKDJZLCIMQ+T0dEin\nU2MygVu3PGx7h9HojDAcsLW1g+NoLBMYZVTVJwgSRiN4kNCYZRJZlqMoL29sWy0BTctptSQ0Tfwa\nV+N7D+8VPfVWcWms3yU8ChPovSTDK73gr9UTeCNyqKqM63qEocJiIaDrJYZRIssRW1tLzm9Zrrh2\nbY04XpCmAyyrTlm2sCyD0ege6+sqV6/WEYQI08zpdJo0GlCr5UwmEWGo4ftrzOcvIkkKhtFDUUQc\np6TbDTg7G/FP/skPcuvWr2EY13j88f8LSfowk8mMsmyg6zpV5SGKLY6OXGx7jTj2UZSS7e0rHB0d\n4LoQhpt43og8n1GWfVqtFFEco+t7yHJAHEe0WhbD4Rmz2VWazRpFcURZKhdJYXUcx8AwYlTVwnEC\nDCOhVjOJohLPi4giiTyX8H2LKEqQ5TGt1jqz2RzfL8kyC8eR0bQcRfH4wAcc6nWLqsopihxFkV61\n6XqlQe717Ne8P8tNW4ZhWFSVR5aNUNUOmqbRaGiIokm97rO5mdJuy7TbNrIMrusjSSZlOWV1VWBz\n00FRNCaTMZNJwXy+ZBmTZQ1B8DEME9OssCwPUdRptRp0uwlhqKBpAmG43HAJQobjvA/L+tPMZp9i\nsfh1JGmM43yEICgRhIqqWjY7qddlFosFYXh+QTXbJIoOsO0G/X4PRRmwtnYFz9vH8wwmExgOBfK8\nx3D4HEnSxLK2ODo6JAwV2m2bLAPb1i/GpyDP54xGEq7bZD7PgIxGQyfPFyjKcpwfjLmqyjQa5ntm\nfb8VvJf01FvBpbF+l/AoTKD3mgwPFPbXijcqR7OpM5+P0HWTWk1EVQN2d9ewrBhVzakqi9PTAZrW\nJk1NogjqdYH5fIJlbdNoFFSVTlm2KcvpRdKYwWTiURQdTDPGdaOL82+L5fl3RRgWDId/wt/7e3+V\ns7PbrK//+zz99D9FFBtMJgFZFuA4GqbpUBTLWm1N6zKfHyLLJhsbCqenN9G0baqqIgg0NK1BVU0o\nyzHtdo6u75AkAqoaURR1BCGnKGTmcx1RnNPrNen1FBznHMfpX9QAS4hiQKORs7e3jih62HaI45gE\nQYZptiiKgCw7YGdnG0VJabUqDENHEEIaDZ1GQ6HRSFhdtVAUmV5PQNfT19x0vd79fZDBrygSnY5F\nWZbkeYlt1wiCiCDwWV01WV01aDQqVLXENC3abQHLOuPqVQXHUZlMVIoCXDdmPtcpywdlYRndbg1d\nz0jTMY5TQxQj1tZsms0Gg8EdFKUPaEynKVFUEYY+Zdmj2/0oUXSLxeJ3iePP0mh8EE3Tse0umjYk\nzyUEoSJJRGTZxDBCZDlEFJfRmJWVOsfHU4pCxfdj8rxDnhuMxyNkuc9kUnLv3jGiuIksd3Ddl9A0\nEEUZiC8arlikqUmeJ1SVeZF8tmB3t/maG92vti7eTg7ydxrvNT31ZnFprN8lPAoT6FGQ4QFms/AN\nZcw2GgZVFWJZCqurDlG0rB0ejyPu3QvI8008L0MQUqIoIwiWPaHHY496XUDXLRTFZ2+vxnyeMBwu\nSFOT0ahgOp0zGsnkeZfJZEYQROR5zvPPf4Jf/uW/TpL4PPHED7C6+hPMZiFpmiIIEa1WgaomFEWX\nLNMpikNMU0PXO/i+x3R6SqdzhdNTmaJQUJSI+TzFtm3q9QhRFAlDCUkKqCqFKNKp1SqKIiAIJrRa\nfUxTQdPu8i3fskmeLxAEkVarot+XuXJlBUFIME2HZlNiNvPQ9Qaa5tPrBTz9dAtVDVld1eh2Laqq\nxDAqDEPBsiKuX9cfhl43N+tv2gh8ae5CvW6SpjPu3PEIgi6CkGGaQ5580qHZNF7lrW9vt+n1LLJs\nQZpKKEoKNEkSiShaUqla1iZlGSPLHrK8ShznrKy0WV0NcRyXdrtOEEBZJoxGEYPBDFHsU1UFqjpl\nd/d7KQqXyeS3WCx+g9XV99Pvr1BVKqqqU1UpZdlHFHMEYXpxhBGQJA6uK6OqGaq6zHWQJPuCtlTH\nMEROTgbMZg2KQmA6PaLb3cQ0oSxPuX69RpZlpGmNINBJkgBNS6nXczY2tIeboC8d8zfCP/BO99R+\nO/Co6KnLbPBL/DuNe/dmtNs9okj/qs0Plp2zXp72th1hWSUrK22GwzmmKVGvG7huCsikaYKuw/37\nKaraRlULhkOPvT2TdntJaBFFMrNZyHx+zHyuMh53ybKKsjzCMFSKos0f/MGPcXDwSyhKk52d/5Za\n7dtZLMYIQhNRLGm3Pep1mzStI4rnwIiVlfehKDFxfE4Uhayt3cC2M2z7HN9X8bwYSTJxnIKdnRqq\n6vP88/eQpFXSdJXZbMJsdkqttkejkaBpx9TrBjduXKXTEbCsZa12FKVoWvtLximi01khDGcYhsDW\nVh9BCACJqlrmFPR6y5rlIIgesm+9HXitDP7tbZMwlInjEc2mjWFcfdhs5cE1r0S3W8PzKsLQZjpN\nCMMTJGkFXZdJ00Pa7S6y3CcMC3q9HoIAvp/R79tk2YBGo43nRQTBnDRtM58vNx6G8UEEYcSNGz9O\nrfYEL7zwP/KZz/wAQfA3ePzx/5SiiIiimKLIARPfB8PQuXatxHVlkiRiY0NCkloIQs5weExVKeh6\njdnsHMMwAY3F4gDbXifLBKKo4Nq1p4iiAbq+xunpEefnAra9BSxJbSzr5SOFBxniL4/Fl/ffvOQg\n/8bDpWf9FvEo7Pa+0WXY33fx/TaiaDCdzh/W7n6phxEECcfHkKYmZ2c587kEVKRpynzuXZRD1QgC\nCd+PSVOQJBFdnyLLGywWAVUlIooWinKIYVgEQZNbt044OTHx/XXG4wTfn+N5YyyrgW0bfOpTf4Xj\n409gGLtsbf08kvRn8f2UPJepKrBtiXq9jSxLxPGM9fWUa9caCILAbDYFNHS9SRDMaDRgY0PDdc+p\n1RREsSCKCprNLtPpBNNsk2Uwm82wLIU8b5NlGd2uhmXZtNsyu7s2jYZMp9NmsZhh2+sMBiG+77K5\nWSeKpphmC4B6XUdRBDQtoN+3vyynQFVlLEt7w97cG8WX/k4QJBRFDccxHyZRRdEMSWq8pme4/D8p\ns1nKbOZjWSpRNKLRsOn1DIrCRxByDMNBllVkOca2Q05P59j2Dc7OEk5OxiSJRlFskyQJoFOrSTjO\ngHp9hStXnkGSthmNfp/h8P9jsRiTJDcQhGvEccx0ekC3u40gFIB1wZxXoaoABmV5Tr2uomkleT5n\nMtFRlB55vswSN806snzK+voahlFiWTEHBym+v6wRz7Jzrl/X6HSaD+f7A2/55CTFdUGWDcoyRxSr\nV43vO8FB/k7jG11PPcC74lnv7e19E/Df3759+9v29vYeA/4Zy4LM54H//Pbt29VXu/4Sl3ir+HIP\nwXzY0eiVNahLOtGEMDSJIp+qcjg/X5CmCfv7IbrusLW1wmj0Ar3eFVZW6sznI6Cg2dQ5OXE5O7NQ\nFBNNi2i3TZLEw/N8HGeD+TwiCGLOzhTyPEOWV7l9+zZf/OIPMZ3eptH4MNvb/xTflwjDc4rCRJb7\nFMUZcTxHVVtU1QLH0VAUnelUJopuIcsdJKlFmka4rsStWxWmOcWyLHxfp6o0osjg2WePWV/vAxm+\nn1NVNkUxRRS7aFpCs2kjyzYwACJMs8547GEYNmHo0m4vPbrJ5Izt7Sae9/IYm6aGZb28lL9e3tcr\nf6fXqzEcjijLZZ1xkhyzubn+8P3X8gxtW0IQMlZX6+g6VJWKri/HJghc4jgjjmWqqoMoZiTJFMN4\nHBAwDBFRdGi3V/D9MbJsoao5mnbAlSvX8P0RUZSzs/O9SNLT3Lz5g5yd/R/E8ZiNjZ/AcRws6wph\n+CKbm1coyx6+/xzg0GgsjzVsu4aqmiwWGf2+xnQqslgcsbKyRZ7nFMVdOp1Nzs4mtFoZYDIaBdh2\nn6LQyPOAKHrZeC3buCqEoUdV1YiilPHYo91eJQjGrxqb1+YfeH0O8leuqUt8ffGmjfXe3t5/BXwf\n4F+89D8DP3b79u3f2dvb+wfAnwN+5a3/xUtc4qvDNDWCIACWimcyGRMEDcZjARCxrIhuNwQgDAui\nSOPOnTNU1WQ08hiN+uh6SJqes7FxFd+/R6Nhs75ucfPmguPjGXfvupTlDZpNA11PCYLluWZVFSwW\nIY5jMZ0+R1FsUZY60+kf8rnP/RBxPGBv7y/y+ON/i+PjKfX6FQaDCllehqV1PcdxaozHf8zOzuNI\nkkOWVUync9ptE9vu4LojZFlE1yXSdMTa2iq+P2M2k1BVE8tKUVUV07TJ8wzwL8KwGrKcUq87dDoV\nun7Czo5Gt2swGoVMp0syl6pSaLeXytcwWjwgMXmlIg+CnCBI6PVqXzb+Xy/cuNFmOFyGvi2r/aoN\nxWshCBJ0vYmuQxTN6XZXyfNDNM3DNHWqSscwSu7ffwlNq5MkG8xmKpq2oN0uWV83SdOAPK8xHi8w\njGM6nR2qSsG2M/JcI01L+v3Hqdf/T5599gdw3d8ky8ZsbPwMqqrjOB2iKMSybrO7KyJJNrJ8l729\nG8znMdPpAtd1ODq6g2VtY5qr5PmQZnNpyEHGcUTSdEwcS7TbW6TpjCyboSh9ptMhhjFmZaXN/r7L\naGTjuimuO6Lf7wEVg0FEs/nqcQEuWsDGF+P5+ob6ss/2u4u34lm/BPwF4J9fPP/g7du3f+fi8a8B\nf4ZLY32JdxgPPIRu10LXE+bzM9rtNqORQFXpuG5IFNlEUUxVRVhWwnweUFU6SZLgunB05OE4LZKk\nZH//kCee0JCkHr/6q7eBdY6Pl32rDeMcWZ5x7VqPJEnRdYm1tR7n54d4nkut1uH27X0WizvcuvUj\nFEXEt37rf8PVq3+WLOtQVX1OTu7Q7W7h+wN0PULXOyTJlF5vj6OjgFpNx7IcqkrCNFsMh/ukaZ+y\n1FkspvR6NrZtkOc+9bqEro+xLBnDuMJsdkqWLcuYVFWh2exhWS7N5pzVVYPd3Q69XokgRIzH0Gx2\nOTlZEIYKpplgmjmmabLk3H5Zke/vRw892uFwxI0b7a98Q95BBEHyqrPx1/MMLUsjimaAyfp6nbt3\nj7BtndksIgxVNG3ZmKPbfdlDHwwO8Lwuui5eEOIY9Hopo1F8cVShkSSf5cqVp0kSndPT51GUVc7P\nFT7wgf+FL3zhZ5hMPsHduz/I6ur/RKfzQQ4PJ2xtSWxsrDMee6yt7XJ6OqDV6uD7LsOhjq6/n+Hw\ns2xv7+A4Kp53TKPxFJI0oVaTcZzr6LqLKE6oKptazUAUT1lfNzBNjYODEb5vc3ISEEV1RqOAqhqy\ntqYzmaQ0m/KFfG/O4F6ecb/7eNOV8rdv3/5lIH/FS8IrHvtAnUtc4uuAft/EcWLW1rhoQbhEHCfE\nsUwcZ0ynIWHYJAxlqqrk8cdNLMsly5YNPfJc4OhoxnhcoCh17t59iTTdZTwOiSKLOF7D8+ocHkrc\nunUP0AAZUVxw5UqNa9cMBCFiOv0kN2/+IAB/6k/9fT72sb9Ms9khio6pqpJms4uq3qTV6hLHXRaL\nAtNcZz4/RNN08twnTReoakpRzOl2+1hWiWnOMAyDMOxw796YRqNOqzWj3zd48skeknQTXT/DcQQc\np2JjQ2VjQ+DaNZFv+7YVrl0r2N0VHipnXV+OU6ulIYpzRHFOt2teGL2lAn5wdPDAUAOUZZfhcPF1\nuKuvxmAQ4nk6nqczGCyjJA/uu+PEr2l0fL/ANBWgYjod0mrlRFHB+bnBfN4kjg2SJKbVyhHFgMUi\nZGWlx2JxgCCcc/36Nt1uF8eZ8aEP1dnba7BY3GVt7aNMJhr7+/vU6z00bcCVKyFbWxUf//hPs77+\nn5Blx5yc/CAHB7+BIGwwnebcvx+gqp2LCoEJ+/ufodXaoNVyAZde7xpF8RLttsT7399GENyL3AGB\nKCoxDI1r11Ta7QXt9oIbNxwmk4jDw4zbtyNeeGFKo9HGMGKqKmR//x6npzlB0OTmTfcrGNzky8bt\nEu9NvJ3ZBOUrHjvA7Ct98AFeK0vxGxGPghzvhgxv5/lXt+sQBAndroOmFagqjEYuqtpCVUHX1kbB\nHAAAIABJREFUm7Ra6kXLwi6z2SFXr15lMvHQdQVwOTiY0+vt4LoJiuIAKdNpwHzeoywVbHsOWDSb\nBRsbNr4vYZoTNM3C9yN+93d/kdu3fwHD6PId3/GP+OAHP0SanhCGu2xsbPPcc5+hLPs4zlN43oBG\no8N8PiOOK+r1bwLu0GwGyPKy6UW9nmPbAisrMknSYDKBOHbp9RzW1zXe//6riGLOvXuHXL26y3hs\ncffuLZ555v0cH49pNCK+6ZuuUaud8M3ffP3hWJmmSpoWDIeQ5xb9vsjmZszuroJl9V81rlW17Bz1\n6rEu3tB8ebvmVBAkF+xgD2Bjmksv+yv9xoNrWi3Y35+hqstowGg0Y21ti9ksQlWXXrXnfZEsu4Lv\n1xgOz1HVJ9F1hapKEISCVkvjypUeL754guP0qKoK3/fR9Q1msxhFaXD1ap3JRGCxgN3d/5os22E4\n/Gn2938EUZzR7f4VyrKB500BkVbrGicnX+TszKPd3mQyOUPXV1lb26HbFbl2TUdVM6pKoNWqUVUL\nNja6WJbG1pYLwAsvhKTpVe7fP0XTeiSJiOedAwqLhU2afoTDwyG9Xolp9ggCD8NYjldVPbhHyhta\nf92uw9lZSFUtN0WCELK62nlT9/Ot4FHQtW8Wb6ex/uze3t7Hb9++/dvAfwB86vUuGI1e59DpGwDd\nrvMNL8c7IcPrGeJXhuMEYfaWz78Gg5BWq89k4iMIAaqas70tMpmcAQZBYHDnzt0LTmgRVW0wGByz\nsiIyHpccH6c0Gjucnt6lKNZYWelxdPTrVNUzzOcDiiK8yIqeU5YbvPTSkE6nz+npGWna51/8i7/J\nnTu/gm3v8p3f+b+xvb1CWd5hdbVHmua47pBud4/j47tEUZuqapEkU2TZIY4zNM2lXrexrDrNZoAk\nFXS7Bro+5/xcIknahOEcUQyo1UxkeYEsL2lH6/Vt4jgGFK5efQrff4knnujQ6fho2h0ee2zly+5v\nlrkMBhJVZWIYJaORhON4X5ZtKwgC8/nBQ+9aFEdsbrZfd768nXMqCBI8L3vVa2kaf9XM4AfXhGFK\nHGukaUIcL2vIz89PsCybNF0wHsfoepPpdEQUxei6ThynHB2lHB+7WFZJrdbgD//wJmW5Qpo2uHnz\neXT9OuPxGEUB09zm6OhFVlZqZFmM6wq0Wn8BUVxlOPwveemlH0fXPfb2vo+qyhDFDWazAFm+zmJx\ngOsWKMo6i8UBQSBwclKSZSqK0sf3z+h06rTbKmk6Jk2Xa+r+/RGDgUwcHwNtxuOIPA8YDidIUpNW\nKyfPNaDD+fkYXe8wGk3QtBhNqwMinc6ySc2Dtfd6a1aWIQjGDz/z9dZ7j4KuhTe/4Xg7jPWDNNH/\nAvjFvb09FXgB+Jdvw3df4hsQr3cu9rWcf70R7/tLvy8IZEQxoNPp0ek4HB7O2N8/pSz7+L6CYbiA\njKZ1SRKXOA6p1SwOD+/Q6+1RlgVf+MLv89hjT3F05NFoLDnEk0THsmxOT2eYZosgOKBWW+Vnf/b7\nODj4NPX6B/nYx36eZrODKB7w1FNPMp2KpOmcqpJZLAosy8B1h4ThKlWVoWkSzaaGLE+5erV5Ef6u\nsCwbSaoRx0P29lZ58cU7NJtdLOsJkuRFdL3DZLJAEEIMY3nilGVnKMoq29sdLGvGk0+2v+K4WZZE\nq7W8L4ahU1UQBLPX/PwrE7t6va//efWbyVx+cM2ST5uL8/j/n703j7E0O8/7ft++332pvbq6Z+c6\nImmRDBXJFimLTmREjiBDdgRDShwDlm3ESAIHSZAABhIphiEgiJyEjqIgNkIYgRNbsUDBiJZIUSjR\npLhp9l5qX+7+3fvte/64t2q6e3qGQw450zPs55/a+nbVd+455z3nfZ/3eSTKMmd9fUk4a7UUQCSK\naiwWc4IgQ5abFMVtoihBkq6h6zLPPXeben0Lw1j2ea+v77K/fwjUsaw6+/v7SJJDFMX4/oxa7f0r\nTsO/Rrv9ee7c+Ws899x/g66f8clP/nU8L1kZn2SYZg1NC5nPjxEEODur47o5VZUAFzz++CZx7HF6\nGhHHOe32Gi+84DObmRRFj4uLF1EUB88TEYSMWq1NFAnoekZVBVRVHTAYj/fp9TYIw4I4Dllfd7As\niaoyCIIY3y+uxnc4nNLrmQ+cC49q1O8c3lKwfvnllw+AT64+vwn8yFv/kx7h3Yy3SkR5Pcu/NyLD\nLFuyRNptGI2Wr7FtgfF4jGnWqCqTfn9Z9wvDpfpYHMNotAAsbNsgCEZsbW0zn/u47gDL2uHiQiXL\nSup1ExCw7ZL19aXJRJ6fE0UnfO5zP8/JyddYX/9hPvjB/wlVzcnzmHa7Sxy7GIaN4ziE4QhBqAgC\nkaraoiim1OttLCvBcabUaj0gJMsCBGGTsjQZjyfoeovjY5dOZwvHEcmyU3q9GnGcEAQW7bbNrVu3\nqNcfp99fw/Oe55ln1un1Nl4znnfDsjRMM7svAL7+e/ROssDh22cuv/qaBEGYrFjuYNtTLEtiPA4I\nAgPfb3B+7qEoNapqjCQdY1kyUNJsFvT7NtNpiyQRyLIppqlRq4U0GgfE8R4XFx5FUcd1L5CkCkVZ\nIwheZmPjaUSxjmn2+eQn/xe+8IW/yVe+8o8RxXP+zJ/5ewyHDmkqUhQlVSUjCCK+b7BYzNnaMlks\nLBTF4oUXhiiKhKo22d9fYBinlKXDtWt9BoMBW1tPc3j4VURxHUXREMUZeV4QRR10HYLgK2xuPsHh\noURZ2sRxgiAs6UVhmDCZeFhWSKu1DVyunzZVlWBZ4SPG90OER6IobxHvhUb97+Yz3C22EIZL3WHb\n5h6xhddz13ojyz9QHyh0sgzoDq67THvm+at61aZpUhQTABynQVUV+H5MGIaEoYem2eS5iCTJSFLK\nZJLhuj6CUCdJJLJsQJ5vkGVzNA0cp2JzU8ayHObzV/j85/8mg8FLPP30T3Pjxi+SphWyXGc0uqBW\nq6MoBovFBa1WSZ57BEHMYmFSliWdTgNBqOj1Ivp9A0GosO0Sw+ih6xZRdJv5XEBROkhSznicY1lg\nGBpZJuM4Mv1+jSgqcZwGuj6l0ch44onNq/F+IznJ5ThmCEKJquY0m+V31ULxe7EuvhPNeFWVaTaN\nK4GVXs/G9wsMo8PFhc+dOxWqWsP3XSxLZXu7pNEwEEUTURQwDIOyNPG85+j1rhEEFefnt9nYeJaj\noyHDoUcQiMjyLnFckuchqgp5fk63a9LtSjz++A5//s//G7z00pf45je/yHz+PNvbH6PZVHAcibMz\nF0kyybKKONaRpApNMyiKAFGUqSqb2WzEYmGtfL67+P6AZ55poqohTzyRcnIyIUnWCQKDNM1oNiOa\nzYAbN7bx/TmKco3FYopty8iyQBCMGY8V5nODMJSYzyNMUyRNzdW4FSiK8cA1907hvbDXwiNt8HcM\n74UJ9N18hstAPBrlpKlJlqUoSvka3eEHKVQlyaun+AdZ/t2vsHT3ayxLQVEgjn263Vdv9s2mRJqm\nLBYJWSYxmXhIUoIkCVSVSZbJHB2NSdOcIIhWClk2UZTTbCrEcYBplrRaBqIoEIYD0vRP+PVf//eZ\nz8/4kR/5D3j22Z8lCBqEYU6SGOS5wWw2pSxVTk4kzs4mDIc9FguNMDSpqhBZnmNZOo3G8m+8caOO\nqtYRxYI4XjCZSKtU+YzNTYuikOn3I7pdnTyP6fWWhhl5XgACnY62ygAsxynLinvG80GHHdtWUNV8\nZV/53fU6ftjWxatuXnfPs5LJRCRNAwRBJ0lMLEtkd9fEMArKMsO2M6LokBs3nkbTQqpqTr2+wWKR\nIQgOQaDieSGiqKAoa4BHqyVhWTm12pgf+qFrGEbMfD7nT//pv8zFxS2+9rXf5fT06+zufobFIgMe\nI8uGyLJMlpmUZYCqhrTbE0DGdVXC0GQ4FBDF2cqju0mzmWFZcyxLJAi2CMM5ea5RFDqOE9Lr9ZAk\nnd3dJvP5iEajRr2eYFkellVRlg0cx0CWjdWNO0KWravDLjxcqmYP25z6TvFIG/wRHhrYtkQQiMCy\nNresh742FX7/15cL0TRVTFMlipZSm/DgOuUy/S1cvXZ7u0Ucz69+LggBvg+m2cQ0FxwcnNPvL9N9\nrpswHM7IMg1Z7jCf38ZxLFS1YDYbsbHxGEVxytpayPXrbbLM55VXFoxGr/ClL/0tsizgJ37iF/nY\nx/4Kvh/gunN0fYPZbIzvG4xGGUHg0mrdII5dluIWFqPRS2RZm1qthSCcYFkSW1vXgQVJ0lqx1R2i\naIGqnrG9vUccezSbGRsb8soS0iKKAkDDNAsEIcA0O/eM090tOWG4/Nx5AK/l+7sGWWGaGYZh0O+r\nDIcX1GpNTHPpnNVqWXQ6JZ2ORJ4LxLGKrjucnQnIsoGmgWHM2djYZjo9RhQFms06pnnK2lqfXi9j\nPo8ZjTJU9QYHBwuuX//PcN0mN2/+E/7pP/13+Oxn/xlwiG2rFEWTPA9QlAQwgTpxrBCGcxaLDNcF\nSWphWTmGMUUQYra3H+NLX9rHdUsURUdRKpIkI451wlAjiqZ84APXcd0RENFuVyxb2YR7RqLVMuh2\nE8pyimkuFVTeDDfgkaLZ24dHwfoRvicwTfVN/bvLxe77BUFQrmrcIbYd0estBTrgtXXKZfq7ztHR\njOl0WYdeLMbcuKFi2/HqX0l4nn71Gtve5lIOwPMCsqxiODzH81QMo4fvQ55LGEZOmn6Zra06suwQ\nBD6Lhcr+/ov8yZ/8DaDkU5/6FdbW3rcSWjFQlJtUlUNZSsznHrJ8gyybkSRH9PsblKXAdHqGaT5F\nGI5Ikimt1g2iKOYb3/DR9RjbvqDTUel0TCRJQddliiLBNEssa8r29t5qLIJVnd1diYS0X1PPvSRY\nDYcCVbW8Lfl+iXVvF9b3He4dlzqadgGUtFqwvd0mii4d0HoIQsiTT67R6dR45ZVD2u0NIGMymeL7\nNoJQY3dXYTT6Bmtru4zHB4him3p9nTw/QdPWmc8LqqqJ580Zj1Nms2s8/vh/QVlq3L79v/KFL/wY\nP/qjv4iuP0MUXdDtNqjXd9G0AEEYEYYhUEcQRDxvgm2rGMYW8/kRrVafo6M5jnMD3z+hquooSkmr\nFbG5Wcc0XRoNh+PjM5rNPlHkEkUBur509To6GlKr1Vhfl7GsgGvXloz/N8sNeKRo9vbiURr8LeK9\nkJr5bj/D69Wk78dlTdV1C1yXlShHwmIRY5oWVaWRZclrXnuZygzDlDTVGI0qoKDT2eD8/IJ6XaDZ\ntF5TP18sMubzkLKsc/v2Kc8/P8D3tzg/B9/X2N420bQZw+EYy+rgugIwwzRTfvd3f53nnvs7CILE\nBz/4y3Q6P0Sr1aOqYobDEYbxGAcHLxKGNRoNgzxPVynFmKoqEIQjLKu90qcWsawWgiChKDmzmYco\n2pimhiSl9PsaVWUgyymNxoy9vYJPfnLrDQ00HlTPFYSSNJVQ1WKV1nxw3f97gYd5Xdw9Ljs7dbIs\nwrIKul2bRqOg0RAAYcV7UImilGvXdARhjuNofOhDTarqlOFwgOO0cJwuouhj2zG63iaOC1S1TqMh\nU1UXdDpNZrOA8VhgPtcIAo/r13+CsoTB4Lc4OPg9ms2P0e32qNUksiwlTQsEoct4rLBYhEwmBVX1\nDBAgihd86ENrCIKHJNXwvIJaTUWW53Q6AU891aBWg3a7oCw9VJWrORAEJlkmkmUVkqRSllMMY8j1\n642r2/Gb4QbcX7Z6O+bWwzynvh08SoM/wkOFb8XefT0DDlgKmECy+v4bs8mjKEVV6+h6zOmpS5bZ\nDIcVVbVkst59i4rjQ3Rd5+joOWYzkTDs4XkxstwgTSsGgxGbmyKGsclikSGKmwyH8Nxzn+f5538J\nUbS4fv2fAI8jikPW11ucn4vIcpswXFCvO5hmhCiqqGpCEIhYloQkjdjdNdE0D9+foetP4roCYbhP\nEFQ4zpPoesVsdgR0kKQCy5qxTHNLKxZ5cjUG307q8c1mOL7fcPe47Ow0EMU5lhVfzdWqCq+sQF9N\nB9dW82dGvd6j1ysZDj06nR6wQNc/TJ67yLKJIAjk+Snr6xscHn4DSXqWopiQphd0Ok/jusc888xf\nYGdnjd/5nf+EP/zDX+DTn/4cVfUUaVqsxGlCZLmgLCtMUyIIztC0DtDi5OQldnbaeF65snOtqNdN\ntrYEwjCjqkyef37KeJzy5JPX8P0TNjcjqmp58D0/L4ljFc/TiCIHWZYZDiffNSnZ+5XRHqXJ3zoe\n3azfIt4Lp73v1TO80Qn97luvosiEYYiqiqufpVcEF4A8D67+v8uPQRCiKAZBEOH7Ib5fUJYWglCt\neo9NVDUnyzLCEKIownFaDIclt29PGQ5tBoMeSaKhqj6iOKXd1nDdM+JYo9tdpywrbt36Nb70pf8K\nVW3xiU/876jqBqYpsrtbR5IWVFWX/f0TFguFqrrGdLpPHJcIQgs4x7Zl3ve+pynLjKqa8b73fYCq\nGuI4pxiGjCDISJJMWYaUpU4cRzSbBXmuk6Y606mI69aI4xhFKQiC7HUZ3g8a/zeT4fhe4GFeFw8a\nl37ffg35ThASWi0JTROvXvfii+f4/hq3b7vcvu2iqntMpxGCEGKaApCsHLEEJClDUWwsa8m+Now6\nzWYfVT1ke1tnc9Og3X6aTucHePnl/5M7d36D7e2P0OlsURQLRFHA8ySm05w0rSNJMlV1jKrOePLJ\nGpalcXAwptPpIoogCDM2NlIMw2R//5yzsw6TicZ4PCHLWrhuhCQlDAZTxuM+43HMdCohyzU0Lacs\nDQRhiqK8um6DYNnRcUnOu/z8jebWg2w6v9VcfTN4mOfUt4NHbPB3CO+FCfROPMPdiz0MEzQtot+X\nsW1QlJLLTWA8HmMYrdcEp8vN1LIKYA7IdLs1ptMxotigqpavleUaFxcl87lAu21yfDzA8zYYjWIW\nC5Ek0ciy4aoOPKbT6TAeC8xmAbdv/7c899wvYZpdPvOZX2V9/UM4jk6tltDtNhGEkhde+CJh2CMI\nTAaDU3R9D0mKgFMsq0m7vU6WLS0wt7fbVNUd9vbqaFqGplVIUgUM0bQagqDRaAQ0m3Xmc4k0DVfE\nMQVVzVgq+ip3MeS/derxftb924WHfV28mXFRVZlGw7x6jqVOusXh4ZQw1BmNdA4PD1GUHqqqUxQv\nYNsdwnAZFDudbYLgGDBwHIU0jQiChO1tk05HIkmGeJ6HZV2n1fowBwe/yc2b/4J6/Umy7AZR5FCr\nKZhmTBRNKAoTSeoQxzFFAbKsM5/Xmc8v6HabZJlNkgSkqcGtWwXDoY7rNonjmPl8TKfj0O3KnJ/7\nBIGL42gURY80dYE5vl9i2xK6XiMIwnsOhgcHE2S5ds86fNAYvlqiSlZtYAqCkKIoBmG4uBrXS9x9\nAPhWeNjn1JvFo2D9DuG9MIHeqWewbWWljKUCCmEYrlyllptAngdXYhZLqPcs+NkspaocZNmkqkqi\naEGS9MkymTA8wbb7TKdzptOUxaKG709pt3OGw2BFPEvwvAMMw1ylPR2azTZxXPLCC3+P/f3/EcfZ\n4ad+6td4//u3UdWYel3j2WdbqOqYg4MJUbTNeKzheTGKUqcoPAyjSa+3SVnGFMWAbtfCcQzq9Yxu\nt04cx5ycyOj6FobRoCxTbDug35d55pkNdF3E98+o1WpUlY4gRLTbMqqaoyjSG7azPQjfSX/yW8W7\nYV28mXG5+zmyrCAIwHUFbt8OGY9rpKmJolywtyejqiGiGGCaOqoKQRDheQZB0OboaEoQLA9WRTEm\nihacnRXADSRpQbNp8vjjn+Kll/4ld+78Bu32dWy7i2HkbG520TSZsiwwjAhVbSFJdSaTM8ZjE0Fo\nEQQumibQbBq47pAg2ObiwmWxKCjLZZlma0vk5GSC512jLGWyLCLLFnheQVF08byYRqNifd0iDCuy\nTEJRJMIwIUnqq6Arcfch8f4xvMyY3Z05y/OQ42OXqlKRZesq2N/LWVl8y8Pku2FOvRk8CtbvEN7t\nEygIEhRFIsuKt/33um6ILDdw3eUpPE1NgmBGs6lfbQCXCx6W6kqgUVUaL710xHwuoigypqniugm2\nXSeOM8pyCCirFKJMEOQMh2NE0aDTcXjxxReJojqTSQQ0Vn3PfdJ0m+HwlDt3fonT08/TbD7Gz/zM\nP+bGjU9Qq1WsrUVsbRWoasV0WrBYOCSJhu9DURikaQUkSJKGKGbU6xXNpkynU9LvZ2SZh+dBmg6R\n5acAGcMoUFUT0xzS7zeRZYNWS6LdDqjVJPI8xnFk6vWCXg9U9dWsw9uZ1v528W5fF5e4+zlUVcZ1\nl5ais5nMdDrGcTYxTR3XvUOt9ixlWa3EcSzm8xhJajObHRJFbUSxgSgmjEYxw6GBqn4Qz3OZz0VE\nsY7jmHS7P8TR0W9xePgvqNf36HR+kDQ9BjwMYx3DkEiSjDCMMc0uRZEAAWkaUVUp3e4alpVxcTEg\nTRUkSURVx7TbCkniIkmPUZYJul4iihplecDa2jr1ek6jUVvZry6lZRVlGXTDMKWqtJVQytKl7vUO\niXeXqMIwZDr1mExgPq9RVRKQYZomYbigqhxGo/A1a//1btvvoTn1KFi/E3g3T6DLk60omozH7luu\nKX27vzcIBM7PfWT5VaUyVRVR1eVGkGUF5+cjQCXLCrIMGg2dl16asL9vMpnUmExCdL2i0VCp10WG\nwzGS1CZNm5yfv8D5ucT5uUieq+R5ShC4pOnjjEZDoigiTW0UpYuu63jeIYeHf5fx+J/jOE/zZ//s\n59nYWEfXRTodjVotR5JyFguZo6OEo6OEIABV3aYohpjmOZ2OSVUNaDYd1tZUNjcTtrZKplOP6bSF\n75tkWUKWlaiqhaIUlOWc69cNHGcpefn00wrXr9dpNAQ6nYJeL6ffXypxvVNp7W8X7+Z1cTfuf45m\n02A8vkAQbNbXW0TRK0BAkiy11be2dijLOrCPbZcsFpCmEnFsEUUueZ4RxxuEYUaSFASBSRAohOE5\nojin1/sAW1sf5eDgdzk8/A0MI+PGjQ/Q7YrM5zNE0UaWRbJsTpom1GoWi8UUWe7gOMZKKtdmPB6T\nJBazWUGrZWOaBWWZoCgKjYaEpslAxMaGgm3XWFszkOUS30/QdRnDkBgMxkhSi6rSOD+/TbtdQ1Gk\nb3lIvJyjqppSVTJ5LqFpFsuUeIWqFqhqThAIV4ppsFz7s5lHVTkP5GS8h+bUIzb4I7x5vFNm8vf/\n3jhOqKoUw1BXJB0DiBkMQoZDkaraYDx2EcU5rdYa4/GCMKyhaTppOqMsW5yeTtjeTmi3W2xsrHN2\nNsHzLlCUNW7dCilLjUbDxHVnzOchea4jyy3qdYeiuE1RmMRxyvn5f4jv/784zgf59Kf/D8pyiij6\nbGzICEKIprWIooyjoyFxLK9U1mTK8jm6XRVNMynLZTuPJM0QRRFFaTGb+SwWHSyrge8vUNU9RPEA\n285pNDR0XeSJJ7orNnyd9fVlnXTZQ/3ITOFhw0c/uk1VnTEeO+zu9vjiF2+iKE+QJDmHhwvW1hxM\n02ax8JnNhpTlFqPRHRRljaqq4ftn1Os2vr8kP2bZCabZxDB2KYoLBKHDZz7zf/Hbv/1v80d/9CsU\nhc7HP/5X0DQIghNaLQHDaDKdSiwWIYrSRtcTdF2kqpocH8+p1dbIMhffr2HbJpYVUJY2YTgAHieO\nc9bWIt7//jVu3kxZdh7EWFbAzk4bEKiqbURxThiWrK/fIAwXCILP3l7znvF4UHfC5eemKVCWOpNJ\ncNe6D+j1GgTBDFgSSQUhBETg7d+T3i0Q3+k/4BG+PzEahfi+TqOxRhyfYdsJ3a6BIAQEQcJoVF55\n5waBTlGsMR6HTKcRAIIQsbbWIElcoMAwGoRhwmw2QNc10lTnxRcv0PUNTLPObDZkPBbxvBqTydGq\nZhfjOGBZtzg8/MurQP2DfOxj/xDbTvnQhzYxjJzR6ABddxCEkPPzOVF0jTR16PU62LbPY49ldDoz\nylJB095PmjaZzQpmswZx3OLsbI5ptlgsEmS5Q5ounZ8+/nGBp55KeeqpZbuMaWqY5oOdx+5vhXmE\ndw5BkLC7a9PtjlCUKT/wAz9Ap5PQbPbI8xxZfp5r1xSSRKPZvE6aTrCsGpoWI0kz2m2HRiNhfT0C\nvoGi1BHFNQaDBNcF6KCqFZ/97D/Csnb58pf/Pr/927/C7dsarrtHHHeYTHx2dtZwHBFBEKiqBNet\nUZYmZ2cTBgOTKHLI8xIIqaocqLG3t46iHLG+PuMDH2hjWTIf/rDBtWvn7O4u2NpyAIEwTIiiu1sp\nL59dYThcXH09GIR4ns5gILC/P7tnnJZBNsR1B5imhG1P6fU8rl9vrFoRJUTx/J61/6jV8PXx6Gb9\nfYrvxHbwO8H9p27L0hgOp4ShzVKOtODJJ3dXfa5LK0rfNwgCgel0hiCUlKWDKMa02yKdToPj43MM\no0sUpYhiQqulEAQF87nJ+bnHcDikLDeRJCiKcwyjh+eZZNkp83lOvX6Ni4sFEFKvO/zhH/5tFosv\n0+v9EB/+8P9AVdnkuQ/4lGWDwUAjCBbs7QnoukyWeVSVRRxPWV/v0W67ZFlEvb5OEEgIgoqu76Kq\nMUUxZHf3/dy8+U1k+TqqCpo24Pr1dbpdkaW72P3vQ/8q3fdIJerhwjLjI1BVDcIwRpYLVFVlfb3N\n7dv7tFo2vV6H83MPx9lgsdBpNteADNse0W6rGMYmuv4iFxdHbG5+kMVCx3XP0HWNqoIoalCWIoax\nxjPP/CrPPffv8cILn2OxyPjAB/5TFguPtbWnyPN9rl1bOn8JQoamgeu+RLN5jcPDEEWRVmnoGMdp\nMx57CIJOp9NnPh8QBC2CAERxzM5Oi8PDlMmkIIrClflJgCBAGHrMZlMajT5VZRCGU6oqxLYlqsq6\ncroDnTt3pvT7yxT5cBhy8+ZybleVy/a2wt5ek8Eg5PBw2Qu+DM4BorhULPT9gCBYpr6kW49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m06nZDNTRHbBstSVlKqKaLY5OjojPk8YGOjjmnO2d1VX7Mp3e1CZpoqcTx7qOVEvxXei8Ea3tj8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S5wqVyjlbWxVse4OTkxVxHNJoCOI4JEkSms0eWSatFcx+XjEMlfH4kkqlTRCskOUxjmMgy1M6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\nheu2CMOIWs0ik5nDsgJ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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Solution via matrix methods" ] }, { "cell_type": "code", "collapsed": false, "input": [ "X = np.vstack([np.ones_like(x),\n", " np.sin(2 * np.pi * x / 365),\n", " np.cos(2 * np.pi * x / 365)]).T\n", "\n", "theta_best = np.linalg.solve(np.dot(X.T, X),\n", " np.dot(X.T, y))\n", "plt.scatter(x, y, alpha=0.1)\n", "plt.plot(xfit, seasonal_model(theta_best, xfit), '-k');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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DgYuuj6nVWkTREsc5wrJeYTpdUKmkVKs6EBGGCzwvxfcD6vUNFoszFosQXV/n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\nizCMqNUsMpk5LCtgdfU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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Annual Temperature Trends\n", "\n", "What we've done above is a simple model to fit the annual temperature trends. Here we'll ask how the temperature varied from year to year.\n", "\n", "- add a column to the data with the de-trended temperature (that is, the true temperature minus the seasonal model from above)\n", "- from the index, compute the total number of days since the beginning of the dataset at each point (hint: try converting the dates to integer type: this will give you the time in nanoseconds)\n", "- fit a linear model to the detrended data over the entire period. What slope do you see?\n", "- How many degrees per year change does this slope correspond to?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data['detrended_temp'] = y - seasonal_model(theta_best, x)\n", "data.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", "
monthdayyeardegFdegCdayofyeardetrended_temp
1995-01-01 1 1 1995 24.0 -4.444444 1 0.663377
1995-01-02 1 2 1995 22.4 -5.333333 2-0.173739
1995-01-03 1 3 1995 9.3-12.611111 3-7.402863
1995-01-04 1 4 1995 6.1-14.388889 4-9.135122
1995-01-05 1 5 1995 26.2 -3.222222 5 2.073915
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ " month day year degF degC dayofyear detrended_temp\n", "1995-01-01 1 1 1995 24.0 -4.444444 1 0.663377\n", "1995-01-02 1 2 1995 22.4 -5.333333 2 -0.173739\n", "1995-01-03 1 3 1995 9.3 -12.611111 3 -7.402863\n", "1995-01-04 1 4 1995 6.1 -14.388889 4 -9.135122\n", "1995-01-05 1 5 1995 26.2 -3.222222 5 2.073915" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "data.detrended_temp.plot();" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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EWefzH7bj88XKHutWMOIQ6uYwp76xxfaS0TtzN6n2j7H3YvZS1XVNmLtsN37eWm4jDr45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\n4k2dOK+vL/Bni5Do2y03Oi64w/hPGbv0dEIe3Tm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SxSYGpIwJgiACCBmPEgtSxoQ/oY6G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\nTATjIAiCICjMfwaftZYzCUBAAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "days = data.index.astype(int)\n", "y_detrended = data.detrended_temp\n", "days = (days - days[0]) / (days[1] - days[0])\n", "plt.scatter(days, y_detrended, alpha=0.1);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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g+2VMs49tDzk4GOL7RVQ1iSQ5lErntVBXERUTuc1z5HIZNC3G8XET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2UVmGb1oywGEFmvK4ZI0w5NOyJJgzhNVU2GnPOEqyuD3e6AYUzI8wxRjLm89Pjhhw/AK+K4J44T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DWJL0iVMOKsulTF2nqGo5wIpmOA64rkhRFNh2ymQyJU0VTFOhLAtsW/lfWwD+H6yf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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "X = np.vstack([np.ones_like(days),\n", " days]).T\n", "\n", "theta_best = np.linalg.solve(np.dot(X.T, X),\n", " np.dot(X.T, y_detrended))\n", "\n", "print(\"slope = {0:.2g} degrees per year\".format(365 * theta_best[1]))\n", "\n", "plt.scatter(days, y_detrended, alpha=0.1)\n", "plt.plot(days, linear_model(theta_best, days), '-k');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "slope = 0.033 degrees per year\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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g+2VMs49tDzk4GOL7RVQ1iSQ5lErntVBXERUTuc1z5HIZNC3G8XET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2UVmGb1oywGEFmvK4ZI0w5NOyJJgzhNVU2GnPOEqyuD3e6AYUzI8wxRjLm89Pjhhw/AK+K4J44T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\nGbRx8RUQ0pOGkcfzTjDNPh/9qJ5YJV2svjbpPGcyW8RV5yalKl3GRddOskr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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "So it looks like over the period in question, the average detrended temperature in oslo has been increasing ever so slightly.\n", "\n", "This is certainly not a smoking gun for climate change (it's simply too short a baseline to say anything definitive) but this is the type of analysis that you can do to discover this sort of trend." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Thinking about the model & the fit\n", "\n", "It's important to think about the assumptions that we put into our models. Out of the three assumptions we mentioned in the lecture, which ones hold for this dataset? Which ones are probably suspect?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our assumptions for least squares linear regression were:\n", "\n", "1. The error distribution of the observed points is Gaussian.\n", "2. The errors in observed points are independently drawn.\n", "3. The model which is most likely to have led to our data is the optimal model.\n", "\n", "In this case, the \"error distribution\" of (1) refers to the deviation of the points from the model. We can actually compute and plot this rather easily:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.hist(y_detrended, 100);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That does not look very Gaussian! For a more careful analysis, we'd have to have some sort of better model for this.\n", "\n", "Assumption (2) is that all the deviations are independent. This is also not true! We can see that there is a strong correlation between the detrended y values. In words, if it was cold yesterday, it's likely to be cold today as well." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.scatter(y_detrended[:-1], y_detrended[1:]);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ceDgkBJAAgMMxlQEDWhIX93KliFS3sIcPTyIjIxAYBMj93L9/KAkJfwN61NrYtBIqUVBQ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Rn7Ox+8ZMa2+y42r98adIwLL+znOr/gawqPmWM87oMiv8/j4otnVDHv1ZWfsz6LcvN5TA24Rnb7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\n4cOf8MICL7R5oc07fPhTUc9XU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"text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assumption (3) is an assumption of frequentism; a Bayesian would disagree with this assumption in most cases. That discussion is beyond the scope of this problem set.\n", "\n", "So in summary, our model very obviously breaks two of our three assumptions! We'll have to be more careful if we want to publish this." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Bonus: Fitting the model all at once\n", "\n", "Parts 2 and 3 were approached as two separate steps, but it's possible to build a *single* linear model which encompasses both a seasonal variation and an annual trend. See if you can find the above temperature slope in a single step!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Define a combined model: offset + seasonal variation + linear trend\n", "# (note: leap years might throw this off)\n", "def combined_model(theta, days):\n", " return (theta[0] +\n", " theta[1] * days +\n", " theta[2] * np.sin(2 * np.pi * days / 365.) +\n", " theta[3] * np.cos(2 * np.pi * days / 365.))\n", "\n", "# Solve this model using linear algebra approach\n", "X = np.vstack([np.ones_like(days),\n", " days,\n", " np.sin(2 * np.pi * days / 365.),\n", " np.cos(2 * np.pi * days / 365.)]).T\n", "theta_best = np.linalg.solve(np.dot(X.T, X),\n", " np.dot(X.T, y))\n", "\n", "# Plot the best model and find the corrected trend:\n", "print(\"slope = {0:.2g} degrees per year\".format(365 * theta_best[1]))\n", "\n", "plt.scatter(days, y, alpha=0.1)\n", "plt.plot(np.sort(days), combined_model(theta_best, np.sort(days)), '-k');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "slope = 0.032 degrees per year\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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EsCybVstlOrWZz2c4zti3m0RVRQ4Ojmi3VeACrtsnm00gihFk2X/AnKqKPP98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\n631ExLhXJMgKT7azfPq0xIsXfWQ5jaZtLXpxa4lEPQTRuC+x4K9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