{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Driven Modeling\n", "
\n", "### PhD seminar series at Chair for Computer Aided Architectural Design (CAAD), ETH Zurich\n", "\n", "\n", "[Vahid Moosavi](https://vahidmoosavi.com/)\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "# Third Session: From Probability to Statistics \n", "
\n", " 04 October 2016\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Topics to be discussed \n", "\n", "* Probability Distributions\n", "* Functions of random variables\n", "* Law of Large Numbers\n", "* Central Limit Theorem\n", "* Important statistical notions\n", " * expected value (average)\n", " * variance\n", " * median\n", " * mode\n", " * higher order statistics\n", " * skewness and tails\n", " * kutrosis\n", " * momentoms\n", " * covariance\n", " * scatter matrix\n", " * correlation\n", "* Density Learning \n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(global) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n", " window._bokeh_onload_callbacks = [];\n", " window._bokeh_is_loading = undefined;\n", " }\n", "\n", "\n", " \n", " if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n", " window._bokeh_timeout = Date.now() + 5000;\n", " window._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " if (window.Bokeh !== undefined) {\n", " var el = document.getElementById(\"f3391aa6-7e6a-4722-b91d-5bc7fcbbf5a3\");\n", " el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n", " } else if (Date.now() < window._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", " function run_callbacks() {\n", " try {\n", " window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", " }\n", " finally {\n", " delete window._bokeh_onload_callbacks\n", " }\n", " console.info(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(js_urls, callback) {\n", " window._bokeh_onload_callbacks.push(callback);\n", " if (window._bokeh_is_loading > 0) {\n", " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " window._bokeh_is_loading = js_urls.length;\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var s = document.createElement('script');\n", " s.src = url;\n", " s.async = false;\n", " s.onreadystatechange = s.onload = function() {\n", " window._bokeh_is_loading--;\n", " if (window._bokeh_is_loading === 0) {\n", " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", " run_callbacks()\n", " }\n", " };\n", " s.onerror = function() {\n", " console.warn(\"failed to load library \" + url);\n", " };\n", " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", " }\n", " };var element = document.getElementById(\"f3391aa6-7e6a-4722-b91d-5bc7fcbbf5a3\");\n", " if (element == null) {\n", " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'f3391aa6-7e6a-4722-b91d-5bc7fcbbf5a3' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.6.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.6.min.js\"];\n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " \n", " function(Bokeh) {\n", " \n", " },\n", " \n", " function(Bokeh) {\n", " \n", " document.getElementById(\"f3391aa6-7e6a-4722-b91d-5bc7fcbbf5a3\").textContent = \"BokehJS is loading...\";\n", " },\n", " function(Bokeh) {\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.6.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.6.min.css\");\n", " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.6.min.css\");\n", " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.6.min.css\");\n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if ((window.Bokeh !== undefined) || (force === true)) {\n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i](window.Bokeh);\n", " }if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < window._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!window._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " window._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"f3391aa6-7e6a-4722-b91d-5bc7fcbbf5a3\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (window._bokeh_is_loading === 0) {\n", " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(js_urls, function() {\n", " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(this));" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "import pandas as pd\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "pd.__version__\n", "import sys\n", "from scipy import stats\n", "%matplotlib inline\n", "from bokeh.models import CustomJS, ColumnDataSource, Slider,TextInput\n", "from bokeh.models import TapTool, CustomJS, ColumnDataSource\n", "from bokeh.layouts import column\n", "from bokeh.layouts import gridplot\n", "from bokeh.models import ColumnDataSource\n", "from bokeh.layouts import gridplot\n", "from bokeh.plotting import figure\n", "from bokeh.io import output_notebook, show\n", "from bokeh.plotting import Figure, output_file, show\n", "from bokeh.layouts import widgetbox\n", "from bokeh.models.widgets import Slider\n", "from bokeh.io import push_notebook\n", "from bokeh.io import show\n", "from bokeh.models import (\n", " ColumnDataSource,\n", " HoverTool,\n", " LinearColorMapper,\n", " BasicTicker,\n", " PrintfTickFormatter,\n", " ColorBar,\n", ")\n", "output_notebook()\n", "from bokeh.layouts import column\n", "from bokeh.models import CustomJS, ColumnDataSource, Slider\n", "from bokeh.plotting import Figure, output_file, show" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Some Experiments with random variables and known distributions\n", "\n", "![](Images/PDFSandPMFS.png)\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Binomial distribution" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "average number of success in 10000 times play is 1.0141\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Imagine you play a game 10 times and you want to know your expected number of success\n", "N = 10000\n", "p = .1\n", "\n", "X = [np.random.binomial(10,p) for i in range(N)]\n", "\n", "fig =plt.figure(figsize=(10,10))\n", "plt.subplot(2,1,1)\n", "plt.plot(X, '.r'); \n", "S_avg = np.mean(X)\n", "print 'average number of success in {} times play is {}'.format(N,S_avg)\n", "plt.plot([0,N],[S_avg,S_avg],linewidth=4);\n", "\n", "plt.subplot(2,1,2)\n", "plt.hist(X,bins=100);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Geometric Distribution" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AEAFJFwAAQARTd0/XAd/rNhmLp2i+tmOchLZRNp5K23GmpOIxj9av3//aunXS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\n/8cXEaBVr+AhAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "N = 1000\n", "p = .3\n", "\n", "# Geometric distribution is when we stop the game after the first win. Therefore, it is a measure of number of games\n", "X = np.random.geometric(p,size=N)\n", "\n", "\n", "fig =plt.figure(figsize=(10,10))\n", "plt.subplot(2,1,1)\n", "plt.plot(X, '.r'); \n", "S_avg = np.mean(X)\n", "plt.plot([0,N],[S_avg,S_avg],linewidth=4);\n", "\n", "plt.subplot(2,1,2)\n", "plt.hist(X,bins=100);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Uniform Distribution" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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P6eGOBgy62iwtAXNzReM3N+f/rj/FglK/wKSYxtTY5FEKc+BSSMNQp08Db35z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\ndBEREREFwKCLiIiIKAAGXUREREQBMOgiIiIiCoBBFxEREVEAfOE1TR2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "N = 1000\n", "l= 0\n", "h = 10\n", "\n", "X = np.random.uniform(low=l, high=h, size=N)\n", "\n", "fig =plt.figure(figsize=(10,10))\n", "plt.subplot(2,1,1)\n", "plt.plot(X, '.r'); \n", "S_avg = np.mean(X)\n", "plt.plot([0,N],[S_avg,S_avg],linewidth=4);\n", "\n", "plt.subplot(2,1,2)\n", "plt.hist(X,bins=100);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gaussian (Normal) distribution" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2aXt0ghVbo61DzkLRzJbzHktQYQGfP28vcN0vz9LKtR5PnJheEB7MzqTH1RO6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\nh9Fa540xYmHFGOWgmDzmL3xh+z6B11mZgvKVe54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IPCsiXxaRN4rIKRH5mIQSDh8VkZOp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\nAwAAwNxJNSYLAABgoc1EkGVmx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m = 10\n", "s = 1\n", "N = 10000\n", "X = np.random.normal(loc=m, scale=s, size=N)\n", "\n", "\n", "fig =plt.figure(figsize=(10,10))\n", "plt.subplot(2,1,1)\n", "plt.plot(X, '.r'); \n", "S_avg = np.mean(X)\n", "plt.plot([0,N],[S_avg,S_avg],linewidth=4);\n", "\n", "plt.subplot(2,1,2)\n", "plt.hist(X,bins=100);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A note on Functions of Random numbers\n", "* imagine we know the distribution of two variables and we want to know the distribution of a function of those variables. For example, imagine we know the quality of a product of a machine depends on the temperature and pressure of tool head:\n", "## $$ y = 2t^2 + 3p^3 $$ \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Arithmetic of random variables are quickly get complex, but Algebra of random variables: symbolic manipulation of random variables. This goes to the direction of quantum theory\n", "\n", "\n", " This is interesting, because similar to \"deterministic systems\", even with knowing the relations and the distributions of random variables it is not easy to \"analytically\" see the distribution of functions of random variables and the usual choice is to simulate \n", "\n", "#### An example to the analytical approach:\n", "* Sum of two normally distributed random variables : https://en.wikipedia.org/wiki/Sum_of_normally_distributed_random_variables\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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N64NU9RxVfdpGuZtkoeoaof8bcg/99NNlr0qroFq13HoqgWS5YgVcckmwk4Ex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\njDHGRMQSiTHGmIj8PwZ4an0Z5fulAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 10000\n", "x1= np.random.normal(loc=2,scale=5,size=N)[:,np.newaxis]\n", "x2= np.random.normal(loc=0,scale=5,size=N)[:,np.newaxis]\n", "y = x1+x2\n", "\n", "\n", "Data= np.concatenate((x1,x2,y),axis=1)\n", "DF = pd.DataFrame(data=Data,columns=['x1','x2','y'])\n", "\n", "\n", "\n", "ax1= plt.subplot(3,1,1)\n", "DF['x1'].plot(ax=ax1,kind='kde',linewidth=3,color='red',style='-')\n", "# plt.plot(DF['x1'].values[:].mean(),0,'sr',markersize=30)\n", "plt.plot(DF['x1'].values[:].mean(),0.001,'sk',markersize=10);\n", "\n", "ax2= plt.subplot(3,1,2)\n", "DF['x2'].plot(ax=ax2,kind='kde',linewidth=3,color='blue',style='-')\n", "# plt.plot(DF['x2'].values[:].mean(),0,'sb',markersize=30)\n", "plt.plot(DF['x2'].values[:].mean(),0.001,'sk',markersize=10);\n", "\n", "\n", "ax3= plt.subplot(3,1,3)\n", "DF['y'].plot(ax=ax3,kind='kde',linewidth=3,color='g',style='-')\n", "plt.plot(DF['y'].values[:].mean(),0.001,'sk',markersize=10);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adding a bit of nonlinearity" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GZCqOWHttXYOb8+pfXlEW8F6sQRmTSJMnwzXXBI/PP9+mCQlMSNnKm5d72zbo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\nU2EUFBYUW6Dq+FbHx/X5m9R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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 1000\n", "\n", "\n", "# change the center of random variables and look at the distribution of y\n", "x1= np.random.normal(loc=5,scale=5,size=N)[:,np.newaxis]\n", "x2= np.random.normal(loc=1,scale=5,size=N)[:,np.newaxis]\n", "\n", "y = 2* x1*x1 +3*x2*x2\n", "\n", "# y = -2*x1*x1 + np.random.normal(loc=1.0, scale=5.1, size=N)[:,np.newaxis]\n", "\n", "# y = x1/x1[::-1]\n", "Data= np.concatenate((x1,x2,y),axis=1)\n", "DF = pd.DataFrame(data=Data,columns=['x1','x2','y'])\n", "\n", "\n", "\n", "ax1= plt.subplot(3,1,1)\n", "DF['x1'].plot(ax=ax1,kind='kde',linewidth=3,color='red',style='-')\n", "# plt.plot(DF['x1'].values[:].mean(),0,'sr',markersize=30)\n", "plt.plot(DF['x1'].values[:].mean(),0.001,'sk',markersize=10);\n", "\n", "ax2= plt.subplot(3,1,2)\n", "DF['x2'].plot(ax=ax2,kind='kde',linewidth=3,color='blue',style='-')\n", "# plt.plot(DF['x2'].values[:].mean(),0,'sb',markersize=30)\n", "plt.plot(DF['x2'].values[:].mean(),0.001,'sk',markersize=10);\n", "\n", "\n", "ax3= plt.subplot(3,1,3)\n", "DF['y'].plot(ax=ax3,kind='kde',linewidth=3,color='g',style='-')\n", "plt.plot(DF['y'].values[:].mean(),0.001,'sk',markersize=10);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### If we imagine that the parameters of x1 and x2 are design variables and y is the objective function we want to minimize. Since there is no closed form distribution for y we usually need simulation based optimization.\n", "## \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " However, in Data Driven Modeling we are one step behind this. \n", "\n", " There, we have another problem, where in addition to random variables, we have \"uncertain relations\". \n", "### This means:\n", "* We don't know the important variables toward our question. \n", "* Their distributions are not known\n", "* And the inter-relations are not known too.\n", "* **But we just have data** \n", "\n", "### Therefore, we usually have a backward scenario, where we observe all the variables together and usually there is no prior knowledge about them\n", "\n", "## This is the shift from probability theory to statistics and later to machine learning\n", "\n", "#### Therefore, historically, there have been many theoretical works, in order to use probabilty theory, when we only have observations. Two of the most important works are:\n", "* ** Law of Large Numbers**\n", "* ** Central Limit Theorem**\n", "\n", "# \n", "# \n", "# " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Law of Large Numbers\n", "\n", "https://en.wikipedia.org/wiki/Law_of_large_numbers\n", "### What is the limiting distribution of a process, if there is a underlying system behind it?\n", "### More generally, if we have more data we have more accurate estimations?! Maybe the fisrt work on Big Data!\n", "\n", "\n", "# \n", "
flipping a coin sequentially and independently
\n", "![](https://upload.wikimedia.org/wikipedia/commons/4/49/Lawoflargenumbersanimation2.gif)\n", "\n", "\n", "## A bit of history\n", "From Wikipedia: The Italian mathematician **Gerolamo Cardano (1501–1576)** stated without proof that the accuracies of empirical statistics tend to improve with the number of trials. This was then formalized as a law of large numbers. A special form of the LLN (for a binary random variable) was first proved by **Jacob Bernoulli**.It took him over 20 years to develop a sufficiently rigorous mathematical proof which was published in his Ars Conjectandi (The Art of Conjecturing) in **1713**. He named this his \"Golden Theorem\" but it became generally known as \"Bernoulli's Theorem\". This should not be confused with Bernoulli's principle, named after Jacob Bernoulli's nephew Daniel Bernoulli. In **1837**, **S.D. Poisson** further described it under the name \"la loi des grands nombres\" (\"The law of large numbers\"). Thereafter, it was known under both names, but the \"Law of large numbers\" is most frequently used.\n", "\n", "# \n", "# \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "### Flipping a coin simulation" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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F9Q0Nccmrrvx+AAC6rK5x9dKOVmmftJUr4/b11yO4HH109wgEdXXpzhPW3sSy\nAAB0IoS0ckpDWlvNnTNmtFxAVmqZ+BYAAGAzEdLKqbQmbZddoqZm5crYfrvtalM+AADQ5RHS2tJe\nSHvggeib9eabsbxyZQS0urralQ8AAHRphLRySgcOlDZ3Pv10zL21Zk0sr1gR13gEAADoIIS0ckqb\nOwvXiiw4/PCoOVu9OpZXrpS237525QMAAF0eIa2c0pBWqnfvlpq0r389LmUktb7+IwAAwGZoN6SZ\nWZ2Z3VirwiSlOKSV9jXr1y8mrl29Wrrqqli3225M9wAAADpMuyHN3ddJ2snMetSoPGko7ZM2fLg0\neXKEsy22kHr0iPurVrX0V2P6DQAA0IEqqfqZL+kBM5sq6Y3CSne/smqlyltpc6eZ9OlPS5de2vLY\nNttITU0ttWcMHAAAAB2okpD2t+xnC0l9q1ucRLTVJ613b+nvf4/7Awa01KpJUq9etSsfAADo8jYY\n0tz9W7UoSFIqCWn9+0uvvNIS0kqbSAEAADbDBkOamTVIukDSP0v6x6yu7n5EFcuVv0pC2sqV0Tet\n8BgAAEAHqWQKjhslPS1pZ0nfkrRA0swqlil/bdWK9e7dEsYKNWmvviqde25cgYApOAAAQAepJKT1\nd/frJK1193vc/bOSunYtWnvNncUhbd066eWXpdGjpaOOYgoOAADQYSoJaWuz25fM7Dgz20dS155e\nv62Q1qtXywCB4tGczz1Xm3IBAIBuo5Kqn/8ws36SvirpR5K2kXRuVUuVgnIhrX//libNbbeNbdyp\nRQMAAB2uzWRhZle4+4WStnb3NZLWSDq8ZiXLU1t90i68ULrnnghq9fUR1FatilsAAIAO1F5z50fN\nzCRdVKvCJKOt5s7+/aP/WaHWbMCA2I6QBgAAOlh7bXS3S1olqY+ZvVq03iS5u29T1ZLlqb0LrBc3\na/bvL61Y0f7F2AEAADZBmzVp7v5v7r6tpGnuvk3RT98uHdCk9kNasf79qUUDAABVscHRne4+phYF\nSQ4hDQAA5KiSKTg2mZmNMrNnzGyemU1sZ7tPmJmbWWM1y1OxSi/x1L+/1Ld7XM4UAADUVtXmjTCz\nOknXSDpa0mJJM81sqrvPLdmur6SvSHqoWmXZaJU2d374w9Lrr7eM9gQAAOggFdWkmVkPM9sz+9my\nwn3vL2meu89393ckTZFUrun03yVdIemtCvdbfZWGtDFjpJ/8hIAGAAA63AZDmpkdJuk5Ra3YTyQ9\na2aHVrC6G8bOAAAgAElEQVTvgZIWFS0vztYV73tfSYPdfVqlBa6ZSkdsEtAAAEAVVJIwvi/pGHd/\nRpLMbHdJN0nab3Ne2My2kHSlpM9UsO0ESRMkaciQIZvzspWptE8aAABAlVTS3LllIaBJkrs/K6mS\nJs8lkgYXLQ/K1hX0lbSnpLvNbIGkAyVNLTd4wN0nuXujuzc2NDRU8NKbqdLmTgAAgCqppCatycyu\nlfSrbPk0SU0VPG+mpGFmtrMinJ0s6ZOFB7NLTQ0oLJvZ3ZLOd/dK9l1dhDQAAJCzSmrSvihprqQv\nZz9zsnXtcvdmSWdJukPSU5Jucfc5ZnaZmY3e9CLXCCENAADkaIM1ae7+tqLv2JVmtr2kQdm6DXL3\n6ZKml6y7uI1tD6tknzVBnzQAAJCzSkZ33m1m22QBbZakn5nZVdUvWo5o7gQAADmrpLmzn7u/Kulf\nJN3g7gdIOrK6xcoZIQ0AAOSskpBWb2Y7Shon6Y9VLk8aCGkAACBnlYS0yxSd/+e5+0wz20UxuW3X\nRkgDAAA5qmTgwK8l/bpoeb6kT1SzULlj4AAAAMhZRdfu7HZo7gQAADkjpJVDSAMAADmrZAqOuloU\nJDmENAAAkKNKatKeM7PvmtmIqpcmFfRJAwAAOaskpL1f0rOSrjWzB81sgpltU+Vy5YvmTgAAkLMN\nhjR3f83df+buB0u6UNIlkl4ys8lmtlvVS5gHQhoAAMhZRX3SzGy0mf1O0g8kfV/SLpL+oJLrcnYZ\nhDQAAJCzDc6Tppi49i5J33X3vxStv9XMDq1OsRJASAMAADmqJKR92t3vL15hZoe4+wPu/uUqlStf\nDBwAAAA5q2TgwA/LrPtRRxckKTR3AgCAnLVZk2ZmB0k6WFKDmZ1X9NA2krr23GmENAAAkLP2mjt7\nSOqTbdO3aP2rkk6oZqGSQEgDAAA5ajOkufs9ku4xs+vdfWENy5Q/+qQBAICctdfc+QN3P0fSj83s\nXanF3UdXtWR5orkTAADkrL3mzl9mt9+rRUGSQkgDAAA5a6+5c1Z2e0/tipMIQhoAAMhZe82dsyW1\n2TnL3feuSolSQUgDAAA5aq+58/ialSI1DBwAAAA5a6+5s3uN6CxGcycAAMhZm1ccMLP7s9vXzOzV\n0tvaFTEHhDQAAJCzNkOau38wu+3r7tuU3layczMbZWbPmNk8M5tY5vEvmNlsM3vMzO43sxGb/qt0\nMEIaAADIUSUXWJeZ7Svpg4qBBPe7+6MVPKdO0jWSjpa0WNJMM5vq7nOLNvsfd/+vbPvRkq6UNGrj\nfoUqoE8aAADI2QYvsG5mF0uaLKm/pAGSrjezb1Sw7/0lzXP3+e7+jqQpksYUb+Duxc2mvdXOaNKa\norkTAADkrJKatFMlvd/d35IkM7tc0mOS/mMDzxsoaVHR8mJJB5RuZGZfknSe4lqhR1RQnuojpAEA\ngJxtsCZN0ouSehYtbyVpSUcVwN2vcfddJV0oqWwNnZlNMLMmM2tavnx5R710e4UipAEAgFy1N5nt\njxTNj2skzTGzO7PloyU9XMG+l0gaXLQ8SO2HuymSflruAXefJGmSJDU2NtamSZSQBgAActRec2dT\ndjtL0u+K1t9d4b5nShpmZjsrwtnJkj5ZvIGZDXP357LF4yQ9pxQwcAAAAOSsvclsJ2/Ojt292czO\nknSHpDpJP3f3OWZ2maQmd58q6SwzO0rSWkmrJJ2+Oa/ZYWjuBAAAOdvgwAEzGybpO5JGqKhvmrvv\nsqHnuvt0SdNL1l1cdP8rG1PYmiGkAQCAnFUycOAXir5izZIOl3SDpF9Vs1BJIKQBAIAcVRLStnb3\nGZLM3Re6+6WK/mNdF33SAABAziqZJ+1tM9tC0nNZH7MlkvpUt1g5o7kTAADkrJKatK9I6iXpy5L2\nk/QppdLBv1oIaQAAIGcbrElz95mSlNWmfdndX6t6qVJASAMAADmq5NqdjWY2W9ITkmab2eNmtl/1\ni5Yj+qQBAICcVdIn7eeS/tXd75MkM/ugYsTn3tUsWK5o7gQAADmrpE/aukJAkyR3v18xHUfXRUgD\nAAA5a+/anftmd+8xs/+WdJPi2p0nqfJLQ3VOhDQAAJCz9po7v1+yfEnR/a7faYuQBgAActTetTsP\nr2VBksLAAQAAkLNKRnf2M7Mrzawp+/m+mfWrReFyQ3MnAADIWSUDB34u6TVJ47KfVxWjO7suQhoA\nAMhZJVNw7Orunyha/paZPVatAiWDkAYAAHJUSU3a37O50SRJZnaIpL9Xr0gJoE8aAADIWSU1aV+Q\ndENRP7RV4tqdAAAAVdVuSMuu1znc3d9vZttIkru/WpOS5YmQBgAActZuc6e7r5d0QXb/1W4R0CRC\nGgAAyF0lfdL+z8zON7PBZrZ94afqJcsbIQ0AAOSokj5pJ2W3Xypa55J26fjiJIKBAwAAIGcbDGnu\nvnMtCpIUmjsBAEDONhjSzKynpH+V9EFFDdp9kv7L3d+qctnyQ0gDAAA5q6S58wbFFQd+lC1/UtIv\nJZ1YrUIlgZAGAAByVElI29PdRxQt32Vmc6tVoCTQJw0AAOSsktGdj5jZgYUFMztAUlP1ipQAmjsB\nAEDOKglp+0n6i5ktMLMFkv4q6QNmNtvMnmjviWY2ysyeMbN5ZjaxzOPnmdlcM3vCzGaY2U6b9Ft0\nNEIaAADIWSXNnaM2ZcdmVifpGklHS1osaaaZTXX34qbSRyU1uvubZvZFSf9PLVN+5IeQBgAAclbJ\nFBwLN3Hf+0ua5+7zJcnMpkgaI+kfIc3d7yra/kFJp23ia3U8QhoAAMhRJc2dm2qgpEVFy4uzdW05\nQ9L/VrE8lWPgAAAAyFklzZ1VZ2anSWqU9OE2Hp8gaYIkDRkypPoForkTAADkrJo1aUskDS5aHpSt\na8XMjpL0dUmj3f3tcjty90nu3ujujQ0NDVUpbMkLEtIAAECuqhnSZkoaZmY7m1kPSSdLmlq8gZnt\nI+m/FQHt5SqWZeMR0gAAQI6qFtLcvVnSWZLukPSUpFvcfY6ZXWZmo7PNviupj6Rfm9ljZja1jd3V\nFn3SAABAzqraJ83dp0uaXrLu4qL7R1Xz9TcZzZ0AACBn1Wzu7LwIaQAAIGeEtHIIaQAAIGeENAAA\ngAQR0sqhJg0AAOSMkFYOIQ0AAOSMkFYOIQ0AAOSMkNYWQhoAAMgRIQ0AACBBhLRShasNUJMGAABy\nREgrRUgDAAAJIKS1hZAGAAByREgrxcXVAQBAAghppWjuBAAACSCklSKkAQCABBDSShHSAABAAghp\nbSGkAQCAHBHSSjFwAAAAJICQVormTgAAkABCWilCGgAASAAhrS2ENAAAkCNCWin6pAEAgAQQ0krR\n3AkAABJASCtFSAMAAAkgpJUipAEAgARUNaSZ2Sgze8bM5pnZxDKPH2pmj5hZs5mdUM2ybDRCGgAA\nyFHVQpqZ1Um6RtJHJI2QdIqZjSjZ7AVJn5H0P9Uqx0Zj4AAAAEhAfRX3vb+kee4+X5LMbIqkMZLm\nFjZw9wXZY+urWI6NQ3MnAABIQDWbOwdKWlS0vDhblzZCGgAASECnGDhgZhPMrMnMmpYvX16rF63N\n6wAAAJRRzZC2RNLgouVB2bqN5u6T3L3R3RsbGho6pHDtvFh19w8AAFCBaoa0mZKGmdnOZtZD0smS\nplbx9ToGzZ0AACABVQtp7t4s6SxJd0h6StIt7j7HzC4zs9GSZGYfMLPFkk6U9N9mNqda5akYIQ0A\nACSgmqM75e7TJU0vWXdx0f2ZimbQdBDSAABAAjrFwIFcENIAAECOCGmlGDgAAAASQEgrRXMnAABI\nACGtFCENAAAkgJDWFkIaAADIESGtFH3SAABAAghppWjuBAAACSCklSKkAQCABBDS2kJIAwAAOSKk\nlaJPGgAASAAhrRTNnQAAIAGEtFKENAAAkABCWilCGgAASAAhrS2ENAAAkCNCWikGDgAAgAQQ0krR\n3AkAABJASCtFSAMAAAkgpLWFkAYAAHJESCtFnzQAAJAAQlopmjsBAEACCGmlCGkAACABhLRShDQA\nAJAAQlpbCGkAACBHhLRSDBwAAAAJIKSVorkTAAAkoKohzcxGmdkzZjbPzCaWeXwrM7s5e/whMxta\nzfJUhJAGAAASULWQZmZ1kq6R9BFJIySdYmYjSjY7Q9Iqd99N0lWSrqhWeTYaIQ0AAOSomjVp+0ua\n5+7z3f0dSVMkjSnZZoykydn9WyUdaZZzOqJPGgAASEA1Q9pASYuKlhdn68pu4+7NktZI6l/FMm0Y\nzZ0AACABnWLggJlNMLMmM2tavnx5dV+sVy/pwx+u7msAAABsQDVD2hJJg4uWB2Xrym5jZvWS+kla\nWbojd5/k7o3u3tjQ0FCl4maGDpX+7/8irAEAAOSkmiFtpqRhZrazmfWQdLKkqSXbTJV0enb/BEl/\ndk+gU1h9fd4lAAAA3VzV0oi7N5vZWZLukFQn6efuPsfMLpPU5O5TJV0n6ZdmNk/SK4ogBwAA0O1V\ntcrI3adLml6y7uKi+29JOrGaZQAAAOiMOsXAAQAAgO6GkAYAAJAgQhoAAECCCGkAAAAJIqQBAAAk\niJAGAACQIEth7tiNYWbLJS2s8ssMkLSiyq+Bjcf7kibel/TwnqSJ9yU9tXhPdnL3TbpcUqcLabVg\nZk3u3ph3OdAa70uaeF/Sw3uSJt6X9KT+ntDcCQAAkCBCGgAAQIIIaeVNyrsAKIv3JU28L+nhPUkT\n70t6kn5P6JMGAACQIGrSAAAAEkRIK2Fmo8zsGTObZ2YT8y5Pd2Fmg83sLjOba2ZzzOwr2frtzexO\nM3suu90uW29m9sPsfXrCzPbN9zfo2syszsweNbM/Zss7m9lD2d//ZjPrka3fKluelz0+NM9yd1Vm\ntq2Z3WpmT5vZU2Z2EJ+V/JnZudnx60kzu8nMevJZqT0z+7mZvWxmTxat2+jPh5mdnm3/nJmdnsfv\nQkgrYmZ1kq6R9BFJIySdYmYj8i1Vt9Es6avuPkLSgZK+lP3tJ0qa4e7DJM3IlqV4j4ZlPxMk/bT2\nRe5WviLpqaLlKyRd5e67SVol6Yxs/RmSVmXrr8q2Q8e7WtLt7r6HpPcr3hs+Kzkys4GSviyp0d33\nlFQn6WTxWcnD9ZJGlazbqM+HmW0v6RJJB0jaX9IlhWBXS4S01vaXNM/d57v7O5KmSBqTc5m6BXd/\nyd0fye6/pvjSGaj4+0/ONpssaWx2f4ykGzw8KGlbM9uxxsXuFsxskKTjJF2bLZukIyTdmm1S+r4U\n3q9bJR2ZbY8OYmb9JB0q6TpJcvd33H21+KykoF7S1mZWL6mXpJfEZ6Xm3P1eSa+UrN7Yz8exku50\n91fcfZWkO/Xu4Fd1hLTWBkpaVLS8OFuHGsqq/feR9JCkHdz9peyhpZJ2yO7zXtXODyRdIGl9ttxf\n0mp3b86Wi//2/3hfssfXZNuj4+wsabmkX2RN0NeaWW/xWcmVuy+R9D1JLyjC2RpJs8RnJRUb+/lI\n4nNDSENSzKyPpN9IOsfdXy1+zGMoMsORa8jMjpf0srvPyrss+Id6SftK+qm77yPpDbU03Ujis5KH\nrClsjCJEv1dSb+VQ84IN60yfD0Jaa0skDS5aHpStQw2Y2ZaKgHaju/82W72s0DST3b6cree9qo1D\nJI02swWK5v8jFP2hts2adKTWf/t/vC/Z4/0kraxlgbuBxZIWu/tD2fKtitDGZyVfR0l63t2Xu/ta\nSb9VfH74rKRhYz8fSXxuCGmtzZQ0LBuN00PR6XNqzmXqFrK+GNdJesrdryx6aKqkwqia0yXdVrT+\n09nInAMlrSmqykYHcfeL3H2Quw9VfB7+7O6nSrpL0gnZZqXvS+H9OiHbvlOcsXYW7r5U0iIzG56t\nOlLSXPFZydsLkg40s17Z8azwvvBZScPGfj7ukHSMmW2X1ZIek62rKSazLWFmH1X0wamT9HN3/3bO\nReoWzOyDku6TNFstfZ++puiXdoukIZIWShrn7q9kB8EfK5oT3pQ03t2bal7wbsTMDpN0vrsfb2a7\nKGrWtpf0qKTT3P1tM+sp6ZeKPoWvSDrZ3efnVeauysxGKgZy9JA0X9J4xUk3n5Ucmdm3JJ2kGK3+\nqKQzFf2Y+KzUkJndJOkwSQMkLVOM0vy9NvLzYWafVXwPSdK33f0Xtfw9JEIaAABAkmjuBAAASBAh\nDQAAIEGENAAAgAQR0gAAABJESAMAAEgQIQ1Ap2Rmf8luh5rZJzt4318rWf5LR+4fACrBFBwAOrXi\n+ds24jn1RddTLPf46+7epyPKBwCbipo0AJ2Smb2e3b1c0ofM7DEzO9fM6szsu2Y208yeMLPPZ9sf\nZmb3mdlUxUzwMrPfm9ksM5tjZhOydZdL2jrb343Fr5XNSv5dM3vSzGab2UlF+77bzG41s6fN7MZs\nkkwA2GT1G94EAJI2UUU1aVnYWuPuHzCzrSQ9YGZ/yrbdV9Ke7v58tvzZbNbxrSXNNLPfuPtEMzvL\n3UeWea1/kTRS0vsVs5nPNLN7s8f2kfTPkl6U9IDiuo33d/yvC6C7oCYNQFdzjOJafI8pLivWX9Kw\n7LGHiwKaJH3ZzB6X9KDiYsrD1L4PSrrJ3de5+zJJ90j6QNG+F7v7ekmPSRraIb8NgG6LmjQAXY1J\nOtvdW10MOeu79kbJ8lGSDnL3N83sbkk9N+N13y66v04cXwFsJmrSAHR2r0nqW7R8h6QvmtmWkmRm\nu5tZ7zLP6ydpVRbQ9pB0YNFjawvPL3GfpJOyfm8Nkg6V9HCH/BYAUIIzPQCd3ROS1mXNltdLulrR\n1PhI1nl/uaSxZZ53u6QvmNlTkp5RNHkWTJL0hJk94u6nFq3/naSDJD0uySVd4O5Ls5AHAB2KKTgA\nAAASRHMnAABAgghpAAAACSKkAQAAJIiQBgAAkCBCGgAAQIIIaQAAAAkipAEAACSIkAYAAJAgQhoA\nAECCCGkAAAAJIqQBAAAkiJAGAACQIEIaAABAgghpAAAACSKkAQAAJIiQBgAAkCBCGgAAQIIIaQAA\nAAkipAEAACSIkAYAAJCg+rwLsLEGDBjgQ4cOzbsYAAAAGzRr1qwV7t6wKc/tdCFt6NChampqyrsY\nAAAAG2RmCzf1uTR3AgAAJIiQBgAAkCBCGgAAQIIIaQAAAAkipAEAACSIkAYAAJAgQhoAAECCCGkA\nAAAJIqQBAAAkiJAGAEANDZ04TUMnTsu7GOgECGkAAAAJIqQBAAAkiJAGAACQIEIaAABAgghpAAAA\nCSKkAQAAJIiQBgAAkCBCGgAAQIIIaQAAAAkipAEAACSIkAYAAJAgQhoAAECCCGkAAAAJIqQBAAAk\niJAGAACQIEIaAABAgghpAAAACerQkGZmPzezl83syaJ125vZnWb2XHa7XbbezOyHZjbPzJ4ws307\nsiwAAACdWUfXpF0vaVTJuomSZrj7MEkzsmVJ+oikYdnPBEk/7eCyAAAAdFodGtLc/V5Jr5SsHiNp\ncnZ/sqSxRetv8PCgpG3NbMeOLA8AAEBnVYs+aTu4+0vZ/aWSdsjuD5S0qGi7xdk6AACAbq+mAwfc\n3SX5xj7PzCaYWZOZNS1fvrwKJQMAAEhLLULaskIzZnb7crZ+iaTBRdsNyta9i7tPcvdGd29saGio\namEBAABSUIuQNlXS6dn90yXdVrT+09kozwMlrSlqFgUAAOjW6jtyZ2Z2k6TDJA0ws8WSLpF0uaRb\nzOwMSQsljcs2ny7po5LmSXpT0viOLAsAAEBn1qEhzd1PaeOhI8ts65K+1JGvDwAA0FVwxQEAAIAE\nEdIAAAASREgDAABIECENAAAgQYQ0AACABBHSAAAAEkRIAwAASBAhDQAAIEGENAAAgAQR0gAAABJE\nSAMAAEgQIQ0AACBBhDQAAIAEEdIAAAASREgDAABIECENAAAgQYQ0AACABBHSAAAAEkRIAwAASBAh\nDQAAIEGENAAAgAQR0gAAABJESAMAAEgQIQ0AACBBhDQAAIAEEdIAAAASREgDAABIUH3eBQAAoKsb\nOnFa3kVAJ0RNGgAAQIIIaQAAAAkipAEAACSIkAYAAJAgQhoAAECCCGkAAAAJqllIM7NzzWyOmT1p\nZjeZWU8z29nMHjKzeWZ2s5n1qFV5AAAAUlaTkGZmAyV9WVKju+8pqU7SyZKukHSVu+8maZWkM2pR\nHgAAgNTVsrmzXtLWZlYvqZeklyQdIenW7PHJksbWsDwAAADJqklIc/clkr4n6QVFOFsjaZak1e7e\nnG22WNLAWpQHAAAgdbVq7txO0hhJO0t6r6TekkZtxPMnmFmTmTUtX768SqUEAABIR62aO4+S9Ly7\nL3f3tZJ+K+kQSdtmzZ+SNEjSknJPdvdJ7t7o7o0NDQ21KTEAAECOahXSXpB0oJn1MjOTdKSkuZLu\nknRCts3pkm6rUXkAAACSVqs+aQ8pBgg8Iml29rqTJF0o6Twzmyepv6TralEeAACA1NVveJOO4e6X\nSLqkZPV8SfvXqgwAAACdBVccAAAASBA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Here, probability is a matter of belief\n", "def cointoss_LLN(n_times=50):\n", " #We flip \"n_times\" a coin assuming the chance of wining is p\n", " p = .5\n", " outcomes = [np.random.binomial(1,np.random.rand()) for i in range(n_times)]\n", "# outcomes = [np.random.binomial(1,p) for i in range(n_times)]\n", " avg_P_H = (np.cumsum(outcomes)).astype(float)/range(1,n_times+1)\n", " return avg_P_H\n", "\n", "\n", "#Here we expect .5\n", "#Change the n_times and see what happens\n", "avg_P_H = cointoss_LLN(n_times=1000)\n", "\n", "fig =plt.figure(figsize=(10,10))\n", "plt.subplot(2,1,1)\n", "plt.plot(range(len(avg_P_H)),avg_P_H,'.-r',markersize=.2,linewidth=1.2);\n", "plt.xlabel('iteration')\n", "plt.ylabel('probability so far')\n", "plt.subplot(2,1,2)\n", "plt.hist(avg_P_H,bins=200);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Central Limit Theorem (CLT)\n", "## The distribution of \"expected value\" of any random distribution\n", "\n", "\n", "## A bit of history\n", "From wikipedia:\n", "The central limit theorem has an interesting history. The first version of this theorem was postulated by the French-born mathematician **Abraham de Moivre** who, in a remarkable article published in **1733**, used the normal distribution to approximate the distribution of the number of heads resulting from many tosses of a fair coin. This finding was far ahead of its time, and was nearly forgotten until the famous French mathematician **Pierre-Simon Laplace** rescued it from obscurity in his monumental work Théorie analytique des probabilités, which was published in **1812**. Laplace expanded De Moivre's finding by approximating the binomial distribution with the normal distribution. But as with De Moivre, Laplace's finding received little attention in his own time. It was not until the nineteenth century was at an end that the importance of the central limit theorem was discerned, when, in **1901**, Russian mathematician **Aleksandr Lyapunov** defined it in general terms and proved precisely how it worked mathematically. Nowadays, the central limit theorem is considered to be the unofficial sovereign of probability theory.\n", "## Important point: \n", "* CLT is about the distribution of **mean values** of any large sample\n", "* CLT is the essense of majority of statistical tests" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def run_experiment_N_time(n_each_test=500,n_repeat_test=100,test='bernoulli'):\n", " if test== 'bernoulli':\n", " p = .5\n", " all_P_H = [np.random.binomial(n_each_test,p)/float(n_each_test) for i in range(n_repeat_test)]\n", " return all_P_H\n", " \n", " if test== 'uniform':\n", " l = 0\n", " u = 10\n", " all_P_H = [np.random.uniform(low=l, high=u, size=n_each_test).mean() for i in range(n_repeat_test)]\n", " return all_P_H\n", " \n", " if test== 'geometric':\n", " p = .1\n", " all_P_H = [np.random.geometric(p,size=n_each_test).mean() for i in range(n_repeat_test)]\n", " return all_P_H\n", " \n", " if test== 'gaussian':\n", " m = 0\n", " s = 1\n", " all_P_H = [np.random.normal(loc=m, scale=s, size=n_each_test).mean() for i in range(n_repeat_test)]\n", " return all_P_H" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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27z1q+1gKeNasoHFMbjOcYo9yCYrbH7lEKsj13Ux1KARdP16IRcsKIf4BwI2w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\nNER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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "n_each_test = 400\n", "\n", "#Increase the number of observations\n", "n_repeat_test = 10000\n", "# all_P_H = [cointoss(n_times=n_each_test) for i in range(n_repeat_test)]\n", "\n", "\n", "all_P_H = run_experiment_N_time(n_each_test=n_each_test,n_repeat_test=n_repeat_test,test='bernoulli')\n", "# all_P_H = run_experiment_N_time(n_each_test=n_each_test,n_repeat_test=n_repeat_test,test='uniform')\n", "# all_P_H = run_experiment_N_time(n_each_test=n_each_test,n_repeat_test=n_repeat_test,test='geometric')\n", "# all_P_H = run_experiment_N_time(n_each_test=n_each_test,n_repeat_test=n_repeat_test,test='gaussian')\n", "fig = plt.figure(figsize=(10,10));\n", "plt.subplot(2,1,1);\n", "plt.plot(all_P_H,'.');\n", "plt.xlabel('Iterations');\n", "plt.ylabel('P_Head in each iteration');\n", "\n", "plt.subplot(2,1,2);\n", "plt.hist(all_P_H,bins=100,normed=True);\n", "plt.xlabel('Possible values for P_Head');\n", "plt.ylabel('Likelihood of each P_Head');\n", "\n", "from scipy import stats\n", "kernel = stats.gaussian_kde(all_P_H)\n", "mn = np.min(all_P_H)\n", "mx = np.max(all_P_H)\n", "val_grids = np.linspace(mn,mx,num=1000).ravel()\n", "Z = kernel(val_grids)\n", "\n", "plt.plot(val_grids,Z,linewidth=5);" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "# Important terms in statistics (for single variable)\n", "* expected value (average)\n", "* variance\n", "* median\n", "* mode \n", "* box plot\n", "* histograms\n", "\n", "* higher order statistics\n", " * skewness and tails\n", " * kutrosis\n", " * momentoms\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XLRbiSn9/hDz/XLdq8KYWiQuZhgbowbRauP37RWgixEbpzZUalOQM6fJY7TWM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\nO7oKB7YrtjXKYJ5u/zd6Rd/iUV8K7yOMRswpKfj16MGvr71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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 10000\n", "X = np.random.normal(loc=0,scale=3,size=N)[:,np.newaxis]\n", "# X = np.random.beta(1,5,size=N)[:,np.newaxis]\n", "# X = np.random.uniform(low=0, high=4, size=N)[:,np.newaxis]\n", "\n", "val_grids = np.linspace(X.min(),X.max(),num=200)\n", "kernel = stats.gaussian_kde(X[:,0])\n", "Z = kernel(val_grids)\n", "plt.plot(val_grids,Z,linewidth=5);\n", "a = plt.hist(X,bins=20,normed=True,color='gray',alpha=.2, edgecolor='gray');\n", "\n", "plt.plot([np.mean(X),np.mean(X)],[0,Z.max()],'r',label='mean',linewidth=5);\n", "plt.plot([np.median(X),np.median(X)],[0,Z.max()],'g',label='median',linewidth=5);\n", "plt.plot([val_grids[np.argmax(Z)],val_grids[np.argmax(Z)]],[0,Z.max()],'b',label='mode',linewidth=5);\n", "\n", "\n", "\n", "X = np.random.normal(loc=0,scale=5,size=N)[:,np.newaxis]\n", "val_grids = np.linspace(X.min(),X.max(),num=200)\n", "kernel = stats.gaussian_kde(X[:,0])\n", "Z = kernel(val_grids)\n", "plt.plot(val_grids,Z,linewidth=5);\n", "\n", "\n", "\n", "X = np.random.normal(loc=4,scale=5,size=N)[:,np.newaxis]\n", "val_grids = np.linspace(X.min(),X.max(),num=200)\n", "kernel = stats.gaussian_kde(X[:,0])\n", "Z = kernel(val_grids)\n", "plt.plot(val_grids,Z,linewidth=5);\n", "\n", "X = np.random.normal(loc=-4,scale=5,size=N)[:,np.newaxis]\n", "val_grids = np.linspace(X.min(),X.max(),num=200)\n", "kernel = stats.gaussian_kde(X[:,0])\n", "Z = kernel(val_grids)\n", "plt.plot(val_grids,Z,linewidth=5);\n", "\n", "plt.legend(bbox_to_anchor=(1.3,1.));" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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PfjoKAxdbJyI7Y1CSquh1WtyfNhw/PDId1yZFmD2vvtWAJ9cfxNWvpOP7vEo+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\niCxgUBIREVnAoCQiIrLg/wM1gtkdoOPhFAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 10000\n", "X = np.random.normal(loc=0,scale=1,size=N)[:,np.newaxis]\n", "X = np.random.beta(1,5,size=N)[:,np.newaxis]\n", "# X = np.random.uniform(low=0, high=4, size=N)[:,np.newaxis]\n", "\n", "val_grids = np.linspace(X.min(),X.max(),num=200)\n", "kernel = stats.gaussian_kde(X[:,0])\n", "Z = kernel(val_grids)\n", "plt.plot(val_grids,Z,linewidth=5);\n", "a = plt.hist(X,bins=100,normed=True,color='w');\n", "\n", "plt.plot([np.mean(X),np.mean(X)],[0,Z.max()],'r',label='mean',linewidth=5);\n", "plt.plot([np.median(X),np.median(X)],[0,Z.max()],'g',label='median',linewidth=5);\n", "plt.plot([val_grids[np.argmax(Z)],val_grids[np.argmax(Z)]],[0,Z.max()],'b',label='mode',linewidth=5);\n", "# plt.plot([a[1][np.argmax(a[0])],a[1][np.argmax(a[0])]],[0,Z.max()],'b',label='mode',linewidth=5);\n", "\n", "\n", "\n", "\n", "plt.legend(bbox_to_anchor=(1.3,1.));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Higher Order Statistics (HOS)\n", "### Studying the shape of distributions\n", "### Explaining statistics based on the terms from physics\n", "\n", "### Momentums\n", "# $$m_k = \\frac{1}{n} \\sum_{i = 1}^n (x_i - \\bar{x})^k$$" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 10000\n", "\n", "X = np.random.normal(loc=1,scale=.3,size=N)[:,np.newaxis]\n", "# X = np.random.beta(1,5,size=N)[:,np.newaxis]\n", "# X = np.random.uniform(low=0, high=4, size=N)[:,np.newaxis]\n", "\n", "val_grids = np.linspace(X.min(),X.max(),num=200)\n", "kernel = stats.gaussian_kde(X[:,0])\n", "Z = kernel(val_grids)\n", "plt.plot(val_grids,Z,linewidth=5);\n", "# a = plt.hist(X,bins=100,normed=True,color='w');\n", "a = plt.hist(X,bins=20,normed=True,color='gray',alpha=.2, edgecolor='gray');\n", "\n", "\n", "\n", "\n", "\n", "\n", "plt.legend(bbox_to_anchor=(1.3,1.));" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean value is 0.997644698289\n", "First moement 0.0\n", "Second moement: to show the level of variance to the first moment \n", "variance is 0.0898649110884\n", "Variance is 0.0898649110884\n", "\n", "\n", "Third moment: to measure the skewness (inequity) of the distribution\n", "skewness is -0.0326342895173\n", "skewness is -0.0326342895173\n", "skewness is -0.0326342895173\n", "\n", "\n", "Fourth moement: to show how compact (tailed) is the distribution\n", "Kurtosis is -0.0315849298331\n", "Kurtosis is -0.0315849298331\n" ] } ], "source": [ "print 'mean value is {}'.format(X.mean())\n", "\n", "print 'First moement {}'.format(stats.moment(X,moment=1)[0])\n", "\n", "\n", "print 'Second moement: to show the level of variance to the first moment '\n", "print 'variance is {}'.format(np.power(np.std(X),2))\n", "print 'Variance is {}'.format(stats.moment(X,moment=2)[0])\n", "print '\\n'\n", "\n", "print 'Third moment: to measure the skewness (inequity) of the distribution'\n", "print 'skewness is {}'.format(stats.skew(X)[0])\n", "print 'skewness is {}'.format(stats.moment(X,moment=3)[0]/np.power(np.std(X),3))\n", "print 'skewness is {}'.format(stats.moment(X,moment=3)[0]/np.power(stats.moment(X,moment=2)[0],3/2.))\n", "\n", "print '\\n'\n", "\n", "\n", "print 'Fourth moement: to show how compact (tailed) is the distribution'\n", "print 'Kurtosis is {}'.format(stats.kurtosis(X)[0])\n", "print 'Kurtosis is {}'.format(stats.moment(X,moment=4)[0]/np.power(stats.moment(X,moment=2)[0],2)-3)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now let's play with these measures, by replacity mean value by any other values\n", "# $$m_k = \\frac{1}{n} \\sum_{i = 1}^n (x_i - \\bar{x})^k$$" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.997636319191\n", "0.992760840188\n", "-0.122703402556\n", "-0.122703402556\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def dist_c(X,c):\n", " return np.power((X-c),2)\n", "# return np.abs(X-c)\n", "\n", "val_grids = np.linspace(X.min(),X.max(),num=20000)\n", "# X1 = dist_c(X,0)\n", "\n", "Optimum_p = []\n", "Optimum_ind = []\n", "plt.subplot(3,2,1)\n", "Dists = [dist_c(X,c) for c in val_grids]\n", "#First moment\n", "mean_dist = [np.mean(D) for D in Dists] \n", "plt.plot(val_grids,mean_dist,'.')\n", "print val_grids[np.argmin(mean_dist)]\n", "Optimum_p.append(val_grids[np.argmin(np.abs(mean_dist))])\n", "Optimum_ind.append(np.argmin(np.abs(mean_dist)))\n", "\n", "plt.subplot(3,2,2)\n", "\n", "second_m = [np.std(D) for D in Dists]\n", "# second_m = [stats.moment(D,moment=2) for D in Dists]\n", "plt.plot(val_grids,second_m,'.')\n", "print val_grids[np.argmin(np.abs(second_m))]\n", "Optimum_p.append(val_grids[np.argmin(np.abs(second_m))])\n", "Optimum_ind.append(np.argmin(np.abs(second_m)))\n", "\n", "plt.subplot(3,2,3)\n", "third_m = [stats.skew(D)[0] for D in Dists]\n", "# third_m = [stats.moment(D,moment=3)[0]/np.power(np.std(D),3) for D in Dists]\n", "\n", "plt.plot(val_grids,np.abs(third_m),'.')\n", "print val_grids[np.argmin(np.abs(third_m))]\n", "Optimum_p.append(val_grids[np.argmin(np.abs(third_m))])\n", "Optimum_ind.append(np.argmin(np.abs(third_m)))\n", "\n", "plt.subplot(3,2,4)\n", "\n", "fourth_m = [stats.kurtosis(D)[0] for D in Dists]\n", "# fourth_m = [stats.moment(D,moment=4) for D in Dists]\n", "plt.plot(val_grids,fourth_m,'.')\n", "print val_grids[np.argmin(np.abs(fourth_m))]\n", "\n", "Optimum_p.append(val_grids[np.argmin(np.abs(fourth_m))])\n", "Optimum_ind.append(np.argmin(np.abs(fourth_m)))\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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PDtwJ5YoShnqhn6NhE4uaJi1XQ2I2x9PTU1dfX9/jDwRTtlPrCctI6cym6fUC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\nMtPgZCqjqVWHjOJapF2owenCi/g1txK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "val_grids = np.linspace(X.min(),X.max(),num=200)\n", "kernel = stats.gaussian_kde(X[:,0])\n", "Z = kernel(val_grids)\n", "plt.plot(val_grids,Z,linewidth=5);\n", "a = plt.hist(X,bins=100,normed=True,color='w');\n", "\n", "plt.plot([np.mean(X),np.mean(X)],[0,Z.max()],'r',label='mean',linewidth=5);\n", "plt.plot([np.median(X),np.median(X)],[0,Z.max()],'g',label='median',linewidth=5);\n", "plt.plot([val_grids[np.argmax(Z)],val_grids[np.argmax(Z)]],[0,Z.max()],'b',label='mode',linewidth=5);\n", "# plt.plot([a[1][np.argmax(a[0])],a[1][np.argmax(a[0])]],[0,Z.max()],'b',label='mode',linewidth=5);\n", "\n", "\n", "plt.plot([Optimum_p[0],Optimum_p[0]],[0,Z.max()],'--',label='first',linewidth=5);\n", "plt.plot([Optimum_p[1],Optimum_p[1]],[0,Z.max()],'--',label='second',linewidth=5);\n", "plt.plot([Optimum_p[2],Optimum_p[2]],[0,Z.max()],'--',label='third',linewidth=5);\n", "plt.plot([Optimum_p[3],Optimum_p[3]],[0,Z.max()],'--',label='fourth',linewidth=5);\n", "\n", "\n", "\n", "\n", "\n", "plt.legend(bbox_to_anchor=(1.3,1.));" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "first momentum optimization: minimizing the average\n", "mean: 0.0898649111586, std: 0.126080547907, skewness: 2.70821458939, kurtosis: 10.3585507896\n", "second momentum optimization: minimizing the variance\n", "mean: 0.0898887631584, std: 0.126046552608, skewness: 2.70678236579, kurtosis: 10.3434293637\n", "third momentum optimization: minimizing the inequity\n", "mean: 1.34504477816, std: 0.680546147662, skewness: 0.736880777207, kurtosis: 0.682330921564\n", "fourth momentum optimization: maximizing the compactness\n", "mean: 1.34504477816, std: 0.680546147662, skewness: 0.736880777207, kurtosis: 0.682330921564\n" ] }, { "data": { "image/png": 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UODLJw4ECtgG/MbYCJU29JQUrm5KkaVZVT53j5teNvBBJq9aSgpVNSZIkaX5+8rokSVIj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\nkiRJjfiuwIZ8R4ykaeW7kqU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Now we want to see the distributions around the optimum values of each momentum as a function\n", "\n", "\n", "\n", "fig = plt.figure(figsize=(10,10))\n", "\n", "plt.subplot(2,2,1);\n", "sample = Dists[Optimum_ind[0]]\n", "plt.hist(sample,bins=100,normed=True);\n", "print 'first momentum optimization: minimizing the average'\n", "print 'mean: {}, std: {}, skewness: {}, kurtosis: {}'.format(sample.mean(),np.std(sample),stats.skew(sample)[0],stats.kurtosis(sample)[0])\n", "plt.title('minimizing the average distance')\n", "\n", "\n", "plt.subplot(2,2,2);\n", "sample = Dists[Optimum_ind[1]]\n", "plt.hist(sample,bins=100,normed=True);\n", "print 'second momentum optimization: minimizing the variance'\n", "print 'mean: {}, std: {}, skewness: {}, kurtosis: {}'.format(sample.mean(),np.std(sample),stats.skew(sample)[0],stats.kurtosis(sample)[0])\n", "plt.title('minimizing the variance')\n", "\n", "plt.subplot(2,2,3);\n", "sample = Dists[Optimum_ind[2]]\n", "plt.hist(sample,bins=100,normed=True);\n", "print 'third momentum optimization: minimizing the inequity'\n", "print 'mean: {}, std: {}, skewness: {}, kurtosis: {}'.format(sample.mean(),np.std(sample),stats.skew(sample)[0],stats.kurtosis(sample)[0]) \n", "plt.title('minimizing the inequity (skewness)')\n", "\n", "plt.subplot(2,2,4);\n", "sample = Dists[Optimum_ind[3]]\n", "plt.hist(sample,bins=100,normed=True);\n", "print 'fourth momentum optimization: maximizing the compactness'\n", "print 'mean: {}, std: {}, skewness: {}, kurtosis: {}'.format(sample.mean(),np.std(sample),stats.skew(sample)[0],stats.kurtosis(sample)[0])\n", "plt.title('maximizing the compactness');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### What does these measure imply for example in the context of governance? \n", "* socialism? \n", "* capitalism? \n", "* Income distribution for example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# \n", "## Interpreting the higher order statistics from the point of view of optimization\n", "* What does sample mean in terms of optimization? \n", "* what do each of momentums mean?\n", "* **Sample mean is the optimum value if we minimize the first order momentum of data!**\n", "* Equity objectives" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Another example with higher dimensional data\n", " * Imagine the dots are the distribution of the houses in a city.\n", " * And we are interested to locate one shop in the city." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def measure(n):\n", " \"Measurement model, return two coupled measurements.\"\n", " m1 = np.random.normal(loc=1,scale=1.5, size=n)[:,np.newaxis]\n", " m2 = np.random.normal(loc=1,scale=1.0, size=n)[:,np.newaxis]\n", " return m1+m2, m1-m2\n", "\n", "x, y = measure(20)\n", "xmin = x.min()\n", "xmax = x.max()\n", "ymin = y.min()\n", "ymax = y.max()\n", "\n", "plt.plot(x,y,'ok',markersize=10);\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Without Bokeh\n", "# def plot_dists(cx,cy):\n", "# fig, ax = plt.subplots();\n", "# ax.plot(x,y,'ok',markersize=10)\n", "# ax.plot(cx,cy,'or', markersize=15);\n", "# [ax.plot([cx,x[i]],[cy,y[i]],'--r') for i in range(len(x))];\n", "# print np.sum(cx-x + cy-y)\n", "\n", "# print 'mean values: ', x.mean(), y.mean()\n", "# from ipywidgets import interact, HTML, FloatSlider\n", "# interact(plot_dists,cx=(x.mean()-3,x.mean()+3,.1),cy=(y.mean()-3,y.mean()+3,.1));" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "
\n", "
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\n", "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cx = np.asarray([1 for i in range(len(x))])[:,np.newaxis]\n", "cy = np.asarray([1 for i in range(len(x))])[:,np.newaxis]\n", "df = pd.DataFrame(data=np.concatenate((x,y,cx,cy),axis=1),columns=['x','y','cx','cy'])\n", "source = ColumnDataSource(data=df)\n", "p = figure(plot_width=400, plot_height=400,title=\"\")\n", "p.circle('x', 'y', size=15,source=source, line_color=\"navy\", fill_color=\"red\", fill_alpha=0.99)\n", "p.circle('cx', 'cy', size=15, source=source,line_color=\"navy\", fill_color=\"blue\", fill_alpha=0.99)\n", "p.segment(x0='x', y0='y', x1='cx', y1='cy', color='blue', alpha=0.6, line_width=1, source=source, )\n", "\n", "p.title.text = \"sum of distances: \" +str(np.sum(cx-x + cy-y))\n", "\n", "def callback1(source=source,p=p, window=None):\n", " data = source.data\n", " f = cb_obj.value\n", " x, y = data['x'], data['y']\n", " cx = data['cx']\n", " cy = data['cy']\n", " s = 0\n", " for i in range(len(x)):\n", " s = s + cy[i]-y[i] + cx[i]-x[i]\n", " cx[i] = f\n", " p.title.text = \"sum of distances: \" +str(s)\n", " source.change.emit()\n", " \n", "\n", "slider1 = Slider(start=0.1, end=4, value=1, step=.1, title=\"cx\",\n", " callback=CustomJS.from_py_func(callback1))\n", "\n", "\n", "def callback2(source=source,p=p, window=None):\n", " data = source.data\n", " f = cb_obj.value\n", " x, y = data['x'], data['y']\n", " cx = data['cx']\n", " cy = data['cy']\n", " s = 0\n", " for i in range(len(x)):\n", " s = s + cy[i]-y[i] + cx[i]-x[i]\n", " cy[i] = f\n", " p.title.text = \"sum of distances: \" +str(s)\n", " source.change.emit()\n", " \n", "\n", "slider2 = Slider(start=0.1, end=4, value=1, step=.1, title=\"cy\",\n", " callback=CustomJS.from_py_func(callback2))\n", "\n", "layout = column(slider1,slider2, p)\n", "\n", "show(layout)\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Dtcy9g5nPVXs8KbILwHuJ6EoiaoK1SfOjKo8pVQq9Av4B\nwF5m/ttqj6ccMPNXmbmVmZfB+gyfz5iog5mPAjhIRCsKD30UwKtVHFK5GAXQS0TNhe/uRxFzk1gs\n9uj8PYA5AJ6z7jX6mPkL1R1Scph5moj+CMBPYO2+f4+Zh6o8rLS5EcDvAdhDRK8UHnuAmX9cxTEJ\npfHHAB4pGCHDAH6/yuNJHWbeSURbAOyG5fb9BWJmoUrmqSAIQsYQV4wgCELGEGEXBEHIGCLsgiAI\nGUOEXRAEIWOIsAuCIGQMEXZBEISMIcIuCIKQMUTYBUEQMsb/B+cmXwEnUwQDAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Now let's generalize this approach for all the other HOS measures\n", "\n", "def measure(n):\n", " \"Measurement model, return two coupled measurements.\"\n", " m1 = np.random.normal(loc=1,scale=1.5, size=n)[:,np.newaxis]\n", " m2 = np.random.normal(loc=1,scale=0.8, size=n)[:,np.newaxis]\n", " return m1+m2, m1-m2\n", "\n", "m1, m2 = measure(600)\n", "X = np.concatenate((m1,m2),axis=1)\n", "xmin = m1.min()\n", "xmax = m1.max()\n", "ymin = m2.min()\n", "ymax = m2.max()\n", "\n", "Xg, Yg = np.mgrid[xmin:xmax:100j, ymin:ymax:100j]\n", "val_grids = np.vstack([Xg.ravel(), Yg.ravel()]).T\n", "plt.plot(m1,m2,'.');" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 2.14668261 -0.01525667]\n", "[-2.69139217 5.36623937]\n", "[ 7.30729572 4.70995936]\n", "[-2.69139217 -4.2154487 ]\n" ] }, { "data": { 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8JY0Q8ucEcwaEs/oFO9wMbgqsKghP1S/mkUYIVWu5kZinDUVGGCoXg+fByG6o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\nd7cqNG2XO0YTLJZbHByKcudEkun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Gq4t50jtVpi+nWV4pspEqc+lKhmDH5Xq/wfZ8lvRO\njYWlApeupMnmGsxezTJ9xTvfpdkM0zMZSuU20zMZLl7JUKm0P5y/XGkzPbvLlfksxXKLy3O7zC/l\nyRabXL6aY3GtxE6+weWFHOvpKpuZGpcWcmzt1lnbqTKzUmS31GRxq8yV1TyFapuF7udfaXS4tlVm\nPlWi2rZY2K5wLV2h1rFYytRY2q1T79gs7dZQFZm/+PIJzhzs44/uO8BEX4j1QpNMrUO5bZMqtyg0\nTSodm3StQ9W0KXdsdpsmTcul0rHJtyw6jqBq2pQ6Npbj0rChYXn9CS3He7sI2o5Lx3VwhY3ldrBF\nB4SF47Zw3RbQ9irINICm17BPw9Miu0UvsWaXwM5xYljh397scKIvB3bDyzKbOx7OsbXl8c7thmck\n0tjk9IgPXREokvDIQYENqKxzotfhe0cv80fHTL7/yT5OODNQTiGqGUR2EVFJI4opROYaorqLu7uK\nuzWPqOZxtxdxt+Zxa0XczTnE5hyiXkGszyLWZqFWxVmdxVmZQVSKOKszOMtXcCpF7MXLOCtzOMUs\n9uIV7PUFnGwae3EGe3MFe3sDc34ae3sDe2MZ69plnMw21so1rKuXcApZzMUZzKvT2KUi5tw0nflp\n3HKRYztX0ITjxWLhcGxnBrdcojN7kc7cJexigc7sNObCrGclPXcRc/kadjpFZ+4S1sYK1sYandlp\nrNQG5uoSndlp7EyazsKcd1zI0Zm/Qmd2Gqd7vs7sRZxykc7cJW+8XKIz1x0vFejMTWPOX8Yt5jHn\npjGX5n/tse43S2JhXQb9KGB6wnz9Zi8LJBdAuR3BJshNkG4FVhBIKNINOGIF8KHJU1juNrIURJcH\nMd08ihxBl6N03BqGEkWRDTpOm4AaQ5JkWq5FTI/iCJem7dLrC9FybJqOzJ6Aj4rl0HFhNGSQbVs4\nAsbDPrYbJqosMxIy2K53CGgKgwGdrYZJwqeR8GlsN0yGggYBVWG7YTIV88rJ240Ox3s9O+B0o8OZ\nPTG2am12Wxb3jyeZLdapmy4fm+jh3Z0qMvCR8STntsuEDZVb9sQ4n/YIFUd6w0zv1JhKBBiO+Lmc\nqXFiKEpIV5nL1LhrsoeO7XItW+fTRwfZrrZZyNb5vZvHeH+rTKrc5r85M8ELCzkaHYd/e/skj19O\nE9AVvnhyhKdnM/SHfXzsyAC/uLrL/r4wN40leGUpz6mxOOPJAG+tFLn3cD9+TeG99SJfvGmUctNi\nerPMf/2RKa6mq8xslflfHj7Ky3O7pIpN/uzTx/jRuQ0sx+V/fvAwj7yxSiKo83tnJ3lxJsOJ0RjH\nRmL0+DXuPtTPTRNJXpjJcOehfkYSAV6/luMzp0aRJZl3V/J89a4pMuU2F9eL/LuHruP8aoHZrQr/\n4Ys38NSFLXLVDv/HF47zyGurKLLEHz94hEdeX6U34uMrd0zw2Lsp9g2Eue/YIM9cTnNqb5JjIzFe\nubrL3UcG6A0bvLNc4HOnRrBsl4sbJb56dpKNQoOZ7Qp/fP9Bzq0UWMk3+F8fOsI331rjcqrCV24Z\n55cLHqHjq7dN8PilbQYjfh4+OsTzV3c5PhLnzgO9NEyXL58e4479vby/VeHMRJKBqA8L+PwNe2iY\nDou5Op+7fg+bpRarxSZfOTnK9HaZXMPkX50c5bW1IraAzx8d5JcrBUKGwj0TPZzb9sxbTgxGuJKt\nsSfsY2/Mz0K5xWQsQNynslHrcDgZRJEk0g2T471hmpZnanNyIEKuaVLqOJwejLDRNak52Rf+0JDk\nUCLIerWDT5UZDfvYaZoENYUev0bJdJjs8RBQvVEfv/+RKU6MJWk5HaK6J2Uw3SYxPYYtHCzRIqb3\n03GauDSIaON0nCKCDkF1Px13GxkJXdmH7W6gSAayNIkQa0hyDKQRYB1JGvA21+46KJNeJtneAOM4\nYCNZm0iBO5CcAnQ2IfawJ7HQev9ZSyyW01V+cXGbrVyD0d4gF5bzLKWrDMYDXFotsJVv4NMUFlMV\nitUO9abFRrZO23RIZetkS20kWeLSYo5K3SQc0HnpfIq26dIf9/PYS0sA7OkN8cTLy7Q7DmODEZ55\nY41sscXePVFePZ9idavM+FCEc5d3WFwrMtgbZHouy1amhqpIXFsuUiq3KVfbbGxXMU2H5bUSuUIT\nVZU59/421XqHeNTP0y8sYVouA30hfvzELI7jMjoc4SdPztFoWEyMxfn5C0vsZOpM7o3zyutrLC4X\nmBiP8857KRaXi/T1Bbl4OUN6pwYSLCwVKFfaFIpNUlsVLNvl6mKefKGFoSu88W6KWt0kmQjw0+cW\nsRzB0ECIHz01j+MIRoejPPHsAtVah4mxGM+/usp2psbkeJw3LmyzuFZifCTK+ZkMq1sV4rEAM8t5\nssUWNrC6XaXWtMhW2qQLDVwhWErXKNU7+HSFdxdzNDsOybDBC5fTCAF9UT8vzWawHZeheIA3FvPU\nWhbDySDTqTLZWofhrllUutzm+pEYtgSuBGGfRqbepmE6SLJEqW15TduuoGF5jd5V08HsUi1KHRtX\neESnYrdZ2lAlapZXMTMUaHUrSIbsxQBHWGiyhEMdlxaqJOM5ZrY8J02qQAecNrg1wPHs40UTkKC1\n6TX0SwYXl5Z48qrKcsHijWspFFwGYyHIngPXBCMJu++BWWGwf4RbxDuM+Gr8t2eGOeFegsoGGAkG\nq5c55c8wGFAhv4poVaFeRpTS4Ji4O6tQL4Ks4ixcQLTrSMEo9nu/ANtGjvdhv/IYwnWRe/dgvfIk\notVAHhil89bzuPkdlD0TmOdfxdlcQhkcx5w+h72xjBzrwZyfxsmmEa7AWl3ArVWwc7vY6RTYNp2F\neZxiHtnw0Xz7NdxGHSXeQ+2pR8Gx0Qb3UPnJ9xG2hTYyhv+J73CiscnUqev54nvf48DaefSJKRqv\n/ZLOwlWMsb0033sLc3UZJZagfWUae3cHLAtzeQGnVsXe2cbeToHr0p65hFMqIAcCNF55EbfZQO0b\noPr4D0G4qEPDVB79PsKy0Mf2UvvpozilAsbEFPUXn8HcWMOY3E/r7dfoXJtDG91L68I7mBurxL7w\nL/9Bce//bRz+jbKaxlrweKW4oA56GWSEl9Wh4ekx5SBgIYSCiwoIhPDhdI1DJBHAoQ1IyEQwRQsJ\nCYUwHbcNgCqF6bge31CTA3QcG4FAlXyY7gekCwNbCBAeA9ERAgXodA0cdAUalgtI+FWJcsejZkQ+\nzA5LxAyFbNMrYSd8KrmWhRAQNbyfcQVENIWK6SC67mYt28PhOMIjBvhVmXrHRuBl83brFrIE/UGd\nzUoLWZIYDvtYLTaQJInxmJ/lD1zxYn7Wik0cIRiOGGxV2gjhSSLyDe//D2gq9Y6DoUqYlkefiPo1\nit1S+lDEYDXfRJYlpnqCXM1UvQXRQJjLW55l8NE9Ea5sVXAFHB4Mc22n5lkZ9wRZyzdxhaA/bJCr\ntT3zCFWm0bEJ6iot08FxXfqiPtIl7060p1AAACAASURBVP/Z2xtkYaeKIssc2RPl8mYJSZK4YTTO\n+2tFBIIbxxNMb5RwXcGx0Tjz2xUcVzDV72WwAXrCBoW6iaZIqIpMy3Ro2S7rhQa9IYNjwxE28k0U\nWWL/QJirO55j1LGRGNMb3pw3jieY3iwhhOCGsQSz22UcV3BkT5Sl3TquEIz1BEmX24BXObicKrPU\nbeaTZYnPnxomYKhIwJ54gK0urm+qN8hiro4sSRwZjHA1W0MCjgxGWcjWEUJwsD/MSsHTFE72BNju\nfocDUR/FpokEhHwaLcvBUGToUjKiPpWa5XxoHFJo20iSxHDY0wrLEoxE/GzXPS70WMRHptlBAENB\ng1zbu1b7/RpVy0YICOsqbcdFAnyqzNxWhWvbFY6OxjgwFMWvSJjd5piQJtPpUi4imkrLcUGCsCrT\ndjyaSUiDjmMiAL8CtmsiEOiyjCO8+0aTXdwukUaWLDw1oIIsefeyLOkoUtm79wkhS3m81pw4kpvx\njkUPOF2slNTjZYpxgaTn1IlAiBA4FU8XE/kYkqz/f49f/NOwmhZC8MLFbaJBnVP7e3jm3RRjfSEO\njMR4+t0Njo7HGe4J8fNzm5w+1Ec4oPHceynuPrEHIQQvX9zmYzePUq51eHtul0+e2ct6N7P56bMT\nXFnOs5Gu8qm7JnnrUppyrcNDZyf4xVue1fRHbx7lZ68s0xMPcPrYII/9YpF9YzEOT/Xw2PMLnLyu\nnz39YR5/boE7bxklFNB5+qUlHrhrEtt2eeG1VT71wAHyhSZvX9jicw8dYmm1xMzVLJ//xCHev7RD\nKl3hsw8d5pU31qk3TB5+YD/P/GIJw1C5+84JHn1qjqGBMKdPDvPjJ2Y5fKCPQwd6+LvHZzl9apjB\ngTCPPTXvWU37NZ5+fpGH7t9Pq23x0qtrfPYTh8lk65y7sMXnP3mEheUCcws5Pv/wYc5fSrOdqfHZ\nBw/x8pvrtNs2H797kp//coWQX+PsLaM88fwSI4MhTlw3wOO/WOTwVJKpsThPvLzM6aMD9CYCPPXG\nGh89OYymyrxwPsUDN4/S7Ni8ObfLQ6dH2S23uLRS5MGbR1nJVFnN1HjgxmFmNssU6h0+ct0A51cK\nuEJweqqHd1YLBA2V64ainFsr0Bc2GE8GOZ8qMxLz0RfycXmnwt54gJChci1fZzLhbarXqy0mYn4s\nx3PiHA/7aNmeBHEoaNC0vdjb69do2A6OC8s7Vd5YznLT3ji3TPTRdhrIkowu+7HcArLkQ5H8uCKD\nRMQz+RIpoBdJ0rzNrjLs0W/MjW6TfxPMTS7m9/Dlv72AaXtcKgkwVPjB753mRCzrUSx6bkTk3vfc\nNnuuR2y9Cb4YUvIwYvVliI4hxfciFl+A/iNIoT7cqy8gjd2EpAVw5l9GOXgnwrZwr76Bcvw+3GoB\nd+kC6k0P4eysIjavot72CZylS7i5bbTbH8aefgPRqqPe+jGst54Dw4d+8i7aLz2B3DeEfuQkzece\nRZ08hDZxgOYzj6LfcBqlZ4DGs4/iv/0eJJ+Pxgs/I3jvw7itFu889yozoyc5GbY4uDFN5NNfpLMw\nT2dhluinv0zz/NvYmTSRT36B+i+fR3Q6hB74BPWfP4EcChE8ew+Vx3/kLaBP3ETl0R/gO3ocY2o/\n5Ud/SODWO1B7eqk++RNC934cSVWpPfsUkYc+jdOo03jlRaKf+SLmdorWhXeIfe7LtK/O0lm8Suyz\nX6J57k3s7C6RT36e+kvPImyH8AMPU/3ZYyixGMHb7qL65I/QxibxXX+CymM/xHfsBP6jx/9Bce+f\nptU0SrflVfU6Vv/+sUcIx0UD7C6pQkZgIQkVgYeGktFwhItXtNFwXBsQyLKKKzzmK5KKIzyMlOIq\nXeSMhCtr2MLxHsYI7O4D3hHewlHrIrI+8JS3XOEtbGVPVoEQCCFjOV0knFA+1NIKoNPlQwrh6Yol\nPI1t23FQAA1oWy4+xUNotRyBLgks28USgogqY9ne4kK43rgQXjexaXVXJsJDiAFICFqm/SF+q2U6\nyBLgqrQ6NoYsIxSXZsdGlxQcx6VpOkQMBdOysVwQro5lO55xRXeeD0BYnY5Dvt4hV2nTsTztruwK\nWh0bGe/varYtdEVCFoJm2yaoKyBJNFs2IVXBtR0aHQcpJHBMh5YjkF2wOw4mDrIQdNreBkZB0OlY\nH1wpdLoyAEm4NFuebbLkujSaFoYqgaOxVWhQtx2GIj6qTYtz21UcIZClGn0hDdd2MF1Butzk6k6N\nREDjhpE4ZtcmXAHa3XlkoNU9ThWbTG+W6A8bjCcDtNoW1bbJS4uFX6HQ8JpbtvINpvrDtG0XyRXY\nloP597430b262+YH3xu0u98bwsPdSQBuFxUnSQjXpWU6GIqEcLxj3fCcTVu2IKzLuI5ngS4JMLvX\ninAFpu18eK1Yzq+wgh27e612x71rX9C2PSSc6CIGNUliLlXh3z8x4zFQz8n86WeOcuNoDPuDS1+I\nX+nIobvZpEuV+WB6BdtVu/eewBbeo0wIcISHx3PwnPi8RjwQwkKWNFy6OEiheTECF0XSPtw0S2hI\n0gcKM81rJEDCc93rxhW07rHiUS2EAElHkj7ou//n+crXOjx2boOQXyMZ8fHoOxuM9gT5wpm9PP7W\nBqu7dW471MdP3lyl2Ogw0hPkx6+vIskSjuPyd6+uEgv7WNqq8MKFFKMDYV68kOLiYp5De2N8+7kF\nUtkaR/cn+Zunr1JrWhyaTPLNp+eRZYnxoQh/+9N5ElEf8YiPb/1snv1jcf7lgwf59pNzLG2Wuf3E\nHh55ap5yw2SwJ8g3H5tFVmWaDYsfPjVHTzLAzNUcv3htlb1jcZ58boHpmQzXHezl69+bZmunxvVH\nBvjLR96n1bI5fLCXrz3yPromMzIc5Rvfvkh/X5BI2OCvH7nIdYf7+PJnj/KNR95nea3E6VPD/PUj\n71OtdehJBPjGt99H02SKxRY/enyWvt4g56fTvPTqKpPjCX785Cwz81muO9jL1771PjvZOscO9fGX\n375Ax3Q4MJXk649cxO9TGeoP8dc/mGaoP8R/99Wb+JsfX+b4oT4+/cABvv34DJvbFY4f7uc7T83R\nalqEwzqP/PwambrJlUyVzY0SfVEf5xfzvDO/y3h/iJ++s8HyTpV9QxF+8OoK5YbJvv4wj76zgSsE\nw4kAT55PEdAV4meneGZmh96wwSeP7+Hla1kmeoKcHI3x+kqe4kCEkXiAd1NlTNvF0BSuZOvIQNsV\nrFfb+BWZQtsi37LwqzK7LYtLG2WyhQaTgxFcBP/ux5cwbU/f/N3fPcXEgMvsVoPZVIdjow4nxmL4\nFbe7WDbRpSBC2gYcJFcD1kDIXFyrcm5li9NTcKK/Cp1Vzi05mM6voK0CzzX23NImJ8bPeRno0DBS\n+mWQFIS/D1Ivgh5GqGFYfRaiYzB+Dyw9DfUtRO8xmH8K7DqunkBceQJXUxGNOu7FnyFFE7hrc7hz\nr+MOjOO8+3Pc9VmksYNYL3wHUdxB2XsE69lvIsw2yvhBrJ9/C1QdpX+EzlPfRk72IQdCtH/6TdR9\nR+Hez9N68pu4O+uoR07SfOJb0GkgheM0fvK3yH4fF7fr/OvUENbaBhouf776LGf3HaD2+Hcxr87g\nO3I91W//BXYug+/ocSrf/M8Iy8R34DCV7/wlsj+AumeU8ne+hjY0jBz4n6h896/oHD9J+OHPUfne\n13EyKYzrjlP5wTfAbiMFglS+/3WUcBAns03t6UfRR0dovfUKzbdfxX/oCNXv/w3m0lX8x7w5nWIO\n39HrqXzrP4PrYhw4SO27X0MOhdEGBql+7+toI+NIX/1Daj/4Ota1W/Af/fNfa6z7zdIgu7ugn+ha\nTOdBPQVSAE9/fFP3YdZA5kagjcBFl4/iUgc0fMoUjmigSH78yh5s0USXQwTUJB23jV+N4FfDtF2T\nsBbCp/houw5xXxBdUWk5gn6fgYxEyxGMBI0ud1gwGfV7WTBgX9RH1fJsn/fF/JQ6NjFdZSrmp9C2\n6A/qjEd85NoeDWA4bLDbNDmcCNIX0Mm2LE71R4gaKpmmyV3DcVRZItuy+dhkkqbt0rBdPrGvl92G\nR8h4cKqXVLVN0q9xz2QPm5UWYzE/d4wnWC01OToQ5qaRGCuFBreNJTjaH2Yp1+D+g/3sTQRZyTf5\nwvE9JIMGy7kmX71lL0gSW+U2f3B2klzDomk5/OFdUyzlGgR0lX9z+16u7tYZTQT47ZtHmd+pcnwk\nxqeOD3Flq8JY0s/rSzmenc3wxnKR3ojBzHaFr9y2l6n+ELNbFf7w3gPEAhqzWxX+9JNHMW2XrWKL\n//3z17NZaGI6gn//2WPMpMokQgb/w4OHubxZ4sCeKL/3kX1Mrxe5dX8vX7hlnPfXijx44zD3Xj/E\nxbUiXz6zl1NTSS6tFfn9+w+yty/E5Y0yf/KZowQMlbdXCryfqXE5U+cXS3mGB8I44oNFILy+XGAw\nHuDe48N85/wW1/INzm9XeWkuw9nD/Xzq1AgvzGXQDJXx/hCXN0r81m17SYR9fPudDa5m67y+WuSN\npRx//PHD5OrW/21xDB7RwiNbKPzR3fuZ36kynAjwlVvHmcvUODoU4dPHh5jbqXLb3iQf2d/HtUyV\new/2c8NwjMVsnU8dHWQiGWC50OBLN44QD+isFJr8zk1juMB0qozdsplJV+k4gt8+MUyq3Caoqzx8\nqJ/NapuBkMFH9iZI1dpMxAKcGoqy1ZVVHEoG2a53ON4XYjTiY7dlcbI/QsKnkWtZnB6MfFgmvWUw\nii3gUqqM/fea7oqlFhXTwde9J2qWZ1c9HDKoWw5RXaXHp3nOk4bG2m6db7y2ysZuC7+qYro2cSOM\nJquYwiRuJJGQcYRJTN+DKzxtYlgb7/YaKPiVKVyqSATQ5H0IUUIigcQUkPeQkNIEkAVlP8jD4GZA\nP+71O7gZ8N8GShjJySCF7/cWx07lv1TE+0f5qnUbNysNk3y1jU9X2Ck1yVbaBH0qO4UmO8UWYb/G\nTrFJutgkGtTZLjRIF5rEgjrpQoPtfINwQGen2GQ73yDgU8kUW+wUGhiawk6hTanWQQhBrtSk3bFp\ntCx2i17FKl9qkSk0CPpUUpkaO7k64aBGKlNjO1snEtZJZWpsZWrEIgapdI3UTpVYxMdWpsZmuko4\nbJDerbOVrhIM6uxk66R3axi6wk62TrnawXZcdnMNTNOhWjfJ5uqoqkwmW2dnt04woLGZqpDO1IhG\nfKS2Kmylq8Si3vHmdoV4zMdmqsLmdpV4zM/WdpXNrQqRsEE6U2Nzq0ogoHnnzNbRNJlMrkG1ZmJZ\nDru5OrbtUq522M030TX5w58NBnRSOzXS2TrhoM7Wbp3tXJ1oyGA7W2cr20ANanzjQoo3UmVSssS5\n1Tzb+QYhv0a21CJdbBIwPF5ysd5BkiBXa9MyHUzbpdjwvoda26LUNNEUmULdpNS08GkyhYZJuWXh\nVxVKTZNKx6M1/V/kvWeUHOd5pn29FTuH6Z7uyTkhA4MMECAAZokSSVGWgyxLttbaT14nSba/tc9q\nfZzlIDpIq2RZEilRJiUxZ4IRBEDkSGAAzACDyXmmp3NX/H5UE5T2z+7xOdrP8tY5c+Y5NT31dnV3\nPf3W897PfS1XLHLV6z5b8SwjdVlQMD03C6Xq3X52NMOfPHaOL706yO//62n2n5/GsLz8YVgOj58a\n59xYnv/nwQH+fv9VPvWdEU6PLOO6JiDjuhVOjSzwlTcsTo1k8Br3NE6OLPHR70zzxTcUPvrtUU6N\nZEHobGsVaLKLJLx8LOGiyi7bmiRPe4wLlWVwTLDKnqsFwttXXgDFD4UZKC6AFoT8DORmQA/h5mYg\nOwO+iKdFzkyBP8LJ4Xm+ekXhtNyGm5nBXZgEXxA3M4e7NAOKhpuZxS1kwbZwl+ZwTQO3mMNZmAVZ\nxl6YwZmfRviDONNjOHOTiFAEe2oUe3oMKRzDnhrDnhxDisaxJ0Y5NmNiCtlrunMFZ2p6sWcmsCZG\nEYEg9uw01uw0QlGwZqZw8llco4I1Nw2WxVkjyNcOj3Eh0oY1NYk1M4kIhTDHR7Amx5GiUS+eGEWK\nxjAnRrHGR5FiccyJUcyJUaRIDGtyDHN81PNonp7EHL/ujT89hTU/A5KMPTuDU8jjlEvYs1PgOtiZ\nReyZaYTuw5wcw56eRAqGscZHfuq57mergiy3gHkC0EBuBfsIEMAV9cBhXMLghnDEMSCGQMJwziKR\nxMagbA+iiCSGW6JoT6BLCUp2gYqTxydFKVo5APxylKyZRyAIygEWykVkIQgpKlMlE1UIQorger6C\nLnkgjCuZEmFVpmw7DGRKJHSFjGExsFQkHfCIYgtlk6aQzljO01U1hzSuZUsIPA3zufk8qiRoDft4\ne2oZvyLRFvHz0sgiUU2mJaLzxJU5Un4F24UfDMzQGvWRKVk8dmmGvmSQkaUSz12eZV06zIXZHEML\nBTY1RDk+nsFxYVNjhLeGF5CFoL8xyjMXpvCrMusbIzx4fIyYX2V9U4R/fPMq9WGd3lSIL7xyha5k\ngJLh8BcvXaa/KcZ4psjfvzrIzs4E58aX+eahYW7pTXFwaJ7j1xe5fUWaf9h/pVotB8N2OHB5nk/v\n6eQbrw8R9ivs7K7lr565QDrqY0d3kj945DQdtUEa4wF+56GTrGuJkS2afO57p9jVm2JwKsufPXaO\n29fVc+TKPGeuL/GBjY28dGYSw3K4d3MTT58YQyC4e2MT335jCL8qs29NHX/71AVqQho3r0zzh98/\nRVNNgFhEpzznyS1cFw4MzNyQr7jAdNHkykyOlwdmqBY4MWyHUEjjwMUZj0A4ncWsQlo+d0s333rj\nKqPLZQ+vilcpDfo0/vjxczTH/ZydzHqQFCFY1RAioqvcuqqOmWyZv3xugN09tQzMZPnagavc2pfi\n7eFFTo1luH1lmjcH53Fdl1t6a3nh4jSKLLipI8GjVfLVhqYo3zoyQk1AZW19hC8fuoZl2DxxbAzL\n9siCn9rXxTeOjrAyHWKxZPGjd6ZYVxdmOFPmpUyJ/oYIlxYKDC66bKgLc3G+AAJkw+JvTo3T0xDh\nzhUpjkwto8sSzWEfByaWCaky9UGVAxMZoprM5rY4Tx0fu0HRisR81PpVirbDwFKRuoBK1rDJGjZ1\nfpVMVSaU1GUOXl3gsw+fwrQdvvPWMP/4yxvY0RFloZJHFhJ+2cdiZQFZKGgiwJIxgSI0ZCGRNYdR\nRBhBkaI9iCpqcFnEdC4jizpcpvAgA024XMerX7cgnCuABFIrmKe8HKO0Q+lNz9lCa4fcMyDXgPzT\n99/897x1pMN88tZuIgGNFU1RKqZNczJIe10Y23FY1RInHfPh02S29dUS9KmkY372rm/AdV1ePzPJ\nHZuayRYM3r44ywe2NbNtRS3nry1x+6Zm2urCjEznuXl9PZHAVrIFgx1rG/jDX9uMLAm2rq6jYjok\noz7W9iQpV2y6WqJ0NcewXdi4Mk19bYCAT2Hvtmb8ukpTfZj33dyBZTu8fGCYe27vYTFT4tCJce67\ns4ct6+o5NzDLXfs6aW6MMDaRZe/ONgJ+lULRZNe2Fj7/e7vQNYXtm5solSzq6kKsW5WmVLZY0ZOk\nq937XGzb3Ei6NkQkpHH7vk50n0Jbc4wPvr+XStni5deucv8HV/KBu3o4fGyc+z/Qx4a1dVy8PMcd\nezupT4WZms2zZ0cruqZgGBa7trbwR7/tEvArbNnQSKlk0lgfZnVvLRXDYlVPLW1NESQJtq1rIBnz\nEw3p3Lq1GVWWGS6bDF6bB7y8FIkH+MTebk5dmeeOTU30tUS5OpVn58o0NREfS7kKmzqTaIrnPLOu\npQbLdgnqCn0NUSqWQzqs05IIYNkOrYkAyYCGJATdySAB3fNV7k2GkQQM+Yr0JIKYjstErkJnzJNY\nLJZNGkM6M/OFn7ih9iuSB2SqShbfJeuZtlt9jMvZUYldnTXgwtlRi1/+l1MYloOmlHn4k+1sbA5w\n5HoFw57DcasV4pkW+jsl+ru6efhXkxwZmiAebWQpt8i2JpeNK9bhFqJglxGRXtyODwMSUqwHp/s+\n0KKISDuubUCkCTfU6JH2UivBl0BoAWjZArKOFKtDdO8Gy+LE4YP8ypsKhh1Bk9r4Xu02+n9xDc74\nZeR1e5Hi9biLkyhrboJf9UO5iLJmO76P/7+eB/LKzWCUEMk6zimNHOz/FNtXt7Fp0woQAm3dVkS8\nFikSw7fjVlB1lJZ2/Ld8gD3X5vmXRy56ThuKzE27NhC46z60VesxrlwgsPdO5FQd1uwUwZv2Ifl8\nuJUKge03c+aTn+ezR02MKxZa+y/x7TvStOzeBJUy+qr1KC1tCFXBv203UjyBXJMkeOv7ELLiOU7c\ndR9uqUjxwH5CH/gIwb13Ujp1lND7P4TWuxLz6mUCe+9ATtZiL8wR2LmH5Oe/ALZDYPvN8LufR4pE\n0NdtJlYuobZ0oPWswLUM9NX9P/Vc97M1QRY5DwxCxYuJASXcqs2L65ZwKCPcOI5bwXYVJKLYbsVT\nIIsQpmvguAIh/JiOhesqICQM1/VMyAHD8ZZgXdel7AgkPJN323W8JXXbBtezsiqYNg4CTUDetKnY\nLrosWDYsKlY1rliYjosmwVLZxHE978fFinccG5gvW+iylxBmSwZ+WVA0bVwHoopMtmxREDZxXWah\nZGLZDjWawky2QtG0iesKk8tlchWLiCYzvlyibDoEFInRpRI4LqokGFsqo0lg2g4ji0XCmkKuYjGy\nUCThV1gsmVy3HepCGjPZMpmiRGNYZ3SxhGU5NEV0hufzLBdN6kI612by5IsmyaDK0HQO07AJqxKD\nU1kaIhoXpzybL0kIkgGVwcksiYDKUsFgcDJLY9THzHIZ23BojweYmCugyILOZIDh6Sxlw6Y94Wdw\ncpn55QqNMR+Xx5cplkxqQx5C1bUcIrrMwNgyPknCcV0GRjNYtsvAUh5xcZb6iI/Z5RKXxpZpjQeY\nWChC9ebmXcLhxsYo56dzjGQ93a3juIwsFOlOBrm+/K69H6gOmI5D3rBuYJ8dFw4NztEe9bFckG4Q\n8YQAxXVpjPiYypTY15UgZ9j4ZYnasE464tkrFQ2bpqjO1ZksuaLnJjE0k8eskqauzuSR8Qh5V+eL\n+BWJimUzPF8k7lPJlk2uLxRJBlQWiyajwnOqeOna9I2bFNN2OT+W4X3r6pnIlCnbDnGfwthymYJh\nEdZkJrNlHNvFJwumcga4Ltdn8/zz/kFM22H/mUnCmkJzMkjJclgoGYRVQc70pCUBRWLZsKlPBvjj\nD63m7NgyK5ujrG+KsmxYOK5AlwU5w8ZyQJEgZ9k3qJEF2+H0yNINyzfT9hoe+1ujVStGB0M4CHxY\njoUQNhJ+LMcCyULCj+0aSFgIEcB2K1VCXxiHEh6qIIhE3gMOIRAiBwTwrsTl93KMs+RNhp0C2Jlq\nVTnnkfaE/H8k5f173MYXCjz45lUkSfCpW3r414PD+DWFj+xs49FD12kYmGVHb4ofHb7OhbEMzckg\nL54YZyrj5ZDDF2coGjaD48tcGF1CUQX7T0wwuVAgGtL42jMDlCoWNRGdLzx8Ctt2iYY1/uZfzwDw\n3z+xkX/4wVlUWeL3P7qBrz52nkhQ5RMfWMk3n7jAa8fH2bW+nu88dYHzQ/M0JEM8/doQk3MFCgWD\nt06MUzJszg7McmFwHk1XeOzZAabnCsRiOg987RjlikWixs/n/+YAjuMQDun82QOHkAT8+R/u4W//\nx9tomsx//e2dfOnrx6iJ+/nEL67jq986wasHhtm+uYnvPHyGdwbmSCYCPPPCZaZn8yxlyhw6Moph\nOhw9Mc6lK/P4dYXv/fAccwtF4lE/X/inQxiGTTzq479/4Q0cF74QUPnzfziIJEn82R/s5otfP4pP\nV/i9T2/jfzx4ilQiwEfuWck/P3qOg8cn2LA6zSPPX2Lw2iKhiM7lC9NIfhW3qmOqLFd44IfnGJ7K\nEfApPPLm1aoPssrXX7yMZbuE/SpfeuES4PKZD67yGpiF4FO3dfHY8VE0ReLntrTw7DtTJIIaOzqT\nvHp5jiuzedqTQU5PZpjNG4wvFjk0tMC+3lpa0mFmigau6zJbNskbtkehq2KpbdtDeW/sTiKAH50Y\n92RXVQcL9Qa6WrC6WcF0cpSdJd66mrlRcTYthyPD19jYWmZbRwRN9jDOqizY1jiDMDIgKfTXXKR/\nYw5C9bB0HlyTk1f8HHnnJNvqS/Sv9cHEM4DAFfchRp715BZt98Dws6AGEc234g49DTMnEYnVuFee\nhswQrlqDO/Q6FOdw83mOns1TsVbj4n3HHzlygrWF53Gz8xCKYj7zVTAriFAc49G/9rRwgRDGI38H\nkoT45T/CeOxLnJUb+aR8N4YFXx28xndmRul5/p8xTx9AWbGJ8tPfxR4e8FDTbz4HmTm6F+b58sww\n5zfcw/qp03Q9d4RynY/8Yw9hL80jx5NkvvwXuKaBEk+w9MXPg+sghUK8+cyrGDU34QgJw3F485En\nWafkyD74ZZRUPcEPfITc975O5cQh9FXryT/2PezrVxCBIMXXXsDNLmFPjVM+fcyj8h56DfP6VeRw\nmOz3vo6TW0auSZD50p/jWiZyPE7mgT8GQAr8NZmv/AVCkol/7k/JfusBhC9A9Nc/Q/7hr1Cub6b2\ngYd+qrnuZ0ti4ea8KrIUBQogtYHwA0UE7XiKUBNJNAMWIFDkBhwqCFR0KYnjmshCR5eiWK6FKvnw\nyUEsx0aXdHRJx3RsAoqOJquYjktYU1FlGcNxiesKihBUHJdUQEXgTYTqgzpGFc/bGNIpWw66LGgI\n6RQth7Aq0xD0UTAdanwq6aBH36sLaqQCKjnDoiXsp8ankjNsuuNBwppCtmKxqjaELkvkDZsNdRHs\nqn5zU2OUnGGhyxIbG6MslUziPpX1DVEWiwYNYZ3VdREWCgYdiSC9tSHmChVWpCO0J4LM5StsaIrR\nGPUzm6+woyNJTUBlNlfh1r40YLvFKwAAIABJREFUmiqxXLa4Y2UdZcObxNy1up65XIWwT+W2lWmm\ns2UaYn5296SYypToToXY2plkMlNi34o6fuPmdtY1RvjMLV3c1F3L5FKJvSvraEkEmcyUuGt9I/Gg\nxuRSkQ9tbUGWJPJliw9vb2O5aCLLEh/e3sbEQpFkROfuTc1MLBRpT4W4ZW0D4wtFVrXE2dmXZnyh\nyObuWvo7kpwdy3BwYpmhTJlnLs3S2RyluTbExGKBe7e1Eg1omGWLBz68lq6oj/WJIL971wqisoQk\nPEmqALprQ3x8dwdb6kJsa47xuX3d2IbN2rYabu5N3XicIgk0BDevqmNzRw07mqP8/KYm3t+XwjEd\n7tncTEBTkBH8xYfWEtI9ouK9m1qYy3k3OTnT4cJklvqIn5v70kwvl+ioDbG1I8F0tszK+ihrm2LM\n5sqEdYXxhRJnx5fY0lZDYyzAXL7CTZ1JYn6V+XyFfT0pAtpPTuT8msyujiRLJYOwprC5Oc5S0SQZ\n0FhTF2GpZNEQ9tGdCJGpmLRGfSxkyp4Xs+tp38+MLtFdEyCqe41+PfEgvuqyaV9NEPD0980R/43m\n1baon9KPXRNl2yWgStT6NSqWJ7eIaQqG7bK9I4FafR9UWWJLe6J6HWookozl2EQ0P0JI2K5NSI3g\n4uHg/Uqiqj+W0aVaHLeChA9FSuG6JQRhJJHCW4KtAVJeLhFpEAlw8yA3gxQDNwtqt2fz5mTBt7qq\nRS7+H0l3/143WRK41d+K7GHSVUVCreLLVVm6UXnUFAlNlrAdF02W0ZRqrEhoqoRtu+iKt9+pos/V\naqwqErLkfUUpsoQQXlOrInuyJLk6ju04aKp3DMt2qseWsWzX269K78WajGW9u//H4qrnuq4qqIqH\np1cVCVn29Oa6Ws0LskDVZBzXe3665o2p6zLqu8fQlfeOp8n/y1jTZDRNwbZdNLV6/q6LpklIskAI\n0FTZayaXBKrqPT9FkVBVqXo85cb56Jr8Y+fvvRaa6fCxlWk21YZosRy6k0HU/+n1evd9UWQJcG9c\ngwKPnAfV179ahFCqzc1eLN3wPFdlj7xnu3B9Ns9fPzvA6+9M86dPXeDaTA636t0uCa8TSBLQ1xDl\nv967ik/v6+LPPrKWvoYI92xoRFOqeUCRuGttmi99bC2/c1snX/t4N+tbwlSB9GxpD6Epnk2kqgi2\ntQcBl42tAR7+1RSf3QcP/1oTG5t1vFUj2ftxq7GQOTWl8NGHhvni8RgffbaOU+MVrylXCJA8rgJC\n9nqeXMezm5UUTi2F+cpgilPzMji258Esq9VYA1kjTol3u40cBDG/7P3NthCyipCrx1TU6ljCi4Xw\n6J+qBq7LcakRwwZHSJhIHMvI3jFUDaFpuNUYVcO1LO//NA3XdrwxFBXXthGatx/bRigKQlHBcRGq\nipAkb3xVpb88dsPyTXUd+u1Z7/i2BdqPjalpCPXdWH8vVjXQ9BuxeDfWvBjb9h6jeD0eQtG88YXw\nnhOALHt/dxzv/xQN3j23n/L2s+Vi4cyC/Q7gw5WbgWEghEsSxCQQxXEDuCyAG8dBwnFzyCQwMXHc\nMppIUnFKuFhoIk7JKeG6LgE5Ss7yQCFBOUDOMhBCEJB1lg0bWRL4ZIVMxav0KkKwZFgEFRkXl2XD\nJlaFL+RMm7RfZaliU7RsGoIa0wUDw3Fpj+gMZyue60DUx6WlEkJAZ9THwEIRVZZoDelcWPSwz3UB\njUsLRWr8KiFV4upSiYaQhu24jGXLdNcEWCyYzBYM1taFuLZYIlM22doY4cxUjpJpc1NrgkMjCzgu\n3NQe5/WhBRRJsL01zqtX5glpCusaIrw+NE9tSKO9JsCha4u01viJ+VVOj2VYWRemYjpcns2zrb2G\nkfkC45kSt/WlODWSYaFQ4e61Dbx6YZqiYXFffxNPn57ABT64oZHHj4+hqzLt6RA/PD5GRyLIvf2N\nPHNygqZEgK50iNfemaavIUpQlzl+dZ4tnUmWiyYDE8vctraegfFlxuYL3LulmYMDsyzmDX5+ZxtP\nHx+jbNj80q52Hj103ftCCWv84NQk4E12OyM+trbE2dZTy1PHRulIh2lPh3jl7BTr22tQFcHxwQV2\nr0xxdjzL2YkM71/XQC5XYXKxyP3bW3nt/DTLRYNNfbU8fmKcuK5w67p6Hj06Rl1I4z/t6eSRQ9cJ\nB1RuXVPP48dGqYv52dBWw4tnJ+lMh6mv8XP4yjzrWmK4QvDOeIamRICvHBj2Gj1lwb1r61FlibvX\n1fPmlQWKhsU96xt4eWAWx3XprA3x355858Yk4q619XSnQ2xqifPG4DypsE5nbYhjI4tcnc7x0vnp\nG41+d29oIBxQsQybuniAYEBlS3OcocUCuYrF9pYY78wWMGyHrU1RTs/kGZl7r4IsSxIP/OJ6XJ9C\nQJFpj/m4vFQkqiskfCqjOc+Pe3gmyx/+4NwNicUf3beavd1J8qZDybJpDGpkDAfTcWgMaixWLZ/S\nAZWFssWF8WWGppbpbYqxrilGRPOq1IokCMhQsMpokoImuZSdIqqkowgT0y2iijBCFLHdEqqoATK4\nVJBFCiFmABOJJoSowoXcVgRDgOTFziVAB7cerMseoIgkmFe8/gf/Du+L69+w/UdwsQA4MjhHxK+y\nojHKgYFZGmv8tKfCvHZ+kt7GGHUxP/vPTrKlM0HAp/Dq2Sl2r6oDXN68MM2t6xrIlUyOXZ7jzk1N\nTMwXuDia4c5NTVwezzA2W+D2jU2cHlxguVhh7/pGDr4zjSIE21al2X98jNqYn7WdCZ47fJ3uphhd\nzVGeevMa/X0p6hMBnnrjGrs3NhLwKTx3YJi7bmrDsl1eOXydD+7rZDFT4fCpCe67vZvr4xnOX57n\n3tu6eefyPGNTWd6/r5OjpyfJFQxu29XOa4dG8GkS2zc18fwrQ9SnQ6xfXccTz11iRW+S7vYaHntm\ngO2bmqhNBnjsmQFu39uJris8/fwlPvi+PiqVdyUWK5idL/D2sXE+fM9Khq4tcvHyHPfdvYIz5z2r\nuPff0c3h42OUyxa37O7glQPDBAMK2zY28dwrQzQ1hFnTl+Kpl6+wqreWjuYYj798he0bGkjE/Tz1\n6lVu29GCosi8cOg679/VTqliceD0JE1tMV6/OEvAdfmtu1dydTLL0OQyd21u4cLIEvPZMnvW1nPy\n6gKO47Klp5YjV+Y8F4uWGIeuzFEf89FeG+bQ1Xnak0HqIj6OXF9kRTpMUFc4M7nM21fm+NJrQzca\n139zXxe3rWugLxmiYFrMFU06Yn6yFYucadMU0lmuEvZSAY0DQ3OcGF7k5p4UPfUhT2KlSBStMqqk\ncH4sx8GrU2zvSCILhUPXxtneUc+m1jguMwhSCNcFJoEmz+LNnga1HdfOgjXrkTONWb7y5jBffH3x\nxnP97O29/MZG25ughrpg8SyoEQi34U4fhVAjpxcCfPSbRzFs0BSJ790p6N+wGWQN99pbiPabwLb4\nytOHeeCcdzMpAZ+7vYtPr1I5ef4yx6ROtoRybNAzyGv3YQ+eBKOEsnoX1tm3QNeQe7dgHX+ZM2ac\nj724gGnaqIrEw7+2mdXX3kRZvQURS2K8/jTqln2g6VQOPIu++25ODc/zsUcGMFyBJgv+ZVWBHT93\nr+ePfHUA/633Ylw6izMziW/P+6icPgzlMr4dt1A6+Apnihqn1HrWL1xi08pmtN41FF5+Ar13DUpz\nO4UXfoRv802IaILSy0/g2307QlYpvfYs/tvuwS3kKR95ncAdH8Kem6Jy9jjBO+/HHL6MOXyZwK33\nYlw4hb0wS2DP+ygffwtsC9+2vZQOvoQUjqOt3Uzp1WeQm9rQuldSfPkJtBXrUdu6/0157z+oi8U0\nSAkgB2IaRApYwnHmEG4ax13AxkQWKSx3ERsVVSQwnCyOq6FIUSpOAduVUaQgZaeM6yrIQqJgG541\nDJC3XCShY7suWdOrfFRsh4xl4VMk8oYnmYjqHq3Odqk2LBlYjkvCpzJVMDEdh5iuMJmvYLkeSOF6\ntkoGkyWuLZfRqhWYoUyZoCZTMGwGl0okfRpzRYNMsUA6pDOaKXmT6poAgwt5bNulJxFkYCaPaTt0\nJoKcmcxi2Q6NUT+nJrIe3c2vcWxsEVkIfLLEkeEMYVWhYtm8PbxIXUhnJlfh8LUF2uJ+rs4VPOhG\nXZiz4xlcBza2xjl2fRHHctnUFufg5Vkc22VNU4w3BmaxbIf22iCvVf0z68I+9p+fxq/ISEKw/9wU\nqZDO4Fye750Yx3FdLs3mKZdNtnQkODeyyPWpLJu6khy5PIvtwK4VKd66MIML7OhN8fKpSRzHYV17\nDS+dnMC0HdpTYZ4/Poao2po9e2yMiK5gOy5zC6X35BPA+sYY80slXjwxTn9bDceuzDE4tszOVWkO\nnJ/CRbBnTR2vnZ4CCX5uXSNnhhdxcFnVEuelU+OYlkvBcfmzFy57FTQhCGoK21tilA2H509OeJXx\nxSIvnZ6krz7CwNgy88tl1rfEOTY4x+BUlu09tRy+PIskSWzvqeW7R0ZuNO9ZtsvlmTwfXFvPaxe9\nCXF9ROeNSzPokkCRZJ45O4HjeNo803LIl01yZYu3hxfpSAYZms2zWDToS4UZX/Bs6t6VuRQqNi+e\nm8KyvSrOZ+7o4fREBiEE6ZDO2aksCM+O8PxMHl0S9KTD/Jc7exmeydGSCqH4VcK6wmLJYChTIhXQ\nmMp7IIDGoM54vsLBq4s/oSkcmckxUR9BlgQxXWG6ZCIJQUCRma3GsiSYL5vIQrC6Kcq6lhiqJDAc\nl7wJmqxSsR2KVPDJOmXbwHYNfHLAo11KJrocpWLnUYSJIsUw3SySsJFFFJslJFdCEMERcwhXByQk\nMQUiBFgenVOKe1ABZwyUOnDmwb4OagtYE14FWQT/f8h//z62a7N5Hj0yimE5fOymNp4+NU7FdPjQ\n5iaeOz3BK+9Ms7UzyWvnpzh1bYGGeIATQ/NcncnhOC6Dk1kWchWGJrLMZsoYlsP+0xMYpo0iC775\nwmX8uoKuyvzTExfQVQlVlvniD8/hui6fuX8N33jmIqWKxe/cv5bvvniFimHziff18q/7B3n20Ai7\n1tbx3FvXOfrONHU1Ad4+O8XgaIZSyeTy8CILmTJnB2aZXSxi2Q6PPX/Zq6aqMv/wzWME/Rq6JvNX\nX34bVfWqqn/1pUPYtssf/dYOvvQvJyiWTP7gN7bxrYfPYDsOH//5dXz3h+d45uVBtm9s5LmXBzl2\napJE3M+R4+NcHV5iMVNm8OoCS5kyR06Ms7hUwnFcHnrk3I1K8d9++W0CfhXdJ/MXDxxEUSQkSeKv\n/+kwhunw3z53E1998BSFosnnfmMr3/7Bec8u8oMrePTZS7x04Dr9a9LsPzzCmYFZwhEfpwZmGZvK\nMbtc5sJUliFFYDnujSXkQ2emUGUJXZX52vOX8OsKmiLx9Zev8O6t4IOvD2FYDp+6o5enTo5TNmx+\n4aZ2Xn5nGkWW2N1by9vDi5ybWKYzFWJgOodVva5d20WSJBS/yvmZHIbtMFN6j4h6LVtGkbycej1X\nruYDiMX93BpvpC3sY75i4bo26YBEzjJ44sR1vvjCMLbj8hVlhAc/2ccnd/sQFHDcPC5LCIrIlIFl\nwABztnr9OlUypg3IkDvMtjofmhzCtB2vYa++ADOvew0qqTtg8mWwDdyGu2D8VXAtjkzurFrFCUzL\n5sjFYfqli6DGYOosZEdx83m2lJbQpO2e1EO4bHEuc/wHh/j45A4MdxANi+8kD7BZ0TCf/EeQFRAC\n44l/AsdCvf93MZ//FqsqRR7a9V84fPA0W5wp1lwrYOx/FOvoS0g9GzGOvIx16SSEYpjvHMOZvM5b\nkyEMuwNHeM/x8LHz9MdsCk9+FyHJCE0j982/Q/IHEbpO7qt/6VVtJYnsN/+GDtNg/af/iNyLXyPz\nRIHwr36W4uPfoShJBO78MMXnHqV8aD/ainWUD+7HHDiN8Acx3jmJPT2KPTOJNX4dt5ijfPQN3HwO\nIUvkH/kGQtORdD/LX/8Cki+ApOnkvvaX1QKES/7bf49rVIj85z+k+MN/xi0WCH78tyk98SCl5x4h\n+eXHfqq57mdMYmFVJRWelZunG5QBGyH8vLvcIvBDtWYmCd3TXSGQhYbjOgghIQulOmmQkIXsLfsI\nCVlIOIAiBJLwJhaK9F6s34jBV112cl3wy5I3ihAEVM++TZbei1VJ4K8uO+qydxdsuh5W2idLmI5D\nUJXRq6S9sCajyZ4lXExXkCXP9zjuU2+MWRPwSGOyJEgEVAzbQVck4n5vIuFXZWJ+lYrlENYVIj5v\nYhzzqwR1hYrpEA+oBDWZiuWQCun4VJmKZVMX8SELgek41Ed9OI4LAhpifiqWtyxXF/NRtmwCukI6\n4qNk2kT8KsmwTsmwiQc1akIaJcMmGdbJlC1s13s3HBcmshUa4gF0VaZs2rQkg551l+3QUhvEsr1J\nXXNtkOl8mbGCgYFnZRbyq9TH/ZQMm1hApTbqq5re+6gJ6QQkiY9taKA/HWZrKszG1rjnB1yxaEoG\n0RTJG7PWm+g4rktrKuSZ2EsSLakQpYpFQFNoTAQoVmzKrstbo0u8u+Ziuy7j2TKJsI9YUKNkWKSi\nPiJ+b5yGeICArlA2bBoTAVRZwrAcmhNBnOrr0JQIENFl5KqsQxLQEveTjvoomzZhn0oypFMyHaIB\njXhQozbsQ5E9UqMsCdY1xbz30LRJhXQ0RaJiOqQjOvUxH+/vb+CXtrby/v5GSqaNXZ1c247L+GIJ\nw3bwKRIxv+qhzlWZsK5i2g5BTSaoyTQlAnxkaysrG6I/+fl0XCKa4jU3Oi6Rqp9zT0P4xhKtIkts\nbU/cwEoHFAnb8WQpuuwtxSqSR9xzXFAl8d5yreSt1jiA+hPXpORZGOOiSN59vnfTov7E9e667/oi\nezEoCKHjujaeKEav5hIfoP1YXqnmGClUlVVYIEW8xF21gPy/dYsHPcx5XcxHQzyAaTm0p0I01QQo\nGTYdqTBtqRD5skVnOkxHOkS2aNBZF6arPkyuZNKRDtPdECVfNmlLh+lpjFKsWLTUhuhujGJYNq3p\nEA2JAIos0ZIKEg1q1ER02urDALTVRWirD1OuWKxsj9PRGCVfMulri9PVHCNbqNDXHqe3Lc5yrsKK\n9hpWdNSwnK/Q0xZnZWeCXN6gqzXGyu4kxZJFe1OU3s4EpmXT0RKjIR3Cryu0N0cJBTVSySAdrTFc\n16W7vYaOtjjFssnqFSm6OmrI5QxW9dbS25Ugs1xmVV8tK3tryWTKrOyrZVVfLZnlMn09SVavSJHL\nGXR1JlizMkW5bNHZXkNPZw2O49LZGiedChEMqLS3xPD7VRrqQrS3xLBsh96uGjqaYxRLJqt6knS1\nxskVDFZ1J+hpq/HOuTNBX7t3/n3tNfS1xZkzPHw0eHlvwbRZ0RKjbNi0pMK0pUMANNeGiIc0wn71\nRv5Kx/wsFg0uTOfQdYWGqI+y6TXp1Uf9FE2b5niAurCPommzvSPBn9y7mp19tfzl/WvY2l5DpVq4\nSfhVTMchqivEdAXb8fzR/YqEAPyKjCK861+XvH2qJFCFxLnRZb74grfq5hUKXI4Pl3CxkYUfIUKA\n6f0WEcAEEfZufjE9maac8PoJ5CgotfTXGzz8qyv57PYKD9+bob+jCWQ/KCHwJQEB/hQE0h5IJNTK\ntq40muS8R9gLTUGsHeJtUMlBvB2R7KRfGed7d4f5TG+BhxpeZWNvK8eUXgzXm2+YSBwrJxC1LYhY\nCqH5kGpbEL4AIlaLlG4Fx0Gq72TjqjZ+3TxOf3sSqbEDt5hDbluB3NqNm19Gbl+B0taLm1tGae9j\nW2sUlapVrICN+SHk5i7UrlW45SJycydKazeu46A0dyAlU4hgCKWpHaH7kNONKM0duJaJ0tGH0tKB\nWyqgdq9GbevGyWfRulehdvTi5DKoXatQO1fgZDOoHStQu1fh5JdR23vQulfhFPOoLZ2oPatxKyXk\npnbUlk5PVdLcgRRPIMJRb3xFRalrRm5uxzUqKF0rUZo7cEoF1K5VP/Vc97NF0kMDdwTvy6sFl3Eg\ngEsdjjuFEDEgis0cskiA8GG6GRTiICRMp4AuxbBdB9M1CMgRDMfCcmyCSpCSbeG4LmFVJ2/ZHrRD\nlVk2vUaCiCKxWPGAC2FFYq5sEtEU/LLEbNkk6VORhWCuZNAQUDEcWCybtIV1lg0PrdkZ9TNbMiiY\nDr1xP2O5CobtsCIeZCjjQUt6a/xcWijgV2S64z7emSuQDGg0R3ycn8nRFvMT96lcmM2zOhVGCLgy\nn2dTQ5RcxWYkU+Km1hrGM2WmcxX2dCYYmMmzXDLZ253k1FgGw3LZ253k8PAiqiSxqzPBG4Pz1ARV\nNrXEef3KHJ21IXpTYd4cnKO/JU4iqHF4aIE9PUkcF86OLvG+tfXMZEpcmc5xT38jAxNZJpaK3L+l\nmWODCywVDe7f0sxrF2aQBF4lvNrg+J93tXF4YJbGmgA7emt59sQ4a1vi9DZGePH0JHtW1RENaDx1\ncpyzC0VmiybHRpf4uc0tZHMVLo8v80s3d3L62gITC0U+treTN85Pky0afHRvJ4fOT6NIEvXpEG9f\nmiUd0blrYzNPvj1CR12YHSvSPHVkhM3dtXTUhXjx5Di3b2jEr8sceGea+7a3kikanLm2yC/s7mD/\nwAzTBfPGp1EAv72vi/PDi5QMm4/saOOFkxOossQHtjTz7IlxkhGdfWvqePbEON31ETZ01PDSmUk2\ndyZpiPl548IMH+hvJOZTcRyXT+5sI6DIXJrMcm9/I4MzOcYXS9zb38jpkSWWiiYf3dpMpmQSD6j8\n5r4uprJldEVmd3ctbw7OkQzq9LfE+OGpceazFVbXR1E0mR3tNfg1mePXFgEP0726JcadfSkWihYT\ny2V2tMYZWy6zWDLY1hxnaLFIybTZ3Bjh0rwHmFmbDnNpvoAmC3rifi4vFonqKk0h/UZFuSsZpDEV\norM2yC9sb6Um7qcpqGIDixWL5pBK0XLJmw5NQc/RouK41Ac0MoaN7bokfRrLVe/nGk0mazmem4ws\nk7cMNEnFp2gUrRKa7EeVFMp2AZ/kdc4bTh5VigMWlltAEWlc8riUkUUDsAgYCFoADw4i3HaEOwrI\nXo+Dfc2rFsvNYA56Egut49+Y+f5jkPR0VUJRJFY2RemuiyDJgg2tcdpTYSRZsLEjSWttCEWR2NJd\nS3MyiK7JbOtJUV8TwK/LbOtNkY77iYY0tvXWkoz6qY362NqXoibsozEZZEtviqBfobMhwqbeWjRN\nYnV7Des7k8iKxOa+FGs6akAW7Fhbz4qWOEIW7FrfQHdzDEmR2LOxifbGKKous3dzM811Yfx+lb1b\nmqlLhYhGdfZsaSaZ8JOqDXDzlhZiUR8tjVF2bW7G51fo6UqwY2MjiiKxYXWaTesbEAJ2bGlm3co0\nCNi9o5WVPUkA9u1qp6erBkkW3Lqng/bWGJomc+ueTpoaowQDKrft6aAuHSIe07nl5g4SiQDpVIg9\nN7URCeu0NkfYtbMNXZVZ0ZNkx5YmhHDZuK6OzesbcB2XnZubWbsyhWO77N7SwoquBK7jsndbC12t\ncYTrsm9bC631EVQJ9m1toSEZpFQyubRcqmqBJX7v9l766qOkozo3ranHryo0JQJsXZFGAjrSITZ0\nJnBsF02X+ePnBpjOVRiaL3DbyjTJoMra5hjNNQEsy2FtY5R0WPeASfURulMhSobN7HKZuF+lLuyj\nMxFElyUUoCXq926QZUF90Ae4+GVBwqfiuOBXJCKaV2jyyRJBVeHJ0zMcG168UayQJcFnbu2lNhJG\nlSII4cd2NSRRgzdH0ECkEHIAhA/keoQcBDmEUJtADoASoz7VxeYWlfpEEvRWT/saaIFAm1fVjXYj\nQi0gy4jEKuob2tkeGaMlVcvv3NJNf4OMqN+IiDTiajpS02ZEpI5T+SDHys1s70qyoSmA1LYFWZF4\n6krRc2WXBb+1vYbG1ZsQ/gCisQupaxNCU5A61yB3bABFoKzagtS2CmSBsm4ncksvqAJ1w27k5i4k\nVUHdtAelsQ3Jp6Nt3kdjSwOb8ldoW9XLb67209/gR9u0B6UmiVxXj96/CzkWQ2lpR+vfieT3o3av\nQF27DUlT0FZvRFu1CUkW+DbtROtZg5DBt/Vm1I4VSKrAt20fSls3kqbi23ELalMbUsCHb8ctKHWN\nyJGI95jaNEoigb5lD0pNAqW+Ed+m3ciRCGprJ2r/DiRdR+tdjbp2K5Imo63dhLayH6EIfJtuQu1a\n7cVbb0aubfg35b3/3Tz8syWxEOMg6oAMDhNVq6ZZbHcaRTRhOpM4lNCkBir2FA46upSi5Mzjuj50\nOU7JziPQ0KQgBbuEwGvAy5omiuRVZzOGhS7LmI7LgmETUmWKps2sYZPwKSyUTUqWS1NIZzxfxnBc\n2sI+hrMlQNAc1hleLiMLqA9qDGUryEKQ9KtcXvIcCHRN4sJC4YYk4Nx8nrqARqZscXo6R0fMz2i2\nzKlcmbXpMO/M5BiqFNjZEufw6BK27bCzrYYD1zw98aamGG+PLOJXZFalwhy4Ok9AV+lMBHl1cJ64\nX0VXZPYPzNIY85OvWLxwcYa+dJiRxQLPX5hmW3uCU6NLXJud4a7Vdbx8cZpSyeJDm5p5/MQouHDv\nxiZ+eGyUoKawZ0Wap05OENYVNrcnePzYOImQRlsyyo/eHqE+7keWBD84dJ3ehijz2TI7Gm10vwqm\nzclLc9zR38SrZyc4d3WRX97byaNvXcOwHD5xSzfffmUQVZKoS4Uwpz0LPlx49Mh1NtRF2Nab4ruv\nDZKOBWhPhXnwlUHa02FM2+HB/YMkEwG+f24SeyKDKgl0RWL09SHu29nGM0dGODk4x3+6s4/vvHwZ\nx4VP3tHLN164RNCn8HO7Ovj+G0PUhH3sW1vPw68NUetTUSRxAxBza0cNJy7M0tkQoVC2+P4b19jY\nkeDqVJZHDwyzd20dhweMSAmrAAAgAElEQVRm+dHhEe7f3spTx0Y5PbzIr+zp5OEDV5EkiV/c1c7D\nB64RDWn81r4unjs1QTyos60zyePHx0iEfaxqCPHkiQnqY35UReLJU5Nsb0+wXDQYnM6xpinG1bk8\nL1yYZkdHguMji5wYWeTVC7Oe88SFGf7kntUcG1nCr8n86b2refLsJN11Ye5eU8+Ba4tEfSo9ySCH\nri8S82vUBjUOjy5RG9RwgaPjyzSEfWQrFqensrTF/EzmKpybLdCXCHJlqcB82WBtbZgL83lkSXBn\nX5oLCwUCikRrxMfVTIlAVVc/mq/gV2Tiusx4wYMF+CWJ6aJJQJFwXJgvm4RUmYrtsmjYhFWZguWQ\ntbwmvZxpYDgVolqIrFFEkQyCSoy8lUERNn65hpK9iCqBKiUw3XkUFCQRxnankIUfkHEZRRADDBDX\nbuQY7KugtIEz6emPtRUezdPJetXk/0u3q7N59l+YpmzaGJbLgctz5MsW9/Y3cmhwnreH5tnUluDQ\nlXkuTmRpiPk4N7LERNUJZ2QuT65kMTyTY6ng9Xq8fnYKx3UJ+VW+s3+ISEAlGtD42vMD+DWZkF/l\nwf2DVQcgiR8dGCZftvh0eQXPHR0j98Y1PnZLFy8cHeO1UxPsXFXH/uPjnB1aoCHu5+TALOMzeQoF\nk+GJZfJFi/NX5sjkKqiKzOMvXkaSBLGIj3/81kmiEZ1Y1McD3zyOT1cI+1W+8f0zmKYHqHnkqQGW\ncxU+++tbePz5y3z/iQv8yofX8PTLQ7x6cITtGxvY/8Y1zl+cJRH3c+rMFBNTeRYXi4yMLVMuWxw5\nMUE+b+DzqTz0yFl0TSEe9fF3X36baEQnHvPzd196G1WTCAZUvvndM1SqTjCPPHmR5WyFz356C088\nf5kfPnOJn793Jc/sH+Kto2NsWFvPG0fHuHR1kXBE5/zlOWYXS8xkykzN5bl/TZpD1xbwmS7j1zM8\n9MoVgj6VWNjHV54dIOxXiYY0vvniZW8l1Kfy+NsjXF0uUanCiwzb4YfHx1CAg1fm2bOqjqPDiwxM\nZ+lKhxmYzjGdrTBXqPD1V4ewHa+x75dvbgdgvGDckBteWS6hyxIBRebqcslbXVJkxqokT1UWLFQ8\nOaMseTf2qixh2g6SEPz++9pZ2SRRsfNYThmfbGO7eRyngioVQRQAC2HP4TnUCKgMeWvOpg75oyB0\nkHTIvuU53AgVMoepko1g8agHEEnuQ8ydgOmDkN5Fv3SC/pQGTjdMn8TNDIEcRcwP4BZnOTlu8rFj\nbRjOCJrk8FDXWTbJCusuPM9DzUmORnezZeI51o+VcS6Gsfd/HRQNoQWw33gYLBMQ2G8/iV3Modz5\nKawjz2EdfBx194exj72Ec+4gUtcGrNNv4lwfgEAUe/Dc/0fee0bJkV13nr8XLn1llneoAlDwaAAN\nD7TvZqMNPdWkRI6okSg70mhG2pW02rM7K+3umR2dM3vOcqSRRitRorpJiZ5t2N1s342G9wVfhfI2\nq7LS+8ywbz9ENiie0X5YLamRZt4H1EVUVERk5Hv3vXfv//7/yFwKr5hnd3qJ/QfKWKcvYjdqKIEQ\nje9/zY9UxxLU//oPEdE23/6bP/SL9YJhmi8+izSbID2ab30HWSkR/pnfwDz+MuY7LxJ84hnMk69h\nj55B23Yv1uUTePN3IBjGmbqFzGfwMiu4mVVwbaxLJ5FWEyUcpf78XyLCMdS2dmpf/Q+ISAwlFqf+\n9T/2mTsCQZqvfBXZrPuS2e+8QLNaIvS5f4n1/itYJ16h/Y++92P1df+0FshoQBM/DRoAGvjUTAYe\nDWhpuHnSl5KWgIuFQMHDw5W+xLOHxGsp4nlS4noeilDuikQIRIvWza+wtT2JK/30t+nKu3jOhvOB\n7DTUHQ8FP11ctz20Fjyhbnt3oQp3idFdz4dxKL50tOv5MI6a7dJ0PXRFuatZryviLjRBUwT5ho2C\nL6ibr9t++tmT5OoWhqrQdDwKDRtDU6lbDsWGQkBVqJgOpuNDMEoN25ce1hXydYu65RLUVDIVk2br\neKrcvOvQVosNFEXgupKVQoOApmC5HqlSg5Duy0KnS01Chkq5YaNrCiFDpVizUIQgZGjkKialus1g\nPEhPPMjcWhVFVVjJ12laLkFDZSlb8yvZFYWlTA1NEUgpiWtK6zP7zrEvGqDSsEkVfHL7Ys13ouGA\nRrb13KGAyliqcleVzfEkK1WTzW0hljM1LNsloKssrFUBvzp7IV1tVcJLFtNVwgGNuumwkqsTMjQc\n1+OjmzuZydbpCesMhA0sxyNX9gn1g4bKWrFBuW4TNFRW8g3qpn98OVfHbkFTlnN1BH51+nKujqH5\n0IuVfIOQ7n9va6UGIV2j2rTJVkyCukKpYaEpCkFdoVCzqDZtArpKtmpSMx2ChkqmamI6HtmK6TNP\n4NPVXZzL0Z0IISW0Rw2Obu5EUXyC/4Cq0nRcig1f1bBuuygKGKpCzfYzKYbis6g0bA9DV6hYDmYL\n0lO2HBwPArqg3OIzFkJQsZxWpTpULRdN+CwHdcdX+3M8SdPxqRMdTyKlh4I/3j6AOdmtcai37A8g\nT7bnIVvj0PZ+AHn4YIyD9OnehILEwZXWB/qXSCw+YLzx/YcKmC2/orX8it2qVvcnVt8u84MK+P92\n22B7iHUdYdqCOjsH27gwk2X/hnbuWZfg0lyePUMJtve3cXu5yAPbuumOBVjI1Lh/WzeuKynWLI5s\n7Wa4K8LJsTUObOpEANdm8+wd6eSp/Q3m1irs29TJAzt7KdUsDmzuZNeGDlRVcHBrF+9djdGdCHFo\nWzfvXEny6N4BDu/o4eT1FR7Y3c+ekQ6uTmZ56sgwXW0B5lbKHDs8TNN0+PZbkzx6cJCh3ihvn1vg\n/r0DOLbL5VspDu/u4+OPb2J+ucTRvf08fHiISs3iyP5B9pxd8CPh+wd54/gsg30xjh4Y4PXjM+y9\np5f7Dw9x/MwCxx7eyK5tXVy9keKjT2yhLRZgfrHE049volw2+eYLt/jQwyP09UR5+/gsDx4dpla3\nuXp9lfuOrOPjM1tZWi5z/+EhHjy6TNN0uP/wEO+cnCMaMbjv4CCvvzvN+nVxjh7wn+XgvQM8eGgd\npy8u8eQjI2wd6eDmRJanHxkhHNZJrlU5dt96chWT7x2f4XMPb2LXugQnR5Mc3tVLqWlzey7Poe3d\nPJ4skS42ObS1myvTORzXY/+mTs7eSdPTFWZtPI3leKiK4CO7+7k8m+OedXF2DcYZWy1zeEMH/YkQ\ny8Ume9fFeelq8odgXau5BiMdYSJBjcVSk3VtQVwBhaZDd0inavtzX0dQo9zKILXpGhXLRVMEIVVh\n71A7f/aFQ9xazHPPUJDDG7owFAXbaxJQo/68KJtoIoEggsRC0OUzT3groPSA5oCXRmg9yMAWcAug\nD0JwBLymH0EOrgMUiIxA4BbocYhthsB1iA5BYjtkbyA6d0N0GJmfQvQfAT2KrK4gBo9wYTGP5TV9\nnLJUuWAOcmhoH4plsT95i4OP7cMbXULmk4iN+1A2H0FadZRNB1CGToMeQN18AO/qe4jOfpRtB1FG\n30UZ2YO68wjuzTOoex9BWbcNb+YW2uEnIBTFW1tCO/Q4slrCOv4i2v6HId6Nffk4+p6jePUqzuR1\ntF1HCDz0Ydy1JPq9R9Fv3geWiXHvUazz7yLCUYw9R7BOv4F6cAP6niNYZ95E33UIY98DWFfPELj/\nKbThTTjTtwg8+DQYQbzMKoH7juEVsjTfewnj4COIaBzr8kn0PUcJlnI4U7fR9hwhcP+TuLk19Hvv\nQ999BlwXY89RrAvvosQS6LsPY519A3XoUYzdR7HOvYO+5+iP3df9k8IgS/rwKPty0rIPV5aQMoKg\nB9crIkQchXZsr4RCApUotltFE3EUglhek4ASA6lheg5BJYiUAsvzCCs6jgeOBzHNF/zwpCSm+YsE\nASQMjVIrutwR0Mg2bWKGRsLQWKtbdAQ0orrCWt2iN6wR1BQyDYvBiI4iINe0GY4FsF2PsumwMR6k\nYro0bY9N8RCZ1o56a3uIlZYc55aOCHP5Gh1Bna2dESbSFda1BdnQHmRsrcL2nijdEYOJdJVdfW1E\ndJWZbI29LZzecrHBweEENdMhWzU5uqGDdKVJw3a5f0MH89kaqhDct7GDsZUyHWGDoxs6GJ3Ps7Ej\nzIH17ZyfzrB7MM723hjnp7Lct6mLwXiQa3MFHt7WQ8zQGFsu8tjOHlzXY36twuO7+imUfZnpJ/b0\ns5iuYFkOx+7tZ2yxSMhQeeLefi5PZRnsjPD4nj5O3Upxz3CCo1u7OH5jhfu3d7NjKM7cUpF/cWQ9\n93ZHuSca4HNHhglpKrfm8nz0wDpM02U+VeFjh9exlm+QL5l8/PAQTt1Cwe/kAlgXDfDUvkHOjq2x\nsbeNY/cO8N61JPs3dXF0azfvjiZ5dHcf2wbjnLy5yhN7B+iJBbkymeHpAwNoiqCQbfBbT27BkLCc\nqfGRA34Ffrlm8ZEDg0wmi6gKPLVvgGszOTwVvIDGG9dX2NzbxoPbezhxa5V9Gzu4d307p26neHh7\nD+s7IlyazvLw9h5iAY1bC0Ue2d6N9CTz6QqP7eilXLfJlJs8sq2blUId03Z5aEsXs+kqhiq4b2Mn\nt5MlusIGH9reg6L4S0VN9TeF9/RFWd8R5vpyiXv72+gK60ymq+wdbMNQFRYKdfb0xXFcj3TFZE9f\nlErTpmra3NMTJVuzcD0fGrRaMTEU2JQIsVRqEjdU1seCLJQadAd1P0pcadIfNogbGis1k/6ITkAV\nZBs2vSEdgaRkOXQHfZ7xuuPSGfDHnu16JAx/AymlJKop/iZUCCKar7inKzpBNUjdsdEVA12EaLgm\nhhJFFUFMr4Eu4gh0HNlApR2JwJVNFHpwpcSVNpJBPNlESolkCL+gRwOGQWZ9iIU2Au6qz4Uswv+F\nPOA/jqarCj2JEN2JEAFNobcjTHc8RMhQ6W0P0xELEglq9HeEaY8GiIZ0+jrDxCMG8ahBf1eEWEin\noy1If2eYSFCnOxGivytM0FDp6Qgx0B0haKj0d0V8O6Ax2B1hsCtCwNAY6Im2ztEY6InQ2xEiHNTp\n747S3R4iGjbo643QkQgSjwXo6436Udl4kP6+GLFogK72EH09UaJhnZ7uCP19bYRDOv19UfoHYoSC\nGn29Efp7o4SDGv19Mfr7Wsf7ovT1RQmFdPp7o/R2R4iGdfp6o3R1holGA/T1xejoCJNIBBnojxGP\nB+noCDHQHyMWM+juitDX52OMe7sj9PVGCYcM+nqi9PdGCQY1enui9PVECQY0+rqi9HZFCAU1ejvD\n9HVFCAd1+roidHeEiIR1ejrCdMaDRCM6vR1B2mMB4hGDnkSItqhBe9Sgpy1ANKTREQ3Q3RYkHNDo\nigbojgYIBTS6YwG6owaGrtIZDdCUkufOzVN3PHb1tfHlnz3Ig+vb+dcPbuTAhnZihkrM0Aiogoiq\nENYVgppCRFMIaSoH1rejqT6tmxCCtoCGrigEFIVAC2OsC4GGD71ThUAIgdLa6gr8fzzp/0/gL7T3\nrIvza49uZve6Xvz6AQ0pw4CBRMeTkZYdwPXauLLQ4D+dKHJ5OYBE97HFWhsIHaG1IfSEvxHW42Ak\n/MW00Q6Bdj+aHO6EUDtoAYh0tewgItrj23oE2nohFIdAzLeDMe4bacdQWxz6Kty3XoNAGJHoQnT1\nIQIhREcvoqsP9CCiqw+lqw+MIKKnH6Xbt5WefpSuPpRACKW3H6WzG4JhRG8/or3LjwD3DaAkOlDi\n7WiDgyjxBEp7J9rAAEq0Da2rG71/ABGOoHX3YvQPoIRCaL0D6P2DCCOE3jeI3jcAgRD6wKB/fjCE\nMeAfV0IR9MFBtJ5elEgMY2AQrasbJRbHGBxETXSixtsxBgZR2hKoHZ2+HY2hdfVgDAyghMNoPf3o\ng4OIYAitfwBjYBARCGD0D6IPDEIwjNE/gN7XjwiG0PsH0Xr7EaEQxsAAWnfPj93X/ZPCIEumEKwD\nLDxKqGIjHmVcWcNQN+G4ORwsQuoGml4GD0FE66fm5gCdiNZO1a6iKAZhLUzVNluTrEHF8QhpOrqi\nUrJc2nQViaBounSHdEzPI2faDEWDFE2HnOmwLREmWTMp2y67OiNMlxqYnsfOjgjjBV99b3Mi3IJV\nqAzHgtwp1OkI6nSFdCbzDYZiAUKaymTOT1XbrmS64KvfZes2U7kqj490MZmtMpuv86mdfZxfKpCr\n2Xzqnn7enkxju5IPb+vlzTtpQprKAyOdvDeVoStisKs/zonpLCOdEQYTIc7M5tg31E5QU7kwl+ex\nbT1UmjaX5wt8+sA6pteqjM7n+OVHNnFqMs2dZJnffGo7z19cIlc2+VdPbuPZ933C+J9+YCNfOz1H\nIqzz9N5Bnj+/wIauKPtHOnnl0jJ7NrSzrjPM29dWeWx3H6oQnLiZ4jP3b2Ct0OD07TS/+uHtjE5l\nOXcnze99bh/fO7fAxHKJn3psM3/67hSFqsXvf3YvX3lzkvWJIL/69Ha+/OYk/YkQHzk8xNffm2H7\nUIJ9mzp54fQC9+/spTcR5LULS3zmgQ3Uajalus1n9g8QcCWnbqb4nc/s4eSNFS6MZ/iDXzjE19+d\nZjZV4d9+4RB//L3bmJbLb39mD//pe2PEwjo/86HNPPvmJENdER7fN8i3T86xe0MHO4YSvHJxkYfu\n6SMe1nnn2gqfPLqBasPm5K0UD+4d4Cujy0xkamRNF9XxmF4u8b989l6+cXKWdLHJ7z6zmy+9OYlQ\nBL/w+Ba+8v4M7RGDbUMJvnRyht62EB/a2ctfn51npWZRNh3GkiWO7ezHUBUuzOZ4anc/hZrF1aUS\nP3lwiIlUhWSpya88vJFMtcnOdQn+p6d38OqtFDXL5acPDvHijRUCmsaTO3p4eyJDImxwcKidswt5\nBuJBRjrCjK6UGOmIkAjqjGWr7OzxN10zpQb7++OUmg4L5Sb3rUuwWGqQqtk8MtTOeL5OxXa4fyDB\nzWwVT8K+7hi3czUMTWFTIsxsqdmCWwRI1kxihkaboZJpOrQHdHRFULJcOoI6rpTUXI/OoE7TlTRd\nH59cczxsz6IrGKFqW7g4JAIJKnYZRXhE9U7qbh5VKASUDiyZQVUCaEoClzSqiLWKeVIodAM6CisI\nsR6EDXIF1B0gC+AmwTjsM1soHT6O8e/R/mvAIM9mq7w7kWY6UyURNLi0WOD2SpmooTG6WGA6XcFz\nPW4lSyzn62QrJlOpCrmqxdRqhYVsjbrlcmkmS6rYRAh4fTRJrmISNlS+fmqOct0iFtL59uk51kpN\n4mGdl84vMrNaoTNm8PrlZa7O5OhsC/LetRUuTmRoC+qcupni9nyBpuVw6U6a+VSZ5bUaN2dzZIoN\nrk5kmF4u0TAd3j63wPJaFVUVfP37d8gUGkQjOn/2zesUSk0SsSB/9Z1bLKcqdCZCfOPlcW5PZent\nDPO9t6Y4dyVJb2eY19+b4ezlJJGwzvtnFrh1J0O1anFhdIW5xSKzcwVujK2RzTc4f3GZ6dkCpunw\n8huTLCfLBAIaf/mVUTLZOm1tAf74zy+SzdXpaA/x5a9eZW6xQE93hG88f4vrt9fo7Y7y8msTnDq3\nSF9flNffm+Xi6AqBgMb75xYZm8xSqppcvp5iMVlmcqHI2HSOQqnJuesrzC2XcByPr52YY6xQp96w\neeHtKfLlJm0Rgy+/dodMsUlnW5C/Oj7NyVSFC3N5bqerJFfLHBrpYHqxyPRKmZ5EiPNTWcaTJXRd\n5cZigaVcnZrrMZ2pka2ZeAgsz2UxV8eTMLFaoavNINWwqZgOuiq4manRdD2CusJEsU7DcQlpKovV\nJlXbJaxppBsWZcsloquULIeq7RHUBHXXxXQ9NMXCdC1cz0GIBq5s4kkHQZEriwV+7q9mOD1V5nvX\nq9w3IhiILgJNkBqY130KOAyoXwWvCgSgepXRxSIv3myiNufoV2cYTWr8yZkMx++kSah1+p07UF1E\nWnUoTEAtBZUUlGahWaC/Mcl9kSWGuhP8xuA4+7U5UFS8Gy9DPQ9GBO/C16BeRATb8C58G1lcgVA7\n3uWXkauTKJFO3GtvMTqxyEurQZi/Ts/sKR+GMX4WuTSBrFVwp0eR6UXk6jzu4jhU8rhjF5Grc0jb\nxDn7OjK7ArqB9dpXkaUcItyG9eKXfLstgfXaV/FSiyiJLqx3v4s7dROlowf79Gs4N84iEt04F9/B\nGbsCuo5z/Qzu/B1fFOTOVby1JbzFKdy5cWS1iHP9LN7qPLgu1omXkdlVRDCM+dJfIssFRCSO9dJf\nIAsZlFgH5ut/g5ecRWnvxjr+Iu7kNZSOXpxzr+NeP+Pf//J7uBPXMJ747N/L7/3XiUEm0pKKtRC0\n4coP7Ai2m0IiEWiYXhqBz0/ccPNowq+WbTgVNEXF8hw86aEpGqbnYnt+NKru+OkcXRFUbL9QKKAK\n8qZ9t0BgrWFhex5BVWG56qt0aUIwX25iqAqm6zFbahDRVOqOx0K5QVRXKZoOTdejzVBZq1toiiAe\nUFlu0b4lghrThTpNxyPRKsCrWi7tQZ3LKyWajkdbQOPsQgGtFRk8PZ8jHtSpmDZn5nN0RQxyNYuL\nCwW6owGWiw0KdZueqMFkpoqmCHpjQa4ni9iOR288yIW5HKWmTV88yHvjaXJVk754iO9fX8GyPRJh\ng5cuLxEKqNiWxwsXF+mNBynXbb4/usxAe5jlfI13bqww2BHhTrLEcq7Ous4wV2dzCCEY7ApzeixN\nw3IwAhp/9O4kAQk7ett48dwC+arFYFeYr70/jZQST1f47Rdu4EpYtRr84atjDHWHyZSaPH96juGe\nCNMrZYo1i+GeKNdnckwnSwz3RDl3O4UnYUNvlO+cX+BSvo4HfG00yfaAzvbeGN88PkOpajHQGebZ\nNyZRFUEDwe9+8ypGSCfTsPm952+SaAuQytd58cw8wz1RJpdLZEpNhrsjXJnOEtBVhrqjnBlb8yv5\n+2K8czVJsWaxoSfKi5eX70I8bNcjVTO5pzvG10/MEtRUhCL4xsk5ehJBqk2bly4sMtge5tZKiWdH\nl/3JJFdnJlPlcrJ091qqECiKQjyoMdwV4cxkhmLdZqAjzHvjaxRqFr1tAZYKDXYOxAkHNN4YSxHR\nfQGAt8bX6AwHqJgOZ2b9frPWgtd0hA2Wig3SVZOOkMGJyQxnJjI0bY8DGzvYO9JBTyzAeMbvnx1h\nnZvpit8/gzo30lVoQTJu52oEWkICE4U6Yd3nCV8oNwhryt1UakhTKFmOT5unKxRNBw+I6QpFyx97\nUd3nILelJKypLVU+ia4olCwTWoIGVbuGIjQkTRpOCVXoeLKB6RVb1I01pLRQRBBXlhEoqCLkc6fj\ngfjAx5j+4tmbBxp+Bbwz+beYdP7bbRs7I+wbShAL6OwbTpAsNRhIhNg9EGe11GRbX4z1nWGKdZuD\nGzuIh3Q8KXlkey+eJ3l/bI0ndveRr1pcnM7y8I5e+hIhxpaK3L+9B1VRWMpWuX97N5W6Talu8fA9\nfazmG6iK4OHdfcyvVelqC/Lonn5mV8tsGYxzeFs3i+kah7Z3s6k/RrFqcmz/OuIRAwT8xEMbMW2X\n759Z4JlHN3FkRw8nR1f4yIMbGOiKcG0iwxNH1yMkLKyUOXbfMPlik0rN4skHN7CYLBMwVJ58eCPT\n8wUGemM8+cgIk7N5dm/v4ej+AZaSZR46MsTI+gTlisXHn9xCJKyjaQr/7Jld1GoWL78xyU9+aicH\n9w1w4uwCH3tqC92dYa7fSvH045txHY+lZJkPH9tMOlOjaTo8fWwzcwtFolGDpx7fxORMjvVDCZ56\nbBOTswX27erlwN5+kqkKjz2wnqHBOPWGzSee3EogoPGd1+7wzz6+g1LV4s1Tc2ze1cvUxBqOq/CV\nsRS//uQWrFKTxw8NYXqSdL7OY/sGef7mKtOzubvFcBuHEjy4s5eFdI2h7gj3be1mOV9nx2CcrQNx\n8lWLgxs76GoL4rREfzRV4exU5m7/8aSkWLP55PZelooNtnZFiQR0v6A9HmJspczZhQKd9wjKNZvr\niwXCO3ro6Yigq4J4QMNsMe9ENe3u3BxQdVzpEVSDaAJAYihxFNHGpbmCT8cmwXbgwpzCweHt4OVA\nHYCA69cW6MMQqvuL5eAIo/NpPv9CGcstYqi9/P6xzfxvbxex3DgA35lp8I2PbWb/ti2IUC/SriF6\nDoAaQiIQww+DbbE/cIoDW+6HyggyeRmx4SGUQCcyPYGy8QFwJRRXEJsfQK0WkGYdZftDkFsGPcDV\n2F6ep8B361GcMYEujvE3j+kc3H8AmVtB3XEU0T2EbFTRDj4JgTCcegHtoWegUcO++Ab6g59EHbkX\n99ZZtMNPIWIduHO30Q89Do6Nl1lBO3wMWcwirSba4WMYK/OIUBTt0DHcpWmUvmH0w8fwlmdQt92L\ntnUvMptC2/8wSs8g0mxgPPQx0Ays4y8QeOKnfIjH+bfQH/kE6sYdOLcuoB99AhGO4s7fwThyDKwG\nXj6NdvhxjHwKXBft8ON4K3OIWALt4IfwlqZRBkfQ9j+Ml5xF2/7jl5r+/w2xEEIMCSGOCyHGhBC3\nhRC/+aN4sL+7tSFpIFGRxFs7xAAQxaEBBBGEsT0TQQhJEMuzEQQBDctzUQkg8VXxdKHhSQXLE2j4\ncpS261O5+dhgCCiCuu3htmjdKpaPnwypgqJpowu/yjbfdAhrPlVVvukQNVSEgHzTl/D1pKRoOrQH\nNCzHo2q6tBsqVcuh4bh0hnQKdRvX9egK6WSqJgqSrpDOSqlBSFPpDhsstkQZ4gGNuVyNrrBORNdY\nyDfoiwXRFUGyWGcwHsB2fJzwUCJEtWGTr5oMJQJkyya1psP6RJCVfA3peAwlQsylKxiqYF0ixESy\nRDygMRgPcnupSH8sQE/MYHy5yIauMBFDYWK5xIauMCowm6qwuSeKZbms5Gps7Y+xmK9zfbWMrqus\nZmuslpu8Np3lZkLRnRcAACAASURBVKbGaLZGIKRyZ7FAJKAw0hvjxmyO7lgQqal3F4MecH25xOa+\nOFFDY2y+wNb+NhQpmU2W2DEUp9GwSWaq7BxqI1dqUqw02TmcYK61OAZfubPmeWwdaOP2TI72sMGW\n/hjXJjMYIZ3bdYsbuRrXqk3GGha38jXOZ2uYSO4s5Nk22IbnetxOFlm1XFJlk7Vcne2DMdL5OuWa\nybbBNhZTFVzbY8tAG81K8y68A2C4LciG7jDXZnL0J4L0x0PcnMuzsStGW1BnfLHASE+Ekuni+oqw\neBImM7W77wN8ermZdJV6w2F9R5jFbA3pSlxP8tYtn8VjXSLEVKpCIqDRFwswuVahJ2rQHtSZyVQZ\niAcI6QqL+ToDbUEUKVktNRmIGViOy+1kiVdHl3n2/VkmWlG/Fy4tcX4iQ3erfwop6QrrZGoWAVUh\nHlBZrZqEVIjoKmtVi5iutmAVFm2GT9VUaDpEdBXPk1Rsl4jmF8Q2HJdQC6Nvu/6k98HYMxQf5y+l\nT1XUcH3Mv6ZoND2JgoaKhum6qBiAjuU5KDKERMf2bIQMgxQ+TllGkNLDkzZSxpBYLTW+BJJmy8ck\ngAqgg2j3I8kiwj/WuMI/lC+2XI901SJdNWnYLmtVi7WqSc1ySNVMMjWLctNhtWUXGzYrZZNczSJX\nt1irmRQbNmuVJslyk1LDZrXYZLnYpNp0WC7UWS42qTVdFvM1lgp1Kk2bxXyNhVyNasNhIVdjIVuj\n0rBZyNZZzNYo1Szms1WWczXyFZO5TI2VQoN0qcnMWpVUscFKvs50ukym1GAxW2MyVSZfMZlNVZhc\nKVOsmkwulZhYLlGu2UwsFplcKlKuWUwuFphcLFKqmIzPFbgzl6dUbjIxl2dqoUCu2GB8Nsfccom1\nbJ3xmSyLKyVW1iqMT+VIpiosJkuMT2VZy9SYnS8wdidDLt9gYibH+GSWYqnJ2ESWsYkMxXKTsYkM\nY3cylMpNxu6kGRtPU65YjE1kGZ/IUCg2GBtbY3IqSy5XZ2wszexcgbV0ldt3Miwul0iulrk4leUv\nTs9xcnyNscksZyYyOG6LIs31ODedZWwqR7Ficmc6x/h0jnLNhLqFIrhLQ6laLpW6zfhCgYmlIsWa\nxfh8gdnVCoWqyVSyyFK2Rq5iMpUskSo2yFSaBHQV7a5KqWBHfxupUpOFfI2a5bJWNVkpNbkwm+N3\nv3mNvzk9x8/8xUV+6+ujPHtyln/+5Yucnc1RaDrYrseZ2Rx/enyGiwt5ypZH3ZE4UlB3dExPwZGS\nhuv/dKTL/vXhH1LaO7IxBqIOar0lHV8DpY7ARlBBUAFszi9UfOU6CbYref1OFftvOWPblZxPNsDO\ngV1B2Fmw8ozOr/Gn1x1G59bAzIKZAqsI9RTUk2CWob6CaCwhrQqivADVBbBqUJqH8jyYVSjO882x\nMp/7qyt8YzWK3ZoXLCl4caIEtSLkZpGFZWQ1B4U5ZGkFWUohs7PI8pofjc7OISs5ZH4JmZ2FWgGZ\nmUdmZvHqZeTaDFeTOf703QlG51OQmoZ6GdIzyLVpaJQhPQ1rM8haCbk2jUzNISt5ZGoKmVlEljKw\nNo3MrUBh1beLaWR2GdamoZzzz0tNIatFZGoG1qbxaiXk6pR/z0YFuTqFTE1Drez/3eoUsl5p3XMa\naiX/2un5H4d7+6H2o8AgO8BvSyl3AkeBXxdC7PwRXPc/a5I1FHa0osc5DGUHoONQJKxux8PDkXXa\n9M040sSTLu3GOkyviUChI9DVwijqdARiVF2XkKbTHghQcX1Rj0RAo2i59IUNooZK3nRZHwsSUhWy\nTZudHT7+MNO0Odgbo+F6FE2HBwbiZBq+AtBDgwmWKyYBReG+gTgLFZOukMGh3jamiw02xEPc2xNl\nqthkd0+UrR0R7mRrPLS+nXVtQcYzVT66rYd4QGcsXeXze9fheh53MlV+9b4NrFVNVstNfuOhTdxe\nq+C4kn/5wEauLhdJhAx+7vB6LswX2NId5TP71nF2Nsd9I508tbOXszN5Pr67nyMbOzg9leVn79/I\n5p4YZyYz/M7T24mHdM5MZPiDn9pLzXS5Ol/gj79wiMmVCquFBv/x5w9zajyNIgR/8NP7OH4zxVBn\nhP/xU7t56/oKh7d08UvHtvKNswvcLjVZqFn88Zk5Htk/SHt7CNv7QHAT3rqV4ou/cpSgrvL2aJKv\n/s6jpEtNKoU6Qa0lbQr8nz97gDcuLRENavzJv3qA1y4ssn19O7//swd45ew8H9o/wK99YievnFvk\n849v5tMPjfDy6Xl+8bHNaC3FM0NT2N4d5bXzC/zF//AIRdvhW6PL/N4vH2Yq11qAtgoeJb7teBJL\nVfjir93P988v0tsXI6kK3pzOMuO4PHZoiFfPL/NzT2zlo4eGee3CEr/16T3s39zJ65eX+Y+/dIRj\n69sZMFS+9DP7CSmCM7fT/M3vPMLUSpn5dJXn/vuHOHU7hedJvviLR3j3RortvTGM1ufXFMEz+wd/\naKAqAn7q8DD3b+3mxHiaf/HYFgKGyp8cn2YyU+WN8TTfv7HK//7JXVRMh7FUhf/jE7uYztbJ1S1+\n78M7GF3ymT1+7cERriwV6WsL8tl9g1xNltERvHw5yTtjaf7WuhyAxUyVsXSVp7d00xk2mMzV+cRW\nX3J7ttjkM9t7qdoembrFJzd3sVqzMF2PJ9Z3sFQxMVSFo/1xVmoW8aCGW7f5sxMzZHJ1NrQFyTRd\nBiIBesI62abDUCxATFcpWi7D0QCGIqg6HusiBp6QNFyXwXAER3rY0qU31I7pmYCgw+jFlDUEOjF9\nAFuWUEWMoDqISx5NdKMrA0gyKGI9Cj1IuYpgB9AOJEE97MMp5BIEPgTCaRXr/aNs/yC+eK3iL3Yn\n0hVmc74C47WlEtMZHzpxdbnIRKpC0/a4vlzk5nLJt5eKXF8s0LRdbi2XuDKXp2E5jK+UuDiTpdq0\nGV8pcX4qS7FmcSdZ4vpCgdVCg/GlIrOpKpMrZW4vFkkXG1yeznJ7sUCpZnHiZoobc/m78KbLU1nq\nTYdTt1Kcu71Gw3I4c3uNUzdWaTRdzo+nOT6apNqwuXInwzsXlyhVLa5OZHjv0hLZQoOrd9Jcvr3G\nXLLM6NgaUwtFro6nGb29Ripb4/2LS4zeWqNQavLmiVkuXV+lWrN4+9QcZy8tUavbvHtqnvfPLlJr\n2Jw4u8C7p+apN2zOXFzireMzVComF0eTvPHONPlikyvXVnj3xCyptSqXR1e4cnWVyZkcl0dXmJ4t\ncOFKksujSdLpKm+/P8vla6sUik3eeHeGC1eSrNkOz55f4Lun5u7e/7un57gT0Xh+fI3/+1qStOUg\nS/4GFylRhSA5nadQanL1TobT11ZYzda4NpUllayw3oNP3NPHVkNncbnEjbk8+YrJyZspbi8WqTRs\nzoytcWupQN10uTid5cZSkabtcnWhwM2VMu0Rg196aCOPbO/hUwfXETRUxtMVZtaq/OE7k7w3kaZh\nu7w3mcFubYQt18Nx/aiv5XhcWyiQb9qcns3xP3/rOl8+McMXvnyRm0tFypZL03XxpKThOJieX1Ng\nuk0cr8K9w0H+6ue38ptPtPPcL3SydxjAV9WEgl+4J5u+KJCzCm4Z7BRHB0s/hB/+8MYcugr+DCbR\nVTjaW4HyGJSnwG0yOjHJ57+1xhdv9fL572S5MjYOronMjiFXLoPdgOw4LJ3zuZKz48iFCz7cInUb\nmbwJhSVGr13n98Y6+F9nBlqCKj+s3ikLq3jz15FmDW/sFN70ZaRVxx0/i3fnPNJq4I2fw7112j8+\neQn3xglks4Y7cw3n6nvIaglv5jpXbk7x89mDfPFkkp9f3sFosoI3dQ0vNY83OYo7fR1ZzOJefR9v\n+hrUSjij7+FOXIFmDefq+7i3zyObdZzrJ3FunPbtm2dwrp2AZh13/CLO6HvIegVv6irO5XeQlSLe\n1DXcm2fxcqu4U9fw5m7jLU3gTV/HW1vCvXMJOX0NWc7hXnnXf5Z6GXf0vR+1a/vP2o9caloI8T3g\nT6SUb/+/nfP3lTf1ZLLFfSxwvW48KoBAyjZcGiBVkEE87FZhjobEQ0XH9gQSia4EaLSK3oOKQdXx\nbT9t68cbI5qf5kX49gdcrCHVTwUrQqAJqNkemuIXDzRdj5AqqDsejieJG+pd+dzukE6yRVczGDGY\nKzYBWN8WYLrQaNlBpnI1hIChWJD5QgNFQFdYZ7nURFMEUUMlW7OIGCqOK6mYNl3hAIXWImR9e5i5\nXA3Xk2zviXE9WQQJe9cluLzgc0YeHG7nwlwOgANDCS7N5hEC7ulv4/pSkWLDxnQlwpMMJYLEAjqr\nhQYdMQPLdik3bNZ3RVjK1DBtj13rE5y8kyHXsHlwSydLqxWkBCWs8+6Mfx8BDId14prKWNW8q+D0\n6R09JFNVAprC+p4oE8sl2sI6EUNjIlMFQyWEQLFcdgzHmUqWsWyPQ9u6uHgnTcXx6OmPkV6tEFYE\nTx0c4s1LSwA8eWAdb15aogF09UXJpqq0qQr7tnRxciLNVItJRADbwzoTdftutPmDpgrYpmsEgQd2\n9fH89RVW3B+c1a8qfOHoBt66sgzAEwcGee+aL299/65ezo+n0TSFe9a3c2u+QDig0tMeYjFdo6st\ngFAUClWL9T0RMi0mjN0bOriTLJFr2JTxSJVM1kUDPLi1m9durwLwsT0DLGdqANy3tYuLs3mmsjXG\n09W7ktKPbO2mPx4kbKjEIwaZqklnxMCRUDMdhtrD5BsWtuuxpSfKXK4lua4rfPvSEovZ+t85Bp/e\nO8BPHxlmtlBHCMGG9hDJqomuKHSEdfIN26drMjRqtutnT5BYLYXJmuNHx3vDBpfm8/z7l27flaP+\nN8/s4uFNXeRNf1D2hHQKloMAOgIaVcdDAHFDpelKFCEJqGB7ni9IIhxc6Qu9CEwkHrow8PCZSgwl\ngEfRt0UMD79/6kocSab1nSfwJ06B8NoQpAEF3IgfQUYH40G/mOfv0f4hpaZ/XL5YSsnFhQLRgMr2\n3jbOzuXoiwVY3xHh9EyWka4IPbEAp6ez3DPQRsTQODeT49CGDjwpuTKf5/7NXZQbNjeXizy6vZdk\noc5UqsLju/qYWCmzWmhwbHc/V2aylJs2H7qnj5NjaVRF8MCOHt4cTdLZFmDfSCevXVxiQ1+UrYNx\nXr2wyJ6NHfR3hHn1wiL37+wlEtB48/Iyx/YPYjse719b4aNHh8kWG1wYT/MTD48ws1zi1myOzzy2\nmdE7aZbWqnz6Q5t4/3KSat3i449s5Psn5ggYKo/fN8wLb0zR3xPh8L39fPvVcV+QY0sX335lnCN7\n++nvjfHdV8c59tBGggGNV96a4uNPbqFpOrzz/iyf/vgOUmsVzl1O8tmfuIc7k37U+HPP7OL8pWWS\nqxU2H+jna+9Msz4S4Dc/t4eXXp0gEtE59ugI33rxNsODcQ4dGOCbz99i984e6kGNLzx3yRfVURU+\nN9zBL3xkO9+4usyfn5n3OZ4EPNof54tfOMg7N1d5/eoKv/jUVgK2x+R8gc88uZULt1Kk83U+9egm\n3r28hONKnjoyxGsXl2gLGzywq5dXzi8y1B1l14Z2Xr+yjKcKFotNcF1+4sAQiYjBqckMh0c6URTB\nlcUCRzd20rAdJtaqHF7fwcmpDP/6G1dxXA9dVfi3z+zGtlz+zUu37vY1VfEZ1gxN4Y8+v5/9w+18\n68ICX3xr8q4k9K9+aDO//uhmAppC1bYJqiqaAk2nTlANgfCwvQqGEkdKE0kJVfQAVaDk1zV5OZBV\nUDeAnQRpIvURMGcYXWry5+dN1op5Pru/k23r1vP8+esINcQzBzezPzrp8yQH2iF9kT+91c7/dTz5\nA8nqRwf5tS0pxLoHkPU8ZG4hNnwIWVyEwgxi0xPI1C2orCG2Pok3f57R5Sr//G33LqVea+TxQZGi\nrki+9qk+Dt67E/fyqz77Rbwb58rrqDsfBC2Ae/Vt1H1PgNXEvXUK7cjH8PIpvOlRtPs/ibs8hbc8\ngf7Ap/iT50/zH67W8WWV4L/bCb/+Mx/GPf8aIhRF3fMQzumXEN3rUDfvxT75AsrGe1AHNmGfehF1\nx2FEvAvn7Kto+x8DVcO59Dbakaf9BfSN0+gPfAI3m8Sbuob+8E/gzo3hJafRH3kGZ+wCsphFf/AT\nOFfe9SEWR57COfsqItKGuvtBnFMvInqHUTftwT75IsrIbrSRXf+ffNcH7b+I1LQQYgOwD7jwd/zu\nV4BfARgeHv57Xd9POf9ANQvpq9d5H9jyg32dipSt4yh4UuC1YnCeFMjWKkK2qODuHucH6kIe/sVc\nz4cHISU2vnSurwYnkdKHZHj+TbFcD6uVfrFaaWJFgOW4dxeFliuxPQ+BwGqlxUH6u+YWnZxpO7iu\nhyUlpu17CNvxaCDxPEnTcnBdEFJg2i6W43NzNmwH03JRFEHD8q+hCIHpuLiuhxBgWi44/udoWi5I\nieN6NEyXfNXixGzO14sX8MiGdvREi97OcjBNF1yoN2ws00EIwVy6yuW1Ch6wcHWFe2IB2gMa/VHj\nh6jZ2hRBGHhmWzcXZvNEFUFcVVn1JGbTodGwUYFmw0a4HolWyr5Ss3GARt3GadqoikKzYVOxXKak\nZGq5BBK2CEGzbiNt/1tvNBwUVxLyPPbEw1xereGYDo26Ra1FI/ZBPyqaDhFFUPF+4IrahOBwT5RC\nuoaqKjRqFhHX+6E9fExKGg0L6bhIKak3bSq2Q8n1mMvWEB5YTYdmw0EVYJkOjaZvN00HhEBISb1h\nYVkOKoJG03+3NcthsuRvpMbyddYX6uxsDyOEoCdisNSS7TVtD0VKOoIaaoujWRHQ32agIrEtB1NT\nUCSYpoMr/AV003KwWpyuTcvFcV0y5SavXF35oRSiIqAvESSgqWwbiLFnOIHl+swSjisxHQ88ieW6\n2I6KwJeWtlvv6k6yxGSqzJb+NuLDCVxP+jSKrsf4cumH5KjHlko8MNLJB1+DK+Xdcex6H9iyRffm\nj1lVCCS+Ap+L59ueT6GHUPCQyBbQxR/jmm8Lgdtyf6qkdY7/7j6gcfOTDz43OkLyA3f5ow0q/Dja\nj9MXl02H80t5wrpGe9jg7Hye3lgAVRGcmcuTqVns6m/jzFwe05V0RQ1OzuYwDBXH9XhvOksiGmAp\nX+f8XI51nREuzGQZWymzuS/Gm7dWWSk02D7YxivXVqiZDtsH47x6NYkQsL47wiujyyQiBh3RAN+7\nvMRIX4xPCMFLF5dYKTY4MNLJi+cWadoe3fEg3z07TzCoUavbfPvELD0dYW7P5Xl7NMnmoQSvnpnn\n6lSW3Vu6+Os3J1lOV9m7rZvnXh2j3nTYvaWT514ZR9cVNg7Gee6V2/R1RUjEAzz3vTF2b+3ipz68\njWdfuMVSqsKh3X08992bNC2XjniQZ799g0hEJ59v8LXnbzHQH+PS1RXeOj7D9q1dfPO7t7h2M8Xe\n3X186aujzBYb5K4uYTouQsLIhgR//twVwiGd9UNxvvTcFYYH48SiBl96dpSD+wcwdnT5kUYhsB2P\n50/N0aMqOAKkJxGKQAFunFngwp4Bbo4mmTq3gPrgRr7y6jjjMznu3drFX37nBtlCgz2bu/jyi7dx\nXY9tQwmee3XcVzDtCPHVNycZ7o3yyx/dzp+9NcFUw/HnTwnFqsVjO/t48fwiju0SCGh8//oKQVWh\n0LQ5P5cnEdZ56fqKP+/hz5ev3lylK6Tf7WcKcHRbNx3RAD957wCWoTJeqBM2NETLd+qqwnBvlLWG\nRVfIIN1wiRswuVLk1HSGBzd1sX99iIbbJKIFEaKM7ZUIqlEEaX+xTAJFLPgwC9kJchqkjZBdYI8z\nsSp4a8z3D9dXVvmDjwf4dw/Pgt4D0UFIXfGzSvZ6KJzjaNcBDNVX99NVwZHEKqROQKQTCjOQuuwr\n7S28D/kJZNdWmP4+1NLIvh1w5yUuzPdjOVv5Qb5VoCH5hf5l2jbu5fDCN9mX6UauKnjXX0Spp/HW\n7UJeewFPsSHQhjf6PCIagWoR7/LLXBa9nBtf5lDuPIeHtuJd/B7e0jjeyG4OpY5jcBBbaOjS4UDy\nOKR34pz5JsIIIXrW4Zz6JqJzwMcOn/kWcvVexMEP4575FtSyKMM7cM98C6FKMEK4Z76FEo/jFdZw\nz7+M0j+EN34Bd/ws6sYduGe+g5ec/H+oe+9oya7q3Pe3dqwcT9XJOXbuPuqoVqDVaiVAQiSDBQIE\nxsbc+ww4Pg98H7xn+97rZ7jYXIMBSyQJEEkSKKAstbpbncPpeDqcHOuEynmH98eucwS+fzxfPeD5\nrjFqjDV27dqrdtVac8815ze/D7lvM+ar38POLiH3bcR89RFsy0Lu6MfY/z2E24+INTnjx9sQLjfm\ngR9gz1990w7yv7X92mjehFMO/hPgU7b9P+Ygbdv+um3bW23b3hqLxd7UGLbtMFcIAlh2Hk3uRELH\nsgt4lA5AYFHFr7Zg4RiWkBanaleRhERYD1KxTHRZIay5KZoWXkUmrDsFeqEaZVuuatLgduipMlWT\ndp+OR5XJVE0Gwh40AZmqxea4HxMomRbbGwLkqxZCCHY1BlkqG/g0iW0NARaKVerdGoP1fuZyZbpC\nbjbGfcxkHYhFf9TLVKbIrtYw7SEXU+ky+3pjxLwaU+kS965vQldkZjNlPrytjULF4moih1k2OTmZ\nQlNkPritjdHFgpMqH2zh6kKegYYA92xqYnguy66uOm4daODSbIbbNzSyozvKpZkMv7OjnYGmIJdm\nM3TU+7HsNx7/iwWDiaUCn3/vJhYzZYoVk//z/Zu5NJUh6NX583du4ORkavV8w7IJhNx88BanuOTj\nO9q4oy/G5qCbT9w+wE0bGpmby/F379vCzu46hkaW+asPDBILujgzsswXP7ELw4LpxTz/9Ec3MD7v\nRMP/4T9ez+mrS9RHvHz+gW2cvrqEL+Kpsd0CAvr6Yxy/lOC9t/Twjhs7OX5xnt9/xzp2b2zixPAC\nf37/IP1tYU5fWeLP3rXBmfi2jSYLZg2b7Epk2HZcpb/7nU1MT6Rpa/Dz2Q9v5bnhBAWvxp0DMVoV\niQ+sa+Djt/VzYniB99/ay5072nnlYoJrpsWsafPza0vcu7eb9no/Q2PL/O1HtqFpCldnsnzpD3aR\nzFXIFqt84fd2MDydwetS+ez7t3B+PElXQwDdr//K3H99dBnJo7G2I8y5iRT3bm9j90CcC1NpPnhT\nF7u667i+PczHbujg7esbyJcMPn37AAjBXKbMn97ez2K+StW0eUtvjKfPzpIrGdy/o53RpQJtYQ9B\nXcUwf9X5k4TgYzd1cd8NHXxyTy+9MS+T6RJ7uupo8OvMZsvc1hPDrUokClXu6olh4nCBx2SJ//bU\nRZ44NsWXn7rE8fEkXlVhsN5PsmywvTOyKketyhK39MdIV0yavBr1HpVMxaLFpxPSFAqm03fLEiXT\npsmrORzlNjS6dSwcnGDc7cOwDWe9axEMq4IsNPxqFJMSiuTFJccw7TyqCKNJMSwyyKIJWdRh2ykk\nuh3hEJEEsb5G67YM6nYQUo0b+d9v+03b4kLF4cbOlqskaxmDxVyFZLGKS5VYyJVZzDmMFAu5MgvZ\nMj5dJpEtk8iW8ekKiWyZ+UwJr+b059IlPJrD6T2XKqErEovZMqlCBduGhYxTRFoomyxkyggBS9ly\njX9dYWqpwFyyiM+lML1YYHqpQMCjMrWYZ2oxR9CrMbmQZzKRI+TVmFrIMZHIEfCoTC/mmZjP4nUp\nzC7kmUrkVusmljNlDNNidtHha8/kKswsOpvmmUSO1y4lyIV0zs1mmZrLEfTpjE1lGJ/OEAq4GJtM\nMzaVJhxyMTqZZnQiRSjoYnwqw+h4ioBfZ2o6w+h4Eq9XY2omzfRMhopfo2JaIAS2gNcuL1Ctmiwn\ni0zPZtE1hYnpNFMzGXw+jZGxJBGrto+r8fdHgdGJFFaqRPtCgW0BF9fLCnFNYWI6w9hkmoBPZ3o2\ny+hUGo/b4UueW8wjSYLZxTzZfIVi2WR22bHFS5kSs8tFXJrMpbksDx4YI13jKrdqm9mh6TSzySIB\nt8pMsshcuoTfpTCfLpLIlvHqCou5CnW1TZWDcRZ4dYWfn5lZnWeyLNjaXcctG5voa3CEeZ47M8Pf\nPnURy7KRJMFn7uhnXXNolRpSFnByPMlHv3mCb7wyxse+dZKT48sIJEy7imWXEchYdgWbIm9woBdq\n/aIDtcDmxPgC/3TQ5qGjKzbRCY/84ytTnJzzgLEM1RRILgeDXFkC2cNgZJlH3m7ymY0JHnlrhcFg\nAlQvdnHBYbhQvVBcgNwsJ3NxvrJ/gpOzZZAUyC9COcMO/wIOys4ZWxbwueaz/FnkGJ8YqLIlWMRe\nnsJOz4Huc/rJaXAHnP7SFHiC2MvT2EtTnJI7+ODzJb40EeUj+Ts5cXUWa2ECdA92ao7NxWG+GXyJ\nT29x8ZDnWbYwi5WaB7OKnU9hp+ZA0bCXZrCXZ8HlxU5MYi3PgDuAtTCJvTAF3hBWYgJ7YcLpL0xi\nJyac77I47Yzp8mEvz2Ilxp3xl2exUwkQEvbyPHYp5xTtJefAth2cc3IWNB17cQpreRbcPmeM33D7\ntUAshBAq8CTwrG3bX/x/O//NQixMawmLERzJ6TiGnUDgwiaIYScRuJ0iPTuHjAfLlqnaFXTJQ9kS\nGLaBR3ZTMGxM2yKg6qSqTgonoEoslZzUbkiTmS9WkQWEdIWZfBVNEvg1mZl8Ba/iiG/MFSoENSfa\ntFDjds1VLZbLBh0BnUShQrZi0hdycy1VomRarIt6OZfIYdg2m2JeTs5lkQSsr/NxdCqNS5EYqPNw\neDJF0KXSHnJzYipFvV8nqCucnc0gWTZff/kahukIedx3fTtCltjVEeH8TIbFXJlbB+IcurZErmxw\nx5p6nr84j2nZ3LW+np+dmkGVJfatbeCxk5MEXCo7u6N89+A4x6fTWLaNEHDPugYG4j5ev7LAlo4I\npbLJ2Ykk+Mp0PQAAIABJREFUt6xv4OpslrH5HJt6o3zt8DiW7bB/bAq5UW2b+/Z084NXRrCB99/U\nxbeev4Jbl3nHrna+8/wVYkEXXe0hnjgxTU/Uy/W9UZ58fYINnRGCHpX9Z2e5cWMj6UyZoWtL3L27\ng6FrS4zNZrlxeytPnptlrhYBBegwbP7o7Wt56MmLSJLg/jv7+MbjF/F7VN75li4eevIijVEvN25u\n5AcvXCXW4AOvyrmJFNnaf4htE9AUulwK+USBd93cyfFLCwwt5kj80jnvXtfI6OUFKlWLj75tgG8+\nPYyqSMQ7wzx92UnVCyAmBJtjPnasifP4wXH6W4O0xLy8eGaGbX112DacurbE3s3NTC/nuTqTYXBN\nnNeuLDGfLbFsvAHnWInGSwL+dG8Pp64toSsyb7+ulZ8cmyDk0bhhTZynT83QGHbjcSu8cCnBxuYA\n65pDnJpIsbElyOhyge8dnnAUySTBLevqec9gC+fnMlyZz/H82TnnwbyytnFgHH98Wx+HxpPoisTW\nlhBHplL4dYX+mI+huSxRj0qDX+fKcpF6r4ZHV3j40BjPnZpezUjct7uDfZubyVVNekNu5gsVLkyn\nWVwu0Bz30dPgp8PvYqZQcXirvRqzRcNhX3ErLJQMNEms1gm4ZIFblsmbFrrkQCzKlolbUkCUMOwq\nbtmNSR7TNvBIAap2EhsTXQphsADYaCJag25JKCIOYhzQkIgCY4AHYQYcmXsRAnmb4yi/ifabhlj8\ntmzxpfkMHk2hNeRmaDZNzKvTEHBxYjJJR9hLyKNyfCLJQL0ftypzfCLJ5pYQtg2np5Jsa49QqBic\nm8lwfVeUxWyZqws5ru+pY2Ipz1y6xI6uKMOzGXIlg61dUU6PLSNJgo1tYQ5fSRDy6PQ3BXj1/Dxt\nMS8dMR/Pn5lhfVuYWFDnuZPT7ByI49ZkXjg1w55NjRimzatDs9yxrYVUtsKRSwnetqOViUSOC2NJ\n7trZzsXxJNMLOW7b3sbxi/PkSwY3b2nmwKlpNFVm+/oGnjs0Rsqy+E/PDlOuWmiyxHc/uo2J4SV2\nbGokXufhp89cZu8N7b8KsSgZvLB/lHe+tZ/EYoHDx6a4920DjI6nuHApwT13DTB0fp4DlxJ8+cw0\nlaojLvX9399FejyFx6Oyc2sLTz97hebmABvXxXns55fYsDZOR0eILz5yGivk4uY1cUaH5rjjlm4U\nVeLJ565w9+19FIpVXjowzjvf2s9cIs+xMzPce0c///iLYZ49P8f9N3WxNuRmYbnAvus7ODw0i2FZ\n3LC5mVdOTRHwaGzpi/HPzw3zpddGV5XshGDVaf3q7w6yu7eOV8/Ps6s/hpDg6NUldvfFKFYtzs2k\n2NUVJVWo8uyFedKFCr31AQ5cXeTh18dWM0ibWoL84d5e1rcEafa7ePbSPH/4nRO1rKtjU/74tj7e\ns6N9tRg4VTF5+NAYX3r+DQjGp/f18sBNzY7uASaGnUcVQaCETR5J1IGdBQoIUQ/WEicmktz30FUq\nNRts/Ss3yaUIHvnwAIPdHZAdAlc7yD5InwLfAEgaLJ/kZK6L10eW2BlOMLjpeqhkIXkJGndycvga\nH3jkKhUTNFnw8D0+tm67CStxHqol/uqoxveOTGBTu4+tOn94Yysi1oc1/DIi1gWhFuwLzyNaN4E3\nin3uOUTv9aDo2OdfRKzbC9UyX3niEF887yiUysBnbuvlE+sUrNmryJv2YU1dhNQ88oY9mFdPgFFB\nHtiFefEQ6G7kri0Yp19ERJuQmvsxTj6L1DKAqGvFPP40ct828IUwj/8CecPNICuYp19A3nIbVIqY\nFw4ib70LUvOYI2dQtt2JNTuKPXcNefA2rInz2JkllA03Y14+DpaBPLAT8/wBcPuROjdinn4REWtF\naurFOP4McvsGpPo3h0b4rUEshOOhPAhc/LcY5P8vzSKPZfuxqWLZRQQBDMrYVhkhAphWGZMqsvBR\ntQxMW0IRbsqmhWEryEKnZNoYtoyMQs5wFrUQDq3byhpIV00kwLAhWTLRJEHZtDFKBh5ZkKua5KoO\nV3K6bGDYNiFNJlGsUjEtwprMXL5CoWoS1GRmcmUqhoVPlZjKOIp/Lgkm0iU04Sy+sVQBv+ZU7Y8s\nF6hzqySLVUYWLRp9OolsicWMoD3o5onTM6sVyIZpc24qzZ3rG7k4myFdqNAcdHFxJkOlahLzapyf\nSaMCHlXizHgKvyY7BRRjy9R7dZZzFYZGl9nS7EcRNrmKSVfUSzFXZihfZW1jkAsTKWzLZn1LkNPX\nlskWqvQ3+llaKrAx4MJSZRq8GkaxSsCjcvTiAm5FQgjB4YsJ4gGdfMng6KUFOuv9XF7I8dLxKSwg\nsZijWKiwuSPM8HgSWQi2dtUxdNGptN7SHeX4hQTJTJmGBh8PnV5xugQdbhV3yaAxqHPo9Axht4Jp\n2rx+epbWOjfJTIUjZ+fobw4wlchz7NwcmzrDnJ5MYeQUBmJejqeKq4V5mYrJmYrBnmY/x87Ns5Qu\ngVeDqrky4Xnt6gLdQhD06xw+O0/Up1GumpTTpV9xZNfUeVlOFjl2McG6tiBXplJcXcyhBlwcvbZM\nQJFpivt47MwMXlnQHPHw4LFJTPtfl2OwCgmxbHj54gJdQRfFqsmp0SWagi6WcmXOjifprPNwdibD\nockUlmVzJZEjVagSD+g8cXqafMURwLFxYAvlssmluQz5ssH6pgBxv8ax0SQXZzJYluNEd8W8jCw5\n7ClFw2J0qUDEpZAuGUwki8Q8KkvFKlXLpt6jslCooFdNBttCvHhmBiwbRZZoqvOSrxoEVJn5Qpmy\n6cwnrT1MxXQKYZbKhvMb2pCsWKg1JctM1UKXBGXLJr/SN23ARBOO2I8pQJVUSraFZAsU4aJsOSI/\nktCp1BQ2BTqmvRI9krBFDnDhADjSYPuACrZIIQiCKGCLpKPEJZzqdkfJ899X+23Z4uVChVfHksgC\nbu2p48BYEpcisbs9wsGxZYYX8gzEfRwcW2YqXSLq0Tg6niRVdKj5zs1mMGyYTBYYXSygqzJHx5ZJ\n5MoEPSpPnJmhWDEJeTW+c3gCy7IJejUeOTKOAB5QJL53aAJVFnzoxi5+fHQCv0vh7uta+OnRCY6P\nLDHYGeGxo5Ncnc8RC+g8f2qGpXyZfKHK65cSGJbFubEklyZTeFwKTxwcY3apQDjo4p8eO0ehbBAN\nuvnbh09hmhZBr8bfPXIaSYL/9JGt/MP3TpN0KVQUB6ZXNi2+98ooFw6M8dqJKbZvaOCbPz7HpdFl\nIgGdnz93hcVkkeVkkQNHJzEtm8PHp7kwvIDXq/HdHw4xv5AnEvbwX750kGKpymf/wy6++IPT6Nkq\npIr8X3+3H1kW/M1nb+G/fukAHrfKn3/6Bv7hK4dpavTzvnev5+lHz7JxXZxLuQrf+f4Ql68u4ffr\nPPXcFZaXi8wm8rx+fArbsnnt2CSXR5Y5tVTgkVp9w18+fo7mfBV/rkok4OKv//kwtm3zN390A3//\nrZMosuCzv7eDb798jXJtPli2TbtXY0tnhCtjyxwemiWVLvHU8SnGEzk8HpXDVxfJFKosF6sMz2Ww\nLTg/n2U+U2ZtvY/vHh1HkSRUWXJgW8DQVJr/8PAJPnprLx/Z3sbPz8+tOse1+c6a5iC/uDTPldks\ne3pjxKMeuhsCqzLUiiyxoc1PulLFUCQQOapWGa+icnJ8jCOjGXZ3lxhsW+DkRIljI4vs7Jzn8KhJ\npQZFlHDsuWW/EUmumhaHLw8x2GRC/gRUxkFtgcxRqCYALycvX+S+Z5NUTBtNsnlEHGLQM8bJsSUO\nnzKZnpmkYoQchT3D4vDQGQa74nD2W2Bb3Nt9Pz85ZlK1BKoss7P0EhwvYm+6H4Z+gO2NIgbuwj7/\nU5g/jYiv48SR/Rw9mWJHvcTmxPNI5TR2PsX25BiadAtVE1Rhsl2ZwnjuZ5BbQgQimM9/FcwKBKMY\nz/4D2BbC48d48SsgZHjrZzBfeQg0N8q+38N67TvY4QbkLXdhvf597MnTSE0DWId/CksToLmxzr2E\nKGexU/NYIycRsoQ1/Dp2YhTL58fY/30oZhDBKMZTXwazighEMJ76EmAj3F6MZ78CkoJy96cxX34I\ndA/K3gewXvsu9vkWtI/8/W/KzAG/HojFbuCDwC1CiNO1112/huv+D82yy8gigoQLmwqKFEZCxaKK\nLocACRsLjxLAqrkUXtWLYZtIQuBTdQzLRhUSPlWhatnosoRPkaiaNj5VxqvIlE2LoK7gUSRKNdo1\nt+KoejX6dFRJUDIs2gKOWIBh2XQGPVQsZzfdHfKQq5q4VZmOoJts1SLkUmgPusmUTeIejdagm0zZ\noDXoptHvIl0y6I56iXk1UkWDtfUBQm6VdLHKlpYQuiKTLRvs6IjQFHYh1VJTkiRoj3rY2RVlOV8h\n4tXY2h5hIVemJexhY0uIxWyZnno/a5qCJLJl1reE6W0IcGE2w0KpiqxKJDIlbljTQG/cR52mcP8N\nneiqTKZY4a6tLZRradW3bm1lIVPC71HZN9jCXLLImoYAn3hLN2bJoKcpyM6BemaWCmzsirKlu47Z\npQI719Qz0BpiZrHAns1NlFTpV3DAI9kS77y5G1mWyBcN3r2nm2yhiiIL3rWnh5nFPHUhF9HGACsF\nvTZglAx2dtexa2MjMws5rltbz+aBGDMLeW7c0kykwcexRJae/hgtcR+zC3nWrq9nVJcZtyzO5Mo0\nGTZe015VbLKFINYSZGYhR0PUw7419b8CO/UaNrGmAGbIxcW5LNvX1rOxu45ytsLvb21lU9hDvyrz\n/hs6aYh4uLqYww7oZITgTLbM6cUc5wsVZkoVXphKM1KocD5bpqrLv0LntqIitcJ7vdJ3S4ItXVF6\nGwPMp0vs7IvRHPFwaS7LUsVkPl9ZlXa1bLicyPGjkzOcmc4wsphDkR33W5YEd25oYLlQIebT2dQS\nwutSuX93B39x1wA3DMT4zB397O6JkSpW6anz0ujXSZWqDMT8RNwambIBVYvDlxa4OJNhXdxfwyHb\n3L2+kY/u6+WtW1v47x8YpCHixa3ItAfdFAwLv6bQ6NUpGiZBXaHOrVEyLMIulZDL4TqNuFW8NWnz\nsEtFlyWqlk1YV5GEwLCdLM9K/UFA0zBtq7be3ZiWgSxk3LIXy64iCw1N9mFRQRZeFMmHbZeRRBAh\nfNiUkUQUBzFfBNGI4zwXQG7jjZTsv8v2W7PF4Dgojk/uZJykGubJ2ZCI1U3sinMhSQ6u27Lt1XNs\n+43POn3nmnbt/ZWN4sr8p3YcqNlAUbv2L/UFq31ZEsjSG32pxlQj1Y6bv9RfGVMSjnGRa+pvK2Ot\nfBNRyx4EEM5aqsGy+mNeR/5cEsiStLrBVCQJ07Kd60kC03xjTMuCsUyZWY9CUZed+6iNtSbuI7JU\nwl0yHFU54fzmsvxL9y+9cf+yLGFaFpIsIUtOX5Gl2n1ayLLkjG/ZSLJzvmXB6UR25Q8FIK059TyS\n7NAyCvHGd5KEQJLB+0uOowDavTpvXVuPV5Kcc/7Vb25bMJEscPDakkNhWoNVJDJF/uqJ8xy4tMBr\nlxJ8ck8PXXEfULPvls3IfBYB9DT6HUhW7d4/dHMnAH/903M8cmCUT3znOBen06xvDfK1D2/lozd3\n89UPbWVTW3B1vp6ZyPLQ/nkePTrDA9+c4MsvJLn/wXP84GiB+x9M8oXnx7nvoRJhN6u0cJoCf313\nO/dtNtFkVhktdrau/GYrpdFSbQFInJy1+dKpKBXDqZWoWoLDUyYnExr3vdbHFw7m+PFYEEWqMWRI\nFjsj6VpmyvmtB5s9PLzxOJ/uHOHh9zQx6E8574k3xnEgX5Yz5qLM/eM38sUrYT54KMipQhgkGSSJ\nLa4FvrvH5lNts3y7/mUG61WEVLuOJDkvG8cZXlltkvTGvFi5T0l6I3sm5NrnLGdNSLLDpypJzrUt\nyzkmav2Vc5zJhZBk57uvjA+/dP/il8apfZfa597o/+aFoH/tLBb/lvbmIRYZqvYEAhXsOgwWEehI\nBKhY6Rrhv07FKqAKN5YtU7EquGSXw41omXhllbwpMGyboKKQrDoRtXBNxQsgqstM56vIEtTpCpO5\nKrosCGkyk7kKPk3CI0tM5x15aRuYK1Ro8mjkDJOlYpXuoJu5QoVMxWAg7OHqcpGiYbG53svpuRyG\nZbG1IciR6RSSgC0NQQ6OL+NSJTbEfBwYTxJyKXRHvByZSNIQcBF2qZyeTtMb83JtPsfrI0vs6Y/h\n0RUmlgvc1FPHuZk0C7kKd6yJs//KIvmywd0bm3hqaAbTsrlncxM/OjpJsljlxcuLVEwLWQj+8o4+\nhkaWaQq7Wdsc4henpulrChD1aey/kGBbT5RyxeTM2DL7NjdxZSrDyFyWd17fxv5z8yRSRT54Sw+P\nHRonV6zy0dv7+NazV7Cx+fC+Xr7x9DBuXea9N3fxL08PM2NZjBcqq//ttqYAdiLPlt4YAY/CKydn\n2DPYTDJb5vSVRe69qZMzV5YYmk4xIguqlo2w4S9u7uLw0SmKZYM/eNd6vvHT8wgJPnrPOv7uR0MM\nSysFnTbX+128c2c7X3h2mJnaQwbbZnvMR5vfxU9GFqH2QO+u2jywr5cj5+aZmMvSv7mBZy8k8BkW\n9+3p4r+8MoKFkxrrlySimsqH3trP1564QMin8Y4bO3nomWE8AZ2DS3nn+9budcWctgZ0JjJvOFsR\nVSJr2hi1cz+wtZkTI0m8kuCubS388MgkEZfCf7y9n++9NoquSrxjRxuPHhqjArx4bWk1EitqNHWK\nJNjaHuLwaBJq43bHvKxvChD0aUiSxK39Mc7MZEgVqty5tp5D48uUDYvbBuLsH1kG4JaeKK+OLKEr\nEtvbwhwcSxLQFSTL4n//yVlMyymYeeCWHnZ1RXCpMhOZEh1BF4YtWChW6A25WS4bZKsG/SE3M4Uq\nZdNiIORhIlfGtG16g27GawI8HX4Xk3lHVKfRozJfw7tGdIXlsoFLlvAoEtmqiUeRkCSbkmHikWVs\nKlQsA5/iwrBzmLaBW/Zh2GlsTFxSmKrtQCx0qQ6TaRyIRQyYwFHVi4IYd5xlO4CwJ4AQSBtXnYn/\n2fbbZLH4t7Q3a4uvLOVxKzLNAZ1LC1nCHo24V2doNkNr0EXApXJmJkNvnReXInF6Js36xgC2Befm\n0mxpDpGvMRpsbQuxlK8ytpxne3uEqeUC87kyW9vCXEnkyJdNtrSFGJpKIQvBuuYgR0eWCHk0eut9\nHLycoDXqpSXi5ZUL86xtDhL1abx4bo5t3VGGE1kePTzBe7a1sb45wGvn59m3pYlUrsKJq4vccV0L\nk4kcFydT3LGtlUsTKaYX89w62MyJy4vki1Vu3tzEa2dm0FSJ7Wvqee7IJI0RNxVN5lsvXuXWdfW8\nbWsrj714le0bGqiPunns+Svs3dWOrik8+eJV3ra3h3LZ4IUDY9x7Rx8LiwW+/8o1vjk8T8Vw7PD3\nP74TOVtmZjbLXft6OXRkknLZ4Jabu3jx1RE8bpWd21p48pnLtLYG2LiugZ/+7ALr18Xp7ojw48cv\nsHtnG3VRNz/5+UXu2NuDokg8+exl7rlrgHyxwkuvjvHOtw84EItTM1TiHj77xPnV//YPdrSxOeLl\njpu7OHhiGtO0uGl7Ky8dmcDv09i6tp5fvD5OXsBcsYqRr3D3dS20xv08dXSC7f0xQj6N50/NcNP6\nBmRJ8O0Do/zT/hHneSMJHn5gO211Xr74/GV+cmJqFYb1x7f10Vnn41OPnsasRYC/8L7NvG19I6Mp\nh+nkSq1eZldnlO8fHuMLv8Ro8fG39PCpvT3IkgO3CKpO4XDeNLg8k+WDDx6lUpOst2q4aVnA9d1h\nDl5LYtU2eO/fHuNd1/Vy+No4O7sCXNfRBdUJTkwZHB4z2dlSYrCzCeQwFC+C1gySF/LnOLkQ575v\nDq0yUEgCNBke+ehWDl+d5wsvTa6O+zvrdZqb2tkRrzBYV0DEt2Inh8EoIcU3Y82fAklF1K3Dnj4M\n7igi0oM99hqEOxCBZuxrL0PDer5yJM0XX7jmFMYL+PQm+MN7bwKjgj1yGDGwF/LL2FNnkNbucziR\nE1eR1uzFnhvGziSQ+m7CGj8FZgW5eyfm1UOgepDaNmFdfAURakA09mOdfR7R2I+ItGAN/QLReR14\nQlhDzyGtuQmEjHX+ZaSNe6FcxLr8OtKm2yG7gD0xhLTxduzEKPbCKNL6W7GmzkNuCXnNzZgjx8Ey\nkXt2YA4fAJcfqW0j1vmXINqCVN+LNfQsonktUqz9Tdm9/19YLH7TzbCXkfBj2UVMO4ksBTCsHFU7\ngyYFKJvZmpKOj6KRx7DdeBRHhtYSMh5ZJ2NYWLZwKmorpkOJIwkWSsbK/o+5QhWXLFGxLKbzFfya\nTLZiMpkziboUEoUKC5ZNi09nIluiYtp0BF2MpovYtiMI8exwguHpDLu6olw0HShHnVtlaC6HBAQ0\nhVOzaXyqjGHZHJ9KEvdqLBeqHJ1M0R5yM5EscHgiSX/Mx7m5DFcqJlvbwhwbX8YwbT56Qyevjy5j\nZ0oMtoV59fICtm3TX+/npUsJsGzawx6ePTvrKA25ZJ46NUO938WVhfwq1tSybR4/Mc29m5o4M7bM\n+FyO6wfivHJuFsOwuH2whV8cn8KynP7PXx9HliR2r6vn8dcnsC2bTZ0Rfrx/FEkIuur9/OCla4R9\nGpIk+MGL1+iIeVnKlHj0hats6ghTHFligjcCs+npDO/e1cFTB0exqhbveEs3j71yDQm464ZOfvz8\nFRQhuGNzEy+fnyMjJDY2BzhyZBJNlmho8PPIU8PUh90slA3+5vFzSD4Nq+aECyGYTJf40TPD3NRf\nx6PXFrEBRZJIjC6TM+H+na08c2oGP3DPrg5+9IvLSJKgoyfCoXPztEkSW7rqePTA+Gr0u2LaCK+K\nX5H5/rNXWNsWZnwuy6MvXGXnQJzHz83+CvczvBEJs/NVZCEwa5vUtGHR5dawJNjaHmF5Pk9v0EVT\nxMO5K0tc1xhAVSQePzxBc8RDulDh58em6G8M8vSFuVUGFdOGzpCLgcYA2XwFSQhUWdRYVQRv39jI\nXLoINqxvDPDqlUVURaI75mX/tUUUWSLu0zlwbQmf5mwAD40lqfM6EePjUylaQy5mM2UOXl5wuKNt\nR3AgnSkzniqhKhIDdV6Gl/Loqkxn0M2VVBFVlmjw6oxkyiiSRFhXGc2WUCWBS5aZyJVxyRKmbTNd\nqOBVJUqGxXyxik911uGSXcWvKWQqBlXLJqDJZCoGigR+VSVXraBIFm7FRd4soQgbTXZTtvJIQiAL\nNxU7jSRUQKJqLyEJL9gGtphH1ASJELNAHTbLCDIgmoBZoAh4fu327X+VlsiXOTyZwrRtdreFOTGT\npWpZbG8Ocmo2w/lElp6Il6HZDKPJAmG3ytXFHIl8BcO0mEoXyVZMplMlUoUKpg0nJpNUTQtVknjq\n/ByaLKHJEj8+NY0iCxQZHj0+iQ2812zlidMzVAyL92xt4Zmzc1RNi7s2NvHsuVkOXllgY0uQ/RcT\nvHBhjifOz2NYNk9fmOeeNfUU8hXSxSoXJ5IsZpyN2ZOHJzBMC02V+NpTl3BpMrom84UfDjkCF5Lg\niz8cwrQs/vg9m/j64+cplg0+9d6NzF1a4DsXExiZCt97ZphfHBxj29o4z+wf5fi5eSJ+F0dOzzA6\nlSGZKnBlJEk6W+bw8WkuVQ3KAc3J9lgW337uCmefvITLpaDrCn/9f7+GLAuEJPjbLxygWjX57J/e\nxH//+lGKRYM/+aPr+ca3TqLIEu9793oefnSIZ56/yuCmRp55/gonT83i8+scOznN+GSaufkc18aS\nZHNl9h+ZJJUu85H3b6R+sUjep3L3lhaef/Qs+3UFXZP5z1874kTUBfy3b5+galj86ce28eBjzv1/\n8v2b+dYrI5w4PcvbbuzkiUPj7D8zy7quCE+fmeF7RyfojPk4NZGiXGOssEybh18fpyHkdrKEkgOH\nEEJQ59e5uJzj3u2teCSBpUjMFiuMJgscnckwOp/FqpiMpUvYs2m6GwIosrRKFdla7+NqukRIV0hX\nTPKqiUtxFG5fubK4CptgJaMBqIrE3nWCI6NQMR07/eMTC7xrsI5PviUFpMB0g3GB6xpMrmteD+VL\nUBzBVvqheAHK10BugMIlDl8MU6lKq4GQ3a0mn9qSYNB3ATxTaFKIqiWhShbvarjElg0RGHkCSjq2\nrMPlRx0paiHB8A/BtrD7fwcuPw5mBXvgPQ7rBTZ03gZXn4GpQ+wU69AkrXZtmx3GUTg94xTZLY+D\nkcOeGoJiClsSWGeeAASWqmMdfAgUHVQX1itfBSEjJAnrwINgGnDz72Md+wFUS0i7P4x16qdwRkZa\nfwfW0FOIkdehvh/r8gHsuUsIzY01dQ6yc9iZBPbyJJhF7GtHsUtZkCTMIz8EWQVVx3z1G874mo75\nwldXg8jm/ofAqsKeP8A8+kOoluCG+zFPPgZnn0b74Jd/o7buNx+j/rU2i1XcIHaNsW8lxecUUTk7\ntpXjtTQeb6T97NV0YC2lhkDCoX5zHp6iRk22kgJ00tqSwOFRlqXVNKFWS0HZOFCNlWD8tbks//jk\nJZ46McXnf3qWq3NZZEmgyU56S5UEWs0J0GQJVRaYNugrfcvGpcirKUCPJq+mKb01h8UGfLpSSykK\nvJqCWaO98WoKhmmjKTJuTcawLFyqjFt1+JPdmkx7xONEGmu/S8Sl4nerq9itgEddTccFPeoq/iro\nVTFqqcOAW6VqWGiqjK/Wd2kyXpdC1bTx6ApeXaFqWPjcKm7N6Qc8GvUulXWKzN6OCOsVGc2wCfk0\nwHEYQ359FR8eDuhUqxaKIhH067hNmx5dpSfqpVq1cOkKPo9GtWpSkASHciWumhbXik6xF7aTzovI\nEhXDZE29n9aqiadqcU9vFI/l/LYbmoKEi1X8CEJ+R4mwpEg8MZFizLI5Y5qMlSoUTGtVIU8C2vw6\nHpe/JcuJAAAgAElEQVRC1TDxe1R0VaZqWPg9KpFaBGPl1QTc2RejG4gpMttbQ2/MbtvBMvYF3fTH\nfY6qoyrjdalUTQu3puDRFKo1cZrhJSfS5nUpeFT5V1aKT1e4Z1MTdR6VsFvlT/b1sabex56+KBta\nQpiWA7Hwas4GTZElPLW+Jku4FBnTstEVCV1x5qpLkVFr6WK3KqNIgvaYF6W2DmRJMNgeXl2HLsVZ\nEwLQFSedKwtnnpu1iJEq1daYECi1vlxbhyvHV9ahXCsGsnGOixpNo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3trOYb7BYbbKgSbgtJvLP7+rih1fXWXY3Rx/pURU+e8cIT59cQJYkdm9t56unFjY/w92p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jCY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\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C5cNPk/3Jn8G5/U7qJ14h+fCbMYdHlcTi7vuQib8kKOZxDt1B13/8AEKTOLffSce/+QO0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P30YN9KDPvoTMR8+BNNBnXED6rYcQ+ZVok88i89ofkM1TkM0nkHn9XuSE0xEFVVjvPoyc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0enOT8W5tO7e3j2xUECwRSfe3AFP/3FCTKZHJ9/sJd/eeQQWq3Ig/cv41vfPojLaeTWWzp55Psf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+w/n5HPfeM8zJ0QUc1+PuOwZ5d9808ZifnTf388ru0/R0VnDr9b38+qVxNq9vYseFbTzz8hjX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\n91Xz6ntTxPw6PQ0Rjg8sUBP1Egt6uDyRorU6SNFwGJ/PsLY9wfBMhvlkkV1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Y9VzeD+Kx//rSQWv/i3ffzop++gqoJzz+3kxZeH8fk0VixPsvfADLGoSSzqZ3h0idbmCIWS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\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ZBZSVPYhELWQWUDq3elLUhRRKx3YPm+1Y9G3YyCNrX+NPV4+z68YqeqPToIcZyLXxxQGd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pZDe8RA4D88GkPG8sO/NqBgSwddcYnpCrZXwFBswpqO7aUJqJKAEsKTcwRUE0MEQU5hUIXiBcCb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emLBxjNltBUQVvIy9lcWT5l+XWmCwYRj0pI10iXLUKaiq4KCpZBQPUjsCg7JXxqFJcCtltE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\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ncD7N/ukkehGZuraritZKL5PRHC6XjWq/k+l4DlEWqQ64LFTRMCmoOg/vGVkysfjt7aa1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uz71k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Xy2KyyPLlDXR2xkimSoyONNPcFCaZLLF5Yxs1ER+pdJntWzuRZYmKZnLuOZ2UygZhw+Yz5/VS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\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cLMclpMlYtnc9QU1Gt7ysdkCRKJreTZJfkTwMmyigyiIF00GWJWRZIm/YaLLXrwXDIaB5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dWEgi5ef+cCl21ZQiJd5PCxKXZc38WhY9OcH05y/87lvPDqWebm83zy/n4effI4BUnl0w+s5ts/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\nGrvaw+TKOrIksHNFhHihQsCpsLklxFK+QoPfwWBzkFiuTGeNh/4GP7Fsm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import scipy.spatial.distance as DIST\n", "fig = plt.figure(figsize=(10,10))\n", "Optimum_p = []\n", "Optimum_ind = []\n", "Dists = DIST.cdist(val_grids,X)\n", "\n", "plt.subplot(2,2,1)\n", "plt.plot(m1,m2,'.')\n", "plt.subplot(2,2,2)\n", "plt.plot(m1,m2,'.')\n", "plt.subplot(2,2,3)\n", "plt.plot(m1,m2,'.')\n", "plt.subplot(2,2,4)\n", "plt.plot(m1,m2,'.')\n", "\n", "\n", "\n", "plt.subplot(2,2,1)\n", "#First moment\n", "mean_dist = np.abs([np.mean(D) for D in Dists])\n", "# plt.plot(val_grids,mean_dist,'.')\n", "mn = np.min(mean_dist)\n", "mx = np.max(mean_dist)\n", "rng = mx-mn\n", "var = (mean_dist-mn)/float(rng)\n", "plt.scatter(val_grids[:,0],val_grids[:,1],marker='o',s=5,edgecolor=plt.cm.RdYlBu_r(var) ,vmin=mn,vmax=mx,facecolor='None')\n", "# plt.scatter(val_grids[:,0],val_grids[:,1],s=20, c=mean_dist,ma)\n", "print val_grids[np.argmin(mean_dist)]\n", "Optimum_p.append(val_grids[np.argmin(np.abs(mean_dist))])\n", "Optimum_ind.append(np.argmin(np.abs(mean_dist)))\n", "plt.title('minimizing the average distance')\n", "\n", "\n", "\n", "\n", "plt.subplot(2,2,2)\n", "\n", "second_m = np.abs([np.std(D) for D in Dists])\n", "# second_m = [stats.moment(D,moment=2) for D in Dists]\n", "\n", "# plt.plot(val_grids,second_m,'.')\n", "\n", "\n", "mn = np.min(second_m)\n", "mx = np.max(second_m)\n", "rng = mx-mn\n", "var = (second_m-mn)/float(rng)\n", "plt.scatter(val_grids[:,0],val_grids[:,1],marker='o',s=2,edgecolor=plt.cm.RdYlBu_r(var) ,vmin=mn,vmax=mx,facecolor='None')\n", "\n", "\n", "print val_grids[np.argmin(np.abs(second_m))]\n", "Optimum_p.append(val_grids[np.argmin(np.abs(second_m))])\n", "Optimum_ind.append(np.argmin(np.abs(second_m)))\n", "\n", "plt.title('minimizing the variance')\n", "\n", "\n", "plt.subplot(2,2,3)\n", "third_m = np.abs([stats.skew(D) for D in Dists])\n", "# third_m = [stats.moment(D,moment=3)[0]/np.power(np.std(D),3) for D in Dists]\n", "\n", "mn = np.min(third_m)\n", "mx = np.max(third_m)\n", "rng = mx-mn\n", "var = (third_m-mn)/float(rng)\n", "plt.scatter(val_grids[:,0],val_grids[:,1],marker='o',s=5,edgecolor=plt.cm.RdYlBu_r(var) ,vmin=mn,vmax=mx,facecolor='None')\n", "\n", "\n", "\n", "# plt.plot(val_grids,np.abs(third_m),'.')\n", "print val_grids[np.argmin(np.abs(third_m))]\n", "Optimum_p.append(val_grids[np.argmin(np.abs(third_m))])\n", "Optimum_ind.append(np.argmin(np.abs(third_m)))\n", "plt.title('minimizing the inequity (skewness)')\n", "\n", "\n", "plt.subplot(2,2,4)\n", "\n", "fourth_m = np.abs([stats.kurtosis(D) for D in Dists])\n", "# fourth_m = [stats.moment(D,moment=4) for D in Dists]\n", "# plt.plot(val_grids,fourth_m,'.')\n", "mn = np.min(fourth_m)\n", "mx = np.max(fourth_m)\n", "rng = mx-mn\n", "var = (fourth_m-mn)/float(rng)\n", "plt.scatter(val_grids[:,0],val_grids[:,1],marker='o',s=5,edgecolor=plt.cm.RdYlBu_r(var) ,vmin=mn,vmax=mx,facecolor='None')\n", "\n", "plt.title('maximizing the compactness')\n", "\n", "print val_grids[np.argmin(np.abs(fourth_m))]\n", "\n", "Optimum_p.append(val_grids[np.argmin(np.abs(fourth_m))])\n", "Optimum_ind.append(np.argmin(np.abs(fourth_m)))\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## We will talk about this issue again next week on linear regression\n", "## But later we will see the importance of these \"quaility measures\" (a.k.a Loss functions) in Machine Learning\n", "\n", "\n", "\n", "# \n", "\n", "\n", "# \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Statistics between several variables\n", "## usually we observe several variables at the same time\n", "\n", "### Classical statistics\n", "* covariance\n", "* correlations" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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iJo4Afe6A1/Ix54oyTrsq2A2LZiWJyFTd8Gyftd96kc3FjP+nSPVRTGT7aUnE\nEARBEPIJEcjTDLeoOXHuIr/L0HHNjT92zFBkbdPwi+i7G6vZF0/BCBlWdbRh0Sz2dpzhw+PnPM8N\nGQptaoLCJpSycont7nJgCeb7Vy5m/2dnA/3IY6EspLi9fr7HN20nR9j/zpZUAnTBzMuAfud+t8/a\nwPI3u5ucbFzTwKZX2jxWCIAHnkq01vbHv2VzMbNueQ3PNx1nJKYpDSnnIiCIiWo/LYkYgiAIhUmx\nrv6JQJ6GuD3BOzN0XHNjixhb0LnFzKN3XuMcY7+H/z39m/Vi8cYaSikaFs1yxJ/Cy9e/OJ+bFs/m\ng+Pn2O2qvoK1N0zH/6FUYrNe46JZfNCVukO5nRhhZ0BnYjimefvwKQzwCPVXP+zmv926lJBByri4\nkridwpNIEd+rZ4/18T1HuKN+Pm980udszjt/KeqM1TAUpwaGPCLyuQNdSVYIO/XDxh//lk3V1958\nOZUnPOngJwiCUHgU8+qfCORpzGiWyJs7I3Sfu0iJoYjGdFJ2bqo/kqArS3/zi5GY5pk/fubcp7Aq\nphpLQN5ZP99Jv3ALUXfmcshQ1maxmGYkpvn5CwcDrQG2gLYTI558+2hgVFwQI1GTqsvLOPt5wvZw\n6OQAf//CQZJUvYv1N9c6loxoTBMKKb5eP5+5leU0ui4MykoMvv7F+UnpHir+M77V3melYsSsn3e+\nr+LcNzDE24dPeZ7rjn+zW1ArcNIyUjFRleFsmUi7hiAIgjA1FPPqnwjkaU4qIeQWtpBIqQCom3c5\nd123gMoZpY6YeXzPkcDOe0HNRdxVaJujfRc8Xd2UggduqWVwKOoRu4ZbiGrNHV9cwMWRGEMjMScZ\nIl1BeMHMch7//grA8v76W2TfVDOLD8L9QU9Fg0cc25hp3jSkEmLUqhR/Sve5S7z2cS9lJQYKnAuD\nSyNW9bysJBFjp0j4oaMxjbI/AGVdOLzd3udYIeZXlju+bjsCbv3NteztOEP7yQE2vdzq+KS3N4cD\n0ylGs1Q20ctqUy3KBUEQhPFRzKt/IpALmMny/firweuW13gafRw59TldkWMegVVVUYahrNwF+4/E\nTqPQwPCIFQF3pHcg0NLgv8vU8IePujl3MZp0vyOSleLN9j5MM3XzDT831swGkqvYNh+mEMejwR6e\nEW+cYidU/P0LBz32jOGoSUtnxDOG3R/3ctf1Czh+dpBPXJsVVfz/7O58sZjVUGXTvY3sau3h7sZq\n6hdWssOR9dz5AAAgAElEQVRlmVl/c23CtqKUJ1c5qH24/blks1RWzMtqgiAIQnYU8+qfCOQCJZNA\nGY949i+ZWBvyEpvgIBERZ3uKN7/a5lgdNq6xsnndaRQmOBsCs8Uvjm3sJhnmKJtTlIYUj9y+jJ2+\nFs42dgOO8XLz0ipur5/vSZrY+FJr4CbD3vOXPLdNSGn5sMdm+6cHLo7wz68fJmZqDhw762yWtL3I\nbd39iQsb32dlGN7W12UlBmtdF0KZlsqKeVlNEARByJ5iXf0TgVygpBMo6cRzOuHsjnBzL5msW15D\n46JZ/OLFg9hhDSUh5UTE2TYAS4dpp111W7e3GjsR4tNmNC8VMuB7N9dSWV7CT3Z85LFzgCU4v7iw\nkoFLI4TPXUp6/rwrytJ21Kubezkdpz93fr6W4+e4ZkGlc8zejjNJXfFsykqMrH4G/7NvvGoWW97t\ncN7z0ojJ3/3+A/6sYaHT2tswFEoplNZJLbFN02p9HYtXpEeiCXtHNktl41lWK9Ydz4IgCELxIAK5\nQEknUNziedglnjMJZ/djP7h1KW0957m7sdpzdfjcgS4WzLyMuZXlgRXhkKGcTXutJ8ZvVwgpuNon\nQEdL46JZVJaXeNpMu9FYm+1SkUoc23RFLnrGFo1ptu7r4rn9XdzzpUW0dp9PKehPnh/KMPrg8bo7\n8dkcOzPo+Rnt7n0hBSoelafiKwEmVgXerpqHDMXa5TWsXV6TlXgd67KaWDMEQRCEQkAEcgHhr7yl\nEihVFWWOYDO1dRvSV509onrE5On3PsPU1tJ9/UKrGprI3B1g0z0NlJUYSVaFO+rnA95NfWNBYVkV\nfnL3dexsCQd20MuW8hKDJ1OI4/FiapJaX9vENLz4QfekvO9o0BrWr1zMVbNnOHYYu1GMqTXErCry\njpYw65bXOJF9mRjLsppYMwRBEIRCQARygZCq8hYkLiKDw06bYiN+G1JXnd0RbjFTg1JE4wrbFjEf\nHj/nydxt6+7n2YdWs6MlzHMHurA14pvtfcyrLA/0+I4GDU6aREtn6jzjdJSFVMpq60SilCKEVZXN\nZIv2t4+eCkysKvqDq2oBnFbVdqMYjRW1t21fFztbwhmruuOxSBTzjmdBEASheBCBXCCMpvK2um4O\n5aXJIiSo6uwW3oahuHreFXx2KtF9ThmKqooydvvi0Nwiz3QVUKMxzeHe7FtFp2M4avLrXYfS2h/S\ncUd9cqbwZKBNzQOratPaOJxjJ/B9Swz4+hcX8MYnvaQoYju4/eD+RjH2xYztRU43t8bqb3e/d7Hu\neBYEQRCKBxHIBcJoKm/pRIi/6uwW3mZMJ7Vm1hreau/zeGwNZVUkU0WlRQZHxvWzuhlrq+iFleXA\n1FRrTawmHWuX19DSFZn0ijVYlejN991A/cJK6/eDtVkyFLIaufh/7tYT/TR3RpLmgp16sb3puJNC\n0n3uYtKxNqku1EbjLS7WHc+CIAhC8SACuUAYbeXNXSV8fM+RlM+xhXcqS4TWOimK7BvXLSAyOBzY\n8CNkKKoqSgPHtHROBcfODKYdt5+zYxTbJweG6J2C6rHN6x/38qarTfR4MbCSQuZVlnMiIFlDY124\nRAaHiZoJQXxn/Xy+tHg2AxdHeOrdDid15OCJfr7/9N4k4WrPk4ZFs3juQBdtPefZtr+LHSmsFqku\n1MRbLAiCIBQTIpALiNFW3oKqeoBHZNvCe0dLmOebw8RiltXCbr5hKMWtdXNo6+4nalrL+j+6fRnt\nJweSspEV8PUvzudQd3B6xawZXuEcUjgCLlsMQBlktBTA1Ht9J0wcK/jeLbU0LprF3794MOVxuz/u\n5Y76+ZSEDOdi5c1PrIsCjXUh03v+EgdP9DuJJo/tPsyP77o2KTN786tt3vbfUauxi/+CLNWFWroV\nDol1EwRBEAoNEch5TiZxke5xf1VvR0uYnfGMXP8y+FWzZ7DpngYig8OsrptD+8kBNr7USszUPPPH\nz6w8XTSGYdB+coDNr7ZhamtJXinLhxsyFG/FWx/7CRmw/uZa2nvjCQqGineEG52onDmjlHMXJ87C\nkY/Y1xy7WnvSRtuZWBswv7Oihm37rM12UdPbaMRQOFnIpob3Pj3N+0fPsPm+RmfTnr/9t8JaCXi+\nOUw0ljxXgi7UUglniXUTBEEQChERyHlMNt3y0j3ur+qdHhhyqoTuVsNBr7G34wxmvMGELXjtFse7\nWnsc4R1Cs/7mWhbNnkH3uYs8u68rxU+jqF9YycY1Dexq7WFGaShp4182FLs4BquRx3MHjmdVka6q\nKGN13ZyU3QHtLnqGsoS3JaK1U5l+cFWtp014Scjg9mvn0Xf+Eh+F+7PauGcTJJzFeiEIgiAUIiKQ\nc8xoKsB+cRH0uH2//Xq2IG2onsnT73U4AioUspbBU73GiXMXKQkZxGJWtReliMUsoX13YzUHjp11\nhPfa5TWsWFLF1pTi2LIf/GTHR3Se+ZxoTGMYVmXTQGMYiqoZpRkbcqQiF9Fpk0lQa+hU/OLFg/zj\nX9zAxjUNPHegi9bu84HC2rLL4MnH3vhSK4CnTfgPv7yU375/zKkoGzCuODaJdRMEQRAKERHIOWS0\nFWC/uPA/XlVR5nm9jWsa2PxqG8NRkz8dPePx7d5+7TznvcpKLA+rUoqBiyNOOoWhLB/rI7cvAxLC\nG2Dt8hpU/L/267jzl4NwJ1JYY7GSFypKQ5z2iWM7kzmTTMwXcRwyrLi7Kfc9a0skh0IG0Zj1O5tf\nWUbfQPLFxr1fWsTLH3YnRLKpeea9Di6NWBNDa01bz3nngslQ8JVr5nJ3Y7Vz4TTa6q/fegGk3TQq\nCIIgCPmACOQckqlCnCm5wv+4//XcVgjlq0jOj8eg2VXmX7x4kKipPckHMQ1vftLHHfXzHW8yJCwZ\nhlI0LJrl/CwDF0csP/IoVKIGzl+KJt1fVWF5jYP8zP7n5wOmCYtmX8bnQ7FR20BCWW46TEVMQyze\nxMXUBIpjBXxhQSX/51/cwMaXWjFNq4rv7lCoFDRUz+T9o2cATVl8tcC+yBqrh9idqCJ+ZEEQBKEQ\nEIGcQ7JZfs6UXOF/3P16biuE3VY4FtOOLcKmtbvfI4rdVdmYqS1BpS3BtG55TSI3WVte1hJDMRKQ\nvTsexmq3yBUaAuPYMjG3sozli6s8G+uCUK738eO2TqQiFG/48uCqWqeT3mttJ/kwnEgcWTjzMucC\nKaRg45oGJ85vIjzE4kcWBEEQCgURyDlkoruKBb2eLYbcebX+pW7le52bl1bR0nWOmKlRCsfqMBw1\n2ddxxlMhNjUMp6nyphNvC2eWc/L80Dh+4sLn9MAwx89mzoZOp39nzyhNmxdtxH+Hm19tA3BWA6oq\nyvgwnIiRO3HuUuLCSMOe9j5+dPuyCfMQix9ZEARBKBSUHs16eJ6ycuVK3dTUlOthFAz+pe6NaxrY\n9EqbI1y2PbzaiXmLxtVtOq9vUHVTYQntps5ISoEcMhQ3LJrJB64q5nTkivIQF4ZiGY9L9TtIdxES\nD6ewNtwp6zVMnYjdqywvoa3nPJeVhpLachsKtv/oywATdhEnmcgJlFLNWuuVuR7HeJHzryAIhUS2\n516pIBco2QqNoOP8S92RwWG2PeytPNsxb2AlGdSm6YKnsTbVfXnZHN799DQaS4DNrihLu/QfMzWH\nTg6M8RPInw164yUbcTx7RinnL40E+rvTfcb28XbMm211jprw7L4uykKKbRtuBeDt9j7PaoCpYWdL\nmP/r2zdMmJiVNtOCIAiFz3QodohALkCyyUfe23GGqoqywA1WQUvdbuHS3Bmh+9xFJ0mitMRgw9eW\nsekV67WCME3Nu0dOO4I1apJUkQxiKMXrZUNZicGMUoNzF5M3+RUb/RdHxnwxoIC6uZd7NuTZDMc0\nO1rCrFtewx3183m/4zQDlxKCvRguQMbKdPgCEARBGC3TZcO1COQCJN1mJ/fENVQiKs19XDrvs/v5\nJSGD9bcsZl18Q9/9K2o4NTCEBt4+fIpo1HQqkkHRvZMtroai5rgEdiGR7rNUgJEmZs5QcHl56j/1\n0wNDPPDU3qSLn7KQcn73043p8gUgCIIwWqbLhmsj1wMQRo9dAQ6p5CYO7olrt4IOOm7FkioevfOa\ntM1JYjGTq2bPAKxot237u3jn01P86PZlbHt4NSuXJp5re1xt/Bv/hMlDY8XEXVddGfj4N65bwPqb\naz332X7kshKDuZXljLjEsQK++oW5bNtw67hOes2dER7fc4TmzsiYXyNXpGqgIwiCMN1Jp0GKibyt\nICuljgEDQAyIFsNmlokiXQXYbZ8IhQzuuHYecyvLWedq6OHGv4wcZL9wtzG2xcKjd15D34A3gaKi\nLMSXl81FA/2Dw+w/VnjCqJDwb877JMDPbSi4o34+9QsrKQkpojFNSUix+d5GT7b175uOE437j0tD\nih/fde24xPHWfV2eeMBCq8BK4oYgCEIwE53Ala/krUCOc6fW+nSuB5GPpNrsZE/cnS1htjcdZ/eh\nXie/2CaTR9nf+Wx703FPi+qqijIe33OEUsNbJ74wFGNPex+K9NFv04nxbCS8siJ1fJuhrM54L37Q\n7dwXtFnP1LDplTa+s6KGWPx3EotpdrX2OCK4uTOCEY+7CBmKTfc2jrty7E5AGS7AJbjp8gUgCIIw\nFqbDhut8F8jCGLBTKKKmTvIIZetRbj85wGO7D3NZacgT9falmlke8eMnU+e76UbtlRV0ZpFz7Of7\nqyxLxLP7ugIfV1i+YrsLn22ZCPr4h6Mm/3WwxxHqGnjv09McOHaWjWsa2NXaQzSWaDe9q7UHSOQl\nj/YkuLfjDDHX/DCUKsgK7HT4AhAEQcjEdN2wnM8CWQOvKaU08KTWeov7QaXUBmADQG1tbcDTpzep\nloj3dpxx7BI67lHWWnuO2bqvi5+9kGggUWJY4kspaOqMjKqVdDoMBfULKvmkd2DCXjPfGIs4Bjjc\nO0BVRVngY9amPMWugz1Oi2pTw+wZJSkTPfyVaLvxy8aXWp2LJDsj+d1PT/Pup6cxFEn2iGxOlKvr\n5lBeajA8YmIYis33ja8iLQiCIEwd7vM8MG03LOezQL5Na31CKTUfeF0p9YnW+h37wbhg3gJWUH2u\nBpmvpFoiHnDFhWngoduupnJGqecYu4Jo07BoFg1XzeK5A8eZyMYypoZDJweKfkNfWUiN2nJy4Fgk\n5Q7a66or+bhnIEn0jibuToFnBUEBS+ZU0Hlm0Jkf6VYf0p0oxZ4gCIJQmPjP8+uW10yLxIog8lYg\na61PxP/bp5R6AbgFeCf9s6Yfbj+xf0ncv0Tc3Bnh6fc+8zx/YCjKT//8Os99DdUzeffThPX76rmX\nW8v36TpSjINiv7oZqx87VYDdxz1jb65ic9sX5tJQPZMn3ukArN/B/MpyuvsvOfF9hrI85yfOXXTm\nWbYnynT2hOm6XCcIgpDv+M/zGqbthuW8FMhKqcsBQ2s9EP/3t4DNOR5W3uG+0jO1VQUsL03dOOTE\nuYtJInd703HW+hIuKmeUejaXvfJhN8q1Ic9Qlt0iVe5uEIaCK68oY+BSlKGR6ZFdnEtChuLh+OrA\nW+19HPAlijRUz6St57znvv3HIoQU3HX9Au6on09bdz/bm47zu/1d7GwJs3FNw7hPlKPJFxYhLQiC\nMLX47ZnrltewbnnNtDwX56VABhYALyilwBrjVq31f03kGxTDl6/7Sg9I2mwHyY0/Sn3L/TFTJ1UC\nV9fNIWQoZyNeTOPZ/VU393I6Tn8+qsqvqeH0wPBYf1RhlJimpnJGKY/eeQ2r6+aw/sn3PZstn3q3\nIzD1IqbhjU/6mFtZzumBIUZiiU2ckcHhcVsnsq1CS6MOQRCEqSeVRW46nn/zUiBrrTuAL03W6xfL\nl699pWcLDoPk0G53hnEsZvK9W2rRwPPNYWKx4ErgiiVVbL6v0bOBy03n2UEMQ2GmsA7EE8OK3jqR\nz2jg094B50Lwoduu5un3PnNWENK5PmKmZqsvPSMUSm5JHkSmC89s84WnS6cmIfcUQ7FEECYSSfCx\nyEuBPNkUy5ev+0ovyIPc3BlJyjC27RT+JRP/l0T9wkrW37yY1hP9HDzR76k2mqam8apZfBTuDxbB\noozzgpc+6OYPrSeJxqzVg+W1s2nujASKY9tAE/SrU8B3VgQ3mnGTzYVnthv4pFGHMBUUS7FEECYa\nuXCcpgK5mL58013p2VnIkCxy3M+zu57FTCv27aHbruaZP37GSEzH/cYKpbXTTrq0xODWujkcPNEf\nGM8m+njimDWjhP5RpFO4saPciP83VWdD22+usLzLCo1pWpsE7fsaF80Ckk+aW/d1sau1h7sbq4kM\nDgdeePojg7I56UoShjAVFEuxRBAmEn+/hM33NfLgqukXpzstBXKxf/k2d0bY2RKmb2CIkpDhWCnc\n3fTcx7obf0RNzZPvdDgiN2YFJhNS1uc2u6IMDTzzp2NFm12cT4yn8YrdRCQdJYYV4+esBmjN+ltq\nWTR7BgMXR3j6vc8wtWbzq20Ans6LP7h1qZOC8e6np/nR1+qSLjw9Hvj47s5oLLtqnSzzCZNNMRVL\nBGGicF84mlqz8aVW6hdWTrvz8bQUyFBYX77+ql262wAPPLXXqRyWGPC9W2o9SRXu4/d2nMH0Kd0g\nSRbTBFYgx9NKWcjM4HBsTM+7Zv4VdJ+7mPH5WkPDVbNo7x1wRELDollEBocZGIpi6kQ3xl2tPZ5q\n23+1nfS8VlvPeY/lx05OcZ5jXW15NpNCdhVlQZgMir1YIghjYXXdHAylHG1gBmzmnw5MW4FcKPg9\nchvXNHiqeP7ba5fXMBJNlA1jJiyaPSMw1cJ+flmJ4WzkU0AopIjFkjfn+bG760klOf840nch7eN2\na2p/jE9VRRmbX21jaMTEUFbHPkyNUoqG6pkcOHaWkahJyFDMryzn2JlEp8C7G6udeeZOTikxlGPf\nQSlnRaOqokz8n0LOKaRiiSBMFV//4nzeONSL1lBWOj1XV0Qg5zl+j5y/iue+PRw1aTvRT0lIOUvz\npSHlTOzmzgiP7T7siOGhEZPW7n5P1a+tu5/nDnRlVRW+eWkVTZ3BvlYhv9nw1bqkDoorllTx+J4j\nidQTDYapnSYxv33/GD+4dSnvd5zh457zNHVGKAlZwnn9zbWOR809Z+3klEWzZyR5kMX/KQiCkF/4\no2G/s8IqoEzHc7MI5DzH75G7u7HaqeK5b9tC48NwPyUGfOv6BcytLHcmtnvSu1tNP98cZt3yGlbX\nzWFnS5jWE/0ZfatgVSDLS0NSPS4wFPDI1+r46Z9fx9Z9XTy2+zB3N1Y74tafga3jcX0aGB4xnag4\n+9euTM23GhZ6NnD456y/EY373+L/zA1KqWeANUCf1roxft+VwHPAUuAY8F2ttVwBC0KRkE0yhb/A\ncZVrBXq6IQI5D/FPYr9Hrn5hZdLtza+08WG4H4CoCXMry/nlt29wXtM96d2+4ZGoya93HaKpMxLY\nOCIIhSVsGqpn8v7RRFKGMLV87QtzeffT04HV/nlXlHHqQnJjlm9ev8ARxz974SCA01b8wVW1ngxs\nU2tKQgZoTSxuszC1SxyTnLttz92NaxqSYgf9iP8zp/wW+FfgP1z3/RR4Q2v9K6XUT+O3f5KDsQmC\nMMFkG2koG1cTiEDOM1JN4qAK3I6WMDtbwqxdXkPjVbMcgQyJXFsb96QPhQxMrYnGfcap4r9SoRT8\n4NalPPOnY0TjS/AikaeePx49k9IDHiSOAXrPX6K5M8Ku1h7P/btae5wq8IOraj0XYYBjwdn0Slt8\nDinWr1zsqQ674wKDWp4HUej+z0LNCtVav6OUWuq7+z7gjvi//x14i2kikAv19ygI2ZKtpU0KFwlE\nIOcZ2Uzi5s4ID2x532kZvb05zKZ7GpKWtd34J/2OljDb9mXnNfajNfy/+zqdpAwRx7khlkXl3n/x\n8lG4nwee2stNNbM8xw2NxPjZCwcdS07QRVlzZ8RR4wYkJaO44wKHR7LzFBeyMCnCJhMLtNb2ldNJ\nYEGqA5VSG4ANALW1hZ2Pmur3WMhzUxD8jKYyXOiFi4lCBHIOCToBp5vE9vEnzl305OOORE0ig8Ns\nezj9VZ9/0rvbUI8GDVwYyj5+LKjCPJ4GGMLocH/+dvMQ/6rB/mMR9h+L8HzTcbZtuDVw/tiNZzSW\nOHcL4J0tYY/VxjBUxqW5oESV1u5+FCT5lvORYt5kqLXWSqmUpwat9RZgC8DKlSsL+ho56PcIFNvF\njzDNkcrw6BGBnCPSWSmCJrF/Z2nIsLzGkPCBjuaqz36fx3Yf5r0UPtaJIJ7slbTxT8Tx1DDa3+tw\nTLOzJRyYmZ3q4s1uaW4TMqzOS5nmoluYDI+Y/OLFg04b7O3NYbY9nN+ipAi9er1KqWqtdY9Sqhro\ny/WApoKg32O6ix+pLAuFilsjyDzOjAjkHJHuBBwkdP3H37y0iqGoyYKZl/HI7cvGNMFXLKnix3dd\n66RioJRn2f7mpVVEBkcyZuqmQ2vJSS40nms6ztrlNbSfHPBs1vvOiprAzXf+lubrb16cVVtStzBR\nvrlXCBXZIqzIvAz8FfCr+H9fyu1wpoZUv8dUF4NSWRYKHXseD42YTkFjOraSzoQI5Bwx2urT6ro5\nlBiKYdfGOgWUlw7wyO3L0l4NpnrMnzjwWttJz0a/4ajJ1XMvTxLI18y7nCOnPs/q5wwZYBiG41cW\n8p9oTPPk20d585O+hKc4arJ1XxdlIcWmexudZegVS6qS5nJQS/Mg3MKkqqKMTS+3Or76QqnIFqpX\nTym1DWtD3lylVBj4Byxh/Hul1F8DncB3czfCqSXIcx8kmovZViNMH/Z2nHHslVFz+raSzoQI5Bwx\n2urTiiVV3L9yMVtdG+vslr07W8LsaAkHVjXSbUDxh4HfWjfHI5APnuhHh/uJN1MD4LJSgx/eVsfm\nV9u4NJJZ9CqluP3aeRzq7id87tJYPiphkriyopQLwzFicf+Ly9ZO7/lLgZsAh2OaX7x4EA2e+fTs\nQ6vZ2RIetaXDLUzqF1ayoyVcMB7kQkZr/UCKh74xpQPJY4IuforQViNMQ/x596bW7GgJF9Nq2IQg\nAjmHjLb61LBoFqF4216NlSRQWmI4G6+CqhqpKh4e/6erOnjL0irOfj5Mx+nPHVFsWyQUVrwbQE1V\nBUf7LmQURCMxzesf9wY+5hbewtTz3ZWL+WbDQqeCu/Glg0RNKDFg/c21tPe2MRyvMrh/TaZObPZ7\nbPdhfnzXtQDORdrOlvCYlp4LtRorTB+K0FYjTBP8K8mevHtD8XxzmGhMrENuRCAXCM2dETa/2kbM\n1IQMxUO3Xe20CgYrRcCualRVlPH4niNpN1ZVVZQlZSUPxzQHjkUIGSpQuGrgiXc6JuxnEnE8tVSW\nhxiIp48o4PxQ1KnYVlWUYRgGyjQxDIP6hZWOEBi4OOL5vYdCCtPUmBre+/Q0B46dZd3ymqyXnmVz\niFDIyIWcUGgEJQZFBofZfF8jkcFhus9dZNv+LrEO+RCBXCDYFV8NaK2pnFHKo3de4zy+cU0Du1p7\naKie6TRzKC0x2Pbw6qSKhyO2U4hgaf5RnAz4ovmeO9DlpIuEDEv0um07a5fXcOLcRdpOJGw3Blbl\n+fjZQSf9ZCQ+L7NZepZNTsJ0QS4EhXzBvWI8NGI6lWP7HAzWCqD7/C3zVwRyXpNNxJZ93OZX2xiO\nmvzp6BnHOzocNfnJjo+45eornQYQYP0hZPIPizgubqws48Rt09QYLvvO7w50sW1fF+5ZorDyjRsX\nzWLd8hon/cTemLdueU3SCXXrvi52tfZwd2M1D66qlU1OQt4wmQJALgSFfKKqoixhmQTHe2yfg1fX\nzWHt8hoUlpVzZ0uY7U3HiZp6Ws9fEch5StAJNpX3zS06/JlqR/oucKTvgtMAAqzKoSC4KQkpllxZ\nwdFTnyeJZxulrM0cm19tSzkf3fNy674ufvbCQQDe/fQ0IJuchPwg6PwKiZbq/ijD0SIXgkI+ERkc\nDlwVDoUsS6azYd9QbFdhZ1UQpvf8FYGcpwSdYB+985rASbq6bg4lofRRasMxzd/9/gPmV5YHih9h\n+mEoS9BWVZTxVnufI45ToXUiOSXdfLTZ1dqTdPvBVbUTuslJlgGFsbDD1UXUnwRkauIRmmOvnMmF\noJBPrK6bQ3mp4emcq4DvrKghMjic2LAf827JVhRO5OZkYOR6AEIw9gk2pDJP0BVLqvjOihpn050B\nfKlmFiUh7za8Y2cGk1oMZ4Ph380nFAWmhg+Pn2NeZbnTQjodGmsuhEIGJ85dpLkzMZeaOyM8vueI\n5767G6s9z7dvr1hSlVFcZ4NdBfzNa+18/+m9nvcWhFQ0d0Z4vjkRSRgylCcJCLwXgmPBTrv422/V\nT9vlaSF/sOfjg6tqKQspQsq6AFy3vMYpsAVhKGt/03Sdv1JBzlNGGye0bnmNJ8li4z0NgJVu8cah\nXk6eHxr1GGzP6fLa2bR0nQvMxRUKm+GYpm9gyKl2heK9wVOtRtTNu4KuM5/zu/1dTpwbEOi3fHBV\nLV1nPue/2k7yZw0LJ7xTkyxjC2Nhb8cZovFlNAXcv3Ixa+PnT3s+2RGa46mcSdqFkE+456IGz76k\n26+dlzKONTI4PBXDy0tEIOcxoznBphLUK5ZU0bBoluMFzYS7vbTlRbWi34T8ZbyJI/2Dw565Azjx\nbrsP9XoysT87dcHJQR6JmuxoCdN2ot/Z9OkWqs2dEX77/jGGoybP/PEzBoaio2oAksk+IcvYwljw\nzxt7Trq7Oo7XgywI+cTWfV08d6CLj3vOE4tvvLM7njZ3Rnj78Cnn2JJ499tYTM6rIpCLiFSC2q7c\n/dNr7Zz93Hs1aChriXHJlRXUzbuCO+rns+nl1ikZrzAx2OLYUAmfsE1pSDESlOfnYv+xCK+3neSn\nf34dgGNV+GbDQn7659fxsxcOsnWftbHT1IkGL0rB9qbjntcPGcojst3etq37utiRZRORbFIApGmD\nMFKicPwAACAASURBVBbSFRNkDgnFhnuztM2wyz702O7DnhWV9TfXsjYgkWg6klYgK6VmAvO01kd9\n99+otf5oUkcmTCgPrqqlfmEl39vyPiMxjaFgw1frqJxRSlVFGZtebuXoqc9541CvNPAoUHRctLqD\nTGzxmqnK/OQ7HXyzYSFAUgvywaFo4j1cL2ZqKx7Ozf0rFzsnVLtSN+TqxpetFSJb+8R0FDVKqYUA\nWuuTSql5wFeBdq11W25HVjhM5LyRjaJCPuPfLA3Wufut9j7+5Y1PncQKQ1lZ9vaKiszlNAJZKfVd\n4DGgTylVCvxAa30g/vBvgeWTP7zpgfsEC0zoydZ/8v7dhluT3mtPe1989yrENIQUgU1EhPzGTqVo\n7owk/f4WzCznG9ctoLK8JLAbogaeePsoNy2endSC3I9pQkCiIGUhxdr4sh0kKnU7WsI83xwe1ZKd\n2CeCUUo9AvzU+qf6NfADoBX4v5VS/0Nr/W+5HN90Q/KOhXzn7sZqJ2bTjds6qYDaKyvY8LVlMn9d\npKsg/wxYobXuUUrdAvynUuq/a61fgKQuxROOUurPgH8BQsDTWutfTfZ75gL3CbYkvkFqovqhpzp5\n2yLqgaf2MhI1Ub7f5oolVcyqKEtp2hfyE1NbdomgP86T54fY3hymtmpGyud/dvpzfnT7Mk/V14+h\noMSwbBvuuKAba2ax8Z7k3c72fAtqIpIOsU+k5G+ABmAG0AlcE68kVwF7ABHIE0xQhdi+r/vcRc8F\npWwUFfIN22Jpe5CjseTEIg10nR1k86tt1C+slDkcJ51ADmmtewC01vuVUncCryqlFjPJjdaUUiHg\nceCbQBg4oJR6WWv98WS+by7wLCXHMwhHsxSd9Wv7Xs/esQ3JlcBZFWXctHg2p85f4oNwv/9lhTzB\nb5vQvv/6GY6aHDn1ecrXKzWUI0x3toTZtr8ryW5jGIpN9zbS2t3vqQoHiWM3Y1myk2W+QEa01oPA\noFLqqNb6JIDWOqKUknWfCcZdSCgtMdj2sDe1xfbjg/XfqoqytK8lF3zCVOGeb7bFckdLmNMDQ7zV\n3kfM1IQMxXXVMzl4ol/SgAJIJ5AHlFLLbP9xvJJ8B/AiVgVjMrkFOKK17gBQSv0OuA8oOoHsXkq2\nI7YmavdoumXqUwPBsW8K2H2oV6rHBcBEq6HDfRfYuq+LyOAwa5fXcLh3ICnBJBbTRAaH+eW3bxh1\nVViYELRSqlRrPQL8r/adSqnLkFz7CefJt486hYThqMmvdx2ivDSU8NW7/ggNUkdiiRVDmEr8823j\nmgY2v9rm3N50b6OT1ALWBZ/Y2ZJJJ5D/N8BQSl1vV2611gNx68P3JnlcVwHHXbfDwKpJfs+c4F9K\nhmQPcraVB/9x6Zap51aWB76Gdv5PmG7ETM0vXjyIqSFkgA4wa2isKlmqOSlVsknn2wDu83KcK4H/\nIzdDKk6aOyO8cchbKNjv822WhrIrakhmtzCV+Ofbcwe6PJ0jI4PDPHrnNc7xYmcLJqVA1lp/CKCU\nalVK/SfwP4DL4v9dCfznlIwwBUqpDcAGgNraiW1AMNX4l5L9giObykM6v3HQ8euW1/B803Fnc54g\nQGJzplU0C54bv3jxIIahnDxNe66Np0omwjo7tNZdAEqp3/vOy/8d67z8eg6HVzQ0d0Z4bPfhtJuV\nlYJN9zZSv7DSU+B4fM+RpHksm06FqcSzMh0yaOvuT3SODHnnn5x7U5NNDvIq4NfAn4BK4FngK5M5\nKOAEsNh1uyZ+n4PWeguwBWDlypVFq/KyqTzYJ3P/cfbzgyb+iiVVbNtwKz95/sO0vlRB8BPTltUC\nvHNyrFUyWX4eE7k4L08L3PMxE23d/UQGh6mqKGNnS5jtTceJ+i4cQTadCpNHkMB1z7cT5y7yu/1W\nGpECvrOixrM6Lefe1GQjkEeAi1i7pi8DPtNaZz5zjI8DwBeUUldjCePvAQ9O8nvmJZkqD/YEtzuZ\nKawWqVUVZSknvvsP6srLy0AEsjAG7Llmz8mxVslk+XlM5OK8XPT4iw2Ggq9cM5czF4b4uGfAc2zI\nUE6jHH+FJmgey6ZTYaJJJ3BXLKmi/eQAr7WdxFCJ8/U6VxSnnHvTk41APgC8BNwMzAWeUEqt01rf\nP1mD0lpHlVJ/A/x/WDFvz0zXEPxMlYe9HWcYGkl8LyoFG9c0EBkcDpz4nli5kEE0iyqJoaBu3hV8\ndvoCMd/hCriuujLpy0MofpbNv4IffuXqcVfJZPl5TEz5ebnYsc+NtlfTbpzw47uuZfMryV8/pqmd\nBjhu3EUK224BE5tvLwiQXuD6O+h98/oF/Oj2ZWL9GQXZCOS/1lo3xf/dA9ynlPpvkzgmALTWfwD+\nMNnvUwi4Kw929beqosxZ2gsZiqgrj8venRo08T3tf7MQx2DFF9XNvZxfr7uRnS1hWjojHDppCWIN\nfHJygNKQorzE4MJQbGJ/eCFv8HfpO9p3ISk3M6hK5p+zQYLBL6zFF5eRnJyXixn73KixEim+cs1c\n7m6sZkdLmPKS5IAQra3YQ9OXk3ljzSxurZvDxpdaiZna2cg3Ufn2gmCTTuD6O+hdGokFbqi2C2py\nrk0mo0B2nYTd9+V0g950xV39NbVVqSgvNXjotqt5+r3PMLXlfUslOsD6gwoZCnOUm/Ne/7iXO+rn\ns3Z5Ddv2e7urmRqUqfnysrm8JvFwBcuSKys4fnYQ92VTSMHCWZfR038pKRM5m7zuoDmbSjCILy57\n5Lw88fjFxt2N1Wx6udXZyOzOPAYwDHjotqt5v+MMrd39mKY1t9ffXMsv4uIYYDimUROYby8INu7v\n+aqKMmfv0YolVTRUz/R00GuonukpVrhj3+QcG0w2FWQhT3BXfyEhUCpnlPLcI7cGGvWDJr3pOssr\nEpXBdJJZAz974SCV5aEkoWS9kKJu7uWUGFYCggGIITJ3+JuIZENXZDD5OUrRfe6S5/5r5l9B15nP\nrepY/IIsVcU3cM5maIgjvjghF/iLCns7zsTnqoV9gWffE9PwzB8/I2pqSgzFN66fD1j3xdznWAWl\nISNlFJyslgjjwZ4z/qJC5YxSz3FHT3/Ob50GN1YKkVy0pUcEcgFhVzicDSQkNklluwFkb8cZT3RR\nyFBsvq+RPe19WTUHGUhhoYiZmife6XBuF22sSIGgyU4kG/GLI+WrjtmP2T5LN1dWlPLrdYkLMkg+\nObtXLPxztiRDdqz44oRc4T+PloaUU0H2W4y0xnlsJKZ5/VBvUldSsP4ON90TvIwtqyWCn7H0PdjZ\nEvbkHNv3l7nm75uf9KG1jp/nrS56Wms5x6ZBBHIBsWJJFRvXNLCrtYeG6plUzigdddXB3wr1oduu\npn5hZZJfCaCiLERZyODcxZFRj1UEcu7JRiRv+GodlTNK+fD4OY89RgErl1TxQbifaMz0iOf9xyK0\nnxxwguZ//sLBpJNz0Ma9dB5kNxKJJeQDdhTmE28f5Y1DvYErZ6G4aE4TGw4k9oW4l8BBVksEL2Pp\ne1ASMjBNMzDn+LrqmXwY7gdAmxrDUCgsUSze48yIQC4gmjsjjm/owLGzo642NHdG2NXa44gmQ8H5\noaizc9vP4HCMQWTTXSGT6UKl4/TnbPnLlWzd18Ubn/QRMzWGsjYfNXVGKDEUD9xSy76OM5687F2t\nPTy4qpbmzgjbm46nDKGH1FafdHPXfk5zZ0SSAIScsWJJFTctns3ugNW1shKDTfdYBYv3Pj2d8m+t\nLE3spqyWCG4yXTDZVePucxc9x7mprZpB+8kBRyuAtXJXViqieLSIQC4gxlNtcF9x2idypRSnB4Y8\n92VDaQhGRDfnFXZTaLvDXba8caiXrfu62PxqG2bcS3nnF+c7FbOYqVk0ewY/vK3OExnUUD2Tx/cc\n4cS5i06Cij+Efrx4qiSGJAEIuWF13RxK4zYhgBID1t9cy9rl1lyvX1jJgWNnncfdf37fun4Bj9y+\nLOW5W1ZLBDfpLpj858OSuK89FK8g2zr5yKnP+fsXDzrz0M7yvrux2tNRT8iMCOQCItUfTzaeJf9m\nKbDEz2sf9xIyFKH4sssPbl3K7k/6ONp3IeUfkojj/OOLCyuZW1nOZaWhrLzkNqa2qsH2RVLM1PSd\nv0RJXGiHQgYnzl1kdd0cfvntGxx7z2/fP+Ys79nH+kPox4tHVGTY2CcIE0GqrmTbHl7NzpYwGpw5\n7rZL2CJ34OIIuw/1glL88CtX8+CqWgDaTw5gKMvziVJ8ePwczZ0R53X8CQTC9CTdBZPd80AD0Zjm\ne6sWc9XsGVRVlPHcgS7HSgHei7SQobisNMQ/vNzqbDp9vuk42zbcKnMtAyKQCwj7j2dHS9ipGAZ5\nliB5KdoW1/YfmJuYqbllaRU/ufs6AH77/jEgvvvaSJj8s0EBNy+t4sipC5z9fPTeZWFstPcOcOjk\ngDMvsiVkKE8ckAY+CvdTWmLwjevm81Z7H7/b38XOljDPPrSaB1fV8vieI45wjcVMvndLLYtmz0h7\ngTaWnfruC8KQkX5jnyCMl0xdyVLFENrL1gMXRzwblbvOfM7je444kVr2SotdmHizvQ8jviriju2U\n1ZHpTSpLWlVFmfPdbQKNi2ZRv7AypUUSrDllmprdH/d6vvdHYlqKDFkgArkA2dkSZjhqsqMlzNrl\nNZ6luyffPsqbcS+p/2T71S/M440UO62b4tWMHa7dsLh2aQdx3cJKp2GIzbL5V/DB8XOjEtXC+HHH\nqGXC3lhkxBNM2rr7PY9rLOHbe/6S00bXXbX1r2TYS82p8C8N3r9yccbn2KxbXpNUtZOlaGEyyNbC\n5j5uaMTkFy8etDrq+f74trxriWU7UstP1JWPDNnligvTC3dhITI47GRxG8ra+OlubgNwzbzLqZt3\nBW8dPkUsZqJccW5uSkNKigxZIAK5QEhlzlfgqbLZG60AhkdMZ9nO3UI1CK0tcfx8czhrkbX4yook\ngXyk78LYf0hhSrh2QSVXXFbieCb9v2+Ftdmured8YvOdkTihjtY36eneGNNs3dfFjnhFOpsGI2Vx\n60a2UYaCMBay3TC3um4OJfGVNQ2kqgUkNLEVqWWa2pMNbyjr7ypm6qTYTkEIWqnwz8/2kwMoV/5g\n19lBfv2dL3FH/XyPHc7WB3fUz2duZblzPhXSIwK5AAgy50fjV4cNi2axdnmNI57dXe6UwokW8m/E\nKysx+PPGhbz8YTdaW0t7CojGsmvvEdPQdOzsxP6gwpTgvqj5MHyQH32tjrKQYiSmUcBd1y9gbmU5\nv4vPJQXcv3Kx54Tqjqly3w7Cb+/JplIm8VfCVJPthd+KJVXcv3Ixz+7rCnz8ivIQg8MxRyCXGIpN\n9zYSGRymqqKMt9r7nE2wCnjglloqy0to6znP3Y3VMs8FAE+28dCISVt3P88+lPDC20kV7tWJmKnZ\n0RJ2VpkPHDsryRXjQARyAeAWCzFT843r/n/23j04quvO9/2uvbslJNyItkAIoQfIgIwlbAcBxhP8\nDJ4JKWxssIPt3EzNzdjYVZ6act1z604miVVccpKaOefMHJ851/fYmJOaqlsGEwO2YyZkEhwbjINA\nSMc2krF4CCQaCQmJ1gNJSN291/1j77V67927X1JL3ZJ+n6rE9Gv3anXvtb/rt36/769AplHsPNSE\nd15Yh1ceWSott2R6g5GQuq48P6JNaiCoYe2SfPzw/sWySKSxvU9WxjKFIRSK3Joxc2OIcoynAyda\nerDjiSrUfNgIjXMcO38df3X/YihGZCLLradRmEnGr7O2pQc1myrR2N6H/fW+hPKIyf6KSAeJ7FLU\nt/rRNTAS9fHBkVDYKQjAwxUFFoHiHxrFkbOdsiiWA7Lote7yDVQUekjIzHDs9pkcwL66NlQW5eGA\nIX6ZLXWHQd+BYIAluOAfGpWe9URykECeAtjFwjxPNjQemRtaXebFwxUFsuFDSNPTJn751EpUFuVZ\nqlw5gJoPG7HvpfuxrjzfEqH+zooFeq7yOMbMAKxY6MHZjgGylclwGtv7gLo2aEaXpdGAht3HL0Hj\nurF8zabKCC/O14+ck9GN0YCG14+cw6sblsftErbV2O2IF80g+ysiE6lv9eO5t2tlepKAASjLz0Xb\njSEZiBCC5dPmLhw52ym3ya/2Duu7gIbIEVabtFtCCGpbeiLqeIIa8C8fnzPVCIUfd6t6bYeo1TjQ\n4NPTKlQFX1zpxU/fP5Nw3QcRhgTyFMAuFgB9+8Upujbfk215rXA12LamFF/6zlge0ziXW+TmCPVw\nIASHmhJ5vEQEL2PA1x0D8Z9ITAgMzu2jBeYCy5AGuXhi0Iv3hFhm4PAPjcrXOflpawA+v9Ad0bzG\nKU3ilUeWRkzSe0624XBjBzZWLZS2WEBi0TyCmEzE1rUdt0vB9gfvwM5DTZZ8z87+W/LcGglocpdG\nYdB36TSOj7/p0jucadT2l9Cxd7wVXOuP3LkQKXC/fGqlvE+kYuyra5O2n+/V+7D3RXJISQYSyFME\nu1gwt+8154FuWVWM9+p18exSGboGRuTq8ZdPrcSvjrfgotERzWUqvJKFfqqCWW4VLlNOqlljRRPH\nDy6bh2OGVRgQXZgRqadwTnbExJmTpWBoNHo+efHtubjUMxhRuMmY3n7cXNjR3juM+lY/qsu8jn7a\nAByjX4mkSew52SYbkAirObNIJohMwmla+/O7Fsg0CpHvKazdzPZbHJBWb5wLV289KKEy4Nm1pRTl\nm8YkY3XpHxpNOBjlVhnmZLvww/95UgYZqsu8ONDgg3ktR7sTyUMCOQNJ5EQS9zvZZwlTe6fV4z8+\nfQ+ee7tWb0/JGJqvDciJvam9D++dviI9ExkSixgzAI1X++I8i5gIGJyjCrHEMQAUeLJllOHdU23h\nSnwOeHLc0m97f70Pe0+FXSei+WmL7WSzCHZKk7D/tg83dljGJVpYE0QmsnVVMfaZzheF6bt2oq2v\nmIfbe4cdXYPEfMqY4VEr7Bk5UDQ3h8TLNCVezYZ9XlxXno9sd7h7Y5aq4JbDzgWgOwMJ/20RZKgo\n9GB/vc/yPNqdSB4SyBlGosVPQGz7rKK5OQg5rB4B3amCG/997cNGaMbW3tPVxQhqVl9OxgCFA7Hk\nFgcV7KWLsQbqPdn6qV80NwcvPlCu5xxrekGemKRFGo85131deT62rCpG98CI9NpUVQUPLZ+PAlt6\nDxC7wcI7L6zDxqqFclIHgI1VC8f4iQhi4qku8+LnT66UqRJZLkXPw7fNw6rifG7KtCQOqAqgMgZu\nnHfe3Cy88cmFiMBIfatfNoeiCPPUJJYrT7RrvjlNIpo4dmJfXRv+vLJQOlIxAHcX56Hm8Ur67SQJ\nCeQMIxl7q1j2WevK8+FWw13wFIXBm5uFikKP3PaGqQp2NKihe2AEWS4FowENGvToiCgs+cQoNHFq\nMkJMPd7+rAW/+tNlBEN6u+hlBbfBPzSKJ+9dJCO95ipqRWH44kov/tvH5xEM6RP5jset28mieU20\nRV20nOS2nkH8rukavltZSNFjIuN5/r5SVBR6ImpCzPNwIm6ZIQ143tQueIfRCtitWm3hdvymUc7j\nieSRjqVrJTGxxEo3i3bNFyltCTqvShbMmRXxfiSOxwYJ5AwjGXsrc+tpu31WdZkXe7ffjzeNznqc\nhy3hxLb3F1d6ZQoGAMwztt1FbrOwJgL0nKg75s3Grs9aKL94GqBxQDOiw6NBTRbsvXmsBaX5s9HY\n3oeAcVF2aldqtg8yt56Otahz+m3Xt/qlxdW/nriMxyoLaSInMh6nmhAxDwdDegMnROmgJ1AVJl0H\n/u7AV1IEj4a47M6nMCbzloH4QZNkdiCJySOWK499XvTmZuEn759B98AIOABVZQgm2JnWpTK89NAd\n5AKUIkggZxjJ/rDFRL11VbHchjM/dm/JXGlKHwhqONjgQ9HcHKwrz4c3N8sikOdkuyLe196khLTx\n1Eb8PhSmR4WDDl7X++racPZa2J5PeGibvV3Ni7dEF3VOv+1ExTVBZDJiHq4qykPNh40IaRxuBaiI\nYXX54volaL42gNeM55sJn296AZ/QR/GCJtRgJ/MwR/Sd/Iiry7yo2VSJw40dyJ+dhdc+OGPpzqiy\niJdE8PKD5fDkuC3XbnIBGj8kkKcRwoLIvM1tFi+qquC901cQ1PTcuQeWzbe8/q1jLWBGWoV4vWXC\njdM4hMh8GAMYY+Bcdyh57K4F+PibTss2XrZIwYEuhr+zYgGOnb8uXS1EMah5Ik50UWeftKkhCDGd\naGrvkxHf0RDHN8bOjL0oDwB2f34J3LDWNKMw/X8hLdyFr7G9L6EcZDqfMgundtHmnVmxWytS1Jw2\nHBIJHg+MBPHj761I8egJEsgZxli3yGLlMQnxcrV3GO+eapPP6eq/ZTkGh15NPWpEmsXJKwW2wkgk\nT0Fuz3XLIkpNfMnQFzyd/bfw4vpyHPmmC+AcG1YswK/+dFl+x25jy+6lh+6IWSg01mgFbQUSUxlz\ndBDQd1/MSMHDI4v2om2bP3FPEf7tTAe4YQRXUehJODefzqfMwlJIb/LBdqkKwDmCGofCwr7zYyVW\nZ0di7JBAzjDGukWWSOSgqijP8pxta0px9lpTZFcoxiyRZrHqHRgOSDsZYuqwtOA2nLrsj7ifQ28Q\n8qVPj05luxUMjAQt1c8PVxTIhZLTDkUyRKvGp61AYipiD2ZsWVWcVEGVquhzrVkoMwCN7f0y/z8Q\n4tj5UVNSRVZ0PmUO3twsKIwBRldS0VrcfM3lnENVdANAu0hO1AvZyUGIGD8kkDOMsW6RRYscxNri\nqS7zoqLQg4MNPl0Qh/ST+NE7C3DEyFseCWhobO/DL59aiR/+z5MR7yvyU4nMgwF46cFyAHAUyGbE\npH19YCTszQrgyNlOHDnbCYWFJ/ex5DbWt/rx3K4TSVXjE0Qmc8DkXDEa1NB0tQ+qAgQTFMmaBjBm\nnTw5gAtdNy33fenrww9218pFqd2lIt5tYnIRf3+ROqEZ4njT3QvxwRftEc/nABbkzULlwjnIzVLx\n4RftFlGsGtdYIZbtl1uF6QEHIvWQQM4wxrNFZo8c1Lf68fqRc5aItBDH5u57ogOfeavw0+YujBrp\nFPvrfdi6qjjCsxYgcZzJcAAt3YP4+JuuhJ4vCoPMUYtwIwM9ysH52Nrh1rb0yKgYQAVExNSmvtWP\n/fU+y3nypa8PqsKgGKkRqsrwrZK5qIuyODVlO8Vl1ORjbw94iPxVp9vkYjG5mANS5qAC5xyXugdl\nQEnU3Ymv/6p/GFf9w1CYTQCbCjRdKsOygtvwdceA5T3/45Mr6TueIEggZyDJbpE5RQzEiSoiHAoD\nVFWJ8LJ1mkCry7x4ZnUJ9pxskw1FXj9yDq9uWI6XHyzHnlNt6L8VTOEnJuKhKol5q9r5+GxnQkUe\nAKBA36rLdkd2ylMVhp2bqyy7D2biRa3svtxUQERMZWpbemQqkhlzwZ0W4pjlVvHyg+U40dKDL31j\n7zaqMCYDG+aAx+HGjpi3aRE6uZi/H8CaVtHU3geXqsjmSuBczocCe8DJvIAKhHiEOHYp+n+dGswQ\n44cEcoYTT3hEK+oTJyqHLnxWLspDU3ufxdYtECUq8c4L67DFsI0TJ/vx89042dKjb7EnqriIlDEW\ncQzoE6yqhP1YVQV49M4FYNC9rU9f9ksh7FIZtqwqlt/9/nofgkENiiGOoxUKxSosNf9+926/nzqC\nEdMCcyocR6SwYdC7j352vhu1LT14uKIAqtKX0HmsINy5lCG8OBXnizkFb2PVQtRdvhH1Ni1CJxeL\na5TCUJo/W6bMcA48vHw+hgMh2TH0Zx+cGdcurKbB0tWRdgxSCwnkDCYRR4toRX32XOaCObMiIhhi\nAnU6xrryfGxdVYzGq334ytcnhTFJ48xFpEYwAIoCcA0y9+1S9yCyXQoa2vyWRZKZhysKAOi/qa2r\nirHVlHYTK7cx2m/Q6ff7y6dWxvwMlD+ZfhhjlwEMAAgBCHLOV6d3RJmHpRXw6SvQbIV2C+Zk41q/\n7iwQCPGo55wjDHhsxQI8UlFgsQQTUUJ7Cp65q5/9tvl1dD5NPPbmXS3XdXGsQN/B/bS5C0GNo+7y\nDdkkZqyINA1hK0g7Bqkn4wQyY2wHgBcBXDfu+gnn/LfpG1H6SMTRIlpRnz2X+WCDz/K6e2y92e2d\nfGRzEFWBW9UjkKrRKIQiyJmJyVFK35pj+uQpCkMSKai0C1phbB9rsRbtN5isIwt1AcsoHuGcd8d/\n2sxF7NRptpMq261gZfFcXEtGFJvQOPDHs50o8GSjsigPbx29KJs9Zbv1PGP7OMznibhN51N6EL+L\nYEif+xQGfHvpPMxyq3KhNBrQ0GUqiLZjn6tl0EPkL5vymwWqSjsGqSbjBLLBf+Wc/5d0DyLd2Ldr\n2nuHUd/qj5gMoxX12SfO9+p9UXuzb1lVjG7DS3FfXZvMQQ2GNDy3tlR23wP0hiRdAyP4tLmLxHKG\n4jTxRpuMRWe8eZ5si6A9YHhhR9tliNcoJFlHFuoCRkw11pXnw6Uq0rZLZUDNpkpUFHrwyTed0tFC\nMRqF5GSpuDkSinvcEAfeOdkWcf+IyUs3luh1KtCm82nysM99G6sWouY3jfJxDcCl7sGor3eaq1XG\n8MyaElwfGInYkWAAnq6mtLVUk6kCmUDkds3eU23YV3clIh800aK+p6uLI/I/7cV8djQOVBblWbbt\nfmFsk//Db8/irc9aIiqx1y72oq7Vn3CFNpEeFAZsfyDcohTQFz9iQba/3odgSK/GfmH9kphi1+k3\nmKwjSzRBTWkXkw4H8Hume5C9xTnfle4BZSrVZV48XV2MvUZBM6Dn9gOAoihgmgaXynCv4WaRiDiO\nRzy7RacCbcpHnlzsc58eUbZeEO12frHg0HcDG6/2oam9z3KtVgBkuRVUFeVROk2KyVSB/DeMsb8E\ncBrAf+CcR/jkMMa2A9gOAKWliXUZmorYt2s0zlHzYSMqCj1RIwd2MbHnZJsl6mD2TDQX80XjdVBs\njAAAIABJREFU0+YuaR3kUhU8XV2MqqI8vH38UlQRTOI48+Ec8OS4ZRoFADmpt/cOY6/RdVHjHLuP\nX4rpYhEN83ZvvMnbSVAnuk1MIjqlrOecX2WMFQD4A2PsG875MfMTZsr8mwhbVxXLhaW5riMYMgr4\nNI4rN4ZS8l5iWlUAmQ5nP6/sBdrfXjoPr25YHmEBSudLdFLx9zEHDZqvDSTc9CMawkpQwABsuGsB\n7i2Za2lXTek0qSMtApkxdgRAocNDPwXwPwD8HPpv6ecA/gnAj+xPNKIauwBg9erV01qOrSvPl+0o\nAT2CIGzX7JOeXUwAepWrSOQftUUdRNTuViB6eXVn/61wu8yghj0n22Lms8ZrSgEALoXJMRHpQWF6\npyf7xUAI0311V+RvTtM4/EOjFjGdKMnkQtoj0YmkXVCuZWrhnF81/tvFGHsfwFoAx2zPmTHzbzyi\n7ZTY6zpE0d54YQC+vWweNlYtdBRF9p0Y+3XCHjCh88VKsvOJuTGIuajSXCi546OmlBa4i86nLz90\nB6rLvHjjkwsR86R5DPT9jo20CGTO+YZEnscYexvAoQkeTsZTXebFzs1VqPmwUW6vfX6hG3WXb1hO\nXicxAVi9OYWfpvnYNZsqsa+uDY1X+6SJOVN0Cxm3yrBtTSmaO5ssaRhjbYkpmIni2GzfNBkUmirp\nnQhxYMdvGgHGInyxzb85TePIco99i3Y8ucWJ5DFT7nLqYIzNBqBwzgeMf/85gJ1pHlbG41QoJ0Sz\nNzfLkn86XlSF4dUNyy2/+5GAhoMNPjkOp50YMZbXjOsIEBkwIZKbT8xiWlw7FZNnvUsBCufMsrSW\nHisM4X4GT1frLkPR6j3Mhfa0CBo7GZdiwRhbyDnvMG4+BSB1M8sU5vn7SlFR6MHrR87h8wvdjidv\nNDGR7VYwGgj72QLAT94/AwY9v1hEIRhj2LCiAC8/dAcA6+qzotCDnR81RWzxmJ0TMpVl82fj/PXo\nBRGTRarFsVtlMYskvblZ6L45GnMxor8+nNNoLswTv7nxRiHG2j4dSCyPeTzHJyJYAOB9xhigXx/2\ncM5/l94hTQ2cdmJEdC8U4zxlALyzs7DAk42z1waiPk/wwvolAICrvcNQFQbNsN987/QVWV9iFuxm\nEccYswRMmC1gMp1JNG0ikflEHKu9d9jUGES/Dpq9roMa4Ou9lZoPwIBHVyyQUWMzTjnPFDQYPxkn\nkAH8J8bYvdB/a5cBvJTe4WQO1WVevLpheUwj+C2rIgvxzCcOADy364Ts4KMqDJqwi+Ecn3zTJU9A\ne0Sk5vFKPPd2rXzvh5fPxx++7pxUcZxMaoZLAV5YX46W7kF0DY6gb2h6df+L5yByrusmHr97obR5\nAwDGrPnhHLrQ1gwbv/dOX0EwpLeT3vviuojfwVhItljP6fWxXjPe4xNhOOctAO5J9zimEvWtfhxs\n8OnnjhaZtmDvIilQFYZVpXrx3o3BUdwYHIVqai3sBAPwqz9dxq8+v4Sgxi07eYEQl1FkM2axxGzF\nIUvyc8f12acKyaZ5xZpPLAsO6N8jbN9FLBbNnYWOvlvy+YnuvnIOeX2ONm7zWCloMH4yTiBzzn+Y\n7jFkMtFO3vpWP57bdQKBEIfb6IhmXjGL3NE3PrlgEVaaxi2iSdN41NVmdZkXe1+0iu1j569bVtCC\nHLcChTEMjo6/attMSONxI6eCWS4Vbx1ryejo9kTCOUfP4KjMF2fQ0zzM34jCgGdWl2DR3Bwcbe6S\n+eOjQc3xYjtWUiG003l8gnDCyQXInN4mOkfueKIKH/wvn6U+4/ZcN87bnAyWzL8NN26O4MZQwPH9\nOBB1u55Dt+gUwRFzWoW0C1UVaJqGkKY/v6V7ED/YXZvxW/DjLZpLNqJqn0/M729tJw1A43hubSm6\nHOzXnLhqiygnc33SePTrs338FDQYPxknkIn4OImBAw0+GaEYDXG8efQiPjPEq9l5or13GKoC6c/p\ndin40Z8txu7jl+LmmjpNUjWbKnG4sQP5s7Pw0VcdcvtuOEbR33hIplHJzRSL80zGpTJwjYMpDJzr\n4tilKrgVCIExBoVzKA7Rd4VBdnT65983Wx6bqQsLgkgUuwuQ8BT35mZZduqyXPocbBbI12+ORhzv\ncvfNMbeVB/R5/YDRFMocMa3ZVGkpIIuVqpdppKIIdzxpWOZFkKrolpfmonnOgaK5OagsysPHX3dO\naJ2JqiSeEkNBg/FDAnmaIJp8CC51D0Y4TwDhCfyxO+ejwJMtow2PVRY6rjbNUQiRq6wwPZe5otBj\nqaL++eYqHG7swPHz3THFlb4tBcyZ5Y4aKSESRwHwfSMK7M3NQlN7H64PjODjs52oMy7IDMC82Vm4\nZvudcKNhaW1Lj2UXQAHG3QqVIKY7lmZOpuKp2pYey0J+NKjh1KUbESlOdlJQy4X99T75nkIA2x1o\nNlYtxImLPQDnGb8Fn4p82rFEVEXqTOPVvnDjLE23vHxh/RK8/VkLNK4HJ7y5WdjxUdOEF2EHQhxv\nHb2IlxzykInUQwJ5mjDPk225vWTebPj8QxENQER3vHtL5lomTKfVpnnlrphaWwov5m1rSiwi3D80\nKnOkRwNa1MlCFDKU3J6L3qG+SXV2SAVP3luEulY/rvqH0zqGQ0bEnjF9gVRlLriENZeRAxHiGNAj\nzeKiYc6TVFU2OR+EIKYw0RwjvrjSG/HcZBpDjIegcf5Hi5jWt/qx81ATNGNXqWZTZVJia7I9lFNV\nhGsvXIz1Gepb/Xju7VrHdBaNcwyMBPV0laAGMIbG9r6UOFUkwu+/7sSx89czPi1mOkACeQridHJv\nXVWM/aevyBzkRyoKMN+TjW4jkmgWS4wxXLW1rXY6pnnlznlkrrK5l7zGgYHhgOWCMTAcwC5jlW2H\nA/jK1weXqldhxyLLocAlnRy/0I0eh+1RM+M1hY/FikIPfnj/Yqxdko+ffXAGIa5PmkfOdurpFQke\nR1xEvblZqG3pwcMVBbLoMlYuOkEQYezCy5xakQ4404u0txiRbLsItBTtgcvOf4kQLd0hWdGczPNT\nnU+bSMpGbUsPAjbBqxgxA5eqoPFqHwJGak0opEkLtslyLx0NZHZazHSBBPIUI9rJXV3mxd7t9+NA\ngw/dAyPY8VGT9LZ98YFy7D5+CSFNjxgwcLx7qg0HG3yymYhTg5Evr/Ra7Gs236NHLUWucoEtar3r\nsxZc7B6UqRu1LT0xtxP1yYVjnicL3QPOk7RLybxc2O444hgA5t2W5ZhjmCi3ZalRc6jPXhvAD3bX\n4sFl8y0Tsn1yVhWrpZNgacFt2HBnATw5bkvqjEtV4Fb110Tr0kUQRHTsqRXpgHPgzaMX8UhFAQC9\ni5tZXI4nIhvNaz/ZxhrJ5hSnMp82VsqGOaXQ7VJkVDhLZdjxRBWa2vvw3ukr+MoXbvfMjAXJuc4B\nmdI20bAkcpGJsUMCeYoRLx/rYIMvoqLak+PGvpfuR21LD672DuNdo4WweYIzH/NAgw8HG3wR3fWG\nRkPYtqYEHHrEutnm2alxyCre9+p92PF4JVSVRfSgt7wGkOLYKeo6JycLvUlEODKF8YhjIFxgyKDb\nAtm9NEcDGjr7Y/trLsnPxX3l+egaGMERIzKsMOCpby2yuJqI7z4U0vDs2lIUGbnMsVqXUqtagohk\nXXl+xJynMOCJe4osRcwTzR++7oxwVMgyWTe+88I66bBhZ8/JNhxu7EDlwjnw5Lgt57iTuE42Rzjd\nHr3e3CwoxnaoeYFgF+47Hq9EU3sfugZGUODJRkWhB/6hUQQM32lBUAP+dm8D3KoyaZ/h0TsLaN6d\nBEggTzFirf6dKqpVVcHVXj1X9pVHlsrCA/vrs1x6MxHGGLoHRhzzqT7+pgvcaE+6dVUxmtr7Ip4j\nCAQ1NLX36RORMaLF+bko8GSjvtVviUwLnC4dNwannjhOBrcCxDL84IhiNM+AbWtK0dR+Jmphz4Xr\ng2i9MYT/+4kqfHb+uuNvxv57EkWbZuE8EtAXTU6NB6hLE0GEqS7z4vurS2RRNKAHDpYt8ODF9bPw\n5rGWtI1tNKhh50dNqHm8EoAeTBk1AiLiHN5zsg0/ef8MAOCz892ypbF5pzJeW+14kc2JbOwTb+Eu\n2myHDN93c/61WbiPBjQcbuzAxqqFOGAECg40+FCzqRKKw86c3bptIhCLGbfKonohE6mFBPIUwz5B\nAZDb4JaKaoXh4YoCfNrcZUmniDbB1Wyq1NsKc45Pm7vgUhUEQ2GvR5Xpechi1S+M8aPhdimyO5vg\ncs8Qli/wQO/dRgCxxXEsNA609Qzi0TsXoOX6TbhVBee6bkZM3IEQx766NmnzJPKNAcS84K0rz4dL\n0XO/OfTKeNHaNN0RIILIZLauKsavjYY7goHhAN4+finiuYvmzsLArSD6b01OE6MvfX14+n/8CUXe\nHLlDaM5nPdzYYXm+mMNrW3rwh6Zr+F3TNXy3shA//t4K+Zxkc4QnyqM33sK9vtWPmg8bpdWlxvX8\na7tftCgw//xCN05c7IFmXPeEaBbNXSabx+5agHtK5tKu3SRCAnkKIoSN04Rgbzd55GxnhJAxr5jF\n8fxDo3IiCGkc29aGbcOEsDK3pO4aGJETDQNwd3Eetq0pRWN7n+zkBwDvnmqz5CF/5euVwosYH05N\nUFSjUMR8/5e+PjR3NqFmU2VE2gQAeXGwC+dnjEiYKEQRvx9q7UwQ0aku82Lb6hK8Y0SRFQacaOlx\nTK+oLMrDH5u7JnV8HLA48GjQ0w4A3f7ts/Pd8jFhC3q+c0B25BRRcLs1aDKibSI8euMt3Gtt3wFj\nzOJXrTLgxQfK0dTRLz2iYTh9cM6hATh+vhuKMvkOPwoDWbulARLIUxinCeGVR5bGbTfpJKztomer\nqVW1GbE9dfTcdbiUcEGX2LYzm9EfbPChYoEHZ025yp39I3C7FCwtmD1ptkfTFaclhsaBDXctwB9t\nziWBoB79MP9eDjb4cMCUs64wWCIvW1YV44BDOk4qIkCUw0xMZ+znTsGcWQCsKWkKA5ra+2LWaEwW\nnzZ3yUCIqug2nAoDnltbii2rivEffv2F5fkffHEV/3rismyesXNzFZ6/rzQ9gzeQucXQ0yfabU5N\n68rzLYV3DPpuqQjWhDjw9mct+PmTK6VVKVMYFs3NQeuNIQDConTyv6/tD5TTPJkGSCBPYeJF8qIJ\nGUuuVVDD60fO4dUNy+OKnsb2PumFbC7oEu8rRLdLVRAy2pkCelRzvicbnf0j4bQLzqO6LEx3xMJi\nLJ98acFtWJg3C209Q3LSNsMBPFJRgEcqCvCasZgBdEeLjVULUXf5hvy9dA2MWAo6xTaiOfKyZVWx\n3BFI1EM0HpTDTEx3nFLhjjZ3IRDiuh0Y9PNtMnJXE+GIqajPPB9w6J/lu5WFlvzp0ttz0XnZL5tn\n1HzYiIpCT8rmiGQR3s4hTf/7cgB7T7VZ8qury7x4aPn88OfkiCh01rge5KnZVKlbaGrccZ6dbH71\n+SU8VllI8+QkQwJ5CpNIJM9pK0sIayGSPzvfjZOXbmDvi+tkaoZ4raC+1Y/99T45eaoKs4gmc1GX\nvcAvxIFHVyzAe4ZPM4deQJYoCgNmuVUMTZPW0X92Rz7OdQ5glluFS2G4eH0wYbH8o28vAQBZSGOH\nAdLXlPNwCswzq0vw/H2lqCj0yJSKHR81Rbyv2G61i1iRMpMKcZtIDjNFmImpjn3u3btddxL68kov\nfm9zmEg30UohTl26gfpWv8w5FjnIj1UWYttbJyz5vOI8TmaOSNV5bi5Q1zigGdcZ8/xS3+rH0XPX\n5WuYwlAwZxZUpV8GEhSmz3+fNndNmqdxIgRC5EufDkggT3HGksslhPXOj5rwpU/f9hsNanjr6EUc\nO3/dcWKrbelBMCS2pnTBBejC2JubhfbeYUtk1Dy5qAyYk+1KeitRMfm+RRPHc3Pc6B2eWu2qj5lz\n/FjsgsUsl4If/dliNHX0Y2PVQjx/Xyk2/PNRy3Pm5rjRfysAjesLF5FPKLYbzQJX/F7e+OSC/D7N\nKEwX2NFEbCoK9OLtfFCEmZiOiHMv2uI2E7nQdRPP7jqBhysKUODJxj99/155Lu7cXCULu7NM53Gi\nc0Qqz3NvbpbFGcmtMmia1cbNfA0DgGCI4w9fd0KB3nzpXNdNcM71HgKT1BUvURgQkTJCTDwkkKcw\n0VbfiazKq8u8qFyUJwUyoG83RZvYLA4Zqr49b27FKYo5Hl2hO2eI7niKUfiw+/glRyEYq+Nc+fzb\ncOn6TcTS1VNBHJs7ENpxut+lMjxqdELcYssFr2/146Itd7v/VkAeJ6hx1PymEcz4t8KAuxfl4UCD\nTz5fRJBdqiK7QYXf22r9Zxex68rz5etUdWwFevF2Psglg5iOiHm5qigvo7qDMuP/os1RAUNIAsCv\nT1/Bu9vvB6AvpHdurpJ1J83XBvD6kXOoXDgnoSJe83nuZCUZrxW0+XH/0Ki8ljAAD1cU4N6SuZbi\nY7lzarhUCDQA3xh1MhyRO6CZgAbgnZPWlBFi4iGBPEWJ1fIz3qrcPlGL9tTb1pSiubPJcWITokbY\nu4nGEwIOIBjUcCsQkttVDMCGFQvQ1NFvrR6GblnzcEUBGtv7cKFzABe6buLGkFXsls+bHSEGU0Es\nwZry90JybacVBux8IrLgRXxnX17pjUyLsN1hjtRrHDh12Y9Tl/34dV0bFEW371MUPcJifikD8HR1\nWJBHFbHijzeOP2KsnQ9yySCmGxFNKJ6owq5jF3G5J/35rZvvLcKhr9oRTOB0DoS4405j87UBi3/y\nyw+WRzQZAazC1m4lua/uCqqK8lBR6MFzb9fK8180NxGvF9egoMYtReZuNXysP37ThZFACMcvdINz\n3cu5ZlMltqwqRtPVPktgCJg6tqPUYnpyIYE8RRnrFrjTRC0iANVlXpmj6rRyF8cPRikwU2yFYKrC\n8Om56xEr8s33FuGH9y/GW0cvShs6Ow8um4eXHrrDUmUMhCPVpbfnjtkFY7LEMaBPvMm8H+d6Qca+\nujbcX54f0Q6asbFbDAU1AJr+XWi26JVoCLDVSMUAnEWs+fsPaROTFzdRPqkEkS7s0dKm9j5sf/CO\ntKdbuFSG2dmupPJtW67flMW9IwENf7f/S9wcsfo4N3X04//76/sAWNs3220mnzHZ4YU0jtc+bER1\n6Vx5zRg13HYA4K2jF/GxgzuPcG+yH8ucynYroOG1D85kVF7xWFCoxfSkQgJ5ihItyhYv+mYX0P6h\nUdl2GIif02xu06koAIceiTRb/QiR3d47jL2n2iKO8dGX7fi3Mx0IxNhi7BsOoLrMi73b78dbRy+i\n5fpN3D47C3NzszDPk42qojzU/KZxzBZJyUR1JxMOSOEvohzmsSrg0usYGNtnsH92VWHYtqYkqrWf\nmcmK7k6ETypBpAuRmiQKyd47fQVbthfjl0+txL66NmS5FCxf4IEn2zWp3fZCIY7Gq31wKSyihbIT\nDECLqag4WsH1xqqFAKwBGYWFa1SEsN2yqhjv1l2RO4whjeOUrQmHPZ3PPBYxB9W3+nG+cwCxyJCM\nlqSYd1sWegZHAaO+ZOfmKpoXJxESyFOUaFG2aPfbuwWNReCY23QqDHj0Tj1NwhyBFmMQ6R776q5A\ns4VQQ1yfmGPR1N6HPSfb0NTehz9+06lHP00TsUvR37+le3BMkeRMmitVBeAaABaZLgFYx6ooDC98\newmaOvqRPztLmvebYdAjQ5qmN34x5xcqAMrnz8alnqGIhU0iUHSXIJKnusyLp6uLsVc03jF2X155\nZKll1675WmyRl2o4gK98fXC7FKxZPDdCnJoRRdOxMnQX5+di+4N3yPnEHJDhnMt2yaKYuLalB8sL\nbrN45ZtRGVDgybZ0ZBVjeXZtqdzx2rbrREb4Saeav6gsxJZVxTTfpgnGJ3O/eYJYvXo1P336dLqH\nkbHY0ypE2+FETjizsDa36QTC2/Lmjmz2YwpRbX6dygCw2B7ICiB73sf6hQpT+4lCYcDqMi+6BkYs\n+YKL5s7C4Eho3EWCLz9YLjtSeXOz4kbFFab7KIv8u7+6fzFOtPTg645+XfCqCp6uLpYXDvPWpiis\nA+cIhJIXx0RqYYzVc85Xp3sc44Xm38QQ87A4D5+uLkZVUR52HmrCSECDwoDcbBcGJqntdLIUz52F\nq723Ys7HT95bhNef/Za8Xd/qdxSvCoOsg2BRrgWqwvDzzVUyJ9kcQXapDPu23y8def7zvzeP+/Nl\nGlm2/GsidSQ691IEeQYQL60C0IXs4cYOaSUGWIU1EJlLK7bKREc2pxbG68rz8cL6Jfhd0zWU3p6L\nP13U232qit70wpvrxpe+PoRCYfEWNG23xVu+TaQ4BvSIbn1bb8QEHs3g/7ZsFTdHEvdrHhgJWhYW\nFYUevHX0onQUsUdWNA65FToS0PC7pmvY/uAdjrnj9a16NKii0COjvld7h/X239AjOsIz2Y69Spx8\niQlifNgLnd891QaFsfB8x5Gx4hgAfKY5T2XA4/cU4eNvuixjFjtarz/7LdS3+nGgwQfNQfwKr2IA\nUYs0tq0pkdeivS9abUm5xnGgwScDABOVMqcgdsQ8pe/FgJWL8mTtCc216YcE8gwgXt7onpNtlgpk\nAHj+vlKLsBYYwV+J26VIaxwhwA80+HDQEMyMhUXs5Z4hOZEFQxwXum4iS2X4kZEyIPLW7BFn8b7p\n2utIptufEMfi7xTvpfvq2qBxa4vnXX+pL2zrW/14bteJCDsoETXn0P+mP3n/DH751ErLosfJzeSV\nR5Ziz8k2mUNubz9u7vpl33GwF9fQxE0QyWMudBZpB1ORwrk5OHSmw3G364Mv2tHeO4yGNj8SdUxz\nmt99N4bwxicXpFCsebwSz+06gUCIgzFgf71Pd+RhDLlZKgYnoJHUZBq+ca6nuzR3DtAcmyGQQM4g\nJipKFy9v9HBjR8Tt5+8rxbryfCiMyRxiBuDu4jyc7eiXW/Q1mypRUejBwQafFOAMYcFsn/XsFmuj\nIY63j18C5xx1l29gy6riiJxlRB5mUlESELpOrF86z1JJ7YS4gASCGt48ehFd/bdQMGcWXn7oDlmk\n+PqRczh+vhvcGMu2NaX4/EK3JeVDfGcCJzcTANh5qAka51AUhr+6fzFqW3rQfG3AIoC3rCq2vPZw\nY0e4S2Ig3JqcJnCCSB5zwIKZIshTiav+4ZiPx8pldsLJdvLY+W4cO98NhQHbHygHAARMjahEMw+N\ncwSnQZdV8dlHyMotYyCBnCFMdPewWK4AG6sWysixuC1eI7slaRxZbgWVi/Jw5mqfZYveLMC9uVn4\npLkLjDEwHpkisX7pPHxmeFMKRIQ2ENTQPTASIcrdKtML+0wXkrWLvRgJamhs748b4R1v9Fnj+hhy\n3Cr6E9wCdVgbxOUPsv2sXpj465f+TG/osnAOPr/QDRiR5i2rilFZlGexiBLfmcBp18C6I8Cx+/gl\nXSzbqssZrE1ChHWfMNj//EI36i7foCgHQYwB+3wpcpCnnkxOHSXeHNwKhHCtfyTiMY0jwtljCq4p\nEoYDshsqkV5IIGcIk9U9zClKLSKP9hxk8Zg5vxUA9p++IiPI4j5xLHNKgMIAZqt6NkwVLBeDLJci\nc5A/be6yNBpRFYYdT1QBgBTqLpeCL670Sps4kfERLaXBZTRDGQ+hEMeShbPxdUe/3FaMdUSXAuTP\njj7J5bgUDJu6EM73ZFsuDiENONjgQ/O1AcvF4btGQd+68nz88qmVjt8Z4Lxr0HxtIGzRx8wFkPp3\nyble5MeBiELOikIPXj9yDp9f6KYOdwSRIkR9gHmXaCaSCQ1TMgUGRK0NISYXEsgZwmT4y8aKUj9/\nX2lUNwNz9Lm+1W8kIXNrMjJ0kW8WopzrHfP++E0XNK67LmysWog/Xeyx5FmsW3I7OIBZbhUfnw13\n6DNHqc12SF9c6TVFW8MwAHct9ODrjnBhm2LYBEUrqlMQP9rLoIv8M1f75EeOdyF79M4FOPRVR9TH\nh03JeW6V4cl7F0VESTgi019+86VeBCO+P/E3qW/1OzZ2MX9v5vSKF9Yvwb+euCx/b8INo6m9D++e\naov4fVSXefHqhuWyCcxYf6NU7EfMdJzmYXFuTZdI8u2z3RgNaLg5DVIfJpLbc90RHWSz3dQ9NFMg\ngZwhTIa/bLQodTKipbalB8GQPomHQtYoorndJ6DnlT1cUYCXHrrDcvx/+ficJVr62fluMAa4VEW3\nMAtxaNDFrVmIiff55z+ccxybwhgWeXMtAplzYDgQvdSCKcDKojwsmTc7wlOYAXjpwXI0dfTLyGms\nqxdjwoNYQWf/rYSK+xiAZ1aX4MffW4Fr/bcsY6gqykNVUZ4l/YXz2O4h0b4/83fPwOHJcUds894y\n/Z2cIsTj/Y1OdBoRQUwFnObhdeX52LKqGN0DI/j4m84Jd+eZaG4Mjs/+cqZgF8dL58/GPz59D82L\nGQIJ5AxioruHOUWpkxUtsSLdoqjszaMX8cdvusA5x46PmqQvrziuPVqqR4p1wf3s2lJwAN0DI5jn\nyba8rr7Vj50fNTkKTwZgVelcfNLcZbmfA7gxGH27KqTpHevOXO2LeOylB8vx4++tkAsIe3tmOwqA\n76xYgE+bu/CVry+hSJCi6P+tb/Vj2QKPLAhUGCx2fIcbO5A/OwuHvupAyPAOvT4wknBajuyAiLB7\nhfi9vfHJBYzYFhHm9BkzTr/RRBdYk5VGRBCZjH0OHRgOYNtbJ2Q9wBQ1tiBSwH20s5ZRpEUgM8ae\nAbADwAoAaznnp02P/T2AvwYQAvC3nPN/T8cYpyNOEcA3PrmQlGiJF0WsLvPi3pK5+Phsp+56ENSw\n92QbDjb4pD+yJ8eNJ+8twhdXei3eyIwxeLJd+NcTl6VgFw0v9pxsw2tGFz8nGAPqLvstorRwTjY6\n+0cSEqpOh919/BIeqyxEdZkXZbfnOrZUNedThzjQcv2m9CkWCSix3j+k6Z9tX90VbLpvnVSCAAAg\nAElEQVR7oRSxWabFh8gD/8HuWotH9KfNXXCpev52rJQHcwdE4Txi/t7WledDVcLV9CKqnchEncwC\na7LaVBNEJmMv0jPbWnKun6NOTj7E9EN0PQ2G9MDFFuN6R2QG6YogNwLYAuAt852MsbsAPAugEkAR\ngCOMseWcc0pkShH2COBYREu8SLc4psinEykBZn9k4a+746Mmi+jbffySLB4bDeqWYhurFkqBFw27\nV3O2W3HM603G0ULjXNqgtXRbxbEi7OpsB7zYPShvJmoPxwEENS7TK1wOIlZEX82vCWkc31lRgOFA\nCBurFjp+J/WtfssFWHNoDmJxKzFyxROdqJOJClObaoKw0tjeZ5nXRHfLX31+CRe6bqZxZMRksGax\nF3+3cQXNiRlKWgQy5/wsADBbkReAzQDe5ZyPALjEGLsAYC2AE5M7wplDLNEyloKq+lY/Djb48MCy\n+WCAdKVwuxR0D4xI0RwIathX1+Yo+kQERePA8fPdOHGxJyGvUAY9Z/mh5fNR4MlG/4jVku2BZfOQ\n41bxe4cCP/MxFMPRIculyAiP+e0XzZ2FdtFy1TYsc+CnusyLhrbeiLHHE85OHe7EokNYrTEAYAx/\n/EaP1NddvoGKQk/E91Tb0mO5ACvMOXXC7laS6Ped7AJrotOICCLTMe+6uFQFbiOCqJhav1cUevCs\n0RSDmL4sW+ABgIjOtkRmkGk5yIsA1Jpu+4z7ImCMbQewHQBKS53dF4jEiJZXmmxBVX2rH8+9HW5N\nnaXqFm3+oVEMDAf0hiDGc1WFoWDOLADW3F8RQTnc2CFtj0Ial6KSMWBNmRdf+PoQCIYrvlWm5/8+\nXFEgfUXtbKxaiIpCD/7Y3KVfkBhQscBjaee8ZrEXSxd4ZA50Y3ufZbtTYUBH3y35vi5VDyWHNP0x\n8/Xs9GU/1i+bh89s9k2xdk8VwFFomhcyA8MB7D5+ySK8o0VvvblZlvd+Yf2SqJHmsUQxKCpMEMlh\n3nURdRdFc3Ms5091mRfvbr9fT0072ZbmERMTxd5TbThgpB/S3Jl5TJhAZowdAVDo8NBPOecfjvf4\nnPNdAHYBwOrVq2mZnWLGUlBV29KDgCkiHAhx6aW77a0TlkjmM6tLsGVVMT4xxCqgi1wRQQHCba9F\nER+M/z75rWI8+a1ivPbBGSlINQ4cO38d8z3ZUa2Smtr7UFHokQfTOHCu66Zs3awqDF9c6ZW5zIrZ\nWcPIkeZGZBvQo7jbjM9R29KD9t5hy8VMAxw76dnH5lYZnlldgqqiPDS29yFiXwVWAVvb0mMR7SJy\nLoouzWLVPzQqs0AU6PnfTscej7sERYUJInHsuy5bTIXIZsR55cl2RaSKEdMDKljObCZMIHPON4zh\nZVcBlJhuFxv3EZPMWHKT15Xnw+1SZATZrTJHQedSmLwo7DOiJBywOFaYhZ2df/n4HFYWz7VEa0Xa\nBgeiJhqfNNotmy2URHQaADRNt5cTL9U4EAxpeG6tLtgbr/bhS1844q0oDBxAsxGBrizKgzvJpiRL\nC27DP269G9VlXuw52YZf111BSOOWqIJdwNZsqtTTLYy/c/m82fjRer0Vq13orivPR7ZbT81QFObY\noYncJQhi8khm16W+1Q9Pjhv3FufhC19f1OcRUxO7lSmRWWRaisVvAOxhjP0z9CK9ZQBOpXdIM5Nk\nJ3HxvL0vrnMUvELQKUxPoTAfz769WN/qx9XeYbhdCoIhDeDWbnzX+kfQacsjFlHUqqI8KNAtUOxc\nuD6Iyz2DYMya5iAiwk6yVuOwOGuI99JFNcceU8Q4y6WAO+RPKMzo8qdFvsfaJbdLEWwuphsNhIWq\nXcD6h0ZRs6lSRtAvXB+Udnp2ofvKI0tRs6lSFuDtPNQUkatM7hIEMbkkYpco3GcSqb8gpgYK0wMa\n5fNvQ/m82Wjq6EflwjmoNYI3FJjILNJl8/YUgP8OYD6Af2OMfcE5/wvOeRNj7NcAvgYQBPAKOVik\nD/sk7pSn6rQ9/4unVkYcxyy2AeCNTy7Am5uFHR81SWG290XdBk4cT1GY7GJnL2wzXzLcKsMjFQWY\n58lGU3ts/+GQBqxe7EXdZb/j4wxAWX4uWnuGZFpCU0e/FJ4KA7691LnYbzSoWdIj7inOw7Y1pWhs\n78O+uivgtpFlqUza2Nmj7IrhQywWC3Y7N/354WMFjPd2Err+oVFZ9DgRDUAIghgfTrtEJI6nH5oR\n0Gi7MYRPzzEEgho+O98NhYGaJ2Ug6XKxeB/A+1Ee+wWAX0zuiIh4RMtTjbU9bxfU9nQBxpjMSx41\nOsMVzc2Rx+NGqoJwi7BHfhmA9cvmYWPVQuw81KRXhStMikmmMCzOn41L3TdlWoVbdU4zEGS7FWx/\n8A7sPBQW7hurFlpaLL+6YTkONPgiXssAqEZFOqCnZGxbAyyam2OJLKsMeHZtqSX3ULpUmKLsQHix\n4FKY5TXN1wYsfw+Ryyjyoc1CN5EIMeURE0T6sM+jhxs7yAt5GjMa4mCmkAmlt2UmmZZiQWQo0YRw\nNPGViKC22zl0Dejtp0W7aaYwMHBomh5FZhwyXxjQC+hKbs9FY3ufPGYwxLGyeA4K5szC0XPX0XL9\nJlyqgu/cOV925nMSt4B+7JpNlY6WZ/bbzSbnCwkDHqkowB+MyHKIAzUfNmLn5qoI8SsKEQXxmriE\nNI6iuTlykbHjoyYZQVYYsOPxsG+yU/MWihATROZin0fFojxawTExtREpgcGgJndIKb0t8yCBTCRE\nNCEcTXwlIqhVVYGmaYaDBHD03HUEQxpUhRnRUQ5VVVBZ5MGZq316igOAbWtLwQC8d/oK3j3VFnaa\nCOlFdl/5+sBYHzg3vJVDGu4pmWvxmvx1XRuCkU5w0n/YHlE13xa5gXY4NzojmbrSicYc9r+RU7qK\n+T2ipVaIv63ZLYRzRPgm26EIMUFkLk7zaEWhBwcbfHjv9BU5t5lZu9iLU1FSxYjMxpvrxv/5F3fC\nPzQKb26WdHuiOTqzIIFMJMyWVcVgxn+jiUdBooIagLRI23uqLSK1IhTSULUoD82dA1JUC4Iat3iJ\ntt0Ykt7J3BRdta/Mq8u82PfSn+FAgw8XOgdwutUPzvWItJNVmkBvCd2GM76+iIuVoLP/Fl5YvwS7\nj1+SXenMxznY4MNbRy/i0+YuBDXumHdmaSRgSq0A9NztgeGAJb2CAzHTRgiCyHyiLcpF2tTR5i6L\nIM6jcz7jEV1dv1tZKDulAsCNoQB2HmqinOMMhwQyERezYFMYQ2VRXtyTOta2vtOFoL7VjwMNvrAI\n5lx24BO5tSKa8u6pNkuusbmHvbnrHoNeUPfqhuWOaQfifZ8THas4R/O1AZnPbBave0624Sfvn4n7\nt/rK14fmzgG8sH4Jmjr6ZQtoexMVgVPemaWRgJFaAYTzke11OwriR5CdGGtzEIIgJh7z+fnKI0vh\nzc1CfasfIa4X+PaN4ZwnJpc7Cz0IaByDoyG8/GA5ftd0DZd7hgBQzvFUgAQyEYFdOJkFm8Y5aj5s\ndGxrbCeZbf3qMi9qNlXicGMHNlYtBAD5b3GMAw0+BEJcdtfbtrYEi2wWcTs3V+FnH5yBxvWCOSdx\nbKa2RRfU4piHGzscU0MON3ZEPYbKgCXzb8PFrpvg0C3aRARZtIC2p0UA1gYfZpyi75bcbdsxstzJ\n566NtzkIQRATh5Orxc5DTeDQU7h+9O0l2EXNQzIe0aX1QtdNfKIAOzevtBSAU85xZkMCmbDgJJzW\nledDYUxWVWsaH/fK1y7C61v9MnJ7sqUHYAzBkCYFJgDsr/dZWlVvjdKBSojIYEiPCMcap1NxzMlL\nN2QkW0xglQvnyM5+APDYXQtwx7zZ2H38EkIaR9uNIbhV3ZWDGX8rs8j25mZBUcKuHS6V4furSxw/\nQ7Touyj0E7nYLpeCp6uLo/4dYhEtR5yiygSRfpxcLcRtBo6mjv6oaV5EZhLU4FiPQmQuJJAJC07C\n6ZVHlmLn5iq92YTGxxSxNOMkwi3vG+KAYYEjxgDoXe0APWr6zOoSx8nFHuk93NgR4Rhhxi5Gm68N\nIGS8j8b1jnbN1wbwrycug0G3mtv+QDl+/L0VeOOTCwgZ0edgUMNz95WiaG4OvLlZliiBuK1pHCoD\nvrNiAV566I6Yk6NTGooYZ6yijkQFrlOUmqLKBJEZRHO1CAT1IuYctwqXAsdCYyIzcSmwWJ4SmQ8J\nZMJCtOI6s/WZNzcrbuefWELNSYSbfYAZ9EYZmpGDLMZgHpfIObazsWqhJdIr0jUSEY7N1wZQ82Gj\nbGEdDHHsPdkmC+JE45CBkaAslpM+ltA77gFARaHHki7iHxrFqNEGW+PAPE/2mIRtvIk1GYEbz1aO\n8uMIIn1Ec7U40ODD/nofjpztBGMMuVkKhkapl1amUnZ7LkaCIZTcnosfb1xB8+kUgwQyYSFecR2A\nmCJMFNvtr/chGNJdGJ5ZXeLYFMMswkUOcs2HjQhpHCr0SOs8T3bccZnf+9PmLjDAyNXT7//p+2ew\nz7BKUhWGnxs+xPWt/rCNkrRlsx7T7oihqop8vsKYfC8GyLxjl9FbWqSI1GyqhEthGDXyp/fX+2Ra\nhPh7vXf6CgK28SVLrKYtTtgFN7WcJojMwWkXqbalB8FQ2EeexHFm03pjCAoDeocD6R4KMQZIIBMR\nxIpUxuuc94PdtRZz+9EQx56TbTjQ4JNiOprYFS2ROXQLtz9+0wWNcxy0vdYJ4UYxGgor3JCGiHat\nIY3jNcPDeOehpphG/EL8in9/e+k8lNyei3eFHR0Pu2UoDDLdwp4i4h8axTOrS7DnZJu0rhMRePvf\nK6RxvPbBGUsR5HjSJpJ5PTUUIYjMRpzjtwKUWzFVoB25qQsJ5GnMRBRcxYoyCvFsF5zmXGKnphhO\nxxZtqO15yE6fp77Vj9ePnLOIY0HIHhKGXmQoil5idalas9iLhrZemXf96oblaL42IKPMltcyBrei\nv59qRJDtDT6EjZ3dmcI+hhAHXj9yDq9uWA4gdsTejJPATTavmPLjCCJzEef4W0cv4vdGx06BeUFP\nZA7UJW/qQgJ5mjJRBVexooyWLnkKw8MVBfj03PUIoZjIsZ0K3cxezDtNaRLifjuMRaZMAIgoehH5\nznZ9vWyBB09+q9hiNxetTbWmcTxrFOmZG6CY/0bxnCnMfH6hG3WXb2DrquJxpU0km3ZBEERmU13m\nxa6/XI1/+O1Z7PqsBZzrzSj+6v7FeMu4TaQfBt3t6J6SubQjN0UhgTxNmUhhFC3KGC2CmUwU23xs\nURRo9wE2ezGb71cYUD5vNi51DyLEw+JYTFTzPNmWToDm4wOQucDBkF4cWFmUJ63nhN0cizJuUTjo\n1ADljU8uOFYv2xcETe19aLzaJ9tqB4zo8njygimvmEgWxth3Afw3ACqA3Zzzf0jzkGY8TvPoj7+3\nAqX5s3G4sQOVC+fAk+PGSw+UY9dnLY6BAWLyEB304rkVEZkNCeRpSrqEkZMIHOsEYX+tkxez/XOu\nLc9HS/egfE2sicpprFuNjn0cQFN7nxTfIwENBxt82LKqGO/Vi45/DI9WFGC+JztCHAOJRfHtYxCv\nEZ9n6yrd53isqTKUV0wkA2NMBfAGgMcA+ADUMcZ+wzn/Or0jm7lEm0eEd/xIQJPOPS4F2LBiATiA\nvqFRS2tqYuJQGLDa+E40rvv012yqpPl2ikMCeZqSCcIoVTnQ4jib7l6I33zZDs7D3ePsnxMADoqW\n1YaDRmVRXlxbOjMHGnwYDeoOHKrCoBnuE++dvoItq4qx98XE/q5jieLbo8rmVrNjhfKKiSRYC+AC\n57wFABhj7wLYDIAEcpqINo/UtvREFBkHNeD3X3dilpFyQQJ54rktW8X/dl8ZPDlunG71G85HHH5T\nK3BqwDQ1IYE8jUmnMEpVDrTdGYMhcnVu/5x2wRxvHObJy3wxCmkcVYvy8JWvT7aiFo1TEvksY43i\nJ2KnRxATxCIAV0y3fQDusz+JMbYdwHYAKC1N3pKQSJxo88i68nyoCrO49AgCQQ0ffHF1soc6I7k5\nEsKbx1qwdrEXLqNbqt1FiObyqQkJZGJCSFUO9MEGnyVK4rQ6t2MWzPGaX9gnr5pNlZaL0bY1pWju\nbEpY5NojBWON4lNxHZHJcM53AdgFAKtXr6aM1wkk2jxSXebFzs1V+NkHZyw5xwyQhc3X+kfSM+gZ\nyKnLfmS5FGxbWyJ97gGay6cyJJCJCSEVOdD1rX68d/qKZQsxWcuceOM4YBLgwrPYqYOV/eLktGUW\nK1KQTIpHIuMmiAniKoAS0+1i4z4ijUTbDXz+vlI0tvdhz8k2ALo4Xr9sHl7dsBwHGnw4e21gkkc6\nswkGNSyam0MNmKYJJJCJCSHR6Gm8ltRi+5AB2HDXAtyboGWO+bjRxlHf6sf+ep8U4KrCorpNxIo6\nCyHsFCkAxpYqkQk55MSMpA7AMsbYEujC+FkAz6d3SEQsRGGxEGCvblgu54u9RnMiYnJQjGuIGZrL\npy4kkIkJI14OdLzcLPvK++UELXOc0iacEG1bAV2AP7O6JKHjR9syc4oU2J97sMGX8ERJxXXEZMM5\nDzLG/gbAv0O3efsV57wpzcMiYhArBeOlB8vx5rGWNI9wZqAwYOfmqqgWqDSXTz1IIBNpI15u1lhX\n3ubjjgY01HzYCI3zCBFub2wC6OI63vusK8+HS2EIhLiMOscar3wPVdF9lrXIsRBEpsA5/y2A36Z7\nHETiRBNgj1UWYtexFlBj6tRj7lzIADy7thTP30cFq9MJJd0DIDIP0dyivnViLYKEQFVj5BVXl3kT\ndo1wOq6i6N7J9rQHcex3XliHbWtLAcaw91QbfrC7NrHPzZj1v1HGK97j//jzCjxdXYyg5jwWgiCI\nVFLf6sfrR85FpFgoDDIgQIydNYu9mOXWrzPZbt2znpheUASZsDCZljQTlZtl9xI2t6x2yg8TqRaJ\nVhmL54vCvgMNvpjPF9Gd+la/JVfQm5tl6bJHEASRCvacbEPNh42WGg5VYXhh/RIMjATx3ukrCKV3\niFOaLJeCv9u4AgAot3gaQwKZsDDZljQTlZtlPq7dhcJeGJhslbFIsRg1Gojsr/dZbH1ijcku3Mkb\nkyCIVFLf6o8Qx8LZorrMizc+ueDonUwkxp/ftcDSmZXm7ekLCWTCwnS0pDGL5WgR8mQi2dVlXjyz\nugR7jApxUXxnd7pwOp4YSzx/ZoIgiLFQ29IDjYcFsKowi7OFmONvBSgzORHMucYAMBwI0Vw9QyCB\nTFiY7pY00SLkyUayK4vyoBhdk8xtqEWEOl6aSqYtRKgVKkFMD8TcMhrUoDDm6Kxw96I8akOdAEvn\nz0bR3BwcO98t78txqwkVcxNTHxLIRATT2ZImVQ1Mdh5qQsi0TSnaUAPA60fOOYrwVHXZSzXUCpUg\npg9Oc4uYe7y5WdjxkZ7aRcRGYcCGFQssNnkKA46c7cSx89dpnpwBpEUgM8aeAbADwAoAaznnp437\nFwM4C6DZeGot5/zlNAyRmAAyIUqZCmEqotACc2vXH+yulZ35zF3/oonQTJhgqRUqQUwvoqWVMcYs\nC3szCgMoNVmHASifNxtHznZa7hd/H7MLUbqvacTEka4IciOALQDecnjsIuf83kkeDzHBZFKUcrzC\n1OKfrCp4uroYW1cVS6HJofsnfnuptTAmU0VopqV7EASROswLYHCrAnYpTBbskTgOwwFcuD4Ycb/C\nIgMimXBNIyaGtAhkzvlZAGCMvBhnCtMpShkrCm0Wmk6FMZkoQjMp3YMgiNRiX9BrmgaxAWZ3s1AZ\nEJrBQllheuTYSRwD4YYgW0wBkelwTSOcycQc5CWMsf8FoB/Azzjnnzk9iTG2HcB2ACgtpe41mU4m\nCMRkUzxiPd8pCh1LaI5XhE50ekqmpHsQBJFa7HMPoNdJfH6h2xI1dinAo3cuwPHz1zE0Ax0uhPit\nKsrDT94/I+9XANmJkHOgaG5ORJfUTAt6EKlhwgQyY+wIgEKHh37KOf8wyss6AJRyznsYY9UAPmCM\nVXLO++1P5JzvArALAFavXj2D17xTg3QLRGGcH9I4st3xt8PGmhJiF5r2cY9l7JmUnkIQxNTDnpNc\ncnsuXKqCUEiPKj+0fD6OnrsekXM7U1CYLnbNfvaHGztQuXAOWroH8fHZTnAOZLnDQph23qY/EyaQ\nOecbxvCaEQAjxr/rGWMXASwHcDrFwyPSwEQJxHji2W6cPxpIrFveeLfPUiVsxzKWTCiIJAgiszDP\nSS6FWdIFPj7bCY3rEdOZUrCnANj+YDk8OW7LXPn8faWoKPSE/1amWhMnX3tiepJRKRaMsfkAbnDO\nQ4yxcgDLALTEeRkxzYklEBMRoXbjfKawhLrljXf7LFU5asmOhSLOBEE4YZ6ThJuFsH+TecoKQ4hz\na3eMaQpjgCfHjVceWQrAGliw/K1CGhaZUiuImUG6bN6eAvDfAcwH8G+MsS84538B4EEAOxljAehp\nPy9zzm+kY4zE+EhlBDOWQExEhK4rz4dLVaQ1G0tg5k/F9lmq8q6THQsVjxAE4YS9YO+901cQ1DgU\nxvDC+iXw5Ljx5ZVe/P7rmZNq0d47jPpWvWnKc7tOIBDicKsMO56oohzjGU66XCzeB/C+w/0HAByY\n/BERqSTVEcxYAjEREVpd5sXT1cXYa7SG5hwJicZEts/iFfKlKkctma28eH8TSr8giJmJeU662jss\n50SNc+w+fgn7XrofV3uH0z3MSSPEgb2n2nCgwYcHls3HqGHhMRriaGzvoxzjGU5GpVgQ04OJiGBG\nE4iJitCtq4pxsMEXNxqQjHhMZCGQjhy1WH8TSr8giJmNmJP2GOJYILqBVhXlpW1s6UBcp7r6b1nu\nZ6Ac45kOCWQi5Uy2pVsik1giQjpZ8ZiqhcBERHSj/U0o/YIgCADwD42CIZxqrBq1GbUtPY5FegzA\n5nuL0Hi1L6pP8FTF7VKwbU0pzl5rktetLauK0z0sIs2QQCZSTqba38QT0smKx1QsBCY7opsJftQE\nQaSfdeX5yHbrtRkKY9i5uUrOPS6FyXQDBkBRGB69swA/vH8xAOD7b/5pSjUUMS8E7NxTnIeaxytR\nXeZFRaEn465bRPoggUxMCFNxaypZ8ZiKhcBkR3QzdfFCEMTkEnMuYAwMHKrK8GhFAT5t7sLHZzvx\n2fnreOeFdfj5kyvxsw/OTBkrOJfK8EhFAWpbetB/KyjvZ4AUx8DUvG4REwcJZIIwGIt4HO+Emo6I\nLl0ECIIAnOeC2pYeBEOaXtCscQwHQghq3LKIF/Nj3WV/egYeg9tnZ+HG4KjlvkCIo7P/FgZHgpb7\nX3qwnOZCIiokkAnCxGSLR4roEgSRSdgX7RurFqLu8g1525ubhR/srsUth3bUc2a5MHArmDYLZbfK\ncHuuO0IgA8CXvj7L7cfuWoAff2/FZA2NmIKQQCaINEMRXYIgMgWnRbs5N7e2pQcjDuIYgCV9IVUs\nnT8bLd2DMdM5FKbbdwZCPG4BIQOQ7Vbw8kN3pHagxLSDBDJBEARBEBL7ot1+W1UYgpOUgHypZxD5\ns7Nw/WY4KuxWGQKmKkF74z8FQPn82bg5EsS1/hF5v6owbFtTEtEymiCcUNI9AIIgCIIgJpb6Vj/e\n+OSC7Bo31tcDwM7NVXApTHe4YNFfE+sxM7GeFtJgEccALOIY0IWveC8FQJZbwT8+fQ/+9jvLLc97\ncf0S/PKplSSOiYSgCDJBEARBTGPGaycpXj8S0MAYsP2Bcux76X68dfSiY1tqBl20vrB+CX71+SVp\nGReN8cSiVaYLdv/QKLy5WfAPjcrUkNqWHmnxpgDw5LjH8U7ETIMEMkEQBEFMY8ZrJynyjjn0dIY3\nj7UAAD7+piviuQzA+mXz8OqG5agu86Kle9BRRKeK6jKvRRSbEV7P5PtOjAUSyARBEAQxjRmvneS6\n8nwwoxBO8O7pKwg55CFnuxUpjgFgvifb8ri5S58CwLncL3Ea2vw43ep3jIyTSxAxHkggEwRBEMQ0\nZrxCsbrMi+0PlMvIMQD0DgUsz1EVYNua0ogCuC2rivFevQ+BoAaXyvBwRQH6hkZxY3AULd2DlvwK\nhekRaI3rKRrLCm7D2WsDMccW0vRDRIuMk0sQMVZIIBNECqhv9VOUgiCIjCVRoRhtLvvx91agNH82\ndh27iNaeIZnXu7I4D5WL8qI6Q1SXebHj8Ursq2tDU3sfjnzdCY7I9s8KA/7jkystlnIHG3wWgWyO\nPjMAbpcCcI6QximFgkg5JJAJIgFiCeBYBTAknAmCmCrEK+Z7/r5SVBR69OcENCgKw7Y1pXj+vtKY\nx9x5qEnmMAvEv0VB387NVfI45vcU0We3S8GOxysjivEA0BxLTAgkkAkiDvEuGtEKYMZbOU4QBDGZ\nJFLMV13mRc2mStR82AiNc+w81ISKQk/UuU0cM5pTxWN3LcBLD90RNaiw98X4qSE0rxITAfkgE0Qc\nnC4aZkQBjMpg2eaL9zqCIIhMItpcZsc/NAqN84TmNvMxs1wK7inOk77HCoB7SubKgMJP3z+D53ad\nwD/9vhk/2F2L+lY/qsu8eOWRpQAwLh9ngkgWiiATRBziVYBHK4AZb+U4QRDEZJJoMV8yc5v9mADw\ng921lteafZZFpJl244h0QwKZIOKQyEXDqQCGLIYIgphqJFLMl+zcZj+m/bVvfHLBkoYhCvCcduNG\nAhoONPiozoOYcEggE0QCjNUqiCyGCIKYjoxnbrO/1hyRVlUFT1cXW1wx1pXnw6UwjIY4OID99T5s\nXVUMADKy7FIYnlldgi1R3DQIIllIIBMEQRAEkTbiRaSry7x4ZnUJ9pxsAwcQCoXznkVkeTTEsedk\nGw40+CgFg0gJJJAJgiAIgkgr8SLSW1YV40CDLyLvOculhNtgY2yttAnCCRLIBDHNoJw8giCmAsnM\nVdGizO+8sA4HGnzYX+9DKEQF0UTqIIFMENMIqvYmCGIqMJa5KloxdHWZF1tXFQGMPcQAACAASURB\nVFNggEgpJJAJYhqRiNE/QRBEukn1XEUF0USqoUYhBDGNSNTonyAIIp3QXEVkOhRBJohpBHkvEwQx\nFaC5ish00iKQGWP/GcDjAEYBXATwv3POe43H/h7AXwMIAfhbzvm/p2OMBDFVoa1GgiCmAjRXEZlM\nulIs/gCginN+N4BzAP4eABhjdwF4FkAlgO8C+H8ZY2qaxkgQBEEQBEHMQNIikDnnv+ecB42btQCK\njX9vBvAu53yEc34JwAUAa9MxRoIgCIIgCGJmkglFej8CcNj49yIAV0yP+Yz7CIIgCIIgCGJSmLAc\nZMbYEQCFDg/9lHP+ofGcnwIIAnhnDMffDmA7AJSWlo5jpARBEARBEAQRZsIEMud8Q6zHGWN/BWAT\ngO9wzrlx91UAJaanFRv3OR1/F4BdALB69Wru9ByCIAiCIAiCSJa0pFgwxr4L4P8C8ATnfMj00G8A\nPMsYy2aMLQGwDMCpdIyRIAiCIAiCmJmkKwf5/wHgAfAHxtgXjLE3AYBz3gTg1wC+BvA7AK9wzkNp\nGiNBEMSMgTG2gzF21ZiTv2CMfS/dYyIIgkgXafFB5pwvjfHYLwD8YhKHQxAEQej8V875f0n3IAiC\nINJNJrhYEARBEARBEETGQAKZIAiCEPwNY+wrxtivGGNRW5wxxrYzxk4zxk5fv359MsdHEAQxKbCw\ngcTUhTF2HUBrig87D0B3io85VaDPPjOhzz65lHHO50/mG8ay34TetKkbAAfwcwALOec/SuCYNP+m\nFvrsMxP67JNHQnPvtBDIEwFj7DTnfHW6x5EO6LPTZ59pzOTP7gRjbDGAQ5zzqjS9/4z9Puiz02ef\naWTqZ6cUC4IgCAKMsYWmm0/9/+zdfXBc5Z0n+u9zuiXZsmW7kd8ty7YwmCAxMJIw8sAQnJBsmHVC\nYhMIcLNDJcZMFVN3qTtTu9lM8HK9d2cnM3d2uVOXumCYqWRnjWOMxWsNM8HEYJhBxpIGxxLGLwhL\nar/JlluyQLL65Tz3j9Pn6Dmnz2l1S906LfX3U0Vht1qtR225/e3n/J7fD0CHX2shIvKbL10siIio\n4PylEOIWGCUWpwE85u9yiIj8w4DsbaffC/ARv/fixO+9iEkpf+j3GhTF/OfB77048XsvMKxBJiIi\nIiJSsAaZiIiIiEjBgExEREREpGBAzoAQ4k+EEFIIsdDvtUwVIcRfCSE+TQ4NeEUIscDvNeWbEOJb\nQojjQohTQoif+L2eqSKEWCmEOCCE+EQI0SmE+Pd+r2kqCSECQoh/FUK86fdaKBVff2f+6y9fe4vz\ntRco7NdfBuRxCCFWAvgmgB6/1zLF3gZQJ6X8HQAnAPwnn9eTV0KIAIBnANwD4EYADwohbvR3VVMm\nDuBPpJQ3AmgC8HgRfe8A8O8BHPN7EZSKr78z//WXr71F/doLFPDrLwPy+P4HgP8Ao/VR0ZBS/lpK\nGU/+tgVAlZ/rmQLrAZySUnZJKaMAfgXgXp/XNCWklOeklO3JXw/BeLFa4e+qpoYQogrAvwXwgt9r\nIVd8/Z35r7987UXxvfYChf/6y4CchhDiXgBnpJRH/F6Lz34E4C2/F5FnKwD0Kr8Po4heqEzJCWq/\nC+CQvyuZMk/DCGC63wshO77+Wmb66y9fe1GUr71Agb/+Fn0fZCHEfgBLXT70ZwB+CuPy3oyU7nuX\nUr6WvM+fwbgMtGsq10ZTTwgxF8A+AE9IKa/4vZ58E0JsAtAnpWwTQtzl93qKEV9/+fpLxffaC0yP\n19+iD8hSyrvdbhdC3ARgDYAjQgjAuMTVLoRYL6U8P4VLzBuv790khHgEwCYAX5czv2H2GQArld9X\nJW8rCkKIEhgv0LuklM1+r2eK3A7gO0KIPwAwC8A8IcT/klL+bz6vq2jw9ddbEb3+8rW3+F57gWnw\n+stBIRkSQpwG0CilvOT3WqaCEOJbAP47gK9KKS/6vZ58E0IEYRyG+TqMF+fDAB6SUnb6urApIIwE\n8ksAl6WUT/i9Hj8kdzD+VEq5ye+1UCq+/s5cfO0t7tdeoHBff1mDTF7+XwAVAN4WQnwshHjW7wXl\nU/JAzB8D+CcYByVeKoYX6KTbAfwQwNeSf9YfJ9/VE5E/iub1l6+9fO0tVNxBJiIiIiJScAeZiIiI\niEjBgExEREREpGBAJiIiIiJSMCATERERESkYkImIiIiIFAzIRGkIIf5RCDEghHjT77UQERUTvv6S\nnxiQidL7Kxh9KomIaGrx9Zd8w4BMBEAIcasQ4rdCiFlCiDlCiE4hRJ2U8h0AQ36vj4hopuLrLxWi\noN8LICoEUsrDQojXAfxfAGYD+F9Syg6fl0VENOPx9ZcKEQMy0ZgdAA4DuArgf/d5LURExYSvv1RQ\nWGJBNKYSwFwAFQBm+bwWIqJiwtdfKigMyERjngPwJIBdAH7u81qIiIoJX3+poLDEggiAEOLfAYhJ\nKV8UQgQA/IsQ4msA/k8ANwCYK4QIA/ixlPKf/FwrEdFMwtdfKkRCSun3GoiIiIiICgZLLIiIiIiI\nFAzIREREREQKBmQiIiIiIgUDMhERERGRggGZiIiIiEjBgExEREREpGBAJiIiIiJSMCATERERESkY\nkImIiIiIFAzIREREREQKBmQiIiIiIgUDMhERERGRggGZiIiIiEjBgExEREREpGBAJiIiIiJSBP1e\nQC4sXLhQrl692u9lEBFlrK2t7ZKUcpHf6yAiolQzIiCvXr0ara2tfi+DiChjQohuv9dARETuWGJB\nRERERKRgQCYiIiIiUjAgExEREREpGJCJiIiIiBQMyERERERECgZkIiIiIiIFAzIRERERkYIBmYiI\niIhIwYBMRERERKRgQCYiIiIiUjAgE+VZW3cEzxw4hbbuiN9LISIiogwE/V4A0UzW1h3Bwy+0IBrX\nURrUsGtrExpWhfxeFhEREaXBHWSiPGrp6kc0rkOXQCyuo6Wr3+8lERER0TgYkInyqKmmEqVBDQEB\nlAQ1NNVU+r0kIiIiGodvJRZCiJUA/ieAJQAkgJ1Syv9HCHENgD0AVgM4DeB+KSWLN2laalgVwq6t\nTWjp6kdTTSXLK4iIiKYBP2uQ4wD+RErZLoSoANAmhHgbwCMA3pFS/oUQ4icAfgLgP/q4TqJJaVgV\nYjAmIiKaRnwrsZBSnpNStid/PQTgGIAVAO4F8Mvk3X4J4Lv+rJCIiIiIilFB1CALIVYD+F0AhwAs\nkVKeS37oPIwSDLfP2SaEaBVCtF68eHFK1klEREREM5/vAVkIMRfAPgBPSCmvqB+TUkoY9ckppJQ7\npZSNUsrGRYsWTcFKiYiIiKgY+BqQhRAlMMLxLillc/LmC0KIZcmPLwPQ59f6iIiIiKj4+BaQhRAC\nwN8COCal/O/Kh14H8IfJX/8hgNemem1EREREVLz87GJxO4AfAjgqhPg4edtPAfwFgJeEED8G0A3g\nfp/WR0RERERFyLeALKX8AIDw+PDXp3ItREREREQm3w/pEREREREVEgZkIiIiIiIFAzIRERERkYIB\nmYiIiIhIwYBMRERERKRgQCYiIiIiUjAgExEREREpGJCJiIiIiBQMyERERERECgZkIiIiIiIFAzIR\nERERkYIBmYiIiIhIwYBMRERERKRgQCYiIiIiUjAgExEREREpGJCJiIiIiBQMyERERERECgZkIiIi\nIiIFAzIRERERkYIBmYiIiIhIwYBMRERERKRgQCYiIiIiUjAgE00jbd0RPHPgFNq6I34vhYiIaMYK\n+r0AIspMW3cED7/QgmhcR2lQw66tTWhYFfJ7WURERDMOd5CJpomWrn5E4zp0CcTiOlq6+v1eEhER\n0YzEgEw0TTTVVKI0qCEggJKghqaaSr+XRERENCOxxIJommhYFcKurU1o6epHU00lyyuIiIjyhAGZ\nqEC0dUfGDb8Nq0IMxkRERHnGgExUAHgAj4iIqHCwBpmoAPAAHhERUeFgQCYqADyAR0REVDhYYkFU\nAHgAj4iIqHAwIBMVCB7AIyIiKgwssSAiIiIiUjAgExEREREpGJCJiIiIiBQMyERERERECgZkIiIi\nIiIFAzIRERERkYIBmYiIiIhIwYBMRERERKRgQCYiIiIiUjAgExEREREpGJCJiIiIiBQMyERERERE\nCgZkIiIiIiIFAzIRERERkYIBmYiIiIhIwYBMRERERKTwNSALIf5OCNEnhOhQbntKCHFGCPFx8r8/\n8HONRERERFRc/N5B/gWAb7nc/j+klLck//uHKV4TERERERUxXwOylPIggMt+roGIiIiISOX3DrKX\nPxZC/DZZghFyu4MQYpsQolUI0Xrx4sWpXh8RERERzVCFGJD/PwDXArgFwDkAf+12JynlTillo5Sy\ncdGiRVO5PiIiIiKawQouIEspL0gpE1JKHcDzANb7vSYiIiIiKh4FF5CFEMuU334PQIfXfYmIiIiI\nci3o5xcXQuwGcBeAhUKIMID/DOAuIcQtACSA0wAe822BRERERFR0fA3IUsoHXW7+2ylfCBERERFR\nUsGVWBARERER+YkBmYiIiIhIwYBMRERERKRgQCYiIiIiUjAgExEREREpGJCJiIiIiBQMyERERERE\nCgZkIiIiIiIFAzL5pq07gmcOnEJbd8TvpRARERFZfJ2kR8WrrTuCh19oQTSuozSoYdfWJjSsCvm9\nLCIiIiLuIJM/Wrr6EY3r0CUQi+to6er3e0lEREREABiQySdNNZUoDWoICKAkqKGpptLvJREREREB\nYIkF+aRhVQi7tjahpasfTTWVLK8gIiKigsGATL5pWBViMCYiIqKCwxILIiIiIiIFAzIRERERkYIB\nmYiIiIhIwYBMRERERKRgQCYiIiIiUjAgExEREREpGJCJiIiIiBQMyERERERECgZkIiIiIiIFAzIR\nERERkYIBmYiIiIhIwYBMRERERKRgQCYiIiIiUjAgExEREREpGJCJiIiIiBQMyEQT0NYdwTMHTqGt\nO+L3UoiIiCjHgn4vgGi6aeuO4OEXWhCN6ygNati1tQkNq0J+L4uIiIhyhDvIRFlq6epHNK5Dl0As\nrqOlq9/vJREREVEOMSATZampphKlQQ0BAZQENTTVVPq9JCIiIsohllgQZalhVQi7tjahpasfTTWV\nLK8gIiKaYRiQiSagYVWIwZiIiGiGYokFEREREZGCAZmKAtuyERERUaZYYkEz3nRqy9bWHWFtMxER\nkc8YkGnGc2vLVojhczoFeSIiopmMJRY0402Xtmzsr0xERFQYuINMM950actmBvlYXC/oIE9ERDTT\nCSml32uYtMbGRtna2ur3MmgGmuqaYNYgFw8hRJuUstHvdRARUSruINOMN9HQ6UdNMPsrExER+Y8B\nmWa0yYTc6XK4j4iIiHKLh/TIV/nuTzyZg2/T5XAfERER5RZ3kMk3U1HCMJmDb9PlcB8RERHlFgMy\n+WYqShgmG3JZE0xERFR8GJDJN/lsa+Y8mMeQS0RERJnyNSALIf4OwCYAfVLKuuRt1wDYA2A1gNMA\n7pdS5qdAlXyVrxKGtu4IHny+xQreux/lRDoiIiLKnN+H9H4B4FuO234C4B0p5XUA3kn+nmaohlUh\nPL5xbU4DbHN7GNG4DgkgGtfR3B7O2WMTERHRzOdrQJZSHgRw2XHzvQB+mfz1LwF8d0oXRQDy310i\nn5yjb6b/KBwiIiKaSoVYg7xESnku+evzAJb4uZhi5MeAjFzaUl+Fl1t7EUtIlAQEttRX+b0kIiIi\nmkYKMSBbpJRSCOG6ASiE2AZgGwBUV1dP6bpmuuk+IKNhVQi7t20o2vZsHFdNREQ0OYUYkC8IIZZJ\nKc8JIZYB6HO7k5RyJ4CdANDY2Mir6DmUz+4SUyWTzhUzMUhO991/IiKiQlCIAfl1AH8I4C+S/3/N\n3+UUn+k2IGMiQXeqguRUh/DpvvtPRERUCPxu87YbwF0AFgohwgD+M4xg/JIQ4scAugHc798Ki9d0\n6R080aA7FUHSj93cmbD7T0RE5DdfA7KU8kGPD319ShdC09ZEg+5UBEk/dnOn2+4/ERFRISrEEgsi\ny3glChMNulMRJEPlpdCEAKSc0t3c6bL7T0REVKgYkKlgZVKiMJmgm88g2dYdwY43O6FLCU0T2L6p\nlqGViIhommBApoKVaYnCRINuNgfosj1sp65dQCIyHM16fUREROQPBmQqWPmsE87mAN1EDts11VQi\nGDDWHgh4r306tpqbjmsmIiLKBgMyTVi+g1I+64Qz2Z02v78zAyNp7+v5PEhp/79DrrtcTEVwZZ9l\nIiIqBgzINCFTFZTyVSc83g6v+v0FAxqCmkBCTz1s5/U8tHT1I65LSAAJXaK5PZwSXnPZ5WKq/jzY\nZ5mIiIoBAzJNSL6C0pRevk+zw6t+f4mEjh+sr8byBbNT1uX1PDTVVCKoCcQSEkIT2Nvai7gubeE1\nlyUkUxVc2WeZiIiKAQMyTUg+gtJUXr537vA6A6Xz+9tcX5V9mzkhAEhICcSSX0sNr7ksIZmq4Mo+\ny0REVAwYkGlC8hGUcr0Lmm432hkoQ+WleObAKeu+mX5/Xvdr6epHPKFDApBSIqAJSJd+yLkqIcnm\nz2Oyu/Tss0xERDOdkB4HiKaTxsZG2dra6vcyaALUsAYAD7/QYoXWyewgZ7IbbX7tUHkpdrzZmdOd\na/Prm9/L9k21iAxHfd915SG7wiGEaJNSNvq9DiIiSsUdZPKNW1jLZBc0kx3QTHajzZ3QZw6cynn9\nrh+lCLl6XoiIiIrdhAOyEGIpAEgpzwshFgH4fQDHpZSduVocTQ8TvWTvFtYe37h23PKATHZAs6nJ\ntUZCI7cjoaeyFCEfzwsREVGxmlBAFkI8BuAnxi/FzwE8AqADwH8TQvyllPJvc7dEKmSTuWQ/kbCW\nzXS9XVubsK89DDHO+ne82YmEbtQJT9eR0Nk+L+ne0HAQCBERFbuJ7iD/MYBaALMBdANYm9xJDgE4\nAIABuUhM5pJ9piFWlW2obm4PIxrXsa897BrezfWbh+nGGwmdq/CY6xCazfNi7my3dUdsBxPNdbFG\nmYiIit1EA3JMSjkMYFgI8ZmU8jwASCkjQojpf+qPMuYVzDINgMfPD+Glw73QpXQNsc7Hyaa2N5Pw\nnk2wfPFQD7a/1oGELlFWMvHwmI8Qmm3Nc7oBJ6xRJiKiYjfRgCyFECVSyhiAf2veKISYBUDLycpo\nWnALZpkGwLbuCLa/1oG4brynijoCmdfjZFrba9UWu7RXU4O3uf5QeSlauvqt7yvtWmMTD4/5CqHZ\n1DynG3DCGmUiIip2Ew3I3wMAIcSNUspPlNuvAfCnk14VTSvOYJZpAGzp6kdCH7vgoAlhC2STCZJm\nbbEuJTRHbbFb8G6qqUwb6lu6+qErLRE1TUw4PBZCCPVaAweBEBERTTAgSyl7AEAI8ZIQ4u8B/CWA\nWQD+E4BGAG/nbIU07WQaAJtqKlFWoiEa06FpAjvurUs7zc7rcdzKOdRwLWDUFpv3OzMwYn1sNGbU\nJ69YMDvlNre1ROM6NDG21onUEk8mhOaqdjndGjgIhIiIit2kBoUIIeYA+DmABgAVAHYB+LmUUs/N\n8jLDQSGFJ9Mg53Y/5/CQ8TouuO38ug3qMIeBaJqArkuYm9fBgMCO79Thqdc7EE0YN5YGNex+NH09\ntFqTXBLUcF9DFeqWz8/bQBAeoJtZOCiEiKhwTXZQSAzACIxuFrMAfD7V4ZgKU6a7kM77uYXAxzeu\ndf3ctu4Int5/AqMxowuFWobh3CFVd5T1hP1NYTwh0XF2EN9vXIkXD/VAAkgkUks61LW61U+/eKgH\nAKAJ5CXAqt/DaExHs2OXm4iIiHJjsgfqDsMIyLfCGBTyoBBi76RXRTOS2VasrTvieZ/m9jBGY/a6\nY6/HeviFFvzzqUuQMH6QzTIM8+sAsAaPmCUSXu3kBIDN9VUoK9EQEBi3NthZP61Kt3ZzbS8e6hn3\nuXBqqqlEMGD8lZUA9rb2ZvX5RERElJnJ7iD/WEpp1jacA3CvEOKHk3xMGkehDnJIt65MygPauiPY\n29oLM3YGAt4hVd1N1QRw+9qFeOLu6wHAs/OF2XP55bYw4nEdOoxgXBLUsLm+Kqva4FB5KdR4HDCa\nZViPKYRAqLzU8zkwaqPh2i7O63lsWBXCfQ1V2G3ucuuSbdiIiIjyYFIBWQnH6m1/P5nHpPQKtQ51\nvHU5O1I0t4ddD9aZJQsCwH0NVZ7fm/MA3xN3X4+GVSE8c+CUZ+cLMyhvqa+y2ro564UzLQ2JDEdh\nDKc2dq9/sL4ayxfMxtBIDC988Dl0KbHjzU6sW1rhenAQyc+9GtPxJy99jG/VLkXF7BKEykutWmln\nTXVLVz/qls9HWQnbsBEREeXTZHeQaYoV6iCH8dbVVFOJoCYQS0gITWBvay/iurSFQGfo3VJf5fn1\n3KbwtXVHcGZgBMGAhkTCO0DmokuD2YHDXKu5A/3MgVPQpXR9Hszvz6yZNp3uH8azB7sgAAQ0kfL5\ngH1XfPum2pwcBCzUKxFERER+Y0CeZgqhh66bjNYljD1XKYGYLsc9WOdWguH8mDlKem9bGJAScV0i\nqAn8YH21FVpzzVzH9k216Dg7iEtDo2huD6c8D4GAhjMDI2jrjti+v6f3n8AHJy/BWcEsAei60bdZ\nYGy4ifPNR2Q46nlwMZN1m3822VyJYJgmIqJiwoA8zRTqIIfx1tXcHkYsbuycSikR0ASky4Q7L24l\nHM7gCMCqzV2+YPaEx0Bn2lYuqAnoMLpgAMDetjB2P9qEXVub0Nwext7WXvzqox40KyO0G1aF8MTd\n1+Pw6cspO8kCQGmJ+w7xZN8UOZ+/zfVVGV+JKNSyHiIionxhQJ6G8jHIIRc7hF7rch6+CwY0PPXt\n1BCYLoi5lXCoo6SDQQ2Q0upJnIsQ6RYEbetISFvANdf1+Ma1Vj21ud59jpprM0T/6nAPEjoQ0IAf\n3Oq+692wKoTtm2rxVsc53FO3LCfjrQUyD92FWtZDRESULwzIlPUOYbZh2u3w3UO3VbvezyuImS3O\nzNIF8zCbOUr6qW/XYt3SikmF/EyCoDVRL6YbFSMCSCQ7f6tB01ZqoQmjc0bC/vy2dPXDmtMj4bnr\nbY7NjsZ1HD592XbwL1POEpjN9VXYnDysON7zVahlPURERPnCgEyewdBryl22l9vTHb5Tv8a4QcxM\nk1Ki8+ygtWYpJd493ofIcBSh8lLrYFsmNczqx84OjCCoCc9daPPzH9mw2upUoQFYEZqN2SUB/Oj2\nNbZuGGYZyNmBEez+qCfl+c00eOZqB3dzfZXV71ld53gKtayHiIgoXxiQyTWoeQXhiYQ1r4Dl9jW8\ngpi5C23WGEsYpRrRZF3zrz+5gLc/uQAJ9/7C6YK9c2T0A+tXYouj1EH9fE2MdZrQJXAmMgIAeOr1\nDtvurlly0tYdwb5kDbYahDMNnhPZwU13IG9zmu4gXvJR1kNERFSoGJDJNah59RPOJqw5d2zT1vMq\n9btuQcxrF9ocmgHA9n9neE+3S66OjI7HdaxwKXXYl5zwJwEgWdYhpaMGOSGx441O1K2Yn7JL6xWE\n3Z4Xt+ctmx3cyRzIIyIiIgZkSnIGNa8gnGlYy6QUI5uw7fV1m9vDiMbGpuI5x06P97Vauvqhy7GY\nq2nCtbTi5bawFYY1Ddhxbx06zg5ib2svYskuFhLAkfAgjoQHrY4WXgNIvMo9vJ63bHZwJ3Mgj4iI\niBiQyYMaSJ11vZmEtWZlx9Vr1zLbnVHn13Wu0axBVrtjmOUNAnBtn2YdukuWTmy9Y01KDXNLV7/V\nRg4AJATWLa3AQ7dVY0t9FZrbwzjU1Y9TF7+07hON63h6/wlr/LX6PbZ1R/Dgzg8RS0iUBAR2b9sw\n7k53JszQHSovnfCBPCIiImJApjTMIJXtoTxnW7dAwHvXcrK1rek+3wyi0eQOb2lQs+3qmp+vhmy3\nMc9NNZUIaMIqw5BS2oabAMBLrb0pX/+fT13Coa5+SBi9kkuSX39fe9haUzQhsa897NmtI9PdXufO\n8yMbVqPz3BVbW7ipCMYcKEJERDMBAzKl5bajad7uFYLc2rr5EZZauvqt8gcg/U62V921+Thb71hj\nda4oVQ4ytnT140jvgO3rXDOnFAPD0ZReydG4jmZlNLZJwL77a3br0HXdmtA33vOn/jlF47q11om2\nhZsIDhQhIqKZggGZAHjv/Dlrd0PlpVnXFtctn49nDpzK6a6is0uD26+baipREhDWbu149bfjfa87\n7q2zSjQAWGUSzsDbsCqE909etMoylOwMCWBLfRX2to11tahdPt/WIcPs0hHXjQ4b+5RJfJmsXSiP\nMZWH8jhQhIiIZgoGZEq78+esE840BJk9d2uXz7eVLWzfVIvOs4NWUARSd6OzHfcMIRBPKDXCcqzN\n2+5tG6waZLcpdarxvtfIcBSPb1wLAPjpK0et4G0eDJQwJuItriiz6p1D5aV46vUOq97YbB+3+1H3\nrwMYY7jNgJtpyHUrFVGDvvoGJV9lEOpkQx4GJCKi6YwBmTIaFGIGQyB9RwRn2AZgu/T/ZLLfMAC8\ndLgHmqbZJswB9ppnt4N1qeOeJZxGY2OH5P78ezdl9Dy4BUev79W5a3z3jUuwsKIML7eFsfujHtsb\nDbcJf2qPZOeAku2batFxdhAvt4WRSHh3nnBrB2c+vvk11bpq8xDiLz48nfMyiLbuCJ56oxNx3Qj4\n2zfVcveYiIimLQZkympQyHidJ5xhWwK2S/9mbTJglBAI3d7pAlACdUzH9tc6rLpfcw2h8lKYD5Ma\njcdu/+DkJRw+fdkzBLoN0xiNGaOht96xBhWzS1wDOmDsRqtlEo999Vqj9jox9mZA7WLhxrYTHkgd\nUGJ2yHD7Hser91Xrqs1uIrqU2Pl+FwDkvAyiuT2MqFlSohuTDomIiKYrBmRKCb0A8PT+E55t2tJ1\njnAb6LEl2WIsVF6Kp97otIJUUAM0TUvZJVUDtTmxTl1DZDhq9Tw2/+8mI0IydAAAIABJREFUXXmC\nOT3PDN+b66us7zeuSzx7sMuayLd9U60V3oGxkhC1TELdcTYD/gcnjS4WZgmIM8g2t4dxNWY8F/GE\n94AS83Cf+rmZlrqEykttz48ugaAmIJDbMgjnn4HXnwkREdF0wIBcZLzqT9VL/ubOpNfQjXS8dpjV\nS//mrqhXDbJXLa25hqaaSpSVJFuhacIIwomxrhmNq0M4Eh70LE9wTs+LJodpaCL1QJ25i53Qjel5\nAkZgV1uphcpLbbvrT+8/gQ9OXlLWZRSBqLvKx88P4cVDPdbX0qURZlXpQnCmQ1bUNxOAEY7Vw4a5\nKoPYUl+Fl5NDU8xaayIioumKAbmIZNKGSw1lmgBuX7sQT9x9fUZT4EzpdpjdJsqlu49aS6sO8HDu\neDe3h3FxaBTvHu9DW3cEQU3gB+urbQfzzHWfGRix6qABQBMCtcvnQ9MEEkpC1mBM1jODtPo5ozEd\nzx40yhXeP3nJttZ76pbh8OnLVoA3d5B1adz3n09ewtiRwjEdjrKEdCHY7Y1IW3fE9ubD7OFcVjI2\nCGXHvXV46LZq1z+byWhYFcLubRtyeviPPZWJiMgvDMhFJJPL8s5Q5haOc9Xr1nwss+7XLbylG1bi\n3AF/5sAp7D92Abo0wuxypWTBWe9bEhCIJ4xdYXNH1QzAAsA3blyCm1cuwMkLQ3j147O2NQkAyWYN\nlj2He3D8wpDr4ULAKFkxg7RbOAaAS0Ojtm4T6eq9neGxrTuCB59vscpX9nzUg//y3Zvw0G3VWU0r\ndPszmuikw8lgT2UiIvITA3IRyeSyfLaH8CZzyKulq99W97v9tQ7XoRbpvqYa4NJ9f+pjJBI6frC+\nGssXzLZGUw+NxIwWZZAIBjQsrCizWrCphAAeXF+N8OVhHEwGXgBYMm8Wjp4ZhC6N3eXOs4P4r0r3\njCfuvh4fftZvO6SoCmgC7x7vw/5jFxAMaLivocraBXY+H27h0TkOOyFhez4n8meU6zdD2YR09lQm\nIiI/MSDPAJmGj/HCr3q/TA/hqSE03TrcPuYc4awrI5zdvmY0eXAvVF5qlRPsbe1FXB/rcuH1/anr\nDgQ0XBwaRd/QKN47cdHqtmGKxnXsPtSDlw73YtPvLLOt5d6bl+PS0KgtHH/3luVYv6YS73zaB0ij\n3nhvay9ql8+31fruuLcOT7561KpzFgBuWFqB+lUhSAC/+qjH6oCx+1BPysE8k1t4bKqpREnyOTLF\ndfsY62xD6r72sOdBzWxMJGhnWmNNRESUDwzI01y24WOyl8G9Qna6dTjLG8zdUQD42g2L8c6nfZDK\nCGfzc8za48hwFI9sWI0XPvgcCV3iqdc7ACFswdYMcI9vXOtZirBraxOa28PY09qLX39yIe33ae5q\nv/nbc/ijO2vQee4KapfNwy8+PG11njB1nBnEP3aet9Uomzviaos6s3zkz145ag0BOdH3BX64YbV1\neNF8bPOAYCZlMOafw+5Hm/Dzt47ho9Njdd0vtfZaz7U6XOX7jSvTDk5p647g5baxFnMBTUw4pE5k\nNzjTN3NERET5wIA8zflxKdotZLutw7z9zMCIbVjI7kM9eLm11zq8FtQEvn/r2IG6tu6INcbZbOWm\nTpdTO0OYAoGx/s3O3sZqXXDP5WHEE+5lDm4SukTF7BL8/Y9vwzMHTtl2aE2DIzHb7UZHjLGdcTXo\nmlME1cff/loH9jy2Ads31eJnrx61ejzrGOts4dz99eoU8tV1i20BOZGQqf2lE3LcEdZmT2fz+/l+\n48oJ/1xNdDc4lzXNRERE2WBAnuZyfSk6k8vwXuUS6jpC5aW2XWNNE9CV0cxqyFUP1LV1R7DjjU5r\njLN5f10aE9pk8v/OHWRIiePnh6ypcUFN4CvL5lklAmq7NlVQA752wxIMDEfR2h2Bs0RYiLGQqg4o\nUV0ZjUMIASElNAF8/StLULNwjtXlQg26btHcLC0xfq18bRht2tINbXFSy1EAoCQwtvNbGtSs52O8\nsgnnn+fmSbRt424wERFNNwzI05xbyzO1E8J40u24uu0uepVLONeh7ijHE7ptNLMmjP8kjMDrnN7n\nLGEQQEpniOPnh/CzV49anSTiCYm3Os7ZdkmPhI22aWa7Nl2O7UgvmVeG6mvKsaC8FO982mf0ORap\ng0ekBHa82Yl1SytSegqbRpX16hI4ePIiBoajtvu8e7wPkeEo6pbPR2lAWG8AzO/N/J5UAQ0pz+V4\nVwnMUgtnuzfA6C+9rz1sG2EdKi91/XnJdajlbjAREU0nBRuQhRCnAQwBSACISykb/V1RYXHu4qpD\nPtK1TXM+hhqIt9RXjRvE1LDmdphMvb86Ec/cudUA3LRiPo6dH7L6BG/fVGu1aXOWMJQEBDauW4yF\nFWW2DhfO7hKaJqz+w+YuKTDWy/meumXW7rIugfNXRnH+yqjtMdx2hyWMANzcHsbm+iqjp3BM92zV\nZg4EOXza3t/5nWMXsP/YBZQGNTz1HaOtnFlfbf4ZtnT12wL4125YYn2/2Vwl8Aqj6m0CQO3y+dZz\nor4hUn+2Ht+4FgB7EhMRUXEp2ICctFFKeWn8uxUXr0vumbZNMzl3JiXGD2LmpXf1Ur3bYTJ1B9I5\nEa9uxXwcPWPU4kopEUnutobKS41Wa1IiGDAOkqkh7uXWXutw2dBIzPpa5nS4dUsrsKW+yupOEU8O\nx7inbhkeuq0a65ZW2KbcjSegAQkdVoeJ2uXzre9paCSG55OHBlVa8v/qrQJjE/quxnTsOdyD7d+u\ndT18p3aiMIeeTHQ3161XsvpzA8C1btz5s+V2WzYh2XngkiGbiIgKXaEHZHLhdck907ZpJmed6ZZ6\no1wiXbmGGdaee+8zqxOEWmOrcpuIZz7uvvawLYi/eKjHGv8sAPzBTcvwX793k7WrrB4u29Paazto\nt/WONVi3tMIW4n70e0bXC11Kq0SiYVUI99Qtw7+cuoTxzulpAOqWz8dvw0aQN/sK73lsg7Wr+o3a\npWhuD6NvaNQqIem9PIxjjlKJm6vm4+Pw2JS8I+FBPPh8C3Y/2pTypuK+hirsPtRjvckxR1NnW6Lg\n1St5vDdEXoctJ3oQVF2HLo03C2UlHPxBRESFrZADsgTwayGEBPCclHKn+kEhxDYA2wCgujr3o3ML\nmdfBPLPXrtpeLN3l+HTdENK1bWtYFcLNKxdYU+s0YYxJdoZptzIQk7Nu2gzHgPEH/+rHZ7F+jTH8\nIxgY21WVQEoXis5zV1Axu8Ta1b4a0/FhVz90KW2hzqxbdh6E0zSBNZXl+Lx/2NoRDgYEHri1Gh1n\nxvoW67r9DYeztCUa123T9UxHlHBs8gqaW+qr0NwetgLlBycv4fDpy1kHymff+8yq5TZ3+K0DfDGj\n7KVu+XzbG6J05RwT6X0N2N/MAeMfDiQiIioEhRyQ75BSnhFCLAbwthDiUynlQfODycC8EwAaGxsz\n79s1A6S75G6WEkxmPHBbdwRP7z9hBc7RmG4bOAE4Bm9oAi+3hRFPZHZZ3nkwcMcbna4T5vYc7kHd\nivlI6GMVv5owAq0aku+pW4ae/i9tZQ0dZwaNrhfJcdIf9w7gnWSgV/1O1Xw8cGs13uo4h65LXwIY\na2sG2MdCBwPuvYCdIdDJ7ebxJhmqpSBuz386Lx7qwdtKn2dzh79hVQiPbFiNne93IaEbO+u7tjZZ\nO+Lq13f+/LjdZu76q72e0w150aWxM59NtxXWPhMRkR8KNiBLKc8k/98nhHgFwHoAB9N/VvFId8l9\noh0D2rojVpeDeGLsoJsE8HJb2NYRQQ1SZwdGsDs5BW68y/LOLhi6rsOltTAAY2fYuft604r52P7t\nWhw/P4S3Os7hnrplWLe0Ak++1mG7X8LoDQfAaCn3tsdgkKNnBm27xJowdksryoLWQA/T4ooy18dw\ntn9bdU05hq7GUF4aQHjgqnW7EEDjqhBC5aVY5PFYZiC8p24ZDnX1I5rsBf1yWxh1jsl8XvYc7km5\nzWwXZ5SdGLd5DSJx+/lx3tbWHbHt+kc9doWdtejZ1CDnctT1ZDCkExEVn4IMyEKIOQA0KeVQ8tff\nBLDD52XNaGoHDDPrqR0VEgl7yFW7HJjB2hzjfGZgBPPKgtaBO3XH0K0OVrV+dQhlJQHMLglg/7HU\nULt43iwARuAza3OfOXAq5bAcgHHrjIHUzhWVc0rxu9Uh7Hy/K2Vt4YGreHDnh9i9bYPteTgzMGJ7\nrrovDyOoCdzfuBK/+PA0ojEdWvIgIQA8mSzz2Nvaa3W0cGuzd9e6xXj7kwtWWcLPXj0KAOOGxSXz\nZgEYe2MhYIT4lmTZiUmbwHS8Fw/14K2Oc5hVErA955rwfqyJvmHzYwiOU6GEdCIimloFGZABLAHw\nihACMNb4opTyH/1d0sxmhhE1HJcEjIEcZs9ctVexOp0uMhzF9k216Dw7iL2tvfhVcjfZnIBntnFr\n647g494BWz2q2SkCMILfd3+3ymqBdvDkxZTShXeOXcCB433Q9bHL+k01ldCEe5u2bF38Ipp2DHU0\nIbHjjU48cGs1nnq9A7GERCAgENBg2wmP6xIvfPA5dtxrD8D3P/svVnCPJiSefPWodVhus6PN3sKK\nMqOtXPI2M9uabeecO7rmm5bHvnotfnO8zypDkTB6OW/fVGuVO2jCCOzZhL0XD/Xgp68ctX4f1ABd\nhxX+cx0ccz0EZyIKIaQTEdHUK8iALKXsAnCz3+soJs6aYrOdGgDb5WW1q8RocjqdWYO6ub4KcV3a\nArDZxs0cHx11bOvWV4cQjetYMm8W7lq32NaX1wzf7x3vs8Yn6xLWRL5osjZ3xYLZaFwVso1Yzqcj\n4UEcDR+16pO9Rlfrye/d7A5xpHcgZVdbl2MH18yhIc6uIk/vP4H3T451O5Qwdp/V0dzOXc492zbY\n6phjcR2R4eikhn+81XHO9vva5fPxzdqleSs9KIQJfIUQ0omIaOoVZECmqeGsrfQKI+qv1XpbCWNM\ntDPgOQ9khcpLU8ZHm1q7IxAAjl8YwsKKMttuXWQ4isc3rsWR3gHX9euAtVttTufLZhc5IMYCajoC\nwMK5pbj4xdh0PK9BIYCxDsB4LkLlpa5vDKw1BASkLq1xzptduko8cff1OHz6sm3CYCwx1gKuuT1s\nlcaYu5yPb1xrfZ7ZtcI8qJfthEXz/vfULbMF9QdurU47iCYX/J7AVwghnYiIph4DcpFyTt3besca\nVMwuGTcEqOOWzRZpui4RCNgDnnkgyxwSMhpzj5RSjk2fUwO2GejauiP4zafeJQ9mIM62vEITwJpF\nc3FNeQlauyNpP18C6P8ydcy0VyDf9vs1qJhdgqGRGP7mnROe4VgDcH/jStfx1U53XrcIneeu4Exk\nxFrT+ycv4cPPLgFCjH1+8nkDjHC3fVOttcuv9oNOx6vu1gzD5uHIfIfjQuF3SCcioqnHgFyEnG3c\n4rrEswe7ABgB9b6GKlvHClVTTSXKSjTrQJ5utmBLFsg6w4RZkqEGwJKAwKprynHq4pfWbSIZ8h7Z\nYAz4MNuQ3XndIs8uF24CycA+XuDUJXCq74uMH9ctCHuF6orZJQiVl+Kv/um45+NpAEpLNMwrC1oD\nTV463AMJAam0TQOQdgfaeG7GPmY+b2YQjgxHU/pBjxf2nOPE1c956Lb87xoTERH5jQF5hhmvJZVb\ntwpVNK5j96EeNLeHrYDmHPZhXnI+MzCCX33UY5VaqF0umtvDkDCm0Vm7wgC+/pUluGvdYjz1Rqf1\nNTVh1Cq/eKjHmkhnlgtcuHIV2fjaDYshgLQH7fJJE0YZyt+8c8L149fMKcWffnMdIsNRDI3EsPP9\nLscuuL1t2pmBEc9wrH5NNayr7dsmUkOrltHo0n1KIhER0UzGgDyDZNKSSu1WoYZRlRlOm9vD2Jec\n6qY+njpBrtllZPSTr3VYLcBKAwI/un2NtSt88ORF6/GRXMPcsiCuXI3b1mJ2wHjg1mp8cs7oFuFU\nGhSIxsduFwCuXTgHL3zw+SSexcn5zs3L8dQbndbkP6eBL4065qaaSjzw3IdpSztOXhjCG789l3J7\n1YJZODt4Fbo0uoCsWTjXthtutm8z3yyZhx29xoc7qWU0WvL3RERExYQBeQbZ53JYy2uymRlq1ZIG\nTRMQkJDSOFxn1ga7Dfswd5WdI6OffPWorVNDLCHRee4KdGmUPURjOn7zaZ9tCIkZjlUSxkG4zrOD\nuGXlAhx26VChhmPTCx987jqVb7K83kw4vX7kbNrQq8MYq/3ArSttPYkBY5CIVHZuX/34rOtjqMNH\nEvpYqYhZE/61Gxbj+PkhW0cQ53RDs82bW7mEWkbDzg1ERFSMGJBniLbuCF5uC4/twArg7MAI2roj\nKR0pnKfyv1G71BZy1V87d4jd+iCb9rWHU9qYlQQEapfNw4ef9QOQ0IRwHerhJp6Q2HWox+oKMR6z\n1CMfJIA7r1uIg0oXBzeZfPl4ska6NKhZb2hy0cf52sVzcfrSF3j7kwvWWG31zRIw9oZHlxLbX+tw\nPbTn1bkh3xPlOLGOiIgKBQPyNOUMEy1d/YgnxsoWJAR2f9SDfclaYrcJeCbnwTr1186glK4P8p3X\nLbKtccWCWXh843V46nVjJLEA8HtrK8cNmerwECC74JhNxsw2lA6OxDLqOJGJS0Oj+FbtUmuXOJN1\njLeLrZZZJJJt9jQB2y6wJoS1c23WjQPGmxsBWL2V3UZL/2Dnh4glJEoCAj++fQ06z13JWTcLTqwj\nIqJCwoA8DbmFCbV0QiR3aZ27h9kGEDNQm2OKgdQ+yGY5g1VTrJQJXPwiigPH+6xDZhIYNxwDwOxg\nAF9EE9k9KRkSyf+CyecqG78ND+YkHAPA259cgMhwZ9wkBLBswWyr1dt4pABuWjEfD9xabf1Zb71j\njdWxRAIYGonZumTsbQtj96OpPxvPvfeZVQceS4x1PTH7Ik82JOdzYh13pomIKFsMyNOQW5h4fONa\na7fX7D2slkZkG0Dcul2UBjXcXDXfdr9AMuQJAew/dgFqWW0sruNo2H3IRzr5CseAOd5a4NqFc3Ds\n/FDWn5vLdWT7gLpExuEYMN6o/DY8iOMXxtq+Vcwuse2C7/+0z9Ylw+tnI103kT2HeyYdkPM1sY47\n00RENBEMyNOQV5hQL4uvW1qRsmumfk6ovDRtNwO124UpGtdTDstpmsBd6xbjN5/2pRw6kwAuXBnN\n3TeeI3FdZh2O8yGTCX7mLrNXCUZAS1/TLWGUwjS3h9GwKoShkZjt6zp7QXv9bDxwazWOhI+6fo3O\nc1dSat3TcdvRzfXEOvNrnB0YydvONBERzVwMyNNQJmHCbfrXlvoqqzexs8OBW7eLYEDzbFdmSiQk\nrsYS0D1CWn6OzLnLxUG3QiJh7AKXBgSqK+ekhNlAsutIJo+zt7UXtcvn4/n3uzzvt3bxXPzo9jWu\nPxvqFL3aZfNs/ZsTCZlx8Ey3o5uriXXq1whqAsGAhkSCHTmIiChzDMjTVDZhQg0MmgB+M7csbTs4\ns7+xNSUPyRZiAildKqQAzg1etQ7WqR/O1YG2TE0mHE/1WrMRT0hcU24vjdAArFk4B5+lmQao7i7H\nExJ/886JlD8/1ecXv8Cr/+rdKtCcovfTV47anmuJzIeJ5LPW2O1rJHSJB9avxIoFs1mDTEREGWNA\nzrNCOCCkBgZdAueTZQ8CSNlVe/FQD7a/1mHrJSwA3HHdQtQum4fnDnbZgqRURjbfujqE9p4BK5Sp\nQz8KNXya5s8OYmAktR9zIdABfKSUtiyYHcTQaDztqOzVleW4fkkF3j3eh3hCQsfYn7tp7aI5WLNo\nLt5OTh1MSPvXCSQHjgD2A5svt4VTvt6B433WMJJ0P+f5qjVO9zW8xqYTERF5YUDOo1wfEJpo2DYD\nw9WYvVxifnkJ/sO/ucHW59YZjgEj3NYum4fn3+9KG3Q/6/sC0mUbt9DDMYCCDcduMlnr6f5hdPcP\nQ9OAxfPKUsJxQAN+ft/NOH5+yArITnetW2y1B1QHjLgNYvnNp31459iFcX/OJ1NrnOnPf67rmYmI\nqPgwIOeY+o94Li8nuw3oyGTHDhgLDM++95ktDA0Ox7DjzbEOBy1d/a4HvjQBfNjVn/byPABcHo5N\n6HsrJuUlGoZj2bWXmyhjcErqzjEw1opPHSvtRf05ltL9nrrSVrC5PZx1ffx4sn2zmat6ZiIiKk4M\nyDnkFmJzdTlZDSnRuH1ARyY70w2rQnj+3zXixUM92HnwM3T3D6cEmkNd/a41xEFNYMm8WQAGM1qr\nOfI4NKcEl4aiE/uGZ6iRKQrHTs4QrEtgxxudWLNwjq13tWphRRkAo75YS95J08Z6bKuPHdAEpJQI\nBDTsOdyDhG5MUdy9bUNKfftEJvRNRe0yERGRiQE5h5z/iEeGozm71DveIBCvx3aGj4duq8a6pRV4\n+IUWxOI6AgENe1t7bb1wTeYtOozL7e+euDhuV4tgQOD+xpWYVxa0dUyYaR0mvFSUBTA06t3H2a+n\nIKAJrFgwG92Xh63bjoQHcSSc+qZHwAi3W+qr0NYdwY43O6Enw/HWO9bgFx+etn7ONQClJWNXND7u\nHbCuUkQTEvuS7eUA911gILMBNlNRu0xERGRiQM4ht3/EJ3qp1xls1brKUHkpnnqj0wq4at9aAGhu\nD3u2czt+fgh7DvfgphXzcf2SCkgAv/qoJ+1aEgmJyHAUux9twr72ME5dGEJrdyQl8K4Izcbjd61F\nx9lBPPd+l21XshjCMYC04Tjf7rxuId4/dSllN1jA6P3cGxl2/Tznfe+4biGeuPv6lNHiAhIVs0ts\nP4fvHu+zhog8vnEt/uyVoymPZ3LbBT4zMJK2o4qJdcVERDSVGJBzKFf/iHvVW5r/tXVHrGviuq7j\nqTc6EU/oCAY06FIintwN1gAguXMbi+t47r3P8GulBvlfeyLYce9NKA1qtol5TpqAFb5f9thtBoBo\nLIGfvXq0aMJwoXn/5CXcsLQCn14YsoVk60pABn8uQgD31C2zfnbTvel78VCP9fNkDhHZXF+FvW1h\n6/6b66usx1YfK6AJHOkdwDuf9lnrM7tmeJVcsK6YiIimCgNyjuXiH/Hx6i1buvoRT5ZYJHQgoY/t\nwNnqTAEEhIAGCSEEui59afs6cR3oODtohfqhkRg6z11B5ZxSvHHkLBLJS+hf/8oSAMC+9rBnOAaA\ni1+w3thPEpj0hEBdwnZw03nloqWr37rvzoOf2T73rY5zeOi2aux+tMm6iqEyH2tfexh7W3ttb9YA\no4wHyKzkgoiIKJ8YkAvQePWWzp04CIFEwii3iCd0207h9Yvn4mTfF0joEqcvpfbNfam1FwLGzp+5\nO/3g8y1GOBbGYbv9xy7g4MmLuPO6RXn+zqkQXI3p+Iu3juGudYutnz1rt1dKBAMaIGXKm6V76pZZ\nQ2b2tvYirks0t4dTpuU1t4cRc3mjtbCiLOUw6tP7T1jlHkRERFOFAbkAOUs1AFg1xs5dPfPj5q+P\nnx+ylTmc6PvCasElJfCNG5fgaHjAav0VT0jsOtSDfckg09wetg7i6RLQk0HGPHRIxeHw6QgOn44g\nIAAI40qFKRa3T1hcVVmObXdeax3+VMt13Nq+eV2DqFs+H+uWVqA0qFkh+YOTl3D49GXuJBMR0ZRi\nQM6TyU7QU+uN09Ujq/c3/995dhAvHupJhmJpteAqCWr4o69eCwC4/9l/sfU1jsaMUo6TF+yX6IX5\nnzBCE01vq64pt3WyGE9CIqX1hqYJBIQxxrkkqOGv77/FdqBPvbvZJSWuj7Uk3FJflVLLrsHoyWy+\n+Xt6/wl8cPJSRp1aiIiIco0BOQ9yOUFvIv1fN9dXYV/72EEp51CRFw/1pAz90DSBoZGYbdQwYGQj\nIYB5s0tx+UvuIE93ZwdGJvX5AQH8l3vrsG5pRUpdcqi8NOUg4C1V862OJ6MxHfvaw/jz792Ep75T\nhydfPWr9HAaVUqKGVSE8cff1OHz6Mtu6ERGRLxiQ8yCTUOvcYfbacW6qqURQE4glpHXKP93jAON3\n03ir41zKmnfcW+d6O2CUWjAczwyxCbQY0QSwMlSOyHAUFbOMlwzzZ+rBnR8ilpAoCQjc17gy5XNH\n4zqCmkA0YZT5vNwWxpb6KkSGo9ZOswBwX0NVyhURtnUjIiK/MCDngfOQndqn2K1sYvum2pR+xeb9\n9rWHkZBGuHCO6Ei3U52um8Y9dcvw/slL1u81AOuWVqCn/0vb7USA8QbJLMu4cjWOnyZ7HXecHbTK\nJKIJiUtDowho9nrlDTWVqFsxH7sOGb224wndCr3q3xFzKImz9zeDMRER+YEBOQ+crbGc4de5w/xW\nx7mUHWfAaHd1VRlNHHdMJnPbqTZvT7fr9tBt1XjlX8NWTbEO4D++fCSr2lSaubxGT6v2HO5B3Yr5\nttu6Ln2Jr92wxJqkBwCfXfoSG5Pt2wAjbIfKS1P+jqidL9jejYiI/MaAnCfmP+5P7z+RMinMuXt2\nT92ylHpLM/w6qZPJmmoqEQxo1kS9oZEYHnjuQ+jJVlz3NVRhS3JQgzM0X7+kwnbo7tRFe4/kTGgC\n+M7Ny/GbT/tw5Wo868+nwhPQBOqrF+Dj3gHXVmymJfNmYXN9FV5q7bXud6rvC5zu/9I4wJf8VDMs\nCxj17OZhPGDs74iz84V5YJQBmYiI/MKAnCdq+YMZDNRJZM76SvPQkxpiS4MaojEdOoyA4ZxMBmBs\nop6UeP79LiuYROM6dh/qwcttYUBKxBISmjCGfjz21WtRu9y++zcRUgIdZwYZjmcSKdGaQbeSmoVz\n0NLVj7vWLbbtGCcSEkvmlVltBAGg78pVlJUYP8vmYVCz5Mh8I+gccBMqL510JxgiIqKJYkDOE7X8\nQRPA7WsX2gYeuLVp8zqkFCovtXWhMIPD2YGRsYl6yUNQKgnYdqETEvj1Jxfwzqd9+NoNi61dPZMm\nMhtHrD7+RHaeqXCl2TS22fl+FwCj+4n6cxPQgO/esgLPHuyy7vvn+FrdAAAgAElEQVTArdUAgO2v\ndSChSzx7sAsCQFmJUX/vHHWuCaDz7KBrXT4REdFUYEDOEedul7OMYiLTwNwOKak70wJjwUQCCAYE\n9ISEcBnuoEroEvuPXYCmXAoXAObNKsHASCyrNVJxMn/udEei1jQN36hdiurKOXir4xzuqVuGh26r\nxjMHTkGXY2/iJIy2b+ao8+b2MPa09iKRMMqDzI9LsOSCiIimXtEG5FxevvXqJpFNm6pM16PuTKsE\ngPsbV2LFgtloqqk0RvwmOwe4kdLeFUMCDMc0aQmlS0VkOIp1SysAjHV2UXeK1bZvm+ursLe1FwkA\nkBLzyoLW/cySCyIioqlSlAE5l4M8AO++x5m2qRpvPWp4dgsagHG4aku9vZfsXse0MqfsO+ISpRcI\nGG0N3X6et2+qxfbXOhBX3t3Fle4rVrmQLtF57opVuqEJcMw5ERFNKc3vBfjBqz2aqq07gmcOnEJb\n9/gHlszQGhCY0NSvdOsxw/Nf//o4Hn6hBQCwa2sTGlfbg/em31mWUsO8e9sG3Fw1+cN4RG5WhGan\n3PbV6xchMhx1/XmODEehO/rH6QCO9A4gVF5q+zt0T90yBAMaBIBggJP0iIhoahXlDrKzPthtOl02\nO8yTnfqVbj1u4fnxjWsxqyRge4x+l0l3DatCeODWahwJH81qPUSZOBNJHVu9uKLM+nmOxnUIIayO\nFGcGRiBcmiy//ckFHDx50TYSHcDY/cZryuwjdtogIpqZijIgjxdoMxkV7faYbvdx+wfUbWKY13q8\nwnPtsnm2qXe1y+a5risyHE3pVpGpbLtaUHErTbYhdJZTPPnqUQhNQNdlStcLAFaP8MhwFI9vXAsA\neObAKVvJxUQP6eUzwOa6VIuIiApHUQZkIP0oZrcdsIlw+wcUGBuMoPYl9lqPV3iumF1iu9/QqHsv\n4qaaSpSVaLaJfJkQAH6wvhqnLgzhowz64lLx0oTxs2LWwLd1R7DncI9Va5yQsNqlCF3iwfXVkAAu\nDY3i3RMXkUikXjkZ7ypPJvIdYCfyRpqIiKaHog3I6ag7YAldYsebnVi3tCLrThRetcXmATuzL/G7\nx/uwe9uGtDvMzq/dVFOJkoCwppj96qMea/fOuZ5HNqzG8x98jkQW28FCAMOjcbRmUINNxU2XwG+O\nXUBdcvjMg8+3eE6BLFF2mQHvHV7nG0MA1nCRTENovgNsLkI8EREVJgZkD+aBInVEdLp/XN12q7z+\nAQ1ownaSP5YYu4Rs63MsBL5+w2Jrh1n9Ws3tYdso4IQEfvbKUWy6ebn1ddTHySYcA0boefXjs1l9\nDhWv81dG8dNXjmLt4rmu4RgAvnHjEtvP8njlD+Ybw4nuBOfqSpCXyZ49ICKiwsWA7CHb3SGvw3Ru\n/4BuvWONbdJYICCsx7f1OZbS2GE+cRG7H22yhYVRl5KJY+eHcPzCcZQGNWypr7I9DtFUONX3hevt\nGoCbVy6wheNMQm9bdwRP7z9hXXXJZid4oleCspFpK0ciIppeGJA9ZLs75BWo3f4BrZhdYjs4d3/j\nSus+TTWV0ISwtcNSQ4EZoL0iry6N8dIdZwahaSJl0hlRvmkCuGnFfCyeNwvvedQYZ1L+8OKhHivc\nShghO9tShmyvBBEREQEMyJ6yPf2eTaA2D86ZYXpLfZXtcXbcW4cnXz1qjYFWQ4EaxCEEyoIahqMJ\n6/PN8dNHwoMT+8apqE2044n5uQCgCYE1C+eg/8sofvR7q1ExuyTj7iyA8XdvX3sYew73WqVBAsDt\n1y3MemS729dhazYiIhqPkDPg8ntjY6NsbW3N2eNNRfumdP9ImzXGfUOjWFxR5nr47rn3PsOvP7lg\n3faNG5dg47rF2HO4h+GYJuwrSytw7PyQ7TZNALOCGoaVsp6vLK3Aib4vMqpt//Pv3YSHbqtOud2r\nBaJZQqQ+clAT2PPYhgn9PVS/DoCCac0mhGiTUjb68sWJiCitopykN55MJu2lk8kUvoZVIVvPV/O+\nZkDY/VEP3j95MSUcm587EkvYbuu7chUdZwfxybkrWa2VSPWpIxwDxhWJYUfN+9xZQSydV5bRY+48\n+FnK3wWvN4heJURb71gz4SBr/l1L11mGiIhIxRILF5Np35TN7rPbfZvbw2kPJJnBwjkopPPsIH4b\nHpzw5XEiIPPyisNZ9Mbu7h/Gwy+0WH8X0v0dMf/uqTvIGlL7fpuyLZdgazYiIsoEA7KLybRv8tqh\nSrdbZt63uT2Mva29VjAIBFJrM9UhI6sry3FlJIbZZUGcjYwwHFNBkjB6f//JSx/jW7VL0XnuSto3\ngVvqq9A3NOp5wM/kDNrqqGqvv7NszUZERJlgQPYw0fZNzh2qUHnpuLtl5n0lYOuP/NXrF6UEanXI\nyOn+YeMDwzEAkztg5bS0ogznh0Zz9GhUjASMnt9mF4rT/cO29obOrhTOwPvUt9MHXvUN5mhMx89e\nPQopgbKS9Fdu2JqNiIjGwxrkHDN3qP6Pb67Drq1NiAxHPWsenffdUl+FoCasj7934qKtdrOpphIB\n5eMqAWBVZfm461s4txQP31aNm6vme97nj+6swVyPS9pEmQoEBOqrF3i+abv9uoW2IKsG3mhcR2Q4\natUOuzHfYGow3hjq0vh/NMbaYiIimpyCDchCiG8JIY4LIU4JIX7i93qyoR4KMv8RDwj3Hq7qfRtW\nhfD9xpVWu6xEIjVQ77i3DgGXjFwS1LDtzms9A7Tp0hdRnLwwhNKg9x/9/mMXECpnQKbJiSckPvKo\nVRYAapfNQ0tXv/UmMFReCvMCii6BoZFY2sOu5hvM269bCPWnXtMEa4uJiGhSCrLEQggRAPAMgG8A\nCAM4LIR4XUr5ib8rm5jN9VUQyf+7HbhTLyFvrq/CvvawZ9/Wh26rRk//l3juYJe1MzdvVhAPra+2\nWmn97JWjcB/2a/AKLaZTF79EaWRkEt8xFQNNAFlOMLdIAM8e7IIAUBIQuGXlAvRcHrY+LgC88MHn\n0KW0SpOA1Fr+hlUhPHH39Th8+jKicR2aENhxbx1LKIiIaFIKMiADWA/glJSyCwCEEL8CcC+AaRWQ\nnTWVm5WBIG4n+QEjAKiHjQCkHER64YPPbZetr1yN49mDXaiunIOHbqtG59lBvHioZ1L1yLF4uohN\nxSygCXzthsX4zacXPIveM62HlwCiLjvNxsAbaZUm7WsPo7k97FrLz4N3RESUa4UakFcA6FV+HwZw\nm3oHIcQ2ANsAoLo6dQhBIUg3Ttf5Ma8A8MyBU7aDSHsO99jGUKv+718fx7qlFdhcX4W9bcYutMhi\nl69iVhDDo3GrlpPIja5LhC8PI+HxHurW1SHctW4xjvQO2IbZmDIJzzqM4SBISAghcGloNO1oah68\nIyKiXCrYGuTxSCl3SikbpZSNixYt8ns5rtLVH6sfC2gCnWcGMRpLPczXVFMJs6xYAug4Owgh3OuM\nL38ZxYPPt+D4+SHoUloHlzI1f1YQEgzHlJ4EUqbtqULlpXh841o89tVrMatEg/On1fnz5VU1v7py\nDjRNQJcS7x7vQzDgXctPRESUS4W6g3wGwErl91XJ26aVdJd+zY/taw/j5bYwjp4xhnw4W18BgFT2\n3IxdO4mgJnDd4rkpQSUa1/F3//w54onsY2544Gr23ySRw8IKY8Ke+vP/3vE+z9r3u29cgsHhKI6d\nu4Kh0bEJkTUL56Dr4hfQJZDQJR5YvxIrFsxOW0aR7eAQIiIiN4UakA8DuE4IsQZGMP4BgIf8XdLE\npLv0a46+jSeMnWNNALevXYgn7r7eVoohXUoqdCmx8ppyY7fY8bFTfV9ktLbJHLIiAoC1i+fimvIS\ntJ6OQMI4cLdFqbU3f/7PDoy4BuRgQGDjusXY8WYnonEdQQ2oXT4fD9xajXVLK/DuiYuIxXUEAhq2\nuIxdV2UzxZKIiCidgiyxkFLGAfwxgH8CcAzAS1LKTn9XlR9qqUVpULPCcVt3BM8cOIVQeanR61UA\nagc3XQLvfHoBOtwvUadv9mYEme/cvDyH3wkVo66+L9DeO2Bc/RDAU99x7yCxub4KpUHN6lrxjRuX\n4OHbqrFn2wZbr3ApgW/WLrU6ssB8c+hRd6/ymmJJRESUrULdQYaU8h8A/IPf68g3tzIMrxG6ZwZG\nsFvpTmEekpJIPfj0jRuXYGFFGT76/HLKjrIA8P3Gleg8M5j/b5BmNB2AniznSUijRt7LfQ1j7Q4B\n2Ors1YmSZmvDp/efQDw5hS+hy5SDeU5uj0NERDQRBRuQZ5Lx6iKdZRjOnTBzolhbd8TodBHTXfsc\nmyUTpUENj331WgBwDcFlJcbl6pMXvA9azS0N4ItowvPjNDMJAMtDs3Fmgn2w3a5cqG/4ggENfUOj\neO/ERcQTRt/irXeswZb6KkjAKs94cOeHiCaDt5bhwTy2eyMiolxhQM6zidRFeu2EmQHg6f0n8MHJ\nS7YdYwHgB+ursWLBbITKS9HcHsbe1l7ElSLjYEDg/saVmFcWxNP7T6Qtw2A4Lk4SmHg4FmO7w+qb\nQucI6beV1m+6lHj2YBe0ZInRluSgnKhyyPSmFfOx/du1GQVetnsjIqJcYEDOs3S9kJ3UUJGu+8U9\ndcvw4Wf9SCQvPwsApcldYcAYLDIa060ArQkjZNStmI+KsiCePdhlPV6mAx1oZps3K4iq0Gx8cs77\nqsJ4Hvv9Gs8SodKgZvuZdFL/fjjfuNWtmM/QS0REU4oBOU/MsGseshuvLtJtp/nxjWtd77fjzU4k\ndImAZlyerphdYgVpc7CIGUQEgGBAw7FzV3DUpdxCwtj5y+AMFM0Qbm+KvhyNI+qYnigAhOaU4PKX\nsZTHCAgjuK5ZOAf9X0ZxT90y62CdW4nQ9k212HO4B0fDg57lQerfD3PQTYljAiUREdFUYEDOA2fY\nfWTDanSeu4J76pZ57oRlutNs3k8CkFKiYnaJLUg31VQiGNCssKMJ4K7rF2H/sQvQpUd3C4bjouL2\nx61LoGbRXJy6+KXtfs5wLABomoAQwNEzgzh+YQiPbFiNtzrOAQDWLa3A2YERBDWBhC5REtQQKi/F\njjc7MRozJjtqycsewYCG+xqqULd8vjVa3fyZ3/0oa4mJiMg/DMh54Ky5fOGDz6FLicOnL2Pd0or/\nv717D667LvM4/n7OyaUtpGlpm7QlDRAukSbF2pYWVuWiiMKg5aJy2VllmBWYwZl13BlXRWunqDuz\nu67u7LAL4jo6OwosUG7udgdxwOJKpUkEm4KVtvSStrRpSUowbW7nu3/8Lv2dW3KSJud3kn5eM9Dk\nXL/n1x/Dc57f832e8DHR//kXugN/pMctP2s2n15el9btAiBhXt6wLJlgKJUKO2B47eMsLNeQU5MD\nrmis4YrGGi/Tu+9ozh7ZDm/UdPBz30AqLNl56c3DJBOQSkEyady8sp6bltWxaeeRsLzCOW9y5M0X\nLxq2r7FqiUVEJE4KkCdANIi1SPA5MJjiibYOrxNFxqa9Qnfg52sLF5RzdPX207ywmsryRDhg4cVt\nh8KSjCCbDF4T7A+eN5drmhew7hdbGQh60RbvUEkJad9/lO/esISu3n7+0JG/XVt5WQKcYyjlsoLo\n4ItXdJLjvu5jJPyMMnhXPs6cNV0BsIiIlCwFyBMgGsQGl5eDjK9B3lKKQrNm0Sl7297uCaeQBSUU\nleXpvZMfeWVPWJIxt6oyLQMdDCZpnF8VrvfeJ7coSJ5EqqeXMWt6BX2DQxwfSNF9LLtmuBCHe/oA\nmD2jIu/f//vrqrm0YQ4v7zxC7cxpdPf25x0hfbinLyw1SpiXOU6lHAkzZs+oGNMaRUREikEB8gSJ\nBrtB8BmUQzzR1nFSwwyiNc6Z5RFBpjqo6Vzf1pFWD3rTsrrwsnfw3sHEvmCtd13WkNbpIqpu1jT2\ndx/PudFKxm5GeYLegbEd1aPHBjl6bPCkO5I8/8ZBPvvAb2nbkzvgrShLcGnDnMi5cZS7L2ugbW83\ng0OOZMIr1xkc8s61uVWVaV/cPnJhDS/80buase4XW2mcX6UssoiIlCQFyEWQmRk+2WEG0Rpn8Eon\nUs673J2AcGNUdDjDzSvTaz6j7biC+tCgF+3P/voSAB7cuDMr4JpWUcanli5k86532N99XJnmcTLW\n4DhqLH8X0aA65cibDU4YrP1kU7gZL/DyziN8dsUiDvf0Ma+qkqbIhjuA9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 10000\n", "\n", "x1= np.random.normal(loc=0,scale=1,size=N)[:,np.newaxis]\n", "x2= np.random.normal(loc=0,scale=5,size=N)[:,np.newaxis]\n", "\n", "x3 = x1*x1 +2*x2\n", "\n", "x3 = 2*x1 + np.random.normal(loc=.0, scale=1.1, size=N)[:,np.newaxis]\n", "# x3 = 2*x1\n", "\n", "x3 = x1*x1 + np.random.normal(loc=.0, scale=1.1, size=N)[:,np.newaxis]\n", "# x3 = 2*x1*x1\n", "\n", "fig = plt.figure(figsize=(10,10))\n", "\n", "ax1= plt.subplot(2,2,1)\n", "plt.plot(x1,x2,'.');\n", "plt.xlabel('x1');\n", "plt.ylabel('x2');\n", "\n", "\n", "ax2= plt.subplot(2,2,2)\n", "plt.plot(x1,x3,'.');\n", "plt.xlabel('x1');\n", "plt.ylabel('x3');\n", "\n", "ax3= plt.subplot(2,2,3)\n", "plt.plot(x2,x3,'.');\n", "plt.xlabel('x2');\n", "plt.ylabel('x3');\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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x1x2x3
count10000.00000010000.00000010000.000000
mean-0.000726-0.0124071.002301
std1.0019764.9722981.783819
min-4.235157-19.115499-3.896439
25%-0.675720-3.350807-0.153143
50%0.004632-0.0313900.752962
75%0.6774713.3245421.844175
max4.47101019.70446020.493726
\n", "
" ], "text/plain": [ " x1 x2 x3\n", "count 10000.000000 10000.000000 10000.000000\n", "mean -0.000726 -0.012407 1.002301\n", "std 1.001976 4.972298 1.783819\n", "min -4.235157 -19.115499 -3.896439\n", "25% -0.675720 -3.350807 -0.153143\n", "50% 0.004632 -0.031390 0.752962\n", "75% 0.677471 3.324542 1.844175\n", "max 4.471010 19.704460 20.493726" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Pandas library\n", "Data= np.concatenate((x1,x2,x3),axis=1)\n", "DF = pd.DataFrame(data=Data,columns=['x1','x2','x3'])\n", "DF.describe()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean value of x1 is -0.000726449620005\n", "standard deviation of x1 is 1.00197551154\n", "variance of x1 is 1.00395492572\n", "covariance of x1 and x1 is 1.00395492572\n", "covariance of x1 and x2 is -0.0649532797198\n", "covariance of x1 and x3 is -0.00647457320974\n", "covariance of x2 and x3 is 0.136014676144\n" ] } ], "source": [ "#Expected value\n", "avg = np.sum(x1)/len(x1)\n", "print \"mean value of x1 is {}\".format(avg)\n", "\n", "#Variance and standard deviation\n", "sigma = np.sum(np.power((x1-avg),2))/(len(x1)-1)\n", "\n", "print \"standard deviation of x1 is {}\".format(np.sqrt(sigma))\n", "print \"variance of x1 is {}\".format(sigma)\n", "\n", "#Covariance \n", "cov = np.sum((x1-x1.mean())*(x1-x1.mean()))/(len(x1)-1)\n", "print 'covariance of x1 and x1 is {}'.format(cov)\n", "\n", "\n", "#Covariance \n", "cov = np.sum((x1-x1.mean())*(x2-x2.mean()))/(len(x1)-1)\n", "print 'covariance of x1 and x2 is {}'.format(cov)\n", "\n", "#Covariance \n", "cov = np.sum((x1-x1.mean())*(x3-x3.mean()))/(len(x1)-1)\n", "print 'covariance of x1 and x3 is {}'.format(cov)\n", "\n", "#Covariance \n", "cov = np.sum((x2-x2.mean())*(x3-x3.mean()))/(len(x1)-1)\n", "print 'covariance of x2 and x3 is {}'.format(cov)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Correlation\n", "\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[ 1. , -0.01303728, -0.00362246],\n", " [-0.01303728, 1. , 0.01533479],\n", " [-0.00362246, 0.01533479, 1. ]])" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.corrcoef(DF.values.T)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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j4nhpU6RVHpG0ezzvCr4DuFLKP996QQjxs6f8rK8Aaz6JPwa+CuSC4ZizU5G8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R7dMMXUDaol40CblNbrIFkG15t9Ls53uLMWkElJL0hoBzFZJtENDTfVWfEiXj09tq/LYOykvtHG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\nIEDVoTfps20ww8ETR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pandas.tools.plotting import scatter_matrix\n", "scatter_matrix(DF, alpha=0.2, figsize=(6, 6), diagonal='hist');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Basic Statistical methods stay at this level, while it is extremely limitted to:\n", "* **one to one relations**\n", "* **linear relations**\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " In comparison, in ML we are interested in learning nonlinear patterns in \"action\" and not just prooving the nonlinearities. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# And in reality we usually deal with multi-dimensional joint probabilities\n", "## We are interested in generalization from observations, which means\n", "* ### Generating new instances \n", "* ### predicting some aspects\n", "* ### Pattern recognition, clustering and classification\n", "\n", "# Density Learning\n", "### non-parametric density functions " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Kernel Density Estimation\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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m+Wz32Ih6NRY3sRd8QOEEGx0tTFv70pfoTrlhQ/08Y9xoZXyc8intccVpMgj1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\n8k1RX/JwSXXu6nXDDfEV2s2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "d0 = 1.6*np.random.randn(1000,2)\n", "d0[:,0]= d0[:,0] - 3\n", "plt.plot(d0[:,0],d0[:,1],'.b')\n", "\n", "d1 = .6*np.random.randn(1000,2)+7.6\n", "plt.plot(d1[:,0],d1[:,1],'.b')\n", "\n", "d2 = .8*np.random.randn(1000,2)\n", "d2[:,0]= d2[:,0] + 5\n", "d2[:,1]= d2[:,1] + 1\n", "plt.plot(d2[:,0],d2[:,1],'.b')\n", "\n", "d3 = .8*np.random.randn(1000,2)\n", "d3[:,0]= d3[:,0] - 5\n", "d3[:,1]= d3[:,1] + 4\n", "plt.plot(d3[:,0],d3[:,1],'.b')\n", "\n", "\n", "d4 = 1.8*np.random.randn(1000,2)\n", "d4[:,0]= d4[:,0] - 15\n", "d4[:,1]= d4[:,1] + 14\n", "plt.plot(d4[:,0],d4[:,1],'.b')\n", "\n", "\n", "d5 = 2.8*np.random.randn(1000,2)\n", "d5[:,0]= d5[:,0] + 25\n", "d5[:,1]= d5[:,1] + 14\n", "plt.plot(d5[:,0],d5[:,1],'.b')\n", "\n", "fig.set_size_inches(5,5)\n", "Data = np.concatenate((d0,d1,d2,d3,d4,d5))" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from scipy import stats\n", "def measure(n):\n", " \"Measurement model, return two coupled measurements.\"\n", " m1 = np.random.normal(size=n)\n", " m2 = np.random.normal(scale=0.5, size=n)\n", " return m1+m2, m1-m2\n", "\n", "m1, m2 = measure(2000)\n", "m1,m2 = Data[:,0],Data[:,1]\n", "\n", "xmin = Data[:,0].min()\n", "xmax = Data[:,0].max()\n", "ymin = Data[:,1].min()\n", "ymax = Data[:,1].max()\n", "Xg, Yg = np.mgrid[xmin:xmax:100j, ymin:ymax:100j]\n" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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8YL5lM3JdPPx+vuMpuQn7uTv4Sp3PLQL3Bl4iGLNYbHEowoPv5df5/ACF+0uZ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\nq6ZBH+B3by/klQqLIBzXoRl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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "val_grids = Xg\n", "# values = np.vstack([m1, m2])\n", "# values = Data.T\n", "kernel = stats.gaussian_kde(Data[:,0])\n", "Z = kernel(val_grids.ravel())\n", "\n", "\n", "import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots()\n", "ax.plot(val_grids.ravel(),Z,linewidth=5);\n", "ax.hist(Data[:,0],bins=100,normed=True);\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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LJjdEQ0EnJgo+j7XeEzDyAXAp6YV4Xwi7GsJEw0hjQakoJkaK1c6Y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/aZnvXyysk6DuxN0rslW/FcePpsP0vpIA8euIgRKhuhkXwL08UtBJUlOn0nUYRJBnsRs/xe9MYY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\nF02DvNysH0bW6k6PZpVMFxUmaC3sYaq1i+7RPIYmvExMuRiPu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X, Y = np.mgrid[xmin:xmax:100j, ymin:ymax:100j]\n", "positions = np.vstack([X.ravel(), Y.ravel()])\n", "# values = np.vstack([m1, m2])\n", "values = Data.T\n", "kernel = stats.gaussian_kde(values)\n", "Z = np.reshape(kernel(positions).T, X.shape)\n", "\n", "import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots()\n", "\n", "ax.imshow(np.rot90(Z), cmap=plt.cm.gist_earth_r,)\n", "plt.contour(np.rot90(Z))\n", "# ax.plot(m1, m2, 'k.', markersize=2)\n", "# ax.set_xlim([xmin, xmax])\n", "# ax.set_ylim([ymin, ymax])\n", "fig.set_size_inches(7,7)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Next session..." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Kernel Density Estimation and Regression Problems in the Context of Function Approximation\n", "### High dimensional data sets\n", "### Self Organizing Maps (SOM) in comparison\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:tensorflow]", "language": "python", "name": "conda-env-tensorflow-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 0 }