{ "cells": [ { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Two Dimensional Histograms\n", "\n", "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two-dimensional histograms function in much the same way as one-dimensional histograms, however, instead of having the bins over which you're counting be defined by edges along a single access, bins exist in two dimensions and are defined jointly across multiple axes. Take a look at the figure below, we have two axes for which each data point, in green, in plotted. Both the x and y axes are each divided up into bins with edges at 0, 0.25, 0.5, 0.75, and 1. For each grid cell, we count how many samples fall into the bin and that is the value that we plot in the histogram." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Two-dimensional histograms explained](img/5.1-2dhistogram.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple example\n", "\n", "Let's walk through a simple example. We'll create some sample data and start by scatter plotting the samples. Let's take a dataset where each data point represents a penguin and two measurements of that penguin: the length of its bill and the length of its flipper. Let's load the data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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bill_length_mmflipper_length_mm
039.1181
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.........
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342 rows × 2 columns

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" ], "text/plain": [ " bill_length_mm flipper_length_mm\n", "0 39.1 181\n", "1 39.5 186\n", "2 40.3 195\n", "3 36.7 193\n", "4 39.3 190\n", ".. ... ...\n", "337 47.2 214\n", "338 46.8 215\n", "339 50.4 222\n", "340 45.2 212\n", "341 49.9 213\n", "\n", "[342 rows x 2 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "penguins = pd.read_csv(\"data/penguins-condensed.csv\")\n", "penguins" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's scatter plot the data:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 432, "width": 571 } }, "output_type": "display_data" } ], "source": [ "%config InlineBackend.figure_format = 'retina'\n", "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots()\n", "\n", "ax.scatter(penguins['bill_length_mm'],penguins['flipper_length_mm'])\n", "ax.set_xlabel('Bill Length [mm]')\n", "ax.set_ylabel('Flipper Length [mm]')\n", "ax.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's a lot of overlap in the data here. Let's make the markers that are plotted in the scatter plot partially transparent by setting the alpha parameter to 0.5. For that parameter, 1 is fully opaque while 0 is fully transparent." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 432, "width": 571 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.scatter(penguins[\"bill_length_mm\"], penguins[\"flipper_length_mm\"], alpha=0.5)\n", "ax.set_xlabel(\"Bill Length [mm]\")\n", "ax.set_ylabel(\"Flipper Length [mm]\")\n", "ax.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So now we're ready to make our histogram. We can do this with the `hist2d()` command. This method takes an array of our x and y data (which we can input either as a numpy array or pandas Series). Lets create our 2D histogram!" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Flipper Length [mm]')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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rc8kll2TgwIHp0aNHOnfunH79+uWcc87JrFmz3s/bBQAAgMIrlcvlcksXUWmDBg3Kww8/vMF2J554YsaOHZu2bduudW/q1Kk58MADs2jRogb76NKlS8aOHZvjjjuuwXYzZ87MEUcckeeee26d97t165ZbbrklQ4cO3WDdG2vOnDmpqalJkhyYoWlf6tjkYwBQQft/rKUrqDoLduvQ0iVUna4nzWnpEqrOFsc0/Odemt6KBQtaugRoNkvKtZmYe5Mks2fPTu/evZuk3zZN0stmZu7cuUmS7bbbLscee2w++clPZocddsiKFSsyadKk/PjHP87cuXNz0003pa6uLrfccstafbz11lv1AccBBxyQYcOGpX///tlqq60yf/783HnnnRk7dmwWLVqUz3/+8+nSpUuGDBmyznrefvvtDBs2rD7gOOWUU3L88cenQ4cOGT9+fH74wx9m4cKFOfbYYzNp0qTstddezfQ7AwAAAJuvqgw5dt9994wePTrHHHNMWrduvca9fffdNyeeeGIOOOCAPP/887n11ltz6qmn5pOf/OQa7Vq1apXjjjsu3/nOd7LHHnusNcZhhx2WIUOGZPjw4VmxYkVOP/30vPDCCymVSmu1vfTSSzN9+vQkycUXX5xzzz23/t5+++2Xgw8+OAcddFBqa2tz1lln5cEHH2yK3wYAAAAolKrck+Puu+/Occcdt1bAsUrPnj3z4x//uP7nO+64Y602+++/f2677bZ1BhyrHHXUUTn66KOTvLsc5c9//vNabZYvX54rr7wySdKvX7+cffbZa7XZb7/9cvLJJydJxo8fnyeeeGL9bw4AAACqVFWGHI0xePDg+uuZM2ducj8HH3xwg/089NBDWfD/r7UbMWJEWrVa93+SkSNH1l/feeedm1wPAAAAFJWQYz2WLVtWf72+4KExli5d2mA/q5/iMmjQoPX2079//3Tq1ClJMnHixE2uBwAAAIpKyLEeEyZMqL/efffdm62fadOmNWqcNm3aZJdddlnrGQAAAOBdVbnx6IasXLkyF110Uf3PGzr+dX3+8pe/5J577kmSfOQjH1nn/h2zZ89OknTq1Cndu3dvsL+amppMnTo18+fPz9KlS9OuXbtG1TFnTsNHrL366quN6gcAAAA+yIQc63D55Zdn8uTJSZLhw4enf//+G93H0qVL86//+q9ZsWJFkmT06NHrbLfqGNrOnTtvsM9Vy1WSd4+dbWzIUVNT06h2AAAAsDmzXOU9JkyYkPPOOy9JsvXWW+eaa67ZpH7+7d/+LVOmTEny7oaiRx555DrbLVmyJEnStm3bDfa5eqjxzjvvbFJdAAAAUFRmcqzmr3/9a4YPH566urq0a9cut99+e7bZZpuN7ueHP/xhxo4dmyTZZ599cvXVV6+3bfv27ZOsudHp+qy+iWmHDh0aXc+qJTHr8+qrr2bgwIGN7g8AAAA+iIQc/7+XXnophx12WN588820bt06t956a4OnnazPT3/603zjG99Iknz4wx/O73//+zWWmbxXly5dkry7/GRDFi9eXH/dmOUtq/Tu3bvRbQEAAGBzZblKkldeeSWf+tSn8sorr6RUKuVnP/tZhg8fvtH93HrrrfnqV7+aJOnTp0/+53/+J7169WrwmVUBxOLFi7NgwYIG266akdGrV69G78cBAAAA1aLqQ4433ngjhx56aF588cUkyVVXXZWTTjppo/v57W9/m5NOOikrV67MtttumwceeKBRMyhWP3Fl+vTp621XV1eXmTNnJkn69eu30fUBAABA0VV1yLFw4cIcfvjhefbZZ5MkF110UU477bSN7ueBBx7Icccdl7q6umy11Vb57//+7+yyyy6NevbAAw+sv54wYcJ6202ZMqV+ucoBBxyw0TUCAABA0VVtyFFbW5sjjjgiTz75ZJLkm9/8Zr7+9a9vdD+PPfZYjjrqqCxdujRdu3bNH/7wh3zkIx9p9PODBw9Ot27dkiQ33HBDyuXyOtuNGzeu/npTltIAAABA0VVlyLFs2bIMHz48jz76aJLkzDPPzIUXXrjR/fz5z3/OEUcckcWLF6dTp0659957s88++2xUH23bts0ZZ5yRJJk2bVouvfTStdpMmjQp1113XZJk0KBBGTBgwEbXCgAAAEVXlaernHDCCbn//vuTJIccckhOPvnkPPPMM+tt37Zt2/Tt23eN12bOnJnDDz+8frPQCy+8MN26dWuwn6233jpbb731Wq+fe+65ue222/L8889n1KhRmTFjRo4//vh06NAh48ePz+jRo1NXV5cOHTrkiiuu2Pg3DAAAAFWgVF7f+ogCK5VKG9W+T58+efnll9d4bdy4cfniF7+4Uf185zvfyXe/+9113psxY0aGDh2aF154YZ33u3btmptvvjnDhg3bqDEbY86cOampqUmSHJihaV/q2ORjAFBB+3+spSuoOgt269DSJVSdrifNaekSqs4Wxyxq6RKqzooNnL4Im7Ml5dpMzL1J3j1JtDEHdzRGVS5X+SDadddd89RTT+VHP/pR+vfvn+7du6djx4758Ic/nK997WuZOnVqswQcAAAAUBRVOZODNZnJAVAwZnJUnJkclWcmR+WZyVF5ZnJQZM01k6Mq9+QAoHLa9Klp6RKqzrTPt2vpEqrOvx38h5Yuoer8/CefbukSqs6H8mxLlwCwQZarAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACiENi1dAADF9lb/7Vu6hKqz38efa+kSqs419xze0iVUnR5vl1u6BAA+gMzkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAAqhakOOJ598MqNHj86QIUNSU1OTdu3apXPnzunbt29GjhyZRx55ZIN9rFy5Ms8++2zGjRuXr371qxkwYEDatWuXUqmUUqmUhx56aKNqqq2tzSWXXJKBAwemR48e6dy5c/r165dzzjkns2bN2sR3CgAAANWhTUsX0BIGDRqUhx9+eK3Xly1blhdeeCEvvPBCbrjhhpx44okZO3Zs2rZtu85+brrppowcObJJapo5c2aOOOKIPPfcc2u8Pn369EyfPj1jx47NLbfckqFDhzbJeAAAAFA0VTmTY+7cuUmS7bbbLmeeeWbuuOOOTJ48OZMmTcpll12W7bffPsmGQ4xyuVx/vcUWW2TvvffOnnvuudH1vP322xk2bFh9wHHKKafkgQceyGOPPZYf/OAH6dy5cxYuXJhjjz02U6dO3ej+AQAAoBo06UyOf/mXf2nK7tapVCrluuuue1997L777hk9enSOOeaYtG7deo17++67b0488cQccMABef7553Prrbfm1FNPzSc/+cm1+tljjz1y5ZVXZuDAgfnYxz6W9u3b57vf/W6efvrpjarn0ksvzfTp05MkF198cc4999z6e/vtt18OPvjgHHTQQamtrc1ZZ52VBx98cBPeNQAAABRbk4Yc48aNS6lUasou11Aul5sk5Lj77rsbvN+zZ8/8+Mc/zmc+85kkyR133LHOkGPgwIEZOHDg+6pl+fLlufLKK5Mk/fr1y9lnn71Wm/322y8nn3xyfvrTn2b8+PF54oknss8++7yvcQEAAKBommVPjm233TZbbLFFk/a5fPnyvPLKK03aZ0MGDx5cfz1z5sxmG+ehhx7KggULkiQjRoxIq1brXkE0cuTI/PSnP02S3HnnnUIOAAAAeI9mCTnuv//+7LHHHk3a5zPPPJO99tqrSftsyLJly+qv1xc8NIXVT3EZNGjQetv1798/nTp1yuLFizNx4sRmqwcAAAA2V5vN6SrNuQxmXSZMmFB/vfvuuzfbONOmTWvUOG3atMkuu+ySqVOnrvFMY8yZM6fB+6+++upG9QcAAAAfRJtNyFFJK1euzEUXXVT/83HHHddsY82ePTtJ0qlTp3Tv3r3BtjU1NZk6dWrmz5+fpUuXpl27do0ao6am5v2WCQAAAB94TRpyvPTSS0lSfwRrU/rwhz9c339zu/zyyzN58uQkyfDhw9O/f/9mG2vRokVJks6dO2+wbadOneqv33777UaHHAAAAFANmjTk6NOnT1N2t4Y2bdo0a/+rTJgwIeedd16SZOutt84111zTrOMtWbIkSdK2bdsNtl091HjnnXcaPcaq2SLr8+qrr77vU2IAAACgpVmuspq//vWvGT58eOrq6tKuXbvcfvvt2WabbZp1zPbt2ydZc6PT9Vm6dGn9dYcOHRo9Ru/evTe+MAAAANjMNN+xIZuZl156KYcddljefPPNtG7dOrfeemuDp500lS5duiR5d/nJhixevLj+ujHLWwAAAKCaCDmSvPLKK/nUpz6VV155JaVSKT/72c8yfPjwioy9apbF4sWLs2DBggbbrlp20qtXL/txAAAAwHtUdLlKXV1d7rnnnjzyyCN58cUXs2jRoqxYsaLBZ0qlUh544IFmq+mNN97IoYcemhdffDFJctVVV+Wkk05qtvHea4899sivfvWrJMn06dOz7777rrNdXV1dZs6cmSTp169fxeoDAACAzUXFQo6HHnooX/ziFzNr1qz618rl8nrbl0qllMvllEqlZqtp4cKFOfzww/Pss88mSS666KKcdtppzTbeuhx44IH11xMmTFhvyDFlypT65SoHHHBARWoDAACAzUlFQo4///nPGTJkSJYtW5ZyuZz27dtnt912S/fu3dOqVcusmKmtrc0RRxyRJ598MknyzW9+M1//+tcrXsfgwYPTrVu3LFy4MDfccENGjRq1zmBn3Lhx9deVWkoDAAAAm5OKhBzf/e53s3Tp0rRr1y6XXXZZvvjFL9afKtISli1bluHDh+fRRx9Nkpx55pm58MILW6SWtm3b5owzzsj3v//9TJs2LZdeemnOPffcNdpMmjQp1113XZJk0KBBGTBgQEuUCgAAAB9oFQk5Jk6cmFKplG9+85s59dRTKzFkg0444YTcf//9SZJDDjkkJ598cp555pn1tm/btm369u27znurz7BI3p21ssp9992Xl19+uf7nXXfddY3lKauce+65ue222/L8889n1KhRmTFjRo4//vh06NAh48ePz+jRo1NXV5cOHTrkiiuuaPT7BAAAgGpSKje0MUYT6dy5c95555386U9/Sv/+/Zt7uA3a2H0++vTps0ZYsal9jRgxYq1QZJUZM2Zk6NCheeGFF9Z5v2vXrrn55pszbNiwRo/XWHPmzElNTU2S5MAMTftSxyYfA6hetcese68hms8OZz/X0iVUnckTd2/pEqpOj7+2dAXVZ6u7prV0CVVnxQZOX4TN2ZJybSbm3iTvniS66uTR96siG2LsuOOOSZLly5dXYrjN0q677pqnnnoqP/rRj9K/f/907949HTt2zIc//OF87Wtfy9SpU5sl4AAAAICiqMhylc9+9rOZNm1aHn744ey3336VGLJBTTl5pSn76tSpU0aNGpVRo0Y1WZ8AAABQLSoyk+PMM8/Mtttum0svvXS9yz4AAAAA3o+KhBy9evXKvffemw4dOuQTn/hExo4dm4ULF1ZiaAAAAKBKVGS5SpLstddeefjhh/OJT3wiX/7yl/OVr3wlPXv2TMeODW9yWSqVMnPmzApVCQAAAGyuKhZy/OpXv8rJJ5+cRYsWpVwup1wuZ968eRt8bmNPQgEAAACqU0VCjkmTJuX444/PihUrkrx7JOtee+2V7t27p1WriqyYAQAAAAquIiHHhRdemBUrVqRbt2655ZZbMmTIkEoMCwAAAFSRikyjeOKJJ1IqlXLBBRcIOAAAAIBmUZGQY/HixUmSAw88sBLDAQAAAFWoIiHHTjvtlCSpra2txHAAAABAFapIyHH00UenXC7nD3/4QyWGAwAAAKpQRUKOs88+O7vttluuuOKKTJkypRJDAgAAAFWmIiFHly5d8sADD+SjH/1oDjrooHzzm9/M1KlTs2TJkkoMDwAAAFSBihwh27p16/rrcrmciy66KBdddFGjni2VSqmrq2uu0gAAAICCqEjIUS6XG/wZAAAA4P2qSMjxne98pxLDAAAAAFVMyAEAAAAUQkU2HgUAAABobkIOAAAAoBCEHAAAAEAhVGRPjtX95S9/ySOPPJIXX3wxixYtyooVKxpsXyqVct1111WoOgAAAGBzVbGQY9q0aTn55JPzpz/9qdHPlMtlIQcAAADQKBUJOV588cUceOCBWbBgQcrlcpKkS5cu6d69e1q1smIGAAAAeP8qEnKcf/75efPNN9OqVaucc845OfXUU7PjjjtWYmgAAACgSlQk5Pif//mflEqlnHXWWfnRj35UiSEBAACAKlORtSJvvfVWkuSYY46pxHAAAABAFapIyFFTU5MkadOm4oe5AAAAAFWiIiHH4YcfniSZPHlyJYYDAAAAqlBFQo6zzz47Xbp0ySWXXJJ//OMflRgSAAAAqDIVWT/Sp0+f3HnnnRk+fHj233///Nd//Vc+9alPVWJo+EBr3b17S5dQdVYsWNDSJVSdLs8vaOkSqs6CEzq3dAlVZ7eF01q6hKqzYo8dW7qE6lPzoZauoOq0bukCqpA/K27+KrZJxiGHHJInn3wy+++/fw4//PBsueWW2XXXXdOxY8cGnyuVSnnggQcqVCUAAACwuapYyPHYY4/lxBNPzBtvvJFyuZx//OMfDe7RUSqVUi6XUyqVKlUiAAAAsBmrSMjx7LPP5rDDDss777yTcrmc9u3bZ7fddkv37t3TqlVFtgUBAAAACq4iIccFF1yQ2tratGvXLpdddlm++MUvpn379pUYGgAAAKgSFQk5Hn300ZRKpXzjG9/IqaeeWokhAQAAgCpTkbUib775ZpLk05/+dCWGAwAAAKpQRUKO3r17J0lWrFhRieEAAACAKlSRkOMzn/lMkuThhx+uxHAAAABAFapIyHHuuedm6623ziWXXJKXX365EkMCAAAAVaYiIcc222yTP/zhD+natWs+8YlP5P/9v/+XBQsWVGJoAAAAoEpU5HSVnXfeOUlSW1ub+fPn5ytf+UpOPfXU9OzZMx07dmzw2VKplJkzZ1aiTAAAAGAzVpGQ471LVMrlcsrlcubNm7fBZ0ulUjNVBQAAABRJRUKOESNGVGIYAAAAoIpVJOS4/vrrKzEMAAAAUMUqsvEoAAAAQHMTcgAAAACFIOQAAAAACqFJ9+SYNWtWkmT77bdP69atm7LrrFixInPnzk2S7LDDDk3aNwAAALD5a9KZHDvuuGN23nnnPPfcc03ZbZJk+vTp9f0DAAAAvFeTL1cpl8tN3WVF+wcAAAA2T82yJ0epVGqObgEAAADWq0n35FjlsMMOyxZbbNGkfS5fvrxJ+wMAAACKpclDjnK5XL9BKAAAAEClNGnIMWLEiKbsDgAAAKDRmjTkuP7665uyOwAAAIBGa5aNRwEAAAAqTcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCG0qOVhdXV3uueeePPLII3nxxRezaNGirFixosFnSqVSHnjggQpVCAAAAGyuKhZyTJw4MSeeeGJmzZpV/1q5XF5v+1KplHK5nFKpVInyAAAAgM1cRUKO6dOn59Of/nTeeeedlMvltG3bNrvttlt69OiRVq2smAEAAADev4qEHKNHj05tbW1at26dCy64IGeccUY6d+5ciaEBAACAKlGRkOPBBx9MqVTKmWeemW984xuVGBIAAACoMhVZK/LGG28kSYYPH16J4QAAAIAqVJGQo1evXkmSDh06VGI4AAAAoApVJOQ48MADkyTPPPNMJYYDAAAAqlBFQo5///d/T+vWrXPllVemrq6uEkMCAAAAVaYiIceAAQNy2WWX5c9//nOOPvro+j06AAAAAJpKk56u8r3vfa/B+5/4xCdy9913p0+fPjn00EOz++67p2PHjhvs9/zzz2+qEgEAAICCKpXL5XJTddaqVauUSqUNtiuXy41qt8qKFSveT1lswJw5c1JTU5MkOTBD07604eCJptG6e/eWLqHqrFiwoKVLqDqt99y9pUuoOqW3Frd0CVWnvHBRS5dQdVbssWNLl1B1Wi9a0tIlVJ/Zr7V0BVXHnxUrZ0m5NhNzb5Jk9uzZ6d27d5P026QzOZJ3A4ymbAcAAADQGE0acqxcubIpuwMAAABotIpsPAoAAADQ3IQcAAAAQCFUJOTYaaedsssuu2TGjBmNfmbWrFnZeeeds8suuzRjZQAAAEBRNPnGo+vyt7/9LaVSKcuWLWv0M8uXL8/LL7+8UaewAAAAANXLchUAAACgED6wIcfChQuTJB07dmzhSgAAAIDNwQc25Pj5z3+eJOnTp08LVwIAAABsDpplT45DDjlkna9/8YtfTKdOnRp8dunSpXnxxRczb968lEqlHHbYYc1RIgAAAFAwzRJyPPTQQymVSimXy/WvlcvlPP744xvVz84775z/+I//aOryAAAAgAJqlpDjoIMOWuNUlAkTJqRUKmWfffZpcCZHqVRK+/bts+2222b//ffP8ccfv8GZHwAAAABJM87kWF2rVu9u/TFu3LjssccezTEkAAAAUOWaJeR4r5NOOimlUilbbrllJYYDAAAAqlBFQo5x48ZVYhgAAACgin1gj5AFAAAA2BgVmckxa9asjX5m1Sak3bp1S9u2bZuhKgAAAKBIKhJy7LTTTu/r+d69e2fffffNyJEjM2TIkCaqCgAAACiSiixXKZfL7+vX7Nmzc8cdd2TYsGE5/PDD8+abb1aibAAAAGAzUpGZHNdff32S5Nprr82f/vSntG/fPocffnj69++fXr16JUnmz5+fKVOm5A9/+EOWLl2agQMH5ktf+lLeeuutPPPMM7nrrrvyxhtv5H/+53/y2c9+NhMmTKhE6QAAAMBmoiIhx4gRI/KVr3wlkydPzlFHHZWf/vSn2XrrrdfZdt68efnSl76U3/3ud/nIRz6SsWPHJkmuuuqqfOUrX8mNN96YiRMn5rbbbsvnPve5SpQPAAAAbAYqslzlN7/5TcaMGZP99tsvd95553oDjiTZeuut8+tf/zr77rtvrr/++tx+++1Jkvbt2+dnP/tZPv7xjydJfvGLX1SidAAAAGAzUZGQ4yc/+UlKpVLOPPPMlEqlDbYvlUo566yzUi6XM2bMmPrXW7VqlVNOOSXlcjlTpkxpzpIBAACAzUxFQo6pU6cmSXbddddGP7Oq7dNPP73G63vttVeS5O9//3sTVQcAAAAUQUVCjrfeeivJu5uLNtaqtosWLVrj9Q4dOiRJtthiiyaqDgAAACiCioQcNTU1SZKbb7650c/cdNNNSZIddthhjdfnzZuXJPWnsgAAAAAkFQo5jjzyyJTL5fz85z/PFVdcscH2l19+eW6++eaUSqUceeSRa9z705/+lCTp06dPc5QKAAAAbKYqcoTseeedlxtuuCF///vfc/bZZ+fmm2/OSSedlH322af+pJV58+ZlypQpuemmm/Lkk08meXe2xnnnnbdGX7/4xS9SKpVy6KGHVqJ0AAAAYDNRkZBjq622yn//93/n05/+dF5//fU8+eST9UHGupTL5XzoQx/Kfffdlx49etS//uKLL2bgwIEZOHBgjjnmmEqUDgAAAGwmKrJcJUn+z//5P5k2bVpOP/30dO3aNeVyeZ2/unbtmtNPPz1//etf609SWWXnnXfO9ddfn+uvvz677bZbpUoHAAAANgMVmcmxSvfu3XPllVfm4osvzhNPPJFnnnkmb775ZpJkyy23zEc+8pH0798/7dq1q2RZAAAAQAFUNORYpV27dtl///2z//77t8TwAAAAQAFVbLkKAAAAQHMScgAAAACFUPHlKn/5y1/yyCOP5MUXX8yiRYuyYsWKBtuXSqVcd911FaoOAAAA2FxVLOR47rnn8i//8i/54x//2OhnyuWykAMAAABolIqEHHPnzs1BBx2UN954I+VyOUnSuXPnbLnllmnVyooZAAAA4P2rSMjxgx/8IPPnz0+pVMq//uu/5pxzzknfvn0rMTQAAABQJSoSctx3330plUo56aSTMmbMmEoMCQAAAFSZiqwVeeWVV5IkJ510UiWGAwAAAKpQRUKOLbfcMknSvXv3SgwHAAAAVKGKhBz9+/dPkjz//POVGA4AAACoQhXZk+OMM87IPffckzFjxuRzn/tcJYZkE7Xu1i2tW3Vq6TKqRqlbl5YuoeosOKpfS5dQdZZ3LrV0CVWn02vdW7qEqtN1ytyWLqHqvPD5di1dQtXZ8XdbtHQJVaf97NdaugTY7FRkJsehhx6aUaNGZfz48Tn11FOzfPnySgwLAAAAVJGKzOS48cYbs8cee2T//ffPmDFj8rvf/S7/9//+3+y+++7p2LHjBp+3YSkAAACwIRUJOUaOHJlS6X+nK7/66qu56qqrGvXsqqNnAQAAABpSkZAjScrlcqWGAgAAAKpQRUKOl156qRLDAAAAAFWsIiFHnz59KjEMAAAAUMUqcroKAAAAQHMTcgAAAACFULGNR1eZMWNGbrzxxkyaNCmvvfZa3nnnndx3333Zdddd69s888wzmTVrVjp16pRBgwZVukQAAABgM1SxkGPlypX5+te/niuuuCIrV66sP22lVCpl2bJla7SdPXt2hg0bljZt2uSll17K9ttvX6kyAQAAgM1UxZarfPnLX85ll12WFStWZLvttsv//b//d71thwwZkp133jkrVqzIHXfcUakSAQAAgM1YRUKOhx56KNddd12S5Bvf+EZefvnl3H777Q0+c+yxx6ZcLmf8+PGVKBEAAADYzFVkucq1116bJBk6dGguvPDCRj0zcODAJMlf//rXZqsLAAAAKI6KzOSYNGlSSqVSTj755EY/07t37yTJa6+91iw1Pfnkkxk9enSGDBmSmpqatGvXLp07d07fvn0zcuTIPPLIIxvV33333Zejjz46vXv3Trt27dK7d+8cffTRue+++xrdR21tbS655JIMHDgwPXr0SOfOndOvX7+cc845mTVr1sa+RQAAAKgqFZnJMW/evCTJTjvt1Ohn2rR5t7Tly5c3eT2DBg3Kww8/vNbry5YtywsvvJAXXnghN9xwQ0488cSMHTs2bdu2XW9f5XI5X/nKVzJmzJg1Xp87d25+/etf59e//nW+9KUv5dprr02pVFpvPzNnzswRRxyR5557bo3Xp0+fnunTp2fs2LG55ZZbMnTo0I18twAAAFAdKjKTo0OHDknenanQWKtmLmy55ZZNXs/cuXOTJNttt13OPPPM3HHHHZk8eXImTZqUyy67rP40l5tuuikjR45ssK9vfetb9QHH3nvvnVtvvTWTJ0/Orbfemr333jtJMmbMmHz7299ebx9vv/12hg0bVh9wnHLKKXnggQfy2GOP5Qc/+EE6d+6chQsX5thjj83UqVPf79sHAACAQqpIyLFqBsdTTz3V6GfuvvvuJMkee+zR5PXsvvvuue222zJr1qxcccUVOeaYYzJgwIDsu++++drXvpY///nP6du3b5Lk1ltvXe/SlRkzZuTiiy9OkvTv3z+PPvpojj/++AwYMCDHH398Jk6cmP79+ydJfvSjH2XmzJnr7OfSSy/N9OnTkyQXX3xxxowZk0MOOST77bdfvvGNb+T+++9PmzZtUltbm7POOquJfzcAAACgGCoSchx22GEpl8sZM2ZMVq5cucH2TzzxRG666aaUSqV8+tOfbvJ67r777hx33HFp3br1Ou/37NkzP/7xj+t/Xt8xtpdffnnq6uqSJFdddVX9jJVVOnbsmKuuuipJUldXlyuuuGKtPpYvX54rr7wySdKvX7+cffbZa7XZb7/96vczGT9+fJ544okNvEMAAACoPhUJOf7t3/4tHTp0yNNPP51TTjmlwX02fvWrX+XTn/50li1blq5du+ZLX/pSJUpcy+DBg+uv1zUDo1wu56677kry7syQfffdd5397Lvvvvnwhz+cJPnNb36Tcrm8xv2HHnooCxYsSJKMGDEirVqt+z/J6stm7rzzzsa+DQAAAKgaFQk5tt9++/znf/5nyuVyxo0bl5133jlf/epX6+9fd911OfXUU7PbbrvluOOOy9///veUSqWMGTMm3bp1q0SJa1m2bFn99bqCh5deeql+b49BgwY12Neq+3PmzMnLL7+8xr3Vl8I01E///v3TqVOnJMnEiRMbLh4AAACqUEVOV0mSk08+OaVSKWeccUbmzp2bn/70p/WnjaxaxrFqlkO7du1y7bXX5thjj61UeWuZMGFC/fXuu+++1v1p06Y1eH91q9+fNm3aGqfMNLafNm3aZJdddsnUqVPXeAYAAAB4V8VCjiT5l3/5lxx22GG54oor8tvf/jYzZsxY4/7222+fI488Mueee2523HHHSpa2hpUrV+aiiy6q//m4445bq83s2bPrr3v37t1gfzU1Net8bvWfO3XqlO7du2+wn6lTp2b+/PlZunRp2rVr12D7VebMmdPg/VdffbVR/QAAAMAHWUVDjuTdQODSSy/NpZdemrfeeivz5s3LihUrstVWW6Vnz56VLmedLr/88kyePDlJMnz48PoTUla3aNGi+uvOnTs32N+qZSbJu8fFrqufDfWxrn4aG3KsHrIAAABAUVU85Fhd165d07Vr13Xee/TRR3PdddelVCrluuuuq1hNEyZMyHnnnZck2XrrrXPNNdess92SJUvqr9u2bdtgn6uHEe+88846+9lQHxvqBwAAAKpdi4YcDZkxY0bGjRtX0ZDjr3/9a4YPH566urq0a9cut99+e7bZZpt1tm3fvn399eqblK7L0qVL66/fe8zsqn421MeG+mnIe5fIvNerr76agQMHNro/AAAA+CD6wIYclfbSSy/lsMMOy5tvvpnWrVvn1ltvbfC0ky5dutRfv3cJynstXry4/vq9y1JW9bOhPjbUT0M2tGcIAAAAFEFFjpD9oHvllVfyqU99Kq+88kpKpVJ+9rOfZfjw4Q0+s3pwsKGNPVefSfHe/TFW9bN48eIsWLCgUf306tWr0ftxAAAAQLWo+pDjjTfeyKGHHpoXX3wxSXLVVVflpJNO2uBze+yxR/319OnTG2y7+v1+/fptUj91dXWZOXPmOvsAAAAAqjzkWLhwYQ4//PA8++yzSZKLLroop512WqOe3WmnnbLddtsleXez0oY8/PDDSd49Ive9R+MeeOCB9dcN9TNlypT65SoHHHBAo2oEAACAalK1IUdtbW2OOOKIPPnkk0mSb37zm/n617/e6OdLpVKOOuqoJO/OwPjjH/+4znZ//OMf62doHHXUUSmVSmvcHzx4cLp165YkueGGG1Iul9fZz7hx4+qvN7SUBgAAAKpRVYYcy5Yty/Dhw/Poo48mSc4888xceOGFG93PWWedlTZt3t279fTTT1/rWNd33nknp59+epKkTZs2Oeuss9bqo23btjnjjDOSJNOmTcull166VptJkybVnzAzaNCgDBgwYKNrBQAAgKKrytNVTjjhhNx///1JkkMOOSQnn3xynnnmmfW2b9u2bfr27bvW63379s0555yTiy66KFOmTMkBBxyQr3/969lll10yc+bM/OhHP8pTTz2VJDn33HOz2267rbP/c889N7fddluef/75jBo1KjNmzMjxxx+fDh06ZPz48Rk9enTq6urSoUOHXHHFFe//NwAAAAAKqCpDjjvvvLP++sEHH8xee+3VYPs+ffrk5ZdfXue9H/zgB5k3b15+9rOf5amnnsrxxx+/VpuTTz65wZkiXbp0yT333JOhQ4fmhRdeyJgxYzJmzJg12nTt2jU333xzPvaxjzVYKwAAAFSrJg85DjnkkCbp57XXXmuSfppbq1atct111+WYY47JmDFj8vjjj+eNN95Iz549M2DAgHz5y1/OkCFDNtjPrrvumqeeeipXX311fvnLX2bGjBlZtmxZampqMnTo0Jx55pnp06dPBd4RAAAAbJ6aPOR46KGH1tpc84NmfZt7vh9Dhw7N0KFD31cfnTp1yqhRozJq1KgmqgoAAACqR7MsV2mOEAEAAACgIU0ecqxcubKpuwQAAADYoKo8QhYAAAAoHiEHAAAAUAhCDgAAAKAQhBwAAABAIQg5AAAAgEIQcgAAAACFIOQAAAAACkHIAQAAABSCkAMAAAAoBCEHAAAAUAhtKjHIww8/nCTZdttts9tuu1ViSAAAAKDKVGQmx+DBg3PwwQfn0UcfrcRwAAAAQBWqSMjRuXPnJMmee+5ZieEAAACAKlSRkGOHHXZIktTW1lZiOAAAAKAKVSTkOOKII5Ik//M//1OJ4QAAAIAqVJGQ42tf+1p69OiRK664Is8880wlhgQAAACqTEVCjg996EO5++6706VLlxxwwAEZPXp0Xn755UoMDQAAAFSJihwhu/POOydJli1blkWLFuXb3/52vv3tb6dz587p3r17Wrduvd5nS6VSZs6cWYkyAQAAgM1YRUKO987aKJfLSZJFixZl0aJFDT5bKpWaqywAAACgQCoScowYMaISwwAAAABVrCIhx/XXX1+JYQAAAIAqVpGNRwEAAACam5ADAAAAKISKLFd5ryVLluSJJ57Ia6+9ltra2hx11FHp2rVrS5QCAAAAFERFQ47Zs2fnW9/6Vm677bYsX768/vWnn346e+yxR/3P1113XX7605+mW7duuf/++52wAgAAAGxQxZarTJ48OXvvvXd+/vOfZ9myZSmXy/VHyb7XkUcemalTp+bBBx/M/fffX6kSAQAAgM1YRUKOhQsX5qijjso//vGPfOhDH8pPfvKTPP300+tt36tXrwwZMiRJcs8991SiRAAAAGAzV5HlKldddVVef/319OzZM5MmTcoOO+ywwWcOPfTQ3HXXXZk8eXIFKgQAAAA2dxWZyfG73/0upVIp//7v/96ogCNJPvKRjyRJZs6c2ZylAQAAAAVRkZDjhRdeSJIcdNBBjX6me/fuSZK33nqrOUoCAAAACqYiIcc777yTJOnUqVOjn3n77beTJO3bt2+WmgAAAIBiqUjI0atXryTvHiHbWE888USSZNttt22WmgAAAIBiqUjIMXDgwCTJ73//+0a1X7FiRcaMGZNSqZQDDzywOUsDAAAACqIiIccJJ5yQcrmcn/3sZ3nqqacabLty5cp85StfybPPPpsk+cIXvlCJEgEAAIDNXEVCjmOOOSb7779/li5dmn/6p3/K1VdfnXnz5tXfL5VKef3113PTTTelf//++dnPfpZSqZRPf/rTGTx4cCVKBAAAADZzbSo10G9+85scdNBBmT59es4444ycccYZKZVKSZKPf/zjWbZsWX3bcrmcPffcMzfffHOlygMAAAA2cxWZyZEkPXv2zJQpU3LaaaelXbt2KZfL9b+WLl1af92mTZt86UtfymOPPVZ/jCwAAADAhlRsJkeSdOzYMVdddVW++93v5g9/+EOmTJmSefPmZcWKFdlqq62y9957Z8iQIdluu+0qWRYAAABQABUNOVbZaqut8vnPfz6f//znW2J4AAAAoIAqtlwFAAAAoDm1yEyO5N3NRV988cX84x//SJL06NEjO++8c/1mpAAAAAAbo+Ihx+9///v85Cc/yUMPPZTa2to17nXs2DGDBw/OV7/61QwZMqTSpQEAAACbsYotV1m8eHE++9nPZtiwYbn33nuzePHiNU5YKZfLWbx4ce69994MGzYsw4cPz+LFiytVHgAAALCZq8hMjpUrV2bIkCF59NFHUy6Xs8UWW+Swww7LwIEDs80226RcLmfevHl5/PHHc//992fZsmX57W9/m6FDh+ahhx6yhAUAAADYoIqEHNdee20mTpyYUqmUww8/PGPHjs3222+/zrZz587NKaeckvvuuy8TJ07Mtddem1NPPbUSZQIAAACbsYosV7nxxhuTJAMGDMg999yz3oAjSbbffvv87ne/y8CBA1Mul3PDDTdUokQAAABgM1eRkGPatGkplUr52te+llatNjxk69at8+///u/1zwIAAABsSEVCjlV7avTt27fRz+y2225rPAsAAADQkIqEHLvsskuSZN68eY1+ZlXbVc8CAAAANKQiIccJJ5yQcrlcvzdHY9x4440plUr53Oc+14yVAQAAAEVRkZDjjDPOyMc//vH84he/yMUXX7zB9pdcckluvfXW7L333jnrrLOav0AAAABgs1eRI2Rfe+21jB07Nl/+8pfzH//xH7n11lszYsSIDBgwIFtvvXVKpVJef/31PP7447npppvy5z//OQMGDMiYMWPy2muvrbffHXbYoRLlAwAAAJuBioQcO+644xobiE6dOjVnn312g89MmTIlH//4x9d7v1Qqpa6urslqBAAAADZvFQk5kqRcLldqKAAAAKAKVSTkuP766ysxDAAAAFDFKhJyjBgxohLD0ARKXTql1KZLS5dRNV79r04tXULVeXKfa1u6hKrz8SecklVx47q3dAVV5/nTerd0CVVn+/FmCVda+z+90NIlVJ0VCxa0dAmw2anI6SoAAAAAzU3IAQAAABRCxTYeXd3rr7+ehx56KM8880z+8Y9/JEl69OiRj370oxk8eHC22WabligLAAAA2IxVNOSYPXt2zjnnnPzmN79Z7/GvrVu3zvDhw3PJJZdkhx12qGR5AAAAwGasYstVHnnkkey555654447snz58pTL5XX+qquryx133JG99torEydOrFR5AAAAwGauIiHH3Llz85nPfCZvvfVWyuVyhgwZkl/+8pf529/+liVLlmTJkiX529/+ljvuuCNDhw5NuVzOW2+9lc985jN55ZVXKlEiAAAAsJmrSMhx0UUX5a233krr1q1z44035p577skxxxyTmpqatG3bNm3btk1NTU2OPvro3H333fn5z3+eVq1a5a233spFF11UiRIBAACAzVxFQo577703pVIpp5xySr7whS9ssP3nP//5fOlLX0q5XM4999xTgQoBAACAzV1FQo5VS06OPfbYRj+zqq3lKgAAAEBjVCTk2HLLLZMk3bp1a/Qzq9quehYAAACgIRUJOfr3758kefrppxv9zKq2q54FAAAAaEhFQo4zzjgj5XI5F198cWprazfYvra2Nj/60Y9SKpVy+umnV6BCAAAAYHNXkZDjU5/6VL7zne9k2rRpGTx4cP785z+vt+1f/vKXHHzwwXnuuefyne98J4ceemglSgQAAAA2c20qMcj3vve9lEql9O/fP1OmTMk+++yTPffcMwMGDMjWW2+dUqmU119/PY8//vhay1S+973vrbff888/vxLlAwAAAJuBioQc3/3ud1MqlZIkpVIp5XI5Tz/99Dr36CiXyymVSpkyZUqmTJnSYL9CDgAAAGCVioQcybvhRUM/N/YeAAAAwLpUJORYuXJlJYYBAAAAqlhFNh4FAAAAaG5CDgAAAKAQhBwAAABAIQg5AAAAgEJo0o1Hd9555yTvHhM7c+bMtV7fFO/tCwAAAGBdmjTkePnll5O8G0ys6/VN8d6+AAAAANalSUOOESNGbNTrAAAAAE2lSUOO66+/fqNeBwAAAGgqNh4FAAAACkHIAQAAABSCkAMAAAAohCbdk2PWrFlN2V29HXbYoVn6BQAAAIqjSUOOnXbaqSm7S/LuEbJ1dXVN3i8AAABQLE0acpTL5absDgAAAKDRKnKELAAAAEBza9KQY8SIEU3ZHQAAAECjOV0FAAAAKAQhBwAAAFAITbpcJUluvPHGJMlnP/vZdO3atam7BwAAAFinJg85Ro4cmVKplP79+2ePPfZY6/78+fNzzTXXJEnOP//8ph4eAAAAqFIVX64yb968fPe7380FF1xQ6aEBAACAArMnBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAAqhTXN1/JOf/CRbb731Wq/Pmzev/vp73/teo/o6//zzm6wuAAAAoJiaLeS45ppr1nuvVColSS644IJG9SXkAAAAADakWUKOcrncZH2tCkQAAAAAGtLkIcf48eObuksAAACADWrykGPQoEFN3SUAAADABjldBQAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhVG3IMW/evNx99905//zzM2TIkPTs2TOlUimlUikjR47cqL5eeumlfO1rX8tHP/rRdOnSJZ06dUrfvn1z2mmn5a9//Wuj+6mtrc0ll1ySgQMHpkePHuncuXP69euXc845J7NmzdrIdwgAAADVpU1LF9BSttlmmybpZ8yYMTn99NOzbNmyNV5/4YUX8sILL2Ts2LG54oorcuqppzbYz8yZM3PEEUfkueeeW+P16dOnZ/r06Rk7dmxuueWWDB06tEnqBgAAgKKp2pkcq6upqclhhx220c/94he/yJe//OUsW7Ys3bp1y/e+971MnDgxjz/+eMaMGZNdd901y5Yty2mnnZY77rhjvf28/fbbGTZsWH3Accopp+SBBx7IY489lh/84Afp3LlzFi5cmGOPPTZTp07d5PcJAAAARVa1MznOP//8DBgwIAMGDMg222yTl19+OTvttFOjn6+trc2ZZ56ZJOncuXMmTpyYj370o/X3+/fvn8997nM58MAD8/TTT+f000/PkCFD0qlTp7X6uvTSSzN9+vQkycUXX5xzzz23/t5+++2Xgw8+OAcddFBqa2tz1lln5cEHH9zUtw0AAACFVbUzOS644IIMGzZsk5et/P73v8+8efOSJGeeeeYaAccqXbt2zWWXXZYkee211zJu3Li12ixfvjxXXnllkqRfv345++yz12qz33775eSTT06SjB8/Pk888cQm1QwAAABFVrUhx/v1+OOP118PGTJkve0GDx6c9u3bJ8k6l6w89NBDWbBgQZJkxIgRadVq3f9JVt8M9c4779yEigEAAKDYhByb6B//+Ef9dUOzQdq0aZMePXokSR577LHU1dWtcf+RRx6pvx40aNB6++nfv3/9UpeJEyduUs0AAABQZEKOTbT63hoLFy5cb7tyuZy33norSbJs2bLMmDFjjfvTpk2rv959993X20+bNm2yyy67rPUMAAAA8K6q3Xj0/erXr1/99YQJE7LPPvuss91TTz2Vt99+u/7nWbNmrRFmzJ49O8m7oUn37t0bHLOmpiZTp07N/Pnzs3Tp0rRr165Rtc6ZM6fB+6+++mqj+gEAAIAPMiHHJho6dGi22GKLLF++PJdddllOOumk9OzZc402K1euzDe/+c01Xlu0aNE6f+7cufMGx1x99sjbb7/d6JCjpqamUe0AAABgc2a5yibq3bt3Tj311CTJ3Llzc8ABB+Suu+7KW2+9lSVLluSPf/xjhg4dmvvuuy9t27atf+6dd95Zo58lS5YkyRpt1mf1UOO9/QAAAEC1M5Pjfbjkkkvy0ksv5Xe/+12ef/75fPazn12rzc4775yjjz46l156aZKkS5cua9xfdfLKsmXLNjje0qVL6687dOjQ6DpXLYlZn1dffTUDBw5sdH8AAADwQWQmx/vQtm3b3HXXXbn++uuzzz77rHH8a/fu3XP66afnySefTLlcrn99yy23XKOPVaHH6vt2rM/ixYvrrxuzvGWV3r17N/hr2223bXRfAAAA8EFlJsf7VCqVMnLkyIwcOTJvv/12Xn/99bRt2zbbbbddWrdunSSZOnVqffs99thjjed79+6dP/3pT1m8eHEWLFjQ4Oajq2Zk9OrVq9H7cQAAAEC1EHI0oc6dO681w2LZsmWZPHlykneXrrx3c9I99tgjv/rVr5Ik06dPz7777rvOvuvq6jJz5swka57s0tSW7Nor5fbdm61/1nTw9k+2dAlV5+NPfK6lS6g+9/Vo6QqqTtcpDS9TpOl1eb7ThhvRpFY8Pb2lS6g+GzgJEOCDwHKVZnbvvfdm4cKFSZLjjjturfsHHnhg/fWECRPW28+UKVPql6sccMABTVwlAAAAbP6EHM2orq4u3/nOd5IkW2yxRU455ZS12gwePDjdunVLktxwww1r7N+xunHjxtVfDx8+vOmLBQAAgM2ckON9eOONN1JbW7vOe8uWLcu//Mu/1O/H8fWvfz0777zzWu3atm2bM844I0kybdq0+lNYVjdp0qRcd911SZJBgwZlwIABTfUWAAAAoDCqdk+OiRMnZsaMGfU/v/HGG/XXM2bMWGPmRJKMHDlyrT4eeuihnHLKKfnnf/7nfOpTn8oOO+yQ2traPPXUU7n22mvz7LPPJkkOO+ywfPvb315vLeeee25uu+22PP/88xk1alRmzJiR448/Ph06dMj48eMzevTo1NXVpUOHDrniiive1/sGAACAoqrakGPs2LG54YYb1nnv0UcfzaOPPrrGa+sKOZJkwYIFufrqq3P11Vev8/7IkSNzzTXXpG3btuutpUuXLrnnnnsydOjQvPDCCxkzZkzGjBmzRpuuXbvm5ptvzsc+9rH1vykAAACoYlUbcjSFT37yk7nkkkvy4IMPZvr06Xn99dfTqlWrbLfddjn44IMzcuTI9Z6W8l677rprnnrqqVx99dX55S9/mRkzZmTZsmWpqanJ0KFDc+aZZ6ZPnz7N/I4AAABg81Uqr2+nS6rGnDlzUlNTkyTZd/B/pJ0jZCtm7x86QrbSxs/draVLqD6OkK24be92hGyllbs6QrbSHCFbea0dIVtxKxYsaOkSoNksKddmYu5NksyePTu9e/dukn5tPAoAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUgpADAAAAKAQhBwAAAFAIQg4AAACgEIQcAAAAQCG0aekC+GBp99TLad+qU0uXUTWe+bc9W7qEqrP8gI4tXULV6f7aypYuoerU/W12S5dQdVp3797SJUCzW7FgQUuXAM3O93nltF65RbKw6fs1kwMAAAAoBCEHAAAAUAhCDgAAAKAQhBwAAABAIQg5AAAAgEIQcgAAAACFIOQAAAAACkHIAQAAABSCkAMAAAAoBCEHAAAAUAhCDgAAAKAQhBwAAABAIQg5AAAAgEIQcgAAAACFIOQAAAAACkHIAQAAABSCkAMAAAAoBCEHAAAAUAhCDgAAAKAQhBwAAABAIQg5AAAAgEIQcgAAAACFIOQAAAAACkHIAQAAABSCkAMAAAAoBCEHAAAAUAhCDgAAAKAQhBwAAABAIQg5AAAAgEIQcgAAAACFIOQAAAAACkHIAQAAABSCkAMAAAAoBCEHAAAAUAhCDgAAAKAQhBwAAABAIQg5AAAAgEIQcgAAAACFIOQAAAAACkHIAQAAABSCkAMAAAAoBCEHAAAAUAhCDgAAAKAQhBwAAABAIQg5AAAAgEIQcgAAAACFIOQAAAAACkHIAQAAABSCkAMAAAAohKoNOebNm5e77747559/foYMGZKePXumVCqlVCpl5MiRG9XX3/72t5x33nnZZ5990r1792yxxRbp0aNH9t9//3z/+9/P/PnzG9VPbW1tLrnkkgwcODA9evRI586d069fv5xzzjmZNWvWJrxLAAAAqB5tWrqAlrLNNts0ST+33HJLTjnllNTW1q7x+ptvvplJkyZl0qRJufLKK3P77bfnkEMOWW8/M2fOzBFHHJHnnntujdenT5+e6dOnZ+zYsbnlllsydOjQJqkbAAAAiqZqZ3KsrqamJocddthGPzdp0qScdNJJqa2tTatWrfLFL34xv/nNbzJ58uTccccd+cxnPpMk+fvf/54jjzwyL7/88jr7efvttzNs2LD6gOOUU07JAw88kMceeyw/+MEP0rlz5yxcuDDHHntspk6dusnvEwAAAIqsamdynH/++RkwYEAGDBiQbbbZJi+//HJ22mmnjepj9OjRWbFiRZLkqquuyle/+tX6ewMGDMgxxxyTs88+O5dddlkWL16cyy67LP/5n/+5Vj+XXnpppk+fniS5+OKLc+6559bf22+//XLwwQfnoIMOSm1tbc4666w8+OCDm/KWAQAAoNCqdibHBRdckGHDhr2vZSuPPvpokmSrrbZaI+BY3fnnn19//dhjj611f/ny5bnyyiuTJP369cvZZ5+9Vpv99tsvJ598cpJk/PjxeeKJJza5ZgAAACiqqg05msKyZcuSpMEZIN26dUvPnj2TJEuXLl3r/kMPPZQFCxYkSUaMGJFWrdb9n2T1zVDvvPPOTawYAAAAikvI8T707ds3SfLSSy+tt81bb72VN954Y432q3vkkUfqrwcNGrTefvr3759OnTolSSZOnLhJ9QIAAECRCTnehy9/+ctJ3t1Y9Nprr11nm+9///trtV/dtGnT6q9333339Y7Vpk2b7LLLLms90xhz5sxp8Nerr766Uf0BAADAB1HVbjzaFP71X/81jzzySG6++eacdtppeeKJJ3LkkUdm2223zaxZs/Lzn/88v/71r5MkX//619d5gsvs2bOTJJ06dUr37t0bHK+mpiZTp07N/Pnzs3Tp0rRr165RddbU1GzcGwMAAIDNkJDjfWjdunV+/vOf58gjj8xFF12UsWPHZuzYsWu0Ofjgg3Peeeet94jaRYsWJUk6d+68wfFWLVdJ3j12trEhBwAAAFQDIcf7NH369Nxyyy15+umn13l/0qRJufHGG7Pnnntm2223Xev+kiVLkiRt27bd4FirhxrvvPNOo2tcNVtkfV599dUMHDiw0f0BAADAB5GQ43145JFHcuSRR2bBggXp06dPLrzwwhx66KHp0aNHXn/99fz2t7/Nt771rdx8882ZMGFC7r///vTr12+NPtq3b5/kf09qacjqp7N06NCh0XX27t270W0BAABgc2Xj0U20dOnSnHDCCVmwYEE+9KEP5Y9//GO+8IUvZJtttskWW2yR3r1756tf/WoeeeSRtG/fPnPmzMlJJ520Vj9dunRJ8u7ykw1ZvHhx/XVjlrcAAABANRFybKL77rsvc+fOTZKcfvrp+dCHPrTOdh/5yEfyhS98IUkyZcqU/OUvf1nj/qpZFosXL86CBQsaHHPVspNevXrZjwMAAADeQ8ixiVY/xvXjH/94g2332Wef+uvp06evcW+PPfZY773V1dXVZebMmUmy1pIXAAAAQMixydq0+d/tTOrq6hpsu3z58nU+lyQHHnhg/fWECRPW28eUKVPql6sccMABG1UrAAAAVAMhxybaaaed6q8feeSRBtuuHl6s/lySDB48ON26dUuS3HDDDSmXy+vsY9y4cfXXw4cP39hyAQAAoPCEHJvon/7pn9KxY8ckyTXXXLPeI2R///vf59e//nWSZPvtt8/HPvaxNe63bds2Z5xxRpJ3l8Bceumla/UxadKkXHfddUmSQYMGZcCAAU31NgAAAKAwqvYI2YkTJ2bGjBn1P7/xxhv11zNmzFhj5kSSjBw5co2fu3fvnvPOOy/nn39+Fi1alP333z+nn356Dj300Gy55ZZ5/fXXc9ddd+X//b//l5UrVyZJLrroorRqtXaudO655+a2227L888/n1GjRmXGjBk5/vjj06FDh4wfPz6jR49OXV1dOnTokCuuuKLJfg8AAACgSErl9a2PKLiRI0fmhhtuaHT7df02lcvl/Pu//3uuvPLK9S4zSZItttgio0ePzjnnnLPeNjNmzMjQoUPzwgsvrPN+165dc/PNN2fYsGGNrrmx5syZk5qamiTJoG4npH2rTk0+Buu2Yo8dW7qEqvPKAR1buoSq0/3FlS1dQtXp+Ks/tnQJVad19+4tXULVWbGBU+kANoXv88pZsnJxJiy8Ncm7J4muOnn0/aramRxNoVQq5fLLL88XvvCFjB07NhMnTszf/va31NbWpnPnztl1110zaNCgfPnLX07fvn0b7GvXXXfNU089lauvvjq//OUvM2PGjCxbtiw1NTUZOnRozjzzzPTp06dC7wwAAAA2P1U7k4P/ZSZHyzGTo/LM5Kg8Mzkqz0yOyvMvf5VnJgfQHHyfV05zzeSw8SgAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQmjT0gXwwbJi4cKsKC1v6TKqx2N/bukKqk7Not1buoSqs+Lp6S1dAjS7FQsWtHQJADQB3+eVs6Jc2yz9mskBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFIKQAwAAACgEIQcAAABQCEIOAAAAoBCEHAAAAEAhCDkAAACAQhByAAAAAIUg5AAAAAAKQcgBAAAAFEKbli6AlldXV1d/vTTvJOUWLAaaWetlb7V0CVVnRbm2pUsAAOADZmneqb9e/e+k75eQg8yfP7/++vGMb8FKoAKmt3QBAADA6ubPn58dd9yxSfqyXAUAAAAohFK5XLY4ocotWbIkTz/9dJKkV69eadPGBJ+W8uqrr2bgwIFJksmTJ2fbbbdt4YpgTT6jfND5jPJB5zPKB53PKJVSV1dXv6pgzz33TPv27ZukX3+bJe3bt8+AAQNaugzeY9ttt03v3r1bugxYL59RPuh8Rvmg8xnlg85nlObWVEtUVme5CgAAAFAIQg4AAACgEIQcAAAAQCEIOQAAAIBCEHIAAAAAhSDkAAAAAApByAEAAAAUQqlcLpdbuggAAACA98tMDgAAAKAQhBwAAABAIQg5AAAAgEIQcgAAAACFIOQAAAAACkHIAQAAABSCkAMAAAAoBCEHAAAAUAhCDgAAAKAQhBwAAABAIQg5oBm89dZb+cUvfpGzzz47gwYNyq677ppu3bqlbdu22XrrrTN48OBcfPHF+fvf/77ePsaNG5dSqdSoX+PGjavcm6PwRo0atcbn66GHHtrgM/fdd1+OPvro9O7dO+3atUvv3r1z9NFH57777mv+gqk6jf2M+h6luTX28zV48OAN9uV7lObwfj+jvkfZHLVp6QKgiCZPnpwTTjhhnffmz5+fCRMmZMKECbnkkkvy85//PIcffniFK4R1+8tf/pLLL7+80e3L5XK+8pWvZMyYMWu8Pnfu3Pz617/Or3/963zpS1/Ktddem1Kp1NTlUoU29jMKH3S+RwGalpADmklNTU0OPvjg7LPPPqmpqcm2226blStXZs6cObnjjjty55135o033siRRx6Zxx9/PHvttdd6+/rDH/6Q7bbbbr33e/fu3RxvgSqzcuXKnHLKKamrq8vWW2+defPmbfCZb33rW/V/MN97770zatSo7LLLLpk5c2YuvvjiPPXUUxkzZkx69eqVCy+8sLnfAgW3KZ/RVXyP0pxOPfXUfPWrX13v/U6dOq33nu9RKuH9fEZX8T3K5kLIAc3g4IMPzqxZs9Z7/7jjjstvfvObDB8+PMuWLcsFF1yQX/3qV+tt37dv3+y4447NUCn8r//8z//M448/nt133z3Dhw/PD3/4wwbbz5gxIxdffHGSpH///nn44YfToUOHJMmAAQNy5JFHZtCgQZkyZUp+9KMf5Ytf/GJ22WWXZn8fFNfGfkZX53uU5rT11lvnox/96EY/53uUStnUz+jqfI+yubAnBzSD1q1bb7DNZz/72ey+++5Jkocffri5S4IGzZ49O9/+9reTJNdcc03atm27wWcuv/zy1NXVJUmuuuqq+j+Yr9KxY8dcddVVSZK6urpcccUVTVs0VWVTPqPwQed7FKDpCTmgBa2aGrhkyZIWroRq99WvfjVvv/12RowY0agN8srlcu66664kye6775599913ne323XfffPjDH06S/OY3v0m5XG6ymqkuG/sZhQ8636MAzUPIAS1k2rRp+fOf/5wk9TM6oCXcfvvtufvuu9OjR49ccskljXrmpZdeyty5c5MkgwYNarDtqvtz5szJyy+//L5qpTptymcUPuh8jwI0DyEHVFBtbW1eeOGFXHbZZTn44IOzYsWKJMmZZ57Z4HMjR47MNttsk7Zt26Znz57Zd999861vfav+D0ewqRYsWFD/+fvRj36UXr16Neq5adOm1V9vKKRb/f7qz0FjbOpn9L18j9KcfvnLX+bDH/5wOnTokC5dumS33XbLiBEjMn78+PU+43uUStqUz+h7+R5lcyHkgGa2+vninTp1St++fXP22Wfn9ddfT5Kcc845+ed//ucG+5gwYULmzZuX5cuX5+9//3v+9Kc/5Qc/+EF23XXX/PSnP63E26CgRo0alddeey37779/Tj755EY/N3v27PrrDe2mXlNTs87noDE29TP6Xr5HaU7PPvtsnn/++SxZsiRvv/12ZsyYkRtvvDGHHHJIhg8fnoULF671jO9RKmlTPqPv5XuUzYXTVaCFfOxjH8u1116bT3ziE+tts/POO+foo4/OfvvtV/8HnBdffDG/+tWvcscdd2TJkiX5yle+klKplC996UuVKp2CmDhxYsaOHZs2bdrk2muvTalUavSzixYtqr/u3Llzg21XP5bu7bff3vhCqVrv5zO6iu9RmlPHjh1z5JFH5p/+6Z+y++67p3Pnzpk/f34mTJiQa6+9Nn//+9/zm9/8JkcddVT++7//O1tssUX9s75HqYT38xldxfcom50y0KzefPPN8tNPP11++umny5MnTy7feuut5eHDh5eTlHfZZZfy7373u3U+t2DBgvLKlSvX2+/vfve78hZbbFFOUu7YsWP51Vdfba63QAEtXbq03K9fv3KS8rnnnrvW/e985zvlJOUk5fHjx691/3vf+179/QceeKDBsR544IH6tt///veb6i1QcO/3M1ou+x6l+b355pvrvffaa6+V99577/rP6ZVXXrnGfd+jVML7+YyWy75H2TxZrgLNrHv37vnoRz+aj370oxkwYECOP/743Hnnnbnxxhvz4osv5qijjsq4cePWeq5bt24N/qvlsGHD8p3vfCfJu3t9XHfddc31Fiig0aNHZ9q0adlhhx3qP0cbo3379vXXy5Yta7Dt0qVL66/fezwirM/7/Ywmvkdpft27d1/vvW222SZ33HFH/XHHq46CXcX3KJXwfj6jie9RNk9CDmghJ554Yo499tisXLky//Zv/5Y333xzo/s45ZRT6v/HM2HChKYukYKaPn16fvjDHyZ59w80q0+DbqwuXbrUX29o6vTixYvrrzc0JRuSpvmMNpbvUZrTzjvvnEMPPTRJMmPGjLzyyiv193yP8kHQ0Ge0sXyP8kFjTw5oQUcddVRuv/32LF68OL///e/z+c9/fqOe33rrrdOzZ8/Mnz/fztY02uWXX55ly5Zl5513Tm1tbX7xi1+s1eaZZ56pv37wwQfz2muvJUk+85nPpFOnTmtskjdnzpwGx1t9k7zVN8+D9WmKz2hj+R6lue2xxx655557kiRz587NdtttlyS+R/nAWN9ntLF8j/JBI+SAFrT6UYh/+9vfNqmPcrncVOVQJVZNe37xxRdzwgknbLD997///frrl156KZ06dcoee+xR/9r06dMbfH71+/369dvYcqlCTfEZ3Ri+R2lO6/t8+R7lg6IpvgN9j/JBYrkKtKDV0+5NmX46b968/P3vf0+SjU7d4f3Yaaed6j9zG5qa+vDDDydJtt9+++y4447NXRpsFN+jNLdnn322/nr1z5jvUT4o1vcZbSzfo3zQCDmgBf3yl7+sv95zzz03+vkxY8bUJ+eDBg1qsrootnHjxqVcLjf4a/WNHsePH1//+qo/XJdKpRx11FFJ3v0Xxj/+8Y/rHOuPf/xj/b9AHnXUUZt0BCjVpyk+o43le5Tm9OKLL+a///u/k7y798H2229ff8/3KB8EDX1GG8v3KB80Qg5oBuPGjcuSJUsabHP55Zfn3nvvTZLsuOOOOfDAA+vvvfzyy3nqqacafP7uu++un6Ldvn37fPGLX3yfVcPGOeuss9KmzburHk8//fS88847a9x/553/r707D4q6/uM4/gIFAdFSLhPzFjPULFHj8Mo8wqNRPGhMwbDMHM1zrMkZMX9e5YFjk3jglVrjkWOON6WUt6SpXZYHhpkCaeLEUoD7+8PhO6wsR8qysD4fMzuzfM/3ftn5svvic5g0duxYSVLVqlU1fvz48i4RjzDuo7C1HTt2KDc3t8j1N27c0MCBA5WTkyNJGjNmTKFtuI/Clh72Pcp9FJUVY3IANhAbG6tJkyYpIiJCYWFhatKkiTw9PXXnzh2dO3dOGzZs0OHDhyVJrq6uWrFihfEhR7r3R6Vr164KDg5W37591aZNG/n6+spsNuvSpUvasmWLtmzZYqTm8+fPf6DkHXgYAQEBmjx5subOnavk5GSFhoZq6tSpatKkiS5evKh58+YZH46mTJmiZs2a2bliPEq4j8LWxo4dq5ycHEVERCg4OFgNGzaUu7u7MjIydPDgQcXHxxtN+MPCwqyGHNxHYUsP+x7lPopKywygzDVo0MAsqcRHvXr1zPv27Su0/4EDB0q1v4eHh3nZsmV2eIVwdNOnTzfeZwcOHChyu7y8PPNrr71W7Ps0JibGnJeXV37F45FQ0nuU+yhsrbR/6yMiIsy3bt0q8jjcR2ErD/se5T6KyoqWHIANfPnll0pMTNSBAwf0008/6caNG/rzzz/l5uYmPz8/tWnTRn369NHgwYPl4eFRaP+2bdtq/fr1Onr0qJKTk/XHH38oIyNDubm5qlWrlgIDA9WtWzeNHDlSvr6+dniFwD3Ozs5KSEhQRESEli9frpMnTyojI0Pe3t5q166dRo0apZdeesneZeIRxH0UtrZ27VolJSXp6NGjunTpkjIyMpSZmSlPT089+eSTCgkJUVRUlIKDg4s9DvdR2MrDvke5j6KycjKbme8HAAAAAABUfgw8CgAAAAAAHAIhBwAAAAAAcAiEHAAAAAAAwCEQcgAAAAAAAIdAyAEAAAAAABwCIQcAAAAAAHAIhBwAAAAAAMAhEHIAAAAAAACHQMgBAAAAAAAcAiEHAAAAAABwCIQcAAAAAADAIRByAAAAAAAAh0DIAQAAAAAAHAIhBwAAAAAAcAiEHAAAAAAAwCEQcgAAAAAAAIdAyAEAAAAAABwCIQcAAA7i4MGDcnJykpOTkw4ePFhofWxsrLHemi5dusjJyUldunSxbaEoJP/3Ehsba9PzREdHG+cq+EhJSbHpeSuSlJQUq9cgOjra3qUBAMoAIQcAAHZUMJiw9vD09FRAQICioqKsBhcVTX7dBCUAAMAeCDkAAKjA/v77b/36669at26dunbtqpiYGOXl5dm7LJRCRW4ZU7duXZ07d854+Pv727ukcuPv72/x2uvWrWvvkgAAZaiqvQsAAAD3jB49Wm+99Zbxs9ls1s2bN3X06FEtWrRIaWlpWrVqlerVq6cZM2YU2r9Lly4ym83lWTIqKRcXF7Vs2dLeZdjF/a/dxcXFjtUAAMoaIQcAABWEr6+v1S+enTt3Vr9+/RQUFCSTyaS4uDhNmzaNL2cAAAD3obsKAACVwNNPP63evXtLkjIzM/XTTz/ZuSIAAICKh5ADAIBKomHDhsbz7OzsQutLml2lsrh69areffddPffcc6pVq5bc3NxUv359DRkyRAcOHChyv4KzZqxZs0aStH//fvXt21d16tRRtWrV1KhRI40ePVpXr14tsY6MjAxNmTJFAQEBcnd3l5+fn7p3765t27ZJktasWWN1dpL8GUySkpIkSUlJSYUGlC34u7Tm5MmTeuWVV1SvXj1Vq1ZN/v7+GjZsWLmGW/mvI7/W69eva/LkyQoICJCHh4f8/f01ePBg/fDDDxb7paSkaNy4cRbXbejQobp48WKR57p/5p/MzEzFxsaqVatW8vT0lJ+fn8LDw3XkyBGL/dLS0jRt2jQFBgaqevXq8vLy0ssvv6zTp0+X7cUAAFQadFcBAKCSKPhFun79+vYrxIYSEhI0duxYmUwmi+WpqalKTU3Vpk2bFBMTo/j4eFWtWvzHmHfeeUfz5s2zWJaSkqL4+Hht3bpVSUlJatGihdV9z5w5o+7duys9Pd1Ylp2drcTERCUmJuqNN95QcHDwA77K4n300UeaMGGCcnNzjWXXrl3T+vXr9fnnn2v37t3q1KmTTc5dlDNnzqhXr166fv26scxkMmnz5s3auXOn9u7dq7CwMH311VcaMGCAbt++bWyXnZ2tjRs3avfu3frmm28UGBhY7LlSU1P14osv6pdffjGW/f3339q9e7f27dunTz/9VIMGDdLZs2cVHh6u33//3dguKytLX3zxhfbu3atdu3bphRdeKMOrAACoDGjJAQBAJfDzzz9r586dkqR27dqpTp06dq6o7K1atUojR46UyWRSy5YttWTJEh06dEinTp3S1q1bFR4eLuleEDJ16tRij7VixQrNmzdPnTt31saNG5WcnKzExEQNHz5ckpSenq7XXnvN6r63bt1Sr169jIBj6NCh2r17t5KTk/XZZ58pODhYy5cvV3x8vNX9Z82apXPnzikoKEiSFBQUZDGbx7lz57Rv3z6r++7du1fjxo1TYGCgVq1apZMnT+rrr7/WhAkT5OzsrKysLA0bNkz//vtvyRe0jGRlZal///76999/NXv2bB0+fFjHjh1TbGysXF1djZouXLig/v37q0aNGlq8eLGOHTumQ4cOacKECXJyctKtW7cUExNT4vkGDRpktOZJSkrSyZMntWjRItWsWVN5eXmKiYnR5cuX1adPH5lMJs2aNUuHDh3S8ePHNWPGDLm6uuqff/7RiBEjyvU6AQAqBlpyAABQQaSlpen77783fjabzfrrr7+M2VVMJpNq1qypuLg4+xVpI6mpqRo7dqwkKSoqSitXrrRoqfHss89qwIABeu+99zR79mzFxcVp1KhRCggIsHq8I0eO6PXXX9eyZcuMLhCS1K1bN7m6umrlypU6duyYTp8+rWeffdZi39jYWKPFwvz58zVp0iRjXdu2bTVw4EBFRERo+/btVs/t7+8vf39/Va9eXZJUvXr1Us9kcuzYMYWHh2vbtm1ydXU1lnfs2FFeXl6aNm2afvvtN+3cuVP9+/cv1TEfVnp6usxms06cOKEmTZoYyzt06CAfHx+NGTNGKSkpCgkJkZ+fnw4fPiwfHx9ju9DQUFWtWlUffvihjh8/bvWaF/Tdd98pKSlJHTp0MJYFBQUpICBAvXv31p07d9ShQwerNbVv317e3t4aM2ZMuV8nAEDFQEsOAAAqiKVLl6pVq1bGo3Xr1urUqZOmTp2qtLQ0jRo1SsePH1dISIi9Sy1zixcvVlZWlurWrVtsV5QZM2bI399fd+/e1bp164o83hNPPKElS5ZYBBz5Jk+ebDz/5ptvLNZlZ2dr7dq1kqTnnntOEydOLLR/lSpVtGzZMrm5uZXqtf0Xbm5uWr16tUXAkW/cuHHG8vvrtrWZM2dahAn5RowYYVyH9PR0LVmyxCLgyDd69GjjeUm1jx8/3iLgyBceHq4GDRoY5/rf//5XYk3lfZ0AAPZHyAEAQCVw9+5dbdq0SStXrnTIJvj5rSL69u1bbHhQtWpVYyyMo0ePFrndwIEDVa1aNavrmjdvLk9PT0nSpUuXLNZ9++23xngSw4cPtxqSSJKfn5969uxZ5PkfVPfu3eXr62t1XY0aNdSsWTNJheu2JScnJw0ePNjqOnd3d6OmWrVqqUePHla3a9SokWrUqCGp5NojIyOLXNe6dev/VFN5XicAQMVAyAEAQAUxffp0mc1mi0dWVpbOnj2rKVOm6M6dO1qwYIF69OhRaGDOyuz27du6cOGCJBndS4p7bNmyRZIsBsG831NPPVXsOWvVqiVJunPnjsXygt2F2rZtW+wx8sfcKEsl1V27dm1Jheu2JW9vb+O81jz++OOSpKZNmxYZChXcrqTai+qCVPAY3t7exu/wYc4FAHA8hBwAAFRg7u7uatWqlT744AN9/PHHku5NSTpnzhw7V1Z20tLSHmi/rKysItd5eHgUu6+z872PQHl5eRbLb926ZTwvqkVFPmvdMh7Wg9ZtS6WtqaxqL+44ZX0uAIDjYeBRAAAqiZiYGL3zzju6efOmEhIS9P7779u7pDJR8Ivo+PHjSzUDhySr41YAAIBHGyEHAACVhLOzs5o1a6bjx4/r2rVrunnzZrHdCCoLLy8v43lWVlapZyKxhYJdINLS0ortOpE/xSwAAKg46K4CAEAlkpubazzPycmxYyVlx8fHR/7+/pKkxMREmc1mu9USGBhoPE9OTi5225LWFzc+BQAAsA1CDgAAKomsrCz9+OOPku5NNert7W3nispOv379JN2bDSN/YFF7CAoK0mOPPSZJ+uSTT4oMXG7cuKG9e/cWe6z8WWL++eefsi0SAAAUiZADAIBKYvr06casKj179lSVKlXsXFHZmTJlijHl65tvvlliK4ldu3bp7NmzZV6Hm5ubhg8fLkk6deqUFi5cWGibu3fvatSoUcrOzi72WE888YSke8GNPVunAADwKGFMDgAAKoi0tDSLKUwlKTs7W7/++qvWrVunPXv2SLr3RXzmzJn2KLHUrl+/rjVr1pS4XdOmTRUWFqZGjRopPj5eI0aM0M2bNxUaGqphw4apT58+ql+/vnJzc3X16lWdOHFCW7Zs0cWLF7Vjxw61bt26zGuPjY3V5s2bdf36dU2ePFmnT5/WsGHD5OPjowsXLmjx4sU6cuSI2rdvrxMnTkiy3jUlJCREq1evVlpamiZOnKhXX33VaCXi4uKiBg0alHntAAA86gg5AACoIJYuXaqlS5cWu42Pj4/Wr1+vVq1alVNVD+b8+fMaMWJEidtFRUUpLCxMkhQdHS13d3e98cYbyszMVEJCghISEqzu5+zsrOrVq5dpzflq166tPXv2qHv37kpPT9eGDRu0YcMGi22io6PVsWNHI+TI75pSUGRkpObMmaNLly4pLi5OcXFxxroGDRooJSXFJvUDAPAoo7sKAAAVmKurq+rUqaNu3bppwYIFOn/+vHr06GHvsmxmyJAhSklJ0dy5c9WlSxf5+vrKxcVFHh4eaty4sfr27auFCxcqJSVFXbt2tVkdzzzzjH788UdNmjRJzZo1U7Vq1eTt7a2uXbtq48aNWr16tTIzM43t81toFOTp6akjR47o7bffVosWLeTh4WGzegEAwD1OZjqJAgAA/GcjR45UQkKC6tWrp9TUVHuXUyrR0dFau3YtLUkKaNiwoa5cuaKoqKhSdbECAFRsdFcBAAD4j0wmk7Zv3y5Jev755+1czX+Xk5NjMf5L8+bN5eLiYseKyk9OTo7Onz9v8TMAwHEQcgAAANzn4sWLaty4sdUBRfPy8jR69GhlZGRIujeuSGVz7do1i3FdLl++rIYNG9qvoHL0+++/V/gxbQAAD46QAwAA4D4zZ87UiRMnFBkZqQ4dOsjX11cmk0lnz57VihUrdOrUKUlSt27d1Lt3bztXCwAA8jEmBwAAwH3yx64oTmhoqLZv3y4vL69yqgoAAJSEkAMAAOA+58+f19atW7V//35duXJF6enpysnJkZeXl4KCgjRkyBBFRkbK2ZmJ6gAAqEgIOQAAAAAAgEPg3w8AAAAAAMAhEHIAAAAAAACHQMgBAAAAAAAcAiEHAAAAAABwCIQcAAAAAADAIRByAAAAAAAAh0DIAQAAAAAAHAIhBwAAAAAAcAiEHAAAAAAAwCEQcgAAAAAAAIdAyAEAAAAAABwCIQcAAAAAAHAIhBwAAAAAAMAhEHIAAAAAAACHQMgBAAAAAAAcAiEHAAAAAABwCIQcAAAAAADAIRByAAAAAAAAh/B/r0nAPLMQN6YAAAAASUVORK5CYII=", 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" ] }, "metadata": { "image/png": { "height": 525, "width": 540 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 6))\n", "ax.hist2d(penguins[\"bill_length_mm\"], penguins[\"flipper_length_mm\"], bins=10)\n", "ax.set_xlabel(\"Bill Length [mm]\")\n", "ax.set_ylabel(\"Flipper Length [mm]\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is an example of a heatmap. The intensity of the color represents the magnitude of the count of samples from the dataset that fall into the corresponding bins of the histogram. Let's add a colorbar to this plot. To add a colorbar, we can need to get the output from the hist2d method, which returns the histogram data (the counts), the bin edges (both x and y) that were used for making the histogram, and the image plot object which contains the information that the colorbar function needs to work. So the full output from the function can be written as:\n", "\n", "```\n", "counts, xedges, yedges, im = ax.hist2d(penguins['bill_length_mm'],penguins['flipper_length_mm'], bins=10)\n", "```\n", "\n", "With this, we can feed this into the `fig.colorbar()` method which takes as input the image plot object (which we called `im` above) and the axes object that we're going to be placing the colorbar. let's try this out!" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 525, "width": 540 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 6))\n", "counts, xedges, yedges, im = ax.hist2d(\n", " penguins[\"bill_length_mm\"], penguins[\"flipper_length_mm\"], bins=10\n", ")\n", "ax.set_xlabel(\"Bill Length [mm]\")\n", "ax.set_ylabel(\"Flipper Length [mm]\")\n", "\n", "fig.colorbar(im, ax=ax, label=\"Counts\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We may also want to change the colormap (although the default colormap shown above (viridis) is an excellent default choice because it is perceptually uniform for clearer communication of your data. But there are [many other colormaps](https://matplotlib.org/stable/users/explain/colors/colormaps.html). To change a colormap, just use the colormap keyword when you're plotting your heatmap. For example, let's say we wanted the \"plasma\" colormap instead:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 525, "width": 540 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 6))\n", "counts, xedges, yedges, im = ax.hist2d(\n", " penguins[\"bill_length_mm\"], penguins[\"flipper_length_mm\"], bins=10, cmap=\"plasma\"\n", ")\n", "ax.set_xlabel(\"Bill Length [mm]\")\n", "ax.set_ylabel(\"Flipper Length [mm]\")\n", "\n", "fig.colorbar(im, ax=ax, label=\"Counts\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's plot the scatter plot and the histogram side-by-side in a subplot to see these data and explore that the 2D histogram is showing:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 448, "width": 844 } }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(10, 5))\n", "\n", "\n", "def penguin_scatter(ax):\n", " plot = ax.scatter(\n", " penguins[\"bill_length_mm\"], penguins[\"flipper_length_mm\"], alpha=0.5\n", " )\n", " ax.set_xlabel(\"Bill Length [mm]\")\n", " ax.set_ylabel(\"Flipper Length [mm]\")\n", " ax.grid(True)\n", " return plot\n", "\n", "\n", "def penguin_hist(ax):\n", " counts, xedges, yedges, im = ax.hist2d(\n", " penguins[\"bill_length_mm\"], penguins[\"flipper_length_mm\"], bins=10\n", " )\n", " ax.set_xlabel(\"Bill Length [mm]\")\n", " ax.set_ylabel(\"Flipper Length [mm]\")\n", " plt.colorbar(im)\n", " return im\n", "\n", "\n", "penguin_scatter(axs[0])\n", "im = penguin_hist(axs[1])\n", "\n", "fig.colorbar(im, ax=ax, label=\"Counts\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can clearly see that the most dense areas are reflected in the histogram where the count (indicated by the color of the heatmap) is larger. Both of these views of our data are useful. If there are too many points, scatter plots may not be capable of clearly quantifying the distribution of the data; two-dimensional histograms certainly can.\n", "\n", "In the next section we'll put this into use with a larger dataset." ] } ], "metadata": { "kernelspec": { "display_name": "book", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.0" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }