From f4da0b03c2fd0f1951f85be91b55e6bee7d0325e Mon Sep 17 00:00:00 2001 From: Sam Lau Date: Tue, 18 Jul 2023 23:36:56 -0700 Subject: [PATCH] Fix errors from pandas version updates --- content/ch/11/viz_comparisons.ipynb | 41534 +++++++++++++------------- content/ch/11/viz_data_design.ipynb | 283 +- content/ch/11/viz_scale.ipynb | 280 +- content/ch/15/linear_pa.ipynb | 1389 +- 4 files changed, 21856 insertions(+), 21630 deletions(-) diff --git a/content/ch/11/viz_comparisons.ipynb b/content/ch/11/viz_comparisons.ipynb index 7e1a6eb2..169d5333 100644 --- a/content/ch/11/viz_comparisons.ipynb +++ b/content/ch/11/viz_comparisons.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 17, "metadata": { "tags": [ "remove-cell" @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": { "tags": [ "remove-cell" @@ -60,7 +60,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "(ch:viz_comparisons)=\n", "# Facilitating Meaningful Comparisons\n" @@ -68,14 +70,18 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "The same data can be visualized in many different ways, and deciding which plot to make can be daunting. Generally speaking, our plot should help a reader make meaningful comparisons. In this section, we go over several useful principles that can improve the clarity of our plots." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "## Emphasize the Important Difference\n", "\n", @@ -92,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 19, "metadata": { "tags": [] }, @@ -584,12 +590,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -1142,9 +1146,9 @@ } } }, - "image/png": 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", + "image/png": 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", "image/svg+xml": [ - "<HSHS<BABA>BA050010001500<HSHS<BABA>BAEducationEducationWeekly earnings (USD)Sex=MenSex=Women" + "<HSHS<BABA>BA050010001500<HSHS<BABA>BAEducationEducationWeekly earnings (USD)Sex=MenSex=Women" ] }, "metadata": {}, @@ -1163,7 +1167,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "These bar plots show that earnings increase with more education. \n", "But arguably, a more interesting comparison is between men and women of the same education level.\n", @@ -1172,7 +1178,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 20, "metadata": { "tags": [] }, @@ -1640,12 +1646,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -2166,9 +2170,9 @@ } } }, - "image/png": 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", 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", "image/svg+xml": [ - "<HSHS<BABA>BA050010001500SexMenWomenEducationWeekly earnings (USD)" + "<HSHS<BABA>BA050010001500SexMenWomenEducationWeekly earnings (USD)" ] }, "metadata": {}, @@ -2183,7 +2187,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "This plot is much better; we can more easily compare the earnings of men and women for each level of education.\n", "However, we can make this difference even clearer using vertical alignment.\n", @@ -2192,7 +2198,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 21, "metadata": { "tags": [] }, @@ -2215,7 +2221,7 @@ "size": 10, "symbol": "circle" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Men", "orientation": "v", "showlegend": true, @@ -2248,7 +2254,7 @@ "size": 10, "symbol": "diamond" }, - "mode": "markers+lines", + "mode": "lines+markers", "name": "Women", "orientation": "v", "showlegend": true, @@ -2659,12 +2665,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -3185,9 +3189,9 @@ } } }, - "image/png": 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", + "image/png": 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VYjK4qNq9mtgcg4sm3OyQTTK4OERG1U/C4KIMFydnF2PjyWsiqkJ5K5S/Io3IIF8MpahKhxgMaReNEH1ivaN3xuDiaEV5PkmBeuBCtab79esnerksW7ZMXJeXlyc6fRqXdHv33XcFwKh1MLio1bPa2ReDi3Z8be9OGVzsVVAb9zO4yNPPFVXV2H8pS/RVof4qVBHMeHSJD9Ml1neIQfeEcIv9VhyxSwYXR6jIc5hSoMFyyMuXL0efPn3EPYsXL8a///1vATLt27fHCy+8gN9//x27du2Ct7euDJ7aBoOL2jyqvf0wuGjP57bumMHFVuW0dR+Di3z8nVNULkCFeqtQjxXqtSKNIF8vEU2h418jOsaCoiyuHgwurlZcO+vVAxc6DkZNcI4ePSo6gtJ48MEHUVRUhDVr1oi/b9++HVOnThUdQOPj41WpFoOLKt2qqU0xuGjK3XZtlsHFLvk0czODi3tdTV3qpagKda+nbvXSaBUZiGEdYjG8Ywz6tY6Ej1cD9YpdtAUGFxcJrcFl6oHLypUr8eKLL+LMmTPw9PQE/aKiDp4PP/wwXn31VSFRSkoKbrnlFtC1dKRMjYPBRY1e1daeGFy05W97dsvgYo962rmXwcW1vi4pr8Ku89dFVGXLqXSk5ZUYDCAwIUCh41+3dooFVQST02BwMe0N8uHVnBIRBWsZKS+fyen5MWdLPXDZuXMnJk+ejB9//FEcCzt06BAmTJiA+fPn47777hNz7d+/Hw899BA2bNiANm3aKGWvjbKTwaVRcvHFMlSAwUWGTpGpSQwuMnWMzMxicHG+Q+iNLSXWU67K7guZKK2oMiwaHeKHYe11FcBuaheNQF8v5xtk4woMLrWF++N6IaZ/eRBn0vINL4QF+OCDR/rgxjYRNqpccxudiJozZw6mT5+O2bNnG174/PPP8frrr4vXpk2bZvc6cpigHrhQw6ABAwYgLi4OjzzyCL755htcvnxZ9HaRjo698847eO+992odJ5PDZhxpA4OLI9XkudyhAIOLO1RX5poMLsr0m6utZnBxvOJV1cChy9m6qMrp9FpvbGk1SqanvioUWekaH+Z4A5w0I4NLjbBbz2Tg6a8O1mrwKb3q6QE8P6oDpt3U1q6iCRK40LxSc/jy8nIMGzYMaWlpAmYIatQwTJZDlqIutMGgoCBxRGzs2LFiv/Qf3ODBg8VRsY8++kgNGpjcA4OLal2rmY0xuGjG1XZvlMHFbgk1MQGDi2PcnFdSgW1nqAlkOrafTQcl2kuDyhNTYr1UBSzCDYn1jtglg0uNire/sxOUn9TQCA3wwc/P3IRm4f42S0/g8sknn4gAA70/p+gKnZyin/n4+GDo0KEGcNm3bx8WLFiAixcvghrJT5w4Ed26dRNrjx8/XsDOzz//LIIWdLpqxowZCAgIsNk2R9/YYANKKn38xx9/iONitGlppKam4uTJk2jdurVqj4nRXhlcHP2o8XyuVoDBxdWKK3c9Bhfl+s6VljO42K72uWsFhqjKgUtZoEiLNNpGB4nEeuqv0q91BKgxpNKH2sGFGnmezyiw6KaUnGLM+d9Ri9dNHtwaIzvFWrwuJsQf9LzUHRK4PPvss5g1a5Y4JXX//feLYlsff/yxAVyoJ+Pw4cPx/PPP4+abbxb9GVetWoUdO3aIvo303jcxMRFPPfWUgKDnnnsOdMqKrpXLaBBc5GKgu+xgcHGX8ryuoxRgcHGUkuqfh8FF/T52xA4ZXKxXsayyCr9dyBRRla2nryEpu9hws6+XJ25sEymOgFG54oQm8vk02/odmr9S7eDyzYEk/HXV7xblIj61BkOrUQ0PK668v09zvHWfLjpiPCRwWb16Ne644w4kJCTgwoUL2Lhxo4iaSBEX6sH4ww8/CBihQcfJKH+dftaxY0cBLpQiIjWZp9yYyMhI0QZFLqMeuNBGpQ3VNZJCRRRpufPOO4Uoah4MLmr2rjb2xuCiDT87YpcMLo5QUf1zMLiY93FGQSk2UWL96XT8eu46issrDTfEhvpjaAc6AhaLIe2iEOAj38R6RzzJagcXylv5YPsFi1LlFpfjlJljYtIEVBUuPtwywN7SPhrTb27bILgQwEj5LvPmzRNHv6jAlgQuBCKbNm0Sp6mMx9NPP40hQ4bUA5e5c+eK6sKvvfaaxb266oJ64HLq1Cn87W9/M7l+fn4+kpKSxGvvv/++OBun1sHgolbPamdfDC7a8bW9O2VwsVdBbdzP4FLbz9RH5WhyjoiqbDl9DSeu1uQxeHgAPZuHG46AdW4Wqo2HRL9LtYOLtc4kcOk+9xeLl38xpb8AWluHFHGh72VlZeI9+p///Gf4+fnVApe33npL5LYsXbrU5FJ1Iy6KABdLomVlZYkzb0eOHMHevXuFKGocDC5q9Kq29sTgoi1/27NbBhd71NPOvQwuEJWhtp8hUKEjYOnILCwzPACh/t646YZoDO8Yi6HtYxAeWJMfrJ2nRLdTBpcajy/edgFv/Xy6wUeAcls+mtTHrkfEGFzqTmQccaGKY9RUfuHCheJIWW5urkjE79evn4i2qBJcSJCzZ8+KDf/0009ik2ocDC5q9Kq29sTgoi1/27NbBhd71NPOvVoFF+rBIUVV9v2RhQqjzPp2scEiqkJVwPq0bAIvFSTWO+KJZnCpUZEel0c+3iuaidYdlN/008whoMpi9gxrwYXWoObxb7zxBqgIF41WrVrhv//9L1q2bGkSXKqqqkCRF7kMm5LzMzMzceONN2LFihXo3bu3XPbiUDsYXBwqJ0/mBgUYXNwgukKXZHBRqONcbLZWwKW8shr7/sgUUZXNp67hUmaRQWk/b08MbBuJoR1iRWK9PSVsXew+ly7H4FJf7suZRfj5eCoOXs5GYkwwRnRqil4twl3qF2mx6upq0HsEX19fhIUppz8Q2W8TuFBYieo6U7+Xpk2bukV0Zy/K4OJshXl+ZyvA4OJshdUzP4OLenzpzJ2oGVyyCsuw+XS66Fi/89x1FJRWGKQkOKGjXxRZGZQYBX8fT2fKrIq5GVxU4UZZbqIeuFDoiCqLmRpFRUWih8uiRYvQo0cPLFu2TJabcoRRDC6OUJHncKcCDC7uVF9ZazO4KMtf7rJWbeByPCVXH1VJF0n20qDTXr1aNjEcAevQNMRdkit2XQYXxbpO9obXA5eDBw/igQceMGv4yJEj8corryA21nKzHNkr0ICBDC5K9RzbLSnA4MLPgrUKMLhYq5S2r1M6uFB5YoqmUAWwLafSkZ5fanBoWIAPqNQs5arc0j4G9HcetivA4GK7dnyneQXqgUteXp6IqpgaISEhiIuLQ0REhOp1ZXBRvYtVv0EGF9W72GEbZHBxmJSqnkiJ4JKcXSzyVCi5fs/FTFBjSGlQJIVAhY6AUYSF8+od9/gyuDhOS56ptgI25bhoQUQGFy14Wd17ZHBRt38duTsGF0eqqd65lAAulVXVOHA525BYfz69wOAQyk0Z2DZKlCse3jEGTUP91essN++MwcXNDlDx8iaPijW2UhgdL2vsPXLXlMFF7h5i+ywpwOBiSSF+XVKAwYWfBWsUkCu4UJM/6qlCyfXbz2Ygr7jcsB0qN0tRFaoCRtXAqCoYD+crwODifI21ukI9cJk+fbrIXfnrX/+KwMBAs7pUVFTgs88+E0n6VGFMTYPBRU3e1OZeGFy06Xdbds3gYotq2rtHTuByOi3fEFU5fCUbUmsV6qNC/VSkI2DUZ4WH6xVgcHG95lpZsR64bN++Hc8//7yo7fzMM8+AEvHr1nimB3LHjh147733RD7Ma6+9JjpxqmkwuKjJm9rcC4OLNv1uy64ZXGxRTXv3uBNcSiuqsPv8dV3J4tPXcDWnxOCAJoGUWE+5KjG4uX0MqIM9D/cqwOBiRv/tC4B+04CAJu51kkJXN5njUlBQIEoef/rpp2JbVPo4Pj5ewMzVq1dx/Phx0XFz9OjRePHFF1XZy4XBRaFPNJttUIDBhR8GaxVgcLFWKW1f52pwScsrEUn1lFxPXccJXqTRuVkohuoT63s0D+fEepk9mgwuJhxSXQ18Px04ugJo2hV4dC3Diw3PrdnkfPrP7OzZszhz5gxOnz6NsrIytG/fXnzRG/uWLVvasKQybmFwUYaf2MqGFWBw4afDWgUYXKxVStvXORtc6LjXkSvZhqjKqdR8g+ABPl4Y3C5KRFUouT4mxE/bzpD57hlc6jjIGFqklxwILxRg+Pvf/47x48eL2bdu3YonnngCq1atQvfu3cXPPvjgA2zZsgXffPONzJ8e8+ZxVbEG9GFwUfRzzcYDYHDhx8BaBRhcrFVK29c5A1zySypEQj1FVbadSUd2UU1ifYuIQF2uSscY3NgmEr5enFivlCeQwcXIU6agxcHw8txzz8HT0xMLFy4UM7/99tv48MMP8cILL2Dy5MniZ/S9W7duePbZZ5XyGJm0k8GFwUXRDzAb37ACDC78dFirAIOLtUpp+zpHgcv5jALRAHLL6XTsv5QFKmFMw9vTA31bRQhQod4qbaODtC24gnfP4KJ3njlocSC8UGSFYGXv3r1i1nHjxok0Dvo3S5GW8vJydOrUSRTUGjhwIM6fP4+5c+diz549SExMFDnto0aNEve+8cYbAoLoGspnHzRokIjm0DybNm1C//79MWvWLHTo0EFcv2/fPixYsAAXL17ErbfeiokTJwpAokERoGHDhuHnn3/G5cuX8dBDD2HGjBkICAiw+elmcGFwsfnh4RvlrQCDi7z9IyfrGFzk5A352mIruJRXVuO3i9cFrFByfVJWkWGTUcG+tRLrg3y95CsAW2a1AqoHl4JrwPWz5vUgaPn1/4ALWy3rFtEauG0e4Bdi/trgpkBUu3rXXLlyBcOHD8fGjRsRGRmJXr164dtvv8WkSZNw4MABnDhxAvfddx+OHj0KLy8vjBgxAp07dxZRGIIdymtfs2aNgJs//elP2L9/P/7yl7+gdevWeOmll5CUlASqOkwQQ/nv1JCeojvSulTU6+abb8b69evF8TQCHg8PD5FWQmD01FNPiUrFFBl65513xLW2DlmBS1VVFaqrq4WojR35+fmCKCMiIkzempGRgeDgYKspj4+KNdYDfL3cFGBwkZtH5GsPg4t8fSMHy46n5GLhL2dwJi0fWYVliAvzx+B20Zh9a3tQRS9TI6Og1BBV2XkuA0VllYbLusaHGY6AdYsPh4eHHHbJNjhSAdWDy+EvgDVPW5CMIomNeLitubznRGDM+ybXHTJkiIicUEsTqvq7YsUK9OzZE19//bWIrBDULF++XLQvIWAhuIiLixNzUbGtm266SRwtI3Dp06cPpk2bJl7717/+JfLdKeJCY/PmzaIwFwHPu+++ix9++EHACA16H06ARD/r2LGjABfKqSGQojFnzhwBVrSOrUM24ELAQlRHg8JUxoMEpZCV8Zg5c6YIN1F1s9mzZwshaVCC0uLFixEdHS3+TqGpqVOn4tKlS+LvFLai8JiPj+lfttIaDC62PlJ8n1wUYHCRiyfkbweDi/x95A4LKf/k7Q1n8MWeS6APj+uO8EAf/P2OThjfO0G8/ntKjiGqQrAjDYqiDGkXjaEdYzCiYywig3zdsR1e04UKqB5czm0Edv3HvKJlBUDacaCqwgrlq4Ho9kBQjPlr240EBpnOUaH30CUlJUhISBDRDoIYeq/cr18/AStdu3bF008/jZUrV4poiXSsjBako2AUAKDIS11wWbJkCY4cOWIAl99++01Ecs6dOydAhI6PUdEu40HrEEjVBRd6/02RW2qjYuuQBbhQaOnVV19FVlYW7r//fpPgctddd+H222837JN6yzRp0kQISTRHFElhKIKUtm3bYt68eeJaokqKtLz55ptITU0V5/5IuDFjxpjVjMHF1keK75OLAgwucvGE/O1gcJG/j9xh4aXMIoz6z3aUlNeUIa5rR6vIIPRrHSE611OURRqto4L0TSBj0K91JHy8GvHJszs2y2s6VAHVg4u1aqX9Diy7CyjJMX8O54h4AAAgAElEQVTHPUuB7vb1Q1y3bp0AglatWglAIXCg98bUn5EiLh999BH69u0rPuinY190HCw8PFzYNWHCBHFM7JVXXqkHLkuXLsXhw4dNgstbb70lclvoGlPD5eCSlpYmGkwSrdGbf4parF27FkFBQaLhpD3JNcYbLCoqQl5eniBAPz8/k+BCACKVeTO+lwCEgEYKaREEEWFSWIvmpHCXcZiKoIUApiGRpbkZXKz9V8nXyVUBBhe5ekZ+djG4yM8ncrDoyz2X8dL3xy2bUg34eHsIQKEqYLd2ikXziEDL9/EVqlWAwcXItZbgxQHQQqvR7/HBgweLhQ8dOiTyUCgqIn3oTz0Y6T02BQkoYf7hhx8W750puf7JJ58UVciGDh3aKHCh/BniAXr/fscddyA3N1ck4hM30Ptol4MLvcknUtuwYYMI7VAyDW2YBkGEFNVw1L88Ir2KigqT4ELgRAk+zZo1w913323oIUNHw+bPny/O59GgBKSxY8eKZCTKa6Gf79q1CzExuvDbsmXLsHr1apGEJA0CnLqjd+/eon+N3AY9FP7+/uLh48EKmFMgMzNTfJpiS84YKwuRb6eVQZAbFRWlle26bJ90XEPJ4+/fH8fyfUkWt/DsyHaYOqg1Ajmx3qJWWrmAwIWOLdHpGLkNqpjl8tEQvDgIWqT9jBw5Upw+kt7jUu445ZfQe2V6/ysN6vNClcEo3YIGJc9LZZLrHhWrG3Gh6A1FbOj4GA06ekYpHtJcFPH573//K96nmwIXson4wtZh9qgYHasiKqOQE4WgaFMkBr0hovwSggNvb29b1653X0PgQmfu6EGjNxJ0lo7yVsiOFi1a4IYbbjBQIk1IuTAEKwRcFDGi8BfZKf3joWSl999/X5z3kwbts+44duyYAB65DdJA6f8Zyk1TtdrDz4p9ntXSvzP6j8Qt/5nb5yLZ361k+C2rrMZf1pzDb5dqclUaEvw/99yAga3l9wZV9g+Iyg2U6/9B0gfZLpe/Lrw4GFoaux8KSNAJJEqWt/cEFfmaPgDz9fV1OqyaBReCFgofSdEVOoZFb/jpaBd14pRKpzVWrIaubwhcjK8vKysTJd8effRRkc9CFEn1o6X606YiLrt37zYk65uKuJiyh4+KOcqrPI+7FOCjYu5SXnnr8lEx5fnMGRZTkHHvH1lYfSgZ646lIr+k3KoPyvb/fQSiuZO9M1yi2DlFxCUnDWGxLRW7B6cYTvDy2d3AqPl257Q4xT4FTGoWXOjsG30S99e//lWchSNgoONhFy5cEKBAR8jatGnjsG1aAy60GEVI6BweRX0am+NCRQAoEsM5Lg5zG08kUwUYXGTqGBmaxeAiQ6e40CRKwl91IAmrD6cgJadYrOzn7Sn6qxy6nF0r6b6uWff2SsC/7u/uQmt5KSUoULn2OXhc3ArPKRuAYAuVspSwIUfaSIn6/rqkeB6NV8AsuFDCDgGLNCRQoe6cX331lUjoobCQvYPCVfRFZ94ox+X1118XR9Do6AIdC6MKCJRcROGsn376SZRfo7rUVB3BuKoYFQ2YMmVKrapijz32GEJDQ7mqmL1O4vsVpwCDi+Jc5jaDGVzcJr3bFs4tLseaIyn47lAKjiTVVDyiCmEEI3d2bwYqY3w4KQf3L90NaiJZdyTGBGPtjMEI8Gl87zW3bZwXdr4CP/0F2Pehbp3IRODx9QwvzlddMytYLIdM1bl+//13AQmUaEPj888/F8nu0vEse9Wicm0vv/xyrWkoskNH1AhcJk6cKKIk0qDGN48//rj4a0FBgUgw2rZtm/g71ammmtPUgIcGlWmjI2XU9ZMGRWsIjCwBFx8Vs9erfL+7FWBwcbcHlLM+g4tyfGWPpWWVVaLPyreHkkX54ooqHYy0igzEuF4JuK93czQL96+3RHF5Jf678yI2nryGixkF6NMqQlx/d/dm9pjD96pRAWNokfbH8KJGT7ttTxbBxW2WGS1MST9UzYwqFlBVMVMFAajaFuW/SI0n69pN4EOVyejLmsHgYo1KfI2cFWBwkbN35GUbg4u8/OFoaw5ezsZ3h5Kx9vdU5BWXi+lDA3xwV7c4EV3p1bKJVUvSyYjs7GyuQGeVWhq8yBS0MLxo8EFw7pbNggsdx6KIi6lBnecHDhwoakZb6kLv3C04Z3YGF+foyrO6TgEGF9dprfSVGFyU7sH69idnF2PVwWSsPpyMy5lF4gJvTw+Rt3Jv7wQM7xgDX6/GlYVlcFHfc+KwHZmDFoYXh8nMEwFmwYVySepWDqOKYtSIsmnTpuL4FuWVEOBQx001DQYXNXlTm3thcNGm323ZNYOLLarJ7568kgr8ePSqOApGURZpdI0PE7Aytkc8wgN9bDacwcVm6dR9ozXQwvCi7mfAhbuzWFWM8loop0QadGzr/vvvF9EWqjpGyfCU/E5J8moaDC5q8qY298Lgok2/27JrBhdbVJPHPZSnsu1MOr49mIzNp9JBeSw04sL8cU/PeNzft4XIYXHEYHBxhIoqmqMoCzj7M7BuNlCui+pZNdzcv8QqG/ki2SpgFlyGDBkC6qA5adKkWhv4+OOPQY0cN27cKDpmLly4EHv37pXtJm0xjMHFFtX4HjkpwOAiJ2/I2xYGF3n7x5R1R5NzREWwH46kILtIl7dCnetHd4kT0ZUBbSLh4eHYfTG4OFZPxc1GPUiS9gFJe4HkA0DWRd0WqAEQDWseuNvfAvpNU9zW2WD5KGAWXKiqF/2i+u6772pZ/Oyzz4oqXkeOHME333yD+fPniz+raTC4qMmb2twLg4s2/W7LrhlcbFHN9fdcyyvBSspbOZSMCxmFhveKg9pGCVghaPH3aVzeSmN2weDSGLUUfm1xth5S9gHJ+4CUg0CZ7pkzDE9voGlXIKEfEN4c+PXfQFFmwxtnaFH4QyEP882Cy7fffou//e1vGDZsGEaMGIHw8HAcPnwYH330EQhennrqKdF7Zc+ePVi/fr08duQgKxhcHCQkT+M2BRhc3Ca94hZmcJGvywrLKrHu96siurLnYs2bwnaxwaIiGH25qms9g4t8nxO7LKuuAtJP6QBFiqhkXqg/ZVA00Lyf7otgJb4X4G1UPvv6OeDT0UBhRv17GVrschHfXKOAxXLIn376KainivEYPXq0aOgYEBCAdevWITAwUHSyV9NgcFGTN7W5FwYXbfrdll0zuNiimvPuofYqO85miBLGG06kobRCl7cSGeSLu3s0E7DSJT7MeQY0MDODi8sld86CJbn1oyml+bXX8vQCYrvoAEXASl+gSWvL9piCF4YWy7rxFVYrYBFcaCbqj5KcnIzi4mLExcUhIiLC6gWUeiGDi1I9x3ZLCjC48LNgrQIMLtYq5dzrTlzNE+WL1xy+ioyCUrGYn7cnhneMFbByS/toeHk6OHGlEVticGmEWHK5lPJPMk4bRVP2AddNtLkIjAQS+gIt+uujKb0BnwDbdmEMLwwttmnIdzWogFXgUlVVBSqDXHdY28xRifozuCjRa2yzsQIMLvw8WKsAg4u1Sjn+uoz8UhFZ+e5wCs6k1Xzq3btlEwErFGEJ9vN2/MI2zMjgYoNorr6lNA9I3g8k0Zc+iZ5+Zjw8PIHYzkbRlH5ARBuHWlp29QQqzm9B4E0zHDovT8YKmAUX+s9syZIlIn+FOtfXHQcOHEBYmOvD1a5wG4OLK1TmNZypAIOLM9VV19wMLq71Z0l5FdYfTxUljHdduG4oytQ8IlDAyn29E5DQxMZPu524FQYXJ4pr69QZZ2pHUyi6UncENNFFU6T8lPjegG+wrStadV9paak4pUO50TxYAUcqYBZcXnvtNXzxxReYOXMmEhIS4O1d+1Of2267Db6+vo60RzZzMbjIxhVsiI0KMLjYKJwGb2Nwcb7TKW/ltwvXRXPIn4+noaisUiwa6u+NO7rp8lb6tGrifEPsWIHBxQ7xHHEr5aGkHNDnp+zXRVZKcmrPTCWJozvqIaW/7ntkoiNWb9QcDC6NkosvboQCZsGlf//+eOCBBzBr1qxGTKmOSxlc1OFHLe+CwUXL3m/c3hlcGqdXY66+eL0Q/9ufhNWHU0DljGlQnsrNN0QLWBnRKVbksShhMLi42EuZ52uqfFG1r4xTNT1TJFP8w/XRFH1EJb4P4BfiYkPrL8fg4nYXqNYAs+AyZcoUtGjRAq+88opqBWhoYwwumnO56jbM4KI6lzptQwwujpU2q7BMgArlrlDCvTQ6NwsV/VbG9UxAeKCPYxd1wWwMLk4UuaxA1ytFlCOm3in7AeqlUndEd6hdkjjqBusaPzrRdFNTM7i4WHANLWcWXHbu3IkZM2Zg48aNiI6O1pAsAIOLptytys0yuKjSrU7ZFIOL/bJSyeJfTqQJWNlx7joq6WwYgNhQf4ztGY8JfZujTVSQ/Qu5cQYGFweKT13nDZCyD7h2AqB+KsbDLxRI6KNLom9BvVP6AvQzBQwGFwU4SaEmmgUXajJJfVoaGpyc73qv5+TkiP45fn5+rl+cV1SUAgwuinKXW41lcLFNfqo0u/ePLNHJft2xVBSUVoiJAny8cFuXpuIo2KDEKLixgrFtG2vgLgYXG+UsL9ZFU6jB4xWq9LXfdId5ip4YN3ik6ArlrChwMLgo0GkKMdksuFCk5cqVKw1uZeLEiap9A80RF4U8wWxmgwowuPDDYa0CDC7WKqW77lJmEVYdTMLqQylIySkWP6P3lwPaRGJcrwTc3jUOgb5ejZtUAVczuFjppOw/9OWI6cgXRVOOA1W6YgyGQVW9pGiK6ETfB6DqXyoZDC4qcaQMt2FVHxcZ2u10kxhcnC4xL+BkBRhcnCywiqZncLHszNzicqw5QnkrKTiSVFPJKTE6GPf0ihcljOlYmJoHg4sJ71aUACmHapckLsyof2FkW6O+Kf2BmI4A9VNR6WBwUaljZbCteuCSmZmJkydPok+fPkhPT0d+fk1DrLr2duzYEV5e6vtUifbJ4CKDp5NNsEsBBhe75NPUzQwupt1dVlmFLafSRQnjrafTUaHPW2kS6IO7e8SLo2DdEtTZy8yUIgwuAHKu6I986aMpaceAKt0RQcPwDQKoVwrlpkhHv1QUTbHmlyODizUq8TW2KFAPXLZs2YJp06aJhPwFCxZg8+bNDc7LOS62SG7fPZzjYp9+WrqbwUVL3rZvrwwutfU7eDlbJNmv/T0VecXl4kVfL08M6xgjYGVohxh4qyVxpRGPjubApaIUuHq4djSl4Fp9xajrvHGDx5jOgKc6P9S19nFhcLFWKb6usQrUA5esrCycOHFCRFwyMjLMRlw6dOjAEZfGKm7n9QwudgqoodsZXDTkbDu3yuACJGcXi8gKAcvlzCKDor1ahIu8FYqwULNILQ/Vg0tucm1ISfsdqNSBq2H4BADNetVEUprfCARGaPmxMLl3Bhd+JJylAOe4NKAsHxVz1iPH87pKAQYXVymt/HW0Ci55JRX48ehVfHc4GQcu1fTMSGgSgHt6JuD+PgloHhGofAc7aAeqApfKMiD1KJC0t6YscX5qfaXCWwLNqQO9vsFjbFfNR1OseZwYXKxRia+xRQGrwOXixYtITk6uN//AgQPh7a3OT6AYXGx5nPgeOSnA4CInb8jbFi2BC+WpbDuTjm8PJmPzqXRQHguNYD9v3NE1DuN6J6BfqwilVqF16oOmaHAhKDGGFIIWghfj4e0PNOtZO5oSFOVUTdU6OYOLWj3r/n2ZBZdjx47hmWeeQVJSkklLOcfF9Q7ko2Ku11ypKzK4KNVzrrdbC+ByNDlHVAT74UgKsot0x38oTeWmG6LFUbDbOjeFn7d6qzw54qlSDLjQ8S465iU1eCRgyUupL0FYcyNI6Qc07QZ4qvPDWEf4vzFzMLg0Ri2+tjEKmAWX6dOn4+zZs5g3bx6aNWtWL7rStGlTeHqq8xc9R1wa8xjxtXJUgMFFjl6Rp01qBZdreSVYeTBZNIi8kFFoEL9TXKgoYUyJ9hFBvvJ0igytki24UPnhK7/VgErqEYAS62tFU/yAuO76Y19U7as/EBwrQ5XVYRKDizr8KMddmAWXIUOGYMKECXj66aflaLtTbWJwcaq8PLkLFGBwcYHIKllCTeBSWFaJdb9fFc0hf7uYafBQdIgfxvaMx4Q+zZEYE6wSz7l2G7IAFyo9LKIp+3WgQg0eqURx3REaX7sLPUGLl49rBdPwagwuGna+k7duFlzmzJmDsrIyLFq0yMlmyG96Bhf5+YQtapwCDC6N00vLVysdXKi9yo6zGaIi2IYTaSit0OWt0NGvUV2aiqNgQ9pFi6NhPGxXwC3gUnjdKDdlr648MTV9NB4EJAQmUt+UFjcCIXG2b5TvtFsBBhe7JeQJGlDALLhs3boVTzzxBJYuXYq4uPq/BNq3b8/lkF38aHGOi4sFV/ByDC4Kdp6LTVcquJy4mofVh5Ox5vBVZBTUHA26sU0kxvWKxx3dmiHIV9v9NBz5KBG45KRdQmR8W0dOWzNXVSVw7Zj+yNd+XTQl+1L9tUKa1hz5IlghaPH2c45NPKtNCjC42CQb32SFAhZzXLgBpRUquvASBhcXiq3wpRhcFO5AF5qvJHDJyC8VkZXvDqfgTFq+QaXWUUEiZ4WiK83C/V2onnaWqjr8FTw2vAiPx9bqEtntHUVZNdEUgpSUQ0B5TQ8dMT0ly4toir4cMXWip6R6HrJWgMFF1u5RtHFmweXSpUvIzc1tcIOdO3fmcsgudj+Di4sFV/ByDC4Kdp6LTZc7uJSUV2H98VQBLL+ev47qap1AYQE+uLt7M1HCuGfzcBerprHlji4HVk/Xbdo/HGgsvFRXAddO1G7wmHWxvojBMTVHvghSqNkjR1MU97AxuCjOZYox2Cy4LFu2DPTmh3JdtDY4x0VrHlfffhlc1OdTZ+1IjuBCeSu/Xbguutn/fDwNRWWVYvs+Xh4Y2j5GwMrwDrHi7zycrIAxtEhLWYKX4uyaKl8imnIQKKup7Cam8fQCqKGjcYNHavjIQ/EKMLgo3oWy3YBZcHnuuedAn/B/8sknst2AswxjcHGWsjyvqxRgcHGV0spfR07gcvF6If63PwnfH05BWl5NEnb3hHDc2zseY3rEi0gLDxcpYApa6sJLbBcg/VTtaErm+foGUjNHKYGeoinxvQFq+shDdQowuKjOpbLZkFlw+eqrr/D222+DGk16e2urKRODi2yeUTbERgUYXGwUToO3uRtcsgrLsPpwijgKRgn30qBclXE9E3Bfn+ZoFRmoQc+4ecvmoEUyjXJQqKpXeXFtYz08AQIaAhT6ohyViDZu3hAv7yoFGFxcpbT21jELLufPn8d9992HKVOmYPjw4fXU4apirn9gOMfF9ZordUUGF6V6zvV2uwNcqGTxLyfSBKzsOHcdlXQ2DBBVwG7vGieOgt3YOhIefBLM9Q8ErWgNtEiWUdKRfyjQYgDQor8uqpLQB/Bh2HSP89y/KoOL+32gVgu4qlgDnuWIi1ofee3si8FFO762d6euAhd6f7vvUha+O5iMdcdSUVBaIUyn/iqDE6PFUbBRXeJE/xUeblSAEunf7QNkXbDeiBufBEYtsP56vlLVCjC4qNq9bt0cVxVjcHHrA8iLO08BBhfnaau2mZ0NLpcyi7DqoC5vJTm75khR+6YhhhLGUcG+apNVWfuhCl8XtwLnNwMXtwGlBYCIdlkR8ur+ADB2KTg8piyXO9NaBhdnqqvtuc2Ci5al4YiLlr2vjr0zuKjDj67YhTPAJbe4HGuOUN5KCo4k5Ri2QYBCCfbUb6Vzs1BXbI/XMKVAab4eVLbovtdt9EhlienoF1UDy01uWEOGFn6+TCjA4MKPhbMUsAguO3fuxN69e1FYWKeMIYDnn38eAQEBzrLNrfMyuLhVfl7cAQowuDhARI1M4ShwKauswpZT6aKE8dbT6ajQ563Q0a+RnWJFdOWmG6LhRWfDeLhWAepKT2WJL2wFLmzWNXukI2HSoOpeLQcCbYcCbYfpEutpUFnjz+4C0o7Vt5ehxbU+VNBqDC4KcpbCTDULLmvXrgWVRA4KChLg0qpVK/j5+eHMmTOIiIjA5s2bERwcrLAtW2cug4t1OvFV8lWAwUW+vpGbZfaCy6HL2QJW1v6eirzicsP2+raKELByZ/c4BPtpqzKlLHyceUEHKRe2AJd+BSjKYjyadgXaDAUShwEtBjbc6NEUvDC0yMLFcjWCwUWunlG+XWbBZeLEiQJQXn/9dfTp0wfbtm1DfHw8/vWvf2HPnj1YuXKl8hVoYAcMLqp1rWY2xuCiGVfbvVFbwIVyVQhWqCrY5cwigw0tIwMFrNzXuzmonDEPFypQkqOPqFBUZQuQm1R78ZCmNaDSdgQQGGG9ccbwwtBivW4avZLBRaOOd8G2zYLLsGHDMH36dFESmUofE6j06NFDRFzuvPNObNiwAW3aqLMuO4OLC54+XsKpCjC4OFVeVUxOJYhTc0tw+nIqOrSMQ1yYv9ljXFQF7IcjV/Hd4WQcuJRt0CA0wAd3dYsTwNKrZRNVaKOITVRVAEl7gfP6PJWrdPxLV1ZaDJ8AoOXgmuNfMR3t2lZlwXWU7lyEwFFzORHfLiXVfzODi/p97K4dmgWX0aNH495778XUqVMxZswY3HHHHXjiiSdw4sQJjB07FqtWrUL37t3dZbtT12Vwcaq8PLkLFGBwcYHICl6CEub//NVBXM2p6U5PEZJPHuuHDk1DDDujPJVtZ9Lx7cFkbD6VDspjoeHt6YFb2sfg3t4JGN4xBr5eXMLYJY/D9bM1eSp0/KusTv5pXI8aUGlxI+DluGptlZWVyM7ORlRUlEu2yosoVwEGF+X6Tu6WmwWXadOmCfs/+OADvPvuu1i0aBEef/xx7N69GxkZGdi1axe8vdV5bpnBRe6PLttnSQEGF0sKaff1lQeT8eJ3v6O80ujTeb0clEj/z3u6on1siC5v5ehVUGd7aXSNDxOwMrZHPMIDfbQroqt2Tke06NiX+NoK5KXUXjk0Xg8qlFQ/HAhwXsSLwcVVTlf+OgwuyvehXHdgFlxOnjwJOvs8dOhQlJWV4cUXX8SaNWtEvsvTTz+NQYMGOXRfVVVVqK6uhpeXV7156bX09HTxSY8pWMrPz0d5ebnIyTE1CLSokIC1VdAYXBzqWp7MDQowuLhBdAUsWVhWidv+vb1WP5W6ZlM0pbyq2tDBo2moP+7pFY/xfZqjTVSQAnapYBMry4Are/RRlS1A2tHax798g4BWdPxrmO4r6gaXbZbBxWVSK34hBhfFu1C2G7BYDrmu5QQQnp6OPxJAwPLSSy+J5d54441ay27duhWzZs0ylGSmYgEPPPCAuIaqnc2ePVtUOKNBOTiLFy9GdHS0+Pvly5fFUbdLly6Jv48fPx5z586Fj4/5TwoZXGT7zLJhVirA4GKlUBq7bNuZDDz26T6Lu/bx8sDtXZthfJ8EDE7ko0EWBbPngozTuogK5apc/hUor2nSKZo6xvXUQQpV/2reH/B0z0kHBhd7nKytexlctOVvV+7WIrhkZWUJKEhJScGIESPQpUsXUJlkinwMGDDAIbauX78er776Kmit+++/vxa4FBcXi3WeeeYZPPLII9iyZQueeuop8b158+biGNs333yD5cuXIzAwUEBK27ZtMW/ePGHb5MmTRaTlzTffRGpqKsaNGyfAhXJ2zA0GF4e4lidxowIMLm4UXyZLX7xeiLTcElzNKdZ9zy3GnguZoJ9bGs+NbI+ZwxMtXcav26JAURZwYVNNBbD81NqzhDXXR1To+NdQwD/cllUcfg+Di8MlVe2EDC6qda3bN2YWXOiNPiXoS80nFy5cKN7wv/XWW/j2228dluNSVFSEvLw80PzUJ8Y44kLRFqkggK+vLslw5MiRAmImTZok7Ln99tsh5eMQBM2cORNnz54Vc9KxNgKbXr16iXsJWmhfS5cuZXBx++PHBjhTAQYXZ6rr/rn/ICjJ00FJak4JUnOLcTW3BGn0PacE1Lne1KCsFmvaPy56sCfu7t7M/RtVgwUVpcCV32ryVNJ+r70rvxCg1RB9rspwILKtLHfN4CJLt8jSKAYXWbpFFUaZBRdKyN+0aRPef/99vPzyywIS6Ov48eO45557RCSmRYsWDhPilVdeQUVFRS1wWbFiBT7++GNs3LjRsA6VaKYyzM8//7w4GjZ//nwBWDSkimcHDhwQBQTo51REICYmRry+bNkyrF69WuTqmBsccXGYW3kiNynA4OIm4e1clqp26UBEByPiew5BiT5qklOM7CLTUGK8NDWnjw7xR7Mwf8SFB4hSx3FhAaCfv/bjSYtWbp1zC1pzPotFnRq84NqJGlC5vAuoqKneBg9PIL6XLpmeIioJ/QDP+rmdti/unDsZXJyjqxpnZXBRo1flsSez4DJkyBDRx+Xhhx8WR64kcMnJyUHfvn1F1KVbt24O24kpcKGjYD/99FMt0Hj22WfF8S/Kdbnhhhvw4YcfigICNM6fPy9gZfv27UhLS8OECRNAEBMWFiZeJxAiENu5c6fBborY1B3nzp3Dr7/+6rC9OWoiygXyoDPPPFgBCwrwsyK/R4SqeKUXlCG9oBzp+WW4Jr5Kxd/T8nTfc4orLBpOvwIiA30QG+KLmGD67ofYUPqzL2KDfRAT4oeoIO8Ge7Is2HwZq3/PaHCdCT1j8NwtjvtQyuKGVHCBZ3EW/JJ/hc/lHfBL2Q3Pouu1dlUZ2hylCYNQ3mIwSuMHoto3WJG75t8rinSbW4yW67MSGxvrFj14UccoYBZcKJGdjli98MILtcBl3759AmaoLLKUBO8Ic2yNuCxYsACjRo0SJpiKuBjbaSriQhXT6o7OnTuD4EVuIzc3F/7+/uJIHQ9WwJwCmZmZCA8PN1mlj5VzvALU70SKjkiREjqyJY5u6Y9wXS+o/7umriUEJdHBfqDoSFw4RUkoahKApvQ9XPedqnx5UejExlFUVomx7+/C2Wv59d/Tiw4AACAASURBVGbolhCGb58cBErO52FGAYqgUCSFShRTYj1FWIyHXyjQ+iZdQn2boUCE8ps1U8SFPriMjIzkR4MVMKsARVxKSkoMHxqzXKyAoxQwCy4U7ViyZIk4ivX111+LppOJiYmYM2eOeEO0cuVKR9kh5jEFLqZyXIYNG4bHHnvMphwXKgJAkRjOcXGo63gyGSrAR8Uc5xSCEkpur310i6CkJvE9o6DU4oIEJVECSurDiAQnlrrXW1ykERecSs3HLyfTcPBiOnq3icGtnZqiY1xN88lGTKX+S6kj/bXjNT1VKGeFclekQUe94vvoQWUYEN9bEce/GuM4PirWGLW0fS0fFdO2/525e7PgQvkmBCnr1q2rZQNV86LjWQQxjhj0y5C+KHGe1qQjYNSrhcouU+J+9+7dRQ8ZS1XFgoKCMGXKlFpVxQhwQkNDuaqYIxzFcyhKAQYX69xVSVCSR3kkRmBCuSU5uipcFEW5XlAKet9qaVCkxDgyQvklTcMCQB3p6TtBCfVIkdugfl18fMKEVwozgHMbdVGVi1uAwtrHv0QUReqn0uZmQKHHv6x9HhlcrFWKr2Nw4WfAWQpYLIdMCx87dgynTp0CNXls1aoVBg4caHUjR2sMp1LGlPxvPKicMR1Vo0FFACjXRhoUNaGjajQKCgpEj5dt27aJv3ft2lVEiaT/hC9evChKJCclJYnXqRwygZFUoawh+zg53xrP8TVyVoDBBSAouZZXWitSQiBinOhOkRJroCQq2FcHIUYwIiW8i+/hAbKEEmueUQYXvUrUP4X6qFA/FTr+Rf1VjAeVJSZAIVhpNxKgrvUaGgwuGnK2nVtlcLFTQL69QQWsAhc56Ee/MKmMMVUHMwUdlPtBuSoN5dzQ8TBK6KcvawaDizUq8TVyVkDt4FJFJ3coUmKi6pauZ0kJMvJLQNdZGpFBBCW6HJK6MCKBippzPjQLLkSs1JmeIIWiKtSxnjrXS4MaPTbvVxNVadYToiKYRgeDi0Ydb8O2GVxsEI1vsUoBxYCLVbtx4EUMLg4Uk6dyiwJKBheCjfT8GiiRSgMbkt1zSsTr1kBJRJBvgzCiO8LlD18v7b4ZpYdTU+BScE1//GsLcHErQM0gjUdUO6CNvks99VbxDXLLv185LsrgIkevyNMmBhd5+kUNVjG4NOBFBhc1PN7a3oNcwYU+5DZAiZTwbtRAkXqWpOeXimNelkaTQB/UVN/SRUukyluU7E5VubQOJZY0VD24lBcBf+ysSaq/fra2JIERQOtbdEn1iSOAkDhrJNPkNQwumnS7TZtmcLFJNr7JCgUYXBhcrHhM+BIlKbDp1DVsPHkNVzLyERMeiC7NwjB5cGu7yudau3+CEkpkl5LapQR34+pblAhvDZSECyjRNU00hhHjI11+3tqOlFjrF0vXqSriUl0FXD2si6ZQrkryPqDSqGGnlw/Q/EZ9l/phQFwPgHtjWXpExOsMLlbJxBcBYHDhx8BZCjC4MLg469nieV2sAHVcf2PdKXy2+1K9lfu3jsB7D/VCdIjt/X8ElBSW1qm+VburOwEKlQ62NMIC9FASrkt2NxU1YSixpKLjXlc8uOSlAOc36at/bQOKs2uLE91BDyrDgVaDAZ8Ax4mnoZkYXDTkbDu3yuBip4B8e4MKmAWXHTt2oFOnToiKitKchHxUTHMuV/yGP/71D7z+48kG9zEoMQpfTOmPhqrxUnNE4z4lUl6JlPxOkRLq/G5phAb46GFEV2mrbrJ7fHgAGEosqeja1xUHLmWFwB879Me/NgOZF2oLFhSla/pI1b8ShwPB3CnbEU8Ug4sjVNTGHAwu2vCzO3ZpFlyoBDGVIqYSwhMnThSlhrUyGFy04ml17JM6oXefu8EiWEy/ua3oKSJKAht1db+WWwKK2Fgaof7eJmFEghOCEn8fPr5lSUe5vS57cKHjXymHgAubdVGV5P1AVUWNjN5+QIsBNce/Yrvy8S8nPGQMLk4QVaVTMrio1LEy2JZZcMnKysLq1auxbNky0W2+R48eePTRR3Hrrbda7IMig73ZZQKDi13y8c0uVuDQlRyMW7zL4qp03Kuh4/zBfgQl/ogL1SW1S3klBCNNQ/2R0CSQocSiwsq8QJbgkpukO/5FeSoUXSnJqS1ubGddVIWS6lsOArz9lSm+gqxmcFGQs9xsKoOLmx2g4uWtynGhbvY7d+7El19+CTo+FhERgUmTJokGkdRXRY2DwUWNXlXHns5dK8CF6wU4f60A59ILcCGjAKdT86zKLaF+JSM6xhqiJvFNAhAb4o+EiAAE+HipQyDeRaMVkAW4lOYDf2zXgQol1mddrL2P4Bij418jADoOxsOlCjC4uFRuRS/G4KJo98naeKvARdrBiRMn8Nprr+HQoUOGTY0ZM0YcI6NojJoGg4uavKm8veSXVOB8RgHOE5ik679nFOCP64UmN0OZJx5WbPOfY7tg4o0trbiSL9GSAm4Bl6pKIOWA7ugXHQFLOQjQz6RBERSKpLTV56pQhIWHWxVgcHGr/IpanMFFUe5SlLEWwaWkpAQbNmzAZ599hmPHjiEoKAiPPfYYbr/9duzZswcfffSR2DBFZNQ0GFzU5E357oU6vws40UMK/Zm+qI9JQ4NyVNpGByMxJlj/PQSto4PwxGcHcDS5znEao0ko9+SXWTejRUSgfAVhy9yigMvAhaIoUpd6Ov5Vmld7v0271nSpp5wVyl3hIRsFGFxk4wrZG8LgInsXKdZAs+Dy1Vdf4e2330ZhYaGIqNDxMMpv8fOr+c+EjpHt378fAwYMUKwIpgxncFGVO926GSoPfDmzyAAnxhGUglKjBGMjK328PNAyMkjASaIEKXpQCfQ1faQrKasId7z7K/KKjXpWGM359vjuGN87wa1a8OLyVMBp4FKSW3P8i4Al53JtAajZo4io0NcIgJpB8pCtAgwusnWN7AxjcJGdS1RjkFlwmTlzJoKDg/HQQw+hS5cuqtm0NRthcLFGJb7GWIHCskpcNIqcSIByKbOwwfyTEH9vETWRIigiihITjJYRgTY1jMwuKsfCDafxw9GroONmXp4euLFNJF69qzPaxQazw1gBkwpkH/4BTXrebb86dNSLGj6KPJUtukpgVBFMGj6BQCs6/jVM90X9VXgoRgEGF8W4yu2GMri43QWqNcAsuNAvKS8vbSbsMrio9pm3e2MZ+aUm80+oxHBDIzaUjndRBCVEF0XRf8XY0RDS3EaoM/1vp66gW5s4hAb42r1nnkDFCmydD2xfANz8N2DoC43faOZ5/fEvqv61EygrqJmDStg17a4HlaG6ksXUuZ6HIhVgcFGk29xiNIOLW2TXxKL1wIX6tly5csWqzVMkxvjYmFU3KeQiBheFOMpJZtIb/6TsYpxPz6+VHE/5J3klpo93UXSjVWRgTf6JHk4omkKlhl09rl+/jiZNmmj2wwdX663I9SRokYy3Bl6oLLFIqN+i+05li41HaHwNqFBUJaCJIqVho+srwODCT4W1CjC4WKsUX9dYBeqBCx0PW79+vVXzHDhwAGFhYVZdq7SLGFyU5jHb7C0up+NdhSIhXveVjwsZhbh0vbDBhoyUY2JIjpeiJ9HBIieFclPkMhhc5OIJmdpRF1oagpfKciBpbw2spB4GqCGQNHyDgFaDgbbDdcAS1U6mG2az7FWAwcVeBbVzP4OLdnzt6p1arCrmaoPksh6Di1w84Rg7MgvL6pUWJlBJySlucIHoYD9d5S6jo10ELNQlXgmDwUUJXnKTjQ1Bi2RO3z8BUYnA+c3A5V1AmVEZbjr+1axXTVSleX/A0/URRTcpp+llGVw07f5GbZ7BpVFy8cWNUMAsuFC1sL59+5qc7vPPP8e4ceNE8r4aB4OL8rxaVQ0kZxcZjnYZ+qBkFCCnyHSlLU8PiPLAlHsiAYoUTQn1V/abMQYX5T3DLrHYErRIRhg3BwpvUQMq1K3eX52Rdpfor+BFGFwU7DwXm87g4mLBNbScWXCZPn06OnfujBkzZtSS5J133sF7770HPirm+iclJycHAQEBqs0tskbR0ooq/fGu/Fo9UKg5I71malAPk1qVu/QlhltFBcHXy9OaZRV3DYOL4lzmWIPz04Ci60BRJlCQrvt+8gddBMXakTgCGDUfiLrB2jv4OhUrwOCiYuc6eGsMLg4WlKczKGAWXH788UfMmjULlPdC8EK/tP75z3/iyy+/NPxMrVpyxMX9nqUoiZR7omvQmI/zGYUiqmJ8xN7Y0sgg33qREwKW+PAA0AkXLQ0GFxV5u6oCKMwACglEruu+S1/S38V3uiYToAR6U8M4imKNPNYk61szD1+jCgUYXFThRpdsgsHFJTJrchGLOS7r1q3Ds88+i6effhqXL1/G2rVr8eqrr+Lhhx9WtWAMLq5xLwEI5ZkYd4+XushnFZaZNIIAJKEJHe+qac4olRcOC+BSq5JoDC6ueYZtWoUS3gVkZOhBJNMISOoACkVKqJFjYwdV8wqKAgKjdN+DonV/vnoYOL/R8mwMLZY10tgVDC4ac7gd22VwsUM8vtWsAhbBhe7+5Zdf8NRTT4mJFi1ahNGjR6teVgYXx7qYjnBRpS4JSiRQob+XlJs+3uXn7Yk2+t4nhipe0cHiZ/QaD/MKMLi48AmpLNMfxzIRCTFESfTREIqMlOY3zjii9YCI2iBiABI9mEh/l757mPk3YinPhaGlcf7RyNUMLhpxtAO2yeDiABF5CtMfXldX1z50c+7cOVAeRd2xceNGfPrpp5g/fz5atmwpXu7Zsye8vZWdwNzQc8HgYtu/mLxi/fEufQd5CVSSsopAyfOmRnigj656lz7vJFH/naIqWjveZZvqpu9icLFDzYpSoOCaddEQipoYV92yZlmCisAIfTQkuk5kJLImOiJFTOhacyBizZp1r7G2HLItc/M9qlSAwUWVbnXKphhcnCIrTwqgXsSFEvKpCaU1g5PzrVHJsdfIJTn/ak6JIXoiwcmF9AJkFJQ2uOGEJgE1/U/0cEKVvCgvhYfjFWBwMdKUwMI4N6Ten42iIRQhKS9qnEM8vYDAyPrHsoIIQqTjWkaAQse45EDltjSgbJwyfLWKFGBwUZEznbwVBhcnC6zh6euBS1paGgoKCqySpHXr1qrtys0RF6C8shqXM/XNGfURFDridTGjAEVllSafEarQRZW6akVQ9NEUquzFw0UKFGej/MsH4Hn7AnjF93TRoi5cho5aCfhoKDdE+rk+X6SipHHGUV8S4/wQS8eylNwdXoIXPh7WuGdEg1czuGjQ6TZumcHFRuH4NosKWJXjQrMUFxeLY2E+PtpIfpYbuBy6koPVh5LxR0YeQgJ80SEuDFMGt0awn/1H9fJLKkxGTy5nFaGygfNdoQE+SDTknxCo6PqgUE8U6o3Cw40KFGcDn90FpB0D/MOBx9YCTbu50SArli7Na6BKllGlLOPqWXSUqzHDy9cEiOijIVLSugFUInW6aWhkH/4BTXreraEd81ZtUYDBxRbVtHkPg4s2/e6KXZsFl4qKCixZskSUP87KysLChQsxZswYTJkyRfQRWbx4sStsdMsacgKXZbsv4Y11J0UExHi0igzEp4/3Q+uoIKs0upZXUqt6l1RqOD2/4TeB1CXeOHoiNWmkrvI8ZKiAMbRI5rkDXqgcb91oiOF4Vp1oCP2cqmw1Znj71ckPkSCk7rEs/c/9Qhszu+auvXbtGmJjYzW3b95w4xRgcGmcXlq+msFFy9537t7NgsuWLVswbdo0jB8/Hnv27MEzzzwjwOXnn38WfV04x8W5zqHZfzl5DU98fqDBhW6IDcH3Tw1CoK+XuKaiio53FdVEUNKp/0mB+HtBaYXJebw9PXTHu4zyTiRYkeZ1/k55BbsVMAUtjoIXmtu4h4gBQurkhkg/p74jjRk+ATX5IQ0dyxKRET2I+AY3Zna+1oICDC78iFijAIOLNSrxNaQAgws/B85SwCy4UGSlRYsWeOWVVzB58mQBLfRFeTBDhgzBmjVr0KlTJ2fZ5tZ55RJxGfzmFiRnF5vVYkCbSFD/EgKUS5mFAl5MDTpWZigrTD1Q9F8tIwLhxee73Pq82b24OWipCy+xXQG63hg+zEVDqI9Ilemcpgbt9g0yAhGjI1m18kaMfu4TaLcEPIHtCjC42K6dlu5kcNGSt+3bK4OLffrx3Q0rYBZcCE6o8eSECRNMgsv69euRmJioSn3lAC4Z+aXo+8Ymi/pSRWsPowpF0SF+aBcTjHaxIWgjJcrHBKNpqL/FufgCBSpgDbQYtkUJSNQ3p5GJSAQixhEPiooEx+pK+hrnhtDPw1soUERtm8zgom3/W7t7BhdrleLrGFz4GXCWAmbBhaCFyu9+/vnnmDp1qiHi8u9//1vktxw/flzkuqhxyAFctp3JwGOf7rMob3iAD/5xVydDNMURCfsWF+ULXKtAeTGQmwTkJgN5V4G8FCA3Rfc9aR9Aye3WDmrd5BeiAxHRUV2fFyJApIlRSV/9z8MSrJ2Zr1OoAgwuCnWci81mcHGx4ApejsFFwc6TuelmweX06dO466670KpVK+Tl5YmGk/SLa9u2bZgzZ47If1HrkAO40Imvzi//jOJy88d0HurfAvPu6apWV6h/X1SqNycJyKsDJRKYEJyU5DasA4GICKBYEUXxCwMe/1H+VcbU73VZ7ZDBRVbukK0xDC6ydY3sDGNwkZ1LVGOQxXLIBC8UYdm7dy8KCwvRvn17TJo0Cffddx88PdXbl0MO4EJP2XP/O4LvDqU0+MDRCbEVTwxA/9YRqnkoVbURKtsroiT66IgUMTGOnNBRL0vDywcIaQaExQOh+i/pz/TdJwhY9biuBHJDwx3VxSzti1+XhQIMLrJwg+yNYHCRvYtkYyCDi2xcoTpDLIKL8Y7r5lKoTg2jDckFXHKLy3Hnop1IaiBB/5nh7TBr5A1qdoV891ZZVgMlUnREfNdHTghOrIESanYY2sw0kIifJ+iOdVnqtO7MqmLy9QJb5gAFGFwcIKIGpmBw0YCTHbRFBhcHCcnT1FPAIrhQ/5bNmzcjJSUFI0aMQJcuXbB27VpERUVhwIABqpVULuBCApdWVGHR5nNYvu8KsgrLxPvXHgnh+MuoDhjYNlK1PnDrxgxQos8nMc4pkeCkKMuyiQQlIXE6MKFcEYqWGKIm+p8FxViGEssr6a6QSx8Xa+3l62ShAIOLLNwgeyMYXGTvItkYyOAiG1eozhCz4JKamorRo0eLI2I0pAaUb731Fr799lvs2rUL3t72d26Xo6pyAhdJH0plOHT+KhKiQhHbhPtY2PzcULNDw9Et6QiX/rv0c+pZYml4etVACUVFJDgxPs5FCe+WIiWW1mns68bwwsfDGqueJq9ncNGk2xu9aQaXRkum2RsYXDTreqdv3Cy4vPvuu9i0aRPef/99vPzyy4aqYlRN7J577hGRGOrzosYhR3AhnanKW0BAgGqrudn9LFHjQ+PoSL1ISQpQmGF5GQ9PIKSpPkJiBCXS0S2CEwElMs3zKs5G+ZcPwPP2BfCK72l5v3yFphVgcNG0+63ePIOL1VJp/kIGF80/Ak4TwGIfl+nTp+Phhx+u1ceF3jz37dtXRF26devmNOPcOTGDizvVb2BtASUNHd3SR0wK0i0bTrBB0FEr0b0OnNDxLrlCieUdiiuuX7+OJk2awMvLy8o7+DKtKsDgolXPN27fDC6N00vLVzO4aNn7zt27WXAZP348evXqhRdeeKEWuOzbt0/AzO7duxEdHe1cC900O4OLi4Wnzuz5V2t6k9SKmtDPk4HCdIDOy5kbdCyLoMRU5S3pOBdBCR3zUvlgcFG5gx24PQYXB4qp4qkYXFTsXAdvjcHFwYLydAYFzILLBx98gCVLlmD+/Pn4+uuvMXbsWCQmJooeLuHh4Vi5cqVqpZQruOSf2Q7fZl3gF6KgpHwBJan6aElyDZwY9ykpuGYdlFAiu0hy11fhqlsemEoGawBKrPmHx+BijUp8DSnA4MLPgTUKMLhYoxJfQwowuPBz4CwFzIJLRUWFgJR169bVWr958+b48MMPBcSodcgSXJL2Al/cg+qYTvCY9D3gK4ME/eqqGiip1aPEKOldQEmV5UclOKYmUiJV3zIGE4IVqtLFwyoFGFyskokvYnDhZ8BKBRhcrBSKL2Nw4WfAaQrUA5fy8nJ4eHjUqhZ27NgxnDp1Cvn5+WjVqhUGDhwoEsTVPGQHLnpoQZmuwhua9wMeWe1ceBFQklYTKaH8krpwQq9bAyXUh8S4FLAAEn2PEglOGEoc+k+KwcWhcqp6Mo64qNq9Dtscg4vDpFT9RBxxUb2L3bbBeuBy8OBBTJkyRcDJoEGDRBI+vYknmNHSkBW41IUWyRH2wAvlilAkROSSGDVMFMnv+r/T8S465mVpBEbW9ChpCE6o8zsPlyrA4OJSuRW9GIOLot3nMuMZXFwmteIXYnBRvAtlu4F64EJvdr744guReH/kyBFheFBQkGg+SQ0nCWTkWAKZokEULYqIiDApdkZGBoKDg62OFMkGXBqCFnPwQlBCiewSkNQqCWwMJRWWH8zACF3ndlM9SqSfeflanoevcLkCDC4ul1yxCzK4KNZ1LjWcwcWlcit6MQYXRbtP1sabzXEpKCjA0aNHsX//fvz22284dOiQ2EzTpk0xdOhQvPjii/D393f6BqkJ5vnz52utM3PmTMyYMUM0x5w9e7boKUOjR48eWLx4saHa2eXLlzF16lRcunRJvE6V0ubOnQsfH/MRAFmAiyVokRShfiMJ/XWwIhooXgWodLClEdDEKNE9AQjTH90yQEoCwFBiSUXZvs7gIlvXyM4wBhfZuUSWBjG4yNItsjSKwUWWblGFUWbBxXiHlKhPAEPNKPfu3SteOnDgAMLCwpwuBIHLXXfdhdtvv92wFq1LPSqo8tk333yD5cuXIzAwUEBK27ZtMW/ePHHt5MmTRaTlzTffRGpqKsaNGyfAZcyYMWbtdju4WAsthl1IZYL1R/oISgyVt0w1UEwAvP2c7jtewH0KMLi4T3ulrczgojSPucdeBhf36K7EVRlclOg1ZdjcILjQsauTJ0+Ccl4o2rJt2zaxI0rOHzJkCPr374/hw4fXSuJ31pYJXAhAKFpSdxCAENBMmzZNvLR+/XpQNObs2bPIy8tDnz59BNhQPxoaBC0EMEuXLlUXuES0BkYtACLaAuHNAW/nR8Kc5W+e1zEKMLg4RkctzMLgogUv279HBhf7NdTKDAwuWvG06/dZD1yuXLmC119/3QAqVPr4pptuEqBCb/5jY2NdbiWBC0VNqPxys2bNcPfdd6Nly5bCDjoaRn1m6BoaJ06cEP1mKBpEeS308127diEmJka8vmzZMqxevRpr1qyRN7iQddZGXexJ0ne5N3lBVynA4OIqpZW/DoOL8n3oih0wuLhCZXWsweCiDj/KcRcmq4o98MADwtZhw4aJo1UELNHR0W6zf9GiRfD09ER1dTU2bdoEylsh8KAiATfccIPoKUM5NzQoF4ZgZfv27UhLS8OECRNqHWlbsWKFOO62c+dOw34omlN30OsUaXL38E49iLAfHoNHeZFJUyrieiHnrk+dWxbZ3SLw+jYpQG8y6N+N1ioC2iSWxm+iZ8XLy0vjKvD2LSlA/wdXVVXxs2JJKH5dvF+T67MSFRXFHlKwAvXAhR62ixcviiNi+/btE2/ws7KyxBGxwYMHo1+/fm6LvJDOZWVl4ojao48+KvJZKOKyYMECjBo1SrjBVMSFKqRJ4GUq4kJRprqD1jh9+rQ8XJu0F15f3wdDDxfJqub9UPnQKoYWeXhJdlZkZ2eLHDSCFx6sgDkF6Hd8QxUZWTlWQFKA3ojm5uaK/FIerIA5Bei9GkVdQkJCZCcUf0gjO5c0yiCLyfkEMn/88YcAGUrKl0CGjpD98MMP4giXqwdFgSjCQlXFGpvj8uqrr4pIjOxzXOqK6o4GlK52LK/nUAX4qJhD5VT1ZHxUTNXuddjm+KiYw6RU/UR8VEz1LnbbBi2CC1lGyeyUM7Jnzx7s2LFDvPGn4YqqYnQsjEodUwJ+ZGQkfvrpJ8yZMwdff/216CljXFWM+s1Q80zjqmKPPfYYQkNDlVdVzNQjoYeX6phO8Jj0PUda3PbPRhkLM7gow09ysJLBRQ5ekL8NDC7y95FcLGRwkYsn1GeHSXAhMJEiLL/++iuSkpLEzinKcvPNN2PgwIGiWpcrwsUELhMnTjTAEtlB/WMef/xxYRP1mpk1a5ahmEDXrl2xZMkSQxEBOvZGR8qkPVC0hooP+Pqab5ro9nLIDTxr+We2w7dZF/iFRKrvaeQdOVQBBheHyqnqyRhcVO1eh22OwcVhUqp+IgYX1bvYbRusBy7UZJIS2mlQBGPEiBEYNGiQiG4kJCS4xVA6rkZnsKnZJFUV8/b2rmcHnbulM5UNFREgGKNjbdYebZMruOTk5CAgIAB+ftyDxS0Po4IWZXBRkLPcbCqDi5sdoJDlGVwU4igZmMngIgMnqNQEk+WQqSIXJeHTm3etJvYyuKj0idfQthhcNORsO7fK4GKngBq5ncFFI452wDYZXBwgIk9hUgGrcly0qB2Dixa9rq49M7ioy5/O3A2DizPVVc/cDC7q8aWzd8Lg4myFtTs/g0sDvmdw0e4/CrXsnMFFLZ50/j4YXJyvsRpWYHBRgxddswcGF9forMVVGFwYXLT43GtizwwumnCzQzbJ4OIQGVU/CYOL6l3ssA0yuDhMSp6ojgIMLgwu/I9CpQowuKjUsU7YFoOLE0RV4ZQMLip0qpO2xODiJGF5WjC4MLjwPwOVKsDgolLHOmFbDC5OEFWFUzK4qNCpTtoSg4uThOVpGVwaegY4x4X/dShdAQYXpXvQdfYzuLhOayWvxOCiZO+51nYGF9fqraXVOOJiJuKipQeB98oKsAKsACvACrACrIDaFTh37pzat6jq/TG4KMy9iM4EGAAAEY9JREFUL730Eu68807ceOONCrOczXW1Ao8++ijmzZuH+Ph4Vy/N6ylMgZEjR2Ljxo0Ks5rNdbUCSUlJePnll/Hpp5+6emleT2EK7N69Gxs2bMDcuXMVZjmbK3cFGFzk7qE69jG4KMxhbjSXwcWN4itsaQYXhTnMTeYyuLhJeAUuy+CiQKcpxGQGF4U4SjKTwUVhDnOjuQwubhRfYUszuCjMYW4yl8HFTcIrcFkGFwU6TSEmM7goxFEMLgpzlAzMZXCRgRMUYgKDi0Ic5WYzGVzc7AAFLc/goiBnKcxUBheFOYwjLgpzmBvNZXBxo/gKW5rBRWEOc5O5DC5uEl6ByzK4KNBpCjGZwUUhjmIzWQFWgBVgBVgBVoAVYAVYAS0rwOCiZe/z3lkBVoAVYAVYAVaAFWAFWAGFKMDgohBHsZmsACvACrACrAArwAqwAqyAlhVgcNGy93nvrAArwAqwAqwAK8AKsAKsgEIUYHBRiKMaY2ZZWRmys7MRGRkJb2/vxtzK16pYAX4uVOxc3horwAqwAqwAK6ABBRhcFOLkIUOGYPbs2Rg7dqzB4h9//BGvv/469u7dK3525MgRfPLJJ1i/fr3hmj59+uBf//oXmjVrppCdspmNUYCfi8aoxdfWVeDFF1/EypUrDT+OiIjA5MmT8cQTT8DDw8Pwc7qGrn3ooYe4E7YGHiNrn4s5c+ZgzZo1+M9//oM77rhDA8rwFq1RgP5fSktLM1yamJiI559/HkOHDjX8rLKyEgMHDkRWVhZ27tyJpk2bWjM1X8MKgMFFpg9Bbm4uUlJS0KlTJ2GhqTeoa9euxT//+U8BLsXFxRgwYABGjBiBGTNmiGjL+fPnBchMmzYNnTt3lulO2Sx7FODnwh71tHdveXk5Dh8+jH79+onN0xvUgoICvPDCC6DX6A3Eq6++iu+//77W74wHH3wQ169fR0ZGhvh94+fnpz3xNLRja54Lem569uyJVq1aia+PPvpIQwppc6tnzpxBVFSUeH9hbtD/S48//jhGjx6NwsJC8T6EPvw4deqU4RQI/R6ZOHEi6MMSeo9CH5jwYAWsUYDBxRqVXHgN1cn/4osv8Omnn+Ivf/mL+OTTGnC5ePEibrvtNvHLoUePHi60mJdypwKWwIWfC3d6Rz5r5+fnY9WqVVi6dKkAEnojIYFLdXU15s+fL/6enp6OQYMG4YcffkDHjh3Fz+gDlFtuuQWrV6/GPffcgyVLlogPSHioVwECF0vPBUVa5s2bJ6ItkyZNwp49eyy+oVWvYtrY2f/+9z/8/e9/x8MPPyx83qZNG5Mbr/v/Ep0CoQ9HDhw4YAAXmqe0tFRA788//ww6QcKDFbBGAQYXa1RywTXHjh0TsEJRlDFjxohPK4yjJPSLgKIvUgSGTKJPL+jTU/rkgv6TGT58uPgkdOrUqejWrRtat27NOS4u8J07l+Dnwp3qy3/t1NRUfPnll/jwww9Bx0bpdwNBiJeXlwFcTp8+jXHjxqGkpAQ//fQT2rVrhwULFhiOitEn6fTG47vvvgMdDaJcqUWLFsl/82yhzQoQuFh6LqZMmSLgdtasWeLIz8yZM8UbWh7qVuDs2bP4/PPP8c0334Aa19Jz0Lt371qbpv+X+vbti169eiEnJ0d8GEtHxe69915xnXRC5J133kHz5s3Fh64ELu3bt1e3eLw7hyjA4OIQGW2f5PLly+ITjOPHj+ORRx4Rv/hNnfWkXwSUp0KfTkjj0qVLoC8px4X+vHjxYvHJKI2goCA888wzYl5O0rfdR3K+k58LOXvHfbYRXLz00kvid4GpD0Iky+gNKh0PoyM/NAh0zp07h4ULFxqiKvTmhD5dpd8jW7duFVFg+uQ0LCzMfRvklZ2qgKXnQorMUdSFPkx76623RMSF4JaHNhSgo6MrVqzAf//7XxF5oaitBB70/xIdAWvZsiUqKirE7xR6D/Luu++C8l02bNiAv/71r9i3bx98fX3F76ibbrpJ5PHyYAUsKcDgYkkhJ79OeShPPvkk8vLy8NRTT4mjGCEhIfVWtXQkyPgGetNy4cIF/PLLL3jvvffEsRC6///bu/MQG9s/juNfMdayrzW2f0SWiawJocTIbmZIdmPsSbZQGBGhsST7UkyTZchS/pgZGcuIDJIR8Y81smcpQk+f69d9OjOGOT/OcY4z76ueP57n3Oe67/t17ufM/bmv63sdWvQJcF1E32cajDPS6Mm0adNcKElOTnZF9bGxsT90XXRKkDbQd4ZuSLOysuz27dvupkKjuXXr1nVTO3RzqpuU4cOHB+NQ6SMCBUq6LvQEPTU11VT7pPbw4UO7ePGiu2b8H65F4KlxSEES+PTpk5tSumXLFouJiXFTBjXTQ63o3yWFF432ahbI0qVL3XdTfn6+G2lRu3TpkrsHysvL840GB+kw6SYKBQguEfChfv/+3d1g6MmFnlrpf3CNvPjfaJR0g6obFX15eFNAvNPq1KmTe1I6Y8aMCDhTDiHYAlwXwRaNrv403UdTUBU2VCirAlj/GrjiblA131wLfCi06GbkzJkzFh8f74Pxbi40BY0WnQIlXRcKrQqy3o2qFFT/kJSUxN+a6LwkfGf1/Plzy8jIsH379rlppXow0qtXr0KzOor7u6Sgq5rLtLQ0tziI7nG8In8FG80WSU9P9y0cEuWMnN4fCBBc/gAvFG8tKChwNxp64qnVfbw5wyXdoCrw6Cno7NmzLS4uzq0QpOFYLZesGwwFGFr0CXBdRN9nGooz0tKk+h7QP5qS4dWo+K8epZFaPTlXwXWjRo3ck1QV6quuJSEhwXdYmt6h76Xc3FyWWQ/FhxUBff7qutCiMQrB+vviX5ytkToF5JycnEJLaUfA6XAIQRJQDe6cOXPcSIkegqiGpbjmv6qYRmY0FV7fI7quNIVdP9FQdHRFK4zpelLAoSHwKwGCS4ReH1rJ5+nTp67ATa2k3+vQamRaGllPR72mLwjVz/jfdETo6XJYvynAdfGbcKX0bVrCVg85vFXBivu9jr59+7qCay19qpsJBZUaNWr4xLzfX2AJ0+i9iH51XWiaWHZ2tnu45t80PVnXTmZmZqGRmOhVKn1npt+Kq169eonTAYv+joumDyYmJrqwo+8UBR4FYP+mETs9NPHqXkqfLmccqADBJVCpf2Q7DbnqB500Zayktdb/kVPiMIMgwHURBES6QAABBBBAAIGwChBcwsrPzhFAAAEEEEAAAQQQQCAQAYJLIEpsgwACCCCAAAIIIIAAAmEVILiElZ+dI4AAAggggAACCCCAQCACBJdAlNgGAQQQQAABBBBAAAEEwipAcAkrPztHAAEEEEAAAQQQQACBQAQILoEosQ0CCCCAAAIIIIAAAgiEVYDgElZ+do4AAggggAACCCCAAAKBCBBcAlFiGwQQQAABBBBAAAEEEAirAMElrPzsHAEEEEAAAQQQQAABBAIRILgEosQ2CCCAAAIIIIAAAgggEFYBgktY+dk5AggggAACCCCAAAIIBCJAcAlEiW0QQAABBBBAAAEEEEAgrAIEl7Dys3MEEEAAAQQQQAABBBAIRIDgEogS2yCAAAIIIIAAAggggEBYBQguYeVn5wgggAACCCCAAAIIIBCIAMElECW2QQABBBBAAAEEEEAAgbAKEFzCys/OEUCgtAvcuHHDXr58WSxD165drVKlSsW+lpKSYr1797bExMSwEX769MlOnz5trVu3tmbNmoXtONgxAggggEDpECC4lI7PmbNEAIEIFZg2bZplZWUVe3Q5OTnWqFGjYl/r1KmTjRo1ymbNmvVXzmzz5s124MABu3z5sm9/T58+tR49etiiRYts/Pjxf+U42AkCCCCAQOkVILiU3s+eM0cAgQgQUHB59uyZHTx48IejiYmJ+ekR/u3gsmnTJktPTy8UXL5//27v3r2zypUrW4UKFSJAk0NAAAEEEIhmAYJLNH+6nBsCCES8gILLixcv7PDhwz891q9fv9qOHTssIyPDhRyFFo18zJw50424vH792qZOnWoLFiywdu3auX70Ho3ITJ482U0pU3vw4IGtX7/erl+/bl++fLEOHTrY9OnTrUWLFq6fW7du2aNHj6xmzZrWrVs3mzt3rtWvX99yc3Nt/vz5bj9e/4MHD7YhQ4bY2LFjbcaMGW57NfWxevVqd3wNGza0gQMHms6xfPny7nWNztSqVcsUek6cOGEKZzrO0aNH+7aJ+A+NA0QAAQQQCIsAwSUs7OwUAQQQ+J+Aburv3LnjbuiLNq/GZe3atS64KBwMGDDAHj9+bBoB8YKLwoxe0zY9e/b0BRcFkpUrV7o6GG8bhZIxY8ZYjRo17MiRI9avXz9LTk52x9G2bVsXNhRQNm7c6ALNvn377P79+7Zq1So7f/68LVu2zPWv15o3b25xcXG2bt06GzRokD18+NCFpCZNmti4cePs9u3bdujQIRs5cqSlpqa692k7/XcFoL59+7r3aAra7t27rXv37lwWCCCAAAII/FSA4MLFgQACCIRRoKQal2rVqln79u1d+FAI8Zr/VLFAgouCx969e+3cuXPWoEED141GPRRSateu7ev38+fP9ubNG7ftnj17XKgqW7asC0pFp4qpON8/uCxfvtyFkKtXr5qOW23NmjW2a9cuu3DhgtWrV88FF4Uj1cyUKVPGbaPw1LlzZ1u6dGkYPwl2jQACCCAQ6QIEl0j/hDg+BBCIagGvxkUjE0VbuXLl7Nq1a5aUlGRbtmyxPn36/HZw0ajH+/fv7dSpU8V6anUw7ePu3buFXi8oKHBTuAIJLtqHgs/Ro0d9fWia2aRJk1ygUdhScFHY8UZgtKFGfNR27twZ1Z81J4cAAggg8GcCBJc/8+PdCCCAwB8JlFTjoulZEyZMcMX7Xn2JdljciMu2bdt89SyqcfGfKjZ06FBXRK8AUbR5+9A2Ch9ayUwrnS1ZssT+n+Ci91epUsX279/v28WVK1dcDYumnGnqW3HBZcqUKfbt2zeCyx9dSbwZAQQQiH4Bgkv0f8acIQIIRLBAScHl3r17Fh8fb4sXL3Z1I17zDy4fPnxw9Skqih82bJjbRMX3LVu29NW4qLj+2LFjlp+fb1WrVvX1o8CQlpZm27dvd7Un3kpmmZmZtnDhQl9w0etbt241/e6M14pOFVMx//Hjx+3mzZu+35/RlDCN1mRnZ1vjxo0JLhF8LXJoCCCAQKQLEFwi/RPi+BBAIKoFvOL8efPm/XCe+o2UihUrWv/+/V0tiorxmzZt6kZfNLXLK87XGxVqVJuiOpFXr165Qn2FDK8435typloSTd2qW7eunTx50urUqeOK6bX6mIJKx44d3cpgGzZscPv0RlzUV0JCggtHCkSqT1Gtin+Ni0LRiBEjXM2KRolUH6NQpO1VL6PGiEtUX86cHAIIIBBSAYJLSHnpHAEEEPi1QEnF+Zq2pZEQ/cCjgoSagszZs2dt4sSJLryo5eXl2YoVK9wKYGqqG1HNiIryFTjUVN+ibbx+tNSxXu/SpYtb7lhBRk0rj2kERz+A6QUXjcxouWWNqKhpGeWUlBRr06aNb1Ux/Xct6+y/Qpqmh6lAX4X5appO1qpVq0I1LjJQ/xrVoSGAAAIIIPAzAYIL1wYCCCDwDwjoxl7LIGsZY/+pXkUPXcsLKyT86gch9bsxalpNzFvZS//+9u1b94OSsbGxbiWx4trHjx9NU8SKvtd/W9XXPHnyxB2njpeGAAIIIIBAMAQILsFQpA8EEEAAAQQQQAABBBAIqQDBJaS8dI4AAggggAACCCCAAALBECC4BEORPhBAAAEEEEAAAQQQQCCkAgSXkPLSOQIIIIAAAggggAACCARDgOASDEX6QAABBBBAAAEEEEAAgZAKEFxCykvnCCCAAAIIIIAAAgggEAwBgkswFOkDAQQQQAABBBBAAAEEQipAcAkpL50jgAACCCCAAAIIIIBAMAQILsFQpA8EEEAAAQQQQAABBBAIqQDBJaS8dI4AAggggAACCCCAAALBEPgPpVooavZGZzwAAAAASUVORK5CYII=", "image/svg+xml": [ - "<HSHS<BABA>BA500100015002000SexMenWomenEducationWeekly earnings (USD)" + "<HSHS<BABA>BA500100015002000SexMenWomenEducationWeekly earnings (USD)" ] }, "metadata": {}, @@ -3202,7 +3206,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "This plot more clearly reveals an important difference:\n", "the earnings gap between men and women grows with education.\n", @@ -3213,7 +3219,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "## Ordering Groups \n", "\n", @@ -3224,7 +3232,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 22, "metadata": { "tags": [ "hide-input" @@ -3695,12 +3703,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -4247,9 +4253,9 @@ } } }, - "image/png": 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", + "image/png": 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We don't have to bounce back and forth or squint to guess whether herding breeds have a shorter lifespan than toy breeds." @@ -4277,14 +4285,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "As another example, the following two sets of box plots each compare the distribution of sale price for houses in different cities in the San Francisco East Bay area:" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 23, "metadata": { "tags": [ "hide-input" @@ -50212,5434 +50222,4982 @@ "showlegend": false, "type": "box", "x": [ - 737000, - 905000, - 620000, - 570000, - 380000, - 1230000, - 1100000, - 825000, - 2250000, - 1600000, - 1300000, + 979000, + 800000, 1310000, - 2425000, - 1910000, - 1995000, - 721000, + 1650000, + 1030000, + 875000, + 850000, + 2650000, + 1075000, + 745000, + 1733000, + 2350000, 1500000, - 2000000, - 1100000, - 2150000, - 1600000, - 695000, - 2225000, - 1480000, 750000, - 835000, + 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GLpfT/5UFdCAz3+X15Q/1odgo10ghVhUufn2RS/1eaYm0cm8m5RdVhlTnihe3TaVXh7f1i6xYjaxqVc8vk/BxEETv8RCJQJ2nIusTpSOFGBCRNCxZYAkDUUBEx7BEO3v2bGrbtq3IOYRjwG5fwBMcCZwE2uCpFcsMzlCID7uWQI0nXSRK46lVL1IIEDz//PNFFK8qKIRTwnwAoXoFDhS5O+gL5dlnnxVPy7Vq1RL/H9eHeWOJBlFJ55vnnHPOERtl0A+Wn2EQLPPUrFmz0nB4mnYuiKAuXbrUrf2wlIAncCzNaGX5nhM06nP3IOnpZsD7t/au57baD+sO04ETBXRp25pUO07/Cxfvox4XNRR47II06tYgngZPdwU2xxk+P7gZDWiWKO5p3FO3zdxIi3dVfop3d0XvX92WjucW0X3fbnapcm7zJHppSHO/ioFrQNFWDqoavLo5e0AhyqBBg8QDKvzrI488Il5z9JnwR/Ar5557bqXLhy8aOXIkXXDBBeJ1+BlAGVJfAIXwy1qaz7///isgDg/fKEePHhUrNXgd0ImizQd/X3LJJSJiiZUbQCH6q1GjRkU9RCoRdYQ/xZzPPvts8R76v/POOytBoZ5PhL/Hqg36cVfw5Yf7t9MLrsAhexNq/g3+dPmeLOpSP5a61C/f0a35QNm+Trd6V3auRQ8OaORyWf0nL6UT+a6rGPPu6EKJUa4PXuvTT9K1H6116ad1ajRtOHjSo2y9GyfQlGEtPdYzowLuKVlQMmM8K/pA8AX/EKjzVGR9oldQCJgB7GEZAYCIaBtAEM4Ay8iI0MFpwakBCJFjB9EBaa1bt9aFQsedyI5QePz4cbFEjV3OeEJFQUQS0UhPUIi5AVThGPVyCp2TsuF0V61aJSKDzgV1AYHI59F7D04cT9jI43n//fc9fmH5snzcslYsjb/E/dO03k2hHeti1pE0snOAXQG4mu083bCO7+PYCb28Pm/6qE51kUOok8ZY5SV8PqoHdU9LpDbjZ1Nuofuoxc939aFmyREVy8c42ui9v3dKybP88QEij/GCV12jkXee05TuO9/zjkupgSQrnSnLx/AnWIGAD0MajCMUwh+dd955IiXHsTj7NGcoxIqHtiID+MOysXZKhCMUYvUH+eOaL0QUAhE85HzjQRlQiAdhpMygAB41KMRSMvwh+kbBeFhFsWL52JsjaZ76cSNtSs+q+BnPqn7mbtygVhW/h+zutnz/n100e8NBybtWrWrIn0ZKiHOZPKIjDe7gepIHvj+gl2NJjQ2jP+/trbt8jKXpDhPK9xI4lsu71BNLylsOZVcpyC190+iRi/wDhbx8rG8Kr6AQX/SIwME54GkRSbIoeJLE0q+2HAFHAaeBp7+NGzeKJV7kwehFCt1BIfoFbKIdnn7//PNPkSP4wgsvCChEdA/AhzGciwaU1157rVhmwVIsIo+gadCyswPFEy0cGpZFevfuLfJgcDYYkqvxGqKIyH3E0/vevXvFhwFRQW2jCXIlcY2AYnd5jNocfYHCM+VImsU7M2jEWwvV8qYWzQb5gd0aJdIfm91HYRMiQykjt7BiBld0rUfPDy3PXf1o0S4a971+FPnG3o0IX3KOG00Onsinmz5cRlgC00r7uvG0Zl/l6OHovmn06H/O+ZmfN9HbC07lFXWsn0AfjOwqNp34s5wpUAhNsakOD8nwP45QiAde5PDh5Aecjwq/huO2zIJC+Gv4188++0zkWWMZGf7vxx9/rMgpdAeFWKpG4AC+ElE95DXie8EKKLT7SBocjaP6g2u7OnG0bv8J0hAQ39YjutWnH9YcqJTDjA0sv9zVR/ej/M+2o3TX56vEwyEK8o+fvKgpDetSz21O4Rt/bqcXZp1aXWhSM5qmX9uF/j2UTfd9sbriITY0OJAKi08tJ7etG0fv39BV5Er7ozAUmgCF6AJLxnBGWj4eXkM+HXbLabuN169fL5YbEEVEcjtyTgBR3kIhdsbhmBtAHnbMIf8FT9DYcbdu3ToBfPjCw9Not27dKl0hnBF2EMOBoWCJF0nQiGTqHd/w6aefil182FCDgqMgEOFEVBR5MVhK1goigoBHx93HGA9wjOV0gLO7wlAo/3HXjqTBrmCxD09sxyv/r9i1J14to5TYcCorLaPsghIqKC6pqCp29QUGUGggdvMGUUJUGJWWlVJOQYloWy8+nHo0rkHHTxZSYkwIBVIAhYYE0s9rD4p6EcHBtDcjhxIiw+j9kV1p2a7jYidfVChyO2NpULta9Ob8HTRrXTohVtcqNYZiwoMpIjSYzmpSQ3xpYMfxhvRsMb8WtWKpuKSUYsJDKL+ofEmmTZ04Cg8JoiPZBfTr+nT6Y/MRqp0QTl3qJ1JqXLjYoYx2m9OzKCO3SLzWqEbl/BHk/SGXBzuW4Wiz8ouobnwE1fsvcVzvSJp1+05QTmExNUiKEruM00/k0++bD1EABdC5LWsKTR3Lvow82puRSzFhwWLOdpTTGQqxsQQ+Ttt9rKXPAAqxWqI9PCPHD0u0v/xSfl4fInMARF+gEGdxYhUGEUQ8aMOH4eFbO98Vx39h1UbbaOIOCrHpBT4ZO6Dhby+//HKxZH06QiG0HzJ5Ma1OP1YRHBEGCSAKKHdMFB4cKPITS0sCqKCkWGzmwme9QVK02DmM5Vds7sBnPzwkgPo1qyl2+M7ZhM8hUWx4CCGXG59jRPGKS8oEMP224SAdyi6gmrGh1Ll+ojg1oai4lOIig2nlnhPC1wxsW4tqRIeKkw5+Wptefq+0qyVOTUD5cc0Bwi5hgFi3holVfpwxJ0T58F/4vdKCHJHX6273MTpD3zuOnKSIkCBq/99JCXgdO55xUgL8DMY+drKA9hzPJTwct/WzX2EoNAkKvfkyQLRNW2bwpp1zXXwZIEneueBLF44ICcjuCr4Q8/LypOah9YdkbOdcA+QzafOQyWliKMwRUOTLL8nwOYW+fGpOteVzCs3RUaVeAGjIJTKSniF7HfCtVf2Kirt+kFOOecn6SW9+0YQPr5a1nnX1+JxC67T1tmdbzyn0drJcX18BjhTK3xkMhfJaVVWTodAcHbkXaxRgKLRGV6t6ZSi0Slnv+2Uo9F4z5VoYgcKsvCKxbInlBOR/eFOq828fawnOPdKSvLlkU+vyz9yZKqdPnZ3Oy8c+CVPNG3sDhUt2HhdX641PsOoXTZBSsS8jl+omRIpD5T0V/pk7Twr5931ePtbX26uNJv412ek5mhEo9EWJ6gyFvly3WW0ZCs1S0vd+GAp911DFHryBQm1zozfXYRUUejMH1GUo9FYxa+szFDIUWnuHSfbOUCgplCLVGAoVMQSRyOlFnhpyfrmcPgowFFYvW/LysTr24uVjdWxheCYMhYals6UhQ6EtsusOylCoji3MnAlDoZlqWt8XQ6H1GsuOwFAoq5TC9RgKFTaOztQYCtWxF0OhOrYwcyYMhWaqaX1fDIXWayw7AkOhrFIK17MLCqtKhMY5WQXFpZQcE0Zhwfq/VYz3UU/2AG2c9+jrkTQqmJGhUAUrlM+BoVAdW5g5E39Boebf8DvI2LwXGxEifssdRfOB+KUUbzaxeKMD5xR6o5b1dTmnUF9j3mhi/b1XaQS7oNCsy2QoNEtJ//XDR9L4T2seyXsF/AWFMjNjKPSsEkcKPWvkrxocKfSX0haO428odP7dSl8vTfZYHI4U+qq0ee0ZCs3TknsyXwGroXDjgSzxKz8ypVWtWBFBtKJwpNAKVY33yZFCjhQav3tMbOlvKDRx6l51xVDolVyWVmYotFRe7txHBayGQh+nZ1pzhkLTpDSlI4ZChkJTbiRfO2Eo9FVB/7bnnEL/6l3VaJxTqI4tzJwJQ6GZalrfFy8fW6+x7Ai8fCyrlML1GAoVNo7O1BgK1bEXQ6E6tjBzJgyFZqppfV8MhdZrLDsCQ6GsUgrXYyhU2DgMhUobh6FQafMYnhxDoWHpbGnIUGiL7LqDMhSqYwvDM2EoNCydLQ05UmiL7LqDMhSqYwszZ8JQaKaa1vfFUGi9xrIjMBTKKqVwPYZChY3DkUKljcNQqLR5DE+OodCwdLY0ZCi0RXaOFKoju7kzYSg0V0+re+NIodUKy/fPUCivVXWqyVBYnaxFxFCojr04UqiOLQzPhKHQsHS2NGQotEV23UEZCtWxhZkzYSg0U03r+2IotF5j2REYCmWVUrgeQ6HCxtGZGkOhOvZiKFTHFmbOhKHQTDWt74uh0HqNZUdgKJRVSuF6DIUKG4ehUGnjMBQqbR7Dk2MoNCydLQ0ZCm2RXXdQhkJ1bGF4JgyFhqWzpSFHCm2RXXdQhkJ1bGHmTBgKzVTT+r4YCq3XWHYEhkJZpRSux1CosHE4Uqi0cRgKlTaP4ckxFBqWzpaGDIW2yM6RQnVkN3cmDIXm6ml1bxwptFph+f4ZCuW1qk41GQqrk7V497FK1uJIoUrWMDgXhkKDwtnUjKHQJuF1hmUoVMcWZs6EodBMNa3viyOF1mssOwJDoaxSCtdjKFTYODpTYyhUx14MherYwsyZMBSaqab1fTEUWq+x7AgMhbJKKVyPoVBh4zAUKm0chkKlzWN4cgyFhqWzpSFDoS2y6w7KUKiOLQzPhKHQsHS2NORIoS2y6w7KUKiOLcycCUOhmWpa3xdDofUay47AUCirlML1GAoVNg5HCpU2DkOh0uYxPDmGQsPS2dKQodAW2TlSqI7s5s6EodBcPa3ujSOFViss3z9DobxW1akmQ2F1shbvPlbJWhwpVMkaBufCUGhQOJuaMRTaJLzOsAyF6tjCzJkwFJqppvV9caTQeo1lR2AolFVK4XoMhQobR2dqDIXq2IuhUB1bmDkThkIz1bS+L4ZC6zWWHYGhUFYphetZDYVLdhyTvvruaUnSdb2tmJOTQ2VlZRQdHe1tU6XqMxSqYw6GQnVsYeZM7IDCrLwi2pSeZegy6iREUt2ECK/bFhQUUF5eHsXHx3vdVqUGDIXqWIOhUB1bGJ6J1VDY8OGfpee2a+LF0nW9rchQ6K1i1tUvKioiAFViYqJ1g/ihZ4ZCP4hswxB2QOHiHcdoxPTFhq527ICmNHZAM6/bMhR6LZmlDQ4dOkQpKSmWjmF15wyFVivsh/79BYXak+yR7AIqKC6l5JgwCgsOFFe4LyNP/Jeh0LPBOVLoWSN/1WAo9JfS/h3HTiiET4RvdCyaf3SOBiK6mJVfTAyFJygsLIzCw8P9e6OYPBpDob6gAWVY4+PiNwX8BYVwXChfrdgnIHBY57oVSx6T5m5lKJS0OEOhpFB+qMZQ6AeRbRjCTigE+ME3OhbNP2o+VHsP0cXFO44zFJ5gKLThY6I7JEcKVbGED/NgKPRBPBuaMhTaILqbIRkK1bGFmTNhKDRTTev74pxC6zWWHYGhUFYphesxFCpsHJ2pMRSqYy+GQnVsYeZMGArNVNP6vhgKrddYdgSGQlmlFK7HUKiwcRgKlTYOQ6HS5jE8OYZCw9LZ0pCh0BbZdQdlKFTHFoZnIguFoVFx4siEmPAQalU7Vno8bfex2TmFGw9kUXZ+EbWsFUuxESEe58O7jz1K5LcKvPvYb1LzQAYU8BUKtWO4vDliS9t9bGdOoZF5G5DX9CYMhaZLarjDMwIKDx8+TAkJCRQSog8eJSUl9M4779ANN9wgdkCpUtauXUvHjx+n/v37VzklWSjclhUgjkyAo5s5uof0ZVoFhVdMX0xwYjNG96AeEucbMhRKm8zyigyFlkus5ADFxcUUHBxcaW7ff/89dejQgRo0aECOf9t5Ab5CoebzvDlNQQUoNDJvO+2kjc1QqIIVyudw2kBhnz596ODBg+KiUlNTaeDAgfTwww9TYGAgDR06lG655RY6//zzdZXHWU9t2rShFStWUGysfATNajN++OGH9O+//9Kzzz7LUEhEDIVW33Hy/TMUymt1utTcv3+/eED98ssvBQRqZcSIEXTrrbeK9xz/tvO6GQqtOy/WCrsyFFqhqrE+TysonDx5MrVs2ZI2bNhAd9xwrkmkAAAgAElEQVRxB73yyivUq1cvQmI/TnwPCgpiKFQoUtj6id8op6iIAgICKtlF/L+AAIoKCaLYiGDKKyqh4pIyKi0ro5iwYGpQI4qojCgpJlQciXPwRAElRoXQhW1Sac2+E7RqVyZFRQQRDkbCOWBNk6Opf4uaFBwUQIlRofT18n10Ir+IGteMprZ14igwIIAKikowKG08mEVRoUF0eZd6Yk6b07Np0Y6jFB0WTMP/ew1nNH63ar+YV79mydQI86miZOQW0pZDJykkKIA61U8Q92NcXJxLxMWxi51Hc+jgiXxKiAyhFrVOPagczi6gHUdOUkRIELWvF0/bDp8knBtZIzqMmqb475deGAqNOdzq3OqNN96gjz76iC644AJ66qmnGAqdjKlSpPCS9rWpQWKkOE+2lIhCgwIov6iUWqTG0BVd69Hm9CzKyC2i1Lhwj/6rqnt2y6FsOnayUJzL2KSmcf9TFRSu33+CThYUU73ESKoT7/2vvvjzM8fnFOqrbcs5hYgUTpkypeIJdvz48QICx40bR3fffTddeeWV1KNHD8JS8VtvvUWff/65iCwOGTKE/ve//4lI4QMPPEAzZswQX9ZadBGXiIgdEtKXLl1KixYtEk/EDz30kIjgrVy5ks477zy6//77xUnmjv2jDSKWjz76KMXExIi6M2fOpKioKPrmm2+oRYsWdOONN1ZEMLHMjbrz588X14FlYZTTLVIIuEt75Bd/fla9HgsA2TwlhjYcOPWzVSFBgXRNjwb04cJdAlC1clHbWvTG1Z10x/hk8W56/Lv1Fe/Vjo+gZwc1pt4t6riFwoe+Xkszl+2taNO3aTJ9dFM3euPP7fTCrM0VrwNU4Sy1MrBNKk27prPX12qkAUOhEdWqb5vS0lLq16+f8JXwp/CDERHlX9DOkcKOHTvS33//TXv37hW+8cknnxQ+D33g799++020u/TSS4UfhZ+Gj8VKAHwk/N+AAQPEOBhj1KhRYllaG++rr74SqzrPPfecW0HPxEjh9L920LO/bPJ4k+EZ3PEkYUDi80PbeWznXOGWj1fQ7A3lq3MoANEpV3b0uh800IPC4zmFNPL9ZbRmX2ZFn7f2a0wPD2xhaAx/NGIo1FfZdigEjA0ePFhECy+77LJKTgvO7J577qEnnniCOnXqJG7GRo0aCSg866yzBNwhb2b48OE0d+5ckScD2Hzttdfo1VdfpdatW4v2iEbCKXXr1k04OkDpyJEjhbN88MEHacKECZSUlEQvvPCCiFaOGTNGvHfdddeJeldffTUtW7aMXnrpJfE6omWAv23btoll7y1bttDjjz9OF110kelQiE0m4we1kv6MIPcPRWajiUyu4i2frKDM3CLp8VWqGBQYQCWlrmez//PwObpPsW2fnE3Z+afADdfSt0kCvXdDN10oXLT9GF35tutPZT18YQua6ACE7jSZPKIjDe5Q23LJGAotl1ipAZYsWSJ8JoAOD7Lwq4MGDdKFQjzcwiciGg4/iAfva6+9VtQF3DVv3lzkbt900030/PPPU9euXSt8LHxqz549afr06SK3Ce9fcsklIv1HGw++GQ/5mIO7YhYUyvgzbQ4b0rNowo8bxeqFt4dXo/5wpwOvZW6AwqIiKiwoEL8Hf917S0Vk0Ej5fFQP6tlY/nfrv121n+6ZudplqDev6SxWbLwtelD4/KzNNO3P7S5dzbuvHzVONh6V9HZu3tRnKFQMCgFh2EyyevVqAV+I/OFncxyfZCdOnCieOPEUqhUtpxCbTfA0jHL77bdT37596YorrhAO659//hFRRBREGr/++uuKJ15E/WbPni1eh1PDB/TOO+8UdRcuXChe+/HHHyugcPny5cJhIqrYuXNn0Vfjxo1FxBBP4gBNFDhUOEbHSCGg1bnA0SKK6a7gB2YAumvSc2nU5xu8uccr1b21d/mS6g/rDtOBEwV0aduaVDuufGPOm3+fimwZHqAaN5x6eUvq1Sih0hXsy8ynS95a6XJV0OynWzq5LJuj4lerD9Izs3e4tBnQPInm/nvMo0Kjz6pHt/1nJ4+VfaiAqA/uX3ebt3zo2q9NcQ0o7lJLHCeDzWpnakFEr0mTJhVRu2+//ZY++OADIYdzpBDwds0114j34Jt++uknevvttytJB3CEL27WrJnIR4SPnTdvHn333Xei3ubNm0W/8OWffPKJiB6iDy2v0TH/W88nbt26VTxcYzXGXSksLBT3r3P6Cup3fH6hYVPj8w3f6Fg0/6j5UO295XtO0PI9p1YjDA/qY8PHLkijYR3kYe6NBXvo7YX7XEa9s299urFn5V9zkZkavp+Q/49/Whn79Waav+24S/PJQ1uKB2sVC+6p0NBQFacmPSf4dvxz3lCm14GsT7QtUohlhrS0NBEhfPnll+ncc891cVpYzoUT0d5DBQ0KEbGrUaOGaINlXDgUwCUcVlZWFj322GPivc8++0wscyDKh4KnZ7wGJ+ncf2ZmpngSBghu3LiRsKytLZ+gLSKMgMmaNWuKJ2QNGPEenODOnTsrQeGaNWtcbDNs2DARuXRXYGBETzcfL6Vr319OMeHB1DI1RvomWborQ9S98+w08d9vVh2g/Zn5dFnHWhXRsSl/lINMt4aeP6zLd2dWWn6VnojCFb8c3Y3a142rNMOjJwup1wvzXWbdNDmSfhjTQxdEfliTTvd/fWq5WWs8rFMd+mrlfo8KPHh+U7q5d0OP9XytAJjKzc0VaRHVueAaAIQypw5Ud2dv1E7wHVhVwRIwHrLxoIql3j///JPq1KnjAoWOKTHweVi1AaSdPHmSnn76abFCggd4pO8g4odVFPhY+EpEI1E0+EO7jIwM8aCMB+yff/6Z4AOxaqMVPZ+ItCHkPbZq5X5FBOMh11yvNBs3R9qfae3xG8abD2ZTnfhwuqxj5Wi95h81H6q1WbIzg+Bf0cZIvhwe+OHfcQ8v25WBVGtD5aWhbejS9rWk205fsItemlP+06aO5YmLmtO1PepL96NVxP0EQHf8jN331Xr6cW26S18fj+xM3Rslej2GPxrgXpUFJX/Mx8gYAFusBOHz7qnI+kTboFDLKURED8sPv/76q3D2zk+yyHPB0oVW9HYfO0MhHCEijygAQDgiLG2gOEIhwBQODP9FwZMuooYLFiwQkUK00Z6G8b4GhVjCbteunXgPS9QojzzySMWyclXGqW5H0jz81VqasVz9yKLeUjE2qiDXxbHERYTQmvH6O9uvf28pzd9ypFL9W8+qS/cPbK37JHb0ZAH1e/FPynHIFUTjmaN70nO/bqLVe0/l1+jdE7PG9hXJ5FYXXj62WmF1+kcOH1YzsIqhFaTFtG/fXgCds39FPjaWeFFmzZollpIXL14sfDKAcOrUqeLLH6sx8HUaFDr6WEcoRD9Y2UEazhdffCH8qadjusxaPq5OR9IMeGW+2HjmbYkKC6b5D/QXm9VkC867HTh5gUv1P+7vb2jjit7y8Y9rDtCdn6+qNEaDpEia/8DZstP0ez1ePtaX3HYoRBQDEbvLL7+cbr755kpO6/XXXxe5gnjSrF+/Ph05ckSQvfORNEah8OOPPxYOFDuh8RSKpd/ExESRUF0VFOKJFs4UjhbwqT1Fn3POOabnFKpwTmHPiXMpPbPAlA8tditjCQgbQUpKS6m4tAybl0Uydfl7RHGRodQoKYp2H8+h7LxiKkZ4PChQOELsNo4OD6G9x3OpoLiEQoMDqXujJLp7QFO6d+Zq2puRR6FBgdSrcRK9dmVHuuXj5bR8V4YYp2FSFL1+VUexM06v5BQW02vzttG6fZmi3z5Nk2lIy9gqdx8D/LBBZV9GHiVFhdLgjnXo/FYphJ3H0/7cJnZER4YGUcMaUWLn38GsfEqJDaNhnetRn6blkW6rC0Oh1Qqr0z8ADzmB2BiiFUQJEdXDsu5VV11V6Uga+N9JkyaJSAP8HvwgHobhU3HkF5Z1tQgi8rNloBAbV9AHNq8ALD2lLZyJUAjbaOcUlh/oECD8H/4HEUWcshAeEkjt6sZTYmQoHcspFPmP2DzXoZ5+xLSqu3DB1iP05fJ9wi9hF/MVXep5lZfo2Le73cffrNxPszakU1ZeMTVOjqKbeqdRWrLnCJZdnx6GQsWgEMAHqEKBswIQAsSwnKydo4XlIkTgfvmlfPcr8l+Q22IWFCKU/8wzzwgwREgcOYM4Gqd27doeoRB5NHCQcHxwqFpiteMTup7k1S1SqF0DH15d+RBguxyZkXEZCo2oVv3aIH0Fuc44SF/b/YurQA5Yly5dxKH/SKNxPKcQPg9RQRScooDIINJj1q9fT/feey8hnxAPysjZxusyUAjQxEZAbDrR0niqUvNMh0JvIpwq3JV8TqEKViifw2lzTqG3kmLJGADn6Oi87aOq+nBiGCMyUj+CVFVbfEDwRK2XAM1QWCY28lTnInNOoerXx1CouoXsnR/8Hx6K9X4MAPnZ3v5IAPKckJaDcxKRZuOpMBTy4dWe7hEr3udIob6qtiwfW2Hg6tKnbKTwcGEoPfXTRmpdK5bGXSJ/JI1VP3OH4xtwjAOOx5H5LWb+RRN17kiGQnVscTrPBBHJo0ePik13Bw4coGnTpkldrq9QqB3D5c2RNCocXm1k3lKCWlyJI4UWC+xF92dspNALjZSvKguF2s5qby/IKij0dh4Mhd4qZl19hkLrtOWeTymwfft2kf6DA7HHjh0rlptliq9QKDOGcx0VoNDIvFVow1CoghXK58BQqI4tDM+EodCwdLY05OVjW2TXHRTHreA4DyNpHupcBc/EWQGGwup1TzAUqmMvhkJ1bGF4JgyFhqWzpSFDoS2yMxSqI7vlM2EotFxiUwdgKDRVTp86Yyj0ST41GjMUqmEH2VkwFMoqZX09jhRar7EdIzAU2qG68TEZCo1rZ3ZLhkKzFbWhP39BofZ7njiM+Uh2AfVrlkzJMeUHnn61ovwnj6w8CoFzCm24udwMyTmF6tiCZ+KqgJ1QCJ8I3+hYNP/o/JvIG9OzaOOBLPG78mMHNPPalDjhIi8vz+0vs3jdoU0NGAptEl5nWIZCdWxheCb+gkKZCTIUelaJI4WeNfJXDY4U+ktp/45jJxQauVKGwhPi18fwM4rVufCRNPrW4yNp/HxXWw2F2jEHMpflzREOMv051uFIobeKWVefI4XWacs9+66AHVCIiB+O/DJShneuS85RRJl+OFIoo5L/6jAUMhT6726rYiSroVCJiyQSh+Hi55r48Gr7LcJQaL8NeAbuFbADCu2wB0OhHaq7H5OhkKFQiTuSoVAJM0hPgpePpaWyvCIvH1susS0DMBTaIrvhQTmn0LB0pjfknELTJfV/hwyF/tfclxEZCn1Rz9y2DIXm6qlKbwyFqlhCbh4MhXI6+aMWQ6E/VLZ4DIZCiwU2uXuGQpMF9aE7hkIfxFO4KUOhwsbRmRpDoTr2YihUxxaGZ8JQaFg6WxoyFNoiu+6gDIXq2MLMmTAUmqmm9X0xFFqvsewIDIWySilcj6FQYePoTI2hUB17MRSqYwszZ8JQaKaa1vfFUGi9xrIjMBTKKqVwPYZChY3DUKi0cRgKlTaP4ckxFBqWzpaGDIW2yK47KEOhOrYwPBOGQsPS2dKQI4W2yK47KEOhOrYwcyYMhWaqaX1fDIXWayw7AkOhrFIK12MoVNg4HClU2jgMhUqbx/DkGAoNS2dLQ4ZCW2TnSKE6sps7E4ZCc/W0ujeOFFqtsHz/DIXyWlWnmgyF1claRAyF6tiLI4Xq2MLwTBgKDUtnS0OGQltk1x2UoVAdW5g5E4ZCM9W0vi+GQus1lh2BoVBWKYXrMRQqbBydqTEUqmMvhkJ1bGHmTBgKzVTT+r4YCq3XWHYEhkJZpRSux1CosHEYCpU2DkOh0uYxPDmGQsPS2dKQodAW2XUHZShUxxaGZ8JQaFg6WxpypNAW2XUHZShUxxZmzoSh0Ew1re+LodB6jWVHYCiUVUrhegyFChuHI4VKG4ehUGnzGJ4cQ6Fh6WxpyFBoi+wcKVRHdnNnwlBorp5W98aRQqsVlu+foVBeq+pUk6GwOlmLdx+rZC2OFKpkDYNzYSg0KJxNzRgKbRJeZ1iGQnVsYeZMGArNVNP6vjhSaL3GsiMwFMoqpXA9hkKFjaMzNYZCdezFUKiOLcycCUOhmWpa3xdDofUay47AUCirlML1GAoVNg5DodLGYShU2jyGJ8dQaFg6WxoyFNoiu+6gDIXq2MLwTBgKDUtnS0OOFNoiu+6gDIXq2MLMmTAUmqmm9X0xFFqvsewIDIWySilcj6FQYeNwpFBp4zAUKm0ew5NjKDQsnS0NGQptkZ0jherIbu5MGArN1dPq3jhSaLXC8v0zFMprVZ1qMhRWJ2vx7mOVrMWRQpWsYXAuKkDhiOmLvZr9jNE9vKqPyjk5OVRWVkbR0dFet1WpAUOhOtZgKFTHFmbOxN9Q6K3/k7lWGR9ZUFBAeXl5FB8fL9OlsnU4UqiOaRgK1bGF4ZmoAIUNH/7Zq/nvmnixV/UZCr2Wy9IGRUVFBKBKTEy0dByrO2cotFphe/r3NxR66/9kVJHxkQyFMkr6r86hQ4coJSXFfwNaMBJDoQWi+rtLlaBwWOe64vI3HsiijelZ1KpWLLWqHVshyVcr9om/ZRyes44cKfT3neV+PIZCdWzBM3FVwC4o1Pyfnk3mbzlCR7ILqF+zZEqOCXNrNm98JEOhWnc/Q6G+PQLKsMbHxW8KqASFYwc0Fde9eMcxWrzjOPVIS6QeaUkVWkyau5Wh8NgxiouLo+DgYL/dI2YPxFBotqLcn5kK2AWFmv/TuxbA3r6MPAI41k2IcHu53vhIhkIz7xrf+2IoZCj0/S4yoQeGQhNE9GMXnFPoR7E9DMXLx+rYwsyZMBSaqab1fXFOofUay47Ay8eySilcj6FQYePoTI2hUB17MRSqYwszZ8JQaKaa1vfFUGi9xrIjMBTKKqVwPYZChY3DUKi0cRgKlTaP4ckxFBqWzpaGDIW2yK476BkJhfv376fFixfT0KFDq7QEtvqHhoZSUFCQaRbbu3cv1atXz7T+0JGZUIi8F/xD3ktVSdPOF6DtvrMyp3D4tH/EsF/edpap+vm7M44U+ltx9+OdrlAo6+PMtMTJkycpKiqKAgICzOyWli1bRiUlJdSjh/wxVkahUDtaRuY4GMeLdPZ/egKomlNo9JrNNDJDoZlq+tbXaQ2Fjz/+OM2cObOSQp9//jkhSf7555+n7777Tle9L7/8kr744gtavXq1eL9z5840adIkSk1N9Unt3Nxcat++PS1atIhq1KhBmzdvpgYNGlBEhPukY5kBzYTCSXO3EBKdAXdjBzSTGV7U8QcUamMY2bksfSF+qMhQ6AeRJYdQDQpfeeUVQrI6/BMKfFXXrl1pzJgxNHr0aPEa4Ktjx440d+5c4T/0CnxMVT5OUh7CRoZt27ZR69atdZsUFxcT5oy57Ny5U0Bhv379hL80Cw6nTJlChYWFdN9998lOm4xCoVEfU52h0Og1SxtDoiJDoYRIfqpyWkPho48+KpzmTTfdVCEnon6IErpzmDNmzBAObfLkydSlSxfhgAFv3bt3N8Ukhw8fppo1a4q+EKl87bXXqE6dOj71zVDok3x+b8xQ6HfJ3Q6oGhT+9ddf9OCDDwofhbJ8+XK68sorqUOHDoSHVZSFCxfSvffeW1HHSiicP38+zZ49m5599lmXYRC9e+ihhwhRyeeee44aNmxIBw4coOPHj1ObNm1MMzJDoXspzdh9zFBo2q0qHuj4nEJXPZU5kgZQmJaWRjfffHOlWbp7ii4tLaVOnTrRq6++SmeffbauE5w2bRp98skn4r3rr7+ebrvtNvH33XffLZ5O33zzTVqxYoUASThux9fWrl1LF198Mf3444+Euf3yyy+UlJREkZGRNG/ePMrKyhLOF044JiaGrr32WjH3wMDAKu9ao1A4d9NhmvjrJjqcXUDhIUF0QesUSooKVTJS2PKJWZRXVOL1pzdQLGXhhKQAwp/irKQyIkhaKy6CZo3tQ1GhwbTrWA7d8dkq2n0sh4pKSsVrnRsm0sA2qfR/HU9B+8Ltx+iLZXvpYFY+pcSG0bDO9ahP0xou8/rj38P0zM+ntD2vVQo9M6T8i9JbKPx21X76df1BysororTkKLqpdyNqnGzvr7rwkTRe34pSDbQoIPxB/fr1xQMqntzffffdihUGvJaeni4ebLHy8f777xMeNs855xwRTcNDpqOPW7lypVgxQRTvm2++oRYtWtCNN95I559/PmVkZIiH0zlz5lSkyYwfP57OOuss4ZvwQI3zQZHyMmrUKAGoWoGPu+SSSwSkJicnu1yfnk9ENBErOPCReOjWYBKNMYcXX3xRRByHDBlCTz75pJizIxTu2bOHbr/9dnrqqaeEr3ZXOFIodbtRu/G/UVZBkVxlH2sFwv8K3xtApWX42/XkOvjouIhQys4vEr46KjSIasSE077MPCpy8P+oFxQYQGFBgdSgRhRl5BRSdkGxmGFIYCDVSYigktIygvePiwyhlqmxNObsxvTE9xto3sZDwsfjzeDAAEqJDafmKTHUPDWWjpwsoL3HcykxKpQubV+bLmxzanVw2p/badGOY2IstI+PDBXnTQ7tVJf6Ny+//x2hEOdSfr1in/h+rRUXTiO61qOPF+8WR7UVl5ZS3YRIeurS1tS5QYJom1tYQq/N20pr92VSaHAg9W6aTDf3buSj6t43P+0jhZBk0KBBFcogL2XJkiW6kcLdu3fTgAEDBNDp5RHC0T722GNiuQTLJgC2r7/+mho3bkwjRowQ7R5++GGxfFKrVi2X1/DrD3iChkPEGXVYSgYg1q1bV/x0G5wf8mcQKYDTnzBhghgLy0dVFSNQeCAzj856/nfxIXUsHevH06o9mUotHzd/4lcqKCr1/u6WaBEdHkzrn7yA2j45m7Lzy52Kc5l6VSe6uF0t2n7kJJ378nyX92eN7UstUmMqvd7k0V+oGJ7PoQDmnhjUyiso/HltOt3+2cpK/dRPjKS/HnR9aJG4XNOqMBSaJqVLR8OHD6err75agNHAgQMJkAYohB8bPHiw8CuAM/wNIIOvatSokfAXrVq1EkvNjlCIv6+77joaOXKk6Bc+5qWXXhJ1jh49Sr169ark8wBd8IMAPoyL5eNx48ZRWFiYyLHWCgDzhx9+oA8++EBXDHc+sWfPngJE33vvPcrMzBQ+DuCJaOjrr79OTZo0EX4WYHfFFVdUQCHmP2zYMAGquI6qCkOh5/vzlo+W0+yNhzxXPE1qxEaEiAdrb8qnN3ens5rUoKd/2kjv/r3TbdMf7+xNbevEVUDh+gMnaNBrf3scCmC78OFzBJiOfH8ZIZjgWLxN4/I4oESF0x4KFyxYIKBLKx9++KGAMr3lY+elG2f90AYO+KqrrhJvPf300+JpFU/QcIDNmjUTjlkrzq8h1K9BYWxsrNgg8ueff1YsH8MJI4IIp4mCJWwYCEs0WlmzZo2LWeEoN2zY4NbciIBimQwHJmvljfk7aNK87S5tYsODKSu/mOrER1DdhHCJW6i8ypKdGeK/d56dVvH/l+7KoG4NE6h7o/InIZQpf+wQ/3V8zdMgWt+e6hl9f+qVHej2z8vzR/XK4Pa16MWhbejDRXvomV//dany4PlN6ebeDStef/ef3fT87C0u9eolRNC8e3qLiDAiIDIbmB74ej19vybdpa8Pb+hMPdPs+4k5LB0iRxYR7epccA2wA4DHU3EEIk91fXkfKSV4KESkrU+fPrR+/XoR4cOSMiJreJh09BsYCzlZADREGAFpelCIpWj4ANgOedJ4oIUfcgeFAKuPPvpIAKPe8vHLL78sIpRa/qPzNTv7PwAgHnCRfxgSEkKI+mE1ZN26dWK+06dPJ/SJ8tNPP4nrBTjiYRn+a9WqVSKCOXbs2EpD6flEQCyiiYBkdwXzcf7N4Gbj5njtn9DA2f/pjfnNqgO0PzOfLutYS/hXd8UbH1laWkZlZaVSvsR5vKW7MnWjdb7cu6db25G9GtAjFzajvi/9RQezCtxe3thzm9CYfo1E5D0hIYHe/GsnvTJ3m5QcE/+vNfVvVoN6PO8acGhWM5p+uqOcB/xVkL+Lh358R3kqsj6x2i4fa8sh7iKFeGrXjK6JhSWbBx54QEChtiSjvef8WlVQiDwc5C1qjht9wMFjqQjRRK3cf//9Lnb6/vvvaenSpW7thzA9IptwxFp55fdd9PGyAy5tIkKCDC3Tah3d2rt8Z/XyPSdo+Z4s6lI/lrrUPwWjb/6919N95vf3HzqvET0/x/1TYP+mifTqZS3onUX7aOpfe1zmN/qsenTbf9eNN6cu2EPvLCz/OT/HUiM6lObc3kV84BAplknEv+ebzfTn1uMufU0a2oL6NbEPCvGgAbhwvKf8bjgTBsQ1oMgAOpy9PwpgCD4FS8G//vorvfXWW6StYmCpGMDz+++/i6kgsvbzz+W/O457CtCH9BZnKES08bfffquYPmAT/WLZ1xkKkRKDpWVPUIhxAHhVRQodfSLqom9EAh3L22+/LeATm/uwwoICu2D5GsvjgEKAMso777wjVmIci55P3Lp1q1i1wVK5u4IvP9y/jp/Djs8v9MnEmv/T6+SHdYfpwIkCurRtTaod5/4hREUf6ZMo1bjxZe1T6IkLG1OfSUvoZIH79KWRPerQXf0aiA1RAKUp83fTe4v3S135QwMaUd8miXTxmytc6teKDaNfbuss1Y9ZleDb8U/mF7dkfWK1hUItnwd5geeee66LxoA8QKC2C9CxAt679dZbqX///hUvO7+mB4V//PGHiGTCCcKBIZkcyygocJZ4mkZEsqpiZPn4l3UHacynOjdhXDiln8inoZ3r0vD/fsdY5mbTjjWQPZLGmyMfrnx7scsyt8ycZOog52TFE+dRp6fLIwR65fazm9ADFzSnX9al05hPKy/lov7kER1pcElBj0gAACAASURBVIfaFU1/33yYbvxgmUtXyB35+rZeXi0fvzj7X5r6h+sT59x7+1GTmvblFfLysczdZawOjsJq166dWDrGqoGWxwff07ZtWxGJQL4dcgUBXfAheA2QNmvWLF0odF4Z0aAQJyrgYRT5ztopCEixweqEJygEvCLS988//1RsnqvKJ2rL2IgMhodXXoUA+CESiMigc8F7gDyAKvIRkXuol8Po2M7X5WNv/BPGdfZ/epb39kgamTngc4jvFaQfeVuuf28pFRRbk5bj7VxUrf/4oFYir2/4m4to2S7Xh3Nt3i8Oby++L7Wcwq9X7qP7vnBd1dO7zo9u6kZ9myZTu6d+c1nePrdFTXr3hqrTx8zW7rRfPkaytuPuY9BvVbuPkd+CJ1Y4IiwNI8KGpRzsrMNTKt7DU2vz5s0JZw7CuWE3sREohNNHRADOHgW5PPhwYwkZSxt33HGH2Kyit+nF8UYwAoVof8mUv2nd/hMVXUWGBomzCT9atFupnEKAGIDMinJ+qxSafl0XGvXRcpqjk1/ToV48vT+yKyVEludS3fHZSvpp7am5YCPKtGtcn+QGv/4PrdmXWUnbn+/qQ41qRHkFhRm5hSLXZPXeU33d0jeNHrmopRVySPfJUCgtlaGKyAEERDkeOwOwgw+Cb7rwwgsJKwSIHGIZGJuX8LAK/6EXKXQHhVheBWzdc889dMEFF4hl6VtuuYVeeOEFAYUAsKlTp4oxnKOpWIG4/PLLRURh4sSJ4qQHLPPiX+3atV18Il4HjKJ/bNJDhA6bSjAHHP+FXEpcX+/evYX/Q5oFciUdN5oAVnGtWGquagOer1Do7bFX1fVIGm3ehm7Satbo0g616Ze16S653tplxEWE0AmHnEPkEn58UzfCZsUFW4/S3TNW0fGcQperxibCt6/rIl533Ggy+qPl9JvDdwqCAiv3VF6y79M0WYyB8umS3fTYt+sr+sfmlKlXd6JO9f2zQqENfFpDod45hZ999pkAPXdH0uA9RArhnJD8jIKndjhFPJE988wzYklDK3DKcGJGoBB9IgqIDShYAkLoGc4ZeZAoyBVERMBTvpNRKMQYy3dliN1ONaLDCB8aVc8pPHKykLr+rzya16txkvhCKSgqod3Hcwl5Nd0aJ1FEcABl5pWIHcShQYHUsnYsJUSEUq34cDqaXSB2H7erF08Ltx2l8OBAuql3GqXGnYpYbD10kv7edoQKi0upfb14ig4LpjZ1Ti19azbfdvgkHckuEJo1TXH/hL5iV4YAw8ToUBrS4dQOZm93H2Pc9ftP0MmCYqqXECl21tldGAqttQB8EB5AtWVijIZNJYAp7ZxT+Cdsdtu0aZOYDB5+sYkES7HOy8dVQSFyEZGmghQWPPwiCodTErDRBWPccMMN4gEYYzmf5IB0GvgwxxQXzANLt3o+EfMD2KE/FERCMV/xpfjpp2L3seZ3kTuIB2VHKMR7yL3GnADO7gpDofz9qYEhdgVjSy5gHyCE/5af2FB+gkN8RCiFBQdQbnEZ5RUUVazelKAeBVBIUIDwuwlRIURlAVRQXEKFJaWUHB1OZzdPpmO5hZQcHSp2HgPAfl2XTifyi6hGVBjtPHZS7BqeeWtPWrfvBG1Kz6L84lKxge/yLvXoi+V76dtVB8TOX7xWOyGCiopLqWdaEkWGBVFkaDBtOZRNWflF1CgpiiJCgygqLFjsQMb3RFpytNgpjDJz2V6at+kwhYcGEjZWYmcy0qbg83EKRXpmPsVjx3Kt2EoiYuPgmr2ZVFpWJk7rOJlfTEnRodQs5VRetfORNJjTsZOFVDM2TJwYAR8+e8NB0bZXkxrU1Gm1JzO3SFxHcFCA32HwjIBC+Y+Ffk0kb+PJ2/kJGUu9eOpFkr1MLlJV8wAI4p9j+B/LR3j6ls3X8gUKneemKhRiniqcp+XrPYX2RqDQjHHN7IOh0Ew1fesLvghJ4Z6OrvI0iubT9Oq584VaXeQgIbKHnEaZXFnUhY/DcVyOBSCCsfC6bBK73nwZCj1Z+9T7KvhVPrxa3l5W1zytI4VWi6dK/wyFqlhCbh4MhXI6+aOWaodX++Oaz4QxGArlrcxQKK+Vp5p8eLW+QspsNPFkwNPlfTOhcF9GHu3LyBUHa9b1YpnSHz9z9+fG/WJJ4+zWp44Yqo42ZChUx2oMherYwsyZGIXCxTuOiWn0SEvyajrVNacQF2n0mr0SyENljhSaqaZvfXGk0Df9lGhtJhQavSB/QCHyiQCFRnbaGb0uK9oxFFqhqrE+GQqN6aZ6K6NQaPS6qjMUGr1mM9sxFJqppm99MRT6pp8SrRkKlTCD9CQYCqWlsrwiQ6HlEtsyAEOhLbIbHpSh0LB0pjdkKDRdUv93yFDof819GZGh0Bf1zG3LUGiunqr0xlCoiiXk5sFQKKeTP2oxFPpDZYvHYCi0WGCTu2coNFlQH7pjKPRBPIWbMhQqbBydqTEUqmMvhkJ1bGF4JipBobY5Bb+fjB8fx4+Q4/eUtYKNLCjeHg6LNpxTaPgWMb0hH0ljuqTcoYkK2AWFVW3Ow9mm+AURnJcXFhzo9mq98ZE4OxdHmDn/hrOJUvqlK4ZCv8gsNQhDoZRMaldSCQpllWIojJP6bUlZPf1dj6HQ34rzeN4oYBcUejNHT3VlfCRDoScV/fs+H0mjrzcfSePf+5BUgELtWAPZS/f2yAeOFMoq6596DIX+0ZlHMaaAv6HQW/8nc1UyPpKhUEZJ/9VhKGQo9N/dVsVIKkChP4Tg5WN/qCw3BkOhnE5cyx4F/A2F9lwliZ9e5eVju9R3HZehkKFQibuRoVAJM0hPgjeaSEtleUXeaGK5xLYMwFBoi+yGB+WcQsPSmd6QcwpNl9T/HTIU+l9zX0ZkKPRFPXPbMhSaq6cqvTEUqmIJuXkwFMrp5I9aDIX+UNniMRgKLRbY5O4ZCk0W1IfuGAp9EE/hpgyFChtHZ2oMherYi6FQHVsYnglDoWHpbGnIUGiL7LqDMhSqYwszZ8JQaKaa1vfFUGi9xrIjMBTKKqVwPYZChY2jMzWGQnXsxVCoji3MnAlDoZlqWt8XQ6H1GsuOwFAoq5TC9RgKFTYOQ6HSxmEoVNo8hifHUGhYOlsaMhTaIrvuoAyF6tjC8EwYCg1LZ0tDjhTaIrvuoAyF6tjCzJkwFJqppvV9MRRar7HsCAyFskopXI+hUGHjcKRQaeMwFCptHsOTYyg0LJ0tDRkKbZGdI4XqyG7uTBgKzdXT6t44Umi1wvL9MxTKa1WdajIUVidrETEUqmMvjhSqYwvDM2EoNCydLQ0ZCm2RXXdQhkJ1bGHmTBgKzVTT+r4YCq3XWHYEhkJZpRSux1CosHF0psZQqI69GArVsYWZM2EoNFNN6/tiKLReY9kRGApllVK4HkOhwsZhKFTaOAyFSpvH8OQYCg1LZ0tDhkJbZNcdlKFQHVsYnglDoWHpbGnIkUJbZNcdlKFQHVuYOROGQjPVtL4vhkLrNZYdgaFQVimF6zEUKmwcjhQqbRyGQqXNY3hyDIWGpbOlIUOhLbJzpFAd2c2dCUOhuXpa3RtHCq1WWL5/hkJ5rapTTYbC6mQt3n2skrU4UqiSNQzOhaHQoHA2NWMotEl4nWEZCtWxhZkzYSg0U03r++JIofUay47AUCirlML1GAoVNo7O1BgK1bEXQ6E6tjBzJgyFZqppfV8MhdZrLDsCQ6GsUgrXYyhU2DgMhUobh6FQafMYnhxDoWHpbGnIUGiL7LqDMhSqYwvDM2EoNCydLQ05UmiL7LqDMhSqYwszZ8JQaKaa1vfFUGi9xrIjMBTKKqVwPYZChY3DkUKljcNQqLR5DE+OodCwdLY0ZCi0RXaOFKoju7kzOd2gcPGOY25v1rKyMoqIiDBXQDe99UhLsmQcjhRaIquhThkKDcmmfCMVoHDjgSzKzi+S1qplrViKjQiRro+KBQUFlJeXR/Hx8V61U60yQ6E6FuFIoTq2MDyT0w0KR0xfTO7A0LBIBhrumnixgVaemzAUetbIXzUYCv2ltH/HUQEKr5i+mJa4ecDVU2PG6B7k7YMoQ6F/7ytPox06dIhSUlI8VVP6fYZCpc0jN7nTFQrrJlSOCJaVlglBAgIDdIXZl5FHzm3kFKxcC/2gMBS6V6+oqIgAVImJiUYkVqYNQ6EypjB1IipBYXJMGIUFB1JBcSkdyS4Qf+M1reA1vMdQGEbh4eGm3gf+7oyhUF/xgDKs8XHxmwKnKxQO61y3EuQVFmIppoxCQ0NdtF2847iILuJJu0eab6Ayae5WhkIPdy9Dod8+3jyQAQVUgkLNj+Fh86sV+4RPw2tawWt4j6GQodDArW56E44Umi6p/ztkKCRiKPTvfcdQ6F+9eTTvFGAo9E4vu2tzTqHdFjg1PkOhOrYwPBOGQoZCwzePwYYMhQaF42Z+UYCh0C8ymzYIQ6FpUvrcEUOhzxLa3wFDIUOhv+9ChkJ/K87jeaMAQ6E3atlfl6HQfhtoM2AoVMcWhmdiNhQ67vz1djec4YtwaKjtPuacQu/V9JftGAq9tw238J8CZkJhVl4RbUrPopjwEGpVO1b6IrTdx1bmFK7efZSOncihrk1re32cjfSF+KEiQ6EfRJYc4oyCwqysLMIemLi4OEl5yqutXbuWjh8/Tv379/eqnb8qmw2FGpQZSXw245oZCo2r6C/bMRQat5GKLUtKSuidd96hG264gcLCTu2MdZ4r6hUWFpp6Vujhw4cpISGBQkK8O6OvKh3NhEI8aOFz1T0tiWaO7iFtPn9A4eVvLqSluzIMbVKRvhA/VGQo9IPIkkOcdlD4+OOP08yZM8XlR0VF0eWXX0633367AMFXXnmFcnJy6IknnpCUp7zahx9+SP/++y89++yzXrXzpTK2tsMB165d22M3DIW8fKzdJAyFHj8ulSqcaUfSOPpHTYjPP/+c2rZtS23atKEVK1ZQbKxrNAyvT5s2jZYvXy58aJMmTeixxx6j3r17eye4Tu2hQ4fSLbfcQueffz554/cYCokYCn2+/UztgI+k0ZfT1iNpHn30UUpLS6PrrruONm7cSM888wy1bt2annzyScrNzaXS0lKKjo726kawAwpfeuklAuwNHjzY41wZChkKnaGwcc1oCgsKpHZ14wh/48iL7LwiCg8Npp1HTlJKXDj9b3Abig4P1r2/jucU0tr9J2h/Rh61SI2h9nXjKTOvkLYfzqGwkEBavfs4bTqQQR0b1aQRXeuJPub/e4SW7DpG0WHBdF7LVGqaEk0r92TQuv0nKDU2XCy/BQUGEH7pAUcLpdWIptCQQIoJC6Y2dVyj9zOW7aH8olJqWjOaAgMCKD4yhPCrD+sPnKDs/GKKDg2i3MJSMZ8O9eJp+5GTdDirgJKiQ6lZSkyVn5vth0/Sgm1HKbCkiAZ3qE1xMVEeP2enQwX4xwYNGtBNN91UcTlBQUEi+ucOCtetW0fXXnstoe2ll15KAQEBtGnTJuFn9QDSW51wmDt+kQPz8MbvWQWFe47n0h+bD4v7akiHOrR6b6aykcIOE2ZTZm4xNa0ZQ/USI6iktIy2HMqmgqIyapAUQU1TYqikrIzW7sskKgsQx+E0qhFFLWrF0K6juVRaViY+U6v2HMcJsHRB61Tq2fjULznlFBTTt6v2U25hiWiHz1an+gku0h/IzCPoFhUWTG11Pstag73Hc+n3zYcpNDiQruxWv6IfI5HCbYdPinMfa0SHCV+jQmEoVBgKb775ZjG7H374gSZNmkS///67iPjhBPjRo0eLKByefD/55BNR7/rrr6fbbrtN/I3lDDjA+fPnU4cOHQScoSBSiD4QXVi6dCktWrRILCk/9NBD4r2VK1fSeeedR/fff3/FqeZz586ll19+mbZt20Y9e/akp556iho1aiScMIAP8PrGG2+IpZNhw4bRmDFj6OOPP6YJEyaISCcOB37ttdeEw3ZXGAoZCrV7o9Ejv4gUCdlyTsua9N71XStV/2jRLhr3/YZKr2mH7+r1CwcPEARIOpbw4CDKLy6RmkrH+gn0wciuFBcRQjOX7aVHv10nvuCcC8BS76fD8GWELzCtnNcqhd6+rovu2KM+Wk5zNh6qeA+g+urlHejSDp6j8lIXo3Al7aFZ84/aVOEX3UEhVlrq168v/JxemTNnDr344ou0c+dOGjJkiHgAh++Cr8RPUi5evJh+/PFH+uqrr+i9994jLO2++eabIiq5efNmuvfee+nKK6+krVu3uvi9li1b0ltvvUWIZsLvDhw4UPjmmJiqod/o8vFdn6+iH9YcqLhMPIzc2LshvbNgp1LLxzOW7qWHv1lryZ0G+Pvj/v706twt9Nq8reTsTlJiw2nqVZ2oS8NyOHxh1mZ648/tFXNpWzeO3r+hq4A1x3LPzNUCMLUCbScMbkPX9KhP3kLhHZ+tpJ/Wplf0NbBNKk27prMlenjTKUOhvlpKRAo1p4elYuQDTp06laZMmUJYL3/ggQcE0GH5A0vKxcXFhPpff/01NW7cWAAeIO7hhx+mLVu2EJZcLrroIvE6+gCkvfrqqyICec8999CGDRvoueeeo27dugmH2KdPHxo5cqSITLZv316AYI8ePeiDDz6gHTt2CBDVnPBZZ50lIBJzGD58OAEi8TM5d9xxBw0YMIAuvvhiioyMFE/R7oqVUOjNB8Ksujg8Gnk8dm80QU6lFQW5rfjSrMqmRsb938+baP3+E141xW/D7HT4OT9EDtqMny0iA/4ud57TlO47vxl1/d9cOnKywOfhXxzenoY7HBKMDncdzaH+L/3p0nfN2DBa+ugAn8dUvQMAFcqgQYMqpgrfhBxRd1CI9/Hg2qlTJ5fLw1IyHpxff/31iiVlANkVV1xR4SvhW0eMGCFSYRBxBAjCt/br149q1aol3rv11luFj3T2e3j4fvDBBwUsJiUl0QsvvEC9evUSD89VFSNQeDi7gLo9M9elW0TTT+YXi00m4we1kjbxUz9tFFFx2Y0m4y5pRa1ryW1kuebdZVRUYt1n9KvbetK17y6lPDd+oH/zZPpgZDe3n6db+qbRIxe1rKRVo0d+dgHMxKhQWvnEeV5B4S/r0mnMpytd7DB5REcR9bezMBQqCoV79uwRcAeHkpGRISAMOTCOUPj888+LL+WrrrpKXMXTTz8tnN6oUaNEbsv//vc/AXkocEiASQ0K//nnH5oxY4Z4D0+xgMnffvtN/P9vvvmGZs+eLV6fN28evf322xV1NUhctmyZeIKGE0ZyN5wjCp7I+/btKxwqopYXXnihy/IxANK5fP/99+Ja3RVEjgCdsoncoz5fT8v3YInP3nJJm5pUO+7U02ZZWamYUEBAoMvEMN8Ve09Q53px1KW+nGN1d3Vv/bPX3gv38+irHupVMeKejHwaPN3V4fpjSuc2T6KXhjSnLi8u0o0SejuHkT3q0F39GlRqNnfLMXrg239dukLUYsWDPascApshqnsBFC5YsIDq1j31ixqI6MFH6EGhBn14WMWys3P5448/aPr06WI1BOWnn34SkUFEBOFvv/32W7FKoxUAYLNmzYRPdXwNUIhVF2e/h4dtpPvceeedovrChQvFAzgij1rR84mIOgI8W7Ro4dZkWK2BT8RyOAr8x82fVY6Qm2HvS9uW+7EDJwroh3WHxd94TSt4De+pVG7qWYfeXXQqquc8t5SYUJo1pgv9vSOD7vxyk8vUezdOoCnDTkHhugPZdN3H61zqBQUE0PIHe4rvp8DAQPHPU3ln0T6a+tcel2qjz6pHt/UuT2Wxq+Ce0vvFLbvmY2RcpNjhX3CwfmqRY5+yPtH2SOHBgwfp7LPPpq5du1Lz5s0rPvSOUIhlCACj40Wdc845IsKHZV4kVGu7lAF2WBrRoBCRHkQZUT777DOxbIxcGBTAIV5DVFDbmKI9neP9Sy65RCyX4GkXThgRyxo1aoi2qAcnhiVld1C4Zs0aFztj2RnRSncFBsbSi+yu62vfW05LdmVQ90YJSP1Cqon+f72945z7qaI9xr+sY22qE3/qtzDhOLCUERLierMu3ZlRPueGCdQN8/ahTPljh2iNvtwW7VpQwfFviXGLS0ooKCiQAkRDh+JDn+hlzf4syi/yPnqwZcJ5FZNAtKT3i39JXIX5VWDvif/XmtpOmCd+C9bXMvbcJjSmX6NK3eA+ueb95S5dY3l83bhzqxyyujt7zccgF9Cb5WOsROAhuHNn1+U5+LgvvvhCRPxQkJaDiB6We+FvMzMzK23sAxTeeOON4sFbK1qkUA8K4acBfeeeW24b9Ae/7uif9XziuHHjxApNq1buI3voC7mMWtmYnk1Dpi12uQfwwIAIekx4MLVMrXrZ2rHxpoPZIvf1so61qE58BO3PzKNvVqULn4Z7XSvfrDpA+zPzRe5urJscX+dJLdud4RJ18/Xz4th+3MUt6OlfNrsdo3FyFP16Zy9atiuDrn7P9fN0cdtUenV424oudx/LpfMm/+MyxdCgQFo//lyxeQmALvMZ+3DRHnrmV9cHuwfPb0o3925opgxe9+XMFF53oEADgC1WDrCa5anI2At92A6Fek4PE3OEQjgiQCDyCx1LXl4etWvXjr777juxPIzyyCOPCLDUoFBbgsZ7AEA4JUQeURyhEE/Lf//9t3hqRoHQcFLIVYTjdH4yl4FCPSNZuXzM5xR6+lh4/z4S6wHoMk9i3vQ+/a8d9Owvrk/tVfURGRpEGydcWKnKte8uoQVbj3oztCl1kROE3KAr315Mi7Yf87nPH+/srZv0juXxkw75hxiob7Ma9NGN3X0eU/UOjOQUIt8PPhF+0LnAp65atarCxzm+7+hvtdcdAVDvNeeHYazcYMUG/0VZvXq1iBoi2llVMbJ8jP46TviNMnLxG+unCmBt88FspXIKL56ygDbst2Y1BxC89ZmBdNHkBfTvoWxdmbVUD7x59kt/0s6jOZXqTR7RgQZ3qFPptS7/m0tHndJCujZMpC9v7enV8jE2lJ378nyXec0a21eAtZ2Fl4/11a8WUIhlWzzhIj8Q0cS9e/dSeHg41axZk3BEAnIBkXuIqCOcIgDSWyhcv369SKoGOCLvBk/bGBNLH3qJ3Y5QiLEQSscSiKfCUMgbTbR7BDlRiPY5lvLVsQDCY7+2dQOvJUSW5/M4FwATEsyRu5NTUELI+7mobarIM9yYniXyiI6dLBS7GsNDgmhYp7pULzGSpv+1XXyhBgYQpSVHi12M87ccoaPZBWLc2PAQyi8qFn0GBgYQogTYMVkrLoIGtk0VOz21Mvqj5bR8dwYVFpeKnYpIfkeCe624cLGT+tjJAsouKBbjJ0WFUsMaUZSRU0jpJ/IpOSaMhnaqS8h70iv4ArtrxiracyyXggKIujSIp+nXl6eKnO4FPgabRhx3H+PhpKrdx3iwxQoKfBJ2H6N+enq6WOFAfiByoeFPcTwNom9YScFmOiNQ6Oz3sOkO6TmTJ08WUT28j8137ja9aPYzCoXYRYt8Ndwj2IDUuUEC3dS7kZK7j3tO/J3SM/Mqf9b/W9TRXhSf/bLyhR7H17RVCsf38Xd8RAi9flWnih3I17y7hNbvz6K8omIKCw6ijvXiqXfTGjSqT1pFf9Dq3b93EnYDI9J5QZtU8flzLpm5hTTyg2W040i5ttjF/M715ZvBvN1osnD7Mfpi2V46mJVPKbFhNKxzPerTtHzFzc7CUKivvq1QiE0hDRs2dFkewVQdnRSgDMfVYJlDK++//75wbHB0SGQGKCKEqiVlI8/Q2dFVFSlEv8gxRHI0okOpqalimbl79+4eoRDHQNx9990iuoh8HS2/UU9yhkKGQu2+4HMKvftK4HMKy1c7EAms6pxC5EljNQQ+EQW+DLnayDP89NNPxe5jLAGijB07VuRHG4FCZ7/XpUsX4acBhugfS9jYHOjp/FajUKh39/Dh1d59pozU9hYKjYzhjzYMhQpCobeGRw4MvhhwxIHzblDcqDiHS0tE9rZvx/roSzanT2uH5G+0c8x7YSgs0807WbzjuNixjOXuHmmJvpiKsPsZZZfDrlyfOnRqbNXyMYZhKPTOUmcaFHqnjmttbJaDP8RGOcei+SqclCCbZ+RuLnp+D34aD/LoX6YwFMqopE4dhkJ1bHHa/aKJOtL6byZWRArFE/+ApgKy/F34Z+6MKw7t/GE7/pk74zbiltYrYCYU4lgZHC+D42JwbIxs8cfP3I37bh1tOHCCnh7SzqvfZZa9Bn/VYyj0l9Kex2Eo9KyR8jXMhkK7L5ih0G4LeB6fodCzRlzDPgXMhEKjV+EPKET0FJsjPa0mGb0Gf7VjKPSX0p7HYSj0rJHyNRgKOafQ3zcpQ6G/FefxvFGAodAbteyvy1Bovw20GTAUqmMLwzNhKGQoNHzzGGzIUGhQOG7mFwUYCv0is2mDMBSaJqXPHTEU+iyh/R0wFDIU+vsuZCj0t+I8njcKMBR6o5b9dRkK7bcBRwrVsYHPMzmdodBRnOKiYnHoVnBIiItmOLtO231cN6HyzkhvBf5qxT7RpDruPvb2Wo3WZyg0qhy384cCKkFhv2bJ4uzMI9kF4txO/I3XtILX8B5+a93bjX2cU+iPu0l+DD6SRl8rW88plDff6VPzdIVCuy3EUOjeAgyFdt+dPH5VCqgEhbKWYigMEz8gUZ0LQyFDoRL37+kIhXrC4qwyFOfzJK0yApy0FcXKcwqtmK9enwyF/lKaxzGigApQOOHHjbQhXf6n6MYPauX1sTIcKTRyd1jXhqGQodC6u8uLnk83KHR36fhFAxxsGx0d7YU66lVlKFTHJnx4tTq2MHMmKkChmdfjri+GQn+oLD8GQyFDofzdYmFNhkILxbWga4ZCC0Q12CVDoUHhFG/GUKi4gZymxxtN1LEX7z5WxxaGZ8JQaFg6WxoyFNoiu+6gDIXq2MLMmTAUmqmm9X0xFFqvsewIDIWySilcj6FQYePoTI2hUB17MRSqYwsz2fNPpwAAIABJREFUZ8JQaKaa1vfFUGi9xrIjMBTKKqVwPYZChY3DUKi0cRgKlTaP4ckxFBqWzpaGDIW2yK47KEOhOrYwPBOGQsPS2dKQI4W2yK47KEOhOrYwcyYMhWaqaX1fDIXWayw7AkOhrFIK12MoVNg4HClU2jgMhUqbx/DkGAoNS2dLQ4ZCW2TnSKE6sps7E4ZCc/W0ujeOFFqtsHz/DIXyWlWnmgyF1claRAyF6tiLI4Xq2MLwTBgKDUtnS0OGQltk1x2UoVAdW5g5E4ZCM9W0vi+GQus1lh2BoVBWKYXrMRQqbBydqTEUqmMvhkJ1bGHmTBgKzVTT+r4YCq3XWHYEhkJZpRSux1CosHEYCpU2DkOh0uYxPDmGQsPS2dKQodAW2XUHZShUxxaGZ8JQaFg6WxpypNAW2XUHZShUxxZmzoSh0Ew1re+LodB6jWVHYCiUVUrhegyFChuHI4VKG4ehUGnzGJ4cQ6Fh6WxpyFBoi+wcKVRHdnNnwlBorp5W98aRQqsVlu+foVBeq+pUk6GwOlmLdx+rZC2OFKpkDYNzYSg0KJxNzRgKbRJeZ1iGQnVsYeZMGArNVNP6vjhSaL3GsiMwFMoqpXA9hkKFjaMzNYZCdezFUKiOLcycCUOhmWpa3xdDofUay47AUCirlML1GAoVNg5DodLGYShU2jyGJ8dQaFg6WxoyFNoiu+6gDIXq2MLwTBgKDUtnS0OOFNoiu+6gDIXq2MLMmTAUmqmm9X0xFFqvsewIDIWySilcj6FQYeNwpFBp4zAUKm0ew5NjKDQsnS0NGQptkZ0jherIbu5MGArN1dPq3jhSaLXC8v0zFMprVZ1qMhRWJ2vx7mOVrMWRQpWsYXAuDIUGhbOpGUOhTcLrDMtQqI4tzJwJQ6GZalrfF0cKrddYdgSGQlmlFK7HUKiwcXSmxlCojr0YCtWxhZkzYSg0U03r+2IotF5j2REYCmWVUrieKlA4Yvpin1Ua1rku4Z9eycnJobKyMoqOjvZ5HDs7YCi0U/3KYzMUqmMLM2eiChRO+HEjbUzP8unSWtWKpXGXtNLto6CggPLy8ig+Pt6nMexuzFBotwVOjc9QqI4tDM9EFShs+PDPhq9Bazh2QFMaO6AZQ6HPSlrbQVFREQGoEhMTrR3I4t4ZCi0W2KbuVYHCK6YvpiU7jvmkQve0JJo5ugdDoU8q+qfxoUOHKCUlxT+DWTQKQ6FFwvqzW9Wg0DnSdyS7gOZvOULJMWHUr1myrjQbD2SJJ2qGQn/eOcbHYig0rh23tF4B1aAQfg/+z7F8tWKf+L/uVkY0v8lQaP39YtYIDIX6SgaUYY2Pi98UUA0KAXaOZV9GHsEB1k2IcOsAF+84Rot3HGco9Ntd49tADIW+6cetrVVANSgE+MH/OZZJc7eK/+vsL7U6mt9kKLT2XjGzd4ZChkIz7yfDfTEUGpbOloacU2iL7LqD8vKxOrYwcyYMhWaqaX1fnFNovcayI/DysaxSCtdjKFTYODpTYyhUx14MherYwsyZMBSaqab1fTEUWq+x7AgMhbJKKVyPoVBh4zAUKm0chkKlzWN4cgyFhqWzpSFDoS2y6w7KUGjQFt9//z117NiR6tevL9VDSUkJvfPOO3TDDTdQWFjlhGOpDqqoZBQKteMSxg1qRa1qx/o6DdJ2H6uYU6gdlzPDzS4+ny/eiw44UuiFWBZXZSg0T+Bly5YR/FyPHvo7ZfVGgh/t0KEDNWjQwLyJEJFRKETuM/5VdTSWNxPVdh+rmFOokk9kKPTmrrK27hkDhfv376f+/ftXqJmUlETnn38+jR8/noKCgrxWecSIETRmzBjq27evVFucJ9WmTRtasWIFxcb6DmCOgxqFQs1hAZR6pCVJXUdVlVSGQm1uuyZe7PN1+toBQ6GvCprX/kyHwj59+tDBgweFoFFRUdS9e3d66qmnKDU11WuRp0yZQoWFhXTfffdJt4UfvfXWWyv5ZunGVVQ0CoWT5m4hbACp6hQEb+anMhSq5BMZCr25q6yte8ZB4datW8Vhn9u2baNRo0bRk08+SRdeeKHXKjMUukrGUCh3GzEUyunkj1oMhX0IMNe2bVvatWsXTZw4kerVq0fjxo3zWn6GQlfJGArlbiOGQjmd/FHrjIRCTdh7771XLP+OHTtWLHtMmzaNPvnkE/H29ddfT7fddpv4++677xbLEW+++aaI9G3evJmuvvrqikjh77//TlOnThXLw4g6AjTxWs2aNemxxx6jfv36kXOkEFD6+OOPi/66dOlCzz33HK1fv57mzJlDkydPrrA96sBhX3HFFW7vB44UVv1Raf7Yr1RQUmr95ymAKIACxK+uOJaAAKLgwECKDgum/KISKi4tpdIyIlQLDCBKiAolRGsbJ5f/UssXy/fS679vo/QT+VRcWkYBeDGAqBSNiCgoIIDOblGTbuzdiL5YtpcOZuVTSmwYDetcj5JjQumad5ZSZm6hGCMiNIg61U+gZinRlFdUQjuO5FBsRAgNbJNKF7WtRYiMrNl7gkKCAqh3kxo0qm+aR50e/XY9zdn4/+1dB3gVxfe9KaSQCqH3ANKL0ptKR0HAP4giKiIgKE1/CogVQREVxEJRQFFUmggqRRBRivTeRXrvEAiQkJDy/87Eje+97Mvb3ey+nRfufJ+f+jLl7pnds2fuvTN7jm7dTqEikaH0RrsqdOF6Ei3bd46u30oR9vr7+1FqWjpVKBxBfe8rS8VdjuPwOIiXKrAozBCFCOGizJkzh3788UeaO3eu+H/w0ZgxY+jo0aP08MMPC26DR3H69OkUGhpKGzZsoIULF4o2q1evzvQUnjhxgvr37y+8jjVr1nTLrY6ewvj4+CzcWaZMGbF4R5gZ46FgLPAmONNdYU9h9g9QrXeX05UbSZY/ZeA+kJcaJwb4+VNUaB66lZJKySmpgg/BWWgTFhQovLXgOBScYTt47k46dOEm3U5Ny+BEQv0MTvT386PyhcJp8lO16as1R+nQhRsUGRJIbaoVoc61SlDTsSvpdFwipaanU1CAP91dMpoqF40U/ew/dz2D/+4qQM/eW5amrj5Caw5dotup6VSzZJT4mEJwoH+2WE1efZi+W3+CriUkUVTeYHqqYSmqVCSS5m09JbgR14SxcH3FokPo8XqlqG4ZOQ/+v+NE4axZswRxQYDNnj1bCL0KFSrQ+vXrhYAbN24cpaSkUO/evWnevHlUrlw5AnFBCA4bNkwIvKJFi4rfED5GKBh5gt9++y3VqFFDEOy+ffto6NChgrjGjh1La9euFX06ho/RvmHDhtS5c2eaNm0aXb16VYyPfByQK8bAC6tWrVq0fPnybHNuWBS6f17LvfarECeyF5DSwVFt6cD569Tm49Vk1OKAf8WYluutUTyKdp2+5lR1QLPyNLhNRbfNRyzYS1+vO+b0d09jVioaSUtfuFeLSV6vw6LwXrH4LV++PB0+fJhmzpxJffv2pYceeojwWUmIxQkTJoi/g58gtrBABc999tlngifBZcWKFRNcCm595pln6JFHHqFevXqJxbMnblXCx+64E2JUsQk3SJcuXejxxx+nTp06sSg08Jm7BqOX07lr1gtCMx7m7cNbUb7QIKry1lJKSE712GVQoD8lpzg7ALAYv5GU4rEtKtQpk5+2HLviVLdllcL0Zfc6btsv33eeen+7RVP/SqXAAD9aNbiZlIvlO04UImcGAg2CDcQyaNAgKlCgAH3wwQfCy9etWzcxb++8844QZFilgvQgHEeOHJk58fitXbt29NFHHwnPHsQiSvv27UWfVatWFf/ftm1b+uabb6hy5cqZojAtLY3q1q0rxF6ePHkIq+qnnnqKdu/eTYMHDxYbWECoCxYsECQN8aqUnTt3Zrn5QMB79+51e1NiPLz8oqKinOo8OW0LbToWR5WLRFBkaKCum1qt8sajceLngc2cvU2nrybS/O1nqXh0CHW6p5jqOGgLW4pHh1KJfCGqdXAdWBgGBGS/alMap6URbT6eYZMvlGnda9Hyvy/QzM0ZXzqwo8QWCKPfBjVyO3SzcWsI86m3zOtbn6oXNzeXVq8NavUTEhLEc69l81dQUJAZQ0rVB3IK8d1ccAMWypUqVRLeOvx7xYoVNGXKFMFxKIsWLRKeQSxiIeB++uknERFRCn4Dz2zfvp0aN24sIjAonrhVEYXuuBN2rVq1iqZOnUpKbrhjbrYaJyL8DS9llSrq3wyGXViIu34zePyKwzR+xZFseUjPBP599jrF30qhTvcUFX06FoyD4sqXSh2FN+Hxqlw0QnVYRA/S09N05cUrPK3nOuyq275GUXqwWiHqNzPre88Km/IE+AtPpGvZ/GpT4dVUK8/P3EF/7L+o25x3OlShx+oU193O6gZY2OHjBIgIeCpaOVHKL5ooZIKcQhRcNARY3rx5RRjiwQcfpLi4OMqXL18mDs2bN6chQ4YIUdizZ0+xMUUp+A3EBOCWLVsmQsVoX69ePYqNjc18SBGWRuI1NrkonsJNmzZlrs4dQQfpIawMEl2yZIlYHTdr1kyMrxTY7FoQWkGf7gpc9xDCEKCOpffMPbT1ZM4+1q425nNNSjr9fOZaEi3YfYGKRQVTh+qFVM3ccuIabTlhvi2ebmqZ/j6i7V204VgcLdl3yTazCoYH0bL+7lfFLSdspss3b+u2b+rjValOKedFie5OLGiA5xNFy2YzR26wwBRbuoQoVMLHWHRhETp58mQRrQAv/vDDDyJqgQKssEEP0Ra0gah68803M+1WvIf4Aak0ykLZE7dCFCLE7I478Tv+WbduHS1evJggAj/++ONsORE8j8gOxK27gpcfONEvI8YpyhdrTtLktSdNnwvwHvjPsWAsFFe+VOoovGm6MT7UYZOy+ahlpRh6+9dDXrEaYWglJO044NJ+dahwhPqisM+svbT5hHPERYuxLzcvQ0/WVXeSaGlvVR3wAP4JDPTsKNLKiT4hCgEowsMgQIg6CC+IwD59+mTBWm2HHH5DiOXAgQMiQfvrr78WQhP5f8jLgZfRsTjmFMKr1717d+EZDAlx9oqBeLHKnjRpkgjT4JgH19Wsq4E5DR+bdSSNcsRBTo6k6Vy7BHWpXUL1fodbGwJXyS3S8lAoNmmpa3edA6MeoG/XnaB3F+/ziimheQJEnqFjua9CQfq2Zz234//fpLW0/cRV3fZteLUFFYlS9wDr7szEBhw+ds4pBJe1atVKCDBEKOD1g2fQtUAA4nnEolkp+A1iDItn5EIjH7FgwYKauBVpM+64E/0jr7tRo0ZCpA4cONDjbuWc5hRmx0N6br8RC/fR32fjxRE3Rj9zh9y34e3VPZ545+DdEh6ekY+spXT7cmNmfrKW+nbWGfpAJWpXvSjdP2aFYTOg+bV+eDd/WBBduZnsNFZMWBBtfbOV2/FHLtxL09Y6p9RoMXZaj7rUvJK6k0RLe6vq3HHhY5AWhBdyBBFiAAFipYqVLQgHeTIVK1akkydPCsEGD6A7UYicQoSBO3bsKHID4dlDjg28jyBFrKoxHpKlsRpVPIX4b6zQUR8bWvD/SORWQh3Ia0ToBptgsIHFU8mpKMzNR9I8Onk9bTrqnCPiCU87/l61eCQtHpiRd9f8o5ViQ0h2BXl82CyyaNfZzGr4/2OXE8RLyLUgUTrJIdcGidYd7i5G7yzcl5m/WCgyhCZ2uyfbBOjDF29Q+/FrnPJ7qv57xuXeM+qeXiRqu/u+qx1YO47JovA/UYg0FkQrwH1IedmxY4fI3wM3NmnSRHgGsRkEkRB3olA5kuaVV14h7LJH+BmiUgu3uuNO8PCaNWtEBAW2YaHsGvVwvY9yKgpz85E0X6w8TO8v3W/3o+dxfEcx1n3aJlp9wHOI9oGqRWjp3owjllCql4iiUvnz0mIHnnQ3cOHIEEJO9fgVh+hC/C1RDT7k0Z1rUNe6ztEv1z4ajv5DbAxUStGoEKpePIqW7TuvOlynWsVp3KMZm7tkK3ecKFQmAInTbdq0EUnRyKfBamvUqFEiNKIUeP9AhtmJQpxTCIGJfJj58+cLIYiwBZKrUfD/2J2HDSmOG01AbCBOkBwKNp1gswoKBCJW2xCEjiFrdzcPi8LsH6sTVxLovg8zVprYFYtVo7IrjoQkytgdFxwYSCnpqWIVHRzgR0GBgZSUkk6paakEEdawbH46eimBzsUnibwT7BwuEhVMxaJCKSo0iApHBFNocAD9dfCiqB9bIJxC8viLjS4Ny8YQNlxsPhZHpy9epeqlYujgxQRKSE6hDjWL0z2lop0u4q+Dl2j78Ti6kpBMeQL9KX/eINp35hpduplM9WPzix1xKNhld/F6EhUID6a7Cmd4C7Yej6OFO88Qkq5bVSksFh01S0TRhfgkOhmXIHZBVyueEcq9lnib/jl3nZD4jF3KWsu8LSfozJXr1KhSMar9b7vdp67RzeQUKh0TJmzCtZWJCZPSQ6hcJ4vC/84pBFeBE5FXjYUxyowZM8TuY2w6QUGeIHYVexKFqA9OxCY8RDy0cOuZM2dUuRPeRiWCgj6x4cVTYVHoCSHK/NiAwoloIULp6enkB55MSxfcg4KduIF+fpQ32J9S04kSk1LJ358Ii9kbt1Lo9PUkunUrlVA7X948ggPCQwKpbEwYpVE67Th5lW6lpFHxqBAqkS8vXU1MFovPqsWj6OjFm7Tn5CUqWzCC4pPT6ey1RKofG0MP1chIW1AKdiCvPXSJzsQlCrvAY6gLTsYpByM7ZuTxn7maSOD8sOBAIcxQrt+6TeP/PCS4vVaZ/ATBid3Kgf5+qvy37UQcpaSmU8UiEW5zCV0RRj74nmPnqFqZItSycoYHEBsHL99IpkKRwaI/eCFxUkTZf0+a8DxL3q9xx4hCrdCCfPCiiIiI0JRn5K5fnIWIVTPEoGPOimt9rLwRu4d3USkQmRCiSOp2DS+rjcei0PPsynRQK59T6Hm+vFXjTheFWnDGggnnyIGjtCaWq/WrlVvVuBNcirxC5ZQHT3azKPSE0H+iUIYD/fmcQs/z5a0aLAq9hbSGcUCG58+fF6tl7FpG3qGWwqLQM0osCj1jpKcGcpkgqPLnl/OsLa3XwqJQK1L21MMGuUuXLomwNjyJOEtWS2FR6BklmTiRRaHn+fJWDRaF3kJawzg48gEbX1q0aCGSqbXsiES3RkXhvjPxFH/rNlUpGikONM5pkfmLJhuOXBaXZ8bn/HKKE3sKc4qgee1ZFJqHpRU94ezEAQMGiGO6ELpGjreWYlQUnopLpFNxCSLE6boxRMu4rnVk/qKJTJzIotDI3WVNGxaF1uDq1V6NikKzjZRZFJp9rTnpj0VhTtAzty2LQnPxlKU3o6LQbPtlFoVmX2tO+mNRmBP0zG3LotBcPG3pjUWhLbAbHpRFoWHoTG/IotB0SKXokEWhFNOg2QgWhZqhsrwii0LLIbZ+ABaF1mNs5ggsCs1EM2d9sSjMGX6ytmZRKOvMqNvFolCe+WJRKM9cGLaERaFh6GxpyKLQFthVB2VRKM9cmGkJi0Iz0bS+LxaF1mOsdQQWhVqRkriebKLQNUEbhybj3DocoFwwwvlTTwqs+D5ofOJtccixcgafK+Q4+wzHY+g5vV/GaWNRKM+ssCiUZy7MtEQ2UQjeA/85FmxqQXG3oUXhzfplY2hOnwaq8OB8XZxa4emrV2Zia0VfLAqtQNVYnywKjeEmVSvZRGFOwGFRmBP0vNeWj6TxHtY8kn4EZBOF+q/gvxYsCnOCnnfb4ki5woULe3dQk0djUWgyoHZ0J4soVI44yAkG2R0FwZ7CnCBrblsWhebiyb2Zi4AsolA59isnVxcZkoeq/PspSdd+2FOYE2TNb8uiUB1Tv3TE+Lh4DQFZRKHVF8yi0GqEtffPolA7VlzT+wjIIgqtvnIWhVYjrK9/FoUsCvXdMRbVZlFoEbAWdcs5hRYBa6Bbzik0AJoPNGFR6AOT5GAi5xTKM18cPpZnLgxbwqLQMHS2NGRRaAvsqoOyKJRnLsy0hEWhmWha3xeLQusx1joCi0KtSElcj0WhxJOjYhqLQnnmi0WhPHNhpiUsCs1E0/q+WBRaj7HWEVgUakVK4nosCiWeHBaFUk8Oi0Kpp8ewcSwKDUNnS0MWhbbArjooi0J55sKwJSwKDUNnS0P2FNoCu+qgLArlmQszLWFRaCaa1vfFotB6jLWOwKJQK1IS12NRKPHksKdQ6slhUSj19Bg2jkWhYehsacii0BbY2VMoD+zmWsKi0Fw8re6NPYVWI6y9fxaF2rHypZosCn1ptohYFMozX+wplGcuDFvCotAwdLY0ZFFoC+yqg7IolGcuzLSERaGZaFrfF4tC6zHWOgKLQq1ISVyPRaHEk6NiGotCeeaLRaE8c2GmJSwKzUTT+r5YFFqPsdYRWBRqRUrieiwKJZ4cFoVSTw6LQqmnx7BxLAoNQ2dLQxaFtsCuOiiLQnnmwrAlLAoNQ2dLQ/YU2gK76qAsCuWZCzMtYVFoJprW98Wi0HqMtY7AolArUhLXY1Eo8eSwp1DqyWFRKPX0GDaORaFh6GxpyKLQFtjZUygP7OZawqLQXDyt7o09hVYjrL1/FoXasfKlmiwKfWm2ePexTLPFnkKZZsOgLSwKDQJnUzMWhTYBrzIsi0J55sJMS1gUmomm9X2xp9B6jLWOwKJQK1IS12NRKPHkqJjGolCe+WJRKM9cmGkJi0Iz0bS+LxaF1mOsdQQWhVqRkrgei0KJJ4dFodSTw6JQ6ukxbByLQsPQ2dKQRaEtsKsOyqJQnrkwbAmLQsPQ2dKQPYW2wK46KItCeebCTEtYFJqJpvV9sSi0HmOtI7Ao1IqUxPVYFEo8OewplHpyWBRKPT2GjWNRaBg6WxqyKLQFdvYUygO7uZawKDQXT6t7Y0+h1Qhr759FoXasfKkmi0Jfmi3efSzTbLGnUKbZMGgLi0KDwNnUjEWhTcCrDMuiUJ65MNMSFoVmoml9X+wptB5jrSOwKNSKlMT17BCFp+IS6XRcgiFUKheNpMjQPLrb3rx5k9LT0yk8PFx3W5kasCiUZzZYFMozF2ZakttE4YYjl1XhuX37NiUlJXmVExuUjTFzqkRfLApNh9RwhywKDUMnT0M7ROEnyw/QJ8sPGgJhdp8GZIRYWBQagtuSRngZQVDlz5/fkv691SmLQm8h7d1xcpsozAnfmom8Ue72ZAOLQk8Iee/vLAq9h7VlI9kpCiNDAp28fkkpaXTxehIFB/pTwYhgp2vG7/i7UWJhUWjZLaS7YxaFuiHjBl5EILeKwhL5Qp1QROQE//j7+6uii4iOaxuj04C+jHK3pzFZFHpCyHt/Z1HoPawtG8lOUdigbH4nrx+I48etpwQRPVK7hNM14/ecEAuLQstuId0dsyjUDRk38CICuVUUIsICzlVKSkoqpaTcppCQkCzoZsfFeqcip9ztaTwWhZ4Q8t7fWRR6D2vLRmJRaBm0lnTMOYWWwGqoUw4fG4JN+kYsCkkswN0t0PVOIItCbYidP3+eChcurK2ypLVYFEo6MXrMYlGoBy3767IotH8OFAtYFMozF2ZawqKQRaGZ95PWvlgUqiPll44kBy5eQ4BFodegNmUgFoWmwGhKJywKTYFRuk5YFLIotOOmZFHIotCO+y7LmDkRhfGJt+nvs/EUEZKHqhSL1Hw9ym44u3IKjdqt+QItrMii0EJwdXbNolAnYD5S3WxR6HgkjJGTE3IK2398yzmFerH05tyxKMzFohDOzrS0NAoICMi8ytTUVPryyy+pR48eFBwcTL/88gvdfffdVLp0ab33qan1cyIK8cB0nbKB6peNoTl9Gmi2y25RaNRuzRdoYUUWhRaCq7PrO10UpqSk0KVLl6hIkSK6kLt48SL9/vvv1K1bN13tvFXZbFGo8N2LLe+iF1tW8NZlZI7DotA45N6cOxaFuVgULlq0iN544w1av349hYZmHAOAQ0KrVatGW7dupcjISOratSs999xz1LRpU+N3rAktWRRqF7MmwJ3jLlgU5hhC0zq4E0ThggUL6OWXXxaYhYWFUcOGDWnw4MFUrlw5WrNmDY0cOZKWLVumC9O9e/cK7vvrr790tctJZfDvoUOHqGrVqh67YVHI4WPlJmFR6PFxcarAG03c4NW9e3c6cOAAvfnmm9SuXTsWhS44yeIpLBIVQvViY6hykXC6dCOZ/IjIz8+P0tLTqV5sfmpTtQjtPHmVEm+nUtmC4VTI5exEPY/L7tPX6GZSCpXKn5eKRTufF6ann+xE4bYTcZSSmk4Vi0RQlIGvvuixIyd1+UianKDn3baIaCxcuJCmTJlCR44coenTp9PatWvpzz//JEQ/4uLiqECBArqMskMUrlq1in777Td67733PNrKopBFoasoBG+H5gmgCkUi6J6S0XT8SgJdT7xNhSNDaMfJqxQdFkRP1i9FjcurPwspaeniXfLPueuC/2uUiKKw4EDafeoapVM6nbmaSGv3n6HYojH0TKPSFJIngHadukp/7r9IqWlp1KxSIapVKh/tP3edth67QnmDAykmLIjyBPrTwXPX6XZqOpXIH0r58gZRYICfqOtaftl5mi5dTxbvIJwRHJwngO4uGU2HL96gC/FJFBkaSInJacKeasWi6GribTp++SblDQoU9mZXkJK1cNdZSkpOpmbloim2mD5OyK5vn99ocvLkSWrfvj2NGjWK5s2bR9OmTXMrCu+55x6x2kabVq1a0dtvvy1W4+fOnaPhw4fTxo0bKSIigvr27UtPPvmk6OeFF16gBg0a0MyZM0W7Dh06iJU8Vt0IyXz66aeZ+MJbWb16dXrsscfcYn4negofnrhWPMieSoCfH6U67Hsa+kAl6te0nKdmTn+/cD2Jen6zmfacvpb5e/9m5WlIm4q6+lEqq4nCzceuUP+Z2+lC/C1RDeJ2dOca1LVuSUNjWN2IRaHVCJvXvyIKkfqCcvr0aRHdWL16NZ09e5ZEa6LVAAAgAElEQVSmTp1Kn3/+ufgb+GfMmDF09OhRevjhhzP5DPP9/vvvCz7EV2zatm0r0mfAWdu2baM5c+ZQnjx5CBGWMmXKCO/jjz/+SPBSIsVm0KBBVKtWLTEGvH3gSXBj+fLl6ZVXXsmMtrjjRrTp1asX4azSkiVL0rPPPkuPP/64W5BYFLIoVG6OSm8upVu3UzU/UMWjQ2ntsOZO9f86eIn6z9xGEE6OBcJPrW8/P6LS+cPo2OWbzvUDA+hWijZbikaF0MQnaglxCMHZ6uPVwinhWsKDA+mGyu8QlnAwKKVK0Uj6qkddQr+u5ePlB+hTly+UPd2oDI3o4NkrrwVYnxeFEyZMEKtnhFgQavn111+pWLFiquHjCxcuCIKLiooSRAgifeqppygxMZEWL14s2p84cYLgedy1a5cIRSPsDGJ+9913qVSpUjR06FBBcPfff78QiyDrokWLis+IgUiXL1+ebd6iGaIQm0yGP1RFy/yKOnO3nhJnYBnZaPJW+ypUtaj2TS2KUYm3bhGlpwsMH5uyQbOtrhV3vNWaovNq//byqMV/09S/jmQZb9WQZlQ6Jq9uO9REYfdpm2j1gYtOfWEVufXNVrr790YDFoXeQNmcMVxFIYQbuGfFihW0Y8cO+uCDD+jnn38WggsCDvwHsfb6668TxBUWpBCLo0ePFgvlwMBAwXVXr14VohApNuC3559/nh555BHhkYRIxG9PP/00/fDDD3Tw4EGaPHmyuCDwX5UqVQRPwmM5YsQIj9yIhfNXX30lBOVbb70lcrqDgoJsEYV2bDRBDjU+KyrD4dXm3JXOveDew6Iiuzk1Mu6S3Wdp+vrjupseez8jOqiULl+sJyzcvV1aVCokhNxjk9fTxqM5H/+ZxmVoePusQq/iG0vE18Yci7+fH+1/9wEKClD/Wo4eLHxaFCKcglX0+PHjBUG+9tprQrghf0Ytp/Chhx7K9ACCfEG4WHkrJTk5WSRyg1g/+eQTql27tiBF/HvIkCGi2vfffy9W2+PGjaMBAwYQvI9YFWOVDW/i7NmzM/uDUHUtGHfTpk1u5wibZpBQjofOtWw5cY2enbVXz/w61a1TKpLqlPrPLX3mWhIt2H2BikUFU4fqhZzq4nf83e7yXfcaVK1ouGYzBszdR2uPZPVKTny0CjWKjdbcj1IRggovVoS5ldJ64ha6eCM5S19L+9WhwhHuX366BzepATZh4VlRu6dMGsIr3eAaUBw3lLkbOF++rOEcrxiZw0HAD2PHjhVpMBCB+/fvF6IOQguCThGFEIkQdB999JEYEVy2YcMGESlB/ZiYGOrfv7/429KlS4VAdBSFO3fupLx58wouA9+tW7eOChYsSMePH6eWLVuKdBwstuvXr58pAtEX+BCRlGbNmmXLjd9++62w3TV8rMaJEKHDhg2jSpUquUUP3Iz71/E5dFd58tqT9MWakzmciZw3r10yisC5SsnuM3fg2oV7Mri4fTVnLtZrCfqRgbv12m20/uAWZeiJOsUym9/7yUa6kaTNw2d0TLV2RSOD6dfna9MDk7bQ+etZ3w96x6pXOoomd3UWhUi7ajVxi2pX83rdTWULuHd8aOVEnxaFIDKsbhECxqeD4NVBuALeOrzMXTea9OzZk1q3bi0A3bdvH3Xs2FGsivHfEJbbt2+nChUqCPKFwKtbt64gPsd2IG2QLEI4K1euFCS9ZMkSJ6JUZgzE61qwOkeOj7uCFzi8jvBmupaNR+Poqa+3UERIIFUuEqH5Hjt9NZFOX71F9crko/qx/70s8fv87WepeHQIdbrnv4cKHc/ffka0qVQkQuRD6C24DhR853PTsTi9zTPrLx7QkO4qpF0UvvDDLlqy53yW8Wb1qku1S+sXhfHx8eL+chQibT5bR0cvOYcaMODmV5tKmVsIMZWQkCBSI3y54BowD/A8eSpmezE8jWfW38EvSEnBTmGkoiD6oIh5R1EIsQWvHqIUKJhjCMFZs2YJjnv11VeFcEOBuBw4cGCmKIRoBGeh/PPPP0IUog4KFsWImOD3P/74gz777DOR46gUeCDxTCOMnB03uhOFapwIbyI8kPBIuivwdEZHa3t+x684QuNXHKb6Zf7lOqznHE/jdf1/sybPoZ+Nx+LE+PUc+DY1FYuzFFUPG7gWnKvGxXrNU7hbcH12pxAbxCE1LZX8/PwJ3qksxbFPnf0fuZRAF2/od0RM6FqTWlf5T0jfN3Y1nYvX349enF3rVygUTosGNKTWn66lY5cTctodtapciCY+XtOpH4Sea41aodr3ypfupWLRWcPNSmWtnOjTohDeu0KFClGnTp3EdWMlBtGFfBwQqqso7Ny5M3Xp0kXUhbBDKBmra4ROQIRYAaMPeAbhQVREoeOuZUdRCCJu3LgxTZo0SRDr5s2bPRKXGeFjXzuSRm+eiHITIyn35/6NdT1cP20/Tf+bk/GCU0q5guH0x8v36+pHqawWPh772z80YcUhp/5aVilMX3avY2gMqxtx+NhqhM3r3zV87NizoyhUFrFKDrVjPXAcoiJYMKMg3AyPouIpVLyN+BvEH+qBB1EcReGePXsInIlFsyJMsUAG36J/1xMdHLnRnShUQ4pzCjmnEPdFcmoqVXh9qa6HCZ7jo6PbOrV5Z9E++mrNUV39mFFZOQLp/SX76YtVh3Pc5ZguNalL7RJZ+mn98Wo6cP660+9quZVGDfBZUYiPctepU0d464oXL555/R9++KHIn8HGEVdRCBGHsDA8P1jpYuWJhOz77rtPrFSRJzh//nwRhnb0FLoThRgUYWSEchC2njhxosd5uBNFoXJOYcbCMmP56E9+YhGLnVdYcSIBt07pjJV9QnIqVSoaQc83LW9oBzLyJ3/be46u30qh8oXCqfe9sVQmJszj3KhVcLf7eOrqI7Tm0CWxC61myShxHlpwYM7zOQwZ6aERi0IrULWmT62iEJ49iD8sgJs0aSI4D17t2NhYwUlIUYGXD2IOedAI5eoVhUjBgbcRYWgIQIwJD6ay+M1OFCKvEXyIzS6ewv0sClkUKk8TNgn+uf+C08OVmTKATYh+fsJxg7dIaFAAze/XWESzXMvnKw/Tj9tO0ZUbyRQWHEAPVi9KIYEBtONkHJ28kkhnr90Su4wDA/ypbmw+6t2kLL29YC8heoYXU8GIYHqgWhGRm4j6qWnplDcoQLyzrt+6LdIYAv39RL0S+UKpyV0FqXeT2Ewz3vplr3gH4V3m70eEkzcg3GILhNGVm8li/KsJyWL86NA8VKFwON1OS6eD52+ISGCrKoXp0TrqGxdvp6ZRz2+2iM2UwKJcwbw07Zn6pkWpfFYUzp07V4Q1sCJ1LFj5YhUL4oKnz/GcQngAkYeDghxEkBY8jRCCEJM48wdtIB779esnRGd2xId+sPMP4Rr0pYSms3td3MmiUK+H05rXrr5e+ZxCfXhZWftOOacQ+cnK7mNHPB09hfh9xowZYvcxEv9RXnzxRSHgsGDGzmBsDMEC+NFHHxXhYi2iEPc7NtCBRxEmhrcQERlsGkFBqBebTlCy40bYhA8H4MSG3r17i3/cFRaFLAqVe4PPKdTHoHxOoT68VGtD8IGwcKC1Y8HvWBkj+VpPwQoc5IjwC/IaPRUWhXx4tad7xOy/s6fQbETl6Q+eAohA8JZrztCNGzfE7n9PnjotVwMvZHh4uBCKegpsQ7vsbGBRyKKQRaGep+q/uiwKjeFmSSscY4PP5GDXHM4BQ16ilpITUbjvTDyNWLRPHBGDo2K0FrsPrzZqt9brs7IeewqtRFdf33eCp1AfIrmjthWicMORK+IILv7MXYzpNwmEPjZ7aXGC6B0c7ypvzR1/5k59dnw2fKz3ZjO7Po6AwFleLVq0EDv7tK7GcyIKjV6D3aLQqN0ytGNRKMMsZNjAolCeuTDTErNFoZm2GemLv31sBDXvt2FRyKLQ+3edyogsCqWYBs1GsCjUDJXlFVkUWg6xLQOwKOTwsR03HotCFoV23HdZxmRRKMU0aDaCRaFmqCyvyKLQcohtGYBFIYtCO248FoUsCu2471gUhms/eFqKCXIxgkWhPLPColCeuTDTEhaFLArNvJ+09sWikEWh1nvF0np2egrxzWR8aFspF68n0aoDF8VZS/dXKOh03fgdf5/dp4H4hqfegh3e2BmJnYe+XFgUyjN7LArlmQszLcnNohBn2Ckluy+aoA7OV0V9I3zrOB84F/ZUXKJh7vY0t1ZuNPE0tpl/Z1HIotDM+8lwX3aKQiNGsyi8LD45iO8f+2rhI2l8debuDLtzqyi0e/aMcrcnu1kUekLIe3/nI2m8h7VlI9khCrECnbv1lKFrGv5QFYKHUW9hT6FexKyrz6LQOmy555wjkBtFIY5VcS34Hjz+8dYCE59dy6nXUW12WRTm/J43qwcWhWYhaWM/dohCOy6XRaEdqKuPyaJQnrlgS7IikNtEobs5xscRcL4tPq/qy4VFoTyzx6JQnrkwbAmLQsPQ2dKQcwptgV11UM4plGcuzLSERaGZaFrfF4tC6zHWOgKLQq1ISVyPRaHEk6NiGotCeeaLRaE8c2GmJSwKzUTT+r5YFFqPsdYRWBRqRUrieiwKJZ4cFoVSTw6LQqmnx7BxLAoNQ2dLQxaFtsCuOiiLQnnmwrAlLAoNQ2dLQ/YU2gK76qAsCuWZCzMtYVFoJprW98Wi0HqMtY7AolArUhLXY1Eo8eSwp1DqyWFRKPX0GDaORaFh6GxpyKLQFtjZUygP7OZawqLQXDyt7o09hVYjrL1/FoXasfKlmiwKfWm2iFgUyjNf7CmUZy4MW8Ki0DB0tjRkUWgL7KqDsiiUZy7MtIRFoZloWt8Xi0LrMdY6AotCrUhJXI9FocSTo2Iai0J55otFoTxzYaYlLArNRNP6vlgUWo+x1hFYFGpFSuJ6LAolnhwWhVJPDotCqafHsHEsCg1DZ0tDFoW2wK46KItCeebCsCUsCg1DZ0tD9hTaArvqoCwK5ZkLMy1hUWgmmtb3xaLQeoy1jsCiUCtSEteDKOTCCDAC1iFQrVo1+umnn6wbgHs2FQGIwj179pjaJ3fGCDACzggcPHhQEyR+6enp6ZpqciWvIHDmzBl69dVXafr06V4Zz6pBZsyYQfjmbo8ePawawiv99urVi4YPH06lSpXyynhWDAIy+Pjjj2nSpElWdO+1PidPnkwxMTH0yCOPeG1MHkgOBB5++GECp4SFhclhkAErNm3aRL/88guNGjXKQGt5mrz//vtUt25datGihTxGGbCkVatW9PvvvxtoKU+TP//8kzZu3Cg0g1mFRaFZSJrUD4tCk4A0qRsWhSYBaUI3LApNANFHu2BRKM/EsSiUZy5YFMozF5ZZwqLQMmgNdcyi0BBsljRiUWgJrD7RKYtCeaaJRaE8c8GiUJ65sMwSFoWWQWuoYxaFhmCzpBGLQktg9YlOWRTKM00sCuWZCxaF8syFZZawKLQMWkMdsyg0BJsljVgUWgKrT3TKolCeaWJRKM9csCiUZy7YEkaAEWAEGAFGgBFgBHIVArzRJFdNJ18MI8AIMAKMACPACDACxhBgUWgMN27FCDACjAAjwAgwAoxArkKARWGumk6+GEaAEWAEGAFGgBFgBIwhwKLQGG6WtcJZ4vHx8RQVFWXZGNxxVgSSkpLI39+f8uTJ49Pw4FNw4eHh5Ofn59PXAeNx+DnmJCAgwOevhS/AOALMicaxy0nL1NRUSk5OptDQ0Jx0Y3vbxMRECgwM9HluB5CYEzwPuB6rCotCq5A10O+qVavohRdeEC0LFSpEX3zxBZUtW9ZAT95rsm/fPhowYAA99thj1Ldv38yB7733XvFSX7t2rdNL/cqVK1S/fn1q3rw5YTep3WX//v307rvvZn5mq02bNvT2228LIjx9+jQ1bdqU2rdvT+PGjXMydcWKFdSnTx967bXX6JlnnrH7Mujrr792whOfDnvllVeEXW+88QbNmTOHli5dSuXKlXOyFbs69+7dS1o/geStCz1x4oT4YsLo0aMzv2DiK/eUtzC6E8bJTZzoK89hXFwcffjhh7RkyRJxi9WpU0d8MUPhDl95DtesWSO+HnP27FlxHffddx+98847wuGyYMECevnllwX3493lWD744AP68ssvaf78+VS9enVpHjMI9M6dO1OlSpVozJgxlnE7i0JJphwftm7QoIH4FFmjRo1o5syZNG/ePPGPrGXRokXioSpTpowQT88995yTKDx37pwQK02aNMn8/fvvv6cRI0aI+lOnTrX90nbt2kUnT56ktm3bUkJCAuEImkcffZQ6deqUKQph5JYtW5y8txDCv/32myDLnj172n4dy5YtE2SBz/FdvHiR8Amnb775hu6++24hXOfOnUv9+/enF198MdNWCGIIXhSZRCFWw08++SSdP3+e+vXr5yQKfeGesv1myCUG5DZO9JXn8OrVq+K9061bNwoKChICEb9BLKFAFPrCc7hz507hmICohbcQ/Id3a+/evcXnBgcPHiz4EdyolJSUFFH/5s2bAoMaNWpI8zR98sknQszWrl07UxRacU+xKJRkytetWyc8VHi5o4AQsUpZuXIlFS9eXBIrnc3YvXu3EEqzZ8+myMjILKLw/vvvJ4RllVUNWsMzVa1aNfHCl0EUugL72WefEUKwr7/+uhCFXbt2pYoVK9IDDzyQKU7g7YSnE//gWmQQhY7XAVEF0Y37Cd42EAfCsMuXL3fy3ILkca3wIsokCrGQOHDggPAwg7SVbx3jZeSL95SUD68PGJXbONHXnkPlFsE8wMOmeA599TlE5CQ6Olos5CEK8W5FxOenn36i2NhYcbn4/+nTpxMiFRBhsohCCNxhw4ZRjx49hINCeadacU+xKJSEHHGTIrz3+eefZ1oE0TF27FiqVauWJFaqmwFxAXHo6inE708//TRt27aNIiIiCJ4peH7gZQPByCYKkauBsCtWlPC0QRTCXY+wDzycEL8oM2bMENcCdz4EoyyiEB7Pw4cP0+LFi2nr1q3i3wiDgzjuuececW/Bs4vVsrIihmcacySLKDx06JAIx8MLjUNysSp2FIW+dk9J/eBKblxu40Rfeg4dbw14CsEXsF/xFPrKc4gF/JEjR2j9+vWCtxE9QUQF9xbCy+DHAgUK0KBBg8S14d+tW7cWPDllyhQpRCG8nB07dhQe22PHjomFvaMoNJvbWRRKQowQHRBPjrlr8Kq99NJLIhdC5uJOFH733XfCW9WhQwcRjsVNDXFYpEgR+vXXX6UThchx/OuvvwRxIJFXEYVYPWLFCE9b6dKlhbcTQhFhB5lEIUTUzz//TJcvXxb5hAjBhoSECDKHuEJY+ejRoyIMhFXytGnTBPnBmyiDKMSLBwIQIW54OrGidxWFvnZPyfzcym5bbuNEX3kOHe+LzZs308CBAwWvgLcVUegrzyEWl4j+gPeeeOIJseAvWLBgpihEJAi/QWhhg2ezZs2EgMS/ZRGF7733ntgkM2TIEDEPrqLQbG5nUSgJM+LmXbhwodNmAXgKIRIRQpO5ZCcKkbM3a9YsAokgt/DHH38kEI1sohBeNUVUxcTECLgVUbhhwwYhAkGK8CAiJwUJ8BAtMolC5R5BYjUIEBthQHrKywg5qxBb27dvF79BDGKVKYsohNcStmFzCQpCVjVr1qQuXbqIxQTCVriPfOWekvmZ9QXbchsn+spzqNwbiDogUoJNF8izU4ovPofXrl0TuexIrfn0008zRSHeXUhJgecNHsU9e/YQRBi4UgZRuGnTJuG9xHsTC3y8N/HbyJEjKX/+/JZwO4tCSdgReQJDhw4lfMsQBS5jeKdkzilUoMtOFGIXNV7sIMQ//vhDhGGRwyGTKITAg2cNuSQQeUpxFIUQsvDatmvXTuRPIgyONjKKQtgPkkM4Gatk5WUEgof3EMJwwoQJhFyhS5cuSSMKIf527NiR5YlE6ARpFMrLyBfuKUloxafNyG2c6CvPoeOCGDYj0uNYfPU5VHayg2OU8DF4EovR48eP0z///CNyyevWrSuNKERe48SJE7M8x3BcwFlhxT3FolAS2sQKpnHjxsJLAtc1QnvYaQR3sewlO1GInckQT9jejwcQoVeZRCFePPD8ffXVV1S1atVMqLEqcxSFaWlpYkWJXXcQ7iVLlpRGFCIXcuPGjYLMsDkDBAfxhxUmhJYjcQB7LD4QpsW9phz9IkP42PU+dxc+lv2ekv159RX7chsn+spzeOHCBRFhQK60ks+LewY7kbFhTRGFsj+HSMeqXLmyyBtEbiFSmW7cuCHerY6iUOFARIIgHHGNsngKXZ9Vd+FjLPjN4nYWhRIxJAQKNmFg5zFcw1jBIClW9oJcQWw0cT2nEKE+EAdyNLp37y68QGFhYULoYqOJDOcUPvvss8Ib61pwdh9y8PCwYUWGMn78eOFdQzgcBaKlQoUKtp9TiJcn7ITNWEEiZwYhYeQCQSQi9I0wMeqAFPHf8NjivEh4E5GmIKsoRNgKdqM4voxkvqdkf159yb7cxIm+8hxCNCkpHI73CvgcYslXnkOcUYj8cHAicvLgbME7Cqd5wOGC/HFlwwZEMNKb8P5FwXViI6RM5xTCLldRaMU9xaJQQoZE/gN/0UTCiZHcJKQcYEc03zuSTxSbpxsB5kTdkHGDf7+KhIVwvnz5GA+NCLAo1AgUV2MEGAFGgBFgBBgBRiA3I8CiMDfPLl8bI8AIMAKMACPACDACGhFgUagRKK7GCDACjAAjwAgwAoxAbkaARWFunl2+NkaAEWAEGAFGgBFgBDQiwKJQI1BcjRFgBBgBRoARYAQYgdyMAIvC3Dy7fG2MACPACDACjAAjwAhoRIBFoUaguBojwAgwAowAI8AIMAK5GQEWhbl5dvnaGAFGgBFgBBgBRoAR0IgAi0KNQHE1RoARYAQYAUaAEWAEcjMCLApz8+zytTECjAAjwAgwAowAI6ARARaFGoHiaowAI8AIMAKMACPACORmBFgU5ubZ5WtjBBgBRoARYAQYAUZAIwIsCjUCxdUYAUaAEWAEGAFGgBHIzQiwKMzNs8vXxggwAowAI8AIMAKMgEYEWBRqBIqrMQKMACPACDACjAAjkJsRYFGYm2eXr40RYAQYAUaAEWAEGAGNCLAo1AgUV2MEGAFGgBFgBBgBRiA3I8CiMDfPriTXdvToUUpISKDy5ctTcHCwJqvWrVtHX3/9NU2dOlVTfTMqpaam0rJly6hFixYUFBRkRpdOfZw4cYIKFSpE6enpdPHiRSpVqlSWMc6dO0ehoaEUFRWV+TfYtW/fPgoPDxdtAgICxN9u375NZ86cyawXHR3t1E75w+nTp8XvaM+FEWAE7Efg8uXLdPz4ccGJkZGRmgxCm+eee44+++wzKlq0qKY2ZlRas2YNVahQQXCX2eXChQvinQAMwI9FihTJ8o64evUqJScnZxnf3Xvl1KlTBM5EAZcWLFiQ/Pz8nExnTnQ/kywKzb7Lub9MBJYsWUJjxoyhkydPZv7WpUsXeu+99zyitGjRInr33Xdpw4YNHuuaVQEk3bJlS/rll1+oSpUqZnUr+oHYHDp0KK1cuZJ27dpFvXr1ov3792cKPGWwhx9+mNq2bUt9+vQRP33yySf0zTff0M2bNzPtef/996lz586iffv27Z3sDAsLo27dutGAAQMob9684m+vvfYagXy//PJLU6+JO2MEGAF9CBw4cIBef/112rFjR2ZDCMMFCxZQnjx5su0MC8Z7771XcElsbKy+gXNQu0GDBtSvXz/q3r17DnrJ2hQL2vvvv5++/fZbqlGjBt199900a9YsqlOnjlNlvEP+/vtvmjZtmvjd03vlrrvuyjJYmzZt6NVXX6XixYszJ3qYRRaFpt7m3JmCAFa1IJNnn32Wnn/+eeF5O3jwIAUGBlKlSpU8AmWHKIRRx44do9KlS2dZWXo0OJsKiYmJ1Lp1a3r66aepd+/etHr1ak2iECv0Z555RngGIFbRD4RgmTJlxKpZEYV//fWXWA1funSJ9uzZI4RkSkoK/fTTTxQSEkLKy+SLL74QXlAujAAjYA8CWMzBe/XRRx9RgQIFhHcMC7b69et7NMguUQivGmzVGuXxeCH/Vhg0aJCIIGGxikWvFlGo5b0CUfjxxx/Tgw8+SPHx8QSP4ldffSXEtCKomRPdzxKLQq13MNfThQCIrnHjxjR//nyqXr26att58+bRzJkz6fDhw0LkPPXUU+IfFFdRiFApxA5W1Pjv5s2b07Bhw1RDL/DGLV68mGrWrClWobDlvvvuo7feekuQG0rPnj3F6hf2/frrr0K8Pvroo/TEE0+IsLWyovz555+Fp27v3r0itDF8+HAh0PTYAxsmTZpEK1asEC8EraIQK2IQp5pHEdegiMK1a9c6hVYgDmEjrql///7ierHa/v333wUpcmEEGAF7EABvgeOw2FMr2XGimigEf4GvEI2BqALHlS1bNkvXSFcBt7399ttCkIJzsTiH11Lh5/Hjx4vFJQQaOA/eSHAXuPKxxx4jeNtQEOkYO3as+DdKjx496MUXXxT/rdUepMN07NgxMyqjVRRqea9AFGIhDVGolLS0NBFBgVPi+++/Z07M5vZnUWgPN9wRoyJUDPGEcLFaOBYPJ8gA4YKtW7cK4QKvF8SXqyh85513hKAB+WDFOm7cOCH6sCJ0LWj7v//9T5AeCO3WrVv06aefCg/b7NmzRXWQM1apID7UQV2EbxzDMxCWGA/k1alTJzp//jzVqlVLeBL12PPKK6/QjRs3aOLEiWJsraLw+vXrYjyMj9Cza06PO1GIMRAyRngG5I6yatUq4aUEkUOYcmEEGAHvI6Ckg0BUNWvWLEv6SHac6CoKf/vtN5EmAq6rVq2aCK9C7GHxhwiBY1HaxsTEiCgFOGzy5MmCD7Zs2SJyjiEowbFIO8GCuXLlylS1alXBlfj/Rx55hOA1bNq0KdWuXVuIQXAm6qv9SroAAAhzSURBVDds2JD02IMoBjgN4XTk+2kVhbgmT+8VNVGIdkgLGjx4sAhFQxwyJ6rf/ywKvc8Ld8yISPiFOFm/fr0Ij4DAEFJWK9h8AWJ5+eWXxUPvKAoRAgAJjR49WhATCsTdm2++Sdu3b8+ygUIRhfBC1q1bV9RXvG5Lly6lcuXKCaKDYIVAU5KQXUkX+X2FCxcW5OlY9NqDkBGuDYSkRxSi7qZNm4RHFJ4ACFN4/pQNKtmJQghQYASRjYIQCkLYCxcu1BS+v2NuUr5QRsCLCGAhCk8dPHBYkMKbj+da2TzmaIorJ7ryE3gFXkEsplGQnoN8ZIRKERlRE4UQkBB4KIrXDbnb8ARCFCKnD5EWJVKCeo6iEGNNmTJFNXqhxx4s6hHhgGcURY8o9PRecScKwaXwlirXx5zIotCLjz4PpSAAtz12EmMVC4EyYsQI4cZXhApCt3g4scMMK1aES+G5cxSFCN1CoEEYRkREiLZXrlwRq1y0d00sVkTh7t27M1fMCgFiNzNWuiC6Dh06ZIY90Kcj6cKriB13CK9gRexY9NqDsA4ELEhTryhEfeQSQtQiJxBYgUiRmJ2dKPzggw8IOYkQgSjYvYdVP8LYrVq14huUEWAEbETgn3/+EWFMLNywWFOiCHi+3XGiGj9BWMLrhwIRCe8Xohhdu3ZVFYWOC2VF8CHMOmTIECEK4UWbO3euU1tHUYj8cHC660IZY4MvtdoDBwEiFoqg1SMKYVx27xV3ohDpO9jAp3hGmRNZFNpIATw0EIBQQYjhzz//FA/m448/LggRuYfw3mF32JNPPplFFG7btk2sZLHKdT3GBeFex+NbMI4iCrFyVgpEJ7yGymYLR6JT6jiSLsZBSFnZ6es4g3rtgSiEuIQHFGXjxo3iOuFBVXIcFVKHRxHeA4R4XEtSUpLYrALyHTlyZLaiEC+FEiVKiNwfFLRFiIlFIT+LjIA8CChCBRELhGaz40Q1fsJiGTt4HQsWf667k5W2ricr4PSCRo0aCe6FKMQCVBFqSp+OXIkFMvIOXevgCBjwpVZ7sPjH5kOFnxSBBnGMd4JjQfoNnADujidzfK+gnTtRiDxDOCeUnd/MiSwK5WGCO9QSJacDD6XiyUL+C0IncXFxVK9ePUFOrp5CJEmDuLDJA2LKU1FEoeMGDIV8FVL0JApBqqgD76QrAeq1B2IQghQ5NCjKUQxK2Ea5HuCCuoo3U+06EY6HlwHeQneeQiVU7tjPoUOHROI18iQhKrkwAoyA/QggFIrcQoR8ly9fLrz77jjRNXwM8YRnecKECR4vRGnruAHj2rVrIp8bUQwcN6NFFIKDsbBXOypMjz3IrUQYFxv5lIIFPngSoWWlIB8cG2Hg4YM3U604vldwJJeaKET6Dfi8b9++mWk8zIksCj0+OFzBPAQgWCBe4CXDg4qjUiAEkbyMh/67774TuTUQKVglQsAgbKEmCmEVVpbIH3zppZeEZxFHOeAf5OO4FkUUggSQg4eDXuFlxHEGGM/f398pT0Zp70q6sOnDDz8UXj4IKhALPHsILeuxB9eEla5jyAXkhB14+HeTJk0EPthFiM0lIDmEVv744w+REA3iR7gE3lXkJY4aNUrslFZEIfKAEFaH2IT4xf8DF+CtFPSFg295o4l59zj3xAjoQQAhUnAc8qqxaQzHX8FztXPnTiEE8bfsONGVnxAKhkiDWEIuIXKdkTLTrl27LHnWSlssduF5U6Im4Dhlc58WUagsXCEisYsaog15ktgQp8ceiEHYjXcE+BgF/IdNiQMHDhTeQnDmnDlzRDgdC12c5+jpvYJ+IAqxeIYHFdcNzgOuaI/FtHJ+K3Mii0I9zy/XzSEC2E0MQQYhhgIywhl58AIi/ADPIEgBOTAo2EAC4YMQBI5rcN19jFUtcmUgmJSCIxLUVslKWxALBBIKCAGrZCX/UBGMSp4f6ijECYKG8INYRXgDZIUCcQtBi7Z67IENEGjwXKIPFISzsXEGRzgoBf2+8cYbVLJkSfEThDPCxEqB1xJ1EFqGd9X18Grs2q5YsaLIJ8KRNI4F2CHRWskxzOH0cnNGgBHQiQA4A88mPFQKn2Cxic0PSO3wxImu/ISQLRaajicwgGchpPLly+dkndIWHrcZM2aIjR3gIix6lXBtdqIQXK5wJTgLvKQcqI+/4ZQGPfZg1zHEK4QwHAcoaI8zCz///PPMvvE+ACcq5zh6eq+gH8ccc1wjsFWOAnI8IJw5Uf0G5t3HOh9srq4dASQfY/WKhz1//vyqDXFUC3JLtH5WDn1hBQnPmOuxC8oAjoISwg55Mq55h9qvIoOsQOhq16DFHqymsbkDK2vlSyXK+GiPlwFIXG0HojI28DH6mbqzZ8+K3YjZhaX14MF1GQFGwDgCEFPwruF4GMVL5tibXk4Ez2LxjaO6lI14rtY5ehmxMQWLUnCO6+ff9FwVeAufp3PlLS32YBxEfWCH8qUSx7HxO65H7fgsLe8VT9fBnOgeIRaFnu4e/rvPIWDX11CyAwrhD4SREapxR9xWAY0DaxGqUs4stGoc7pcRYATkRMCur6Fkh4Zy5iF2YCMK4s3CnMii0Jv3G49lMwIyikKsbnHcA8LSSk6Lt2BCuAq5kNHR0d4aksdhBBgBiRCQURQCHixWEeJFSpE3C3Mii0Jv3m88ls0IYMMFEpixq48LI8AIMAJ3OgJIoUH+NtJIvL0ovdOx97Xr5/Cxr80Y28sIMAKMACPACDACjIAFCLAotABU7pIRYAQYAUaAEWAEGAFfQ4BFoa/NGNvLCDACjAAjwAgwAoyABQiwKLQAVO6SEWAEGAFGgBFgBBgBX0OARaGvzRjbywgwAowAI8AIMAKMgAUIsCi0AFTukhFgBBgBRoARYAQYAV9D4P8BOF1F375TkpcAAAAASUVORK5CYII=", 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", "image/svg+xml": [ - "01M2M3M4MAlbanyBerkeleyPiedmontEl CerritoRichmondWalnut Creek01M2M3M4MPiedmontBerkeleyEl CerritoWalnut CreekAlbanyRichmondSale price (USD)Sale price (USD)" + "01M2M3M4MAlbanyBerkeleyPiedmontEl CerritoRichmondWalnut Creek01M2M3M4MPiedmontBerkeleyEl CerritoWalnut CreekAlbanyRichmondSale price (USD)Sale price (USD)" ] }, "metadata": {}, @@ -97066,21 +97074,27 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "We prefer the plot on the right since it has boxes ordered according to the median price for each city. Again, this ordering makes it easier to compare distributions across groups, in this case cities. We see that the lower quartile and median price in Albany and Walnut Creek are roughly the same, but the prices in Walnut Creek have a greater right skew." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "When possible, ordering bars in a bar plot by height and boxes in a box plot by median makes it easier for us to make comparisons across groups. Another technique used for presenting grouped data is stacking. We describe stacking in the next section and provide examples that are meant to convince you to steer away from this sort of plot. " ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "## Avoid Stacking\n", "\n", @@ -97089,7 +97103,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 24, "metadata": { "tags": [ "hide-input" @@ -97103,7 +97117,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 25, "metadata": { "tags": [] }, @@ -97241,7 +97255,7 @@ "Walnut Creek 2.75e-04 " ] }, - "execution_count": 10, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -97252,14 +97266,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Each bar in the plot has the same height of 1 because the segments represent the proportion of houses with one or more bedrooms in a city and so add to 1 or 100%:" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 26, "metadata": { "tags": [] }, @@ -97941,12 +97957,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -98463,9 +98477,9 @@ } } }, - "image/png": 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", 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", "image/svg+xml": [ - "AlbanyBerkeleyEl CerritoPiedmontRichmondWalnut Creek00.20.40.60.81# Bedrooms1.02.03.04.05.06.07.08.0" + "AlbanyBerkeleyEl CerritoPiedmontRichmondWalnut Creek00.20.40.60.81# Bedrooms1.02.03.04.05.06.07.08.0" ] }, "metadata": {}, @@ -98481,21 +98495,25 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "It's easy to compare the proportion of one-bedroom houses in each of the cities by simply scanning across the top of the first segment in each column. But the comparison of four-bedroom houses is more difficult. The bottoms of the segments are not aligned horizontally, so our eyes must judge the lengths of segments that move up and down across the plot. This up-and-down movement is called *jiggling the baseline*. (We recognize that with so many colors, this plot does not render well in grayscale, but our goal is to steer you away from plots like this one and the next, so we have kept all of the colors for those of you reading the online version.) " ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Stacked line plots are even more difficult to read because we have to judge the gap between curves as they jiggle up and down. The following plot shows [carbon dioxide (CO2) emissions](https://ourworldindata.org/co2-emissions) from 1950 to 2012 for the 10 highest emitters: " ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 27, "metadata": { "tags": [ "hide-input" @@ -98503,8 +98521,9 @@ }, "outputs": [], "source": [ - "co2 = pd.read_csv(\"data/co2_by_country.csv\", skiprows = 2,\n", - " names = [\"Country\", \"Year\", \"CO2\"])\n", + "co2 = pd.read_csv(\"data/co2_by_country.csv\", skiprows=2,\n", + " encoding = \"ISO-8859-1\",\n", + " names=[\"Country\", \"Year\", \"CO2\"])\n", "last_year = co2.Year.iloc[-1]\n", "q = (f\"Country not in ['World', 'European Union (15)', 'European Union (28)']\"\n", " f\"and Year == {last_year}\")\n", @@ -98514,7 +98533,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 28, "metadata": { "tags": [ "hide-input" @@ -98529,6 +98548,9 @@ }, "data": [ { + "fillpattern": { + "shape": "" + }, "hovertemplate": "Country=Canada
Year=%{x}
CO2 emissions (million tons)=%{y}", "legendgroup": "Canada", "line": { @@ -98677,6 +98699,9 @@ "yaxis": "y" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "Country=China
Year=%{x}
CO2 emissions (million tons)=%{y}", "legendgroup": "China", "line": { @@ -98825,6 +98850,9 @@ "yaxis": "y" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "Country=Germany
Year=%{x}
CO2 emissions (million tons)=%{y}", "legendgroup": "Germany", "line": { @@ -98973,6 +99001,9 @@ "yaxis": "y" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "Country=India
Year=%{x}
CO2 emissions (million tons)=%{y}", "legendgroup": "India", "line": { @@ -99121,6 +99152,9 @@ "yaxis": "y" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "Country=Iran
Year=%{x}
CO2 emissions (million tons)=%{y}", "legendgroup": "Iran", "line": { @@ -99269,6 +99303,9 @@ "yaxis": "y" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "Country=Japan
Year=%{x}
CO2 emissions (million tons)=%{y}", "legendgroup": "Japan", "line": { @@ -99417,6 +99454,9 @@ "yaxis": "y" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "Country=Korea, Rep. (South)
Year=%{x}
CO2 emissions (million tons)=%{y}", "legendgroup": "Korea, Rep. (South)", "line": { @@ -99565,6 +99605,9 @@ "yaxis": "y" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "Country=Russian Federation
Year=%{x}
CO2 emissions (million tons)=%{y}", "legendgroup": "Russian Federation", "line": { @@ -99713,6 +99756,9 @@ "yaxis": "y" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "Country=Saudi Arabia
Year=%{x}
CO2 emissions (million tons)=%{y}", "legendgroup": "Saudi Arabia", "line": { @@ -99861,6 +99907,9 @@ "yaxis": "y" }, { + "fillpattern": { + "shape": "" + }, "hovertemplate": "Country=United States
Year=%{x}
CO2 emissions (million tons)=%{y}", "legendgroup": "United States", "line": { @@ -100397,12 +100446,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -100923,9 +100970,9 @@ } } }, - "image/png": 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", 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", "image/svg+xml": [ - "19601980200005k10k15k20kCountryCanadaChinaGermanyIndiaIranJapanKorea, Rep. (South)Russian FederationSaudi ArabiaUnited StatesYearCO​2 emissions (million tons)" + "19601980200005k10k15k20kCountryCanadaChinaGermanyIndiaIranJapanKorea, Rep. (South)Russian FederationSaudi ArabiaUnited StatesYearCO​2 emissions (million tons)" ] }, "metadata": {}, @@ -100941,7 +100988,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Since the lines are stacked on top of each other, it's very hard to see how the emissions for a particular country have changed and it's hard to compare countries.\n", "Instead, we can plot each country's line without stacking, as the next plot illustrates: " @@ -100949,7 +100998,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 29, "metadata": { "tags": [ "hide-input" @@ -102829,12 +102878,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -103355,9 +103402,9 @@ } } }, - "image/png": 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", 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", "image/svg+xml": [ - "196019802000512510251002510002510kCountryCanadaChinaGermanyIndiaIranJapanKorea, Rep. (South)Russian FederationSaudi ArabiaUnited StatesYearCO​2 emissions (million tons)" + "196019802000512510251002510002510kCountryCanadaChinaGermanyIndiaIranJapanKorea, Rep. (South)Russian FederationSaudi ArabiaUnited StatesYearCO​2 emissions (million tons)" ] }, "metadata": {}, @@ -103380,7 +103427,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Now it's much easier to see changes for individual countries and to compare countries because we need judge only \n", "y-axis positions rather than short vertical segments with different baselines. \n", @@ -103391,7 +103440,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "## Selecting a Color Palette\n", "\n", @@ -103408,7 +103459,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "```{figure} figures/threePalettes.jpg\n", "---\n", @@ -103421,7 +103474,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "For numeric data, we want to use a sequential color palette that emphasizes\n", "one side of the spectrum more than the other or a diverging color palette that equally emphasizes both ends of the spectrum and deemphasizes the middle.\n", @@ -103430,7 +103485,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "We choose a sequential palette when we want to emphasize either low or high\n", "values, like cancer rates.\n", @@ -103440,7 +103497,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "It's important to choose a perceptually uniform color palette.\n", "By this we mean that when a data value is doubled,\n", @@ -103454,7 +103513,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Plots are meant to be examined for long periods of time, so we should choose colors that don't impede the reader's ability to carefully study a plot.\n", "Even more so, the use of color should not be gratuitous---colors should represent information.\n", @@ -103465,14 +103526,18 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "## Guidelines for Comparisons in Plots" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Researchers have studied how accurately people can read information displayed in different types of plots. They have found the following ordering, from most to least accurately judged:\n", "\n", @@ -103487,14 +103552,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "As an example, here is a pie chart that shows the proportion of houses sold in San Francisco that have from one to eight or more bedrooms, and a bar chart with the same proportions:" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 30, "metadata": { "tags": [ "hide-input" @@ -103508,7 +103575,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 31, "metadata": { "tags": [ "hide-input" @@ -103960,12 +104027,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -104483,9 +104548,9 @@ } } }, - "image/png": 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", + "image/png": 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"image/svg+xml": [ - "24601020304043.5%23.9%23.3%4.67%3.85%0.71%0.121%Number of bedrooms" + "24601020304043.5%23.9%23.3%4.67%3.85%0.71%0.121%Number of bedrooms" ] }, "metadata": {}, @@ -104506,7 +104571,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "It's hard to judge the angles in the pie chart, and the annotations with the actual percentages are needed.\n", "We also lose the natural ordering of the number of bedrooms. The bar chart doesn't suffer from these issues." @@ -104514,7 +104581,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "However, there are exceptions to any rule. Multiple pie charts with only two or three slices in each pie can provide effective visualizations. For example, a set of pie charts of the proportion of two-bedroom houses sold in each of six cities\n", "in the San Francisco East Bay area, ordered according to the proportion, can be an impactful visualization. Yet, sticking with a bar chart will generally always be at least as clear as any pie chart. " @@ -104522,7 +104591,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [], + "user_expressions": [] + }, "source": [ "Given these guidelines, we recommend sticking to position and length for making comparisons. Readers can more accurately judge comparisons based on position or length, rather than angle, area, volume, or color.\n", "But, if we want to add additional information to a plot, we often use color, symbols, and line styles, in addition to position and length. We have shown several examples in this chapter. \n", @@ -104533,7 +104605,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -104547,7 +104619,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.4" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/content/ch/11/viz_data_design.ipynb b/content/ch/11/viz_data_design.ipynb index 440e1b20..eef9ca16 100644 --- a/content/ch/11/viz_data_design.ipynb +++ b/content/ch/11/viz_data_design.ipynb @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "tags": [ "remove-cell" @@ -115,16 +115,116 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 32, "metadata": { "tags": [ "remove-cell" ] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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02003-04-3010255000.01.00
12003-04-3030340000.01.00
22003-04-3050421000.01.00
...............
3372008-11-3050365000.00.87
3382008-11-3070515000.00.96
3392008-11-3090841500.01.07
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" + ], + "text/plain": [ + " date percentile price rel_price\n", + "0 2003-04-30 10 255000.0 1.00\n", + "1 2003-04-30 30 340000.0 1.00\n", + "2 2003-04-30 50 421000.0 1.00\n", + ".. ... ... ... ...\n", + "337 2008-11-30 50 365000.0 0.87\n", + "338 2008-11-30 70 515000.0 0.96\n", + "339 2008-11-30 90 841500.0 1.07\n", + "\n", + "[340 rows x 4 columns]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "def parse_dates(sfh):\n", - " dates = pd.to_datetime(sfh['date'], infer_datetime_format=True)\n", + " dates = pd.to_datetime(sfh['date'])\n", " return sfh.assign(date=dates).set_index('date')\n", "\n", "percs = [10, 30, 50, 70, 90]\n", @@ -135,7 +235,7 @@ "\n", "monthly_percentiles = (sfh_all\n", " .pipe(parse_dates)\n", - " .resample('M')\n", + " .resample('M', group_keys=True)\n", " ['price']\n", " .apply(find_percentiles)\n", " .reset_index()\n", @@ -148,12 +248,13 @@ " .transform(lambda s: s / s.iloc[0])\n", ")\n", "\n", - "rel_percentiles = monthly_percentiles.assign(rel_price=rel_prices)" + "rel_percentiles = monthly_percentiles.assign(rel_price=rel_prices)\n", + "rel_percentiles" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 33, "metadata": { "tags": [ "hide-input" @@ -714,12 +815,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -1243,9 +1342,9 @@ } } }, - "image/png": 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", + "image/png": 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", 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", + "image/png": 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", "image/svg+xml": [ - "200420052006200720080.811.21.41.6percentile1030507090San Francisco house sale prices, inflation-adjustedSale price relatve to 2003" + "200420052006200720080.811.21.41.6percentile1030507090San Francisco house sale prices, inflation-adjustedSale price relatve to 2003" ] }, "metadata": {}, @@ -3011,7 +3108,7 @@ } ], "source": [ - "infl_2003 = [1, 2.66, 6.14, 9.57, 12.69,17.01, 16.60]\n", + "infl_2003 = [1, 2.66, 6.14, 9.57, 12.69, 17.01, 16.60]\n", "\n", "fig = px.line(rel_percentiles, x='date', y='rel_price', \n", " line_dash='percentile', color='percentile',\n", @@ -3049,7 +3146,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 35, "metadata": { "tags": [ "hide-input" @@ -3497,12 +3594,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -4023,9 +4118,9 @@ } } }, - "image/png": 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LWr16NVWsWNHAv1n40lqERwHvvfde2rlzJ7377rtUvXp1Gjx4sPn41KlT1L59e9q/fz+NHz8+x8/SROadd97J0tD8TuP27dsLbAfIrwvnf+AKFy5sZAbFMQI8usUFMzwd48hH8w/dxMRECLbjKE0N+D5XAklE+D7XY5mb7/Ndx+Lo0S/2mIuYN+g2uq2ifUKpd/X5WxOvHiApTiWF3MA8uSSjFL700kvma4899lim++HfXBs3bkzLli2jFStW0MmTJ9NnIm/evJnGjBlj3inkiSk5fWYLEB4fS7oPER4fyzhJUnh8LKEky+DxsYyTNIXHx1JS1jk8PrZmJE3Y+/j4+o1keuiTLbQl6gI93i6EXutRV3oqt8k5lRQydX4/kAsvNXPs2DHq1asX/fTTT+Y3fv5m4vcL+c+5c+fSggULjPhFR0ebdw95KZvy5cvTiBEjzAxlFsPIyMgcP4MUOt7PIYWOM0yrAVKoxxJSqMeSa4IU6vGEFOqxtFcK3//tAE37PYKK+XjTX6/frXchLlST00nhhQsXzFIyGzZsMMvKPProo+Y/fhTM7wfyo2F+96pbt270yCOPUN26qaY/b9488/4hlyZNmtD7779vFlu1+iyntsRIoayXQwplnCQpSKGEkiwDKZRxkqYghVJS1jlIoTUjacIeKdx08LxZpJrL0ufaU50KxaWncauc00lhGn3+xuFJJTe/q8ZCyC878wzkmwt2NMn/vgsp1GMOKdRjCSnUY8k1QQr1eEIK9VhKpfBq4g168ONNtOdYLA3rVIPG3F1b7yJcrCanlcJbzRkjhbIWgBTKOElSkEIJJVkGUijjJE1BCqWkrHOQQmtG0oRUCt/69W/6eO0hKuPvQ9tevkNavVvmIIU5NDukUPb9ACmUcZKkIIUSSrIMpFDGSZqCFEpJWecghdaMpAmJFK4KP0OP/2+bqXLNmE5UpVRRafVumYMUQgod6viQQofwZToYUqjHElKox5JrghTq8YQU6rG0ksLY+CTqO3sjRZy+TKPvqk3DO9fQO7mL1gQphBQ61LUhhQ7hgxTq4ctUE6RQFyykUI8npFCPpZUUvrrkL/piUzRVLlmU1r7QSe/ELlwTpBBS6FD3hhQ6hA9SqIcPUphHLDFSqAsWUqjH05YU/vrnSXpmwQ5zsq0v30Fl/bFTlIQ8pBBSKOknOWYghQ7hgxTq4YMU5hFLSKEuWEihHs+cpPDspWvU+4ONdOziVXq1R116ol2I3kldvCZIIaTQoS4OKXQIH6RQDx+kMI9YQgp1wUIK9XjmJIVjvt1N34Ydo1rl/GnFvzvondANaspRCnnLuVWrVtGWLVvMriD79u0zi0aHhoZSjRo1zKLRvXv3Npuku2LB7GNZq0IKZZwkKUw0kVCSZfBOoYyTNIV3CqWkrHOQQmtG0kR2UrhoxzF6/pvdpoo/J9xN/r7e0uqQI6JspXDHjh309ttv065du6hly5ZUvXp1qlatGvn6+lJUVJSRxO3bt5v/523pevToQZ6eni4FFFIoa05IoYyTJAUplFCSZSCFMk7SFKRQSso6Bym0ZiRN3CyFx2PiqefMDXTu8jX6b+8G9FDLytKqkPuHQBYpjIuLo6ZNm5ot5J566ikqV65ctrDi4+Np4cKFNGPGDPrggw+oTZs2LgUVUihrTkihjJMkBSmUUJJlIIUyTtIUpFBKyjoHKbRmJE3cLIXDF+6gn/ecpNuCS9CSYW2l1SCXgUAWKWTIp0+fpqCgIEpMTDTbyd281VxGgtzB+R/gtH2GXYUupFDWkpBCGSdJClIooSTLQAplnKQpSKGUlHUOUmjNSJrIKIXzN0fTKz/8ZQ49+FZ38vL0kFaDnC0pzEhn9uzZ5lHx5MmTM0ELCwujJ554wjxedtUCKZS1LKRQxkmSghRKKMkykEIZJ2kKUiglZZ2DFFozkibSpDAm2Zd6ztpAV65dpyn9G1GfJhWlVSB3EwGbs49Hjx5NVatWpeHDh2c6jH94NW7cmNauXUsVKlRwSaiQQlmzQgplnCQpSKGEkiwDKZRxkqYghVJS1jlIoTUjaWLN/tN0/GwMff/Xedp++CK1qlaKvhraSno4ctkQsCmFEyZMoOPHj9OcOXMyHbp//34zuQRSiD4FKdTrA5BCPZaQQj2WXBOkUI8npNBxljFXk2jAnM3098m4TJUdfucexyt38xpsSuHSpUtpxIgRNGnSJGrXrh0FBgYSC+G0adPMu4YzZ850WXwYKZQ1LaRQxkmSghRKKMkykEIZJ2kKUiglZZ2DFFozskrM/COSJi/fnyXGo4Q8WoiSewI2pZDXKvzPf/5DX3zxRaYzlCpViubOnWvWKnTVAimUtSykUMZJkoIUSijJMpBCGSdpClIoJWWdgxRaM7JKjPluN327/ViW2KR+t1G/ppWsDsfnNgiIdjThtQnDw8MpNjbWzEpu3ry5yy5ancYKUij7voEUyjhJUpBCCSVZBlIo4yRNQQqlpKxzkEJrRrYS/O7giK920omY+Cyxjx5pSnfXK+/YCdz8aJEUMiOe5cPFy8vLLZBBCmXNDCmUcZKkIIUSSrIMpFDGSZqCFEpJWecghdaMskskXk+m91bsp4/WHsq2guCSRWnV87dTIS/X2kgjd7Ryf5SlFC5fvpymTp1qlqZ59tlnzTuGW7duJf76q6++mvszO/mRkEJZA0EKZZwkKUihhJIsAymUcZKmIIVSUtY5SKE1o5sTvCD1lBX76dC5K+ajDrXK0DMdq9PPu0/Q6ZgrVLNCCRrYsgpVCnTNbXftJ5b7I2xKIc887tixI/Xq1cssaN2sWTMjhXv37jVfYznkySeuWCCFslaFFMo4SVKQQgklWQZSKOMkTUEKpaSsc5BCa0ZpiSMXrtJ7Kw7Qkl3HzZd8CnnS/wa3oNbVUyeTZLf3sbx2JLMjYFMK33nnHTp58qSZbcz/8c4mLIXXrl2j+vXr06+//kosT65YIIWyVoUUyjhJUpBCCSVZBlIo4yRNQQqlpKxzkEJrRpz4dH0UTV15gC4lXDcHPNEuhF7tkXlyK6RQxtKelE0pHDduHPn6+tJrr72WSQp37NhBDzzwAK1bt47Kl3fNlzohhbJuBCmUcZKkIIUSSrIMpFDGSZqCFEpJWecghbYZbTt8wYwObj503gRrlC1GXw5pRWX8fbIcCCm07m/2JmxK4c8//0yvvPIKvffee8QiyGsT8uNkfseQHyfzOoauWiCFspaFFMo4SVKQQgklWQZSKOMkTUEKpaSsc5DC7BklJN2gKb8doI8zTCR5u08DGtCico5QIYXW/c3ehOU6hW+99Rb973//y1Qvjw7yLiehoaH2nq/A5CGFsqaCFMo4SVKQQgklWQZSKOMkTUEKpaSsc5DCrIx+2n2Cpv4eQQfPXDYfdqlTjj59tJklTEihJSK7A5azj7nG6Oho+vvvv806hcHBwdSkSRPzWNmVC6RQ1rqQQhknSQpSKKEky0AKZZykKUihlJR1DlL4/4yiz1+lKb/tpyW7TpgvVixRhKY92IiaVS1pDRITTUSM7A3ZlMK4uDjiXU0CAgJMvWzlW7ZsoeLFi5uJJq5cIIWy1oUUyjhJUpBCCSVZBlIo4yRNQQqlpKxzkMJURp+si6IZqyIoNj7J/P/Tt1enF7vZ9/QRI4XW/c3ehOU7hfPnz6evvvrK1Pvcc8+ZGcdcHnvsMeKJKK5aIIWyloUUyjhJUpBCCSVZBlIo4yRNQQqlpKxz7i6FW6MumFnFGw+mTiThvYpnP9yUShQtZA3vpgSk0G5klgfYlEJ+n5CXoXnppZfMNnf33nsvff3112aksG/fvhQWFuayO5xACi37jglACmWcJClIoYSSLAMplHGSpiCFUlLWOXeVwnieSLLiAM1Zl7ojSUm/wjSuex3q68BexZBC6/5mb8KmFPKOJVWqVKEnn3zSLEvDaxbyBBMujRo1osWLF1NISIi95ywQeUihrJkghTJOkhSkUEJJloEUyjhJU5BCKSnrnDtK4Y+7T9DMVZF04PQlA6hf00o0qd9t1rAsEpBChxFmqcDy8fEnn3xCgwcPpjFjxtCXX35pdjVJW7x69+7dVLRoUf2rcoIaIYWyRoAUyjhJUpBCCSVZBlIo4yRNQQqlpKxz7iSFh89foWkrI2jxztQdSRpWKkFv9KxHjYJLWIMSJCCFAkh2RmxK4aVLl2jSpElGBp944gl68cUXTfV//PEHTZw4EesU2gnbFeOQQr1WhRTqsYQU6rHkmiCFejzdRQo/WXeIZv1xkC5eTSTfQl70r47V6bkuujugQQr1+mVaTaIlafRP6/w1YqRQ1kaQQhknSQpSKKEky0AKZZykKUihlJR1ztWlcMuh8zRjVSStjzxnYNzTsAJNvL8h+fl4W8OxMwEptBOYIJ5FCrnDjh8/noYNG2b5vmBMTIxZ2Jp3OeF3DF2pQAplrQkplHGSpCCFEkqyDKRQxkmaghRKSVnnXFUKrybeoGm/R9BHaw4aCDXLFaPhnWpSz0ZB1lBymYAU5hKcjcOySGFSUhI9//zz5tFwnz59qGvXrmaySaVKlcjb29tMNuHFrLdt20YzZ86kevXq0axZs6hixYr6V3cLa4QUyuBDCmWcJClIoYSSLAMplHGSpiCFUlLWOVeUQp5I8sEfkRR+KnUiSW7WHLQmlzUBKcwNNdvH5Pj4mPc65vcJt2/fnm0NvNXd6NGjqUePHi65LA2kUNbZIIUyTpIUpFBCSZaBFMo4SVOQQikp65wrSWHUuStmVvGiHcfMjXcOLUvP31Wb6gUVtwahkIAUKkC8qQrLdwoTEhLoyJEjdPjwYeK/86hh1apV03c50b8k56gRUihrB0ihjJMkBSmUUJJlIIUyTtIUpFBKyjrnKlI4d30UzVodSecvJ1KlwCJmIslDLatYA1BMQAoVYf5TlaUU6p+yYNQIKZS1E6RQxkmSghRKKMkykEIZJ2kKUiglZZ0r6FK4JeoCzfojktYeOGtu9tE2Venl7nWosLen9c0rJyCFykCJCFKYA1NIoayzQQplnCQpSKGEkiwDKZRxkqYghVJS1rmCKoVXrl2nmX9E0oerUyeStK5WyowOdqhVxvqm8ygBKdQHCymEFDrUqyCFDuHLdDCkUI8lpFCPJdcEKdTjWRCk8JvtR+nwuSvk71uIOtcpSxGnL5uJJPtOxlEpv8JGBp9sX00PSi5rghTmEpyNwyCFkEKHehWk0CF8kEI9fJlqghTqgoUU6vF0dil85NMttC4idY3Bm0v/ZsH0dMfqVK20nx4QB2qCFDoAL4dDLaXw6NGj9MUXX1BkZCR1796d+vbtSxEREbR//34z89hVCx4fy1oWUijjJElhpFBCSZaBFMo4SVOQQikp65wzS+HOIzHU+4MNWW6iVLHC9N9eDahr/fLWN5iPCUihPmybUsg/pNq1a0e+vr5mj+NevXrRiBEjzBqFAwcOJOx9rN8gBa1GSKFei0EK9VhCCvVYck2QQj2eziyFK/8+TU9+nnUZui51ytGnjzbTg6BUE6RQCWSGamxK4dy5c2nFihVm7+Pp06eTh4eHkUL+4dW4cWNavnw5Vat2698r0MdChJFCGVVIoYyTJAUplFCSZSCFMk7SFKRQSso658xSyLOKJy3fn+UmHm5Vhd7sVd/65vI5ASnUB25TCkeNGmV2MuE/p02bli6FvKPJHXfcQStXrjTrFrpigRTKWhVSKOMkSUEKJZRkGUihjJM0BSmUkrLOOaMUXrueTBOXhdOn66Oy3IBvIS/65qnW1LBSgPXN5XMCUqgP3HKk8LPPPqMffviB5s+fb6Rw6NChNHHiRPr+++8pLCzMJXczYcyQQllngxTKOElSkEIJJVkGUijjJE1BCqWkrHPOJoW87uCkZeG0Pfoi1S7vTy/cHUqJN5Ip+vwVKubjbXYpCSpRxPrGbkECUqgP3aYUxsfH04ABA2jv3r3k5+dn3i3kfxy4zJgxw+yL7KoFUihrWUihjJMkBSmUUJJlIIWKjxipAAAgAElEQVQyTtIUpFBKyjrnTFL48dpDNHF5OF2/kUL9mlWisV1DqXQxH+ubcJIEpFC/ISxnH/M/rj///DPt2bOHYmJiqHLlymbWcY0aNfSvxolqhBTKGgNSKOMkSUEKJZRkGUihjJM0BSmUkrLOOYMUHj5/hSYu20+//nmS/H296YWuofRIq4L3Khik0Lq/2ZuwlEJ7K3SVPKRQ1pKQQhknSQpSKKEky0AKZZykKUihlJR17lZL4ZJdx40QHo+Jp7Y1SpvRQWd8X9CaJBGkUELJvoylFF64cIHWr19Phw4dylLz008/bR4pu2KBFMpaFVIo4yRJQQollGQZSKGMkzQFKZSSss7dKimMT7xBE5fvp882pE4meaZjdTNCWJALpFC/9WxKYXh4ON17773mfcImTZpkOfvMmTPN+oWuWCCFslaFFMo4SVKQQgklWQZSKOMkTUEKpaSsc7dCCjcdOk+Tlu2nHUcuUrUyfmYyibMtRG1NLmsCUpgbaraPsSmFkydPNjuXzJ4922VnGeeEB1Io62yQQhknSQpSKKEky0AKZZykKUihlJR1Lr+lcPaag+ZxcXJKCvVqXJHGdq1NFQKcczaxNb3MCUihvcSs8zalcPz48VSsWDEaM2aMdU0uloAUyhoUUijjJElBCiWUZBlIoYyTNAUplJKyzuWXFB46e8XMLF721ynitQZZBh9rG2J9gQUoASnUbyybUrhq1SoaN24cffvttxQcHKx/dieuEVIoaxxIoYyTJAUplFCSZSCFMk7SFKRQSso6lx9SuHgnTyYJp5OxCdQypKR5d7BplUDriytgCUihfoNZTjQZPHgwbdiwwUhhUFBQpiv46KOPzPuGrlgghbJWhRTKOElSkEIJJVkGUijjJE1BCqWkrHN5KYVXrl03k0k+33jYXMiQ9tXoha61qZCXp/WFFcAEpFC/0WxK4ZIlS2j06NHUuXNnatCggdnRJGN54oknMPtYv00KVI2QQr3mghTqsYQU6rHkmiCFejzzSgo3RJ4z+xbvOhpDwSWL0gt316Z7b8s8kKN3F85RE6RQvx1sSiE/Ouby1ltv6Z/ZyWvESKGsgSCFMk6SFKRQQkmWgRTKOElTkEIpKetcXkjhB6sjzWQSLvc0rGDWHqxc0jVXBslIGFJo3d/sTdiUwkmTJtHFixchhfZSdaM8pFCvsSGFeiwhhXosMVKoy1JTCiPPXDaPi1fsPUVenh5GBod2qKZ7wU5cG6RQv3FsSmFkZCQ9/PDDxEvTNGrUyMxEdpeCkUJZS0MKZZwkKUihhJIsAymUcZKmMFIoJWWd05LCRWHHjBCejkugJpUDzbuDraqVsr4AF0pACvUb06YUzp07l95+++0cz7p9+3YKCAjQvyonqBFSKGsESKGMkyQFKZRQkmUghTJO0hSkUErKOueoFF5K4Mkk4fTFpmhzssFtqprZxUULe1mf3MUSkEL9BrUphYcPH6YTJ07keNaWLVvm6aLW2X3zpKSkUFxcXLYyyh0kISEh2xnRtj7L7gYhhbLOBimUcZKkIIUSSrIMpFDGSZqCFEpJWecckcJ1ETyZJJz2HIul8gG+ZmeSPk0qWp/URROQQv2GtVySRv+U1jX+8ssv9N5771FSUpJ5ZL106VJz0Jo1a+i5554zfy9btqzZaaVatdT3J2bNmkVTp041Qti8efP0v1t9ltPVQAqt24kTkEIZJ0kKUiihJMtACmWcpClIoZSUdS63UjhzVSRNXpE6meSueuXNYtTVy7jPK13ZkYUUWvc3exNZpPDs2bO0YMECevTRR80Wd3v27MmxTs74+PjYe06beRa/V155hT799FOqVatWepZHAFu1akUffPABtWnThhYuXEiLFi0y//E1Dh06lHgJndKlS5tldHhdxVGjRtn8zNaFQAplzQoplHGSpCCFEkqyDKRQxkmaghRKSVnn7JXCA6cvmXcHV+47bSofc3dtGtaphvWJ3CABKdRv5CxSuG/fPho7dqwZadu0aRP9/PPPOZ6VxU178Wqe2NKvXz/q2bNnpvNu3LiRJkyYQCtWrDBfZ0nktRNXr15N3333nXmk/Oqrr5rPwsLCaOTIkbRu3TqaNm1ajp9BCh3vUJBCxxmm1QAp1GMJKdRjyTVBCvV42iOF324/aoTw7KVr1KBigHl3sH3N0noXU8BrghTqN6DTPT7mEbrp06cbIfX396e+fftSSEiIGQVctmwZffjhh+kUeFFtnhnNUhgaGkqDBg0yn505c4batm1L4eHhRhRz+szLK/XF3FOnTmUh2759e3M8im0CvGRR8eLF8/TdUndpg6tXr5pbLVrU9dcXy+s25R8W/ItiYKDrbe2V1+yyqx/f53rUJd/nsfFJNHnFAVq49ag58cAWwTTmrlpUvEghvQtxgZrwfS5vxDTfsTrCphR+/fXX5h/Vu+66K0s9PKI3Y8YM1X90Y2NjqVmzZtS0aVMaMmQIHThwgKZMmWIEkYVwx44d5v/TSq9evcwj4m+++YY6dOhA/fv3Nx/xDwOuY9euXWbUM6fP0kY5H3nkkSz3t3nzZnNeFNsE+JtS2tnA0jaB5ORks2vQzTsHgZv9BHhCGv/n6ema23vZT8SxI9A3HeOX8WirvrnpcCzNWneUwk9focCihWh4+2Dq2aCM3gW4WE34GSRrUH61TlIsF6/mCR387mDGEh8fTw0bNjSPcnkUT6vwb6MtWrQwj4QrVkydUTV8+HAjdTx68tNPPxHvt5xWeKSQJZHfK6xevTrxPs1ceOSPR/r4ncjx48fn+JmtHxh4p1DWqnh8LOMkSeHxsYSSLIPHxzJO0hQeH0tJWedsPT6e/nsETfntgKmkU2hZsxh1aHl/60rdNIHHx/oNn60UHjp0yIy+8WhZkSJF6Lbbbks/M//GyCNo3LF///131VEN/g2KJ5dklMKXXnrJfI3fH3zhhRdo1apV5lrSxJSzP/74I508eZLeeOMN8xlf95gxY8w7hfy4OafPbOGEFMo6G6RQxkmSghRKKMkykEIZJ2kKUiglZZ3LTgrDT12iScvC6ffwM6aCkXfUpJF3/P9ES+ta3TMBKdRv92ylMCYmhhYvXky8eDVLIQtSxlKnTh3q1q2bGYHTLmn7LbPgHTt2jPgRMY8QBgUFmfcEeTHtTp06mWtjGfzhhx+Id17hdw95KZvy5cvTiBEjqGrVqkYMbX0GKXS89SCFjjNMqwFSqMcSUqjHkmuCFOrxvFkKv97Gk0nC6fzlRDMqyJNJOoeW1TuhC9cEKdRvXJuPj3kUjkfkWADzq1y4cMG8J7hhwwazrAw/uk57fM07qPDjZJ55XLJkSbM8DU8i4TJv3rz09w2bNGlC77//fvoC17Y+y+m+MFIoa3FIoYyTJAUplFCSZSCFMk7SFKRQSsp2jpeV2Rx5hpJTUqhOpUDaER1DX249Yg7q3yzYrD1YqpjuMm86V+6ctUAK9dvF6WYfp90i/zbF7xFm99I9T0jJbns97Gii30GsaoQUWhGSfw4plLOySkIKrQjZ9zmk0D5e2aVn/RFJk5anLj6dsfCM4hfurk0Pt6ri+EncrAZIoX6DO60U6t+qfTVipFDGC1Io4yRJQQollGQZSKGMkzQFKZSSyjnX9p1VdDwmPlPAy9ODfhjW1qxBiGI/AUih/cysjoAU5kAIUmjVdVI/hxTKOElSkEIJJVkGUijjJE1BCqWkcs7VePlXun4jJUtg7+t3k5+Pt+MncMMaIIX6jQ4phBQ61KsghQ7hy3QwpFCPJaRQjyXXBCnMPc+Vf5+mueujaOPB81kqKV3Mh7a/ckfuK3fzIyGF+h3AUgqPHj1KX3zxhZnF2717dzPLNyIiwqwB2KNHD/0rcpIaMVIoawhIoYyTJAUplFCSZSCFMk7SFKRQSur/c3uOxRoZ/GHXcfPFsv4+dObStUwVvdQtlJ66XX8VD/uvtmAeASnUbzebUsg/pNq1a0e+vr5m0gcvD8PLvWzbto0GDhxIu3fvdtktuSCFss4GKZRxkqQghRJKsgykUMZJmoIUSkkRnYpNoLkboujT9VF0IzmF/H29aUj7avR42xA6fP4KbY48bWYfN69WjhpXLiGvGMksBCCF+p3CphTyWoC8a8mXX35p9iPmmcAshfzDq3HjxrR8+XKqVq2a/lU5QY2QQlkjQAplnCQpSKGEkiwDKZRxkqYghdakWPR4ZJBl8GRsgjngkVZV6PF2IRRS2i+9Als7mlifBYmMBCCF+v3BphTyeoGVKlUy6wZOmzYtXQqjo6PpjjvuoJUrV1KVKq45jR5SKOtskEIZJ0kKUiihJMtACmWcpClIoW1SS3adMKODu4/GmODd9cobGWwZUjLLgZBCaa+zzkEKrRnZm7AcKfzss8/MriHz5883Ujh06FCaOHEiff/99xQWFkZeXl72nrNA5CGFsmaCFMo4SVKQQgklWQZSKOMkTUEKsye16dB5Mzr4277TJtCkcqCRwR4NK+SIFlIo7XXWOUihNSN7EzalkHczGTBgAO3du5f8/PzMu4X8jwOXGTNmUNeuXe09X4HJQwplTQUplHGSpCCFEkqyDKRQxkmaghRmJnXw7GUjgwu2pO5GUsbfh57pWIMea1vVEimk0BKROAApFKMSBy1nH/M/rj///DPt2bOHeE/kypUrm1nHNWrUEJ+kIAYhhbJWgxTKOElSkEIJJVkGUijjJE1BClNJXUq4bh4TsxDGxieZr7EMPt6uKvHyMpICKZRQkmUghTJO9qRsSmFiYiIVKlQo263m7DlJQcxCCmWtBimUcZKkIIUSSrIMpFDGSZqCFJLZo5hlMOLMZYOtX7NKZkZxnQrFpRhNDlJoFy6bYUihHsu0mmxK4ezZs836hJMnT850Zn6X8IknnqBdu3bpX5GT1AgplDUEpFDGSZKCFEooyTKQQhknacqdpfD3v8+Y0cENkecMrtbVS9G/bq9OHWqVkeLLlIMU5gpbtgdBCvVYiqRw9OjRVLVqVRo+fHimM6ctSbN27VqqUCHnF2r1Lzf/aoQUylhDCmWcJClIoYSSLAMplHGSptxRCv88nrr49OKdqYtPBwcWpZF31qT7m1SSYss2Byl0CF+mgyGFeixFUjhhwgQ6fvw4zZkzJ9OZ03YzgRTqN0hBqxFSqNdikEI9lpBCPZZckztJ4em4hNT1BjdEpe9V/GK3UPOouLC3p8NgIYUOI0yvAFKox1IkhUuXLjWLVU+aNMnsbBIYGGi2t+M1C/ldw5kzZ+pfkZPUiJFCWUNACmWcJClIoYSSLAMplHGSptxBClNSKH0nkhMx8QbNoNZVzDZ0FUsUkaKyzEEKLRGJA5BCMSpx0OY7hSkpKfSf//zH7H2csZQqVYp4t5O6deuKT1TQgpBCWYtBCmWcJClIoYSSLAMplHGSplxdCn/afcLsRLLrn8WnO4WWpee61KRGwfrb0EEKpb3OOgcptGZkb8JySRquMCoqisLDwyk2NpaCgoKoefPmVKSI3m9O9l50fuQhhTLKkEIZJ0kKUiihJMtACmWcpClXlcIth86bx8Qr9qYuPl2zbDF6oWso3Vm3nBSN3TlIod3IcjwAUqjHMq0mkRTqn9b5a4QUytoIUijjJElBCiWUZBlIoYyTNOVqUhh17ooZGZy/Odog8C3kRS93r0OPtM77bVshhdJeZ52DFFozsjdhUwr5H9bly5cTv1t48uTJLHV//vnnVKxYMXvPWSDykEJZM0EKZZwkKUihhJIsAymUcZKmXEUKL1+7biaR8BIzMVdTF58e2qEaPdu5Bvn7FpLicCgHKXQIX6aDIYV6LNNqsimF69evp8cee4weeOABOnLkCBUvXpw8PT2NJI4cOZKefvpp7H2s3yYFqkZIoV5zQQr1WEIK9VhyTa4ghV9tO2qE8MDpSwZOt/rlafTdtal6mfwd2IAU6vVNSKEeS5EUvvXWWyY3btw4s9exv78/DR48mFavXk0vvvgibdiwAVKo3yYFqkZIoV5zQQr1WEIK9VgWdClcFX7GyOD6fxafrl8xgF6+pw61rlZKF5KwNkihEJQgBikUQLIzYnOk8LXXXjMiOGbMGPrqq6+IdzLh5WmSkpLMzOOVK1dSlSp5/w6GnfekEsfjYxlGSKGMkyQFKZRQkmUghTJO0lRBGCm8kZxi9iYuUTT1MfBfvPj0hij6fkfq4tP89XHd61D/ZsHS286THKRQDyukUI+laKSQRZDfG+THxTt27KDHH3+cPvnkE0pISDCPlflrLI2uWCCFslaFFMo4SVKQQgklWQZSKOMkTTm7FL70/Z/09bajlJySQiX9ClPdCsVpS9QFSrqRbG5xRJeaNOrOWtLbzdMcpFAPL6RQj6VICnkJmi1bttBdd91FvGYhiyA/Muby4IMPmjUMXbVACmUtCymUcZKkIIUSSrIMpFDGSZpyZimct+kwvbZkb7a30rtxRTM6WMbfR3qreZ6DFOohhhTqsRRJ4fbt26lEiRJUo0YNk09MTKTdu3dT6dKlKSQkRP9qnKhGSKGsMSCFMk6SFKRQQkmWgRTKOElTziyFo77ZTd/vOJblVkbfVZuGd0792eVMBVKo1xqQQj2WIikcPXo0lS9fnvhPdyuQQlmLQwplnCQpSKGEkiwDKZRxkqacWQrv/3AjhUVfzHIrHz7c1MwwdrYCKdRrEUihHkuRFPI7hVOnTqW1a9dS4cKF9c/uxDVCCmWNAymUcZKkIIUSSrIMpFDGSZpyRim8cCWR3l0Wbt4lzK5sfqkLlQ/wld5ivuUghXqoIYV6LEVSeOnSJXr22WeJ/7z//vspNDQ00xXcdtttWJJGv00KVI2QQr3mghTqsYQU6rHkmpxNCtfsP2uEcN/JOHOjHWqVId6lJOZqIoWU9qOnOlSnexpW0IWgVBukUAkkEUEK9ViKpJCXn/n4449zPCu/cxgQEKB/VU5QI0YKZY0AKZRxkqQghRJKsgykUMZJmnImKZyxKoLeW3HAXHq1MsVo+oONiNceLCgFUqjXUpBCPZYiKeR/WHlNwpxKkSJF9K/ISWqEFMoaAlIo4yRJQQollGQZSKGMkzTlDFIYeeayGR38bd9pc9kDW1amt3o3kN6C0+QghXpNASnUYymSQv3TFZwaIYWytoIUyjhJUpBCCSVZBlIo4yRN3WopXLzzOL27NJxOxSWQj7cnTex7G/VsFCS9fKfKQQr1mgNSqMcSUmjBElIo62yQQhknSQpSKKEky0AKZZykqVslhQlJN+jdZfvpsw1R5lJbhpSk6QMaU7nizjeBRMoSUiglZZ2DFFozsjdhc5s7eytzpTykUNaakEIZJ0kKUiihJMtACmWcpKlbIYVbD1+giUvDafs/y804064kUm7Z5SCFjtDLfCykUI8lRgoxUqjSmyCFKhhNJZBCPZaQQj2WXFN+S+Gn66PM+4OJ15OpYmARmtT3NmpTvZTuTd2i2iCFeuAhhXosxVLI/7j+8ccfFBUVRQ0aNKDWrVtTTEyM+a9q1ar6V+QkNWKkUNYQkEIZJ0kKUiihJMtACmWcpKn8ksITMfHmcfGSXcfNpfGyMtMfbExenh7SS3X6HKRQr4kghXosRVLIwHl9wr17U/eV5DULR4wYQatXr6aRI0cSL0nj7e2tf1VOUCOkUNYIkEIZJ0kKUiihJMtACmWcpKn8kMLle0+ZySSHzl0hTw8Pev2+evRI6yrSSywwOUihXlNBCvVYiqRw6dKl9NZbb9G8efPoxx9/JA8PDyOFZ86cobZt29Lvv/9OlStX1r8qJ6gRUihrBEihjJMkBSmUUJJlIIUyTtJUXkvhpOX7adYfkeZyGgWXoIl9G1Ktcv7SyytQOUihXnNBCvVYiqTw3//+NwUHB9OoUaNo2rRp6VIYGxtLzZo1o19//ZVYnlyxQAplrQoplHGSpCCFEkqyDKRQxkmayisp/OtELL27dD+tizhrLmVwm6o04b560ssqkDlIoV6zQQr1WIqkkPc93rBhA3377beZpHDhwoU0fvx4+vPPP8nXt+AuDWALJ6RQ1tkghTJOkhSkUEJJloEUyjhJU3khhV9uPWImk8RcTaKyxX3N4+Ju9ctLL6nA5iCFek0HKdRjKZLC48eP0z333GNGCwsXLmz+411M1q1bR8OGDTPvFbpqgRTKWhZSKOMkSUEKJZRkGUihjJM0pSmFLIEsgyyFXO6sW848Lg4sWlh6OQU6BynUaz5IoR5LkRRyKDo6mmbPnk1hYWHmXUKWpf79+1OfPn3Iy8tL/4qcpEZIoawhIIUyTpIUpFBCSZaBFMo4SVNaUsiPiflxMT825jL67to0vFMN6WW4RA5SqNeMkEI9lmIp1D9lwagRUihrJ0ihjJMkBSmUUJJlIIUyTtKUhhTyRBKeUMKlXlBxev2++tSsaqD0ElwmBynUa0pIoR5LkRROmjSJ6tevTx07diQfHx/y9PRMvwJeluajjz6iQoUK0dixY6lePdd6ORhSKOtskEIZJ0kKUiihJMtACmWcpClHpJCXmOGlZnjJGS4DW1Smt/o0kJ7a5XKQQr0mhRTqsRRL4aJFi8xq9iEhIWY5mh49ehA3RNOmTc0j5MOHD9O+ffvMe4YsiK5SIIWyloQUyjhJUpBCCSVZBlIo4yRN5VYKeRFqXoyaF6Uu6VeYxnYNpQeaB0tP65I5SKFes0IK9ViKpPCdd96hNWvW0PPPP292MHnzzTdpy5YtdPDgQerZs6eRQRbBVq1aEc9U5j9dpUAKZS0JKZRxkqQghRJKsgykUMZJmrJXCnl7Op5MwtvVcelYu4xZaqZqKT/pKV02BynUa1pIoR5LkRTy+oRt2rShvn37mjzPOH7ooYeMCPLuJps3bzZf/9e//kVdu3Y1ougqBVIoa0lIoYyTJAUplFCSZSCFMk7SlD1SuD36Ik1cGk5bD18w1Y/oUpNG3VlLeiqXz0EK9ZoYUqjHUiSFn3zyiRkhHD16NCUnJ5vlaXjvY37PkN8jDA8PNzOQ+bFy9+7djRi6SoEUyloSUijjJElBCiWUZBlIoYyTNCWVws82RJnHxQlJN8yOJGO7hVKX0LLS07hFDlKo18yQQj2WIimMioqiu+66ixo2bEgXL16kpKQkKlGihJFBPz8/I4v82aBBg2j58uVUrlw5/Su8RTVCCmXgIYUyTpIUpFBCSZaBFMo4SVNWUngqLsFMJlm887ipsl/TSuZxsZ+Pt/QUbpODFOo1NaRQj6VICjl06tQps+8xjxTee++9VLp0aTp69KgZIezduzdxBx84cCC9/vrr+ld3C2uEFMrgQwplnCQpSKGEkiwDKZRxkqZsSeFv+06b9wcjz1wmf19veqFrKD3Sqoq0arfLQQr1mhxSqMdSLIW2Tnnt2jUzgli+vOttTQQplHU2SKGMkyQFKZRQkmUghTJO0lROUvjeigM0Y1WEqaZtjdJmdnHDSgHSat0yBynUa3ZIoR5LsRTySOHKlSvNiOHNZfjw4dj7WL9NClSNkEK95oIU6rGEFOqx5JpulsJ9J+PM6OCa/WfNif7VsboRQhRrApBCa0bSBKRQSkqe80hJSUnJKb53717q1auXGQnkGcfe3t5mqzvu1DwjecKECWZRa1csGCmUtSqkUMZJkoIUSijJMpBCGSdp6vDx0xRUtiQVLlSIvt521AjhhSuJFFLaz8hg1/qu97RIysbeHKTQXmI55yGFeizTarIphbNmzaIDBw7QtGnTzDqEPJGkX79+NGfOHFq7di19+eWX+lfkJDVCCmUNASmUcZKkIIUSSrIMpFDGySq1cOsRmv57BJ2KTSBPDw8jgQfPXjaH9WpUkV7oWpuCShSxqgafZyAAKdTrDpBCPZYiKeRlZ6pUqULPPPMMff755xQdHU2vvfYaxcbGUrNmzWjDhg1UtqxrLjcAKZR1NkihjJMkBSmUUJJlIIUyTrZSvAtJm3dWZYl4e3nSuO6h9HjbEMdP4oY1QAr1Gh1SqMdSJIW8tzFvXzd//nzivY7feust+u6774gnmPCi1uvXr3epZWgy4oUUyjobpFDGSZKCFEooyTKQQhknW6mV+07Tk/O2Z4m0qV6aFg5p6fgJ3LQGSKFew0MK9ViKpPDIkSO0YMECeumllygxMZE6dOhACQkJ5liWpm+//Vb/ipykRkihrCEghTJOkhSkUEJJloEUyjjllFr21ymaveYg7ToakyVy321BNH1AY8dO4MZHQwr1Gh9SqMdSJIU3n+748eP0ww8/mNFB3r2kWLFi+lfkJDVCCmUNASmUcZKkIIUSSrIMpFDGKWPq+o0U+m7HMVoUdoy2/bNFXXa1vNmrPj2MdQjtB/zPEZDCXKPLciCkUI+lSAr/85//UEhICD388MP6Z3byGiGFsgaCFMo4SVKQQgklWQZSKOPEqXOXrxkR/G7HcYo4fckcWLu8P93fpBKVKFqI5m+ONgtTBxQpRL0b8+QSLD0jp5s1CSl0hF7mYyGFeixFUvj222/TyZMnafr06fpnzoMauYPw423egu/mYuuz7C4FUihrIEihjJMkBSmUUJJlIIXWnHgW8Xdhx+ib7Ufp/OVEc0DraqWoT9NKdH+Tima2cVqx2ubO+mxIpBGAFOr1BUihHkuRFPIexw8++CBNnjyZOnXqZLa2y+vCS9/wUjhpJTg4mFatSp0Bx8vh7Nq1K/2zAQMG0BtvvGH+n4/hY1kImzdvnv53q89yuh9IoaylIYUyTpIUpFBCSZaBFObMKSz6Ii3acYy+3HqE0lap7d6gghHBLnWy378eUijrd5IUpFBCSZaBFMo42ZOyuU4hyxjL1p49e4xsNWnSJFPdM2fOpKJFi9pzPsssL3lTt25ds68yF09PT7NwNpfOnTvThx9+SFWrVjX/z4tps6jy9Q0dOpSWLFli9mYePXo0sUyOGjXK5me2LgZSaNlUJgAplHGSpCCFEkqyDKQwK6dV4WfMY+Jf/jxpPixSyIv6NMNh+ysAACAASURBVKlE9zetSE0qB9oECymU9TtJClIooSTLQAplnOxJ2ZRCXqB6586dOdb31FNPqW9zN2zYMOrTpw916dIly3lZ1LZt20YlSpTI9Bkvrh0XF0evvvqq+XpYWBiNHDnSLKdj6zNIoT1dJfsspNBxhmk1QAr1WEIK/5/l4p3H6ZttR2nTofPmi7zYNI8KshDyYtSSAimUUJJlIIUyTpIUpFBCyb6MTSm0ryqdND+uDgoKMlvrtWzZklq3bk2FCxc2ayPWr1+fnn76aTNy2LFjR2rQoAF5eHjQuHHjKDQ0lAYNGmQugrfia9u2LfHjbxbFnD6z9TgcI4Wy9oQUyjhJUpBCCSVZxt2l8FLCdfO+4Fdbj9D+fyaP1AsKMKOCPIGEJ43YUyCF9tCynYUU6rGEFOqxTKvJUgqPHj1KX3zxBUVGRlL37t3NnscRERG0f/9+6tGjh/oV8SPgixcvGglcuXKl2T1l+fLllJycbLbX48fVp0+fph9//NGMJvL+y8OHDzdrKPbv399cD48aNm3a1Lx/yLuy5PRZ2oQUFtGbC482bty4Uf3+XK1Cbhd+xI/iOIG0bcj5Fx0Uxwm4Y988EXuNftl3jhbtPkPnryQZiC2rBNA99UpTtzqlcg3VHVnmGpbFgfg+1yWLvinjWaZMGVHQphTyyEW7du3MI2KWsV69etGIESPMI9yBAwfS7t271d8pzHjVSUlJZtLIxx9/TC1atMh0QzwKeO+995rH2++++y5Vr16dBg8ebDKnTp2i9u3bG3EdP358jp+lyQz/FnxzadWqlTkexTaBCxcuUEBAQL5MQnL1tuARBBZC7fd0XZ1bdvfHI4WXLl2iwEDb78q5Cpu/TsTRt9uP0YItRyj5n9kjvMh0n8ZB1KGW7IeBLRb8i7q/v795jxvFMQJXr14lFsPsVslwrGb3O5pHCnngqGTJku5383besXTwxqYUzp07l1asWEFffvmlWZaGf2CxFLIsNm7c2IzgVatWzc5Lsy/OM455BJD/zFjSrmHZsmXmGnnpnLSZyJs3b6YxY8aYdwp5YkpOn9m6Ejw+lrUTHh/LOElSeHwsoSTLuMvj4w2R58ws4p/3pE4e8ff1No+H+X3BhpUCZLAEKTw+FkASRvD4WAhKEMPjYwEkOyM2pZBn71aqVMnM4uUJG2lSGB0dTXfccYd5vFulShU7T5lznBuYR/740S8PCbPUDRkyhHbs2EHx8fHE30y8mDb/ycLKW/Bxhq+HH2v/8ssv5l1EFleeocxiyI+9c/oMUuh400EKHWeYVgOkUI+lq0shzyBesDmaNh5MfcpRuWRRut+sL1iJKgUW0QP5T02QQj2kkEI9lpBCPZZpNVmOFH722Wdma7v58+cbKeSlXyZOnEjff/+9meWruXYh/0POArd379709Qb5MTWvkciPcvn9QH40zAtUd+vWjR555BGzfA2XefPm0ZQpU8zfeemc999/3zzWtPosJ6QYKZR1NkihjJMkBSmUUJJlXFEKr11PNgtNswyGn0rdeaRRcInUZWWaVCQ/n7x7tAsplPU7SQpSKKEky0AKZZzsSdmUQh6d4wWi0ySN3y1Me/9uxowZZv/jvCj8LhDLZnbvVrEQ8mdpaxdmPD92NMmL1rBdJ6RQjzmkUI+lK0nhmUvXzCNilkH+O5dOoWXNqGCPhhX0oNmoCVKohxlSqMcSUqjHMq0my9nH/I/rzz//bBaBjomJocqVK5tZxzVq1NC/GieqESOFssaAFMo4SVIFRQpPxiaYd9eK5eHIlISXrYwrSCHvQzx/S6oMXk9OMbeb+r5gRWpbo7SjiOw6HlJoFy6bYUihHktIoR5LkRTyBA4ekeOZvO426wxSKOtskEIZJ0nK2aXwozWHaPqqCLpy7bq5nd6NK9L7DzSS3Fq+ZwqKFLJgc6kQ4JvOaMuh80YGf9p9wnwt0K+weTzMQlinQvF8Z8knhBTqYYcU6rGEFOqxFEkhr0/IM3p56vxDDz1EPXv2pFq1aulfhRPWCCmUNQqkUMbJVioh6Qa9szScNh88R7xEYZsaZejle+qQpxOtVxh55jLdMWVNltsYf29deqxtiOMQlGtwdincHn2RXvp+D0WcvmzuvGa5YtTztiDadOgC8YxiLtXLFDOjgiyD5TNIozIqUXWQQhEmUQhSKMIkCkEKRZjsClk+PuYf+rzsy3fffWfeLWzYsKFZIobfJ0ybyGHXGQtIGFIoa6iCIIWbDp6ny9eumxmatcv7y24sH1PDF+5IX1Ik7bQ8k/S9frfZvApejy4hKZmuXb9B15KSKeGfP3lCwv///UYOmbSvZ3d81mNiryZRTHzqYsgZCzPlEcPgkkUNX/4z46hXPmLMdCpnl8L7P9xIYdEXs8XTrGpg+rIyPt7OsTA8pFCvJ0MK9VhCCvVYptVkKYUZT3no0CH69ddfzcxj3umEl4rhBU1dsUAKZa3qzFJ4IiaeBs3dSjzKlVYebV2VXu9ZT3ZzwlRiJglLJh75YzG7WdYyilqqxKVmZv0RSf+sN5x+Rm9PD2oeUtLIHmdMNq3efwSQz+uMpZCXJwWXLJIuiUYWA/9fGvl9xLwuziCFN5JT6FRcAp2KTaDT//zJ/8+PjNMeDd/M4cOHmlK3BuXzGo/d9UMK7UaW4wGQQj2WkEI9lnZLIc9EXrt2Lf30009m0erg4GAzAcVVd1+AFMo6mzNL4X9//ZvmrD2U5UZeuLs2lfArnC5c6aNsGcQrfQTun69lkjKWwHRBu5E+CUBGTC/Fj5d9CnmSr7eX+dPH24t8vT3//+9pX/vnz4zZtGMyHWsjf+XaDeoxYx2x6GQs/ZsFU+lihenIhXg6euEqHbl4lS5eSbR5k4FFC2eVxgwjjRqb/OW1FCbdSDaylyZ9N//J4sefp+0uImn1wt6edODNbpJovmcghXrIIYV6LCGFeixFUsgLSPNoIO8zzP9xZ+Z9gnv37m12NHHlPVohhbLO5sxS+Nhn2+iP/WdkN+JAikf1fAqlCZkX8SM/30Kpf/7/1zNKW+YMb03GI0kZS42yxeiNnvUz1ZVWp+8/8sYSkZ/l979P08froujwuStUokgh6tW4Iv2rY/Usl8CP6o9cuJoqiel//iONF64SC5Wtwo+gU0cWi2R6LM0jjiX9Clve8l8nYmn5XyfpXOwVql2xFD3UsjLx6KW0sPBnkb3Y1BE+Fr2TcfF0Ji51aZicSjFfbwoKKGLeBSxf3DfLn1N+O0Ar/z6d6fDuDSrQBw81kV5mvuYghXq4IYV6LCGFeixFUjh16lSaNWsWtWzZ0mwzd+edd7rsyODNaCGFss7mrFK4cMsRemdZOMVl8x5cuxqlqWJgkczS9s9oW3YjZ5lH2FJFL6P42SMc2VFdc+Asvbhoj5EOLixFk/o2pFbVSskaoYClWKyMLF7MKo03y/HNt8YLNKe9u5hJGv95PL3nWAz1nb0p02FNqwTSon+1MV+7kng9dYQvTfD+Ge1LFb540wYXLEY6ue2DShQx707ynyx95W6SvzL+PjZb5VLCdXrzl320+VDqjiTc1q/cU9cs9eOMBVKo1yqQQj2WkEI9liIp3LVrl9lomtcmzFgSExNp9erVdPvtt5OPj+1//PQvOX9qhBTKODubFPK7Wp9vOkzbD2f/En/tcv60/N8dZDeXz6k9h8+Y0fcGVcrk85md53T8LmbmEcYMI44X49OXw8npiosW9qKriTeyfMwjj7EJSdn+kpAxzI/k02Qv459pI35p8uc8xPLnSiCFepwhhXosIYV6LEVSePPpDh48SIsWLaKFCxeaR8m8zV3x4rdm3Sx9FJlrhBTKCDuLFPJj4nkbo9MfFzeoGEDPdKpBXh4etHzfKSMDvMTH4LZVzciOMxZnX6fQGZidv5KYozQeuxhveYll/X2oQokiFBTgm+lPFsC0x7zOtBSQ5Q3lUwBSqAcaUqjHElKox1IshTzBhCeWfPXVV0YCeScT3o+YdzUJDAzUvyInqRFSKGuIWy2FPCLII4Npszn50eIzHavTgy0yj27L7ubWpiCFjvHnGdxjF+0x+wPfXGY/3JS61Clr17uFjl2Nax0NKdRrT0ihHktIoR5LSyn866+/zNIzvIA1L17N6xMeOHCANm/erH8VTlgjpFDWKLdKCvefumRkkN8d5MIzWp+6vRo9fXvWiQ+yO7n1KUih423Ayw898NEm4hHFtHJ3vfL00SNNHa/cjWuAFOo1PqRQjyWkUI9ljlIYFxdndi8JDw+nbt26Ua9evcw2d1u2bKHRo0dDCvXboEDXmN9SeDwmnuZtPEyfb4o2y8LwzN8hHarRMx1rOO1L+tIGhhRKSdnOxVxNot/2naQzFy9RneAy1Dm0rE7FblwLpFCv8SGFeiwhhXosc5TCS5cu0ZAhQ8yj4s6dO9N9991n/uT/hxTqN0BBrzG/pJDfCWQRZCE8ezl1OZABLSrTsE7VqVJg0YKO0Vw/pFCvGfN6nUK9Ky0YNUEK9doJUqjHElKoxzJHKUz7IDIy0kwq+fLLL82X6tSpQ1FRURgp1G+DAl1jXkshL/47b1M0fb7xMEWdu2JY8Xpu/N5g/YoBBZrdzRcPKdRrTkihHkuuCVKoxxNSqMcSUqjH0lIK0wLXrl2jVatW0ddff00bNmyg0NBQs4A1TzTB3sf6DVLQasxLKfwu7BjN23SY9hyLNVja1Sxt3hnkdQZdsUAK9VoVUqjHElKoyxJSqMcTUqjHUiyFGU8ZHR1NixcvNjOR+TdH7H2s3yAFrca8kMLle0/R5xujaePBcwZHo+ASNKR9NbqnYYWChseu64UU2oXLZhhSqMcSUqjLElKoxxNSqMcyV1KYdhD/g8v7ILdt2xaLV+u3SYGqUVMKWQJZBlkKufC6go+3CzHblLlDgRTqtTKkUI8lpFCXJaRQjyekUI+lQ1KofxnOVyOWpJG1iYYU8uNhfkzMj4u58ALDvMg0zyh2pwIp1GttSKEeS0ihLktIoR5PSKEeS0ihBUtIoayzOSKFPHGEJ5DwRBKeUFKksBc92roq/atjdQooUkh2AS6UghTqNSakUI8lpFCXJaRQjyekUI8lpBBSqNKbciOFvKRM2lqDvNQMl4daVqGhHapRlVKusbxMbuBCCnNDLftjIIV6LCGFuiwhhXo8IYV6LCGFkEKV3mSPFPJi02lrDfIi1FzuaxRET7YLoYaVSqhcT0GuBFKo13qQQj2WkEJdlpBCPZ6QQj2WkEJIoUpvkkohb0fH29Lx9nRceJeJwW2qUodaZVSuwxUqgRTqtSKkUI8lpFCXJaRQjyekUI8lpBBSqNKbrKTwp90njAxuP3zRnK951ZL0aJsq1KNhkMr5XakSSKFea0IK9VhCCnVZQgr1eEIK9VhCCiGFKr0pJyn8Y/8ZmrcxmvhPLqHl/enRNlXN1nQo2ROAFOr1DEihHktIoS5LSKEeT0ihHktIIaRQpTedOnOWypQqSV5eXqY+HhHkkUEeIeRSMbCImVH8ZPsQ8vTwUDmnq1YCKdRrWUihHktIoS5LSKEeT0ihHktIIaTQod701dYjNHvNITp8/gqVKFqI7qhTjgp7exK/O8iFl5QZ1LoqPda2KpX0K+zQudzlYEihXktDCvVYQgp1WUIK9XhCCvVYQgohhbnuTby+YKfJq7M9nkcD+Z1BFsKQ0n65Poc7Hggp1Gt1SKEeS0ihLktIoR5PSKEeS0ghpDDXvWnJrhP03Fc7sxzPEjj9wcbUoFJArut25wMhhXqtDynUYwkp1GUJKdTjCSnUYwkphBTmujflJIUPtqhM7/RpkOt63f1ASKFeD4AU6rGEFOqyhBTq8YQU6rGEFEIKc92bPlpzkN5eGp7l+El9G1K/ZsG5rtfdD4QU6vUASKEeS0ihLktIoR5PSKEeS0ghpDBXvenrbUdp7KI95tgSRQtTzNVEM9Gkf7NgGte9Tq7qxEGpBCCFej0BUqjHElKoyxJSqMcTUqjHElIIKbS7N/HM4nGL/zTHje0aSv/qWJ1uXpLG7kpxQDoBSKFeZ4AU6rGEFOqyhBTq8YQU6rGEFEIK7epN8zZF02tL/jLH8Ijg0A7VzN+tdjSx6yRuHoYU6nUASKEeS0ihLktIoR5PSKEeS0ghpFDcm+ZuiKI3ftpn8q/cU9csRJ1WIIVijJZBSKElInEAUihGJQqeP3+eAgICyNvbW5RHKGcCkEK93gEp1GMJKYQUinrTnHWH6L+//G2y4++tZxajzlgghSKMohCkUIRJFIIUijCJQ5BCMSrLIKTQEpE4ACkUoxIHPVJSUlLEaTcK1qxZkyIiItzojrPe6oerD9K7y1JnGb/Rs55ZkPrmAinU6yKQQj2WkEI9llwTpFCPJ6RQjyWkUI9lWk2QwhyYursUzlwVSZNX7Dd03uxVnx5uVSVbUpBCvW9KSKEeS0ihHktIoS5LSKEeT0ihHktIoQVLd5bCqSsjaOrKA4bQ230a0IAWlXOkBSnU+6aEFOqxhBTqsYQU6rKEFOrxhBTqsYQUQgqzJfDeiv00Y1Wk+Wxi34Zm/UFbBVKo900JKdRjCSnUYwkp1GUJKdTjCSnUYwkphBRmIcDvD/J7hFze63cb3d+0kmWPgxRaIhIHIIViVJZBSKElIrsCeKfQLlw2w5BCPZaQQj2WkEJIYSYCb/36N3289pD52vsPNKLejSuKehukUIRJFIIUijCJQpBCESZxCFIoRmUZhBRaIhIHIIViVOIgJprkgMqd3inkNQh5LUIu0wc0pvtuCxJ3IEihGJVlEFJoiUgcgBSKUYmCkEIRJlEIUijCJApBCkWY7ApBCt1cCl9bspfmbTpMnh4eNGNAY7qnYQW7OhCk0C5cNsOQQj2WkEI9llwTpFCPJ6RQjyWkUI9lWk2QQjeWwpcX/0kLthwhby8WwibUrX55u3sYpNBuZDkeACnUYwkp1GMJKdRlCSnU4wkp1GMJKbRg6eqPj8cu2kNfbztKPt6eNGNgE7qrbrlc9S5IYa6wZXsQpFCPJaRQjyWkUJclpFCPJ6RQjyWk0I2l8Plvd9OisGNUtLCXGSHsUqdsrnsWpDDX6LIcCCnUYwkp1GMJKdRlCSnU4wkp1GMJKXRTKRz51S76Yddx8vf1Nu8QdqydeyFkhJBCvW9KSKEeS0ihHktIoS5LSKEeT0ihHktIoRtK4fCFO+jnPScpoEghI4QdapVxuEdBCh1GmF4BpFCPJaRQjyWkUJclpFCPJ6RQjyWk0I2k8HpyCrEQLvvrFJX0K2yEsG2N0iq9CVKogtFUAinUYwkp1GMJKdRlCSnU4wkp1GMJKXQTKUxIukHPfrmTftt3msr4+xghbFWtlFpPghSqoYQU6qEkSKEiTCxJowoTUqiHE1KoxxJS6AZSeOXadRq+cCf9sf8MlSvua4SwRUhJ1V4EKdTDiZFCPZaQQj2WGCnUZQkp1OMJKdRjCSl0cSmMjU8yQrgu4iwFlShihLBplUD1HgQp1EMKKdRjCSnUYwkp1GUJKdTjCSnUYwkpdGEpvHAl0bxDuPHgeQouWdQIYaPgEvq9B7OPVZlCCvVwQgr1WEIKdVlCCvV4Qgr1WEIKXVQKz1y6ZoRwa9QFqlrKzwhhg0oB+j3nnxoxUqiHFlKoxxJSqMcSUqjLElKoxxNSqMcSUuiCUngyNp6GLdhJO45cpGplihkhrBdUXL/XZKgRUqiHF1KoxxJSqMcSUqjLElKoxxNSqMcSUuhiUnj0wlUatnAn7TkWQzXLsRA2odDy/vo95qYaIYV6iCGFeiwhhXosIYW6LCGFejwhhXosIYUuJIVR566YR8Z7T8QZEeQRwprl8l4IGSGkUO+bElKoxxJSqMcSUqjLElKoxxNSqMeywEphSkoKxcXFUUBA1vfkuIMkJCSQn59fFlK2PssOa82aNSkiIkKfuHKNkWcu07CFO2j/qUvmUfH0AY2pepliymfJuTpIoR5qSKEeS0ihHktIoS5LSKEeT0ihHkunlcKpU6fSrFmz0u80ODiYVq1aZf5/zZo19Nxzz5m/ly1blmbPnk3VqlUz/8/H8LEshM2bN0//u9VnOSEtCFIYfuoSDVuwgw6evWwmk/AIIU8uyc8CKdSjDSnUYwkp1GMJKdRlCSnU4wkp1GPptFL42muvUd26dal3797mGj09PalQoUJmBLBVq1b0wQcfUJs2bWjhwoW0aNEi89+ePXto6NChtGTJEipdujSNHj2aWCZHjRpl8zNbOJ1dCvlRMQvh4fNXzHIzLIS8/Ex+F0ihHnFIoR5LSKEeS0ihLktIoR5PSKEeS6eVwmHDhlGfPn2oS5cume5248aNNGHCBFqxYoX5OktigwYNaPXq1fTdd9+ZR8qvvvqq+SwsLIxGjhxJ69ato2nTpuX4WUGVwt3HYowQHrsYbxakZiHkBapvRYEU6lGHFOqxhBTqsYQU6rKEFOrxhBTqsXRaKXzwwQcpKCiIypcvTy1btqTWrVtT4cKFzSjgsmXL6MMPP0yn0LlzZ5o8ebKRwtDQUBo0aJD57MyZM9S2bVsKDw83opjTZ15eXjkSddaRwrDoi+YdwlOxCdS8akmaMbAxlS/uq98zhDVCCoWgBDFIoQCSMAIpFIISxs6fP2/e4/b29hYegVhOBCCFen0DUqjH0mmlkOXv4sWLdO3aNVq5ciXFxsbS8uXLacGCBbRjxw6aMmVKOoVevXqZR8TffPMNdejQgfr3728+41HDpk2b0q5du2js2LE5fpY2IeWNN97IQvaLL76g7du36xN3oMawo7E0ZnE4nb+SRM0qB9C7vWpTab/CDtTo+KHcTiztHh4ejlfm5jWwyHDBD17HO0JycjIlJSWRj4+P45WhBvPvMb/Gw6/zoDhGAN/njvHLeDRPPE1MTMT3uQBpdpNzszvMI4WpOmnhf9R50sjHH39sRv9++ukn+uijj9KvlkcKWRL5vcLq1avT4MGDzWenTp2i9u3b0/79+2n8+PE5fpb2Dxw/Zr65PP744/Tnn386DZnNURdp5Ld/UszVJGpdrSS917c+lSxa6JZf36VLl8zkHvywcLwp+JUIlmuIjOMsWQqvXr1KxYrl30x8x6/aeWvgUeyiRYvi+1yhiViw+ceur++te8KjcBtOUQV/n/PIq79//izB5hQ3ncuLkPY3p5ZCvvd+/fqZEcCQkBB64YUX0mcix8fHU8OGDc07hT/++COdPHmS0kb8Nm/eTGPGjDHvFPLj5pw+s8XWmR4fr404a94hvJRwnTrULEPTBzamEkVuvRAyPzw+zuV3aDaH4fGxHks8PtZjyTXh8bEeTzw+1mOJx8d6LNNqciop5AbeuXOnefTLvwGw1A0ZMsQ8NubfUvk9wbfffps6depEc+fONTL4ww8/UGRkJPXt25d++eUX8y7iiBEjqGrVqkYMbX3mrFLI+xfvOxFLnh4eRgRHf7eb4hNvUMfaZc2kEn9f53mvB1Ko900JKdRjCSnUYwkp1GUJKdTjCSnUY+mUUsj/kLPc7d27N329wYEDBxoJ5MLv+A0fPtzMPC5ZsqRZnoYnkXCZN29e+vuGTZo0offffz99gWtbn+WE9FaNFH697SiNXbQny2V1qcNC2ISKFs55cox+97CuEVJozUiagBRKSVnnIIXWjOxJYKTQHlq2s5BCPZaQQj2WTimFaRfF76nxzGAeHcyu8OQTV93RpM07q+hETHym2w4oUoi2jutCPoWcSwj5IiGFet+UkEI9lpBCPZYYKdRlCSnU4wkp1GPp1FKof5v213grRgrj4pOo4eup6zBmLH4+3rT39bvtv4l8OAJSqAcZUqjHElKoxxJSqMsSUqjHE1KoxxJSaMHyVkjhjeQUqvHyr3TzfPAKAb606aXMi3nrd4Xc1QgpzB237I6CFOqxhBTqsYQU6rKEFOrxhBTqsYQUOqEU8iWN/nY3fRd2LNPVPX17dXqxW+q7k85WIIV6LQIp1GMJKdRjCSnUZQkp1OMJKdRjCSl0Uinky5q95iDtPBJDnp4e1DKkJA1uU1W/5ZVqhBQqgSQiSKEeS0ihHktIoS5LSKEeT0ihHktIoRNLoX4z512NkEI9tpBCPZaQQj2WkEJdlpBCPZ6QQj2WkEJIoUpvghSqYDSVQAr1WEIK9VhCCnVZQgr1eEIK9VhCCiGFKr0JUqiCEVKoh9HUBCnUBYp1CvV4Qgr1WEIK9VhCCiGFKr0JUqiCEVKohxFSqMwSI4W6QCGFejwhhXosIYWQQpXeBClUwQgp1MMIKVRmCSnUBQop1OMJKdRjCSmEFKr0JkihCkZIoR5GSKEyS0ihLlBIoR5PSKEeS0ghpFClN0EKVTBCCvUwQgqVWUIKdYFCCvV4Qgr1WEIKIYUqvQlSqIIRUqiHEVKozBJSqAsUUqjHE1KoxxJSCClU6U2QQhWMkEI9jJBCZZaQQl2gkEI9npBCPZaQQkihSm+CFKpghBTqYYQUKrOEFOoChRTq8YQU6rGEFEIKVXoTpFAFI6RQDyOkUJklpFAXKKRQjyekUI8lpBBSqNKbIIUqGCGFehghhcosIYW6QCGFejwhhXosIYWQQpXeBClUwQgp1MMIKVRmCSnUBQop1OMJKdRjCSmEFKr0JkihCkZIoR5GSKEyS0ihLlBIoR5PSKEeS0ghpFClN0EKVTBCCvUwQgqVWUIKdYFCCvV4Qgr1WEIKBVKojxs1ggAIgAAIgAAIgED+EoiIiBCd0CMlJSVFlEQIBLIh8Mgjj9CkSZOofPny4OMggc8++4x8fHxo4MCBDtaEww8fPkz//e9/ac6cOYChQOCpp56isWPHUrVq1RRqc+8qvvrqK+LRwieeeMK9QSjc/enTp+n555+n+fPnK9SGKpgApBD9wCECkEKH8GU6GFKoxxJSqMeSa4IU6vGEFOqxhBTqsUyrCVKoz9StaoQU6jU3pFCPJaRQjyWkUJclpFCPJ6RQjyWkUJ+lW9YIWy09tQAAEx9JREFUKdRrdkihHktIoR5LSKEuS0ihHk9IoR5LSKE+S7esEVKo1+yQQj2WkEI9lpBCXZaQQj2ekEI9lpBCfZaoEQRAAARAAARAAAQKLAG8U1hgmw4XDgIgAAIgAAIgAAJ6BCCFeixREwiAAAiAAAiAAAgUWAKQwgLbdLhwEAABEAABEAABENAjACnUY+kWNV27do08PT2pUKFCWe6XtxxKSEggPz8/t2Dh6E0yr8TERCpSpEiWqnhN+bi4OAoICHD0NG51fHJyMl2/fp0KFy6c6b5jY2PJ39/f9F0Uxwjg+zx3/LLb3g7f57ljmdNR8fHx5O3tne3PJ90zuW5tkELXbVvVOwsPD6c333yT/vrrL1Pv3XffTRMmTEgXmlmzZtHUqVONEDZv3jz976oX4SKV8cxYZrl9+3ZzR/Xr1ze7RTRo0MD8/5o1a+i5554zfy9btizNnj0bO0kI25775LJly2jz5s3miCNHjpiFl0+ePGn+f+LEiXTXXXcJa3O/GP9QbdiwYaYbf//996lHjx7ma/g+t79P/PLLL/Tee+9RUlISFStWjJYuXYrvczsx8i8ioaGhWY7ivrpo0SLifjtmzBhav369yfCqGKNGjSIPDw87z4Q4pBB9QERgz549dPToUerevTtdvXrVbNHUv39/6tOnD/FnQ4cOpSVLllDp0qVp9OjRFBwcbL4pUbISOHv2LG3ZsoW6detmPvzwww9p165d9Mknn5iR1latWtEHH3xAbdq0oYULF5p/9Pg/FNsENm7cSK+88orpn2lSOGTIECPbI0aMoH379lHPnj2NjGMENnuWLM+9e/c2v5ikFR558fLywvd5Lr4BmSP3yU8//ZRq1aqVXgO+z+2HyU9VMu7K+/rrr1NgYKCRwblz59Lq1asNZ/7+5z78xhtvULt27ew/kZsfASl08w6Q29ufPn06Xbp0iV5++WWaNm2aedT56quvmurCwsJo5MiRtG7dutxW71bHLV682Pyj9tNPPxGLDY92rVixwjDgHx4sNfwPXsWKFd2Kiz03y4+H+QfB+PHjzagrS2HaqBczLVOmjKlu8ODB5heZ++67z57q3SbLTwT4hyz3xZsLvs/t7wYPP/ww9evXz/wykrHg+9x+lhmPuHjxIrVo0SL938UHH3yQHnvsMfMEiws/XTl27Jh5IoNiHwFIoX28kCYyv63xD+Bhw4bRnXfeSePGjTND+4MGDTJ8zpw5Q23btiX+AcMjDChZCbDsHThwwIwQ/u9//zMjWb169TKjrfz4k0cP00rnzp1p8uTJ1KRJE6DMgQCLII/E8KNh/iHMUsg/FDp16kQRERHpR7FwBwUFmZFtlKwENm3aRP/+97/p/vvvN6P+d9xxhxn154Lvc/t7TM2aNYl/gWau/E5r3759KSQkBN/n9qPMdARLH4/8M1su7du3p48++ojq1q1r/p8f0X/77bfml20U+whACu3jhTSR+ebjUUCWGX60NHz4cOrQoYN5nMyFRw2bNm1qhAeTTrLvMlFRUUYEWZxbtmxpHjGxWM+fP5927NhBU6ZMST+QZZEfxTNjlKwEVq5cafok7xRx4sSJdClktjyCwP0wrfA7hTzZhF9xQMlKgH+hY44lS5Y0P3R//fVXevvtt82rDvg+t6/H8Oh1s2bNzL+F/BoD/xLI39csiPyLH77P7eOZlubJjrfffjvNnDnT8OXC8r18+fL0d6/5ycqMGTPw2k0uEEMKcwHNnQ/hl6bfeecd+uGHH6hUqVIGBT82rl69unk0x+XUqf9r70yAbSz/OP6rkCRrjKZJGFy5LSbTolKS1Mg21IQWTYOxJC1SMrQo2iwNJUu49mq62dtVdqGUMShqWqZESUWhovn8/vOe/7nXufe8x7ldvfd8n5k7zD3P+yyf533v+Z7fdnb4J7etW7cq2zPJzcIfON6EsQyuWLHCP+HiukPkBA1LIW8mjRo1yuRbL+Hed+/ebfDBclC3bl23DnIfIhSxxua3FA4ZMsQtX7xJqyUnwIcUBAz/6jlPziu+R34XJ68FwrpcuXJ6zlPDGevNew+xg/EhDrzf8DeUpD3awoULLTc3V5bCo2AsUXgU0DL1EoKmcdPl5ORYVlZWDAMPIwHqBPbScN0Rl6SYwnB3CrGZuIYRhHv27LEBAwbYkiVL/OIgLk4xhYlZLl261JOeEjVc8cRy0ee0007zLp07d/YfxRSGuzfJ5kTIYG3Vcx6OWdCLMBtCGuKf3YEDB/rviBPWc54aT3rDlGRHKgrgQQkaoUt4qoIseayIGCcUU5g6Y4nC1Jll5BVkbHbr1s0/oWVnZ8cYlC1b1rZt2+axMlgRa9So4W7RWrVquTBUO5IAbqRKlSp5uRlEH1YY3JpkcVNfj3hMXHZYuYiJmT9/vltm1ZITIEM+iCmkN/FxCELuxU8++cRfW7t2rfNXO5IALneeYfjgSsY6iFWLsjR6zlO/Y4jDpPGBGSs2QgYLF3Gtes5T50mCTu/evd3wwHtP0PC28DeSkCayj/kwOHToUGvWrFnqk2T4FRKFGX4DhN0+7jY+8eZvmzZtciEzbdq0WBwcVi/eRFT2IzFdXBvEEPJHDRcnsYJkKZJNR0OAY53hNWK7KE+TqEZX2LPLpH75RSHCplevXrZ9+3bHgOUgsCZkEpewe+XeJHifuGAK1GNRvf3222OhInrOw5L8Xz/CG4gHJjSEsIWuXbv6j57z1DgGvbEQ4iLu27dvngGoAcnfVOIKKRLOPYtXS8XqU+csUZg6M11RAAF900H4WwNWuI3JSCwoQ5tAdQnr8EwL6wlrkp70JhGO5969e51XouK/es7DMYzvhVDB4pqIp57z1HkWdIW+0SR9lhKF6TPUCCIgAiIgAiIgAiIQeQIShZE/Qm1ABERABERABERABNInIFGYPkONIAIiIAIiIAIiIAKRJyBRGPkj1AZEQAREQAREQAREIH0CEoXpM9QIIiACIiACIiACIhB5AhKFkT9CbUAEREAEREAEREAE0icgUZg+Q40gAiIgAiIgAiIgApEnIFEY+SPUBkRABERABERABEQgfQIShekz1AgiIAIiIAIiIAIiEHkCEoWRP0JtQAREQAREQAREQATSJyBRmD5DjSACIiACIiACIiACkScgURj5I9QGREAEREAEREAERCB9AhKF6TPUCCIgAiIgAiIgAiIQeQIShZE/Qm1ABERABERABERABNInIFGYPkONIAIiIAIiIAIiIAKRJyBRGPkj1AZEQAREQAREQAREIH0CEoXpM9QIIiACIiACIiACIhB5AhKFkT9CbUAESj6BXbt22e+//+4bLVWqlFWvXt1Kly5d8jdeRDv8+uuvnVnZsmVtx44dduDAgTwj89pJJ51UJLPt3r3bDh06ZKeeemqRjKdBREAEio+ARGHxsdZMIiACR0mgT58+9tZbb8WuPvnkk+2GG26we+65p8jEzFEu7T9/GdwGDBhg77//vlWqVMlatmxpX375ZZ51T5w40Zo1a1Yke5k3b5499NBDtnTpUqtQoUKRjKlBREAEioeARGHxcNYsIiACaRBAFFatWtWGDBliP/zwg23cuNEeeOABu/XWW10YqiUm8Mcff7gI7Nq1q3Xr1s07NWrUyEaPHm0XXXRR7KIyZcrYCSecUCQY//77b2vfvr1dcsklNnDgwCIZU4OIgAgUDwGJwuLhrFlEQATSIIAorFatmj388MOxUe6//37DrTx58mTDOrV48WIbP3587PU1a9bYY489ZgsWLPDfjRkzxsqVK+ei8vXXX3cLY9u2bV1YYtFirJtuuskeeeQRe/bZZ23Lli12+eWXW6dOnVzgBC03N9emTJli33zzjQsshGqdOnVic7DOffv22dSpU6127do2bdq0PDv/888/fXwseFjsEGc9e/a0yy67zPv9+OOPNmPGDN/Pzp073e1Lu/rqq+2+++4zrkfUzZ8/3//fvHlzF8iJrHLM/fzzz9t7773n+6V/w4YNbeHChZaVlZX0RIYOHWp//fWXMwnad999Z7fddpuNHDnSx0203w8++MBF6IoVK2LrTzqZOoiACBxzAhKFx/wItAAREIFkBPKLQqxRl156qXXp0sXuvPNOF1EzZ850sRc03KXdu3e3zz//3H+FeJs9e7a7SRF6P//8s4tGBM5dd93lsXZNmzZ1iyRCEcE3Z84cH3PdunVWsWJFe/PNN+2OO+6wu+++284++2wXpNu3b7e3337b4/WYA7GH+Ozdu7edddZZlp2dfcT2Hn30Uatfv77/sKb169fbkiVLvB+Ccfny5fb444/bb7/9Zuwdax8iGLc5Qo05WPOJJ57o4uy8886zUaNGHTEP1+zdu9eee+45fw3hi8BlbGIyEXTnn3++rzdRYx7mX7t2rbueaex5woQJLvgQi4n2y7oZNycnJ4+gTnbOel0ERODYEpAoPLb8NbsIiEAIAgiTn376yS173377rb3zzjt+1YsvvmhnnHFGaFGIZQuxGLhK462NgSh88sknrUOHDj7+V199ZS1atLCXXnrJRU7Hjh3dKvj000/76wjOVq1a+TqwKgbCkzlOP/30EDv7/xyIKyyLCFP2i3ClDR482L7//nubNGmS/frrr9a4cWMbPny4XX/99f46wpU+H3/8sZUvXz7PnKy3SZMm1r9//5govPHGG134Iha3bdvm/0foYUHM3w4ePGgXXnihWyKD9bRp08auuOIKH7Ow/V588cXWt29ft76qiYAIRIOARGE0zkmrFIGMJoBIwpqGcEEgIWY+/PBDq1y5snMJaynEUjZu3LgYSyxeWOgQVoEonDt3bh7rXr169dzihbjCsodwO/PMM32Mw4cPG65SrHeIJkTS5s2b7ZVXXin0vLC8IRwRuL/88otb3V599VU799xzfRzmwJpHFi/i76qrrnKBtWnTJo/XQxiecsopPgfZvp9++qm7m1lrfMPaiWBEHCZquKeJN0RMsubXXnvN10RD1CKOEcCrV6/29WEVvfbaa23RokXOorD93nzzzX5eDz74YEbfu9q8CESJgERhlE5LaxWBDCUQ7z7es2ePu4CJWcOVW5AofOONN1xIxbuPSbwIrHxcl0gUBha7AHUgCon9a9CggYsyLGXxDRcxQg6RlH+O/EdGpu9TTz1lt9xyi7uoiQXEzR2IQgQjbnEsePv373cL5YgRI1wAf/TRR4alD/d1zZo18wyNhREXd35ROGjQIM/ULqgRd4ioJYYSwfzZZ595V0QffAMhCE9+cJUjnGmF7bdz5852zjnnSBRm6DOrbUeTgERhNM9NqxaBjCKQP6Zw+vTpRlxe4KbFvYtLFWti4Bp+4YUXXEwVlSgkFo/YPsTS2LFjE/IPIwpJDCEeEiFGw6Xdo0ePmChcuXKlxyOSIIKlLYjlo28QE0jJFyxxyRpi8IILLvCSNAU1LJJYAoOEnET9sF7iHkcMEm8ZzF3YfhG8uOcRh2oiIALRICBRGI1z0ipFIKMJ5BeFZNFed911MYGGK5nYNYTiNddc44kaw4YN8zjEohSFs2bN8hp8ZAETS0iMH+VxWAsu2DCikL1QPPqZZ55xK9wTTzxhGzZsiIlCMqgRuSTQkABSpUoVtyhStJvG74kfpBQP4pLC1PwEcZDxNwolYXAvB1nZJMzABOsjru9ly5a5OCXhpnXr1gXeY0HtQbKqEZBYMQuzFGLNRYwq0SSjH1ttPoIEJAojeGhasghkGgHcmJRmQXQFLcguxmqIa5esXWIDET2IFtzLJI0UJgpx5b777rt5Ygpxj9aqVSs2T+A+xlJI1jMCKz7TF7cxIg73bhhRiACktA7xgTREJokerB/LIP/ixq1bt66/TvwkWcdYFJmDGESEHEItaAjhRNZLMpthQMwiY1CmB6FIOZ2gUQ6nX79+MdGZ6N7CJU68I0k38TGZBe03yNJetWqVvtkk0x5W7TfSBCQKI318WrwIiEA8AUQb1rsgAeXfooOVDfFJSZgg4SPVuRB3WBfji0YjUO+9916P26NcDI09UaMQty3lc4LG77ECMj/lcBI1YhK5lvhFXNRB4zoanI477rikSw+yniltgwu9sMa6sDpeeeWVhbqtk06qDiIgAsVOQKKw2JFrQhEQARFITODll1/2uoN8RRzfMkKjwDVCDDdzQVnEhfGkziLWQVzFRytgccVzPXGHgRu7oDmD+cjKzp/4onMXARH4bxOQKPxvn49WJwIikEEEqAvYrl07L6xNcewvvvjCXb3EC5JIc/zxx6dMA6smZXJwiRdUpLqgQcnURuSxBkrWENuYrFEyiFI6Yes0JhtPr4uACBQfAYnC4mOtmURABEQgKQFE3NatWz15hHI1iLkaNWokve7f6ECZGmoZkjTC1+SpiYAIlGwCEoUl+3y1OxEQAREQAREQAREIRUCiMBQmdRIBERABERABERCBkk1AorBkn692JwIiIAIiIAIiIAKhCEgUhsKkTiIgAiIgAiIgAiJQsglIFJbs89XuREAEREAEREAERCAUAYnCUJjUSQREQAREQAREQARKNoF/AAhlPeOQQ2xyAAAAAElFTkSuQmCC", + "image/png": 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", "image/svg+xml": [ - "2040605000550060006500Runner age (5-yr)Average race time (sec)" + "2040605000550060006500Runner age (5-yr)Average race time (sec)" ] }, "metadata": {}, @@ -4046,7 +4141,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "It's tempting to look at this plot and conclude that, for instance, a runner at age 60 can typically expect to take an additional 600 seconds to finish the run than when they were 40. \n", "However, this is a *cross-sectional* study, not a *longitudinal* study. The study does not follow people over time; instead, it gets a snapshot of a cross section of people.\n", @@ -4059,7 +4156,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "The design is even more complex because we have race results from many years.\n", "Each year forms a cohort, a group of racers, and from one year to the next, the cohort changes.\n", @@ -4069,7 +4168,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 36, "metadata": { "tags": [ "remove-cell" @@ -4088,7 +4187,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 37, "metadata": { "tags": [ "hide-input" @@ -4636,12 +4735,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -5160,9 +5257,9 @@ } } }, - "image/png": 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", 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", "image/svg+xml": [ - "204060500060007000Race year199920052010Runner age (5-yr)Median race time (sec)" + "204060500060007000Race year199920052010Runner age (5-yr)Median race time (sec)" ] }, "metadata": {}, @@ -5182,7 +5279,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "We see that the median race times in 2010 are higher at every age group than the times for \n", "the runners in 2005, and in turn, the times are higher for the runners in 2005 than for the runners in 1999.\n", @@ -5192,17 +5291,19 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "## Unequal Sampling\n", "\n", "In a scientific study, we must consider the sample design because it can impact our plots. Some samples draw individuals at unequal rates and this needs to be accounted for in our visualizations.\n", - "We saw an example of a scientific study in {numref}`Chapters %s ` and {numref}` %s `: the Drug Abuse Warning Network (DAWN) survey. These data are from a complex randomized study of drug-related emergency room visits, and each record comes with its weight that we must use in order to accurately represent the emergency room visits in the population. The two bar plots that follow show the distribution of the type of ER visit. The one on the left doesn't use the survey weights and the one on the right does:" + "We saw an example of a scientific study in {numref}`Chapters %s ` and {numref}`%s `: the Drug Abuse Warning Network (DAWN) survey. These data are from a complex randomized study of drug-related emergency room visits, and each record comes with its weight that we must use in order to accurately represent the emergency room visits in the population. The two bar plots that follow show the distribution of the type of ER visit. The one on the left doesn't use the survey weights and the one on the right does:" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 42, "metadata": { "tags": [ "remove-cell" @@ -5211,13 +5312,13 @@ "outputs": [], "source": [ "dawn_type = dawn.groupby('type')['wt'].sum()\n", - "dawn_wt_norm = dawn_type/sum(dawn_type)\n", + "dawn_wt_norm = dawn_type / sum(dawn_type)\n", "dawn_wts = dawn_wt_norm.sort_values(ascending=False)\n", "\n", "dawn_cts = dawn['type'].value_counts(normalize=True)\n", "\n", "types = {1:'suicide attempt', 2:'detox', 3:'alcohol', 4:'adverse reaction',\n", - " 5:'overmedication', 6:'malicious poisoning', 7:'accidental ingestion', \n", + " 5:'overmedication', 6:'malicious poisoning', 7:'accidental ingestion', \n", " 8:'other'}\n", "\n", "types_ct = {k: types[k] for k in dawn_cts.index}\n", @@ -5226,7 +5327,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 43, "metadata": { "tags": [ "hide-input" @@ -5307,14 +5408,14 @@ ], "xaxis": "x2", "y": [ - 0.454092986579416, - 0.31759324157124846, - 0.08533016050459873, - 0.04945287748494375, - 0.045065871230697815, - 0.022989247379936507, - 0.02242260252573724, - 0.003053012723421613 + 0.45409298657940544, + 0.31759324157124674, + 0.08533016050460265, + 0.049452877484947366, + 0.0450658712307002, + 0.022989247379937624, + 0.022422602525738244, + 0.003053012723421758 ], "yaxis": "y2" } @@ -5701,12 +5802,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -6241,15 +6340,15 @@ ], "range": [ 0, - 0.4779926174520168 + 0.4779926174520057 ], "type": "linear" } } }, - "image/png": 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", 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", "image/svg+xml": [ - "adverse reactionotherovermedicationdetoxsuicide attemptalcoholaccidental ingestionmalicious poisoning00.10.20.30.4adverse reactionotherovermedicationdetoxsuicide attemptalcoholaccidental ingestionmalicious poisoning00.10.20.30.4" + "adverse reactionotherovermedicationdetoxsuicide attemptalcoholaccidental ingestionmalicious poisoning00.10.20.30.4adverse reactionotherovermedicationdetoxsuicide attemptalcoholaccidental ingestionmalicious poisoning00.10.20.30.4" ] }, "metadata": {}, @@ -6258,7 +6357,7 @@ ], "source": [ "fig1 = px.bar(x=types_ct, y=dawn_cts.values)\n", - "fig2 = px.bar(x=types_wt, y=dawn_wt_sort.values)\n", + "fig2 = px.bar(x=types_wt, y=dawn_wts.values)\n", "\n", "fig = left_right(fig1, fig2)\n", "fig.show()" @@ -6266,14 +6365,18 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "In the unweighted bar plot, the \"Other\" category is as frequent as the \"Adverse reaction\" category. However, when weighted, \"Other\" drops to about two-thirds of \"Adverse reaction.\" Ignoring sampling weights can give a misleading presentation of a distribution. Whether for a histogram, bar plot, box plot, two-dimensional contour, or smooth curve, we need to use the weights to get a representative plot. Another aspect of the data scope that can impact our choice of plots is where the data are collected, which is the topic of the next section." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "## Geographic Data\n", "\n", @@ -6284,7 +6387,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 44, "metadata": { "tags": [ "remove-cell" @@ -6311,7 +6414,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 45, "metadata": { "tags": [ "hide-input" @@ -8189,8 +8292,8 @@ "layout": { "geo": { "center": { - "lat": 39.674642017314426, - "lon": -96.93193622873447 + "lat": 38.7, + "lon": -96.6 }, "domain": { "x": [ @@ -8202,9 +8305,10 @@ 1 ] }, + "fitbounds": false, "landcolor": "rgb(217, 217, 217)", "projection": { - "scale": 0.912565488543452 + "scale": 1 }, "scope": "usa" }, @@ -8592,12 +8696,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -9086,9 +9188,9 @@ "width": 550 } }, - "image/png": 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", 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", "image/svg+xml": [ - "" + "" ] }, "metadata": {}, @@ -9106,7 +9208,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [], + "user_expressions": [] + }, "source": [ "Notice that there are many more points in California and the Eastern Seaboard.\n", "A simple histogram of air quality with data from all of these sensors would misrepresent the distribution of air quality in the US. To incorporate the spatial aspect into the distribution, we can add air quality measurements to the map with different color markers, and we can facet the histograms of air quality by location.\n", @@ -9117,7 +9222,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -9131,7 +9236,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.4" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/content/ch/11/viz_scale.ipynb b/content/ch/11/viz_scale.ipynb index 4c1feea1..17b40aef 100644 --- a/content/ch/11/viz_scale.ipynb +++ b/content/ch/11/viz_scale.ipynb @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "tags": [ "remove-cell" @@ -3550,12 +3550,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -4075,9 +4073,9 @@ } } }, - "image/png": 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", "image/svg+xml": [ - "02M4M6M8M0100200300400500Sale price (USD)count" + "02M4M6M8M0100200300400500Sale price (USD)count" ] }, "metadata": {}, @@ -4141,7 +4139,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "tags": [ "hide-input" @@ -10708,12 +10706,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -11255,9 +11251,9 @@ } } }, - "image/png": 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", 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", 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", + "image/png": 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", "image/svg+xml": [ - "204060806810121416020406080051015Height (cm)Height (cm)Longevity (yr)" + "204060806810121416020406080051015Height (cm)Height (cm)Longevity (yr)" ] }, "metadata": {}, @@ -12519,7 +12513,7 @@ "x": [ 9.652, 11.668333333333335, - 12.678124999999998 + 12.678125 ], "xaxis": "x", "y": [ @@ -12548,7 +12542,7 @@ "x": [ 9.652, 11.668333333333335, - 12.678124999999998 + 12.678125 ], "xaxis": "x2", "y": [ @@ -12941,12 +12935,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -13442,7 +13434,7 @@ ], "range": [ 0, - 13.345394736842103 + 13.345394736842104 ], "title": { "text": "Typical longevity (yr)" @@ -13495,9 +13487,9 @@ } } }, - "image/png": 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", + "image/png": 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"image/svg+xml": [ - "0510largemediumsmall81012largemediumsmallTypical longevity (yr)Typical longevity (yr)" + "0510largemediumsmall81012largemediumsmallTypical longevity (yr)Typical longevity (yr)" ] }, "metadata": {}, @@ -13530,7 +13522,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { "tags": [ "hide-input" @@ -13964,12 +13956,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -14489,9 +14479,9 @@ } } }, - "image/png": 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", + "image/png": 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", "image/svg+xml": [ - "00.20.4sportingterrierworkingtoyhoundnon-sportingherdingproportion" + "00.20.4sportingterrierworkingtoyhoundnon-sportingherdingproportion" ] }, "metadata": {}, @@ -14501,7 +14491,7 @@ "source": [ "size_props = ((dogs['group'].value_counts() / len(dogs))\n", " .reset_index()\n", - " .rename(columns={'index': 'group', 'group': 'proportion'}))\n", + " .rename(columns={'count': 'proportion'}))\n", "\n", "fig = px.scatter(size_props, x='proportion', y='group',\n", " width=350, height=250)\n", @@ -14513,7 +14503,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "In both the bar and dot plots, including 0 makes it easier for you to accurately compare the relative sizes of the categories. \n", "\n", @@ -14523,7 +14515,8 @@ { "cell_type": "markdown", "metadata": { - "tags": [] + "tags": [], + "user_expressions": [] }, "source": [ "## Revealing Shape Through Transformations" @@ -14531,7 +14524,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Another common way to adjust scale is to transform the data or the plot's axes. \n", "We use transformations for skewed data so that it is easier to inspect the distribution.\n", @@ -14545,7 +14540,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 16, "metadata": { "tags": [ "hide-input" @@ -21114,12 +21109,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -21664,9 +21657,9 @@ } } }, - "image/png": 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oZKTQVXsIhYRCQqF+X2qkJKHQiKyOMUooNOMKQqG+roRCQiGhsOL2w+Fj/f7F0pJO6awsvSkfxgiFdqpt/7kIhWY0JxTq6+qUfpbDx/o+tKokI4WMFDJSaFVrssgOodAiIR1qhlBoxjGEQn1dCYWMFDJSyEghv2ii34caLUkoNCpvyI0TCs24gFCoryuhkFBIKCQUEgr1+1CjJQmFRuUNuXFCoRkXEAr1dSUUEgoJhYRCQqF+H2q0JKHQqLwhN04oNOMCQqG+roRCQiGhkFBIKNTvQ42WJBQalTfkxgmFZlxAKNTXlVBIKCQUEgoJhfp9qNGShEKj8obcOKHQjAsIhfq6EgoJhYRCQiGhUL8PNVqSUGhU3pAbJxSacQGhUF9XQiGhkFBIKCQU6vehRksSCo3KG3LjhEIzLiAU6utKKCQUEgoJhYRC/T7UaElCoVF5Q26cUGjGBYRCfV0JhYRCQiGhkFCo34caLUkoNCpvyI0TCs24gFCoryuhkFBIKDQEhdK4oqOjERMTU3qGoqIinDt3DklJSW5nrSjP0yU2adIEu3fv1m79z6/Ixoy1ezDizlRCobaKZgsSCs3qG2rrhEIzHiAU6utqJxQeOH7G44VWjY/FXz74D97ZcsAtf9VTndA1MwtnC4rK5N2edikm/6olkhJi9W/+opLHjh1DcnIy4uLiLLEXjkb4mTvPXtP69vE333yDW2+9FePHj0fPnj2V5enTp2Py5MkKCNu2bVv6s688b5WJUBiOzSywayYUBqZXuB1NKDTjMUKhvq52QuHXP+bhthfXuV3sX+6/Dpv3HSMU6rvRkpKEQougUCJ+Dz30EL7//ns8/vjjCgp37NiBAQMGYMmSJahbty6GDRuGlJQUDB06tMK8ijxLKLSk3jvaCKHQ0e4J+uIIhUFL6NEAoVBfV7uh8Ja/rXW72Ak9WgQMhcO7NMPDHRsiIfankTl9FQBGCgFCoUVQ+I9//ANfffWVGjZu2bKlgsIpU6bg5MmTGD16tDrLli1bMHjwYKxfv77CPELhTwrY2VkF05lYWZZQaKWazrNFKDTjE0Khvq529rMSKbQSCvMLi3DkZL7bzf+q7ZW44cqaAYlCKCQUeqswAQ0f5+TkoF+/fli6dCkmTJiA1q1bKygcNWoUUlNTkZGRoc4jD/v27dsjOztbgaK3PNd8xKNHj7pd30033YRdu3ZVWNGjoqJwLO986TFJCTGIj4mG/P2FFbswY51rTmEBpq/ZA5mXManX9agab83bVkCt0MfB0lnl5eWhZs3AGreV12C3rR9//BF16tRR/oqEdOLECSQmJiIhISESble9icvIQrVq1Wy7X5nnXNkToVDfw+EOhZmrctxu/t3H2xMKNaoEI4VBRgoLCwsVAEoEsHPnzhg5cmQpFA4cOBDp6eno1auXOotEDQUYt23bhhEjRnjNcy1I6d27t9vVSbRxw4YNFbpaHq4vrvkGXx05jdpJ8Rh399UoKshXD92X/nUQM9d9rRaanDpXgJfWlkDhn+9pgqjCn0BSoy4ZK1JcXBwxgCQiXrhwQS1WipQUaf6V+5VkF/TLC1UkTJwnFOr3GITCEu0YKWSk0Fsr8jtS+NJLL+Hzzz9Xi0skjRs3Dtdffz1++ctf4oUXXkDjxo3Rt29flXf48GF07NhRRfqeffZZr3kVAYG/cwrHvLcTczfsw/+0uAyTerVEfGwJZHD1sX7HaVdJDh/bpXRozsPhYzO6Ewr1dSUUEgpdtYeRwiAjhQJ/Evkrn7p166ag79ChQxg7dqzK3rRpE4YPH67mFM6YMcNrXkVNm1Co3/GFS0lCYbh4Su86CYV6uvkqRSj0pZD3fEIhoZBQWHH78TtSWN7MxcPHMtdQhpaXLVuG+vXrY9CgQWjQoIECw4ryCIU/KWBnZ6XfpVpbklBorZ5Os0YoNOMRQqG+rnb2syYWmnBOob7vy5dkpDDISKEnKGzTpg169OihsubNm4eJEyeqn1u1aoVJkyahRo0aPvO8uZiRQusqv1MtEQqd6hlrrotQaI2O5a0QCvV1JRQyUshIoaFIoSezofiiCecU6neQoS5JKAy1B8yen1BoRl9Cob6uhEJCIaHQRijUb6ruJRkptFJNZ9oiFDrTL1ZdFaHQKiXL2iEU6utKKCQUEgoJhfz2sX4farQkodCovCE3Tig04wJCob6uhEJCIaGQUEgo1O9DjZYkFBqVN+TGCYVmXEAo1NeVUEgoJBQSCgmF+n2o0ZKEQqPyhtw4odCMCwiF+roSCgmFhEJCIaFQvw81WpJQaFTekBsnFJpxAaFQX1dCIaGQUEgoJBTq96FGSxIKjcobcuOEQjMuIBTq60ooJBQSCgmFhEL9PtRoSUKhUXlDbpxQaMYFhEJ9XQmFhEJCIaGQUKjfhxotSSg0Km/IjUciFObn50O+6R4XFxeQ/vJ1hdjYWL/KEQoDkrbMwYRCQiGhkFBIKNTvQ42WJBQalTfkxiMJCrOzs/Hcc89BgE1Sly5dMGbMGFSpUgUCfC1atCjjD/niU9euXVWefA40KytL5ffp0wdDhw5FVFSUV/8RCvWrNqGQUEgoJBQSCvX7UKMlCYVG5Q258UiCwh07duDbb7/F3XffDbnv3/zmN+jVqxfuv/9+HDp0CN27d8e6detKfSJRwZiYGMyZMwdr167F7NmzVTk5buzYsejQoQOh0EANJhQSCgmFhEJCoYHO1QqThEIrVHSujUiCwvJeyMzMxKlTp/DHP/4REkWUaOD777/v5qzevXujX79+KrIoaebMmThw4ICKOnpLjBTq13lCIaGQUEgoJBTq96FGSxIKjcobcuORCoXFxcUq4vfEE0/g9ttvx8aNGzFkyBD06NEDdevWxW233YaUlBTln44dO2LWrFlIS0tTvy9fvhwLFixQEURCofVVmFBIKCQUEgoJhdb3rZZYJBRaIqNjjUQqFArkrV+/HnPnzlWLR6Sez58/H7Vr18aXX36JDz74AOPHj8ddd90F+cb7ypUr0ahRI+VHGUqeOnUqFi5cqH7fvXs33nzzzTI+PnnyJHJycvDqq68G5HsBIlkEI8PWkZouXLiAwsJCxMfHG5fgh/xo3DbxY7fzTOjRApv3HcM7Ww645a16qhO6ZmbhbEFRmbzhXZrhXEERpq7OcSuz8Le/QJPasZCXEX/T+fPnVd2U+hCpqaioCFIfAl0UFq561ahRw69LjyoOpCb5ZdKag6SzlA7RVxrz3k7M3bAP/9PiMkzq1RLxsSWV/PkV2Zixdg9G3JlKKPQlYojyCYUhEt6m00YiFC5btgwTJkzA4sWLUadOHY9Kv/7661ixYgXkf4kUzpgxA82bN1fHLl26FIsWLSqNFEofePjw4TJ2vvnmGxVNFNAMJMmiFgFCO4AokOuy81gBAdGhWrVqxk978GQhbp340zxS1wl1oTC/oAiZHqBw0WPtcG39qgFB4enTp9UiqEh+QRAwlvogOkRCSkxM9Os2CYV+yWT+IDuHNczfjX9nIBT6p1O4HhVpUCgLSUaMGKEieM2aNfPqNllpPHDgQGzbtg0ZGRlqQYqsRJY0bdo0BYGcU2im1tvZz379Yx5u+dtatxvRhsLCImSuco8Uvvt4e9xwZc2ABDt27BiSk5MjJkrmSRx5OZD6UL169YC0q+wHEwod4mE7OyuH3LIaVqtXr16F22845VqtuI7c3Fz1VpqQkGCFOcfbiCQo3Lx5Mx5++GG1ivjaa68t9Y28nctCk/r166NmzZqqzo8ePRpVq1aFbEsj0T6JKspQs+jVrVs3jBs3Dp07d/bqXy400a/6dvazhEJ9P9lRklDoWWVCoR21z49z2NlZ+XE5thxCKLRF5pCdJJKg8JFHHlHzAcunnTt34sMPP4SsRpa5gDJ/6d5770X//v3V8LK0+6efflrNK8zLy1N/l2hjRXO9CIX6VdrOfpZQqO8nO0oSCgmFuD3tUkz+VUskJcTaUecCOoednVVAF2bwYEKhQXEdYDqSoNAfuWUeV1JSksfIOL9o4o+CwR9jZz9LKAzeXyYtEAoJhYRCky1MwzahUEO0MCpCKDTjLEYK9XUlFJZoxzmFUAuOOKfQvS1x+Fi/f7G0pJ2dlaUXHoQxQmEQ4oVBUUKhGScRCvV1tbOfZaRQ3092lCQUMlLISKEdLS2AcxAKAxArDA8lFJpxGqFQX1dCISOFrtpDKCQUEgr1+1IjJQmFRmR1jFFCoRlXEAr1dSUUEgoJhRW3Hw4f6/cvlpa0s7Oy9MKDMEYoDEK8MChKKDTjJEKhvq529rMcPtb3kx0lGSlkpJCRQjtaWgDnIBQGIFYYHkooNOM0QqG+roRCRgoZKWSkkJ+50+9DjZYkFBqVN+TGCYVmXEAo1NeVUEgoJBQSCgmF+n2o0ZKEQqPyhtw4odCMCwiF+roSCgmFhEJCIaFQvw81WpJQaFTekBsnFJpxAaFQX1dCIaGQUEgoJBTq96FGSxIKjcobcuOEQjMuIBTq60ooJBQSCgmFhEL9PtRoSUKhUXlDbpxQaMYFhEJ9XQmFhEJCIaGQUKjfhxotSSg0Km/IjRMKzbiAUKiva2WEwg8GdUTa5dUDEoWfueNn7rxVGO5TGFBTMnewnZ2VubsIzDKhMDC9wu1oQqEZjxEK9XW1s5+1a5/CFYPTcTQv36MoqfWro05SvFseoZBQSChck8N9CvX7UiMlCYVGZHWMUUKhGVcQCvV1raxQmDH7Exw5VRYMb2xYGy891JpQ6KW6cPNqz8IwUqjfv1ha0s7OytILD8IYoTAI8cKgKKHQjJMIhfq62tnP2hkpJBQGXicIhYRCRgoDbzdGSxAKjcobcuOEQjMuIBTq60ooLNGOw8ccPubwMYeP9XtSQyUJhYaEdYhZQqEZRxAK9XUlFBIKXbWHkUJGChkp1O9LjZQkFBqR1TFGCYVmXEEo1NeVUEgoJBRW3H4iak7h8C7N8MDPUxAXE1OqSnJirH4PY2FJOzsrCy87KFOEwqDkc3xhQqEZFxEK9XW1s5/lnEJ9P9lRkpFCRgohUJhfWIQvDp5UakzpfQMIhXY0P8/nIBSGTns7zkwoNKMyoVBfV0IhI4WMFDJSWLp5tQsKM1fl4JbUSwiF+n2rJSUJhZbI6FgjhEIzriEU6utKKCQUEgoJhYRC/T7UaElCoVF5Q26cUGjGBYRCfV0JhYRCQiGhkFCo34caLUkoNCpvyI0TCs24gFCoryuhkFBIKCQUEgr1+1CjJQmFRuUNuXFCoRkXEAr1dbUaCgsvFHu9mG+OnsEtL651y5/QowU27zuGd7YccMtb9VQndM3MwtmCojJ5F099Kl9IPnPHzasDrxNcaOJZs4hbfSwLTTinMPAGZKIEodCEqs6xSSg04wtCob6uVkPhmfNFGLloh9sFxcZE4dH0xrhj0seEQn13GS1JKKzkUPhop0YYdkczxMVEqzt9fkU2ZqzdgxF3pjJSaLRp6RsnFOprFw4lCYVmvEQo1NfVBBQOeWsbVu48XOaiZFeLhY+1IxTqu8p4SUJhJYfC0V3TcFmNRHWX9asn4sMvv8fMdYRC4y0riBMQCoMQLwyKEgrNOIlQqK8robBEO37mjp+589aKAh4+Lioqwvnz51GlShU3m5J37tw5JCUlBZTn6eKaNGmC3bt3+2z9Y97bibkb9kGg8Lvcs5idtRcj707F8bwCQqFP9UJ7AKEwtPqbPjuh0IzChEJ9XQmFhEJX7WGkMMhI4b59+/Dcc89h8+bNylLz5s0xYsQIXHfdder36dOnY/LkyQoI27ZtW/qzrzxvzZtQqN/xhUtJQmG4eErvOgmFerr5KkUo9KWQ93xCIaGQUFhx+/E7UvjDDz/gk08+wV133aUszpgxA9u2bcMrr7yCHTt2YMCAAViyZAnq1q2LYcOGISUlBUOHDq0wr6JLIxTqd3zhUpJQGC6e0rtOQqGebr5KEQp9KUQoFAVubFgbLz3UGnWS4t0E4fAxh4+9tRK/obC8gXfffRdz5sxIKu5xAAAgAElEQVTB+++/jylTpuDkyZMYPXq0OmzLli0YPHgw1q9fX2EeofAnBax+g9XvNu0rSSi0T+tQnIlQaEZ1QqG+rlb3s7L6mAtN9P0RypIcPvasfkBQKPMFv/rqKxUhnDt3LgYNGoT77rsPo0aNQmpqKjIyMtRZ5GHfvn17ZGdnK1D0lhcTE+O1TjBSGMrmYs+5CYX26Byqs0QiFObn5yM6OhpxcXFuslc051oeULGxsR7LlTdEKNSv0YTCEu0YKWSk0JJI4d69exUICuzdeOONePrppxXwDRw4EOnp6ejVq5c6j0QNW7dureBR5h16y3MtSHnnnXfcrm/kyJHYvn17ha1foPIvK3Pwqo+FJqfyC/DSmj1QG4AWFCFzdcm3j//WozkSY7xvPqrf9QReUh4Y8kCpWrVq4IXDtMTp06fVHNSoqKgwvYPALlse/AIL8vCPhCQL0oqLi5GQkGDL7Yq2nmDMjpNLnyhzrgXYJHXp0gVjxowpXZDnbc611Inhw4cjKytLlevTp4+adlNRmyAU6nuUUEgodNUeRgo9t6OAIoUuEwIv8+fPV/MK//Wvf6nOr3Hjxujbt6865PDhw+jYsSN27dqFZ5991muevFFLmjVrltvV/e1vf8PWrVsrbP3ycJ3w0R68umF/hauPvUHhC/enISHqgn4PY2HJCxcuqFXdiYkl2+pEQpJIUiRBsLQbqbMVRcgrk98LCwsh9To+3n1Ok4n7lLYTKiiUedXffvst7r77bki9/s1vfqNeku+///4K51XLFJy1a9di9uzZqlz37t0xduxYdOjQwatEhEL92kMoJBQSCituP1pQKCZPnTqFVq1aYfny5fjoo49w6NAh1ZlJ2rRpk3r7lTmFAo7e8iq6NA4f63d84VKSw8fh4im964zE4WOXUpmZmaqP/OMf/1jhvOrevXujX79+KrIoaebMmThw4ICKOnpLhEK9+iilCIWEQkKhRVAocwlr1qyJSy65BBJ2ff311/HCCy+ot+CDBw+iZ8+eWLZsGerXr6+GmBs0aKDAMCcnx2seofAnBazurPS7TftKEgrt0zoUZ4pUKJQhc4n4PfHEE7j99tsrnHPduXNnNVKSlpamXCQv2QsWLFCL+CRJdLl82rlzp3oBl8V+gSSBVIlUe9pjNhA74Xys9LMybaVWrVqW3MZZWWjy9vYQf9GkIzJmf4ojp8rWFbX6+H9bobaH1cfHjx9HtWrVQhZZt0T8II0Ix8hoRnJycpCWwqO4v9O0/I4ULl26VM0hlCEaWXAi8wQfeugh/PznP1eKzJs3DxMnTlQ/SwRx0qRJqFGjhs88b3IyUhgeFS2YqyQUBqOe88tGKhQK5MkoiSzGEwiraM51y5YtsXLlSjRq1Eg5VIaSp06dioULF6rfZQP/IUOGlHF2vXr1IA/1v//97wFVAoFVfx8MARkOs4Mt1SE2AaOX5VgHhUM7oevULJwtKCqjqsyHP1dQhKmrc9zUXvFkR2TM8QyFL96fhvhi9xcLSzUIM/9ffLmRpIME9PxJfkOhGJPFEPK2KWTtaV4Uv2jij+Sej2GkUF+7cCmZm5urojR2LbwItS6RCIUyWjJhwgQsXrwYderUUS6QHRi8zbnu1KmTmmIjHwOQJC/fixYtKo0UevIhh4/1a7bV/Sy3pNH3RahLcqGJZw8EBIV2OpGRQjvVDs25GCkMje52nTXSoHDdunVqt4VXX30VzZo1K5W5onnVso2XLEjp2rWrOn7atGlqoR7nFJqppYTCEl25JQ23pPHWwgiFic7YHsTqzspMl2qtVUKhtXo6zVokQaF8/vPhhx9Wq4ivvfbaUlfIdJuK5lXLLg4SVZShZtGrW7duGDduHGSuobfESKF+Tbe6n2WkUN8XoS7JSCEjhSX7FBYWIXNVyT6FU3rfgGRCYcjaJqEwZNLbcuJIgsJHHnlEzQcsn2RRiGzJ423OtUCKzNWWeYV5eXno37+/ija6tuvy5ChCoX71JRQyUuiqPYRCQiGhUL8vNVKSUGhEVscYjSQo9Ed0ftHEH5XMHkMoJBQSCituYxw+ZqTQbC9cgXVCYcikt+XEhEIzMjNSqK8roZBQSCgkFOJ0fiGmr8lhpFC/LzVSklBoRFbHGCUUmnEFoVBfV0IhoZBQSCgkFOr3oUZLEgqNyhty44RCMy4gFOrrSigkFBIKCYWEQv0+1GhJQqFReUNunFBoxgWEQn1dCYWEQkIhoZBQqN+HGi1JKDQqb8iNEwrNuIBQqK8roZBQSCgkFBIK9ftQoyUJhUblDblxQqEZFxAK9XUlFBIKCYWEQkKhfh9qtCSh0Ki8ITdOKDTjAkKhvq6EQkIhoZBQSCjU70ONliQUGpU35MYJhWZcQCjU15VQSCgkFBIKCYX6fajRkoRCo/KG3Dih0IwLCIX6uhIKCYWEQkIhoVC/DzVaklBoVN6QGycUmnEBoVBfV0IhoZBQSCgkFOr3oUZLEgqNyhty44RCMy4gFOrrSigkFBIKCYWEQv0+1GhJQqFReUNunFBoxgWEQn1dCYWEQkIhoZBQqN+HGi1JKDQqb8iNEwrNuIBQqK8roZBQSCgkFBIK9ftQoyUJhUblDblxQqEZFxAK9XUlFBIKCYWEQkKhfh9qtCSh0Ki8ITdOKDTjAkKhvq6EQkIhoZBQSCjU70ONliQUGpU35MYJhWZcQCjU15VQSCgkFBIKCYX6fajRkoRCo/KG3Dih0IwLCIX6uhIKCYWEQkIhoVC/DzVaklBoVN6QGycUmnEBoVBfV0IhoZBQSCgkFOr3oUZLEgqNyhty44RCMy4gFOrrSigkFBIKCYWEQv0+1GhJQqFReUNunFBoxgWEQn1dK4LCY3nncTTvvEfjibHRSKld1S3vzPkiDHlrG1buPFwmLzkxFgsfa4c7Jn3sVmZCjxbYvO8Y3tlywC1v1VOd0DUzC2cLisrkDe/SDPmFRchcleNWZsXgdGTM/gRHTuWXybuxYW289FBr1EmKdytz7NgxJCcnIy4uTl/MMC959uxZSH2oXr16mN+JtZcfVVxcXGytSWusNWnSBLt37/Zo7MDxM+rvVeNjVCOZu2EfRndNw3e5ZzE7ay9G3p2K43kFmLluD0bcmUootMYlllshFFouqaMMEgrNuINQqK+rLyh84p9bsXHP0TInqFstAe8+3o5QqC+7I0sSCj27JSyhcPSSL/DGpm/wzD1p2PdjHqHQkU3O90URCn1rFM5HEArNeI9QqK8robBEO0YKAUJhJYPC1zbux5h7ryUU6vePIS9JKAy5C4xeAKHQjLyEQn1dCYWEQlftIRQSCnHxvIxbUi/BlN43QOZ+OCFZPQHaCffk6xoIhb4UCu98QqEZ/xEK9XUlFBIKCYUVt5+wHT5mpFC/Y3RKSUKhUzxh5joIhWZ0JRTq60ooJBQSCgmFXGii34caLUkoNCpvyI0TCs24gFCoryuhkFBIKCQUEgr1+1CjJQmFRuUNuXFCoRkXEAr1dSUUEgoJhYRCQqF+H2q0JKHQqLwhN04oNOMCQqG+roRCQiGhkFDoEQoH39YUv+3UCIlxMfo9jIUludDEQjEdaio3NxdVqlRBQkKCQ6/Q2ssiFFqrp8saoVBfV0IhoZBQSCj0CoUx0VE4+N+NsEfdfQ2qVwnd7u6EQv2OPlxKEgrDxVPOvk5Cob5/CIWEQkIhobBCKHzxw13o3KweMnvfQCjU72u1SnL4WEu2sCnESKH/rpI902JjY/367Bih0H9dyx9JKCQUEgoJhYRC/T7UaElCoVF5Q2480qCwsLAQEydOxMsvv4xdu3YhOjpa+UCAr0WLFmX8MWnSJHTt2lXlDR8+HFlZWSq/T58+GDp0KKKiorz6j1CoX7UJhYRCQiGhkFCo34caLUkoNCpvyI1HEhSeOnUKjzzyCGrUqIHVq1eXgcJDhw6he/fuWLduXalPJCoYExODOXPmYO3atZg9ezZELzlu7Nix6NChA6HQQA0mFBIKCYWEQkKhgc7VCpOEQitUdK6NSILCCxcuYOXKlWjXrh3atGlTBgqzs7NVNPD99993c1bv3r3Rr18/dOnSReXNnDkTBw4cwHPPPUcoNFC1CYWEQkIhoZBQaKBztcIkodAKFZ1rI5Kg0OWFEydOuEHhxo0bMWTIEPTo0QN169bFbbfdhpSUFFWkY8eOmDVrFtLS0tTvy5cvx4IFC1QE0Vvi8LF+nScUEgoJhYRCQqF+H2q0JKHQqLwhN04oLJlTKPV8/vz5qF27Nr788kt88MEHGD9+PO666y40adJERRgbNWqkjpWh5KlTp2LhwoXq9927d+Orr74q48vvvvsOy5Ytw5tvvhmQj2X+ogxZx8fHB1SuMh1cXFwMmfuZmJjodlsnzhVh0FvbsXHP0TJ5daslYOFjN+GSqu7bl52/EIXfL9qJlTsPlymTnBiLhY+1wx2TPnY7z4QeLbB53zG8s+WAW96qpzqha2YWzhYUlckb3qUZ8guKkLk6x63MisEdkTH7Uxw5lV8m78aGtZHZ+3pUj3efn5qXl6c0kPoQqen8+fMoKipS24RFQvL3PiP228eyT6FsScPVx6FrDoTC0Glvx5kJhSVQWD69/vrrWLFiBeR/iRTOmDEDzZs3V4ctXboUixYtKo0UChQKAF6cjh07hh07dmDevHkBuVGiZLL4JZJBQATb8t0ZbD9w0k27tg1qY9qaHI9Q+M6jN6J2QrFbmSLE4A9LskMLhU92RMYcz1A4udd1SIq54Hbd+fn5aqW7azFUQBWpkhwsQCjTPkSHSEjVq1f36zYJhdySxq+KYuIgQqEJVZ1jk1DoGQplpfHAgQOxbds2ZGRkoFevXmolsqRp06bh8OHDnFNoqBpLlHB9zlH0m7vZ7QxvPHIjpq32DIXvPt4OKbWrupU5c74IQ97aZg8UFhYhc5WnSGE6MmZ/4jFS+NJDrVEnyT0yLC8WycnJEQNEnqqTRM7lRclfWDJUJR1nllBIKAxZpSQUhkx6W05MKCyBQlloUr9+fdSsWVMNJY8ePRpVq1aFbEsjw8qLFy/G3Llz1erjbt26Ydy4cejcubNXH3FOoX71JRSWaEcoLNkqilDo3pYIhYRC/R42yJKEwiAFdHhxQmEJFMqQcGZmJk6ePKkiM/feey/69++POnXqqIfS008/reYVyjwv+fuIESMqHNYjFOpXfEIhodBVewiFntsRoZBQqN/DBlmSUBikgA4vHolQWJFLTp8+jaSkJI8bU/OLJvZUZkIhoZBQWHFbIxQSCu3pjT2chVAYMultOTGh0IzMjBTq60ooJBQSCi2GQlmxI0u5PS1vlrxz586pt+HyqaI8T5coWzXIyjtPafSSL/Daxv0Yc++12PdjHuZu2IfRXdPwXe5ZzM7ai5F3p+J4XgFmrtuDEXemcksa/T7UaElCoVF5Q26cUGjGBYRCfV0jCQr7tWuAfh0aIj7WfcHT+fzzuLxWVfW97UhNHD4Ocvj4+PHjeOGFF9TmqpJk1/6RI0eicePG6vfp06dj8uTJCgjbtm1b+rOvPG8VklBY+ZsqobBy+5hQaMa/hEJ9XXWgsOmlyZjxUCvEx7jDVWxMNMa8Z9M+hQGuPhYobFivGt7e/K2bYENuvRqdmtYlFHL1sVvd8Hv4ODc3V22o+uCDD6rNTwUQ5W/PP/+82jNrwIABWLJkidqxf9iwYWrHfvmwe0V5FTVtQqF+xxcuJQmF4eIpveskFOrp5qsUodCXQt7zdaFw/P3Xof/cz9wMv9CzBRZtPejILWlcUPjMki/crnt2RmtCIVcfe2wofkNh+dIbNmxQWydI5HDKlClqZZ1stSBpy5YtGDx4MNavX19hHqHwJwUq+vySfhfo7JKEQmf7J9irIxQGq6Dn8oRCfV2DgcIeMza4nXhWn9aEQn13hLQkh489y68NhRIplAY2atQo9S81NVVtxCpJHvbt27dX+3MJKHrLq2hnfUYKQ9pebDk5odAWmUN2EkKhGekJhfq6EgpLtGOkkPsUemtFWlD42Wef4Xe/+53adFU2ZZXd+dPT09XO/JIkati6dWu1Y7/sueUtz7Ug5fHHH3e7vo8++giffPKJ299l6Pr5VftKF5rs/fE0Xt2w38NCk/OYue5rtdDk1LkCvLR2D+T7kecKijB1dQ7kM3fRUcDEj75C52b18Px91yCuuEC/twmypHyTUxbjRNLEX4mOyv1GRbl/mzNIOR1ZXB5I8lmpSPm0lHxCSuq1XZ9Vi5QvNBAK9Zs3oZBQ6Ko9jBRaFCncs2cPevTogVdeeUUtNpEk0UBZcNK3b1/1u3ymSb7puWvXLjz77LNe81wPR0+rjO+++2718fjyScqMWfqfi6AwD6/6XH1cgOlrSqDQ9VHxkm8fAy9+WAKFk3pdj2rxnj9Lpd8F+V9SOiuJrETSJ3dk8VKtWrX8FynMj5R96hISEiLm01KyE4GAoXy9w64UCd8xJRTq1yZCIaGQUFhx+wkoUnjw4EEFhDJcLLvyu5J80P3QoUMYO3as+tOmTZswfPhwNaeworyKLo3Dx/odX7iU5PBxuHhK7zo5fKynm69ShEJfCnnPJxQSCgmFFkGhPMB79+6tPsPUs2fPUqsynPv111+rvy1btkwNJw8aNAgNGjRQYJiTk+M1j1D4kwJcaKLf0YdLSVmtL/t7SrQwEhKh0IyXCYX6uhIKCYWEQougcM6cORg/frybtddeew033XQT5s2bh4kTJ6r8Vq1aqY+916hRQ/1eUZ63y2OkUL/jC5eSjBSGi6f0rpNQqKebr1KEQl8KMVIoCnBLmorrCecUetYnoOFjX02RXzTxpZD3fEYK9bULl5KMFIaLp5x9nYRCff8wUshIISOFFkUK9ZuhXklGCvV0C6dSjBSGk7cCv1ZGCgPXzJ8ShELfKh0+eQ4FhRfcDoyJjkL24ZPoP3ezW94bj9yIaatzsHHP0TJ58kUT2bya+xT61j2cjmCk0IZIoZUVglBopZrOtEUodKZfrLoqQqFVSpa1Qyj0ratA4cOvbsb+o3llDr4hpRb6tr+KUMgvmoBQSCgs2ZLmv9+PLNmSJgovfrhLbUmT2fsGVK8S57u3MXQEh48NCesgsxw+dpAzwvhSCIW+neeCwi8OnihzcHqTeoRCbl6t6gShkFBIKPTdl9p6BCOFtspt+8kYKTQjOaHQt66EQi408VVLCIWEQkKhr1Zicz6h0GbBbT4dodCM4IRC37oSCgmFvmoJoZBQSCj01UpszicU2iy4zacjFJoRnFDoW1dCIaHQVy0hFBIKCYW+WonN+YRCmwW3+XSEQjOCEwp960ooJBT6qiWEQkIhodBXK7E5n1Bos+A2n45QaEZwQqFvXQmFhEJftYRQSCgkFPpqJTbnEwptFtzm0xEKzQhOKPStK6GQUOirlhAKCYWEQl+txOZ8QqHNgtt8OkKhGcEJhb51JRQSCn3VEkIhoZBQ6KuV2JxPKLRZcJtPRyg0Izih0LeuhEJCoa9aQigkFBIKfbUSm/MJhTYLbvPpCIVmBCcU+taVUEgo9FVLCIWEQkKhr1Zicz6h0GbBbT4dodCM4IRC37oSCgmFvmoJoZBQSCj01UpszicU2iy4zacjFJoRnFDoW1dCIaHQVy0hFBIKCYW+WonN+YRCmwW3+XSEQjOCEwp960ooJBT6qiWEQkIhodBXK7E5n1Bos+A2n45QaEZwQqFvXQmFhEJftYRQSCgkFPpqJTbnEwptFtzm0xEKzQhOKPStK6GQUOirlhAKCYWEQl+txOZ8QqHNgtt8OkKhGcEJhb51JRQSCn3VEkIhoZBQ6KuV2JxPKLRZcJtPRyg0Izih0LeuhEJCoa9aQigkFBIKfbUSm/MJhTYLbvPpCIVlBS8qKsK5c+eQlJTk5gl5QMXGxiIuLs6nlwiFPiUCoZBQ6KuWEAoJhYRCX63E5nxCoc2C23y6SIPCwsJCTJw4ES+//DJ27dqF6OjoUsWnT5+OyZMnKyBs27Zt6c/yYBo+fDiysrLUsX369MHQoUMRFRXl1VuEQt8VmVBIKPRVSwiFhEJCoa9WYnM+odBmwW0+XSRB4alTp/DII4+gRo0aWL16dRko3LFjBwYMGIAlS5agbt26GDZsGFJSUhT8zZkzB2vXrsXs2bMhenXv3h1jx45Fhw4dCIVB1FdCIaHQV/UhFBIKCYW+WonN+YRCmwW3+XSRBIUXLlzAypUr0a5dO7Rp06YMFE6ZMgUnT57E6NGjlQe2bNmCwYMHY/369ejduzf69euHLl26qLyZM2fiwIEDeO655wiFQdRXQiGh0Ff1IRQSCgmFvlqJzfmEQpsFt/l0kQSFLmlPnDjhBoWjRo1CamoqMjIy1GFS79u3b4/s7Gx07twZs2bNQlpamspbvnw5FixYoCKI3hKHj31XZEIhodBXLSEUEgoJhb5aic35hEKbBbf5dITCkjmFAwcORHp6Onr16qV+l6hh69atsW3bNrRs2VJFGBs1aqTyZCh56tSpWLhwofp99+7dkPmIFyfRVdpOReDoydWy0EXmKl4819HmKmHb6U4XxeLx+TvwxcETZc6Z3qQeft3uKvzm1c1u1/LGwzdi2pocbNxztExe00uT8ZfuzdFz5ka3MrMeao1Fnx/Eyp2Hy+QlJ8Zi4WPtcMekj93KTOjRApv3HcM7Ww645a16qhO6ZmbhbEFRmbzhXZrhXEERpq7OcSuz4smOyJjzKY6cyi+T169dAzSsm4Rn3tvpVuaVjFZoc3kVSIQ7UpPce3FxMWJiYiJCgtq1a/t1n1HFoooDU5MmTVSH6CmNXvIFXtu4H2PuvRb7fszD3A37MLprGr7LPYvZWXsx8u5UHM8rwMx1ezDizlSczi/E9DU5hEKH+ZlQ6DCHWHw5hMISKJRh48aNG6Nv377q98OHD6Njx45qiLlTp06YMWMGmjdvrvKWLl2KRYsWlQKf9IHnz58v45mvv/5azUGUiGIgKS8vT61wTkhICKSYY48VwP3uRFkQcl1s4YViDJq/zSMU9m13Ffp7gsJHbsS01Z6hcPz916HHjA3uUNinNRZttQcK8wuKkOkJCgd3RMZsL1BYrxqeWfKF23XPzmiN9o1qRgwQearE+fn5kMVhnnYDcGylD+LC/NnZQMwTCj/chc7N6iGz9w2oXsX3dhBB+KTCogUFBZDJ6v7SvKnrsNMuodBOte0/F6GwBAoF+g4dOqQWkEjatGmTWnEscwplSFkiiF27dlV506ZNU9DIOYX+1deFWw9g9GJ36Hn94RvxzJKdnqGw/VXoP9dDpNDpUFhYhMxVHiKFg9ORMfsTz5HCCqCwU9O66iUhUhOHjz17nlBIKAxZn0AoDJn0tpyYUFgChTk5OejZsyeWLVuG+vXrY9CgQWjQoIECw/nz52Px4sWYO3euWn3crVs3jBs3Ts019JY4p/AnZQQKn3p7u5tUix5vRyiU4WMNKPzg34dQWOR5APHelpfb0nfYcRJCIaGQw8d2tLQAzkEoDECsMDyUUPjTPoXz5s1TexhKatWqFSZNmqS2r5ERgqefflrNK5Th3f79+2PEiBEVzvsjFBIKL+4OVlgcKRQofPyNrW49zl97tsAv26SEYU/k+ZIJhYRCQqHDmjOh0GEOsfhyIhEKK5KQXzSxuIIBYKQQIBTq1StCIaGQUKjXdoyVIhQak9YRhgmFZtzASCEjhYwUBt+2CIWEQkJh8O3IUguEQkvldJwxQqEZlxAKCYWEwuDbFqGQUEgoDL4dWWqBUGipnI4zRig04xJCIaGQUBh82yIUEgoJhcG3I0stEAotldNxxgiFZlxCKCQUEgqDb1uEQkIhoTD4dmSpBUKhpXI6zhih0IxLCIWEQkJh8G2LUEgoJBQG344stUAotFROxxkjFJpxCaGQUBgsFM7r1xbtGtf2uHk1t6Qx027DxSo3r/5wF35369Xo0epniImKUn6rnhiHGlXt/boJv2gSLk1G/zpzc3NRpUqVSvOZMV9KEAp9KaSXTygkFAYLhe8NbK9MRKHkmedKiXEx2PX9KQz8J/cp1Gud4V+KUPhfKKwSG4M5/9qHtMurY2rvGwiFNtRtRgptEDmEpyAUmhGfUEgotAIKh7y1HXt+OF2mknZtcRnubH4ZodBM0w0Lq4TCi6DwhZW7kN60HqHQpqpLKLRJ6BCdhlBoRnhCIaGQUBh82+KcQs8aEgoJhcG3Lk0LhEJN4cKkGKHQjKMIhYRCQmHwbYtQSCj0utBE5hTK8DEjhcE3tEAsEAoDUSv8jiUUmvEZoZBQSCgMvm0RCgmFhMLg25GlFgiFlsrpOGOEQjMuIRQSCgmFwbctQiGhkFAYfDuy1AKh0FI5HWeMUGjGJYRCQmEooHD+IzfhpsZ1zFTqEFglFBIKCYUhaHgVnZJQ6DCHWHw5hEKLBf2vOUIhoTAUUPj2o7/Ayp2HPVbqfu0b4me1qpip8IasEgoJhYRCQ41L1yyhUFe58ChHKDTjJ0IhoTBUUDhhRTa27j9epmJfUbMK3nr0F4RCM83ddqtcfczVx7ZXOtcJCYUhk96WExMKzchMKCQUEgqDb1uMFNoQKSwqKsK5c+eQlJTkdraK8jxdWpMmTbB7926PVz16yRd4beN+jLn3Wuz7MQ9zN+zD6K5p+C73LGZn7cXIu1NxPK8AM9ftwYg7U3E6vxDT1+QwUhh8O7LUAqHQUjkdZ4xQaMYlhEJCIaEw+LZFKLQICpcuXYohQ4bgrbfeQqtWrUqtTp8+HZMnT1ZA2LZt29Kf5YCK8ry5llAYfKV3ugVCodM9FNz1EQqD089baUIhoZBQGHzbIhRaAIXjxo3Dp59+ih9++EGBXuvWrZXVHTt2YMCAAViyZAnq1q2LYcOGISUlBUOHDq0wryK3EgqDr/ROt0AodLqHgrs+QmFw+hEKSxQ4ebbAoxQx0VFY/sVhDFuw3S1/0ePt8MySnfji4IkyeelN6qFv+1g47WoAACAASURBVKvQf+5mtzJvPHIjpq3OwcY9R8vkNb00GePvvw49ZmxwKzOrT2ss2nrQbQFGcmIsFj7WDndM+titzIQeLbB53zG8s+WAW96qpzqha2YWzhYUlckb3qUZ8guLkLkqx63MisHpyJj9CY6cyi+T169dAzSsVw3PLPnCrYx8+zjQz9zJQhPOKTTTpp1kNaA5hWvWrMFNN92EBx54AKNHjy6FwilTpuDkyZPqb5K2bNmCwYMHY/369agoj1D4kwIFBQU4deoUateu7aT6YfRaCIVG5Q25cUKhGRdEWqTwwPGzeHrxv93EbFyvGlIvS8bwBTsIhYTCgBsbI4WeJQsICl0m7rnnHowZM6YUCkeNGoXU1FRkZGSoQ+Rh3759e2RnZytQ9JYXExOjjj9wwP2N6eabb1bly6eoqCg8+/6XpXMK9/6Yh1d9zikswPQ1e0rmFBYUIXN1Dgbf1hTypvmih4Ummb9qieTEkmuzKwkU5uXloWbNmnadMuTnOXr0qIJg8WkkJHlxSkxMRHx8fCTcLqTTvXDhgsc5xqYEcPUppuw7wW4kQuEDf9+Eb4+fKSN/rzYpaNuwFqGQkUKtZkkoNAiFAwcORHp6Onr16qXOIg8/GVretm0bRowY4TXPtSClX79+bleXlZWFjRs3uv09ISEBL6zefxEUnsarG/arhSYHc89iTulCk/OYue5rtdDk1LkCvLS2BArPFRRh6n+hMDoKmPjRV5DP3CXGxuCvK3chvWk9vNAtFbHF57UqWjCF5AEaHR0djImwKiuLjyLhIe5yivhXADhSILi4uBjyz646XaNGDcTFxYVVG9C5WEJhiWqEwhIdOHys04qgXlolGFO9enU9A5W0lCWRQokGNm7cGH379lUyHT58GB07dsSuXbvw7LPPes2r6GHBOYWVtMZddFscPq7cPubwsRn/EgoJhRfXLEKhXjsjFBqMFM6YMQOHDh3C2LFj1Vk2bdqE4cOHqzmFFeVV5EpCoV5FD6dShMJw8lbg10ooDFwzf0oQCgmFhEJ/WkrFxxAKDUJhTk4OevbsiWXLlqF+/foYNGgQGjRooMCwojxC4U8KcKFJ8I3c6RZyc3NRpUoVyBSISEiEQjNeJhQSCgmFwbctQqGFUHjffffhmWeeKbNP4bx58zBx4kR1Ftm/cNKkSZA5PpIqyvPmWkYKg6/0TrfASKHTPRTc9REKg9PPW2lCIaGQUBh82yIUWgiF3tzBL5roV1RGCvW1C5eSjBSGi6ecfZ2EQkIhoTD4NkootAEKg3fTTxYYKbRSTWfaYqTQmX6x6qoYKbRKybJ2CIWEQkJh8G2LUEgo5LePg29HllogFFoqp+OMEQrNuIRQSCgkFAbftgiFhEJCYfDtyFILhEJL5XScMUKhGZcQCgmFhMLg2xahkFBIKAy+HVlqgVBoqZyOM0YoNOMSQiGhkFAYfNsiFBIKCYXBtyNLLRAKLZXTccYIhf67RB5QsbGxfn2RhVBIKCQU+t+2vB1JKCQUEgqDb0eWWiAUWiqn44wRCktcIg+fFi1alPGPbNnVtWtXlSf7ucpnPSX16dMHQ4cOrfBTiIRCQiGhMPjujlBIKNSCwh9O5ZcqFxMdhdpJ8cHXRg8WuCWNEVkdZZRb0jjKHbZdjHztqXv37li3bl3pOSUqKN/9njNnDtauXYvZs2dDIFqOky9DdejQwev1EQoJhYTC4JsvoZBQqAWFc7L24oN/H0JcbDSmP9iKUBh8Wyy1wEihhWI60BQjhSVOyc7OVtHA999/381LvXv3Rr9+/dClSxeVN3PmTBw4cADPPfccofC/Chw4fhYP/H0Tvj1+powmvdqkoG3DWhi+YIebVoseb4dnluzEFwdPlMlLb1IPfdtfhf5zN7uVeeORGzFtdQ427jlaJq/ppckYf/916DFjg1uZWX1aY9HWg1i583CZvOTEWCx8rB3umPSxW5kJPVpg875jeGfLAbe8VU91QtfMLJwtKCqTN7xLM+QXFiFzVY5bGX77WK/zIxQSCrWhcOzSL/GLxnUIhXptz2spQqHFgjrMHKGwxCEbN27EkCFD0KNHD9StWxe33XYbUlJSVF7Hjh0xa9YspKWlqd+XL1+OBQsWqAiipMOHy8KG/O2rr75SX49auHBhQB4/ffq0mreYmJgYULlQH/zdiXw8+PIn1kFhu6vQ/9UwhMKCImSu9gSFHZEx+1McuWhUS3zWr10DNKxXDc8s+cLNhe8NbI8hb23Hnh9Ol8nr2uIy3Nm8Pgb+83O3Mm8/+gtMWJGNrfuPl8m7omYVzB9wEy6vEV6f7zx37hwKCwtRrVq1UFdxW84vIxP+pKji4uJifw60+xinbF4tkUJCoRnvEwrN6OoUq4TCEk9IPZ8/fz5q166NL7/8Eh988AHGjx+Pu+66C9LPrVy5Eo0aNVLHylDy1KlTS4Fv9+7dajj54iRgd/z4cbzyyisBufrChQtqrqL8C6d06kI8Mv6xxSMUtmlQC79/xz1SKFG6Z9/zHCn8dbur8BtPUPjwjZi2xnOk8C/dm6PnzI1uss16qDUWfW5PpPBcQRGmeoLCJzsiY44XKKybhGfe2xkQFHa5tj5+96YnKLwJE1bs8giFr/dvg+To8+FUrSDoI/+io6PD6rp1L1ZeSP1JhMIPd+F3t16NKrExeGHlLqQ3rYepvW9AjapxSj9CoT/VSO8YQqGebuFSilDo2VOvv/46VqxYAflfIoUzZsxA8+bN1cFLly7FokWLSiOFnixwTmGJKhw+LtGBw8d6PSKHjz3rRigkFOq1KAtKEQotENHBJgiFnp0jK40HDhyIbdu2ISMjA7169VIrkSVNmzZNDRlzTuFP2nFOIcpMfSpfqwiFep0goZBQ6NecwiduvhpPdL4aVRNKxt8ZKdRrcP6UIhT6o1L4HkMoLPGdLDSpX78+atasqYaSR48ejapVq0K2pZFh5cWLF2Pu3Llq9XG3bt0wbtw4dO7c2avjGSlkpPDiykEo1OsjCYWEQr+hUFaOHT5xDo3qJaGgqBjjuNBEr9X5KEUoNCKrY4wSCktcIUPCmZmZOHnypNqc+t5770X//v1Rp04dyFZUTz/9tJpXmJeXp/4+YsSICuc5EQoJhU6CwpYpNTHjoda4rEZ4LWAiFBIKA4LCCcuzMSC9ES6tnkgoNIQZhEJDwjrELKGwrCNk9W9SUpLHhR78oon3SsvhY2cPH7e+shZ+f1cqYqM9L2BqfVUth/RIZS+DUEgoJBQ6rGkSCh3mEIsvh1BosaD/NcdIISOFTooUChQ+dUdTPPjKJ24VfsSdqXisc2MzDSFIq4RCQiGhMMhGZHVxQqHVijrLHqHQjD8IhYRCQmHwbYtQGOZQ+IeFJXtRyfyFnYdO4rWN+zHm3mux78c8zN2wD6O7puG73LOYnbUXI+9OxfG8AsxctwfypnI6vxDT1+QQCoNvR5ZaIBRaKqfjjBEKzbiEUEgoJBQG37YIhZUACud/9i3GdrsWu4+cJhQG3yZCboFQGHIXGL0AQqEZeQmFhEJCYfBti1BIKGSkMPh2ZKkFQqGlcjrOGKHQjEsIhYRCQmHwbYtQSCgMCgof7tgQT97aFEnxJfsXXigGLl5sFe1l5ZW/VVe2pjh16pT6FFakJEJh5fY0odCMfwmFhEJCYfBti1BIKAwaCq+oWRU7DuSiUb1qqFU1Dlv++2HwUXdfg3rJwX0MnFAYfCN3uoXc3FxUqVIFCQnB1RWn36fr+giFZjxFKCQUhgsUzu33c1yfUsNrQ6hVNd5MI/HDKqGQUGgJFP7p/Z34dbsGaHJJNTy9+Au0uaqW2riTUOhHKyx3CCOFgWsWTiUIhWa8RSgkFIYTFM7dsBeFMrRWLo3vfh1Salc100j8sEooJBQSCv1oKHYeQii0U237z0UoNKM5oZBQGG5QuHbXD2Uag3z9ZOFj7XB5zSpmGokfVgmFhEJCoR8Nxc5DCIV2qm3/uQiFZjQnFBIKKwMUvpzRBmcLijw2krYNzM+tJxQSCgmFZp5R2lYJhdrShUVBQqEZNxEKCYWVBQq7Ts1yayR92zVQexCbToRCQiGh0HQrC9A+oTBAwcLscEKhGYcRCgmFhMLg2xahkFBIKAy+HVlqgVBoqZyOM0YoNOMSQiGhkFAYfNsiFBIKCYXBtyNLLRAKLZXTccYIhWZcQigkFBIKg29bhEJCIaEw+HZkqQVCoaVyOs4YodCMSwiFhEJCYfBti1BIKCQUBt+OLLVAKLRUTscZIxSacUllhcJ/fvKNR8GuT6mJ3762Bd8eP1Mmv1ebFLRtWAvDF+xwK7fo8XZ4ZslOfHHwRJm89Cb10Lf9Veg/d7NbmTceuRHTVudg456jZfKaXpqM8fdfhx4zNriVmdWnNRZtPYiVOw+XyUtOjFVbrtwx6WO3MhN6tMDmfcfwzpYDbnmrnuqErplZbqtyh3dphvzCImSuynErs2JwOjJmf4Ijp/LL5PVr1wAN61XDM0u+cCvz3sD2GPLWduz54XSZvK4tLsOdzS/DwH9udSvz9qO/wIQV2dj63482uA5ofWUtPHVHUzz4yiduZWTzatmn0NOWNLL6mAtNzPQRwViNKi4udt9VMhiLFpVt0qQJdu/eXWrtDwt3YP5n32Jst2ux+8hpvLZxv1qhtO/HPMzdsA+ju6bhu9yzmJ21FyPvTsXxvALMXLcHI+5Mxen8Qkxfk0MotMg3VpkhFFqlpDPtEArN+CWcofD4mfMeRYmLicbrm/ZjwvJst/xlgzoSCgmFljcmRgo9S0oo/HAXfnfr1agSG4MXVu7CEzdfDXnLk85pQHojXFo9EeOWfgn59rF85s7XF03W7/5pk86ml1bHpdX9+6QZP3NneZt3nEF+5s5xLgnLCwpnKPz22Bn8YdG/3XRvmVKztN8tn0koRJmARnl9GCnUa8aEQkKhLZHCBZu/xfB3dkCGPP7epw2hsIL2ykihXmcWLqUYKTTjqXCHQhkyPHG2oIw4F7+MEwo5fMx9Cs30Hf5YZaTQ4kghodCfaldyDKHQf63C8UhCoRmvEQpLdOWcwhIdGCnUa2eMFDJSyEihXtsxVopQaExaRxgmFJpxA6GQUHhxzSIU6rUzQiGh0AgUPnTjlXis89WoEh+D2OgoLP/iMEYs5PCxP82UUOiPSuF7DKHQjO8IhYTCygyFU3rfgI5N6nptPLWT4i1pWIRCQqExKLz2ihp4b/t3kK0LrrmsOmSldM82P8Mf70pDcpXYUuUFGr0lLjSxpJ072ggXmjjaPWFzceEAhQeOn/Wo5/nCC+j+0r84p5Bb0sDbljQChf/3n+/x4+myW+xIhfprzxb4Wa2qlrRVQiGh0CgUjlz0bzxw45W4/mc1S6HwF43q4OOvSlYjj7z7GtSvnkgovEgBRgot6dsca4SRQjOuCQcolB0bPvryezcBZv+6LXrO3EAoJBT6hML3t3/nVn+yRtxMKDTTrZRa5UKTIBeayPCxRAq9QeFTb2/HdVfUwMu/bkMoLFeZCYWGW3eIzRMKzTggXKBQ9owtnz4a0olQyM2rcVmNREKhme4haKuEQkJh0JVI1wChUFe58ChHKDTjJ0Jhia5cfVyiQ2VbaOIaPmak0Ez/4csqoTDEUHiu4ILy0YWiIuTn56NWjWq+fFZp8gmFlcaVHm+EUGjGv4RCQuHFNYtQWKLGsTzPX8uRPE+LUzin0HP/RCgMMRTKNzOXbCuZOzHijqtxVb3qZp4kDrRKKHSgUyy8JEKhhWJeZMopUOhtMYnsxPDSmhz1ydHyicPHAL99DCPDx2Pe24ld359yq3PyCdy0y9yfq4RCQmFIFpp4mlO4dMch7PzuBOolJ6h5ho+/sRXNLk3G3x9qSSg08xx1hFWuPnaEG8L+IpwDhWfwwN8/cdOzb/sGpd+hJxR+7KYPoVAfCtcO76y2fiufqsbHIHNVDuZu2OeW98GTHQmFAfR6jBTaECnsfsMVePK2pkiMi4Z8+D1r9494cv7nuKt5fdxz/eWEwijvW/UEUJcdfyih0PEuCosLdBIUpr+wFheKi8voJpGZ73LPMlL4WDvcMYlQOHfDXqzdVbILhyvpLjQRKLzlb+vc2ukz96Rh3495hEILejDboLCoqAjnzp1DUlKSX5fdpEkT7N69u/RY2ftv/mffYmy3a7H7yGm8tnE/5PuIropwcUc08u5UHM8rwMx1ezDizlSczi/E9DU5IYsUChSmN62HOVl70bheNdycegmhkJ+586sdhPNBHD7233sylBUbG4u4uDifheyEwsILxZj/6Tcer6nD1XVxy4vrCIVbD0KmAV2ckhNjsZBQiLn9fg6robDzX9e61ceLWaB8JiOFPruUMgfYAoXTp0/H5MmTFRC2bdu29OeKLrUyQuGQt7ahW8srcAuhULmecwoDa6zhdjSh0LfHBAaHDx+OrKwsdXCfPn0wdOhQRFUQPbcbCp96e1vpvOeL72jtsM6Ewj6tsYhQiKfuaIoHX3GfSkAo9N0HOO0I41C4Y8cODBgwAEuWLEHdunUxbNgwpKSkqI6PUOh9+HjVf45g7VdHULdaAu5pcTniYqIQGxOFs+cvqJ8lyYPjZ7WquMn47bEzP/0tCkixaAd4qysvodBqRZ1lj1Do2x9z5szB2rVrMXv2bIhe3bt3x9ixY9GhQwevhQmFJdJwS5oSHSJp9bEMHzNS6LtfCeYI41A4ZcoUnDx5EqNHj1bXuWXLFgwePBjr168nFF40p7BLWn38/s6mqBofp+Dv829zMWDeZqQ3qQeZuC0LVq69vDoe7tgQQ97aDhme+OcjN3mEws/2HcOAeVuQEBuNBY/9glAYTAuxsCznFFooZiUx1bt3b/Tr1w9dunRRdzRz5kwcOHAAzz33nOVQePr0aTVEnZjo/ctK5U8qw8eMFCZj/P3XoceMDW4+mcVIIVpfWcvRkUJZ8V4lPtrNdxJbkT/XqW7NZ/MOnTiHogslW8yVTxLAuaKmewDHid2YcSgcNWoUUlNTkZGRoe5fokPt27dHdnY2YmJivGoSacPHAoX3tbockz/ajSvrVMUv26SUgcL+cz+DzOERKOz7j89wU6M6+NsvWyA5IQ7RUVE4W1CkIFB+/vLwSfxq1kb1JZWXHmqF6glxkNGovUfP4OTZAsRER+Gq2lVxhYcoo52VlJFCO9W2/1yMFPrWvGPHjpg1axbS0tLUwcuXL8eCBQsgEURvSTdS+ENuHvYcPYuoqLIPSOkPqibE4NTZQrdT1qkWj6mrd3P4mFCItx/9BSasyMbW/cfL1JNwgEJvn1Zs37gOYqLdgbFm1Tg0q5/suwFfdIRA4W/mfoYvD50sU07WEcz7zc8JhS5VBg4ciPT0dPTq1Uv9SaKGrVu3xrZt20oXncybN89N/HHjxuHjzf9Wf68SF4MJy/8DeWu94cpayD58EmfPF6FlSk3kHDmtFpJcn1JTLTo5cbZAwZA4SD6o3fyKGvjhVD6+P3lORdqOnzmP73LP4ZrLquPM+SLsP5qH1PrJkA+1f/1jnqoIRReKld0ml1RDbEw0/nPoJK6+pBoSYmPUVjKN6iahepU4bPs2Fw3qJqFOUjy27D+OBnWSUDc5AZv3HUNK7aoqirdxz1H1/1V1kvCvnB8ViDWqWw3rd/+g9mqS61idfQT1aySq65Nh40urJ6r7+XDnYbVtTdsGtfHBvw+poeSbGtWGbGkj57yz+WVY99URSAUWXdZkH0H1xDikXV4d72w5gBpV4nDfDVdg1X++R9X4WPy8YW28vflbJCXE4jftG8K1ZlBWRdeqGu/mA9kMNL+w5M3H2zGip2sD7viYaJwvKjlefCbXVVEKBgqPnynAuYIiZV4eauIzSTK0LjqVT7lnChQ4S5ItDURXuxMjhdYrLu3clepVi1ftNZySvPyuXLkSjRo1UpctQ8lTp07FwoUL1e+y2G7jxo1lbknazfqsLPzhxdluizzkQOmrpA8pnwQKJ6/52u3viXEx6NH6Z3hj0363vE5NL8GHX5ZdROE6aODNV2Pamhy3Mhf3xeUzH01vjFkf73Erc3G/Wz6zX/uG+Me/3Pc8vLJ2VVxWMxGffH3Mzd6DN16Jf37ivkCmpD+thQ/+7X5P3VtdgXe3HnSzJaMyXVtcjjc9LLi5Pe1Sj994lj6mf4eG+PvH7nq3aVBbPSM8pcc6N8aMte76XPzsKl/u4Y6N8Mp69/M0qlcN1RJiseNArtupMn5xFeZtdPf35TWroOmlyVi764hbGRmul+dH+STPjpub1cOiz921E92W7nD/hrHUud5tUzyuFu7YpJ56PnpKA2+5GtNWu9e5i1kgkDonzyl5vpdPv27XQHFD+SS74TSrX93jZtjSF7344S6P1z3k9qa2QKGs+t/7Y57bNcTHRiuO8CcZjxTKsHHjxo3Rt29fdT2HDx+GvB3v2rUL0f8ldG9Q6M8N8BgqQAWogCjw7rvvonnz5mElhvSFM2bMKL3upUuXYtGiRaWRQm9QKNFFJipABaiAvwpcvJtLRWWMQ6F0eIcOHVKTpyVt2rRJrbbzNafQBYquYWd/bzxcj9u5cydefvlltTI7UlLXrl1VRCQhwf6oXSg0fvbZZ9XcsXbt2oXi9LafUxaXffvtt5DRAibPCkj/JqMo0hYkTZs2Tb04VzSnUFfLv/3tb7juuutK5y/q2gnncvJgnDRpEl566aVwvo2gr13a5O9+9zs0a9YsaFvhauCjjz7C559/jt///vfhegtGrts4FObk5KBnz55YtmwZ6tevj0GDBqFBgwYKDCtKhEIj/naUUUKho9xh+cUQCn1LOn/+fCxevBhz585Vq4+7desGmTrTuXNn34UDPIJQWDIcTyiEelEjFBIKPXUhxqFQTiqAN3HiRHX+Vq1aqUZZo0YNQuFFCjBSGOATLgwPZ6QwDJ1m+JILCgrw9NNPq3mFeXl56N+/P0aMGFE6tcbK0xMKCYWu+kQoBBgp9Ny72AKFcupAv2jCSKGVjwNn2mKk0Jl+seqqGCn0X8lAvmjiv9WyRxIKCYWEwp/aBKEwxFAYaEdGKAxUsfA7nlAYfj4L5IoJhYGoZf5YQiGhkFBIKPTV09gWKfR1IcynAlSAClABKkAFqAAVCJ0ChMLQac8zUwEqQAWoABWgAlTAMQoQCh3jCl4IFaACVIAKUAEqQAVCpwChMHTa88xUgApQASpABagAFXCMAo6FQjtW44XKC7L1RNWqVSEfyY6klJ+fj/j4+Ii57xMnTqhPOcbGxlZ6N0t7rVIlPD74XumdwRukAn4oIM+h4uJiVKtWzY+jw/+QCxcu4NSpU+p+Y2Jiwv+GDN2B46BQHi6ysXVWVpa65T59+mDo0KGVAiRkCfxf//pXyLdLk5OT8eCDD+Kxxx5T9yl7lb311ltYsWKF+izgxem+++6D7GPo72dqDNWVoMwuX75cbVz+4YcfomHDhnjvvffw1FNPqS83/OpXvypj+/nnn8crr7yiPvclX2AIpyRbL8m3a2VTYgH/9u3bq82IDx48qDYkvueee0r37HTd15o1azBgwACMGjUK/fr1C6fbxfbt2zF+/Hjs27dP3a98ocP1SUv5hJvsw/evf/2rTCd87Ngx3HjjjbjlllvAz7WZd7f0peXr1bp163D55ZebP3kIziDPkBYtWpQ5s+yN6/pqzMUZv/zlL7Ft27bSPz3wwAOlX98KwaXbckr5kMSLL76o2qYAkvTNlTkdP34cskfsxx9/jNq1a6uNu++///4ytxxInanMWsm9OQ4K58yZoz4KP3v2bLXDf/fu3VUj7dChQ9j7Qr5reuWVV6oOywUJ//d//4errrpKAcGCBQvwxBNPYPDgwaX3mp2drUBCUrhC4Q8//KDAT2BAvk8rUCjblQwbNgwtW7ZU9+1KhYWFaNOmjdrIVz6BV75zd3olEOj/z3/+47ZBu8vfcv2bN28us3m7dFKyefHIkSPV5sXhlOSFRb5Y9NBDD5XWaYHASy65RH3jXD7Z9o9//KNM+3399dfxpz/9SUGyfNqRyawC0u+sXr1awbsrVeZPS8pnVeW5IeDrShKt9xQdkhcT+RSrfGVLkrfjzHrIPuuiiQQg5PnatGlT+04cwjP16NFDfVpUnqveIoSB1JkQ3ootp3YcFPbu3Vu91co3YiXNnDkTBw4cMPItUFsUruAkcq8CAXfccYeCwujoaAgkXhxZkaiZhLwlihiuUPjoo4/irrvuUm+nsv+kCwoF/iVK5gJFkUp+f/XVV/HNN9+o70CHExSePn0aN9xwg7qHn/3sZ2U8L1Ao/pZvjd55550KpCQJKMuDSf41b9487KBQ7kmi+f/zP/+jXuKuv/569VJ3xRVXKCjs1KkTZNqAwLIrCUjKvX7//feEQhs6IYFw+Qa1vHREQpIXaRltev/9933ebpMmTfDZZ5+hZs2aPo+tDAfIy5tER+VzipGQxLfyhSAZpatoyDiQOlPZdXMcFMqDRIaU0tLSlPYS2pZIkkQQK1OS6Jm8vWzatAl16tRRUChAIW+tMqQqea6omXy8/de//nVYQqEMAYsPJSJ000034c033yyFQhnWknlodevWVUPLkuR/gWTR4O9//3tYQaEM8f/2t79VvpTIzLXXXqs631q1aqkomryxylu6PKRleFnSG2+8AemQzp8/r4Ax3CKFAoDyBi7D3zI1QHz8hz/8Qd2btGV5qZG6u3XrVjVlQu718ccfV0M4rnpRmdq1E+9FpjPIi6YA+zXXXIObb77Z52dGnXgf/l7Txo0bMWTIENXepG+57bbbkJKS4lZcXlbk5UTabFxcnIpcy3SVyjzXWyA4MzMTopG0R3k5lZf0ypokwPDll19C7lv+v/XWW1V9KB8p97fOVFadLr4vx0GhOE+G0ho1aqSuUx460qnJUGJlSTLvTDoigQbXULGAROvWrSGwuHfvXvUwlXsXGBZAksocbpFCFwjJUPGll17qV+P+RAAAFRdJREFUEQol0iRD5vLQOnnypHpgSQOV/8MNCsVfjzzyCCQSJpEzgaTPP/9cwY9LC4kiSvTTNW1AjhVQlBefcITCH3/8UUX2JRIlQ/7//Oc/0bZt21IofO211zBmzBjce++9ah7PCy+8oB5G9evXxwcffMBIoQ2dmgD5p59+qhY9bdiwQdW9yjynUOZsy0uXzB8TEJB6JkPnMlpxcZJ+WF5WZS6sRK1lnrP0s1JfK2OShW8yNUeeM9JPffXVV2p+s/S3As+VMUl/Iz6Wl4Srr75aTWUR8Jfn7cXJ3zpTGTUqf0+Og0KJLki0TN7gJMl8GIk2VaZIoXQ6AgkyNO4KabugUCIt8sYqMCF/k05KIojhBoWy0ksWHEjE0zVUKhO9p0+frqLAAkwSKRT4lSFGGV78+uuv8cUXX+Avf/mLAshwg0J52MpcOZnQLNEGeehIByz1V95MJXIhkWGBQIGi22+/HQ8//LB6QMvQXjhCodyTALwsmBKfSqRX2qzci7RlgcIdO3aoCLH8LHOD33nnHTVkRygMzSNGorQSMZSXsUhIEpmXBXzyf0XJNX9b+t7KuCJXFlz8/Oc/L53eIVpIXUhPT0evXr0qZVWQZ4lM65H/JYmP5blUfvFb+Zv3t85URtEcB4WyelEqqGul2LRp09RkdYmWVYYk8+TWr1+PuXPnqoiJK7mgUB6yMu9DwFDuXd7sJRoTblDoml/nyWd//vOfFSQJFAoMyvD4/v37sWvXLvzxj39UkaZwhMJ///vfamhU/OtKAkZyfxK1cEGhAJGsqJdoYvXq1VUZmfcSblD43XffKaAXkHcNxzz55JMK+mUeqQsKZdGJDF1KHV+1apV6OMs8UkJhaHo06YNknrZ8CzkSkvQzAj8XrzL2dN+uPsvTDhCVQSfZfkYWl7jm/Mo9ycuo/C3cdj3w1x8SGZQRNhcUyoiGLNyUPlimDHhL/tYZf68jnI5zHBRK2H/x4sUKmmTiuszJki09BJLCPck2K2+//baKmNSoUUPdjkQKpXJeDIXywPz973+vImwy7CGLLsINCj35ytOcQoFC1/1J9EyiZrLgJhyhUCKDEv2TCIysfpShYokKS+RQAMoFhRJFFZiSlx2ZeyjzncIRCuV+pV262qcsmrn77rvVELFEH1xQKCs75f4kYir+liFzQqF9vZkMH8vIi+wRKkOG8uIt88okalQZk0SDpC+RxSMyLDh69Gg1RCzb0kibk0i2ROglT6Y8yJw6+V9Go2SOr7zUVQQM4ayZa9hUdvSQFwNpi7Igx9Ocy3C+T9e1CwTKIj65R5mSJlPRJMgiz9UtW7aoOiDTCiqqM5VBh0DuwXFQKHsnyfCazCuUhioT7+WBIqAQ7knmS5ZPMsdDhtbknmWYWMDB9cYqERXZz81VscNtTmH5exXQE+gXSJD5O9L5ulalytxCGVqUN3pJcqzMBQm3fQolaiZDqOIzGTqWKKAAkmtOoQwfS5LOSaLA4vtwfmMXqJUpAXJ/8uCVuYOuebIXQ6HMWxIYkWiNzG2TFz+Za8l9Cs33agIA8iIqusseqDIKU1kjQ6KmQJ9Ar8xRFriTOinPEVnQJ1Mc5KVN6qFAkTxbBBTPnTun4EBW0rsWOZr3jP1nkBc3GaWQ4VMBQVkEJv8qc5IXUJnWI0lexmU0QwBRXmZlaovM566ozlRmbTzdm+Og0HWRlfmLJpFWySLxfgXsK+O8JG++lAewDIUzOVMB6U9lhbtrhMKZV2ntVUkbFBC+eDWxDKHm5uaqHQFcSYDQNWJj7RU411qkfVVLRmfEz/Li6kqy+ty1gbfrb57qjHO9aObKHAuFZm6XVqkAFaACVIAKUAEqQAXCKlJId1EBKkAFqAAVoAJUgArYpwAjhfZpzTNRASpABagAFaACVMCxChAKHesaXhgVoAJUgApQASpABexTgFBon9Y8ExWgAlSAClABKkAFHKsAodCxruGFUQEqQAWoABWgAlTAPgUIhfZpzTNRASpABagAFaACVMCxChAKHesaXhgVoAJUgApQASpABexTgFBon9Y8ExWgAlSAClABKkAFHKsAodCxruGFUQEqQAWoABWgAlTAPgUIhfZpzTNRASpABagAFaACVMCxChAKHesaXhgVoAJUgApQASpABexTgFBon9Y8ExWgAlSAClABKkAFHKsAodCxruGFUQEqQAWoABWgAlTAPgUIhfZpzTNRASpABagAFaACVMCxChAKHesaXhgVoAJUgApQASpABexTgFBon9Y8ExWgAlSAClABKkAFHKsAodCxrjFzYUVFRfjyyy9RrVo1/H975wErRfWF8auCtIAFEQhoNBQBFaQjiCJNQERApYqA0qQLCIKKCihFpYuVLqg0UUCKWBCk2yihg4WiUqRJkUT/+Z1/7jo7b3Z3xrevLO+cxJjwZm75Zu433yn37vXXX28uu+wyXx29/fbb5vz586Zr166+ro/HRUePHjWbN2821apVi0dzYW2cO3fO/P7774LBiRMnZG7XXntt2DV///23+eWXX0y+fPlMlixZQn87e/as2bZtmylYsGDYPadOnTLHjh2T6y655BKTJ08eky1btrA2z5w5Y/744w9ToECBuM9JG1QEMhoCymf/f+JOPoOfDh8+LNzmtl9//VU46Yorrgj9KRKGfvjM631LqW8FPP3XX38Jr7qNse7YsUP+xrzhX+zAgQMyV753av4QUFHoD6eL4qrRo0ebKVOmmD///DM0n2HDhpkHHngg5vwGDhxoIJuXX3455rXxumDevHmmX79+stgvvfTSeDUr7QwePFjE8XvvvWdeffVV88MPP5hp06aF9XHy5ElTtmxZ88EHH5gyZcrI/Pv06WOWLVsWui537tyCabFixcy7775rXnjhhbA2rrvuOtO5c2fTuHFjmcNPP/1katasaWbPnm1uu+22uM5JG1MEMhICymf/Pm0nn3311VfmscceM9u3b0/i9Dds2NDUq1fPdOjQQW6OhqEfPvN631LiW7FkyRLz1FNPmdtvv928/vrrYd3Cx126dDE5cuSQb1v16tXNmDFjTNasWc2AAQPE+X/nnXcy0tJI1lxVFCYLvsS5edWqVaZt27Zm7NixIkoQOJDGDTfckCRClloLPRZ6Fy5cML/99ptE5OJpzPu+++4zc+bMMaVKlfItCkeOHCnC8f333zc33XSTkA0Rw6pVqwr5QqKTJk0yy5cvN4wdr3z16tVm+PDh0h/Ejb344otmw4YNZu7cub4jtfGcv7alCCQ6Aspn/z5BN5/5FYWxMPTLZ+53KZ6ikGzNc889ZxYsWCCO91VXXRUmCokelitXTri1WbNmhuxS8+bNJdDRsWNH4WD4+Y033jA1atRI9Nc+VcavojBVYE77ThYvXmy6d+/u6T0yuoMHD4p3hYghFI+31a1bN3PjjTfK4N0LnfTEkCFDzIoVK8zVV18tCxLv1CsdPW7cOPHifv75Z4PHlzlzZtOgQQPzxBNPmEyZMkmqo2XLluatt94KtTl9+nRJibCYEWEYqYPx48dLG/v27TOFCxeWe4jGBRnP448/LlG71157Tdr1Gyl8/vnnzaFDh8ybb77p+UAtiX7++edhfwfT1q1bmxkzZpgKFSpIirlixYoyl3vuuSftXw4dgSKQYAjE4jOcMviMKBJcwXrr1KmTueOOO1Kcz+jg0UcflQwB2Y5PPvnEtG/f3tx8881hfMZ18+fPl0zD1q1bpUwFAYTTnhw+8ysKY2Hol89iiULmMnToUPm2YHxbyADZFPaRI0fEoQYnHG1bxlOrVi3z5JNPivOMsCOrgwB2RgrBd9CgQeabb74JfXtoC45euXKl9Ed269NPPw3L8CTY656qw1VRmKpwp11nCD1SoPfff7/p27dvkuggC3fUqFGy+FisCKVbbrkllA51ikJqUOrXry/XkYYgJfrSSy+FvDUvkmBBQ3YPPfSQ+e6774QcEakIT+vNQYqVK1eWqFrJkiUN5IbwXLt2rTQJYX700Ufm4YcfNnfddZcQBF4h9SNBxlOpUiWpjaSdIKLQijvw4153vWAkEqUPcEX48mHCSONQK9mzZ8+0eym0Z0UgQRGIxWdMC7FQtGhR+Q/+QThYhy0l+cwKH+qHcaoRiES5KFFx8tmiRYtk/cPJlJeQFYGjyYwkh8/8isJYGAbhM+dr5Ma2bt268me4D8ceR56ym1mzZgl3I96JWpJBYUykgmvXri3CkWCCNVLdlBI5RSGO/bp168JKf9avXy9cSxaHoAOBi3bt2plNmzYl4ewEff1TdNgqClMU3vTVOIuFugw2T0BCLD6vYmRGbT2w77//XibhXOg27YAXbiOJPXr0MPv37xevLpIodC5KCJs+aN+KQgQj4tLawoULQyRq0wRPP/20adOmTVgXQcYDUZMypsYEYRlEFJLKgMieffZZISvGQQTAElc0EkVEgrWdHx4wm1tI56spAopAcASC8Jmt5bWclZJ8ZkUh0UoEmt304OQz6xjmzZs3SeYhuXzmVxQyhmgYBuGzSKLwyy+/FI7EmS9RooRctnHjRnHmEeqkfnGY+RaRbcLgVzIy7jpAL1HIdwQxbbM+3E+tOEIbJ56NJ0SKEZk2BR38TctYd6gozFjPW2oJSRsQqWOxIOKIykFgS5culSgeqWQWJSmNXbt2JRGFU6dOFbHm3BW8Z88eSYtaEekmib1790qKwJpNXeC9I9QghsmTJ4fSO1znJFHGQnTtww8/lAim04KMx9bfkE6gnjKIKLR9ElVlowgeb86cOQVPdrdFI1Gin0RB+/fvL81AYsyPe9UUAUXgvyEQic9ojbpdRAnOKk7l119/HeI7pygMwh+0y73R+CxXrlySIqVExpkJcPLZP//8IxFMLyc3yHi8+CyIKGQ+kTAMwmeRRCGcTiTQmd7FGYbD+YY0bdpUxCDBBSKFON4PPvig1P+RRXKalygcMWKE4dvjLOkhIksbiE+yWUQnSd1PmDDBkJJWi46AisIM+oawMKlzg5jwtkhx4GE1adJEROLu3bslhewlChFD1Gnwd+euYOoJbarATRIIKWfY/7PPPpN0AsRN7SCi0Bl5dIvCb7/9VgjEKeZsH0HGY0nU2Re1fR9//HGSmhMbXbDC2f2qIJyZL+RGuicSido0DVFCoqEYfZI+UlGYQRegTjuuCLj5jGNREAytWrWSXf4INSJWdi07RWEQ/rCiMBqfXXnllSIKqSlEnFhzikJKcEgpe53+EGQ8XnxGOpXMxJo1a8w111wT6h8hyu5dcKD+221uDIPwWSRRSL0kYo5gg42YMndOdaAMp0WLFvIN4P+klPkWkELn28KmkliicOLEiVKL6MxQ2XSxPbXCilAVhf6WnIpCfzhdlFexXZ+Fg0C58847paYQcYOxY5bwvZcoJKJITZ7fcDwETF2g8ygXZ/s2fRxNFJIioEjci0SDjMemj/lo2EgnZM2mFzawFCpUKPSsmT/jxMvlo+I2vFpS0EQwe/fu7SkKIWJEI7uWiVTYImr64368aDVFQBFIPgKWzxAIiLIqVaqEdvx/8cUXUv/sJQqD8IcVhdH4jGtiiUJ7DeLIfcxXkPF48RmZHnjJRuIssmRxcEqd3OdG3YmhlyiMxGeRRKEVqE5ut1kfW8JDmhcBjWgjxYyo9jKvSKGt8yZoQNYGe+WVV6RGkU08GAEOnHeccIIgatERUFGYQd4QInMU3bIoECOE1jlzj5B9o0aNTPny5cV7JHrIQqbmjTOfvEQh6Ya7775bdv8S7StSpEioqNfu7nOTBPUjeKgUAJPKITJ57733Sv2IH1FIe9xDKqhXr16mdOnSstEEUiVCGWQ8bDThuAKO6MGI5JFWIJ3M/IsXLy7FyUQ2IVeEITZz5kzx7tntzAHURPkQ1HiqYGB3vbFz+vTp01K7ybzx2N1ilnQyfbLZRk0RUASCIRCNz8h2UKNGhAiBQHqR9Yco8hKF8eYzv6LQRjNJISNa4Asie9QZJofP6B9+I/PD/+HkLVu2SHkOXEd9H5vkYmEYhM8iiUKwpb6PemrqzilToo7ankRx+eWXS+qXs2DhwuzZs8tpFkR3+V45zUsUEnXEuWeOfBd41kSHOS+W6CNms1K60cTfGlNR6A+nhL8KoUKa2BpiCm/WHiNDjRwhe855IoyPx0j0y0sU0sbOnTulHsZZQ8g9Vmi5SQLvFZGJGMUo/CWdSs2HFYXu1LC7MJvjCuiTOiGM3cps/MifP3+g8UBOkCNnClojYsqRM3Z8/DtzoSYIosKI7jEma+ymhvDq1Kkj/+Q+7BXRjMAkQoGYtGajnnp2VsIvK51AGiEQi8/gJdYzUSmMkwtY70Tmb7311iRHbMWTz+gPbkWYOn8YwM1n1LohWhFrGBvWOAuVe4OMx4vPjh8/LsfAsJnPGu0+88wz4tRisTD0y2fuV8B9fBm/KsJOYoINGOVJpPbJyiDqeCY44PAlRmQPLIjuOlPIXqKQ66nvBGvus7xNf/Z4NM4wZEMNmS212AioKIyN0UVzBQuQKB3emdfP/hBB5Fc8IoXvvYDAE0TscY/bs7PXO0mCa6lDdB/nEgRk6k6IAjh/qsne72c8CF1O9be/VOLsG6ImygcZ2RoY59/pF4xIJzt/+i7I+CEpPloI8Xj/UkuQcei1ikAiIxCLz5gbfAfX+f05Tz/8EW8+s/MgQuY2P+OJxme0TVYDPvPCwA+G8XpHmAvpZ+tk0y5RPIIPBATsz9cxJrIojzzySJKTJqKNxetZU/dNaVS0lHm85nextKOi8GJ5kul4HvE84T5e0yRqiodJIXRqGl4z6Q4O5CZaq6YIKAKJhYDyWfyeF5keoqPsmCZYgdkjZPz+BGu00RAt/vHHH1Od5+OHUOq3pKIw9THPcD2mRxIlYsnuYnt2Vmo9FLxZ0uX8TJ6aIqAIJB4Cymfxe2ZkZijBIZrJMTU46vYcXdLfyc2kkFKmTjNI9it+s0vMllQUJuZzS6hRU+RMSoBDo9UUAUVAEUhkBJTP4vv0SClT083mE8py2PBHvbha2iCgojBtcNdeFQFFQBFQBBQBRUARSFcIqChMV49DB6MIKAKKgCKgCCgCikDaIKCiMG1w114VAUVAEVAEFAFFQBFIVwioKExXj0MHowgoAoqAIqAIKAKKQNogoKIwbXDXXhUBRUARUAQUAUVAEUhXCKgoTFePQwejCCgCioAioAgoAopA2iDwP+DGBr+dlWroAAAAAElFTkSuQmCC", + "image/png": 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", "image/svg+xml": [ - "02M4M6M8M010020030040050055.566.50100200300Sale price (USD)Sale price (USD log10)" + "02M4M6M8M010020030040050055.566.50100200300Sale price (USD)Sale price (USD log10)" ] }, "metadata": {}, @@ -21689,7 +21682,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "The log transformation makes the distribution of prices more symmetric.\n", "Now we can more easily see important features of the distribution, like\n", @@ -21702,7 +21697,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 17, "metadata": { "tags": [ "hide-input" @@ -25193,12 +25188,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -25718,9 +25711,9 @@ } } }, - "image/png": 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Q6F6rWEUChflDYZdXFgQ9lhJpKUBherqkpgKFsWqz4a4LFAKF4Tzi5fOEhUIFvZ07d4rOUfrkk09k9+7dMnPmTElKSnIFhffcc0+QXlrmN98E9xp4EbYw5Tl69KizylGH8AtL0jmFet+BHyLxft+6Svb48eO+p1j4vU+th/4TLdg4kZQif5m6Os85hTp8/MDv60uXcXlD4cd3Npf01GNBt6x1/3jVTvnTpOCFJm/1aSLnn1bUuUcvKVJtScvReur70Evym9/LNcljpkC025JZ7exFHzt2zPG115X19mqWd8nx0pZ0NwI3KWGhMPvNqehNmjSRcePGySWXXBIEhZMnT5ZZs2bl6ClcunRpkD4dO3aUH374wY1uxGRTYO/evVKiRImEaaSReni7du2K2oIJv3XWF6n2LJQqVcpvUb7ya1vVH3LRqse+Q0fl/n+tyh8K29WX/HoKZwy5TKqUDp6nrF9Ik5dukT/mtdDk9gy5pGa66I8GLylSbUl/JJcuXdrzD7U9e/ZIyZIlC12b9vLMYpVHe/+1PelzKkzpwIEDzg+eRPlB7rctRurZutWrQEChitapUyfp3Lmz828dPu7Tp4+0bdvW0XPkyJGyfv16ho8j5a5c5TB8bEnYCBbL8DHDxyZ2Yp9CE7ViE8vwMcPHNpyXMFCoQ1/jx493oE/nGi5evFguvvhiZ5hGF5H07dtXvv/+e+fXsUJhzZo1HRjcsGGD9O7dW+rVqwcU2nCQiACFloT1Wez6HQeyStCeK20roYZc8ltU4bMaObLH05Y0zvBxiJ5CFpowpzCS3o90WUAhUBhpT2l5cQuFTz31lAN/gX0KdTNWXUzyt7/9zRkiDgz1ate5Dh13795dLr/8ckcjhcL9+/c7vYOadJXy5s2bgUIbDgIKLanqv9il63dJz9fdzZEd36uxNKlV3v9Fw5QAFIYWKFI/sNi82rqVY34BoBAotGHCuIXCvG5WhzQqVKiQ9ZHOv9GeD53Plj0pFOrm140aNZLixYu7nlfDljTeLBapLzJvV49NrkTYvFqh8IYxX7oS6P0BlwKF2ZRi9fF250d5tBYEuTIpQTkUAAqBQhtNIqGg0K0AubekcZsPKHSrVM44oNCbbrZzAYUioU40Yfg4fwcyp9B26/RfPlAIFPp3UXAJBRIKc29e7VY4oNCtUkAhPYXevMLwMcPH3pxDrtwKAIVAoY1WUSCh0KtQQKE35egp9Kab7Vz0FNJT6HUvN3oKbbdO/+UDhUChfxcVkp5Cr0IBhd6UAwq96WY7V0GAwr2Hjsmug0dCSlWmaBFJL5H3uecMH6d4shlQ6Em2qGYCCoFCG4ajpzCbqkChN4sBhd50s52roEDh0PcWy/INu/OU65zTy8gLXRsBhbnUYfWx7dYV+/KBQqDQhguBQqDQt6+AQt8SWimgIEHhpyu35qlRy7MrAYV5KAMUWmlScVUoUAgU2jAkUAgU+vYVUOhbQisFAIXe5xRWKJUm/+h/qaSlBg+/Fk1Nljmrtsp9k5YFPbe3+2ZI89oVPT/PSLUloNDzI0iYjEAhUGjDrEAhUOjbV5H6IvNdkSgWwOpjb2Kbrj7WOYU6fBztnkKFwgm3ZUifNxcF3WjrcyrLBdXKAoXeLECuCCkAFAKFEbJSjmKAQqDQt6+AQt8SWimAnkJ/PYUKhdeOnhf0bLpl1AAKrTiWQk0UAAqBQhO/uI0FCoFCt17JNw4o9C2hlQKAQqCQLWmsNK24KBQoBAptGBEoBAp9+woo9C2hlQKAQqAQKLTStOKiUKAQKLRhRKAQKPTtK6DQt4RWCgAKgUKg0ErTiotCgUKg0IYRgUKg0LevgELfElopACgECoFCK00rLgoFCoFCG0YECoFC374CCn1LaKUAoBAoBAqtNK24KBQoBAptGBEoBAp9+woo9C2hlQKAQqAQKLTStOKiUKAQKLRhRKAQKPTtK6DQt4RWCgAKow+FU+9qIeVKpOX5PKuWDf8lFqm2xObVVppUXBUKFIZvT/HwwPy2xWjfA1AIFPr2XKS+yHxXJIoFsHm1N7EjvXn1rc1ryT1X1ZNSxVLzrNCe/Qflj5N/lBkrtgR93rBqujzQrr50eWVB0GeBzatN9ymcdlcLueudJUHl3dioqtx5RZ2wokWqLfn9Itq+fbukp6dLamreuoa9EQKsKwAUAoU2TAYUAoW+fRWpLzLfFYliAUChN7EjDYWDLq8jtSuVlKSkpDwrVK1ccXlt/i9RhcKBE76XdTsO5KjPH9rWAwq9WYZc+SgAFAKFNhoHUAgU+vYVUOhbQisFFIbhY4XC0sVS5Ynpq/LUcGyPi2TKkk1AoaHD6Ck0FCwG4UAhUGjDdkAhUOjbV0ChbwmtFAAUigCFKZ68BRR6ki2qmYBCoNCG4YBCoNC3r4BC3xJaKQAoBApZfWylacVFoUAhUGjDiEAhUOjbV0ChbwmtFAAUAoVAoZWmFReFAoVAoQ0jAoVAoW9fAYW+JbRSAFAIFAKFVppWXBQKFAKFNowIFAKFvn0FFPqW0EoBQCFQCBRaaVpxUShQCBTaMCJQCBT69hVQ6FtCKwUAhfEPhTsPHJHDx05kPf+jR444ewMmJSdLlTLFPPuCfQo9S5cwGYFCoNCGWYFCoNC3r4BC3xJaKQAojB8ofKx9Q7k5o0bQc1YovPOdxbL7wNEcn41s31AaVkv37Aug0LN0CZMRKAQKbZgVKAQKffsKKPQtoZUCgML4gcLXb20iJ08GP+ZKpYvKUzNXyfzV23J8+NHgFkChlVZRcAoFCoFCG24GCoFC374CCn1LaKUAoDC+oHDCgrUyZ9XWHM/6rdsy5JW5a4BCKy2gYBcKFAKFNhwOFAKFvn0FFPqW0EoBQCFQyEITK00rLgoFCoFCG0YECoFC374CCn1L6KqAL/79m6s4DUpLSZa01GS5aexXrvK8P+BSaVKrvKtYP0E2zj5OhGPudPiYnkI/ziFvbgWAQqDQRqsACoFC374CCn1L6KqA9xatlz9NWuYq9uzTSsvjHRoChXFy9jFQ6Mq2BBkoABQChQZ2cR0KFAKFrs2SXyBQ6FtCVwUAhcEyDbq8jtBTGKwLq49dNamEDgIKgUIbBgYKgULfvgIKfUvoqgCgECh0ZRQRAQrdKpW4cUAhUGjDvUAhUOjbV0ChbwldFQAUAoWujAIUupUpoeOAQqDQhoGBQqDQt6+AQt8SuioAKAQKXRkFKHQrU0LHAYVAoQ0DA4VAoW9fAYW+JXRVAFAIFLoyClDoVqaEjgMKgUIbBgYKgULfvgIKfUvoqgCgECh0ZRSg0K1MCR0HFAKFNgwcEgp3794t6enez9+0UWGbZdatW1dWr15t8xIFsmygMDqPFSgECt06jYUmbpVK3DigECi04d6QUPj000/L7NmzpWvXrtKuXTupXLmyjTrETZlAobdHARR60800F1AIFLr1DFDoVqnEjQMKgUIb7g0JhWvXrpX3339f/vnPf8r27dvliiuukJtuuklat24taWlpNuoT0zKBQm/yA4Vmuh05dkIOHT1ulCklOUn+tXST/PmD5a7ysXl1pkxj2bzalV9yB+n7XkeJUlNTPeUnk30FgEKg0IbLXM0pPH78uCxatEimTp3q/KOpc+fOcuONN0qDBg1s1CsmZQKF3mQHCs10Uyi8+x9LZP/hY64z1q1cSs6qVAoozKUYm1fnbSF6Cl03rYQNBAqBQhvmdQWFgQsfPXpUPvvsM3n00Udly5Ytzp8vvvhiefzxx+XMM8+0Ub+olgkUepMbKDTTLQCF05Ztdp2xR0YNObdqOlAIFLryDFDoSqaEDgIKgUIbBnYFhbr44sMPP5S3335b9u/fL7fccot07NhRihUrJqNGjZLp06fL4sWLpVSpUjbqGLUygUJvUgOFZroBhQelbNmyrkTbe+iYDH1vsXy6cmue8fQU0lPoykgFMAgoBApt2DokFH799dfyzDPPyLJly+Tcc8+VHj16yLXXXislS5bMURf925AhQ+Saa66xUceolQkUepMaKDTTDSgECgOOeeu2DHll7hqZv3pbDhN9NLiFNKzmfecHegrN2mQiRgOFQKEN34aEwjFjxsjWrVud+YMKhfml4cOHS6tWraRNmzY26hi1MoFCb1IDhWa6AYVAIVBo1maIDlYAKAQKbbSLkFD43nvvSbly5aRt27ZB19ZewxdeeMH5vKAkoNDbkwQKzXQDCoFCoNCszRANFAYU2LNnjxQpUkSKFwcKbbSLsPsU6t6EvXr1ynHtgwcPyvnnny+zZs0qEAtMAjcHFHqzGFBophtQCBQChWZthmigECiMTivIEwr/85//yD/+8Q9ZsGCBQ+MXXHBBVm1OnDghOtdQF5x8+umnkpSUFJ2aRuEqQKE3kYFCM92AQqAQKDRrM0QDhUBhdFpBnlC4a9cumTx5srz++usOFCosZU/169d3FpzUrl07OrWM0lWAQm9CA4VmugGFQCFQaNZmiAYKgcLotIKQw8eff/656FCxAmBhSECht6cMFJrpBhQChUChWZshGigECqPTCvKEQgXBRJnEGUmZgEJvagKFZroBhUAhUGjWZogGCoHC6LSCICjU4+y6d+8ukyZNkpkzZ8q4cePyrcm3337rnI9ZUBJQ6O1JAoVmugGFQCFQaNZmiAYKgcLotIIgKNReQl1I0rx5c9m8ebNs2rQp35pkZGRISkpKdGoahasAhd5EBgrNdAMKgUKg0KzNEA0UAoXRaQUh5xTqSuPk5OQcNUm0PYJMZAQKTdQ6FQsUmumW6FD4y7b9rm74zIo5Tz7STIcPH3bmKXPMXaaEnGjiykoE5aEAm1ezT6GNhhESCj/77DPnzOPRo0c719bVyI8//rhzzN3DDz8sN9xwg406xaxMoNCb9EChmW7xCIVz/tBKalUIhrjcd6Y7UL3x5a/yyNQfQ95094waMrJ9w6AYoDDnGc5AoVnbIfqUAkAhUGijPYSEQj2xRIeQR44cKb/99ps0a9ZM7r//fucUk2effVbmzZtno04xKxMo9CY9UGimWzxC4fQhl8m4uf8JeyNnn1Za0lKT5VGgUO6btCxIr2l3tZCBE76XdTsO5Pjs9VubyIQFa2XOKqAwrMkIcKUAUAgUujKKYVBIKLz33nulQYMG0rt3b3nppZfko48+kmnTpjmXqFevnuiWNVWrVjW8ZPyGA4Xeng1QaKZbvEJhnzcXyebdh0LeTL+WZ8lpZYoBhdXKAoVmtic6wgoAhUBhhC3lFBcSCidOnChffvml0zt40003yQMPPCDt2rUTnWuoUKgLUipWrGijXjEpEyj0JjtQaKYbUMicwoBjGD42aztEn1IAKAQKbbSHkFC4ceNGp5fwl19+kQsvvFDeeecdSU1NlSVLlsiAAQOcY/AKUgIKvT1NoNBMN6AQKAQKzdoM0cEKAIVAoY12ERIK9YLHjx+X1atXy1lnnSVpaWlOHXR+oYKA9hbGMv34448yePBg6dKli/Tv3993VYBCbxIChWa6AYWnoHDDzpxz73IrmZyUJA9OWSGfrsw5Fy8QN+jyOlK6WKo8MX1Vng9hbI+LZMqSTTJjxZagzxtWTZcH2tWXLq8E/7itUCpNJtyWIdeODp433S2jhlzA8LGZ6YmOuAJAIVAYcVOFGz62ccFIlTl16lQZMWKE1KpVS1q3bu30XPpNQKE3BYFCM92AwlNQ+P636+VPk5bnK+CrPS+Wid+sAwrNLCbbtm1zFgR63Ud2+/btzsEEOjJEik8FgEKg0IYzQ/YUai/h9OnTZcaMGaK9crnTlClTpHTp0jbqFbbM5cuXOy+td999V8qUKZMDCocMGSLdunWTpk2bOuXMnj3bWSn9yCOPhCwXKAwre54BQKGZbkBhTii895/Bq3gDir7WqzFQaGYvJxoo9CBagmUBCoFCG5YNCYULFy6UHj16SKdOnZw5hbk3sr7++uuzhpRtVM5NmU8++aQDh9l7Crt27er8v/YgalJ4VbAdO3YsUOhGVMMYoNAqFTliAAAgAElEQVRMMKAQKAw4hoUmZm2H6FMKAIVAoY32EBIKdX/CAwcOOMO08Zq8QqFup5M79e3bV7QHkmSmwL59+6R48eKeh6rMrhY/0Xq6j/ZSm6bjkix//GCFTFu22XXWHhk1pEHVdLn/A3f+1P0ER3ZoKB3HfuXqGrpPodstaSqXLiYjpoXfvPrhduc4c5Kzp2PHjsmRI0ekRIkSzo/MD5dukT+GGD5201NYqliqPBn1OYXpcl8e9Z56Zwu5422TfQovkVfm/kfmr96WQ6cpg5rLOZWLy8mTJ109v9xBe/fudQ4ZyP1D3m1h2qYDz8htHuKiq8DRo0dF/9HnVJiSnoik0yICaxzi/d79tsVI3V+xYsVcFRUSCh999FHnpTR8+HBXhcUiyA0UTp48WWbNmpWjp/Cxxx4Lqu6bb74p3377bSxuI6GvqV/yOvfI6xdQIt68tgs9ncNtQ8txjympcv+/fooCFJ4nHcd+7UpeMygsKiOmrQxZbvdLasgD19R2vrSyJ4VE/Udf6Ppin7ZyR8g5heN7NZZ3wswpLFU0VZ6c4XGhye/rS5dxHhaaVE2X+/IA9HyhsFcTmbAwr82r84HCO5rJmWVTPEOhelM1TtIjaDwkzV+kSJFC1aY9yBTTLNqOdHs4fU6FKek7Rb9rvM6XjbZWfttipOqrI6puUtjhY13Vq3PyKlWq5Ka8qMfkB4V9+vSRtm3bOvXRHs/169czfGzp6TB8bCYsw8cMHwccw/CxWdsh+pQCDB8zfGyjPYSEwk8//VT+8pe/iK5EO/fcc6V8+fI56vDiiy/GvOs6PyisWbOmA4MbNmxw9lrU7XOYU2jDQuJsT6QLjgrTL1btKdStmSpXrmwsKlAIFAKFxs2GDLkUAAqBQhuNIiQUzp07VxYvXpzvdbUX0dPwWQTv5KmnnnIWmmTfp1AXmuzfv9/pHdTUoUMH5wxnoDCCwmcrCig00xUoBAqBQrM2Q3SwAkAhUGijXYTdvNrGRW2XqVCom1o3atTIWQDhdq4bW9J4ezJAoZluQCFQGA4KZ93dUooXSQkyli6qKVci8xCBUIktacIplPifA4VAoQ0Xh4VC7W1766235Oeff5bf/e530rFjR+eEk59++sk5BzkeU+4tadzWESh0q1TOuMIKhbr62O3k3eyKFQYofPTG8+SWpjWDDKWTxHVhkq6M1aSbV7NP4Zqg1ccKhV3HLRD1SiBdWKOsvNCtEVDo7TVV4HIBhUChDVOHhELdlqBFixbOELEue7/xxhvlrrvukkWLFkn37t1l6dKlMZ9TmJcouTevdiscUOhWKaBQ5xSu3rJHpq74r7Fo51Ut4xy9ZrolzblV0+XPBlvSPN6hodxkYUua08oUk0enht6S5tnOF8ja7XkdYXdSRHdZSUqSM8pmvtTvm8Tm1bm3pAlA4Y79R7L81aJuRaDQuLUV3AxAIVBow90hofD11193tnJ555135Pnnn3e2N1AoVFjUodmZM2c6ZyIXlAQUenuShbWnUKGw7ej5xqK92L2RTF+xpcBDoYLO5MUb89Un1BnCgUxu9iksiGcfA4XGzarQZQAKgUIbpg8JhcOGDZNq1aqJ/nv06NFZULh27Vq58sor5ZNPPhFd5VtQElDo7UkChWa6AYWZegGFIvltSQMUmrWpwhgNFAKFNnwftqfwjTfekA8//FAmTJjgQGG/fv1EV/x+8MEH8t133yXMBpJuxAMK3agUHAMUmukGFAKFAccAhWZth+hTCgCFQKGN9hASCvU4mW7duskPP/zgTAzXuYW6Z6GmF154Qa655hobdYpZmUChN+mBQjPdgEKgECg0azNEBysAFAKFNtpF2NXHelbp1KlTZdmyZbJr1y6pUaOGs+q4Tp06NuoT0zKBQm/yA4VmugGFQCFQaNZmiAYKAwrorg96UIJuN5cIye/2UNG+x7BQGO0KxfJ6QKE39YFCM92AQqAQKDRrM0QDhUBhdFpBEBRqr+Avv/zi6up9+/aN+YkmrirqMggodClUrjCg0Ew3oBAoBArN2gzRQCFQGJ1WEASFuvXM999/71xdTwKZN2+e8986XKx7FeowsqYrrrhCRo0alTBduG7kBArdqBQcAxSa6QYUAoVAoVmbIRooBAqj0wpCDh/Pnz/fOS5uxowZUqVKFadGuvjktddek88++0wmTZoUnVpG6SpAoTehgUIz3YBCoBAoNGszRAOFQGF0WkFIKHzooYecLWcefPDBHLXRBSdNmjQRhcbTTjstOjWNwlWAQm8iA4VmugGFQCFQaNZmiAYKgcLotIKQUDh8+HDZsGGD6Mkm2dOKFSukffv2bF4dnWcU91cBCs0eEVAIFAKFZm2GaKAQKIxOKwgJhXPmzJH+/ftLz549pXnz5s4Qss4pfPfdd6Vq1aoyZsyY6NQySlehp9Cb0EChmW5AIVAIFJq1GaKBQqAwOq0g7JY0EydOdE4w2b9/f1aNFBAfe+wxBwwLUgIKvT1NoNBMN6AQKAQKzdoM0UAhUBidVhAWCrUax48fl61btzpgWLlyZSlTpkx0ahflqwCF3gQHCs10AwqBQqDQrM0QDRQChdFpBa6gMDpVif1VgEJvzwAoNNMNKAQKgUKzNkM0UAgURqcVAIXZdAYKvZkOKDTTDSgECm1D4a9bd0tqkSKSlJSUw5xVy7o7GkzPuE9PT5fU1FQzcxMdNQU4+9idl6P2QPK5EMfcxfoJ+Lg+UOhNPKDQTDegECi0DYW/bN0jff6eeQhBIP2184XSqEZZV2YFCl3JFNMgoBAotGFAegrpKfTtK6DQTEKgECiMBhR2G79Ituw5lGXOyXc0BwrNmmpcRwOFQKENgwKFQKFvXwGFZhIChUAhUGjWZogOVgAoBApttAugECj07Sug0ExCoBAoBArN2gzRQGFAgT179kiRIkWkeHGg0Ea7AAqBQt++AgrNJAQKgUKg0KzNEA0UAoXRaQVAIVDo22lAoZmEQCFQGAsonD6kpZQtEbya+PT04B4XFpqYtelYRDN8TE+hDd8BhUChb18BhWYSAoVAYSygcMbQljL03cU5zPpqz8ZSvXyJIAMDhWZtOhbRQCFQaMN3QCFQ6NtXQKGZhEAhUBgrKOz52kLZuvewc/miqcnyybBWQKFZ842baKAQKLRhRqAQKPTtK6DQTEKgECgECs3aDNHBCgCFQKGNdgEUAoW+fQUUmkkIFAKFXqCw6yXV5f7f1ZcyxYqENZxuXp17n0IdPqanMKx0CRMAFAKFNswKFAKFvn0FFJpJCBQChV6gcEDr2tKoellJznV03Tmnl5bq5XLOCwQKzdpkIkYDhUChDd8ChUChb18BhWYSAoVAoVcorFAyTR6btjLLcCnJSfL5va2BQrMmWCCigUKg0IaRgUKg0LevgEIzCYFCoBAoNGszRAcrABQChTbaBVAIFPr2FVBoJiFQCBQChWZthmigMKAAJ5rYbQ1AIVDo22FAoZmEQCFQCBSatRmigUKgMDqtACgECn07DSg0kxAoBAqBQrM2QzRQCBRGpxUAhUChb6cBhWYSAoVAIVBo1maIBgqBwui0AqAQKPTtNKDQTEKgECgECs3aDNFAIVAYnVYAFAKFvp0GFJpJCBQChUChWZshGigECqPTCoBCoNC304BCMwmBQqAQKDRrM0QDhUBhdFoBUAgU+nYaUGgmIVAIFAKFZm2GaKAQKIxOKwAKgULfTiu0UPjfvdJ21Dxj/YBCoBAoNG42ZMilAJtXs3m1jUYBFAKFvn2VqFD44+Y9cvDIcU/3r+fPFk9LlmuAwjz1e7bzBTJ/9TaZvHhjvvp2y6ghF1QrK/dNWpZvzGu9GsvEb9bJpyu35hkz6PI6UrpYqjwxfVWen4/tcZFMWbJJZqzYEvR5w6rp8kC7+tLllQVBn1UolSYTbsuQa0cHQ3+oek+7q4UMnPC9rNtxIEeZr9/aRCYsWCtzVuW8j7duy5BX5q5xtMqeZt3dUrqOWyA79h/J+rOefcwxd56aa4HMBBQChTaMDRQChb59lchQ+Ls8vvTdCFKuRJq80y8DKMxHLKAQKHTTjojxrgBQCBR6d0/+OYFCoNC3r4BCMwkZPs7Ui55CEXoKzdoO0acUAAqBQhvtASgECn37Cig0kxAoBAoDjgEKzdoO0UAhZx/bbQVAIVDo22FAoZmEQCFQCBSatRmigxWgp5CeQhvtAigECn37Cig0kxAoBAqBQrM2QzRQGFCAnkK7rQEoBAp9OwwoNJMQKAQKgUKzNkM0UAgURqcVAIVAoW+nAYVmEgKFQCFQaNZmiAYKgcLotAKgECj07TSg0ExCoBAoBArN2gzRQCFQGJ1WABQChb6dBhSaSQgUAoVAoVmbIRooBAqj0wqAQqDQt9OAQjMJgUKgECg0azNEA4VAYXRaAVAIFPp2GlBoJiFQCBRGCgrTUpNlzj2tpFrZEjlM+MvWPdJt/CLZsudQ1t9nDG0pPV9bKFv3Hnb+VjQ1WT4Z1kqql8+ZVz/bvn27pKenS2pqqpm5iY6aAmxJw5Y0NswGFAKFvn0FFJpJCBQChZGEwulDLpMTJ3N68OTJk9LztW+AQrOmmVDRQCFQaMOwQCFQ6NtXQKGZhEAhUBhpKGzz7Bc5TKig2PsNegrNWmZiRQOFQKENxwKFQKFvXwGFZhIChUAhUGjWZogOVgAoBApttAugECj07Sug0ExCoBAoBArN2gzRQGFAAU40sdsagEKg0LfDgEIzCYFCoBAoNGszRAOFQGF0WgFQCBT6dhpQaCYhUAgUAoVmbYZooBAojE4rAAqBQt9OAwrNJAQKgUKg0KzNEA0UAoXRaQVxC4W7d++W0qVLS3JycnSUEJG6devK6tWro3a9gnIhoNDsSQKFQCFQaNZmiAYKgcLotIK4g8J169ZJ//79ZfPmzY4CTz31lLRt2zZIjVGjRsmYMWOy/l69enWZM2eOL9WAQm/yAYVmugGFQCFQaNZmiAYKgcLotIK4g8K+fftKw4YN5a677pIff/xRbrjhBvn222+d3fWzp+HDh0uDBg2kffv2zp+1R7FIkSK+VAMKvckHFJrpBhQChUChWZshGigECqPTCuIKCg8ePCjnn3++fPXVV1KpUiVHgVtvvVU6dOgg119/fQ5FBg0a5Py9TZs2QUoNGTJEunXrJk2bNnU+mz17tsybN08eeeSRkKoChd5MBxSa6QYUAoVAoVmbIRooBAqj0wriCgo3bNggl19+eY55fQ899JCcccYZ0q9fvxyKdO3a1fl7lSpVJCMjQy699FJJS0tzYvSzAQMGSOvWrZ3/nzJlisyYMUPGjh0LFFrwFVBoJipQCBQChWZthmigECiMTiuIKyhctWqVA3RLlizJunudU6hDw/fcc08ORRT0du7cKYcPH5ZPPvlEdGHKzJkzJSkpyRUUduzYMUjhpUuXOr2UJDMFTpw44eiu/yRK0rpuPpQi173o7XmXK5Em7/TLkGtGzTO+5Re6N5IZK7bItGWZ82bdpB4ZNaTBGWXk/skr3ITL2aeVlpHtz5OOL3/tKl6PRevz5iLZvPtQyPh+Lc+SyqWLyohpK0PGPdvpApn/8zaZvHhjvnHdMmrIBVXT5b4PlucbM75XY3nnm3Xy6cqtecYMuryOlCqaKk/OWJXn52N7XCRTlmxy9M6dGlZNlwd+X1+6jFsQ9FmFUmky4bYMuXZ08PMNVe+pd7aQO97+XtbtOJCjzNd7NZYJC9fJnFU57+Ot2y6RV+b+R+av3pYjfubQltLt1QWyY/+RrL8PaF1bypcoIiM/PnWvaanJos/O1TF3Qy6Tnq9/I1v3HnbKLJqaLDOHtJCSEvzME7FNuzJ6AQrS8601JdJ7NxLyJ9p9a1uK5oLZ/DQOjL6GewZxBYWbNm2SVq1a5egp1LmDuohE5xrml44ePSpNmjSRcePGySWXXBIEhZMnT5ZZs2bl6ClUiMydGjduLD/99FM4zfg8lwK7du2SUqVKSWpqakJps2rLPvnd8+ZQpzfpBwrpKcy0iQNX1dLlvkn5Q+FrvRrLxDBQWLpYqjwx3SMUtqsvXV7xAIX51HvaXS1k4IQ8oPDWJjJhwVr3UHh3S+k2LhgKK5RMk8eyAbkRFA69THq+lhMKPxnWSqqWLRbUbvUHd5kyZSQlJSWh2nRhqqx2iOg/+pwKU9q7d6+zfqBYsWDfxqMOOpKmayJi3ZbcgmlcQaEa/LzzzpO5c+fK6aefnvnF0a2b80/uOYW5H36nTp2kc+fOov/W3sY+ffpkrVoeOXKkrF+/nuFjSy2G4WMzYYHC7FBYVu6btCxfAeMXCvOutzkUZsgrc9cE9RTOuruldI04FLaUnq8tzNFTqFBYvXyJIP23b9/ufJEl2g89s5aY2NGcfczZxzYcHFdQqDd49913O0B47733ig7nKuQtWrTI2bNw/Pjxzv/ry2rx4sVy8cUXi3bN6iIS7Un8/vvvnTiFwpo1a4rCoM5T7N27t9SrVw8otOEgEQEKzYQFCoHCgGPeui3+oXDjzoNy4n9DlYF6ly2RJtpDS4qdAkAhUGjDfXEHhVu3bpWBAwfKmjVrnPsdMWKEtGvXTrZt2+YsJvnb3/7mDBHrnMAffvhBSpYs6Qwdd+/e3VmkokmhcP/+/U7voCZdpaz7HrLQxIaFgEJTVYFCoDDRoPDm8Qtl8+6DTrVb1K0oo7o0AgpNG36E44FCoDDClnKKizsoDNykzhtQ4Ms+Dq5DGhUqVMjSQWN0nL5EiZzDHwqFgwcPlkaNGknx4sVdT/JkSxpvFqOn0Ew3oBAoTEQo/HX7fqfabepXBgrNmryVaKAQKLRhrLiFQj83m3tLGrdlAYVulcoZBxSa6QYUAoVAoVmbITpYAaAQKLTRLgokFObevNqtcEChW6WAQlYf/xjSLM92vsBZPBF2S5pqLDSJ1UITnRP42T2tpWKpokHPMvtCE51TqMPH9BR6ez/aygUUAoU2vFUgodCrUEChN+XoKTTTjZ5CegrjoadQoXDSwGZB4K57UZ44uDdr9TFQaNa+oxUNFAKFNrwGFGZTFSj0ZjGg0Ew3oBAojCcobPvc3CwDN69TUdSfQKFZm45FNFAIFNrwHVAIFPr2FVBoJiFQCBQChWZthuhgBYBCoNBGuwAKgULfvgIKzSQECoFCoNCszRANFAYU2LNnj3Oiie4skghJt9MrV65czE80casVUAgUuvVKvnFAoZmEQCFQCBSatRmigUKgMDqtACgECn07DSg0kxAoBAqBQrM2QzRQCBRGpxUAhUChb6cBhWYSAoVAIVBo1maIBgqBwui0AqAQKPTtNKDQTEKgECgECs3aDNFAIVAYnVYAFAKFvp0GFJpJCBQChUChWZshGigECqPTCoBCoNC304BCMwmBQqAQKAzdZiYuXCcHjhx3gpKTRPq0ONOskRWCaLakYfWxDZsDhUChb18BhWYSAoVAIVAYHgrvn7zcCRrergFQmIdcQCFQaPbN4y4aKAQK3TklRBRQaCYhUAgUAoVAodlbIzgaKAQK/Xoor/xAIVDo21dAoZmEQCFQCBQChWZvDaAwoACbV/t1Tuj8QCFQ6Nth0YbCDTsP+q5zclKSbNt3WK5/cb6nssqVSJN3+mXINaPmGecHCoFCoBAoNH5x5MpATyE9hX49RE9hGAXr1q0rq1evtqFzgS4z2lC4bscBufnVhb40LV0sVZ646Xyg8H8qTh9ymfR5c5Fs3n0opK79Wp4lp5UpJo9O/TFk3LOdL5D5q7fJ5MUb843rllFDLqhWVu6btCzfmNd6NZaJ36yTT1duzTNm0OV1xHmW01fl+fnYHhfJlCWbZMaKLUGfN6yaLg+0qy9dXlkQ9FmFUmky4bYMuXZ0MPSHqve0u1rIwAnfi3o0e3r91iYyYcFambMq5328dVuGvDJ3jaNV9jTr7pbSddwC2bH/SNafB7SuLRVKpslj01Zm/S0tNVn02bV59osc+fVvvd9YJFv2nHqeM4a2lJ6vLZStew87sarbpIHNpO1zc7PyNq9TUfRHy4mDeyU9PV1SU1Nl486DcvP4hfLr9v1OXJv6lWVUl0ZOfltJF5owpzC0ukAhUGij/dFTmE1VoNCbxWIBhS2f+sxbZf+Xq3r5EjKm+0VAIVAIFAKFvt4lscoMFAKFNrwHFAKFvn0FFJpJyPBxpl70FIrQU5h326GnMPw7BSgECsO7xDwCKAQKzV2TKwdQaCYhUAgUBhwDFAKFZm+PU9FAIVDo1Tuh8gGFQKFvXwGFZhIChUBhYYPC9TsOyIL/bM9qKOdXKyv1qpTOt+HQUxj+nQIUAoXhXWIeARQCheauoadQWH3MQpO8Fsiw0CTv14lCYfuXvnJW/GuaObQlUOjzzQsUAoU+LZRndqAQKPTtK3oKzSSkp5CewsLYUwgUmr0nwkUDhUBhOI94+RwoBAq9+CZHHqDQTEKgECgECukpNHtrBEcDhUChXw/llR8oBAp9+wooNJMQKAQK4xUKdR/KmzNqiBw/LqlFUiU5KVkOHj3u7GHpZ59Cho/N3hFuooFCoNCNT0xjgEKg0NQzQfFAoZmEQCFQGM9QqJuT/2PR+ixT60bkgycuBgrNmrn1aKAQKLRhMqAQKPTtK6DQTEKgECiMdyjMfmLN1DtbAIVmTTwq0UAhUGjDaEAhUOjbV+GgMNzRaaYVOHT0uFz+zOem2XLEc6JJTvk45i6nHoX1mLu8jjHMDYXDrjpb2jeqKqkpyTlEOz29WL5tkuFjX6+rPDMDhUBh5F0lAhQChb59FQ4K9cxX3XcsEik5KUle6N4IKAwj5tmnlZbHOzSUm8Z+5Up2oBAoVAXcQuGJkyKzfjh1nvQrt1ws+kMrvwQUumqGRkFAIVBoZBiXwUAhUOjSKvmHuYHCBz5c4fs6WkBqcrLMHtYSKAQKHQUGXV5HShdLlSemr8pTkbE9LpIpSzbJjBWnACYQ2LBqujzQrj5nH2c7+9gECkd98m9HyvIl02TKoOa+oHDVlr2ydvt+pzzdA/Tf/90rgXfG8HYNpE+LMyPy/ihIhQCFQKENPwOFQKFvXwGFZhIypzBTL84+jr+zj2MJhdeMmuv4olezWlK3cimgMMxrBSgECs2+edxFA4VAoTunhIgCCs0kBAqBwoBj4u3sY6DQrC3HMhooBApt+A8oBAp9+wooNJMQKAQKgcKcm1fr8DE9hWbvEaAQKDRzjLtooBAodOcUegpzKMDZx5x9XBDPPqan0PfrMGoFAIVAoQ2zAYVAoW9f0VNoJiE9hfQUFqSewtqVSsmE2y+R09Pz/5IOt/qYnkKzd4hGA4VAoblrwucACoHC8C4JEwEUmkkIFAKFBQ0Kn+l0vuw5dCyrIZxRtrizWCSQIgmFP23ZK1v2HMoqu9XZlfJsgBt3HpSff9sXNs6s9cZPNFAIFNpwI1AIFPr2FVBoJiFQCBQWRChs/9KpPTE//UMrKVOsSFbD2HfomHR65WvZtu+w87eZQ73PKVQovPp/K5UHtq4tf7rmnHyh8ObxC53j+W65tKY8esN5Zg01zqOBQqDQhkWBQqDQt6+AQjMJgUKgsDBA4Z/+uSyrYTzWvqEooAGFZu+KUNFAIVAYOTedKgkoBAp9+wooNJMQKAQKCwMUXvfCfDlw5HhWzyBQaPaeCBcNFAKF4Tzi5XOgECj04psceYBCMwmBQqAQKIzt8PH2/UdyNNoKJdPMGnEcRAOFQKENGwKFQKFvXwGFZhIChUAhUBhbKNTz2D9ausl5DH/tfKFULZcYgJH9TQMUJsYz27Ztm5QrV05SUlLMvihiFA0UAoW+rQcUmkkIFAKFQKEdKFz06w45cfKkI2/pokXkjre/z3OhiUKhnq1cq0JJefv2DKDQ7BUW0+g9e/ZIkSJFpHhxoNDGgwAKgULZeSDnUIqp0Q4dPCxFihaRlOTkoKypyUny4eJN8uCUFabF5hmfmpwss4e1lMuf+dxXedXLl5Ax3S+S61+c76kcNq9m82o2r/6303Z0n0Ldkib36uNYzClUKOz08tdOvabe2UIGT1zsQOFzXS6U1vUyt67J/k4CCj29/mKaCSi0Kz9QCBTKxl0H5Y/ZVgpG0nL1Ty8jNcqXkOFAYZas9BTSU0hPob2ewvyg8POftsq2fUck+zsJKIzk2z46ZQGFdnUGCoFCBwp7vvaNrMm20WukbNe7WS05s1IpoDCboEAhUAgUxgYKpyzZJNnfSUBhpN700SsHKLSrNVAIFAKFHtoYw8cMHzN87H34+LN7WktgxW9Sksj6nQfld6PnOS2xV7NazmkoOudP0/B2DaRPizOzWmn2zatf7nGxNKtdwfksOSlJfty8Rzq/kvfwsfYUAoUeXnZxlgUotPtAgEKgECj00MaAQqAQKPQOhZ8MayUjpmV6qHhaigxqXUfavZA5vzc3FI5s31C6Z9TIFwo/XLJRDh09LuVLpknnxtWl67gFTmzuOYVAoYcXXRxmAQrtPhSgECgECj20MaAQKAQK/UHhjWO+lH2Hj8np6cXk1Z6N84XCCbdlSHrxzCPztDdQkkR+/3xmr6L2FCoUzlixRS6oli5//l1961C4fMPurDfGWZVKSsmiqR7eIP6zsCUNq4/9uyi4BKAQKAQKPbQsoBAoBAqjB4Vjv1gjX/68TU4rU0xev7VJVKBw76FjOd4MpYtlwt/Hyzc7W93ce3U96XZJDSmSkrnrQuBzD68TT1mAQqDQk3HCZAIKgUKg0EPLAgqBQqCwYEPhio275blPMu/xoevPk+r/2+A6OxQePnZcfti0Ry6sXk7uvKKOhzeJ9yxAIVDo3T355wQKgUKg0EPLAgqBQqCw4EOhznPU4e1/DGiWLxQ+/+nP8oe29YBCD+9RL1mYU+hFNfd5gEKgECh0316yIoFCoBAoTHwobFGnojzT6QIp8785i9rAS6RlHkemPYVuofC1W5vIpWdlroI+evxE1pBy9vJCvWYOHIwq7OsAAB4WSURBVDme4+NAHULlyd1TmL0MN/k9vPbiIgtQaPcxAIVAIVDooY0BhUAhUFgwoPD2y86Ud75Z77wFHvh9fdHTjkyhUOc5vrcos4y7rzpbnpudqc2D7RpINRfnKq/feUBGTF3p5Hm64/k5IDW/11NuKJy4cJ188e/fctyDh1db3GcBCu0+IqAQKAQKPbQxoBAoBAoLDhTe+sYiqViqqEy+o5lnKNTzlOes2iozhraUnq8tlGJFUmRi36auobDT2K/lnNNLy/NdG3mGwqdn/iT/Gtw86x48vNriPgtQaPcRAYVAIVDooY0BhUAhUAgU6kITnVOoPYW5ofCsSqVkdNcLJb14mvOGKVYk+Gz4wKtHewqBQncvYqDQnU5eo4BCoBAo9NB6gEKgECgsHFB4ZsWS8tbtGVKtbOZq19yrj0NB4R2ta8u7i9ZLhVJp8ugN5+X7pvEKhUeOHJEyZco45erwMT2FHl7mlrNs27ZNypUrJykpmXNV4z0BhUAhUOihlQKFQCFQWDigUDfFfqrjBZKSnCRFU5Nl6YbdMnhi5j6F4XoKFQp7vv6N3HJpzYhCoULkoSPH5eTJk3J2Ff9Q+PPWfc5bUPeBtLHf4prfMsuvWLKopJfI3Ijca6Kn0Kty7vIBhUAhUOiureSIAgqBQqCw8EBh4KSUduefLtecd7oxFD7X5ULRvIEU2PA68P959RTqKuZQ8Te99JU8fP15cmWDyqIHvby3aIM843FO4V9n/1t+2LRbRnVpZAUKV27eI3qNZzpeABR6+L6JZpYCDYXHjx8XXaFVsmRJV5rWrVtXVq9e7Sq2IAVt3HVQer72jQR+zUXy3no3qyVnViolw6dkHm7vN6UmJ8vsYS3l8mc+91WUrjAc0/0iuf7FzPNWTRNQCBQChQULCk9PLy7v928q1XKtPs5+fJ4fKNSzl0+cFBl8eR2pV6V0jldOAArPq1pG/tr5QmehyfodB+SpmT85+yTe/7v6QfEKhTokPXX5ZqldqZRULJUmz876t6eFJkCh6TeA+3iGj91rZTVyzJgxMmrUKAcImzRpkvXfoS4aL1CovxA37DxoVZ/shR8/cVL6v/UdUGigOFAIFAKFBQsKzz6ttLx080XOMLH+s2P/EdHzmSMJhVOWbJKZQ1tmQeEv2/Y7bx19B/cYv1A6NakmN15Y1TnjWYeGf//8fHm60/ly7hnpTlxaSrJULVdcFCIDUPjB4o1SJb2Y1K1cyhgK9fq6p+HbC9c6J7OE6incf/iY/Lb3sFOPWhXddbQEXqn0FDKn0ODrNfKhy5Ytk379+smUKVOkYsWKcs8990j16tVl2LBhIS8WT1A47B9L5aOlmyIvTh4lfjS4hQx9bwlQaKA2UAgUAoUFDwof79BQbhr7lejiEh3ytQGFX913hVQpU8wZ8h039xd5fPpKmTHkMtFtcRQKi6emOD2En/6hlbT7HxROX7FFdh84KqO7NpJyJYo4U360ntpT6AcKH536o5QvmebMjdRRmNsvO0uKpWaukk5OTpIT2rX5v/9WKNTvpasanCYdL65m8LYUyQsKA2UHyndbIHMK3SrlLa5ADh+PHj1a1DgPPvigo8p3330nQ4cOlXnz5gGFQKGjAMPHOY0wfchl0ufNRbJ596GQbaRfy7Ocyej6ZRIqPdv5Apm/eptMXrwx37BuGTXkgmplJS+4CmR6rVdjmfjNOvl05dY8yxl0eR1nDtQT01fl+fnYHheJ9s7MWLEl6POGVdPlgXb1pcsrC4I+09WiE27LkGtHB78zQtV72l0tZOCE72XdjgM5ysy+ZUn2D966LUNembvG0Sp7mnV3S+k6boHTWxVIA1rXlgol0+SxaZmbHGtKS00WfXZtnv0iR379W+83FsmWPaeeZ2D/vK3/6+1R3SYNbCZtn5ublTev5zv1zhYyeOJi+XV7Zq/WsKvOdoZBR/3vXGAdunym0/nS/qWvsspRoLnuhfkSOGVDe8duHr9Qtu3L7Gn6ZFgrB7j2HT7mDI++2rOxc3qIpl7Najm9Xg98mDnlRJ/D2C/WyJc/b3O8p1r+/vnM5/Jyj4vlwyUbneebvUdPP8tebwU8Hb5VL2Sf0qInmujm1Qpk2lMYDSjUex/z2c9yTpXSosil3nULhVpXvYf+rWo7eyFGGgr1ua7bsd8pt2TRVBn58UrZdeCIs9Am0lCovZ1vfb1W+rWs7Qx9u01AoVulvMUVSCi8//775ZxzzpGePXs6qmzdulWaN28uq1atCrksXHsKP1241JuSEcylK9xGTFtJT2EemjKncLkrp2X/gnOTASjMqRJQeAr6gcJ0icRCkwCUBoBY4Tfwg8YEChVgA4AfCgp1TmJmP59IjfIlZM/Bo7Lr4FFnU+1DR487w8ZjP1+To6dQobBISpK0O/8MKVk0RcbN/Y8zX/HS2hUkNTlJHv7ox6Cewg07DzjD3YePnXCG3fWedCRFU2Aa1M79R+T5OatzLDRRKHxg8gp5tvOFTq/pgSPH5Njxk07+/YePO8cFliqWKgePHHfK1Xtwvs937ZODx5OcawZOnwn1jgvoEMjv5n2oMfrDTq+R+0QaLU+Tm2trnI05hdnroDo69SmXqU9eSXuWq/5vS6Vw918goXDw4MHSsmVL6dy5s3P/+svi4osvliVLlmQtOvn73/8epM2jjz4qg1/+WNTAsUyt61WWqcuiM3Ss99nr0lryt69/tXLLuoFrqaKpsmzDroiUry+PO1rXcX5p+0nF01Kk08XV5e8e71tXD/ZqVlPGz/vFuBqt61WSz3/6zSifzuHRXqLv1u50lU9frPpif+ebda7ib2txprw2P/y9aA9OakqyMxwUKumXyNdrtoeMqVWhpFQsXVS+/XVHvnHXnldFdOgsv6QT9nU+VmBLjdxxbepXzreXMb14EWl77mny/rcbgorXHrhbmtbMU5NQ9e7dvJa88WVwW/pdw9Od/e1ypxsurCpTlgT3pmqPnX4hZ08K+ur/n7bszfqzfmn1b3WW8+WePeX1PHVocPy8U2Xql3yfFmfmuE5ez/fWZrXkza9O3VOD08vInkPHRGFAk/Yo3XjhGfL2wlNeG9i6do469b3sLHk127UHtKotL3+RWWeFlK5Nqmdd46yKJZ2FFkvWZ74zdI6d9gZq0h/M3TNqyhtfZnr1yvqnyScr/+v8d9niReTKBqfJP7/LfJ7Z6928TkWnp1FT9neSnmLS9KzyMnXZZgdGAm2mZFqqtL+oqrMhdfZyzyhb3OlRVMA794wysvPAEdm065Bkf74BnbW96nX/tXST8+/A9QP3nt27t7c4U8bP/8XpPTxy7IT8Z9t+CWgYeF9kr2vgGlfVP01mr/yvZNdsSJu6DrAoOGibvvycytLq7EoOFD4/52dpXqeCLF63y+mNVY0VevQ+yhZPc55revFUp42XKZbqzDOsU7mUbNx5UC45s7xMW75ZLqpRLsfwsfpA21CLuhVl2rLNMuTKujmg8O0Fax19VAddZBPYkkZh5u0F65wha/X1y5+vkU6Nqzl10h5uvbd5q7c5cyhPnpSs1dsKhS/NXSvqcTdgpjq8s2id/PHqc1y9CwNB6k/1Q24oXL5htwOpDc7I3AooXLIFhYeOnXCeoeqo+oSCXu1Jv+a8KuGq6nxeIKFQh41r164tt956q3OTW7Zskcsuu0x++uknSU7OnC+RHxS6Uo0gFEABFEABFEABFEgQBdzurFIgoXDs2LGyefNmeeSRR5zHtWDBArn33nvDzilMkGcbd9XUBTy9e/eWhg0bxl3dbFXo4MGD0qVLF/nXv/5l6xIRLff777+X9957T5588smIlmta2FdffSUzZ86Uhx9+2DSrp3jdhaBq1apy4403esofKpP2ANx5553yzjvvRKzsu+66SwYOHCj16+fcgsT0Ar169ZLHH39czjjjDNOsTnz//v3lT3/6k5x11lme8pPJvgKff/65fPnll/KXv/zF/sXi6ApPPfWUNGrUSK666qo4qlX+VdHvRh2FrFbNbHFOrG6uQELhzz//LB07dpRp06ZJlSpVRF+0tWrVcsCQFHkFgMLIaxrpEoFCoNDEU0ChiVqxiQUKgUIbziuQUKhC6fDwX//6V0eziy66SJ577jlJT8/c64kUWQWAwsjqaaM0oBAoNPEVUGiiVmxigUKg0IbzCiwUqlimJ5rYELgwlAkUxv9TBgqBQhOXAoUmasUmFigECm04r0BDoQ3BKDNYAaAw/l0BFAKFJi4FCk3Uik0sUAgU2nAeUGhDVcpEARRAARRAARRAgQRTAChMsAdGdVEABVAABVAABVDAhgJAoQ1VKRMFUAAFUAAFUAAFEkwBoDDBHhjVRQEUQAEUQAEUQAEbCgCFNlQtRGWuWbNGpk+f7uwDeeWVV0qxYsUK/N2vXbtWPv74Yzl27Ji0adNGGjRokBD3vGHDBtHJ6T169IhJfb/44gtZvjzz7Gb1S7t27azW48SJE85zWrFihXPsZbNmzSJ2vb/97W+yd++p4+YuvfRS5yhNP0lPXJo9e7ZUrFhRrr32Ws9baOlxnvqcGzduLC1atPBTJfLGqQLbt2939uFNSkpyvKKeKehJdxPR75offvhB6tWrJ1dffbUUL1487m/7yJEj8vLLLzsbwhctWjTu6wsUxv0jit8K7tixwznNQV9KkyZNck6O6N69e/xWOEI1e//9951jFLWB33PPPfLPf/4z60ztCF0i4sXoC/WOO+4QfWZa/1gkPSFDTyHQL7AyZcpYPy1j5MiRcvjwYenWrZucfvrpniErL630i+no0aPOR6+++qrcdNNNcsUVV3iW9cCBA04Zup+qgrP+2LrvvvuMy/vxxx9l9OjRzob948ePd+79kksuMS6HDPGrwMmTJ+XFF190fpDqD1QFpeeffz5+Kxyhmm3atEnmzJnj/NCZOnWqpKamyoABAyJUur1inn32WXnrrbdk/vz5UqpUKXsXilDJQGGEhCzsxWjvhP5yLUxHLiloaW/XxIkTpVy5cnFtAf2lqscsaQ9XrKCwb9++zpdXNH7d79692+lJ0GPAtMewSJEiVp7Pvn37nJ5X/VGUkpLi+Rram3DDDTc4P7K0Lc2dO1eGDx9uXJ4e8am9KAqoCogffvih3H///cblkCExFNB3kP6Y0OdcmJJCof4w0x+a8Zy+/fZb5yhUPXZXf/ABhfH8tKhbxBTQF9Pdd98tt99+u5x//vkRKzeeC9Iewk8++cQ5+/a2226L56o6w6cKg08//bR06tQpZlD40EMPyX//+1/ZtWuXdOjQwamLraRANHToUPn973/v9Lzpv9u3bx/xy73xxhsO5Hbt2tV32VOmTHF6nitUqOCcD+3lBKavv/7aeb7ag/Luu+86WgdOdvJdQQqIOwXUfzqEfOutt8Zd3WxUSM9O1563jRs3ygcffOD5bG8bdctdpk4vGTRokDN0rD33o0aNAgqjITzXiK0COpShh33rvDo9b7qwJO19Wr9+vfNLVWHnnHPOictbD/RA6VBk2bJlnfO/X3rpJalTp07M6hvoYVV4sfXLedWqVaK9ZjqUaqs3JaCtfjn57f3Uns0+ffo4vQk6zLRw4UKn7qZJfblgwQJZvHixHDx40Jn36mUY2vS6xEdfAR021rmjTzzxhAOGhSVp77zOvdUf5WPGjInb29bvBv1e0GN2R4wY4XScRHJes60bZ/jYlrKFoFwFwscff9wZluzZs2chuOPMW9Qv3uTkZOe/H3zwQWfYTyf1x2PSuWramxBIOrdFIeHGGyN/wke4+w/oppCm19eerJIlS4bL5ulzvdbAgQMdMNR5hQpcOjQbyTR58mTRxTvaW+w36ZCxwuUjjzwiCpvXXHONM3/Ka9L5jvoldPPNN4sugiEVLAVmzJghs2bNkqeeesqZW1cYUvb3rs4v1BEaBeN4TW+//bbTU69Jp5foVCMdvQh8d8RrvYHCeH0yCVAv/ZWq88QCQKS9Ja+//noC1NxfFRU2dI6awoYurvEy98tfDbznjuXwsf5w0N5KBdXrrrvOgWmbSee46hen9sLp8Frr1q0jdjn9QXT99dc7fq9UqZLvcrU8hXXt3dN/VBsvq7P1XrXneunSpU7PvS4uIhUsBRQ0mjRpIhdeeGEWEOqPc13RX5CTzrMdN26cM73i0KFD0rt3b2natGlC3LJ+TzKnMCEeFZVEAW8KKNjo6mM/iwu8XTmxc+k8m9KlS0ftJrRXUofW4v3XeUAQ/aGRlpbmazhQvak/0EyGFHWYWece6kpq3RonoJfO3VKYVojPPTfxs88+k379+jkLWfQLmoQCthXQ9qw96X6na9iuZyKXT09hIj896o4CKIACPhVQUNeeDF3YokPWeUGhXkJXUmZf/DJ48GBnQcyf//xnZ3iehAIokPgKAIWJ/wy5AxRAARTwrIDO1VK400nwOhUkNxTqymrd5kbnOQYWk+l+l7rtjf5z3nnnAYWe1ScjCsSXAkBhfD0PaoMCKIACMVFA5yPmBYW6D94DDzwgEyZMcBYHadJJ9LrCW4fyFBjpKYzJI+OiKBBxBYDCiEtKgSiAAiiQeAqEgkKdP6h7kOo2IDVr1nRWjyso6rZCQGHiPWtqjAL5KQAU4g0UQAEUQAFnlXZ+PYW696FCYJUqVZyjCnWjej3LWucTAoWYBwUKjgJAYcF5ltwJCqAACnhWIBwULlq0SIYNG+acDqNnV+t2N7pBL1DoWXIyokDcKQAUxt0joUIogAIoEH0FwkGhLkhp1aqVbNmyxVmlXL16daAw+o+JK6KAVQWAQqvyUjgKoAAKJIYC4aBQ7+KFF14QPX82cDqMDh+fffbZ7FOYGI+YWqJAWAWAwrASEYACKIACKIACKIACBV8BoLDgP2PuEAVQAAVQAAVQAAXCKgAUhpWIABRAARRAARRAARQo+AoAhQX/GXOHKIACKIACKIACKBBWAaAwrEQEoAAKoAAKoAAKoEDBVwAoLPjPmDtEARRAARRAARRAgbAKAIVhJSIABVAABVAABVAABQq+AkBhwX/G3CEKoAAKoAAKoAAKhFUAKAwrEQEogAIogAIogAIoUPAVAAoL/jPmDlEABVAABVAABVAgrAJAYViJCEABFEABFEABFECBgq8AUFjwnzF3iAIogAIogAIogAJhFQAKw0pEAAqgAAqgAAqgAAoUfAWAwoL/jLlDFEABFEABFEABFAirAFAYViICUAAFUAAFUAAFUKDgKwAUFvxnzB2iAAqgAAqgAAqgQFgFgMKwEhGAAiiAAiiAAiiAAgVfAaCw4D9j7hAFUAAFUAAFUAAFwioAFIaViAAUQIF4VOCXX36RAwcOSJ06daRo0aKuqvjVV1/JG2+8Ia+++qqr+EgEHT9+XGbNmiVt2rSRtLS0SBSZo4x169ZJ5cqVHQ30v6tUqRKkx65du+TIkSNOXPaUl4ZHjx6VTZs2ZYWVLVtW0tPTg+q9ceNG5++lSpWK+D1RIAqgQGwUAApjoztXRQEU8KjA9OnT5emnn5b169dnldCpUycZOXJk2BKnTp0qI0aMkAULFoSNjVTA2rVr5corr5QpU6ZIgwYNIlWsU47C5h//+Ef5/PPPpUiRInLhhRfKO++8I40bN85xHdVr5cqV8vrrrzt/D6XhqlWr5LrrrsuRv2TJktK9e3cZPHiwlChRwvns/vvvl61bt8r48eMjek8UhgIoEDsFgMLYac+VUQAFDBXYvn27NG3aVPr27SsDBw50et5Wr14tqampcs4554QtLRZQqJX69ddfpWbNmpKUlBS2jm4DDh48KG3btpVevXrJ7bffLvv373cFheE0DEDhvHnzpFKlSrJt2zZZsWKFjBo1So4dOyaTJ0+WYsWKyZYtW+Syyy6Tl19+2ekFJaEACiS+AkBh4j9D7gAFCo0C2jPVvHlz+eCDD6Rhw4Z53vekSZNk4sSJsmbNGme49JZbbnH+0ZQbCnWoVGHnX//6l+h/X3HFFXLfffdJmTJlgsrW3rhp06bJBRdcIH//+9+dXrKWLVvK8OHDpWLFik78Cy+84ICUAtqbb74pZ555pjz77LNy8803O8PWVatWdeKWLVsmzzzzjPNvTbfeeqsMHTrUqYPb+mgdXnrpJfnss8+kePHirqEwnIYBKPzyyy9zDDcrHGqPpwL5oEGDnHprD+Ts2bOdHksSCqBA4isAFCb+M+QOUKBQKaBDxQpPOlyc13DshAkTHEDSIdTvvvvOARft9dK5drmh8NFHH3WARoFM5+T99a9/daDvueeeC9JU8959991Oj2SfPn3k0KFDMnr0aKlVq5a8++67TrwCopanQ6x33HGH1K9fXypUqOD0qOnfFRJ1Ll7r1q3l4osvdmBQh301/tJLLxWT+vzpT3+Sffv2yZgxY5xru+0p1NhQGuYHhZpPh4x1vqECr6YvvvjC6aVUuFUwJaEACiS2AkBhYj8/ao8ChU6BDRs2OHDy9ddfS0ZGhjPPTYeU80onT550YOsPf/iDA0LZoXDPnj0OmD3++OPSsWNHJ7vC3YMPPiiLFy8OWkARgELthWzSpIkTr3Pz7rrrLpkxY4bUrl3bgUKd06e9ioFewcAwawAKFVLHjRsnCl8pKSlZ1Tatz0033eTc2z333GMMhaE0DAWFCqCqkUK2Jl2ookPYH330kavh+0JnVm4YBRJMAaAwwR4Y1UUBFBA5ceKE6EpiXTihgPLwww87CyECoPLxxx87wKKrbr/99lsH3LR3LzsU/vDDD3LjjTc6YFi6dGkn744dO5xeL81ft27dHFIHoHD58uXOnDpNgaFYXc2svX8Khbqg4/3338/KmxsKdS6k1v+VV17JUb5pfXRRiQKswqEmk55Cjc9Pw1BQ+OSTT8r8+fMdCNSkK5rPPfdcZxj7qquuwpoogAIJrgBQmOAPkOqjQGFXQEFl5syZMmfOHAcAu3Xr5vRe6dxD7b3785//LD169AiCwu+//166dOniDAnXqFEjh4w63Jt7G5YAFOrClkBS6NRew8BiC4VCXQCivYGBlBsKdchY5x1mj9FY0/ooFP7lL39xekCzA5r25un9Z0861KzAm99WPNk1DAWFXbt2lWrVqjnzITUdPnxYzjvvPKCwsDdC7r/AKAAUFphHyY2gQOFUQLd60SHUJUuWSKAnSxc/6NDszp075ZJLLnHAMHdP4W+//SbNmjWT//u//3OgMVwKQGH2BRi6yKNfv35Z2824gUK9nkJs7m1xTOujMKhAqlvSBJLCrP5N50YGks591EU5Ws977703z9vMrqFu9aNb0uReaBIYKg/0impBP//8s1x77bXOApyzzz47nIR8jgIoEOcKAIVx/oCoHgqgwCkFtBfrp59+crZe0b3zdKsUBUFd0KEg9NZbbzmrfRVSdGhTAUaHcvOCQi1Vh5V1/uCwYcOcnkXd/Fn/6dChQ5DsASjUFcq6+vb00093ehl1ixe9XnJysjN8HK6nUOFVga5nz57OqmiFNt2E+6KLLjKqj96T9v5lH4bWFc66AOfOO+90egv18/fee88ZDleo042+w2kY6CnUuZE6rK4LSxR+9f9VF9U7kD799FMZMGAAC01opChQQBQACgvIg+Q2UKAwKKCriRXIFMQ06Wpe3SNPewF1SFZ7BrU3TFfFatIFJDp3TlcM9+7dO2j18e7du50Vv9pTFkhXX321vPjii3lCoW58rbClgKRJIev555/Pmn8YCgq191JXKmvSLXUeeeQRZx6gJr0nXQFtUh+tgwKa9ugpIGvS01N0M+mxY8dmla33/sADDziLcjSF0zD35tW6artevXqiQ8e6JU32pNp98803WXMMC4MHuUcUKMgKAIUF+elybyhQABXQFcW6UlcBqHz58nneoW7Vohtbuz1WTsvSXjXtGQssIsldcPZFKtoLqT2CeR3/ZiK5QqzuiZh9FXIA7sLVR3sYdXGH9jbq0HDupPMddZudvLaKcaNhuPvYvHmzs09j9uHkcHn4HAVQIL4VAArj+/lQOxRAgThRIFanoYS6fR0S1mFkXYEdWEEdLbkeeugh56SWwJ6F0bou10EBFLCnAFBoT1tKRgEUKEAKxCMUao+fboGjw9KBM4mjJbkuMtGTXMqWLRutS3IdFEABywoAhZYFpngUQIGCoYAuuNBFLpdffnnBuCHuAgVQAAVyKQAUYgkUQAEUQAEUQAEUQAEBCjEBCqAACqAACqAACqAAUIgHUAAFUAAFUAAFUAAFBCjEBCiAAiiAAiiAAiiAAkAhHkABFEABFEABFEABFBCgEBOgAAqgAAqgAAqgAAr8fwX+H6EnChvIihxZAAAAAElFTkSuQmCC", + "image/png": 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", "image/svg+xml": [ - "251M200.5μ1.5μSale price (USD)density" + "251M200.5μ1.5μSale price (USD)density" ] }, "metadata": {}, @@ -25741,7 +25734,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "This histogram with its log-scaled x-axis essentially shows the same shape as the histogram of the transformed data.\n", "But since the axis is displayed in the original units, we can directly\n", @@ -25750,7 +25745,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "The log transform can also reveal shape in scatter plots.\n", "Here, we've plotted building size on the x-axis and\n", @@ -25761,7 +25758,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 18, "metadata": { "tags": [ "hide-input" @@ -25776,7 +25773,7 @@ }, "data": [ { - "hovertemplate": "Building size (sq ft)=%{x}
Lot size (sq ft)=%{y}", + "hovertemplate": "Building size (sq ft)=%{x}
Lot ize (sq ft)=%{y}", "legendgroup": "", "marker": { "color": "#1F77B4", @@ -32309,12 +32306,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -32829,15 +32824,15 @@ 608714.6666666666 ], "title": { - "text": "Lot size (sq ft)" + "text": "Lot ize (sq ft)" }, "type": "linear" } } }, - "image/png": 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", + "image/png": 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", "image/svg+xml": [ - "05k10k0200k400k600kBuilding size (sq ft)Lot size (sq ft)" + "05k10k0200k400k600kBuilding size (sq ft)Lot ize (sq ft)" ] }, "metadata": {}, @@ -32853,14 +32848,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "However, when we use a log scale for both the x- and y-axes, the shape of the relationship is much easier to see:" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -39404,12 +39401,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -39930,9 +39925,9 @@ } } }, - "image/png": 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", + "image/png": 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", "image/svg+xml": [ - "510002510k510002510k25100k251MBuilding size (sq ft)Lot size (sq ft)" + "510002510k510002510k25100k251MBuilding size (sq ft)Lot size (sq ft)" ] }, "metadata": {}, @@ -39950,7 +39945,8 @@ { "cell_type": "markdown", "metadata": { - "tags": [] + "tags": [], + "user_expressions": [] }, "source": [ "With the transformed axes, we can see that the lot size increases roughly linearly with building size (on the log scale). The log transformation pulls large values---values that are orders of magnitude larger than others---in toward the center. This transformation can help fill the data region and uncover hidden structure, as we saw for both the distribution of house price and the relationship between house size and lot size. \n", @@ -39960,7 +39956,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "## Banking to Decipher Relationships\n", "\n", @@ -39972,7 +39970,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 20, "metadata": { "tags": [] }, @@ -40475,12 +40473,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -41001,9 +40997,9 @@ } } }, - "image/png": 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jbSWFFy9elNmzZ0vz5s2lUaNGTqWwZ8+e0r59e/nggw/km2++oRSazAYvy6IUegmOUoiB+y+aUohj1C/ZBQoUkNDQULywXFgCpRBrdEohxs9ktK2kMLVicXFxTqVwypQpokPHOrTctGlTGT9+PKXQZDZ4WVagS2HcP8mSNyRI8oUGe0nIdRh7CjGslEKMH3sKcX6UQowhpRDjZzLab6Tw4MGDcvfdd8u0adOkZMmSTqXwww8/dGDzySefyJo1azJllpKSIvpHF63w8I7A+fPnJW/evFku+vGu9JyL+m17rAz7bbfsif3HuonrY4rI4NurSYG8IUZvKjk52WIXEmK2XKM3aePC9IGSlJRk5SAP7wjogjvtJXQ2h9u7EnNXlD5DdKSLPa3et7uKdXh4uPcFMFIKFiwIU/ALKdQPW9euXa1h5U6dOlmV7tChg6jw1axZMy2RZsyY4QCkT58+snHjxkxBaS+DPlAiIiJgmLm1AO3pioyMtK0U/pOUIvnCgsX1OnXH1mv5wRI5EZ+U4Qf3NSorr95azWhTq1Trw5hfTLzDqg9kfaBoDvLwjsC5c+ckX758Ehzsm95w7+7Kf6L0GaJ5SKnxrs30i118fLw1hYGH9wRM5J9bUqjJrj11+ou3QoUKPk/8K4ePNVmuvvpqp6QGDx4s99xzT6YUuSWN9wnmbqRdh49//fOwfDBnu+w6Hi/BQXnk9nplZNi99d2q1o5j8XLj0N8dzq1RuqDM7N3SrTLcPYnDx+6Scn4eh48xfhrNOYUYQw4fY/w4fIzxMxmdqRTGxsbKqFGjZNGiRbJz584M1yxVqpQlaU8++aRUr17d5P1YZWU2pzD9hTin0Dh2rwu0oxSeT06RBgPnSkJSSoZ6PdW6qjzfLuuePhXJNh84SmHtslEy/ekWXrNyFkgpxHBSCjF+lEKcH6UQY0gpxPiZjHaQQu0V/OKLL+T999+XqlWrWsO0lSpVsv7o8MLevXvl77//lhUrVsjvv/9ubQ/zwgsvWNvImDrclcIffvjBui9XB3sKTbVK5uXYUQrX7j0ld322zOGmm1UpKuO7N3ULyg3vL5TdJ85lOLfndZXlpVtquBXv7kmUQndJOT+PUojxoxTi/CiFGENKIcbPZLSDFKqQde7cWZ599llp166dy4nHOldv+PDh8uijj1rz/ex4UAp93yp2lMJ1+07LnZ8udaj8tVWLyXePNXELytp9p6zh540HTlsrj9vVLCmD76zjVqwnJ1EKPaHleC6lEONHKcT5UQoxhpRCjJ/JaKfDx9pbqBOOV69ebb3+TXsMXR26EMSuq9YohSbTxXlZdpTClIuXpNGgeXIqIeNCkWdvvEqeaRPjeygeXIFS6AEsJ6dSCjF+lEKcH6UQY0gpxPiZjHa50OT5558XnT+of/vrQSn0fcvZUQq11gu3HZcP522XLYfPSP68IXJrndIysGNt3wPx8AqUQg+BXXE6pRDjRynE+VEKMYaUQoyfyWiXUqhz9nTvP11s4q/bZVAKTaaL//QU+r7W5q5AKcRYIlKoC5LmbD4qpxOSpEyhcGlboyR2M34azdXHWMNRCjF+lEKMn8lol1KoD6unn35a9G/dOPrKlcb16tWz/b5WlEKT6UIp9AVNSiFG1VspPHY2UTp9tkz2nUxIu4GWMcXl227XYDfkh9GUQqzRKIUYP0ohxs9ktEspfO+996xtaTI7dM6hyVXHJiuWWhal0BdUM5Zp1+Fj39fczBUohRhHb6Xw4wU75f052xwu/vUjjeX6aiWwm/KzaEoh1mCUQowfpRDjZzLapRTqL1t9BVdmh4nds01WxllZlEJfExahFGKMKYUYP2+l8KUpf8r4P/Y5XPztu+rIfddUwG7Kz6IphViDUQoxfpRCjJ/JaJdSOHLkSDl27Jh07NhR6tata/K62VYWpdD3qCmFGGNKIcbPWynUXkLtLbzyGPlgQ7m5VinspvwsmlKINRilEONHKcT4mYx2KYVLliyRYcOGWe8Ojo6Olvvuu8/azLp48eIm78GnZVEKfYrXKpxSiDGmFGL8vJXCrUfOSocRi+VCyqW0G4gpWUDm9L3O4/dkYzXI+WhKIdYGlEKMH6UQ42cy2q13H+/evVtmzJghEyZMkCNHjkjr1q2lU6dO0qpVK9uvSqYUmkwX52VRCjHGlEKMn7dSqFfdfvSs/PrnETl1LknKFg6XexuXl6jwUOyG/DCaUog1GqUQ40cpxPiZjHZLClMvqA2n29O88sorlhzmz59funXrJt27d7degWfHg1Lo+1ahFGKMKYUYP0QKsSsHTjSlEGtLSiHGj1KI8TMZ7ZYU6htOFi9eLJMmTZLZs2dbQ8ldunSxRHDEiBESGRkp06dPt+X2NJRCk+nCnkJf0KQUYlQphRg/jaYUYgwphRg/SiHGz2S0Syk8cOCA/Pjjj9af2NhYa8HJvffeKw0bNpQ8efJY9xEfHy9t27aVoUOH2vL9x5RCk+lCKfQFTUohRpVSiPGjFOL8KIUYQ0ohxs9kdJb7FM6dO1ceeOABuf3226Vw4cJOr92rVy+58cYbLWm020Ep9H2L2HX4+NDpf+TzRX/LtiNnJTJviLStUUL+Z8OtRiiFWI5SCjF+lEKcH6UQY0gpxPiZjHaQQv0Fu2/fPqlcubI1pKAimNor6OzCp06dsnoRy5YtK3bct5BSaDJd/Kun8Nbhi2XToTMZbtqOe9BRCrEcpRRi/CiFOD9KIcaQUojxMxntIIX6gGrQoIHV66c9gJUqVXJ6vbi4OBk7dqw1p/Dbb7+Vpk2bmrwvY2VRCo2hzLQgO/YU/nUoTjoMX+JwzzdULyFjujb2PRQPrkAp9ACWk1MphRg/SiHOj1KIMaQUYvxMRjsdPt66dasMGTLEWlyi7ztWsapSpYq1sES3p9m5c6esWbNGypcvLwMGDJAbbrjB5D0ZLYtSaBSn08JyUgoXbD0me06ck8h8IdLqquJSsuC/q+BX7TkpnUcud7jfxpWKyMTHm/keigdXoBR6AItSiMHKJJoLTTCslEKMH6UQ42cy2uWcwhUrVsiqVassCdy+fbu1qKRatWpStWpVqVGjhtxyyy0SGmrvPb0ohSbTxXlZOSWFT49fJ79sOJR2UxFhwfJDj2ZSt1yUHDubKNcMnudww12aVpRBHWv7HooHV6AUegCLUojBohT6hB+lEMNKKcT4mYx2a0sakxfM7rIohb4nnhNSuOXwGWn/0WKHyuk7a3XeoB7D5++QoXO3p51TrVQB+eKhRlK+SITvoXhwBUqhB7AohRgsSqFP+FEKMayUQoyfyWhKYWKi6Ae6UKFCJrnmqrJyQgoXbjsuXcf84cBZh5DHPnpN2r8fPXNedp84J9qLWLecPduYUoh9XDinEOOn0Rw+xhhSCjF+lEKMn8loSiGlEM6nnJDCjQfi5PaPHReS3N2wnHzQuR5cp+wsgFKI0c7NUngiPlG+/2Of7D+ZIIUjwqR97dJydQXPv/xQCrEcpBRi/CiFGD+T0ZRCSiGcTzkhhXrTXb5cKUt2nMhw/+MeayItqhaD65SdBVAKMdq5WQrbDv1ddh6LzwBwypPNpUEF53vKZkaaUojlIKUQ40cpxPiZjKYUUgrhfMopKdQb/27lPtl9Il4i84ZK6+olrEUm/nZQCrEWy61SOH/LUek2drUDvMdaVpZXbq3hEVRKoUe4HE6mFGL8KIUYP5PRLqVQ33k8c+ZMmTVrlmzevNnhutOmTZMCBQqYvB/jZXGhiXGkDgXmpBT6vna+vwKlEGOcW6Vw8toD8tyPGxzg3d2gnHxwj2dTKCiFWA5SCjF+lEKMn8lol1K4cuVK6dKli3Tu3Fnq168vQUFBGa6tr74LCwszeT/Gy6IUGkdKKTSMlFKIAc2tUrji71j536gVDvD6tL1K+rSN8QgqpdAjXOwpxHA5RFMKDQMFinMphW+99ZYkJCTIoEGDgEvkbCil0Pf82VOIMaYUYvxyqxQqtcfHrZFZfx1JAxhdLL9M6NlMShTI6xFUSqFHuCiFGC5KoWF+JotzKYUDBw4UNfhXX33V5DWztSxKoe9xUwoxxpRCjF9ulkIlt2xXrBw89Y8UigiVNjVKSFCePB4DpRR6jCxDAIePMX7sKcT4mYzOcvi4Z8+eMnfuXClevLjJ62ZbWZRC36OmFGKMKYUYv9wuhRi9f6MphRhFSiHGj1KI8TMZ7VIK58+fLy+//LLExsZKrVq1pEiRIhmu/fHHH0tEhL3eDnElHEqhyXRxXhalEGNMKcT4UQoxfpRCnB+lEGNIKcT4mYx2KYWLFi2SdevWZXo97UXMly+fyfsxXhal0DhShwIphRhjSiHGj1KI8bOzFP55IE7e+nWLrNp7UsKCg6xtp/Q1lgXyheKVNlgCpRCDSSnE+JmM5j6F3KcQzidKIYYwkKVw6rqD8tvWY5KQnCLVSxaQnq2qSIF8IRiwK6Iphd7jnLP5qHy8YIdsP3rWEq076peRV26t6X2BhiNvHb5YNh06k6HUzg3LyXs2e2sRpRBreEohxs9ktFtSuHXrVjl69KjDdVu0aCHBwcEm78d4WewpNI6UPYWGkQaqFI7/Y5+8NOXPDLRqlC4oM3u3NEqQUugdzrPnL0jjwfPkfHJKhgIGdKgp3VpEe1eowajjZxOt+7vyKFsoXJb+X2uDV8KLohRiDCmFGD+T0S6l8ODBg/Lggw/K/v37Ha5ZvXp1mTBhAucUmmwNPy2LPYVYwwWqFF435DfZdzLBAc68Z1tJ1RKRGLR00ZRC71Au2XlCunyx0iG4Xa1SMurBht4VajAqMyksUyhcllEKDZLO+aIohTnfBql34FIKv/vuO/npp5/kww8/tASwXLlyUrduXfn000+t1cgDBgywT00yuRP2FPq+iSiFGONAlcJar82Wc4kXHOAMvae+3NWgLAaNUgjzW7TjuDz05R8O5dxYs6SMfqgRXL6JAm76cJFsO3I2Q1F3Xl1Wht1b30Txxsqwc0/hsHnbZcbGw6I9wzElIuXJG6pK8ypFjdXdREGUQhMUzZThUgpfeOEFqVq1quiCktGjR8uZM2fkueeekwMHDsgNN9wga9askYIFC5q5Ex+VQin0Edh0xVIKMcaBKoUNBs6Vk+eSHOCMe6yJtKhaDINGKYT5xZ5LkoYD5zqU8+LN1eXJ66vA5ZsoYPXeUzJ4+mZZt/+06O6LbWqUlHfvriNFIz3bnNvEvbgqw65SOHbZHnnt500Zbl33s1zZv63kDcn4hjJfM3JVPqUwJ+lnvLZLKfzggw9k9+7dolvPzJgxQ8aNGyfjx4+X8+fPS506daz9CytVqmSf2ji5E0qh75uHUogxDlQpfPbHDTJl7YEMcMJCgmTzGzdLSLD7GyzH/ZNs9TjqsKGzg8PH3uff5DUH5MP5O2T/yQQJDspj9eC+18mz9yZ7f3X3I5NSLkpIUB6vNuZ2/yren2lXKezx7RqZs+nyG29Sazi+e1NpZqPeQkqh97lnOtKlFK5du1YGDx4skydPltOnT0vjxo2lWbNm1j1ob+GCBQtM34/x8iiFxpE6FEgpxBgHqhQmXrgovX9Yl/YaNl0g0P/WGnJrndJuAbt0SeQJfY3bfw+1gvlC5bl2V8nDzTN+EaUUuoXT5Un7jxyXkkULSViovbZ6wWuWPSXYVQof/XqVLNh6zAHCt92aSMsYc731KGVKIUrQXLxbq49TL6f7Fo4aNUpKly5tLUDR+YV2PyiFvm8hX0lhcspFGbdir+yJTRAVAp3rVLdclO8r5MEVJq45IJsPnZGw4DzSrEoxub6a52/+CVQpTMWocqgrXKPCPROOj+btEJ0PdeWxsn8bKVnw8v6olEIPEjaTU/lGE4yhXaXww3nb5cN5Oxwqt+rltlLcw/djY4RcR1MKfUnXs7I9kkLPirbH2ZRC37eDr6Tw7s+WyZq9pzJUYELPZtIkOuObdXxfQ+dXeGHSBpm4OuPw6OA7a8sDTSp6dEuBLoUewUh3crexq2X+FsfGNFbxAAAgAElEQVStsMY+eo20uuqyfFMKvSV8OY5SiDG0qxRave3frUnrrdf5hM+1qyYPNvXsdxRGJ+toSmHWjLLrjCylcOPGjVbv4ObNm633Y1apUkXat28vDzzwgISHO5/jk1037851KIXuUMLO8YUUrtx9Uu79fLnDjT3QpIIMvrMOdsMGonWeW7035jiUVL98Ifmp17UeXYFS6BzX4zp0/JfjfKjvuzeR5lUuD31RCj1KN6cnUwoxhnaVwtRanTmv83JTpHSUPd9ARinE8s9ktEsp1Id98+bNrRXIrVq1kpIlS8off/wh8+bNkw4dOsiwYcNM3otPyqIU+gRrhkJ9IYUqAyoFVx5NKxeVH3o09X2lsrjC3tgEafXebw5nlS8SIYtfvMGj+6MUOsf17Yq9MuCnvzL8UHs6VrzURvKFXt40n1LoUbpRCnFcDiXYXQp9UGWjRVIKjeKECnMphe+8847MmTPHWmWc/s0l06dPl759+1qCWLhwYegGPA1OTEyUoKAgCXVzQjSl0FPCnp/vCyn8/o990v+Kt2HonfnijRie11isOXLVB8xyCNUVfbqyz5ODUpg5reHzd8h0a4+1ZKlaooA8cX0Vhz3WKIWeZJvzc9lTiDGkFGL8KIUYP5PRLqWwX79+UqxYMdH9CtMfCQkJUq9ePZk/f75UqFDB5P2I/oIfOnSotS/itm3bLAHUQ1+1N2jQIPnrr397Dm666SZ5/fXXsxzCphQabR6nhflCCjPrKWwRU0zGdWvi+0q5cYUhs7fJp7/tzHDmyC4N5ebapdyIvnxKbpbCXcfj5fftxyUhMUUqF88vt7i5Mjk9YEqhR+nm9OTcLIUJSRdk2vpDFpfb6paRSC/ezU0pxHKQUojxMxntUgonTpxoydns2bMlT57L+4ppT+Err7xibV5t8t3H+nDs3r27REVFWdvdpJdCnduor9u75ZZbRKW0W7ducs8998hdd93lkgel0GS6OC/LF1K4dt8puevTZQ4XfOTaSvLabbV8Xyk3r7B6zynZeuSMhAYHyTXRRSS6WH43IymFy3bFyv2jV2Tg1aFuafn4/gYeMaQUeoSLUpiOwNC522XEgh2iCzL00Kdcz1ZV5P/aV/cIKqXQI1wOJ1MKMX4mo11KofbOde3a1bqevsGkTJkysm/fPuvVd+3atZP69euLNqYe1157rdSqhT2sL168aAmozmNs1KhRBim8stLDhw8XlciXX36ZUmgyI7woyxdSqLfx2NjVMi/d6tPIvCEy8fFm1hByIB25taewzw/r5af1Bx2a0tN3I1MK8U9Dbu0prDFglvyTnJIBoL7pY9ug9h5BpRR6hItSiOHyabRLKdQ3mGivoDvHo48+aomiiSMuLs6lFKqI3nnnndKrVy+58cYbKYUmoANl+EoK9ZZ0GHnvSd2nMERaVy+RYX864JZtFZpbpfB/o1bIir9jHdrC07ctUArxdM6NUnjxokjl/jOcwvvrzZskMizEbbD+LoX6RpuziRekXOFwa0/Y7D7YU5jdxDO/XpZb0uTErWYlhZ9//rksXrxYvv76awkJufzB7d+/v8Pt6hC4LojJ7NDeSf2TvpycqLM/XzM5OdnthT/+XE9f3XtKSoo1PSN1/qyvrmO3cvv/sl1mbj7hcFuTu9WXysUi3L5dfaCoGLq7+MztgnPRifoZ1t+B6acJ5YbqN3h3mfw3cpyhuuv6Nfeo+voM0Tw0OZ3Koxvw8uTklEvSZ/IWWbb7dFoJj7coLz2vLe9lid6HJSUlSVhYmPcFMNLIwl+XUnjmzBkr0XWOnx768Fq5cqUULFhQateu7bMmcCWF+g5mXRWtQ9hFixbNcA+rVq1yuKf7779fNm3K+ELw9CfpL0Nd0RwZGemz+gR6wfoKRM2J3CY1ptpV58gqu3z57LmHmKl6XlnO0l2x8sjYtRn++aaaJWTE/zx7967+Xjp37pyVgzy8I6C91brvbG77ctx+xDLZdfxcBmgVi0TI3D6e7TWqzxD9YpI/v+dzir1rMTNRnyz8Wz5asMuhsFnPNJfKXsyP9vau1DP0uV+oUCFvi2CciBGpdimFOnSsQ8g//PCDBbx3797y66+/Wv/9yCOPiLOeORMtk5kU/v7776IroseOHSvVqlVz61JcaOIWJugkXw4fQzfmJ8G+HD7eE3tO1u49LRcvXZJaZQrabj7m1iNn/1t9fEEqF4+UO+qX8bjVOHzsMTKHgNw4fJwKQacxbDl8xvrfaqUKyI89m3kM1F+Hj5/4bq3M/POwQ31HPdhQ2tXybBcFj6GlC+DwMULPbKxLKXzrrbes4YSXXnrJ2hLmtttukwkTJljfyDt16mR89XFq1ZxJ4erVq+Wxxx6TL7/8MsOClqx6VyiFZhPGWWmUQoyxr6Twp3UHpc+E9Rlu7uVba0j3lpWxG7ZZNKUQb5DcLIU4PRF/lcJnJ6yXKescF3td+SpJE4xclUEp9DVh98t3KYUDBgyQihUrWjL26quvyuHDh60tavTQlcdTp06V6Oho96/m5pnOpFC3qlm4cKFDCTo07GoeAqXQTejAaZRCAJ6ItYpe5yJFRLg/j86dK946fLFsOvRvD0jqUTh/mKwb4Hpxljtl2+kcSiHeGpRCjKG/SqGzL45F8ofJsv9rneGtQRidrKMphVkzyq4zshw+/uKLL6xtaXQD6/Hjx1urgnX+hM4p3LBhg/EHmemKUwpNE3Usj1KIMfaVFNZ5fbacPX/B4ebWv3qjFIoInAndlEIs/zSaUogx9Fcp1Fp/u3yvTN94SPR97jqFo3vLaLm6Qva+qYxSiOWfyWiXUqgPq/fee8+SQd0s+v/+7/+sa//2228yZMgQmTlzpsl78UlZlEKfYM1QKKUQY+wrKdR3M+s7mtMfIUF5ZMfgWyTdXvTYzdsg2pUUbjtyVmZtOiKnEpKkfOEIue+aChIRdvm9yTa4fVvcAqUQawZ/lkKs5maiKYVmOJooxZZb0pioWGoZlEKTNJ2XRSnEGPtKCj9esFPen7Mtw8091KyivHmH73YOwEh4F52ZFP51ME5u+3hJ2tsqtHRdbDPjmZbeXSiAoyiFWOP6sxR+t3KfzEjXU/hYi2ipVz57VwFTCrH8MxmdpRTqq+W+/fZb2blzp/WKOV1gsmPHDuttIx06dDB5Lz4pi1LoE6zsKTSI1VdSqLf4y8ZDsmr3SUm5KFKvfJTc0yj79x8ziMppUZlJ4du/bpHPF/3tEDOma2O5oXoJX9+WX5VPKcSay1+lUN/53PuHdRkqXywyryz9v9aib3bJroNSmF2ks76OSymMj4+XFi1aWPun6ST4jh07yjPPPCO6H6Du/8c5hVkDzg1nsKcQa2VfSiF2Z/4RnZkUPvfjBpm89oBDJT7oXE/ubljOPyqXTXdJKcRA+6sUPvvjepmylquPsdYPrGiXUvjVV1/JnDlzrDmF+q5h3Z5GpVBl8eqrr7beU1y5sr23t2BPoe8TllKIMaYUYvwyk8Khc7fL8Pk7HAr/7rEmcm3VYthFAyyaUog1qL9K4RPj1srMvxz3Kfz8wYZyE/cpxJLCT6NdSuGzzz4r5cqVE/37o48+SpPCvXv3Stu2bWXevHnWljV2PiiFvm8dSiHGmFKI8ctMCg+c+kc6j1wmh+POp13g+mol5OtHGmMXDMBoSiHWqK6kUOe2rth9UpIvXJQapQuI5qBdjo/m75Bhc7c73M7851pJleLZ95YvDh/bJSNEsuwpHDNmjPVKOX2zifYU9ujRw1p5PGXKFJ9tXm0SD6XQJE3nZVEKMcaUQoyfq9XH8YkXZN7mo3L6n2QpVyhc2tYsiV0sQKMphVjDZiaF09YflN4/ZNxA/tEW0fJqh5rYBQ1FJ164KN3GrpIlOy6/g7x3mxjpe+NVhq7gXjGUQvc4ZcdZLqVQE/2+++6z3h2s73TUuYWxsbHWfY0YMUJuvvnm7LhH6BqUQgifW8GUQrcwZXoSpRDjx30KMX4aTSnEGGYmhZ1HLpdVe046FL7pjZskf94Q7KIGo/fGnrP2NC1XOEIKRYQaLNm9oiiF7nHKjrMcpPDo0aNStGjRtBej6y9cfQfyxo0b5fTp01KhQgVr1XHVqlWz4/7ga1AKYYRZFkApzBKRyxMohRg/SiHGj1KI88tMClsO+U32n8y4V6he7fcXrpeKRfPjFw6QEiiF9mlIByns27evNGzYULp06SIrV660Vh3XqVPHPnfs4Z1QCj0E5sXplEIvoKULQaVw94lzcklEKhfLnQ8ZSiGWf5RCnF9mUnj3Z8tkzd5TDhf46/WbJDKffXoKcQJYCZRCjJ/JaAcp7NWrlzRu3Nh6tZ2+zaREiRLy8MMPm7xmtpZFKfQ9bkohxthbKfxj90l5YdKGtLeWlC0cLu/cVVdaxuSulbWUQiz/KIU4v8ykcNKaA/L8xA0ZLvBg04oysGNgbSCPEqQUogTNxTtIoS4g6devn7W6+PDhwxIeHi716tVzesXevXtbP7fzQSn0fetQCjHG3kphp8+WyeoreiFqlYmSGc+0wG7Iz6IphXiDcU4hxtDV6uPVe07Jir9jJSnlotQsXVBurl0Ku1gARlMK7dOoDlKojbN8+XKZOnWqtbo4b968me5FqD2JOrxs54NS6PvWoRRijL2Vwqov/yoXUnTgOOOxbVD7bH0bAVZ7PJpSiDOkFGIM/XWfQqzW5qIpheZYoiW5XH08Y8YMOXHiBIePUcoBHk8pxBrYWyms/dps0S1X0h/BQXlk11u3YDfkZ9GUQrzBKIUYQ0ohxo9SiPEzGe1SCi9evCjaWMHBwSavma1lsafQ97gphRhjb6XQ2SuqbqlTWj59oAF2Q34WTSnEG4xSiDHMSSlMuXhJlu06IQlJKRJdLL9cVbIAVpkciKYU5gD0TC7pIIXbtm2T1157Td5++23rHcezZs3K9G4//vhjDh/bpy1z7E4ohRh6b6XwwsVLMnjGZlm+K9ZafXxNdBF5qX0NiQjz3y9x3pCkFHpDLWMMpRBjmFNSuO3IWXnk61Vy6PQ/aRXoeV1leemWGliFsjmaUpjNwF1czuk+hfoWk+7du1ubVq9bty7T8J49e1obWtv5YE+h71uHUogx9lYKsasGTjSlEG9LSiHGMKeksN/kjTJh1X6Hm1/2f62lTCF7LwJNf9OUQiz/TEa7HD42eaGcKotS6HvylEKMMaUQ4+dKCn9ad1B+3nBITiUkScUi+eXh5pXk6gqFsAsGYDSlEGvUnJLCzN6Y8mPPZtbIgb8clEL7tJSDFP7999/Wm0vcOXSrGrvPN6QUutOS2DmUQowfpRDjl5kULth6TB79elWGwguGh8riF2+QqPDsf5UXVkvfRlMKMb45JYWPjV0t87Ycdbj5mb1bSo3SBbFKZWM0pTAbYWdxKQcpfOKJJ2TevHlu3eHq1aslKirKrXNz6iRKoe/JUwoxxpRCjF9mUvjqtE3yzfI9DoV/1qWhtOdecRm4UAqxHMwpKZyy9qDogrP0R6OKhWXSE82xCmVzNKUwm4G7uJyDFCYnJ4v+knXnsPvG1VoHSqE7LYmdQynE+FEKMX6ZSaG+SULfKHHlMfSe+nJXg7LYRQMsmlKINWhOSaHe9a9/HhbtFT+XeEFiShaQ7i0rSwE/e4UepRDLP5PRnFOYmCj6gS5UiPOMvE0sSqG35P6NoxRi/DKTwlGL/pa3ft3iUPi0XtdKvfL8vKcHQynEcjAnpRC7c3tEUwrt0Q56F5RCSiGcjZRCDCGlEOOXmRRevHRJuo5ZJYu2H0+7wKMtouXVDjWxCwZgNKUQa1RKIcaPUojxMxlNKaQUwvlEKcQQUgoxflltSbPreLzE/ZMsZaLCpVSUvbfQwkh4H00p9J6dRlIKMX6UQoyfyWhKIaUQzidKIYaQUojxy0oKsdJzRzSlEGtnSiHGj1KI8TMZTSmkFML5ZFcpXLv3lIxYsFO2Hjkj+fOGyM21S8nz7arB9TVdAKUQI0opxPhpNKUQY+hKCo/EnZdVe05KUspFqV6qoNQq4z9bxWBU3I+mFLrPytdncksaSiGcY3aVwubvLMjw+iet6Evtq0vPVlXgOpssgFKI0aQUYvwohTi/zKRQVwV3G7tKLul7KP87+rS9Svq0jcEvGkAlUArt05gOUrh161brW6M7R5MmTbh5tTugAvwcO0rhhv2n5Y5PljqQbxlTTL7t1sRWLUIpxJqDUojxoxTi/DKTwge+WClLd57IcIHgoDyy5c2bJSwkCL9wgJRAKbRPQ3L4mD2FcDbaUQpX7z0lnT5b5lC3ppWLyg89msJ1NlkApRCjSSnE+FEKcX6ZSWHLIb/J/pMJDhf4/YUbpGLRCPzCAVICpdA+DZmlFB45csR6w4n+feXx1FNPSb589l7Nx82rfZ9sdpTCs+cvSL035ohuS5L+6HFdZel/Sw3fQ/HgCpRCD2A5OZVSiPGjFOL8MpPC2z9eIhsPxDlcYP2r7aRQBF+1mAqGUojnoKkSXErhpk2bpGPHjlKqVCkJDQ2VkJAQOXbsmJw7d046deokr7/+uuTNm9fUvfikHEqhT7BmKNSOUqg3OGHVfnl31lY5eS7Jut/W1UvIx/c3kIiwYN9D8eAKlEIPYFEKMViZRHOhCYY1Myn8eukeef2XTRkKv6N+Wfnof/WxCwZYNKXQPg3qUgo/+eQT2b59u3z00Ufy4YcfSsmSJaVz584yevRoWbRokYwfP94+NcnkTiiFvm8iu0phas0Pnf5HwsOCpXBEmO9heHEFSqEX0NKFsKcQ46fRlEKMoavVxzP/OiLLdp2QpAsXpVaZKHmoWUXsYgEYTSm0T6O6lMJ+/fpJxYoV5cknn5SxY8fK3r175dVXX5W4uDhp1KiRLF26VEqUKGGf2ji5E0qh75vH7lLoewLYFSiFGD9KIcaPUojz4z6FGENKIcbPZLRLKfz8889l8eLFMm7cOFm4cKG89dZbMmnSJElMTJTmzZvLkiVLrN5DOx+UQt+3DqUQY0wpxPhRCjF+lEKcH6UQY0gpxPiZjHYphfv27ZPvvvtOXnrpJUlKSpLrrrtOzp8/b11fZWvixIkm78UnZVEKfYI1Q6GUQowxpRDjRynE+FEKcX6UQowhpRDjZzI6y9XH6S928OBB+emnn6zewZtvvlkiIyNN3otPyqIU+gQrpdAgVkohBpNSiPGjFOL8KIUYQ0ohxs9ktEspPHTokAQFBVmrj9MfOqdQBbFmzZom78UnZVEKfYKVUmgQK6UQg0kpxPhRCnF+lEKMIaUQ42cy2qUUvvfee7J//34ZPnx4hmtu3rxZ7rjjDtG3nwQH22t7jyvhUApNpovzsjh8jDGmFGL8KIUYP7tL4cjfd8mfB+IkJDhImlcpKvc2Lo9X2HAJlEIMKKUQ42cy2qUU9u3bV6pUqSK6SXX6Qxea1K5dW+bMmSPR0dEm78d4WZRC40gdCqQUYowphRg/SiHGz85S+PT4dfLLhkMZKvh8u2ryVOuqeKUNlkApxGBSCjF+JqNdSuGQIUOs1ce//PJLhmvqquNHHnlEVq9eLVFRUSbvx3hZlELjSCmFhpFSCjGglEKMn12lUN9KVOf12Q6ViykZKXP7tsIrbbAESiEGk1KI8TMZ7VIK169fb21WrX+uv/56KVOmjKxbt06+/fZb6//79+9v8l7cKislJcVaAZ0/f363zqcUuoUJOsmuPYXr95+WEQt2ytbDZyR/3hC5uXYpefbGq6C6+iKYUohRpRRi/OwqhYfjzkuzt+c7VK5kwXyysn8bvNIGS6AUYjAphRg/k9FZrj6eMWOGDBw4UGJjY9Ou27ZtW3nzzTelePHiJu/FKkt/wQ8dOtR6a8q2bdushS6ph75hRd+sokLYuHHjtP92dROUQuNN5FCgXaXw2ncWyMHT/2S4X33vsb7/2E4HpRBrDUohxs+uUqj3pT2F2mOY/mhWpaiM794Ur7TBEiiFGExKIcbPZHSWUqgXu3jxopw4cULOnDkjpUuXdruXztMb1Ydj9+7drSHpBQsWZJDCjRs3So8ePWTatGlSrFgxef7556V8+fLy7LPPurwMpdDTVvD8fDtK4Yb9p+WOT5Y6VKZlTDH5tlsTzyvpwwhKIQY30KVwzd5TcjjuHykUESYtqhbDYGUSbdfX3H21ZLe8OX1z2l2HhwbLyAcbSqurzHdIIGDtLIUpFy/J4h3HJT4xRSoWjZA6Ze035YtSiGSf2VinUqgJHh4ebvZKbpSm8jl79mzrbSn6Gr30PYX6/mWV0gEDBlglrVmzRvr06WPNeXR1UArdAA+eYkcpXL3nlHQaucyhZk0qF5UJPezVy0ApxBIwkKXwye/Wyq9/Hk4DVLtslPzQo6lE5g3BoF0RbVcp1NvcfzJBth45KyFBeaRhxcJSMDzUaN1NFGZXKfz7xDl56MuVcuDU5RGTB5tWlIEda5uotrEyKIXGUMIFOUjhqlWr5P7775fJkydbgjZq1KhML+KrhSap71ZOL4U6f7F69ery0EMPWfdz7Ngxufbaa7PcFodSCOdIlgXYUQrPnE+Wem/MkUuXMt5+95aV5eVba2RZp+w8gVKI0Q5UKVyy44R0+XKlA5yX2leXnq2qYND8SAqNVtRHhdlVCl/7eZOMXbbHodbznm0lVUvY5+UTlEIfJaYXxTpIoSb38uXLLeE6fPiw6AbWmR1NmjTxyT6FzqRQt8XR1+zdc8891u1or2HDhg1FF8OkLjrp1q2bw60uWrRIVqxYkWkdNBm1h9Lu+y160bbZFqIPZeWXJ0+ebLumOxeasuGYjFi0T878NyepeXQheef2GMkfZq+9NTX/9Eg/f9ad+vGcfwkE6md46sZjMmj23w7NfFe9EvJyO7PzYnUBn+af3T7D/pLj+hnWPLTbc+TpSVtl2e7TDhhHdKou+vvQToc+R0JCzPaA26l+2XEvRYsWhS/j1pxC+CoeFuBMCnXYWPdM7Nq1q1XakSNHpGXLlhmGmPVdzVcebdq0kS1btmR6B/pOZ913sUCBAh7eJU9PJXDq1CkpVKiQbR8oOnQSHhYsRfOH2bLRzp07Zz1M8uXLZ8v7s/tNqdBob6vmYCAdM/86Ik//sMGhSj2vi5YX2pldRa+/c/XLNR/K3mWQPkNUatzdFcO7q3ge1ffHjfLLxsvTD1JLmNiziVxd3j6fFxVqfY4UKVLE80oyIo2Aic9vllKoCzx0CFnfYqLzTlTM2rdvLw888IDP5h06k8LPPvvM6rnUVc96aO/fCy+8wDmFNvhA2HH42AZY3L4FDh+7jcrpiYE6fPxPcoq0+eB3OXTFCvqpva41/kC385xCLDuyJ9quw8ezNx2Rnt+uyQChbrlC8vNT12YPGDevwuFjN0Flw2kupVAf9rroo2rVqtKqVSspWbKk/PHHHzJv3jzp0KGDDBs2zCe36EwKd+7cKZ06dRLdIkffxfzMM89IpUqVLDF0dXBOoU+aKEOhlEKMMaUQ4xeoUqhU9p1MkO9X7pMDpxKkSP680qFuabkm2nxvCqUQy0G7SqHWasHWYzJ381GJT7wgVYrnl0eujZYomy3WoRRi+Wcy2qUUvvPOO9ar7ObOnZthrsT06dNFX4Gngli4cGGT92OV5UwK9d+/+eYbaw9DPRo0aGBJaVZvVKEUGm8ehwIphRhjSiHGL5ClECPjfjSl0H1Wzs60sxRiNcueaEph9nB25youpbBfv37WnoBX9sYlJCRIvXr1ZP78+VKhQgV3rmPsHL7RxBhKYwVRCjGUlEKMH6UQ46fRlEKMIaUQ40cpxPiZjHYphRMnTrTeLKJb06RflaY9ha+88oq1V6DdVltdCYc9hSbTxXlZlEKMMaUQ40cpxPhRCnF+lEKMIaUQ42cy2qUUbt26NW217w033GC9+1hX+P7000/Srl07qV+/vrUMXw/dwqZWrVom781IWZRCIxhdFkIpxBhTCjF+lEKMH6UQ50cpxBhSCjF+JqNdSuG4ceNEewXdOR599FFLFO12UAp93yKUQowxpRDjRynE+FEKcX6UQowhpRDjZzI6yy1pTF4sJ8qiFPqeOqUQY0wpxPhRCjF+lEKcH6UQY0gpxPiZjHYphSNHjrReJ9exY0epW7euyetmW1mUQt+jphRijCmFGD9KIcaPUojz2388Ts4nJUlM2eJ4YbmwBEqhfRrdpRQuWbLE2vZFN7COjo6W++67z9qfsHhx/0l8SqHvk41SiDGmFGL8KIUYP0qh9/x2HY+X5ydukHX7/n2VXMWiEfLG7bXk+molvC80F0ZSCu3T6G4NH+/evdvaNHrChAnW6+Vat25tbSStG1qHhdnz1WGpiCmFvk82SiHGmFKI8csNUng8PlEKhYdKaHAQBiuTaG5J4x1WfVuIvjUk/RFdLL/89vz13hWYS6MohfZpeLekMPV2teEWLVpkbUejcqjveezWrZt0797dtu9tpRT6PtkohRhjSiHGL5Cl8NOFu+SzhTvl7PkLFqQHmlSQwXfWwYA5iaYUeoe00aB5ciI+0SF49SttpVhkXu8KzYVRlEL7NLpbUqgbRi9evFgmTZpk7VmoQ8ldunSxRHDEiBESGRlprVK2456FlELfJxulEGNMKcT4BaoU/nUwTjqMWOIAZ0inunJPo/IYtCuiKYXe4Wz+zgKHd1NrSetfbSeFIkK9KzRAo/SLTYF8IU5rRym0T6O7lMIDBw7Ijz/+aP2JjY21Fpzce++90rBhw7TNrOPj46Vt27bW6+f0Pcl2OyiFvm8RSiHGmFKI8QtUKfxx9X55cdJGBzgPNq0oAzvWxqBRCo3we3nqn/Ldyn0ZymoSXUQm9GxmpPxAKOStX7fIdyv2ybmkC1I0Mkx6tKwsPVtVyVA1SqF9WtqpFCYnJ0toaKi899571nuPH3jgAbn99tszfc9xr1695MYbb7Sk0W4HpdD3LUIpxBhTCjF+gSqFk9cekOd+3OAAp2vzSvL67WZfFMCeQh9hueMAACAASURBVO9yUN/d8Oq0v2ThtmOSnHJRGkcXlRdvqibli0R4V2CARU3feEie+n6dQ62m9bpW6pUvlPbvlEL7NLyDFJ45c8bqCVy6dKmEhIRYIpj+FXfObl17ESMiIiQ8PNw+NfvvTiiFvm8SSiHGmFKI8QtUKdwTe06uf2+hA5zPujSQ9rVLY9DYU2iUH/cpdI5z8IwtMnrx3w4/HNSxtnRpWpFSaDQLzRTmIIVxcXHSqFEjSwpLlPD/ZfWUQjOJ4qoUSiHGmFKI8QtUKVQqP284JF8u2S37TiZI0fxh0qlhOXn8iqE3jN6/0ewpxChSCp3z06HjUYscpVAXS+miqdSDPYVY/pmMphQmJop+oAsVutyVbRJwbiiLUoi1MqUQ4xfIUoiRcT+aUug+K2dnUgqd85uz6Yj0+HaNww9n9m4pNUoXpBRiaeeT6EylsHz58tbwsatj8uTJUqBAAZ/cmKlC2VNoimTm5VAKMcaUQowfpRDjx55CnJ+dpfDomfPy+/bjEn/+glQqll9aV8/eEcBPftsp4//YJ7HxSVK2cLh0axEt911zuZdQ6bOnEM9BUyVkKoW9e/eWqKgol9fRlcjcvNpUU/hvOZRCrO0ohRg/SiHGj1KI87OrFG48ECf/G7VcEpJS0ip5W70yMuK+q/FKGyzBlRR+u3yvfLNijxyJOy8lC+az5iLqYiseviHA4WMOH8OZRSnEEFIKMX6UQowfpRDnZ1cpfGnKn1Yv3ZXHlcO3OAGshMykcPXeU9Lps2UOhY/v0VSaVS6KXZTRTglQCimF8EeDUoghpBRi/CiFGD9KIc7PrlL48Fd/WEPHVx5fP3KNXF+tOF5xQyVkJoWf//63vD1zi8NVnm9XTZ5qXdXQ1VlMegIOUqjJ/fbbb8vzzz8vBQtengjqr9g4p9D3LUcpxBhTCjF+lEKMH6UQ52dXKXxu4gaZvOaAQwV/fqqF1C3nenoYTsX9EjKTws8W7pJ3Z211KKjvjVdJ7zYx7l+AZ7pNwK3X3Lldmg1PpBT6vlEohRhjSiHGj1KI8aMU4vzsKoVLdp6QLl+szFDBFjHFZFy3JnilDZaQmRQu3nFCHvwy4/3rZb/q2jjbF8wYrK6ti6IUcvgYTlBKIYaQUojxoxRi/CiFOD+7SqHWTBebLNh6TOITkyW6WGSG/QHxmpspwdVCkw/mbJevlu6Wc4kXJCIsWLpeG229NYaHbwhQCimFcGZRCjGElEKMH6UQ40cpxPnZWQrx2vm+BHe2pDmVkCSFI8J8fzO5/AqUQkoh/BGgFGIIKYUYP0ohxo9SiPOjFGIM3ZFC7AqMdpcApZBS6G6uZHoepRBDSCnE+FEKMX6UQpwfpRBjSCnE+JmMphRSCuF8ohRiCCmFGD9KIcaPUojzoxRiDCmFGD+T0ZRCSiGcT5RCDCGlEONHKcT4UQpxfpRCjCGlEONnMppSSCmE84lSiCGkFGL8KIUYP0ohzo9SiDGkFGL8TEZTCimFcD5RCjGElEKMH6UQ40cpxPlRCjGGlEKMn8loSiGlEM4nSiGGkFKI8aMUYvwohTg/SiHGkFKI8TMZTSmkFML5RCnEEFIKMX6UQowfpRDnRynEGFIKMX4moymFlEI4nyiFGEJKIcaPUojxoxTi/CiFGENKIcbPZDSlkFII5xOlEENIKcT4UQoxfpRCnB+lEGNIKcT4mYymFFIK4XyiFGIIKYUYP0ohxo9SiPOjFGIMKYUYP5PRlEJKIZxPlEIMIaUQ40cpxPhRCnF+lEKMIaUQ42cymlJIKYTziVKIIaQUYvwohRg/SiHOj1KIMaQUYvxMRlMKKYVwPlEKMYSUQowfpRDjRynE+VEKMYaUQoyfyWhKIaUQzidKIYaQUojxoxRi/CiFOD9KIcaQUojxMxlNKaQUwvlEKcQQUgoxfpRCjB+lEOdHKcQYUgoxfiajKYWUQjifKIUYQkohxo9SiPGjFOL8KIUYQ0ohxs9kNKWQUgjnE6UQQ0gpxPhRCjF+lEKcH6UQY0gpxPiZjPY7Kbx48aIkJSVJvnz53OIQExMjO3bsyPTcREqhWxxdnUQpxBBSCjF+lEKMH6UQ50cpxBhSCjF+JqP9SgrfffddmT59uiQnJ0vNmjVl0KBBUqZMGZc8KIUm08V5WZRCjDGlEONHKcT4UQpxfpRCjCGlEONnMtpvpHDDhg3Ss2dPmT9/voSHh8vgwYMlODhY+vfvTyk0mRFelEUp9AJauhBKIcaPUojxoxTi/CiFGENKIcbPZLTfSOGyZcvk9ddfl1mzZklQUJB8+umncvjwYRk4cCCl0GRGeFEWpdALaJRCDFq6aEohjvLkyZNSoEABCQ0NxQvLhSVQCrFGpxRi/ExG+40U6ty/7t27i84pbNSokfz888/y5ZdfSnR0NKXQZEZ4URal0AtolEIMGqXQGD/2FOIoKYUYQ0ohxs9ktN9IoVZ6ypQp0q9fP6v+HTt2tOYU5s2bN41Hhw4dHNhs27ZNli5d6pKZJmSePHlMcs1VZZEf1tzkh/HTaDLEGJIfxo85SH44AbyEEiVKwIX4jRT+9ttv1lDxmDFjrDmFAwYMkIiICBk2bFgaBO1NvPKoXbu2bN++PVNQGnP+/HmJioqCYebWAk6cOCFFihSxhvV5eE4gPj7emh+rec3DcwI6fHzmzBkrB3l4R+DUqVMSGRnJ4WPv8In2FGoe6hA8D88J6JcSfY4UL17c82BGpBEw0bnlN1L4yiuvSOnSpaVXr14WAN1m5pZbbpGtW7daD9TMDq4+9v0nhsPHGGMuNMH4cU4hxk+jOacQY8jhY4wfh48xfiaj/UYKp02bJhMnTpTRo0dLWFiYjB07VlauXCmff/65Sx6UQpPp4rwsSiHGmFKI8aMUYvwohTi/QJbCr5fukZ/WH5TTCclSsWiEdGsZLdfFmO3RoxTiOWiqBL+RQh3ifeONN0SHkfWoU6eO9O3b19qv0NVBKTSVKpmXQynEGFMKMX6UQowfpRDnF6hSOH3jYXnq+7UZAIWFBMny/2sjRSPDcHD/lUApNIYSLshvpDC1prr6WOcBujv/ilII50iWBVAKs0Tk8gRKIcaPUojxoxTi/AJVCl+a8qeM/2OfA6DPujSU9rVL4eAohcYYmirI76TQ04pTCj0l5vn5lELPmaWPoBRi/CiFGD9KIc4vUKXwuR83yOS1BxwADf/f1XJ7fddvE/OEKnsKPaHl23MphXz3MZxhlEIMIaUQ40cpxPhRCnF+gSqFXy7ZLQOnb3YANKvPdVK9lLmV1pRCPAdNlUAppBTCuUQpxBBSCjF+lEKMH6UQ52dnKdx+9Kz8tvWYxCdekOhi+eWuBuU8qnCv79bKjD8PWzFBefJI77Yx0rtNjEdlZHUypTArQtn3c0ohpRDONkohhpBSiPGjFGL8KIU4P7tK4Yq/Y+V/o1ZkqGDr6iXkq66NPap0bHyixJ2/IGWi8km+0My3gPOo0HQnUwq9JWc+jlJIKYSzilKIIaQUYvwohRg/SiHOz65S+MKkjTJx9X6HCk5/uoXULmufFzZQCvEcNFUCpZBSCOcSpRBDSCnE+FEKMX6UQpyfXaXw4a/+kN+3H3eo4NePXCPXVzO71yBCkVKI0DMbSymkFMIZRSnEEFIKMX6UQowfpRDnZ1cp7Dd5o0xY5dhT+OszLaVmmYJ4xQ2VQCk0BNJAMZRCSiGcRpRCDCGlEONHKcT4UQpxfnaVwjV7T8k9ny+XlIuX0ip5c+1SMrJLQ7zSBkugFBqECRZFKaQUgikkQinEEFIKMX6UQowfpRDnZ1cp1JrtjU2Qhdsurz6+pU5pvMKGS6AUGgYKFEcppBQC6fNvKKUQQ0gpxPhRCjF+lEKcn52lEK+d70ugFPqesbtXoBRSCt3NlUzPoxRiCCmFGD9KIcaPUojzoxRiDCmFGD+T0ZRCSiGcT5RCDCGlEONHKcT4UQpxfpRCjCGlEONnMppSSCmE84lSiCGkFGL8KIUYP0ohzo9SiDGkFGL8TEZTCimFcD5RCjGElEKMH6UQ40cpxPlRCjGGlEKMn8loSiGlEM4nSiGGkFKI8aMUYvwohTg/SiHGkFKI8TMZTSmkFML5RCnEEFIKMX6UQowfpRDnRynEGFIKMX4moymFlEI4nyiFGEJKIcaPUojxoxTi/CiFGENKIcbPZDSlkFII5xOlEENIKcT4UQoxfpRCnB+lEGNIKcT4mYymFFIK4XyiFGIIKYUYP0ohxo9SiPOjFGIMKYUYP5PRlEJKIZxPlEIMIaUQ40cpxPhRCnF+lEKMIaUQ42cymlJIKYTziVKIIaQUYvwohRg/SiHOj1KIMaQUYvxMRlMKKYVwPlEKMYSUQowfpRDjRynE+VEKMYaUQoyfyWhKIaUQzidKIYaQUojxoxRi/CiFOD9KIcaQUojxMxlNKaQUwvlEKcQQUgoxfpRCjB+lEOeXk1I4Z9MRWbD1mJxLSpGYEpHyWMvKEhEWjFcqG0ugFGYj7CwuRSmkFMLZSCnEEFIKMX6UQowfpRDnl1NS+NP6g9Lnh/UZKnBNdBH5sWczvFLZWAKlMBthUwpjZMeOHZliSKQUwtlIKcQQUgoxfpRCjB+lEOeXU1LY/ZvVMnfzUYcKzOzdUmqULohXLJtKoBRmE2g3LsOeQkqhG2ni+hRKIYaQUojxoxRi/CiFOL+cksLOI5fLqj0nHSqgPYXaY+gvB6XQPi1FKaQUwtlIKcQQUgoxfpRCjB+lEOeXU1L44qSN8uPq/Q4VWPp/raVsoXC8YtlUAqUwm0C7cRlKIaXQjTRhTyEMyUUBlEKMLqUQ40cpxPnllBRuOXxGHh7zhxw7k5hWicdaRssrt9bEK5WNJVAKsxF2FpeiFFIK4WxkTyGGkFKI8aMUYvwohTi/nJJCvfPECxdl6c4T8k9SikQXyy81y/jPXMJU8v4uhduPnpX9JxMkMm+INKlcFE+oHCyBUkgphNOPUoghpBRi/CiFGD9KIc4vJ6UQv/ucL8GfpfD1nzfJ18v2pEG8qmQBGfvoNVI6Kl/Og/XiDiiFlEIv0iZjCKUQQ0gpxPhRCjF+lEKcH6UQY+ivUqg9hO2GLXKofI/rKkv/W2pgUHIomlJIKYRTj1KIIaQUYvwohRg/SiHOj1KIMfRXKZy/5ah0G7vaofJtapSULx9uhEHJoWhKIaUQTj1KIYaQUojxoxRi/CiFOD9KIcbQX6Vw5d+xcu+oFQ6Vv/PqsjLs3voYlByKphRSCuHUoxRiCCmFGD9KIcaPUojzoxRiDP1VCrXWOnysw8jpj5FdGsrNtUthUHIomlJIKYRTj1KIIaQUYvwohRg/SiHOj1KIMfRnKTwcd17GLN0tu46fk4L5QuSmWqX8Vgi1FSmFlELs0ywilEIMIaUQ40cpxPhRCnF+lEKMoT9LIVZz+0VTCimFcFZSCjGElEKMH6UQ40cpxPlRCjGGlEKMn8loSiGlEM4nSiGGkFKI8aMUYvwohTg/SiHGkFKI8TMZTSmkFML5RCnEEFIKMX6UQowfpRDnRynEGFIKMX4mo/1SCi9evCj6II2MjJTg4GCXPGJiYmTHjh2ZnpNIKYTziVKIIaQUYvwohRg/SiHOj1KIMaQUYvxMRvuVFJ46dUpee+01WbRokRQpUkSeeuopueuuuyiFJjPCi7IohV5ASxdCKcT4UQoxfpRCnB+lEGNIKcT4mYz2Kym8++67pXnz5tKnT58sewhTIbGn0GS6OC+LUogxphRi/CiFGD9KIc6PUogxpBRi/ExG+40Urlq1Svr16ydz5851WwgVFKXQZLpQCn1Bk1KIUaUUYvwohTg/SiHGkFKI8TMZ7TdSOHbsWNm8ebMlefp3mzZtpG3btpI3b940HnFxcQ5sGjVqJNu2bcuUWVJSkugHOioqyiTXXFVWbGysFC5cWIKCgnJVvU1VNj4+3vqiEx4ebqrIXFVOSkqKnDlzxspBHt4ROH36tDVHOyQkxLsCcnnU+fPnJTk5WQoUKJDLSXhXfZVCfY4UK1bMuwIYZREw8Qz2GykcMmSIjB49Wvr27StVq1aVMWPGSJ06daR///5p6dCpUyeH1NiwYYMsW7Ys05TRZNQjT548TCsvCejCHxPJ6OXl/T6MOYg1ofLTP8xB7znqZ1h/B/L3oHcM+Rn2jlv6KD5HcIbFixeHC/EbKXzrrbdEe1T0bz22bt0qXbt2laVLl7ocTubwMZwjWRbAOYVZInJ5AoePMX4cPsb4afTJkyetXq7Q0FC8sFxYAoePsUbn8DHGz2S030ih9gzq1jKpUrh//3657bbbROcauvpFRik0mS7Oy6IUYowphRg/SiHGj1KI86MUYgwphRg/k9F+I4Uqga1bt5ZffvlFKleuLCNGjJATJ07I22+/7ZIHpdBkulAKfUGTUohRpRRi/CiFOD9KIcaQUojxMxntN1KolZ46daq88cYbVv1btWolvXv3tgTR1UEpNJkulEJf0KQUYlQphRg/SiHOj1KIMaQUYvxMRvuVFGrFdTKqrvSKiIhwiwOl0C1M0EkcPobwWW/n0dXH7uY0drXAi6YU4m3KOYUYQ0ohxo9SiPEzGe13Uuhp5VUKeZAACZAACZAACZBAIBNw9Upfd+sd8FKYFQjdrmb27Nlpw9JZnc+fOxLQVw3qPpLco8u77Pj888+laNGi4mxLJe9KzF1Re/bskcGDB1tbVvHwjoC+MvTpp5+WatWqeVdALo/Sue67d++WZ555JpeT8K76ul/wnXfeKTNmzPCuAEZZ6yuaNGlirb1ADkohpRDJHyuWUoghpBRi/CiFGD+NphRiDCmFGD9KIcZPoymFOEOrBPYU4iAphRhDSiHGj1KI8aMU4vwohRhDSiHGj1KI80srgVKIw6QUYgwphRg/SiHGj1KI86MUYgwphRg/SiHOj1JokCGlEINJKcT4UQoxfpRCnB+lEGNIKcT4UQpxfiyBBEiABEiABEiABEggHYFcv9CE2UACJEACJEACJEACJCBCKWQWkAAJkAAJkAAJkAAJUAqZAyRAAiRAAiRAAiRAAuwpdMiBuLg4axPmoKAg5kcmBBITEy0+oaGhDmfo655CQkKc/oxA/yWQkpIiOrE6PDzcAYm+7unMmTMSFRVFXFkQ0Fde6ivuwsLCMpzJzzCWOpqf+irR/PnzYwXlguhz586JfmYjIyPTasvPMN7wfI64x1A5OXuOIJ/hXDd8vHnzZmuj1nvvvVd69uyZRn7fvn3W/x8+fNj6tyFDhki7du3ca5lcctbWrVtl0KBB8tdff1k1vummm+T111+3klKT84UXXpAlS5ZYP3vwwQfl2WeflTx58uQSOllXU1fJKr/Vq1dbJ9euXVv69esnderUsf7/999/l969e1v/XaJECRk5cqRUrlw564Jz6Rmae7NmzZIVK1ZYBPgZzjoR9HNat27dDCcOGzZMOnToYP3bJ598Ih9++KElhI0bN07776xLzl1n6Js3PvjgA0lOTraEcObMmfwMu5ECKivVq1d3OFNzcvLkyXyOuMFQT5k2bZr1WdUOhFKlSsmLL74ozZs3N/IZzlVSOH36dOuhXKlSJbn++uvl8ccfT2uC7t27Ww9nfU2RiuMdd9xhPbzZY3M5Szdu3Cj79++XW265RRISEqRbt25yzz33WG80+eqrr2ThwoXy5ZdfWj/TVxa9+eab0qJFCzfTPPBPO378uKxcuVLat29vVfazzz6T9evXyxdffGH1zDRt2lQ+/fRT68P9/fffW78k9Q8PRwK6v+grr7xi5VqqFPIznHWm6Jde/WzqF5DUQ3v2g4ODRT/fPXr0sB44xYoVk+eff17Kly9vfbnjcZmAstPc0991V111VdoP+Bl2L0t0lER7U1OPN954QwoXLmx1KvA5kjVD/WLXrFkz6xlRs2ZN6wvJ8OHD5ddff5U///wT/gznKilUYCp5P/zwgxQsWDBNClO/PeuDpnjx4lardO3a1ZKd22+/PetWyqVnaCKePXtWXn75Zfnf//4njzzyiNV7qIf2ch04cMCScB7OCUydOtX6Jah7nGnuac/XnDlzrJP1AaNfUlS0y5YtS4TpCOjwsIrNa6+9ZvW0qhTyM+xeimhvvz58NeeuPD766COr52HAgAHWj9asWSN9+vSRxYsXu1d4LjmrS5cu0rlzZ6vjIP3Bz7DnCXDq1Cm55ppr0n7P8TmSNcP4+Hi5+uqrrc+l9hKuWrXK+j24YMECMfEZzlVSmIr73XffteQwtadQ5eWGG26QHTt2pLWIPqDLlCljWTcPRwL6TU8fzL169ZIbb7xRWrZsKboJs35z0UO/vUycONGSHh6XCajsbd++3eoh/Prrr62e6Y4dO1q9MzoUqr2HqYe+2Pz999+XBg0aEGE6AvoLUHtodHqHPpxVCvkZdi9Fli9fLn379pW7777b6g1s27at1RuoR//+/a2hvYceesj6/2PHjsm1114rKpLak8jjXwIxMTFWz4yy1PnnnTp1kujoaH6GvUgQ7TzQkTnlqQefI+5B1CkeOor08MMPy9ixY60vyPpZNvEZphSKWL/09BuKPqhTD51TqIspdAiFhyMBFUD9pqJio8NP+oty9uzZaXPgtIdrxIgRHP68At3u3bstEdSca9KkiTUMpQ/icePGydq1a2Xo0KFpESqLOnR33XXXMQX/IzBv3jzry4f29h86dChNCvkZdi9FVPSUXZEiRayHsQ45vf3229aUBp1rrbmmU0L00F7Dhg0bWr8XuejkX77aS92oUSOLi05X0C94+plVQdQvdfwMu5eHepYuWGzVqpV8/PHHFtNU4eZzJGuG+vvutttusz6X+qVOpyCVLFnSyGeYUihiPVw0OdP3FL766qsWbP3g88hIQCdZv/POO/LTTz9J0aJF077haS+XLp7QQ+dvTpkyhT2FmSSP/kLUh7MyW7p0qdWzqkN6Kjyph/YU6gOnfv36TEEROXnypCgT7V2oWrWq1Tuo0zxUFLUH9srefn6Gs04b/TKiMqN/67BxlSpVLKZ6HDlyxOq52bZtG3dj+A/llcOd+s+pMh0REcHPcNYpl3aGPj90Xmb6qQyab3yOuIaoc9N13vmYMWOsLyepX5J1kafOz0Q/w5TC/76xqMwsWrRISpcubbXIfffdZ/3hnMKMCaqTrHX4Trusq1WrlvZDHXLSHobUVYz67U8fKpxTmPkHXOdj6tCwCuHp06etFWQ6L0SP1DlynFN4mZ9+PnVxk7NDh991jhc/wx48lUWs3QJUarQ3UB/GuhBFF4jpocPyOv+QcwovM9VpMzp1If3n8qWXXrL+TecA8zPsXv4pR12wqDt+6IhI6sHnSNb8fv75Zxk/frz1Rw9d0a1yqM9kndeKfoYphf+1gc6zUSHUX4IbNmywhqV0AmehQoWybqVccoauxn7sscesb3e1atVKq3W+fPmsXi/95qfDyboiVB/QAwcOtFZ58/iXgA41aT7pdjMqfdo7o9MUdNWn7rWn87d0KE97vHQupn74lSkP5wR0JXzqnEI9g5/hrDNFh510crrmoQ4la++g9nDptjQ7d+605sfpSICeo9McdKcG/Z3I4zIBnbelh8qz9lar1Ghvl85B52fYvUxReXnyySetLx76/Eg9+BzJmp/+3tOhYx1m1yFj/UKnvfupc6vRz3CulEJ9EOtCk/T7FOovyCeeeEJ27dpltYr2cKX2emXdTLnjDB1K12/IVx6bNm2y9iPU+XGaqLqh66OPPmr1KHIT8Mu0dEhdGekvQR3u1PlbupJRV9/podKtvTb6M53zpdvTONvTK3dkW9a1vFIK+RnOmpnmoE7q1/mCuvm8joToZzV1Gsg333yTNq9Ve7FVFrktV0auOo1B5/rqtA+dYqST/fUPP8NZ51/qGfrs1dG5p59+OkOQ7vvI50jWHEeNGiWTJk2yPse6O4V+hm+99VYrEP0M50opdIVch/R08iZlJuvEdHYGd6J3zU27+jXHdNViZis6dTI7H8Te5Z9G8TOcNTvd1kJ/zznbXB55G0LWVw6cM/TLr/ayOmPIzzDWznyOuMdPc9DZIjDkM0wpdI89zyIBEiABEiABEiCBgCZAKQzo5mXlSIAESIAESIAESMA9ApRC9zjxLBIgARIgARIgARIIaAKUwoBuXlaOBEiABEiABEiABNwjQCl0jxPPIgESIAESIAESIIGAJkApDOjmZeVIgARIgARIgARIwD0ClEL3OPEsEiABEiABEiABEghoApTCgG5eVo4ESIAESIAESIAE3CNAKXSPE88iARIgARIgARIggYAmQCkM6OZl5UiABEiABEiABEjAPQKUQvc48SwSIAESIAESIAESCGgClMKAbl5WjgRIgARIgARIgATcI0ApdI8TzyIBEiABEiABEiCBgCZAKQzo5mXlSIAESIAESIAESMA9ApRC9zjxLBIgARIgARIgARIIaAKUwoBuXlaOBEiABEiABEiABNwjQCl0jxPPIgESIAESIAESIIGAJkApDOjmZeVIIHcQOHv2rOifMmXKOFR43759UqJECcmXL1+WMGJjY+XPP/+U66+/Pstzly1bJmPGjJHRo0dneW5WJxw7dkzy5s0rUVFRWZ3q9s9TUlLkwIEDUrZsWQkJCXE7jieSAAnkXgKUwtzb9qw5CQQMgXHjxslXX30lCxYsyFCnpKQkqVWrlowdO1aaN2+eZX2nTJki/fr1k23btklQUJDL86dPny6DBg2SFStWZHreP//8I+vWrXN57UOHDkmrVq3km2++kWbNmmV5j+6ecOHCBWnXrp3cf//98thjj7kbxvNIgARyMQFKYS5ufFadBAKFgCkpTE5OlqNHj0q5cuWyROOOFM6cOVMmTpxoCWtmxzPPPCMJCQnyxRdfZHlNT0+YM2eO9OrVS5YsWSIlS5b0NJznkwAJ5DIClMJc1uCsLgkEIgFPpHDjxo3y9ttvy5YtW6RSpUrSWCCDjwAABmtJREFUp0+ftOHihQsXysiRI+WHH36wMG3evNn6759//tkafi5YsKD1788995yoQGpPocZ/9913cvz4cbn11lula9euUr58eZk6daq88cYbcu7cOYmOjpYiRYqklZvaBlr+HXfcIdOmTZOaNWta/6y9mx9//LHMmjVLdu/eLVWrVpVRo0bJrl27REW0Xr161rC1iuTNN98sffv2lXfeeUd+++03qz533323dO7c2Srr0qVL0qlTJ6lfv74MGDAgEJuedSIBEjBIgFJoECaLIgESyBkCqVKo0pT+UMFq3Lhx2vDx4cOH5brrrpO77rrLkrF58+bJt99+KzNmzJCrrrrKkq70Q8K33XabXH311dKjRw9Zs2aNPP/88zJkyBDp0KGDzJ492xIylbZHH33Ukr4PP/xQGjZsKK+//rrotUaMGGENRQ8cOFCCg4OlWrVqGe5PxfHFF1+U7du3S548eayfvfbaa5YkdunSxRpW3rp1q9x3332WJOr16tataw0Hx8fHS//+/SV//vzWeSqCK1eutKRWeydVBPV477335I8//rD+jQcJkAAJuCJAKWR+kAAJ+D0BlULtlcvsSJ1TOHToUPnxxx9l6dKllqRdvHhRGjRoIA8++KDV+5deCnfu3Cnt27eXX3/9VWJiYqyiW7ZsKQ8//LAlZXquSpqKZcWKFa2f65zEN998U9auXWvNSfzoo49kw4YNmQ4f6/3ovUyePNmKj4uLk0aNGsnLL79s9TimP1Kvp72ZunhED5XRxYsXy19//WUtVNHFJSqlKov33HOPdc6kSZMs0V2/fr3ftzMrQAIk4FsClELf8mXpJEAC2UBApfDzzz+3hlXTH9pTqD2CqVL4xBNPyPLly63ew9Rj1apVVk+bClx6KdThWR2qfffdd62eRR0e1sUqqQtCUiVtx44daWWpDN57772iQ9Th4eFZSuFTTz1lnae9eXps2rRJOnbsaA09165d26kUpr+e9kDqsPLXX3+ddq72buqQscqrHtpL+MADD1i9iNqbyYMESIAEMiNAKWRukAAJ+D0Bd+cUas/ayZMnHVbjlipVyuqhu3L4WBeI6PxDnROo28aosOnQsB7OFpp4KoW6yCQsLEzef/99q8zU+Llz51rzA9Mfzq6nUnjixAlLPlOPK6VQV0drTyil0O/TnBUgAZ8ToBT6HDEvQAIk4GsC7kqhSpQO1er8QB0+vvK4Urx0wYcOD2uczjnUIdrUwx0pHD58uNVTp/fn7NA5iDoc/NNPP1k/1pXPLVq0sBaO6IIRE1KoC2W0PA4f+zoLWT4J+D8BSqH/tyFrQAK5noC7UqiLNrQnTYd4df8+XaShm1XrAhCdN3il6Om8Pt34+c4775TQ0FCpUKGCVK9e3eLtjhTqvok9e/a0xLJ06dJWr2D6Q2XwhRdeyLAvovZm6qbTzz77rLXIRe9Z5wmqPF65L6I7PYXa06nzGlNXVOf6ZCEAEiCBTAlQCpkcJEACfk9ApVDn+um+fOkP3TZGt3pJv3m1CpouSjly5Ih1qoqhbvlyzTXXZBA9XfShC0l0IYeKoG4ts3//fmuYefz48U6lUHvjdBVw6pxC3bxah4hV6PRIPx9Q/19XHes2NulXC+swtS40SY3RoW1dHKO9m+5IoQ5x6xzIhx56yFpIo+XriuuXXnrJ79uZFSABEvAtAUqhb/mydBIgAZsSUOnTffx070Fnby9J3ctQhTH1FXkqha1bt3a6EMRVNfUVfNrjqItKrjy0R/D06dMOK5TPnz8viYmJ0KvvdNscXcyiK5z1VX88SIAESMAVAUoh84MESIAEnBBQWdMtXtIv4kgd7tUeSV18YuI4ePCgtXm2Du/qMLGpQ+9dt9TRXsPHH3/cVLEshwRIIIAJUAoDuHFZNRIgAe8J6D6FurWL9rDpXELdCzA2NtZafaxbvJg89uzZYw1jFy9e3Fix+u5jHZ6uUqVKhgUyxi7AgkiABAKOAKUw4JqUFSIBEjBFQMVK5wmeOnXK2uNPVyAXKFDAVPEshwRIgARsRYBSaKvm4M2QAAmQAAmQAAmQQM4QoBTmDHdelQRIgARIgARIgARsRYBSaKvm4M2QAAmQAAmQAAmQQM4QoBTmDHdelQRIgARIgARIgARsRYBSaKvm4M2QAAmQAAmQAAmQQM4QoBTmDHdelQRIgARIgARIgARsReD/AUqJheMKvosfAAAAAElFTkSuQmCC", + "image/png": 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", "image/svg+xml": [ - "204060801015Height (cm)Typical lifespan (yr)" + "204060801015Height (cm)Typical lifespan (yr)" ] }, "metadata": {}, @@ -41018,7 +41014,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "The scatter plot has been banked to 45 degrees, and we can more easily\n", "see how the data roughly follow a line and where they deviate a bit at the extremes." @@ -41026,7 +41024,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "While banking to 45 degrees helps us see whether or not the data follow a linear relationship, when there is clear curvature it can be hard to figure out the form of the relationship. When this happens, we try transformations that will get the data to fall along a straight line (see, for example, {numref}`Figure %s `).\n", "The log transformation can be useful in uncovering the general form of curvilinear relationships." @@ -41034,7 +41034,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "## Revealing Relationships Through Straightening\n", "\n", @@ -41045,7 +41047,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 21, "metadata": { "tags": [] }, @@ -41548,12 +41550,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -42074,9 +42074,9 @@ } } }, - "image/png": 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", + "image/png": 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/O3gzofz8fLQlza1CW9LcICLpTbe0ApeJEydSp06dhLq8UL9z58701VdfialjPOKyZs0aSkpKEr8vacTllVde8XBm2rRphYv9S7ONP8D5gxwf4nq/2BcuXKCwsDCPqYR6Z132ssvOzkZb0tz23NxckWHxabmap12YXnh4uOgshvqFtqS/w9yWuA/ha6Mg/Z8ktDPktsRfenIfApeeCrgGJnxl5xVceA3J7t27ac+ePbRz507ibxZ4ChePjlx66aV0ySWX+Cpf+ve8yL5r165i5zC+XNPD5s6dS3Xq1PFY48I7jvGCfqxxkZbY+EBMFTPDQkwV098nTBXT3yPOEG1Jf58wVUx/jzhDTBUzwyeZLEsEFx5Se+utt2jmzJmiDF4YX6tWLfHtHK8/2bp1K/EHX8eOHemFF14Q61KCvT744AP68MMPiUGlfPny9Prrr9PixYtpxYoVYvioX79+YioXdhULVmlz7we4mOEdOlv6+wRw0d8jgIsZHgFczPAJ4GKGTzJZeoDL8uXL6dlnn6W4uDh64oknBJzwNsRFLx554YXyPLWLIWbkyJFiC+NgLi5z2LBhYk0LX7wof/z48dSiRQvxM08d49GYQ4cOiZ95O+QxY8Z4HFBZPAcszg/GFb3uBbjo5Udp2QBc9PcJ4KK/RwAXMzwCuDjvU25+Ac3dfJhW/ZwhKm93aRLd2bImRYaXPg0M4OK8T3bV6AEuvJidR1CeeeYZnwtl8vLy6JNPPiEeLSm6SD6YZHm0hzuo1apVK3EuIk8PY5AqDlOl1QlwCcYNve4FuOjlB8DFDD9KyhLgYoZ3+BJAf58ALs579OrC3TR55S9uFT903SX0bJdGpSYDcHHeJ7tq9AAXHkFxjXLIVhrIPbJlBxsHcAlWQX3uB7jo44W3TNDZ0t8ngIv+HmHExQyPAC7O+9T21WV0JDPLreKL46Np4/N/bu5U0gVwcd4nu2rUZlcxux4Q4GKXss6XC3BxXvNAagS4BKKas/cAXJzVO9Da0JYCVc65+wAuzmntqunSEQvpfJ7nroLbR95IFWKjAC7OW+JojT7Bhbcg5jNTeI0JTw1jEOjRowe1a9fO0UQDrQzgEqhy+t0HcNHPk5IyQmdLf58ALvp7xBmiLenvE8DFeY96TfmB1u0/4VZxi1oV6ctH25aaDEZcnPfJrhq9ggtDy/333y/qZlDhgyFdhzw+/fTTxOthdL8ALro7JJ8fwEVeK5WR6GypVF+uboCLnE6qo9CWVDvgu36Ai2+NrI7YfvgUPTxzU+F0sRoVY2n8PS2pZe2KABerxdawPK/gcuutt1JGRgatXLmy8EA5PgRw9OjRNHv2bFq3bh0lJiZq+Fj/SwngorU9fiUHcPFLLmXB6Gwpk166YoCLtFRKA9GWlMovVTnARUomy4PyC4j2HT8ryq1/cTx52VBMxGDExXILlBXoFVz4FHs+vX7o0KFuCaamptLNN99Mn332mTjjRecL4KKzO/7lBnDxTy9V0ehsqVJevl6Ai7xWKiPRllSqL1c3wEVOJ9VRABfVDlhXv1dw4ZGV/fv30/Tp091qTE9Pp2uvvZaWLFkiTrXX+QK46OyOf7kBXPzTS1U0OluqlJevF+Air5XKSLQllerL1Q1wkdNJdRTARbUD1tXvAS7Lli2jI0eOiBr4j+aUKVPokUceoYsvvriw1h07dtCiRYto/fr1Pg+AtC7VwEoCuASmm453AVx0dMUzJ3S29PcJ4KK/R67P4OTkZDOSLaNZAlzMMB7gYoZPMll6gMuQIUMElMhcGzdupISEBJlQZTEAF2XSW14xwMVySW0pEOBii6yWFgpwsVRO2wpDW7JNWssKDiVwOZuTS5+sTaMNB05SxYuiqEuzatSxcRXLtFJZEMBFpfrW1u1zO2Rrq3O+NICL85rbVSPAxS5lrS0XnS1r9bSjNICLHapaXybakvWaWl1iKIFL36nr6bvUDDeJ3r37crrtsupWy+Z4eQAXxyW3rUKACxEVFBSI3dOqVAmNbxZse1sUFwxwUWyAZPXobEkKpTAM4KJQfD+qRlvyQyxFoaECLqezLlDz0f/xULFTk2T6oK/emzDJWA9wkVHJjBgPcJk4cSJt27ZNKvs333yT4uLipGJVBWHERZXy1tcLcLFeUztKRGfLDlWtLRPgYq2edpWGtmSXstaVGyrgsvlgJnWfuNpDmPoXx9Gyoe2tE0xRSQAXRcLbUK0HuEyaNEkaXN544w2Aiw2moMiSFQC4mPFmoLOlv08AF/094gzRlvT3KVTAJTe/gFr9czFlnrvgJnrfNnXoxW7N9DfCR4YAF+MtLHwATBXDVDFj3maAixlWobOlv08AF/09AriY4VGogAurvWB7Og3/Yjudzs4V4jerkSCmiVVLKGeGGV6yBLgYbyHApaiFWONixgsNcDHDJ4CL/j4BXPT3COBihkehBC6s+Pm8fEo9dpYSYqOoZqVYM0yQyBLgIiGSISEeIy586GSfPn3okksukXqEEydO0KhRo+jdd9+Vinc6CGtcnFbcvvoALvZpa2XJABcr1bSnLICLPbpaXSraktWKWl9eqIGL9QrpUSLARQ8frMjCA1yGDx9OCxcupGeeeYZ69epFkZGRpdazdOlSAS18lsvXX39tRT6WlwFwsVxSZQUCXJRJ71fF6Gz5JZeSYICLEtn9rhRtyW/JHL8B4OK45AFVCHAJSDYtb/IAl9zcXJo5cya99NJLlJiYSL1796ZWrVpRtWrVKCoqSiwW3LFjB82ZM4f27t1LgwYNokcffZTi4+O1fECAi5a2BJQUwCUg2Ry/CZ0txyX3u0KAi9+SKbkBbUmJ7H5VCnDxSy5lwQAXZdJbXnGpi/PT09Ppgw8+oK1bt9KPP/7oVnGDBg2oefPmdP/991OTJk0sT8rKAgEuVqqptiyAi1r9ZWtHZ0tWKXVxABd12vtTM9qSP2qpiQW4qNHd31oBLv4qpm+81K5iPApz8OBBOn/+PNWvX5+io6P1faJimQFcjLHKZ6IAF58SaRGAzpYWNnhNAuCiv0ecIdqS/j4BXPT3iDMEuJjhk0yWUuAiU5CuMQAXXZ3xPy+Ai/+aqbgDnS0VqvtXJ8DFP71URaMtqVJevl6Ai7xWKiMBLirVt7ZugAvOcbH2jbKxNICLjeJaWDQ6WxaKaVNRABebhLW4WLQliwW1oTiAiw2i2lAkwMUGURUVCXABuCh69fyvFuDiv2Yq7kBnS4Xq/tUJcPFPL1XRaEuqlJevF+Air5XKSICLSvWtrRvgAnCx9o2ysTSAi43iWlg0OlsWimlTUQAXm4S1uFi0JYsFtaE4gIsNotpQJMDFBlEVFQlwAbgoevX8rxbg4r9mKu5AZ0uF6v7VCXDxTy9V0WhLqpSXrxfgIq+VykiAi0r1ra3bK7isW7dOHC7ZqFEjt1r5Bfjhhx/olltu8XpApbWpBlYaFucHppuOdwFcdHTFMyd0tvT3CeCiv0ecIdqS/j4BXPT3iDMEuJjhk0yWXsHloYceombNmtGQIUPcyjpy5Ai1b9+eFi1aJLZH1vkCuOjsjn+5AVz800tVNDpbqpSXrxfgIq+Vyki0JZXqy9UNcJHTSXUUwEW1A9bVHxC4/PTTT3T77bfTkiVLqE6dOtZlY0NJABcbRFVUJMBFkfB+VovOlp+CKQgHuCgQPYAq0ZYCEM3hWwAuDgseYHUAlwCF0/C2EsFl6NChdPLkSdq0aRMlJiZSvXr1ClPnQyjXrl1LTZo0ofnz52v4SO4pAVy0t0g6QYCLtFRKA9HZUiq/VOUAFymZlAehLSm3wGcCABefEmkRAHDRwgZLkigRXJ577jnKzMwU4FKhQgXizr/rKleuHF199dViqlhycrIlSdhZCMDFTnWdLRvg4qzegdaGzlagyjl3H8DFOa2DqQltKRj1nLkX4OKMzsHWAnAJVkF97vc6VWzu3LlUtWpVatu2rTYZZ2RkUHx8PMXGxkrlBHCRksmIIICLETZhQbEBNgFcDDAJi/ONMAngYoRNWJxvhk1SWUpth5yfn0/cOItfDBB2XOPGjaMpU6YUjvhwHWlpaTRo0CA6cOCAqLJHjx40evRoioqK8poCwMUOh9SUCXBRo7u/teJbYn8Vcz4e4OK85oHUiLYUiGrO3gNwcVbvQGvDiEugyul3n1dw4T+akyZNooULF9KJEyc8st+4caPYLtnKi0d5nn32WVGka6oa//+AAQPESMvYsWMpPT2dunfvLsClW7duABcrDdC4LICLxuYUSQ2dLf19Arjo7xFniLakv08AF/094gwBLmb4JJOlV3B58cUXacaMGfT4449TzZo1Pc5s6dy5M0VHR8vUIxWzfv16Gjx4ML300kv05JNPFoLLqVOnqFWrVjR79mxq2bKlKIuhhQFm8uTJABcpdc0PAriY4SE6W/r7BHDR3yOAixkeAVzM8AngYoZPMll6BRdehN+7d2/629/+JlNWUDE8BYy3WB4/frxYV3PzzTcXgsvevXupS5cutHr1aqpSpYqoZ/r06TRv3jyfO5thqlhQtmh1M8BFKztKTQbgor9PABf9PQK4mOGRCeCSee4CLd/zGx0/m0Mta1eiK+pUMkNcC7MEuFgopuKivILLwIEDqXbt2jRy5Ehb0+QdzHjqF08H69OnD6WmprqBy+bNm6lXr15UdGrarFmzaMKECbRq1arC3Dp16uSRJwPR999/b2v+KBwKQAEoAAWcUyAmJoZycnKcqxA1QQFDFTicmUP9Pt1JZ3LyCp/gtmYX04hOdQ19IqQdqgrI7lTsFVwYCh577DFavHgxJSUl2aYVr6Hh6Wj9+/cXdfB6Gj4j5p577hHAwtPReMRlzZo1hXlgxMU2O7QtGCMu2lrjlhhGXPT3CSMu+nvEGaIt6e+T7iMuL361k6at3u8h5Ibnb6Ck+Bj9BbYoQ4y4WCSkBsV4gAsDBIOEzGXV4nyeCsZw5Lp4y2NeW/PII49Q165dBawUX+MyatQoOnr0KNa4yBgVIjEAFzOMRGdLf58ALvp7BHAxwyPdwaXv1PX0XWqGh5jT+19F7Rva94W0bu4BXHRzJPB8PMCFAeLgwYNSJfK0Lh6yt/oqPlWMy+/Xr584DBO7ilmttjnlAVzM8Argor9PABf9PQK4mOGR7uCCEZc/3yMZcDl2OptW/JxB53Ly6Kp6idS0egUzXsIylqXUOS5Oa1ISuOzbt0+c43Lo0CGRDq+JGTNmjM9dzbA432n37KsP4GKftlaWDHCxUk17ygK42KOr1aWiLVmtqPXl6Q4uab+fo67jV9Hp7NzCh+91ZS0ae2dz68XQuERf4LLml9+p/0frKSc3v/AphnZuSEM6NND4qcpmal7BhRfNl7YAMjIykipXruy4ajw9jM9zkT38EuDiuEW2VQhwsU1aSwtGZ8tSOW0pDOBii6yWF4q2ZLmklhcoAy75BUSr9x6nXemnqUbFWOrYOJnKRYVbnktpBWJXMd8jLvdPW08rf3afUhcbFUE7RnemiPAwx7xCRb4V8AouDz30EC1durTUUpo0aUI9e/YUp9hbeZ6L77TlIwAu8lrpHglw0d2hP/NDZ0t/nwAu+nuEtmSGRzLg0ufDdfT93uOFD5RcoRx980Q7qhxn3Tl4ZqilLktfIy5tX11GRzKzPBJc9ffrqValWHWJo2YPBbyCy/PPP0979uwRi+RdV3Z2duEOYImJifTGG2/Q008/TQw5Ol4AFx1dCSwngEtgujl9F8DFacX9rw/g4r9mKu5AW1Khun91+gKXLYcy6Y4Jqz0K/ftNjejh9pf4V5kD0XM3HaGFO45S5fgo6n9NXWpULTTWefgCF4y4OPByWVSFV3DhLYh5RMW1TbGrTj7Znteh8JbE77zzjtgR7Ouvv7YoJWuLAbhYq6fK0gAuKtWXrxudLXmtVEUCXFQp71+9aEv+6aUi2he4zNl0mJ6Zs80jtTtb1qQ3el6mIuVS67ztve9p++FThb8vKCAa16s59WhZS6s8A0nGF7hHcM1+AAAgAElEQVRgjUsgqqq5xyu4tGvXjm688Ub6xz/+4Zbd5MmTxTbEW7duFeet8AGV/P86XgAXHV0JLCeAS2C6OX0XOltOK+5/fQAX/zVTcQfakgrV/avTF7iYMuJy/Ox5uuKfi6n4ao7qFWNpzbPX+yeKhtG+wIVTxq5iGhpXQkpewWXYsGE0b948+uKLL6hp06YUHh5Op06doltvvZWqV69Os2fPpilTptC0adNo3bp1Wj4xwEVLWwJKCuASkGyO34TOluOS+10hwMVvyZTcgLakRHa/KvUFLlyYCWtc/r3tV3r8sy0ezx4TFU57xnTxSxMdg2XARce8kZOnAl7BhXfw6tatmzjJntez8H98WCRfc+bMoRYtWoj1L/n5+T4PglQlPsBFlfLW1wtwsV5TO0pEZ8sOVa0tE+BirZ52lYa2ZJey1pUrAy6qdxWTeVqMuMiohBgdFPB5jgt3FnlkZdeuXcT/X7t2bXGGSqNGjXTI32cOABefEhkTAHAxwyp0tvT3CeCiv0ecIdqS/j7JgIv+T/FnhmV5jYspHiFPIp/gYrpIABfTHfxf/gAXM7xEZ0t/nwAuvj3KzS+g1GNnKS4mgmonXuT7Bhsi0JZsENXiIkMJXFiasrqrmMWvBYqzUQEPcOGpYLzgnncS27JlCx08eLDU6u+55x6KiYmxMb3giwa4BK+hLiUAXHRxwnse6Gzp7xPAxbtHy/dk0FOzt9DJcxdEYEpyPL1/Xyuqd3Gco+aiLTkqd0CVhRq4BCSCATdhjYsBJkmm6AEuy5cvp8GDB4stjt98801auHBhqUVt3LiREhISJKtSEwZwUaO7HbUCXOxQ1foy0dmyXlOrSwS4eFe0pMPourWoQe/0bmG1FV7LQ1uyTu68/AL6JeMsRUWEU93KcRRmwWHovF3wrsPHKedCLjWvm4wT1q2zy/KSAC6WS6qsQA9wycvLo5ycHIqNjaUwK1q2skf7s2KAi2IDLKwe4GKhmDYWhc6WjeJaVDTApXQhM87k0JUvLfEIqH9xHC0b2t4iB+SKQVuS08lX1Lr9J2jIp5uJveWrbuWLaFKfVtS4Wnlft5b6+13pZ+jhmRvpwO/nRExS+Rh6756WdHW9xIDLxI32KQBwsU9bp0uWXuOSlZVFkZGRFBUV5XSOQdUHcAlKPq1uBrhoZUepyaCzpb9PAJfSPeJv5lNGfEO8E1TRizuksx9s46i5aEvWyN3lne+IQaPodW1KEn088KqAK+g/fQMt3/2b2/0MQgufuDbgMnGjfQoAXOzT1umSvYJLbm4uTZo0iWbOnCm2RB43bpzYHnngwIFibcvEiROdztfv+gAufkum7Q0AF22tcUsMnS39fQK4ePeIv53/enu6W9A/b29GfVrXcdRctKXg5S4NRMuXi6QfR3UOuIJW/1xMvIVw0Ss8jGjbyM7EZePSSwGAi15+BJONV3BZtmwZPfjgg9SjRw9au3YtPfHEEwJcvv32W3rssccIa1yCkR73+qsAwMVfxdTEo7OlRnd/agW4eFcr+0I+fbo+jdbtO0EXRUdQpybJ1KVZNUvWRfjjE9qSP2qVHvuXUYvoTHauW0CwU/9KGsUJFoaseVrnSvn9j/N05GQWNagSL9qJzhfARWd3/MvNK7jwyAqf2zJy5EgaMGCAgBb+jw+mbNeundh9rEmTJv7V6HA0RlwcFtzG6gAuNoprYdHobFkopk1FAVxsEtbiYtGWrBH0uXk/0qfr3HdIHXZTI3qk/SUBVzBxxS/02re73e6/5+ra9PIdfwm4TFNu5FGsB2dsoiW7jomUI8PD6LGOKfRExxRtHwHgoq01fifmFVwYToYMGUK9evUqEVx4x7EGDRr4XamTNwBcnFTb3roALvbqa1Xp6GxZpaR95QBc7NPWypLRlqxR83xePs3ecIjW7D1O0ZHh1KFhFbqtRQ3iqV2BXrwG6t9bj9CSnemUcyGPrm1UlXpdWYuiI8JLLPLc+Tza+9tZqlEplirHRQdabcD3pZ/Kpt/P5lBKcnmKiSw5R9nC52w6TM/M2eYRvvKZDlSnspozj3zlDnDxpZA5v/cKLgwtmZmZ9PHHH9OgQYMKR1zeeustsb5lx44dOMfFHK+NzxTgYoaF6Gzp7xPARX+POEO0Jf19kjnH5Z2lqTR+aSrxoaZ83dA4mabcd4Uj2yefzrpAvJHAprSTom6e0vWPW5vQ3VfVDljckkawuLB3776cbrusesDl2nkjwMVOdZ0t2yu47N69m7p27Up169al06dP0+WXX068XfKKFSto6NChYv2L7hdGXHR3SD4/gIu8Vioj0dlSqb5c3QAXOZ1UR4VaW+LtiI+ezqaUKuWpXFRw3/r7640d57hwDr7AJe33c3Td68s90n29x2XU44qa/j6G3/FvLf6ZGJyKXlERYbTp+U5UIdZzl1genUo9dpYSYqOoZqXYEusrqUwO/Gxwa2pTv7LfOTpxA8DFCZWdqcPndsgMLzzCsm7dOuIPu4YNG1Lfvn3prrvuovBwZ//wBCIJwCUQ1fS8B+Cipy/Fswq1zpYZqvuXJcDFP71URYdKW+KF8Q/O2EhrfvldSMlTlYbf3Jj6XVPXEWntOMfFlbgvcPn3tl/p8c+2eDxn/7Z1aWTXprY//wMfb6TFO/9ci1L0KgkyFmxPp+FfbKfT/93IoFmNBPqgbyuqllDO7V4Gm85vr3TbMrxGxVhxzlGw09DsEgTgYpeyzpfrAS4HDx4k3k3sqquuEpASEfG/nSIKCgqMO5QS4OL8S2VXjQAXu5S1ttxQ6WxZq4pepQFc9PKjtGxCpS29/90+evmbXW6Pyd/6rxnekZLiY2w3w45zXGTBZcWeDOr30XqPZ+SF7H/rdKntz/70v7bR3M2HPepZ8vR11CApvvDfeRobb/Gcee6CW2zfNnXoxW7NPO7ffvgUzdl4iA5nZlGTahWI45IruAOO7Q/nRwUAFz/E0jzUA1y2b99Od955p0g7Li6Orr32Wmrbti1deeWVVL9+fc0fxzM9gItxlpWaMMDFDC9DpbNlhtqBZQlwCUw3p+8KlbZU0rk4rKUTU4vsOsdFFlxycvPp+nEr6EhmVuHrw5sCLHryOkpJ/h842PVulQROl9eqSPMebetW5d6Ms3TDGys90mhRqyJ9WSzWrlztLBfgYqe6zpZd4lQx7iBu27aNNmzYQKtXr6atW7eKrBITE+n666+n1q1bixGZatWqOZttALUBXAIQTdNbAC6aGlMsrVDpbJmhdmBZAlwC083pu0KlLZW2mHvB4+2oafUKtstqxzkusuDCccdOZ9PHP6TRzvTTVLNiLPVoVYua10yw/bldFXy/9zh9tfVXOv5HDl1euxLd17qOWMNS9OJF/M1H/8cjJz7DiKeLlXThHBfHLERFRRTwucaFY10gwwdOrly5kn788UdRBA6gxLvkpAIAFyfVDryuUOlsBa6A/ncCXPT3SHR4jx2j5ORkM5L1kuXmg5nUfeJqtwg+tHDRk9c6srOWHee4+AMuphjYd+p6+i41wy3dknYKwzkupjgamnn6BJcLFy7Qrl27BKTwAn1e/8IX7zQ2b948io+3f6gzGOkx4hKMenrdC3DRy4/SsgmVzpYZageWJcAlMN2cviuU2tKGAydo3pYjdPRUNv2lRgL1vaauY+eZ2HGOSyiCy9mcXPpkbRptOHCSKl4URV2aVaOOjat4vPY4x8XpvwSor6gCHuCSm5tLP/30kwCVtWvXiq2PXaDy17/+VUwRa9WqFSUlJRmhJMDFCJukkgS4SMmkPCiUOlvKxbQpAYCLTcJaXCzaksWC2lCcr13FbKhSeZE4x0W5BWU6AQ9w2bRpE/Xu3VuIwutZbrvtNgEqpg5XA1xC5/0GuJjhJTpb+vsEcNHfI84QbUl/n8oiuOAcF/3fy1DO0ANcfv31Vxo3bpxYlH/ixAkxJaxdu3ZipKVly5ZUpYrnsKHOAgFcdHbHv9wALv7ppSoanS1VysvXC3CR10plJNqSSvXl6i6L4IJzXOTeDUTZo0Cpa1z4zJb9+/cTj8Dw2pZVq1YVgoxrylinTp0oMjLSnswsKhXgYpGQGhQDcNHABIkU0NmSEElxCMBFsQGS1YdaW8o4k0NHT2dTSpXyVC5K/wOsZWwqi+DCuuAcF5m3AzF2KOBzcb6rUgYZhpe3334bu4rZ4QTK9KkAwMWnRFoEhFpnSwtRLU4C4GKxoDYVFypt6Ux2Lj04YyOt+eV3oRSfrj785sbU75q6NinnXLFlFVycU9iamnCOizU66lCKV3A5evSoWKS/fv16Wr58OfHPfDVo0EAcTPnUU09RTIx1p97yxgAZGRnivJjSyuXf805msbGxUvphxEVKJiOCAC5G2IR5+QbYBHAxwKQQWuPy/nf76OVvdrmJHhURRmuGd6SkeOv6ECpcBbioUN3/OgEu/mum6x0e4MLf8EycOFGMrhw6dEjkzSBxww03UJs2bcRaFzvWuUyZMkWsrXFdXbp0oRdffJEqVqwo/iktLY0GDRpEBw4cED/36NGDRo8eTVFR7ocoFRca4KLrq+d/XgAX/zVTcUeofEusQjun6gS4OKV0cPWESlsa8ulm+np7uocYnw1uTW3qVw5OJMV3A1wUGyBZPcBFUigDwkrcVWzgwIFiROWaa64RoFK/fn3bH2X27NlUu3ZtatGiBR08eJD69u1LgwcPJs6FrwEDBoiRlrFjx1J6ejp1795dgEu3bt285gZwsd06xyoAuDgmdVAVhUpnKygRNL8Z4KK5QXzwc04urd+dRi1TaoszNUy+Sts+d8Hj7ahp9QomPxoBXMywD+Bihk8yWXqACx84GRYWpnzR/XPPPSdGfGbMmEGnTp0SWzIz3PDOZnwxtDDATJ48GeAi43QIxABczDAR4KK/TwAXvT16acEumvr9Psov+DPPbi2q0zu9L9c7aS/ZbT6YSd0nrnaLaFAlnhY9eS1FhIcZ+1ycOMDFDPsALmb4JJOl9OJ8mcKsimF44jNkunbtSsOGDaO9e/cSTx3jLZpd09SmT59O8+bNo/nz5wNcrBJe83IALpob9N/0AC76+wRw0dejkjr5nO2U+66gzk2r6pu4j8w2HDhB87YcoaOnsukvNRKo7zV1qXJctLHP40oc4GKGhQAXM3ySyVJLcBkxYgQtWLCAFi1aJA6+3Lx5M/Xq1UtsFJCQkCCea9asWTRhwgSxFsd1vfrqqx7PPHXqVHGft4t3TMvJyaFy5crJaIYYRQroMhqo6PGNqTY7O1urtsTtG5e7Anl5ecS66L6dfWm+RUREED9DKF4zN/xK45bu93i0B9vWoofb1Q7FRzb6mUxvSyaKz7OC/L34c4k3fQrkXn/rQnxgCrj6977u1g5cxo8fT++++y7NnTuXmjdvLvJ3jbisWbOGkpKSxL+VNOKyZMkSj+d9+OGHafv27b50oNOnT1OFCmbPtfX5kIYHMFzyZeVOdoZLomX6urUlfFB5vib8Ic4XvqzRrwkt2HGMnv58h0diz3ZOoX5tAC66OcafS/n5+dI7neqWv4n5BPJllG6fSybqbnfOsrsFawMu3PB54T2vY/nkk0+oadOmhRqVtMZl1KhRYntmrHGx+1XSp3xMFdPHC2+ZYKqY/j5hqpi+HvGZJ9e9vpxO/HG+MMnoiHBaNrQ91awkdwyAvk8XeplhqpgZnmKqmBk+yWSpDbgMHz6cPv/8c+KpXUV3MatataqYztCvXz8xIoJdxWRsDc0YgIsZvgJc9PcJ4KK3R4dOZtHMtWn0Y1oGXVo9ke6+qjY1rFpe76TLaHYAFzOMB7iY4ZNMltqACy/Gd50bUzTxxYsXU926dWnfvn3iHBdXDG+HPGbMGIqO9r64D9shy7wGZsQAXMzwCeCiv08AF+8e7T/+B73yzS5au/8ExUVHUKcmyTTspkYUHxPpqLloS47KHVBlAJeAZHP8JoCL45LbVqE24CL7hDw9jM9z4f9kLoCLjEpmxABczPAJnS39fQK4ePfojgmracuhTLegh9tfQn+/qZGj5qItOSp3QJUBXAKSzfGbAC6OS25bhcaBi79KAFz8VUzfeICLvt4UzQydLf19AriU7tHprAvUfPR/PAIaVytPC5+41uPfZ60/RNPX7KcDv/9BDZMr0CMdLrFs22K0Jf3bEsBFf484Q4CLGT7JZAlwIRLbgmZkZBSeESMjHGKcVwDg4rzmgdSIzlYgqjl7D8DFGnDZnHaSuk9a41YYL6Rf/kx7qlEx+IX0aEvOtotAagO4BKKa8/cAXJzX3K4aAS4AF7veLcvLBbhYLqktBaKzZYuslhYKcPEup+xUsbcW/0zvLE31KOzduy+n2y6rHrRnaEtBS2h7AQAX2yW2pAKAiyUyalEIwAXgosWLKJMEwEVGJfUx6Gyp98BXBgAX7wrJLs4HuPh600L/9wAXMzwGuJjhk0yWABeAi8x7okUMwEULG3wmAXDxKZFUAG+J++rCXbRm73GKiginDo2q0PAujaniRVFS93sLkgGXRT8dpYnLf6E9x05T3cpx1O+aetT7qlpB1x1KBWCqWCi5GdizAFwC083puwAuTituX30AF4CLfW+XxSUDXCwW1KbiAC7WCHvPB2tpzS+/uxV2X+s6NOb2ZkFX4AtcGJo6jltB5/Py3er64uFrqGWdSkHXH0oFYHF+KLnp/7MAXPzXTMUdABcVqttTJ8AF4GLPm2VDqQAXG0S1oUiAS/Ci/nE+j/4y8lvKL3Avq7Sdrfyt0Re4zNl0mJ6Zs82j2Cc6ptDfOl3qb3WID1ABtKUAhXPwNoCLg2IHURXAJQjxNLsV4AJw0eyVLD0dgIsZVqGzFbxPefkFlDLiGw9wqX9xHC0b2j7oCgAuQUvoSAFoS47IHFQlAJeg5HPsZoCLY1LbXhHABeBi+0tmVQUAF6uUJJr6/X76bP1BOnIyixpXr0BP3pBC16YkWVIBOluWyEi9319La/e5TxXr26YuvditadAV+AIXTBULWmJLCkBbskRGWwsBuNgqr2WFA1wsk1J5QQAXgIvyl1A2AYCLrFLe41alHqf7pq5zC4qPiaSVwzpQ5bjooCtBZytoCUUBWJxvjY4ml4K2pL97ABf9PeIMAS5m+CSTJcAF4CLznmgRA3CxxoZXF+6mySt/8Shsyn1XWHLiNzpb3n2yY7Sr+ALxh9tfQjc1q1pqIr5GXKx501BKsAqgLQWroP33A1zs19iKGgAuVqioRxkAF4CLHm+iRBYAFwmRJEIALhIi2RSy8ucMun/aehJr7v+78L58uUha9ffrqVKA2xxvOZRJfGBi0Ss8jGjlsOupVqWST28HuNhksMXFAlwsFtSG4gAuNohqQ5EAFxtEVVQkwAXgoujV879aVeDyXWoGvb0klXb9eppqVIqlu6+qTQP/Ws//B9DkDkwVU2fEP+bvoI/XpFFY2J85FDC8hBH9X/+rqH3DwNYYTVzxC7327W6Ph3q9x2XU44qaJT6sleByNidX1L945zHi3dBa10uk4Tc3pnoXx6kTOkRqBrjobyTARX+POEOAixk+yWQJcAG4yLwnWsSoAJff/zhP1722nLhzVvSaMfBqapdysRa6BJKEHdOVXHmgs1W6I/d+sI5W/3LcLYDZ5bU7L6NeV5YMGb78VQ0uY7/dTZNWuE895LNe+MwXXMEpgLYUnH5O3A1wcULl4OsAuASvoS4lAFwALrq8iz7zUAEufHr4gzM2eeT20HWX0LNdGvnMubQAnt7zxqI9tOXgSaocH0O3XVadnux0KUXyHB/DL3S2Sjew//QNtHz3bx4Bb/S8jO5sGRi4qJ4q1uWd72hX+hm3Z+LXeNvIzsTT4HAFrgDaUuDaOXUnwMUppYOrB+ASnH463Q1wAbjo9D56zSVUwIVPI2/98lI68cd5t+d9pftfxDQ00y90tkp3sLT1RZ8Nbk1t6lcO2HqVi/NLA5cfR99EcdERAT8TbiRCW9L/LQC46O8RZwhwMcMnmSwBLgAXmfdEixgV4GLHVLGffj1Nt7y7ykPTW5tXo/fuaamF1sEkgc5W6eqlHjtLnd9e6XawZI2KseJQyZjI8GBk9+teK9e4YKqYX9L7FYy25JdcSoIBLkpk97tSgIvfkml7A8AF4KLty1k8MRXgwjlYvTgf4GLMK2dLotsPn6I5Gw/R4cwsalKtAvVtU4eSK5Szpa7SCrUSXLA43z7rAC72aWtVyQAXq5S0txyAi736Olk6wAXg4uT7FlRdqsAlqKRLuNmuqWK7j56hsQt30YYDJ6niRVHUpVk1eurGSyk2ytnpOlZ2tlbsyaB3l/ne0a2kzvPfuzSmS5Kws1VJ768MuPD6ronLf6E9x05T3cpx1O+aetT7qlpWNweU50UBK9sShLZHAYCLPbpaXSrAxWpF1ZUHcAG4qHv7/Kw5VMCFH9uOxfk3vLmS9v521k3VpzpdSo93TPFT6eDCreps8TS9Ni8vJQa9oldJO7q9vmgPTVi+1y2uafUKtODxdsE9TIje7QtcDp3Moo7jVnhozzuF8Y5huJxRwKq25Ey2ZbMWgIsZvgNczPBJJkuAC8BF5j3RIiaUwOXQiXP07LwfaXf6aUqIiaKeV9Ui3qks0CvjTA5d+dISj9uvrpdIsx9sE2ixAd1nVWfLnx3dbp+wmrYeyvTId/vIG6lCbFRAzxHKN/kClzmbDtMzc7Z5SPBExxT6W6dLQ1karZ7Nqrak1UOFWDIAFzMMBbiY4ZNMlgAXgIvMe6JFTCiBS5N/fEvnLuS56fpUp4b0eMcGAWkNcAG4+PPiAFz8UUtdLMBFnfayNQNcZJVSGwdwUau/lbUDXAAuVr5PtpZlArgs3fUbLdyRTpnnLtCVdSvRva3rUHyM+1kWS/f8RgM+2vBfrQoorCCMCsKI6iTG0XfD2gesIaaKYaqY7MvjC1wwVUxWSXvjAC726mtF6QAXK1S0vwyAi/0aO1UDwAXg4tS7FnQ9uoPLv7f9So9/tsXtOa9NSaKPB17l9m+vLtxFk1bso7BiZ01GRYRT6ktdAtYJi/N30+Kdx+iP83nUul4iYXF+6a+SL3DhO7E4P+CmaNmNABfLpLStIICLbdJaWjDAxVI5lRYGcAG4KH0B/alcd3DpO3W92Dq5+FV8ncW/NhykYXN/9IiLiYigPS/d5I8kWsais6WlLW5JyYCL/k8R+hmiLenvMcBFf484Q4CLGT7JZAlwAbjIvCdaxOgOLm1fXUZHMrM8tPrikbbUsnbFwn/nEZfJK/d5xPEp4z+9CHDR4mUL8SQALmYYDHDR3yeAi/4eAVzM8Eg2S4ALwEX2XVEepzu4vDB/B338Q5qbTnyeysbnO1Fk+P/mhR0+cY7avraMwsh9rpiKHcDsMBWdLTtUtbZMgIu1etpVGtqSXcpaVy7AxTot7SwJIy52quts2QAXgIuzb1wQtekOLumnsumBjzfSjiOnxFNWKBdJr3RvTrc0r+bx1H+bvZXmbTlS+O9xMZG06Il2VDPxoiAU0uNWdLb08MFbFgAX/T3iDNGW9PcJ4KK/RxhxMcMj2SwBLgrBpaCAxA5UvKD43Pk8urp+It1zVR0qFxUu61+ZilMFLsdOZ4uRlJ3pp6lmxVjq0aoWNa+ZUKr2h09m0amsC5SSHE/REaV7eTo7l5btOkZ1L46jFrX+N5XMdFPR2dLfQYCL/h4BXMzwCOBihk8YcTHDJ5ksjQOXjIwMio+Pp9jYWJnno5SUFEpNTfUaW1BQQFxulSpVpMq0Kmjm2jR6/ssdbsXd2rwavXdPS6uqCKlyVIBLTm4+XT9uhdvaFZ71tejJ6wSY4PJUAOCi/1sBcNHfI4CLGR4BXMzwCeBihk8yWRoDLmlpaTRo0CA6cOCAeK4ePXrQ6NGjKSrK+6nYOoNLSad9c6c49aWbKaLImggZI8tCjApwWbEng/p9tN5DXpwgXvobB3DRvzUCXPT3COBihkcAFzN8AriY4ZNMlsaAy4ABA8RIy9ixYyk9PZ26d+8uwKVbt25en1NncPnLqEV0JjvXI/9Vf7+ealWSG1GSMTlUYlSAy9Tv99OYr3d6SIiRMYCLye0K4GKGe/gSQH+fAC76e8QZAlzM8EkmSyPA5dSpU9SqVSuaPXs2tWz55zQqhhYGmMmTJxsLLkM+3Uxfb093y79GxVha/ez1Mt6VuRgV4JL2+zm67vXlHlq/3uMy6nFFzTLngcwDo7Mlo5LaGICLWv1la0dbklVKXRzARZ32/tQMcPFHLb1jjQCXvXv3UpcuXWj16tWF61CmT59O8+bNo/nz5xsLLvuP/0GDZ2yk1GNnxTNUuiiK3ux1OXVomKT3W6MoOxXgwo/6ztJUGr80lXLzC8ST39A4mabcdwWm85XyHqCzpaiB+FEtwMUPsRSGoi0pFF+yaoCLpFCKwwAuig2wsHojwGXz5s3Uq1cv2rhxIyUk/Lmb06xZs2jChAm0atWqQjm2bNniIU3Pnj1pxw73BfAl6ZeZmUkVK6rZ2enQySz6IyePGlSJczvvw0KfQ6Ko7Oxs8RzlypVz/Hl417dfMv6g6hXLUeW4aMfrN6lClW3JJJ1U5sptiTclkd3kRGWuZblutCX93c/JyaH8/Hy0Jc2tQlvS3CAiiomJkUrSCHBxjbisWbOGkpL+HI0oacRl2LBhHg/NozLr13suri4ayB/gFy5coOhodEil3hpFQbm5uRQWFkYRERGKMkC1MgqcP38ebUlGKIUxeXl5onZT21J4eLjoLIb6hbakv8PclrgPERkZqX+yZThDbku8mRP3IXDpqUClSpWkEjMCXEpa4zJq1Cg6evSo0WtcpBxCUKECqqaKwQL/FMD0Fv/0UhGNqWIqVPe/TrQl/zVz+g5MFXNa8cDqw1SxwHTT8S4jwIWF69evH1WoUCGkdhXT8YXQOSeAi87u/C83dLb09wngor9HnCHakv4+AVz094gzBLiY4ZNMlsaAy759+4/Y9bEAABQeSURBVMQ5LocOHRLPxdshjxkzxueUFJ23Q5YxCDH/UwDgYsbbgM6W/j4BXPT3COBihkcAFzN8AriY4ZNMlsaAi+theHoYn+fC/8lcABcZlcyIAbiY4RPARX+fAC76ewRwMcMjgIsZPgFczPBJJkvjwEXmoYrGAFz8VUzfeICLvt4UzQzgor9PABf9PQK4mOERwMUMnwAuZvgkkyXAhUjsCJKRkVF4RoyMcIhxXgGAi/OaB1IjwCUQ1Zy9B+DirN6B1oa2FKhyzt0HcHFO62BqArgEo55e9wJcAC56vZFesgG4mGEVOlv6+wRw0d8jjLiY4RHAxQyfAC5m+CSTJcAF4CLznmgRA3DRwgafSQBcfEqkPADgotwCqQTQlqRkUhoEcFEqv3TlABdpqbQPLBPgor0LSBAKQAEoAAWgABSAAlAACpRRBVJTU6WePOTBRUYF/vbx3nvvpS+//FImHDGKFJg6dSrFxcVR7969FWWAan0pwKeZd+nShRYtWuQrFL9XqMCMGTPE2r6+ffsqzAJV+1Lg5ptvFp9L0dHRvkLxe0UKzJkzh06cOEEPPvigogxQrYwCd955J02bNo0SEhJkwhGjsQIAFyICuGj8hhZJDeCiv08AF/094gwBLmb4BHDR3yeAi/4ecYYAFzN8kskS4AJwkXlPtIgBuGhhg9ckAC76ewRwMcMjzhLgor9XABf9PQK4mOGRbJYAF4CL7LuiPA7gotwCnwkAXHxKpEUARly0sMFnEgAXnxIpDwC4KLdAKgGMuEjJZEQQwAXgYsSLykkCXPS3CuCiv0cYcTHDI4y4mOETwMUMnwAuZvgkkyXARUYlxEABKAAFoAAUgAJQAApAASigVAGAi1L5UTkUgAJQAApAASgABaAAFIACMgoAXGRUQgwUgAJQAApAASgABaAAFIACShUAuCiVH5VDASgABaAAFIACUAAKQAEoIKNAmQWX3NxcCg8PF/8Vv86fPy8OlEpOTqawsDAZHRFjsQLsT0ZGBiUmJlJMTEyJpfPv4+PjKTY21uLaUZysAmfPnhVthX1iL9CWZJXTKw5tSS8/SsoGn0v6eMSbkPz222/iQOTy5cu7JYa2pI9PpWWCtqS/R94yLJPgkpWVRd27d6eHHnqIunXrVqgPnyT93nvv0bvvviv+jTtjU6ZMoRYtWpjtsmHZs+bjxo0rzJpPYn/xxRepYsWK4t/S0tJo0KBBdODAAfFzjx49aPTo0RQVFWXYk5qbLh/a2qtXL9qzZ0/hQ/Tp04eef/55ioiIEKeyoy3p5e/y5ctp8ODB9P7771OHDh3QljSy5+WXX6aPPvrILaOWLVvS7Nmz0ZY08unMmTPis2b+/PkiK/5scvUX8Lmk3ijuE3Tq1MkjEQbMrVu3oi2pt8iSDMocuIwdO5Y+/PBDIR53jouCy+bNm0Vn7LPPPqPmzZvT22+/TV999RWtXLmyxJEZSxxAIR4K8Id17dq1BTAePHiQ+vbtKzpcAwcOFLEDBgwQ3+6zl+np6QJC+cOkqJeQ1V4FeKSFt6e+4447qEaNGvT9998LmOS206pVK0Jbsld/f0vfvXs39e7dmxg4i4IL2pK/StoT/9JLL4m/dcOHDy+soFy5clS1alW0JXsk97tUHmXhv3f8xcwDDzxA1113HTHI8MwMfC75LactN1y4cIGOHDniVvann35K/KXN4sWL0ZZsUd35QsscuJw8eZJycnLEt/RDhw516+y+9tprtHPnTpo+fbpw4tixY/TXv/5VfLvSpEkT591BjUKB5557jg4dOkR8aN6pU6dEx5jhhr+R5IuhhQFm8uTJUEyRAnv37hXfPn7zzTeUkpJCaEuKjCihWp7SwmcY8N+7kSNH0ltvvSVGXNCW9PGIwYU/m4qONLuyQ1vSw6elS5eKWRrcAa5bt65bUmhLenhUPAv+go37cK4vNtGW9PTJ36zKHLi4BLr++uvpiSeecAOXJ598kipVqiQ+3F0Xd8KKfkPpr8CID04B/gaFveratSsNGzaMXB3k1atXU5UqVUThDJrz5s0rHL4Prkbc7Y8CDJSzZs2i//znP3TrrbeKNsUX2pI/KtoXy9Ni7733XvHtMHvDo5gucEFbsk93f0tmcPn222+pTZs24jPohhtuoCuvvBJtyV8hbYzn6Xz/+te/6Oabb6bU1FRKSkoSMwG4TaEt2Sh8EEXzdGX+4nnhwoUUGRmJz6UgtNTpVoBLkTUuPG2iUaNGooPsuviP0pgxY0THGZfzCowYMYIWLFhAixYtEkPyrilIGzdupISEBJEQd5wnTJhAq1atcj7BMl4jj1BOnDiRNmzYIACTv9mKjo4W0/nQltS+HDy1hQGSL572yhuRFAUXtCW1/hStnTtX+/fvFxuR/Pjjj+JbfV47waOYaEt6+PTII48QT7nkKcv8WcSjyzyVnD+bMjMzxTRzfC7p4RVncfz4cfFFAH8+uda9oC3p408wmQBcioALf8jzgvwXXnihUFOMuATzegV37/jx48WH99y5c8WaI75c32ytWbNGfOPFF0ZcgtPZirt5qgR/qz9q1Ci6/fbbRYcZbckKZQMvwzXVtWfPnmL3I754ATgDJnvEf9u4Y4y2FLjGdt3J0/p46hivI0Nbsktl/8plcKlZs6aYusxXXl4eXXPNNfTYY49R69at0Zb8k9P2aB7F3LRpk+g/uHaHRVuyXXZHKgC4FAEXnv/I36hMmzZNiI81Lo68gx6V8DfFvPCe17F88skn1LRp08KYkuYSc2f56NGjWOOixq7CWvlbrbvuuosefPBBscYFbUmtIbwQ/+OPP3ZL4s033xTTY3kEmUdfiq8XQ1tS65mrdl7rwp0u3uwCbUkPT9gH3kWRYdIFLldccQU9/vjjYg0Z2pIePnEWvNFFx44dxZeabdu2LUwMbUkfj4LJpMyBC58Pwh3jm266iR599FHxAc5TW/hyTZ3gqUf8DT9/yH/99dfYVSyYNyyAe3lnnc8//1x8QNSvX7+wBN5hh+ep9uvXjypUqIBdxQLQ1qpbuK3wNDGGFZ6T/+9//1vsiMQ7uPDcfLQlq5S2tpyiU8W4ZLQla/UNtDQGFR4Fq1OnjgD+++67T6yf4G/50ZYCVdXa+3g7Xd7Uh7/YvPrqq8W6St7+3bV5D9qStXoHUxqPWPKXmTNnznQrBm0pGFX1ubfMgQt/O8ILtYpePEeVO8h89sQ777wj1kvwxdMr+I+Ua/cqfWwL7Ux4Kgsv+i5+uXZz2bdvn9h61xXD2yHzOiQXgIa2Ono83bZt20THig+fdF08haJ///7iR7QlPXwqnkVxcEFb0sMn/hvGa1tcl2uLd94SGW1JD484Cz5KgWcDuK5XXnlFjDLzhbakh08M/vyFdNGdR12ZoS3p4VGwWZQ5cJERLDs7m37//XeqVq0azm+REUxRDH+jwue5lHRiu6KUylS1/CHA8/B5y0luKyUdAIq2ZMYrgbak3ic+E4S/CODdEmNjYz0SQltS7xFnwD7wFuOl/c1DW9LDJ29ZoC3p75G3DAEuZvuH7KEAFIACUAAKQAEoAAWgQJlQAOBSJmzGQ0IBKAAFoAAUgAJQAApAAbMVALiY7R+yhwJQAApAASgABaAAFIACZUIBgEuZsBkPCQWgABSAAlAACkABKAAFzFYA4GK2f8geCkABKAAFoAAUgAJQAAqUCQUALmXCZjwkFIACUAAKQAEoAAWgABQwWwGAi9n+IXsoAAWgABSAAlAACkABKFAmFAC4lAmb8ZBQAApAASgABaAAFIACUMBsBQAuZvuH7KEAFIACUAAKQAEoAAWgQJlQAOBSJmzGQ0IBKAAFoAAUgAJQAApAAbMVALiY7R+yhwJQAApAASgABaAAFIACZUIBgEuZsBkPCQWgABSAAlAACkABKAAFzFYA4GK2f8geCkABKAAFoAAUgAJQAAqUCQUALmXCZjwkFIACUAAKQAEoAAWgABQwWwGAi9n+IXsoAAWgABSAAlAACkABKFAmFAC4lAmb8ZBQAApAASgABaAAFIACUMBsBQAuZvuH7KEAFIAClipw8OBB+vnnn6lDhw4UERFRWHZ+fj4tX76cGjRoQHXq1JGqc/PmzXTo0CHq1q2bVHxWVhb17duXHn/8cWrXrp3UPTJBs2fPpi+++IJGjx5NjRo1krnF75jJkycLfd555x2qWrWq3/fjBigABaAAFPCtAMDFt0aIgAJQAAqUGQVmzJhBL774Im3bto0uuuiiwuc+f/48NW3alJ599lkaOHCglB7PP/88MTSkpqZKxZ85c4ZatmxJb731Ft16660l3rN27Vq67777aOnSpVS7dm2f5f7666903XXX0fDhw2nAgAE+4wMNOHfuHN19991Uq1Yteu+99wItBvdBASgABaCAFwUALng9oAAUgAJQoFABK8GFO/MXLlyghIQEKYVlwGXNmjV0//3305IlS6RGfh566CH67bffaM6cOW4jSFIJ+Rn0008/0e23307vv/++GLHCBQWgABSAAtYqAHCxVk+UBgWgABQwWgF/wIVB48033xQQcfToUWrdujU999xz1LhxY6EBj7asXr2a3n33XfEzQwxPqfrXv/4l4q+++mqKjIykW265hXr06EEucOGpYr/88gutWLFClMWgctNNN4l7eLTlwIED1KRJEypXrhylpKTQP//5zxI137VrF9122200bdo0j6lnaWlp9MYbb9CWLVuIR5OuvPJKevTRR6lu3brUr18/6tq1K61fv56+++47qlatGg0bNoySkpLE8/IUuGuuuYYGDx5MLVq0cKubc+ey58+fb/R7gOShABSAAjoqAHDR0RXkBAWgABRQpIALXHi6FoOB62Lo4E65a6pYXl6egI3MzEwBE4mJifR///d/tG/fPlq1ahWVL19eTPnitSX8M19jxoyhjz/+mDp16kRdunSh/fv30/jx4+mxxx4TZbvAhWMZHK644gpatmyZgIdNmzZRWFiYAIeZM2eKeypXrizq5bJKuubNmyfWtWzcuFEAkutiAOI1NHwvr6mpVKkSff7556Kc3r17i+lqfPHanMsvv5y+/PJL2rp1q/i3nj17CpiaNWsWsQYLFy50q5qnsPEoD4++REdHK3IR1UIBKAAFQlMBgEto+oqnggJQAAoEpIALXEq72QUurg46T8FyjTrs2bNHrE2ZMGEC3XjjjW7g8vvvv4sRmT59+tDIkSMLi+dRl3vvvdcNXPj3HMfXiRMnxMgMj9owWPgzVeyVV14RmwNMnDjR7XFefvll+uijjwpHU/iXvPkA1xUTEyPApWgODC0MaUXX3qxcuZIGDRokoKzoYvzjx49TmzZtaMGCBXTppZcG5AFuggJQAApAgZIVALjgzYACUAAKQIFCBVzgwqMUcXFxhf/O06kuu+yywhEXhpO3335bTNlyXTwCwfDC08X69+/vBi4bNmyge+65hz788EOxWN51lQQuxRfn83Qw1+J6f8CFR4J4dITzKXrxInoe3fn66689nC9pnQ3vtNaxY0eaOnUqXXvtteIe13qWouDmAqCGDRsWghZeLSgABaAAFLBOAYCLdVqiJCgABaCA8QrIrnEZN24cTZkyRYBI8atevXpix6+iU8V4rQuvHeFpXgwrRcGFR1d46ldpi/MDBRcul8GqOLh0795d7JjGuRS/SsrhyJEj1L59ezdwca2fKQ4uBQUFYqSFoY7X7uCCAlAACkAB6xQAuFinJUqCAlAAChivgCy48PoRXrD+zTffiAXyRS/uvPN6lKLg4hq14LUsDCl8ZWdni+ljvE1x0TUu3kZceGF8r169pKZi8ZQw3g65+PbEnDfnz+tmKlSoUJg6jxjxTmjFt2T2B1xcU+J4NIdHXnBBASgABaCAdQoAXKzTEiVBASgABYxXQBZczp49K9ac8AJ+HtHgURZebM9AwIvaeWpV8cX5DzzwgNgpjEcv6tevL6CHF8oXX5zvDVxc58nwNDAGGM6DF/GXdM2dO5dee+01sbNZ0cX5LvhhaOJ1KlWqVKGvvvpK7Bp21113BQUufAgl7zaGxfnGNwU8ABSAAhoqAHDR0BSkBAWgABRQpYALXLZv306xsbGFabiAoehBjrxl8ahRo4gPhXRdPDVr7Nix4oR6ni7F8ODaVYwhg3cF++GHH+jiiy8WO4fxqMiQIUMEQPDveRevksDFtW6G6+GF9bytMi+m540BeLpWSdfOnTsFRE2fPp3atm3rFsIjIrzLGZfBFy+w51y4/uI5uA6xLLqt8u7du0X+vBsZr/1xXdgOWdWbi3qhABQoCwoAXMqCy3hGKAAFoICNCvCUr4yMDLGtcHx8vHRNrm2JeSpX586dpe/jwNzcXOIdvBiAio6mFC+ER3lOnz5Nn332GYWHh3vUwXnzxeXw9LZgLte6F4YqHnHCBQWgABSAAtYqAHCxVk+UBgWgABSAAqUowCMlPIWK18Tw9sM8UsLnwyxevNjtzBgrBTx8+LA4xX7EiBFicwC7rqysLLGtM087Y3DBBQWgABSAAtYrAHCxXlOUCAWgABSAAiUowGe/MLzw1KuKFStS8+bN6eGHH6bk5GRb9frkk0/ElDWeCsZT2Oy4Jk2aJACMR4+qV69uRxUoEwpAAShQ5hUAuJT5VwACQAEoAAWgABSAAlAACkAB/RUAuOjvETKEAlAACkABKAAFoAAUgAJlXgGAS5l/BSAAFIACUAAKQAEoAAWgABTQXwGAi/4eIUMoAAWgABSAAlAACkABKFDmFQC4lPlXAAJAASgABaAAFIACUAAKQAH9FQC46O8RMoQCUAAKQAEoAAWgABSAAmVeAYBLmX8FIAAUgAJQAApAASgABaAAFNBfAYCL/h4hQygABaAAFIACUAAKQAEoUOYV+H8ayjLyd+u1GwAAAABJRU5ErkJggg==", "image/svg+xml": [ - "20406080020406080Height (cm)Weight (lb)" + "20406080020406080Height (cm)Weight (lb)" ] }, "metadata": {}, @@ -42090,14 +42090,18 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "We see that taller dogs weigh more, but this relationship isn't linear." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "When it looks like two variables have a nonlinear relationship, it's useful\n", "to try applying a log scale to the x-axis, y-axis, or both.\n", @@ -42107,7 +42111,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 22, "metadata": { "tags": [] }, @@ -42610,12 +42614,10 @@ ], "scatter": [ { - "marker": { - "colorbar": { - "outlinewidth": 1, - "tickcolor": "rgb(36,36,36)", - "ticks": "outside" - } + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 }, "type": "scatter" } @@ -43136,9 +43138,9 @@ } } }, - "image/png": 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", + "image/png": 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", "image/svg+xml": [ - "20406080234567891023456789100Height (cm)Weight (lb)" + "20406080234567891023456789100Height (cm)Weight (lb)" ] }, "metadata": {}, @@ -43153,7 +43155,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "This plot shows a roughly linear relationship, and in this case, we say that there's a log–linear relationship between dog weight and height.\n", "\n", @@ -43164,7 +43168,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ ":::{table} Relationships between two variables when transformations are applied\n", ":name: tab:transform-rels\n", @@ -43183,7 +43189,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "As {numref}`Table %s ` shows, \n", "the log transform can reveal several common types of relationships.\n", @@ -43202,7 +43210,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "```{figure} figures/example-transforms.png\n", "---\n", @@ -43216,7 +43226,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Adjusting scale is an important practice in data visualization. While the log transform is versatile, it doesn't handle all situations where skew or curvature occurs. For example, at times the values are all roughly the same order of magnitude and the log transformation has little impact. Another transformation to consider is the square root transformation, which is often useful for count data. \n", "\n", @@ -43234,7 +43246,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -43248,7 +43260,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.4" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/content/ch/15/linear_pa.ipynb b/content/ch/15/linear_pa.ipynb index 7ad2a37b..3839726f 100644 --- a/content/ch/15/linear_pa.ipynb +++ b/content/ch/15/linear_pa.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 28, "metadata": { "tags": [ "remove-cell" @@ -19,21 +19,25 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "# Example: A Simple Linear Model for Air Quality" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Recall from {numref}`Chapter %s ` that our aim is to use air quality measurements from the accurate Air Quality System (AQS) sensors operated by the US government to predict the measurements made by PurpleAir (PA) sensors. The pairs of data values come from neighboring instruments that measure the average daily concentration of particulate matter in the air on the same day. (The unit of measurement is an average count of particles under 2.5 mm in size per cubic liter of air in a 24-hour period.) In this section, we focus on air quality measurements at one location in Georgia. These are a subset of the data we examined in the case study in {numref}`Chapter %s `. The measurements are daily averages from August 2019 to mid-November 2019:" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 29, "metadata": { "tags": [ "hide-input" @@ -55,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 30, "metadata": { "tags": [ "hide-input" @@ -165,7 +169,7 @@ "[184 rows x 5 columns]" ] }, - "execution_count": 3, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -176,14 +180,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "The feature `pm25aqs` contains measurements from the AQS sensor and `pm25pa` from the PurpleAir monitor. Since we are interested in studying how well the AQS measurements predict the PurpleAir measurements, our scatter plot places PurpleAir readings on the y-axis and AQS readings on the x-axis. We also add a trend line: " ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 31, "metadata": { "tags": [] }, @@ -784,126 +790,126 @@ ], "xaxis": "x", "y": [ - 3.168257563512656, - 5.4835684992718985, - 5.4835684992718985, - 5.694051311613647, - 5.702822130403927, - 5.904534123955399, - 6.115016936297147, - 6.746465373322394, - 6.755236192112674, - 7.167430998005894, - 7.167430998005894, - 7.2463620526340495, - 7.377913810347643, - 7.588396622689393, - 8.009362247372891, - 8.009362247372891, - 8.079522483210766, - 8.175995175419484, - 8.22861587850492, - 8.491719393932106, - 8.64081068439814, - 8.728512557816575, - 8.851293496739888, - 9.061776309081639, - 9.061776309081639, - 9.061776309081639, - 9.061776309081639, - 9.272259121423387, - 9.57921252114573, - 9.587983339936011, - 9.693224746106885, - 9.894936739658354, - 9.903707558448634, - 9.903707558448634, - 9.903707558448634, - 9.903707558448634, - 10.044030134952509, - 10.096650838037947, - 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", + "image/png": 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NGmzevBmnT58WpKVDhw44d+4cxo0bh8TERDRp0kQYccmSJVi9erUgWYZWUVFhMRvbasbGouYaARZbFBER4dogdLZdAkxcCgoKjD93hEsZAlVVVSgvLxd+CUNNOQJlZWVgv/Ty9/dXbhIaGcXFxcKWaV9fX6KhIAEWfxgYGAit1nYNEgWnd4+hizOgETJ96bd9afJSLOJTav1j4RE7TKhIr2s2CAhrD0DjHvffQO6CiQsT8YYWT+vh4SGLkEbH/sti0szFhcWUjBkzBjNmzMAzzzwj3OzLL7+Ms2fPIiEhAd7e1nNxy5rdSqdFixaBXQP7Df8777yDfv36ITk5GVOmTEFSUpLxy8by5cvx2WefCddgaHfeeafFiKdOnRKEh5prBNhrotHQPx6uUZQ+mzhLM3K1h+GfPHqfXSVp/3wlObMv6mwrMTUIcsgavc/Kvg3E2VG+OmgLTsHryj54XdX/8SzLNBvEAzWhHVHVpB9qIvujqkl/1PpG0LvsKGon+jfE7xqGhQmp25EUl02bNuGJJ57AoUOHhBgT1k6ePIm77roLf/zxB1jwuxKNBeZ/++232Ldvn3HFZffu3cbf+ltbcbF2HRScz+fp0FYxPhztjUJbxZRnzGag4Hx1OFOMizqcaauYOpxv1FaxU1lF+Gb3ReSVVGNc5yjc2ytanRs2myX9Whl2nctFdW0dBrYOR5sm+u+DxsZSELNUxGw1xVZ8itYPiOoLxAwRVlTQbCDgHSgaRpEClDeEWMOd1O23irHtWCye5PDhw8anwL7EDh48WNg+xoLplWjr16/H008/LUgS+w+geYzL66+/DhaPQzEuStC3HJPERXnOJC7KMyZxUYcxm4XERR3WJC7qcL4R4rIyOR3PrTgK080OveNC8fPjA9W56euzbDxxBY9/fxC1dYbVPeC9O1vgvqiL9dm+rNVP8Q0DogcB0UOAmMFAZC/Aw34mWBIX5R+t24rL8OHDheB8lob4xIkTOHPmjHH5jm29evjhh4VYlLi4OC6UP/nkEwwZMgTt27cXark8++yzwp5dQ1YxNl9QUBBlFeNC2/FBSFwcZ+boGSQujhJzrj+tuDjHzdGzSFwcJeZcf3NxySutQmZ+ufAb8UbelrXQnJvl1j6rqKIGR85fRsfYCIQFyqshx4PYwAVbcbmgXDSUDjqc/Pd4NPKWFw/A4zru+SwR2Znn0NcrBX28UtDb6wTaadOgMa+fEtSyfjWFraiEdXB4ehIXh5E5fILbiQuLCWErLOaNrWwYglnnzJkjbOFiW7esFYl0mCKAF198EatWrTKeyrKHsXiX5s2bC5+lpqYKdVzS09OFv7N0yG+88YZkjA1tFXPmaVieQ+LCh6O9UUhclGfMZiBxUYcziYs6nA3i4uHlgyd/SMbmk1eEibUeGswd0xZPjWijzoW46SyvrjmO7/emGe9uWr9YvH2Pvr6c0i1+3h+ovr7KYTrX1zP6YFQ7faIiZZq4fkrWic1o6nFVNFWdTgNdeFd4xg7Vb/uKGQr4R7l8OSQuLiOUHMDtxEXyjgEhSxdbDeG12mKYk2X7YV+QWSxNaGio1Uth28PYcUO8jdT1krhIEZJ3nMRFHidXepG4uEJP/rkkLvJZudKTxMUVevLPNYjL2mO5eGnVUdGJbIvR9udGIC6skfwBqaeRwJ7UPEz9aq8FkSUz+mJ4O+WzbPZ7awuuFIuzpbJcDGffGgdvLccVFxnxKRU6bxypbov9NZ1woLoTsv17YOOLE7i/LSQu3JFaDHhLiovyWPnNQOLChyWJCx+O9kYhcVGeMZuBxEUdziQu6nA2iMsb689h2T7zquLAlw/2wthOrv8mXJ27aVizfL3rAt74/YTFRT0zKh7Pjmmr+MUqFuNScQ24vEd2fMr+6o54cF0NKmv1Ww+ZELNVp6l9Y7kzIHHhjpTERXmkfGcgceHDk8SFD0cSF+U5Ss1A4iJFiM9xEhc+HKVGMYjLR9vTsHjHeYvuP87qjwGt9DXZqDlGYOXBDDy/8ojFSW/e3RkP9OcT3yt1RVyyihWm6jN9Xa+fgmunLOqnQCI+RTKrmNSNyDxO4iITlAvdbrkVl5qaGiEwnzUW9yJ3y5YLjF06lcTFJXzGk0lc+HAkcVGeo9QMJC5ShPgcJ3Hhw1FqFIO4ZBTVYuyHO2AaEhEd4oetzw2HD89tRVIX5EbHWaKDYe9uQ0lljfGuAny02PHCCIT5861hxw2brg7IOVKflpjJSulls+E9gIiu9YH0nOJTeNwDiQsPivbHuOXEhcWhdOrUSaBiWhBSedTOzUDi4hw387NIXPhwJHFRnqPUDCQuUoT4HCdx4cNRahTTrGJHMwqxMikdGQXl6Ng0CNMHxCEyyFdqCDpuh0BqbimW7UvDqcsFaBsVhAcGtESrcP+Gw6ymAsjaW7+awraAVRWJr09G/ZSGckMkLso/iVtOXBhSturCmlarVZ6wizOQuLgI8PrpJC58OJK4KM9RagYSFylCfI6TuPDhKDUK1XGRIsTn+I2o42L1yll8SkZCvahcOQjUVYu7OlE/hQ8l10chcXGdodQIt6S4SEFpSMdJXPg8DRIXPhxJXJTnKDUDiYsUIT7HSVz4cJQahcRFihCf41LiwjKQHc8oRGSwL4a3jUCQn/1Ci7KvSkZ8SplvLLSxQ+Eddz01sRP1U2Rfj8IdSVwUBgzAbcWluLgYWVlZiIqKEgo/mjZWlPLzzz8Hq17PilQ25EbiwufpkLjw4UjiojxHqRlIXKQI8TlO4sKHo9QoJC5ShPgctycuTy5LxrqjWcaJgv28sG7OEMSEOvj9SE58ikYLNOmOHaXtsDwzDkk1HZBTFwqn5+SDh9soJC7cUNocyC3F5YcffhCkxNCmTZuGF154Af7++n2dycnJmDJlCsW4KP9+NZgZSFyUfxSUDll5xmwGEhd1OJO4qMOZxEUdzrbE5XxOKUa9v93iImYObol/Tuho/+Jkxaf4A836Xy/yOARoNgDpxRoMWbjVYuzHh7fGi7e3VweIQrOQuCgE1mRYtxOX6upq9OnTB2ylYuLEiTh8+DDWrl2Ljh074ttvv0VISAiJi/LvVYObgcRF+UdC4qI8YxIXdRizWUhc1GFN4qIOZ1vi8tPBdLywUlz4k11RfGQgNj07VHxxcuJTGkUC0YP0ohI9BIjsAWj09VMMbfvpHDz8zX6LGx8aH4HvZvZVB4hCs5C4KATWncVl3759eOCBB5CQkCBsE2PtwIEDeOyxx9CqVSssXboUp0+fphUX5d+tBjUDiYvyj4PERXnGJC7qMCZxUY8ziYs6rG2Jy8/JmXjup8MWF9E6wh9bHo2Vrp8SEn99NeW6qITGS95Qen45rbhIUqIOtgi43YrL8uXLsWDBAmGlxbSdO3cOf/3rX4VUyH/729+E/0/pkG+dHwwSF+WfNYmL8oxJXNRhTOKiHmcSF3VY2xKXlMtFGP9xAjyhQwftBfTxSkFvbQqGNDqN4Loc8cVdj0/Rr6YMBpoPBfwinLqBuSsOY82hTOO5FOPiFMZb8iS3E5cdO3bg0Ucfxc6dO9G0aVPRQz158iSmTp0qfM5EhsTl1nnnSVyUf9YkLsozJnFRhzGJi3qcSVzUYW0hLtfjU3QZu3Bw969or0tBgKZMfDFay/gUaBtxu2DFMplxu0LHB6KtYo4zc/QMtxMX9o9gr169MHv2bDz33HMWPHbv3o2HHnpI+JzExdHX5ebtT+Ki/LMjcVGeMYmLOoxJXNTjTOKiDOszV4qxNzUPXp4eGBIfAf+KywgqOgLP7D36GipW6qcUaRojvVEPBLUZgeadx1qNT1Hmat1nVBIX5Z+l24kLQ5adnQ1PT09ERFhfwty/fz8uX76M8ePHw9vbW3nKLsxA6ZBdgGdyKokLH472RiFxUZ4xiYs6jElc5HM2VGZn2alYXMS0fnEOVWZvyOJy4OI1rD6UiezCCnSJDsb0gS0Q5t+wvzOwJ/fdnov4v9+3oI/2BHp7paCv9wm09swAoBM/WCfiU+S/GbdmTxIX5Z+7W4qL8tjUm4HEhQ9rEhc+HElclOcoNQOlQ5YixOf4rZxVrKZOh1+SM5BwRh/jMKRtBO7tGQOth0YEN6+0CsPe3YaSyhrj5wE+Wux4YYTFF/yjGYVYmZSOjIJydGwahOkD4hAZ5IuGKi7Jlwow6fNE0f22aRKADXOHwtOMA583zoVRdLVAzlH9SkrGLuSc2oIIjzzRgLU6T3hEdocmZojL8SkuXKnbn0riovwjdjtxyc/PF7aAyWnDhw+Hlxen6rByJnSiD4mLE9CsnELiwocjiYvyHKVmIHGRIsTn+K0sLgv+PIXFO86LQP5tWGu8NE5cY+P7vWl4dc1xC+DvTe6Gyb1ijJ+fvVKCsR/uQJ3JL/yjQ/yw9bnhqCwrEf473NCKQc//LQXfJF60uDdWmLFTM3FRaz5vnAOj1JQBl/cAGQl6Wbm8F6gpFQ1QVueLQzXtcKC6Iw7UdMZF7y7Y/uLtDf47jwMUGmRXEhflH4vbicvBgwdx//33yyJHMS6yMLlFJxIX5R8jbRVTnjGbgcRFHc63srj0fnMTckuqRKCZaCS+NFL0ma0v90+NbCPsSvr1yGXklVSisb8P0vPNAr8BLJnRFz2b+jgkLv+XcAHLD1xCZn45OjQLwtzR8WD1P0zbJ1vPYnVyJrKL9Fu8nh3TDv1bNXboxZn+9X7sPGuWVQvAx1N74K5uzRway+XO5TlA+k69pLA/Vw8DuvpVLmF8k/op0/7wwr6yONTqPIxT928RjKUz+5G4uPww7A9A4qIwYABuJy6sRsuECRMEcg8//DAmTZoEHx8fqyRbtGgBD4/6H2zlcTs+A624OM7M2hkkLnw42huFxEV5xiQu6jBms9yq4lJUXo2u8zdagPb29MCZt8aJPt9y8ipmfnvAou/sYa3w5Y5U4+c6nQ4ajXibGTvIKrNP7homW1w2n7yCR78V76hgW9MSXhyJ0Eb63RPrjmbhyWXJomtiffbOGwX2v3LbVztT8fYfJ0XdvTw12P3yKEQEWP9OIXdsyX75Z4HMhPoaKgVnLU+xE5/CYlz+tTbFeA677vfvaY9x3ZqTuEjCd60DiYtr/OSc7Xbiwm6abRdj9Vy+/PJLQVpY3ZbJkycjICBADpMG1YfEhc/jIHHhw5HERXmOUjPQiosUIT7Hb1VxYfTu/WI3Dqbli0D2a9kYK2YPsIA7b/UxLNt3yfj5A/3jUFBWhd+PZtWLCwBLbQF2PD8CoV41ssXF1goPW7kZ3k6/6mJ+PYaL+HFWfwxoFSb75SiuqMHspUnYfV4fK+Kj9cDL4zvg4YEtZI8hqyOLT7lySC8qwopKIlB2RXyqzPopppnEokP9cDG31JhVrJGuHIGBgSQush6K851IXJxnJ/dMtxQXw82Xl5djzZo1+Pzzz1FcXIyZM2dixowZN5XAkLjIfZXt9yNx4cORxEV5jlIzkLhIEeJz/FYWFxaY/vSyZGQWlAsw2TaxLx7oha4xwVbhFlXUCF+SW4T7I8hXi6eWJYvFRceCWzQwLLqwIP+nR8XjmVHxDgXnqykuhhvNKa4UtpzFNwmErxeHHRoy4lPgRP0Ua6ssX03vgxHXhc5WAUo+Py00ioEAiYvy74JbiwvDV1VVhbVr12LevHkCzZUrV6J79+7Kk+U0A4kLH5AkLnw4krgoz1FqBhIXKUJ8jt/K4sIIskD61NwSAWar8AA4kkjrx/2X8PKqY6IH0djfG+ueGYKcokqw7FyNvD2F445kFVNzqxiftwiAnPgU/2b6TF8x1yvSR3QFNHo+clufNzcjp6RS1L1/qzAsn9Vf+IzERS5J1/qRuLjGT87ZbisubLVl1apVWLx4sVDXhW0VYysurVu3lsOlwfQhceHzKEhc+HAkcVGeo9QMJC5ShPgcv9XFxRWKLJ3yh5vOGIPze8SG4h9j26FH8xCLYR0RF3ayWsH5Tt+/ZHyKBmjcXi8qBlkJbuX0dOxEtirU563NFmNUsB8zAAAgAElEQVSEB3gj6dUxJC4u0XXsZBIXx3g509vtxIUJyw8//IBPP/1UCK5kW8PYn6ZNmzrD54afQ+LC5xGQuPDhSOKiPEepGUhcpAjxOU7iwoej1CiOiovUeKoelxOf4uEFRPYyEZUhgK9jGc7k3FO3+RtRWF4t6jokPlzIJMYarbjIoeh6HxIX1xlKjeB24mKaDnnKlCmIiBCnSTQFMnv2bPj6+koxuqHHSVz44Cdx4cORxEV5jlIzkLhIEeJznMSFD0epUeyJS0V1HZbtT8O+1GvC1rIxHSMxrnNTY6yM1Njcj8uJT/EOApoNqBeVpv0BrWvfM2wV7zS9P4px4f60nRqQxMUpbA6d5Hbicvz4ccyZM0cWBBb7wrJsNORG4sLn6ZC48OFI4qI8R6kZSFykCPE5TuLCh6PUKPbExTzIn4315t2dwTKXqdKcik/pBmicC+Kvqq0DK9YZ7OeFmFA/4RbtFe9kmc5Mm2lWsSHxEcYxWB9acVHljQGJi/Kc3U5clEem7gwkLnx4k7jw4UjiojxHqRlIXOoJlVTW4HxOCeIa+yPkeh0PKX5yj5O4yCVV34/FtrAv2v4+noht3MjuABdyS/HOHyexJzUP/t6euK1TFF64vb2x1kppVS26vLZeSBJg2mylZXb8aq2ckX8WKQfWITtlE9pUH0ac52WzTo7Hp8iN92H1Z15edRQsQxtrnaOD8d/pvfHt7otYvOO8xcU6mt6ZxIXLGyI5CImLJCKXO7ituGRlZeHw4cNCzvLevXsjJMQyKNBleioMQOLCBzKJCx+OJC7Kc5SagcRFT2jBn6fw1c7zxi+2E7s3wwd/6Q5PR9Jf2YFN4iL1JoqPbzudg7+vOIT8Mn2cRXxkAL56sDdahvtbHeiezxJxKL1AdOzx4a3x4u3thc9SLhfhjo8TLM41DTh37ArNesuIT6nRaXGspjWadRqDyA6jgRjH41NsZVhjBTFZUU/WmNz0fnMTCq6zM1zp9AFxyCqswKYTZnVdnFh5InFx6W2RfTKJi2xUTnd0S3HZunUrWPyKofn7+2PJkiU3VRpkw7WTuDj9botOJHHhw5HERXmOUjOQuADHMwsx4ZNdFqg+/2tPjO/CJxELiYvUmyg+PmjBVmPdF8ORCV2b4tNpPS0GKiqvRtf5Gy0+79A0EH8+M9T4eb+3t+BKUYWo3709Y/D+X7o5dnGsd1UxkL0fyLhe6PHyXqCmVDROtWcA9pS3xYHqTjhQ3RGHqtuhEt5CvZlnx7R1fE7AoqaNYZB1c4agU7Mg4a/nckow+v0dFuN3bx6C+/vE4qVVR0XHWD2c7c+NQFyY/VUt05NIXJx6fA6fROLiMDKHT3A7camursbgwYMRGxuLV155Bezv8+fPB/uP/fr16+Hp6VhudIeJcj6BxIUPUBIXPhxJXJTnKDUDiQuw8mAGnl95xALV34a1xkvj9L+xd7WRuMgnaEtEWOHKxJdGWgwkV1xY3Rb2nE1Xcf73UB80l9iGJkxYmg1k7NRXo2eyksO+/NeJr8WsfsrPl8Lw3M/i+jPsBKXFxRYPloyAid+TPySDsWCNFe+cO6YtnhrRRv4DohgXh1i50pnExRV68s51O3G5ePEixowZg19++QVdu3YVKCQnJ4NlGNu+fTuio6PlkWkgvUhc+DwIEhc+HElclOcoNQOJC7AhJRuzlx60QMViJJ4YzqdWlzuKS22dTogJ8vL0QIswfyE7F9uelHatFK0jAozxJVLvoPlxNm78K39YxKOwFYM1Tw6yOpzUVjHDSbLjZvJO6iXFICpFF8zmtR2fwuJofj2cid+PZWHryauo04kDa1Y9PhA940Kt3seBi9ew+lAmsgsr0CU6GNMHtkCYv7exr5ytYqzz9K/3Y+fZHNEcH0/tgbu6NRM+yyutQmZ+uah4pyPPiVZcHKHlfF8SF+fZyT3T7cSFxbWwYpP79+9HaKj+H5rCwkIhzmXZsmXo06ePXDYNoh+JC5/HQOLChyOJi/IcpWYgcQGKK2ow7L1tuFZaZcTF4gW2PjdclElJiqW94+4mLvsuXBO2LbFihay1CGuEluEB2Hb6qvB3Fho0c3ArvHJHB6ewWcsANqh1OH54TF9HxLxJBefbvYi6auDKQSCDiQrb+pUIVOSJT3Ggfsrn28/j3fWnhPN1grRooPXUIL5JAB4e2BL3921u9XKSLxVg0ueJomNtmgRgw9yhxlgrucH5LNHED3vTcOBivpBogqV9HtWhiVPPwtpJJC7cUNodiMRFec5uJy6GOi7r1q1DQECAQJBtFxs9ejQ++OAD9OrVy0g1KioKHh7OpS1U/tHoZyBx4UOaxIUPR3uj1NbWIj8/H+Hh4cpPdgvPQOKif/jp+eX4fm8azmQXIS7MH1P7xqJdFL/09u4mLuM+2omTWcXGnxz2BV3DllzM2q9PDUbXmGCHf8J+O3IZT/2YLHzph7BgoReA1U8OQs9Y28lxZBWgZPEpl3fXr6awWJWacvE1ulA/xZwNGzjQV4tjr4+1y2He6mNYtu+SRR/T+BWHQSp0AomLQmDNhiVxUZ6z24qLHHRJSUkIDnb8H2g5Y/PqQ+LChySJCx+OJC7Kc5SagcRFihCf4+4kLtZSC7OFBSve4nSdlP9sOoOPtpy1gP/PCR0xc3BLmw/Fqrg4EZ+CCOfrp3R5fYOwimfeDrwyGhGBPjavfcqXe8BWsszblw/2wthOUXxeRE6jkLhwAikxDImL8pzdTlzYD+fu3btlkbvtttvg7V2/F1XWSSp3InHhA5zEhQ9HEhflOUrNQOIiRYjP8ZtNXKSqzJt/ObclLuZfuk9nF4PFaaTllaJtVJBQ/LH59eKIpqS/3nUBb/x+wgK+aZyGtSfDxMWnJBU+uQfsx6eEd66vRh89GAiK5fOgAcxYcgDbTum3zBmaeYYza5OZbjEzHPfy1GD3y6MQEWBbeLhduAMDkbg4AMuFriQuLsCTearbiYvM+75pupG48HlUJC58OJK4KM9RagYSFylCfI7fbOIiVWXefFsTExeWoarWJBC9sb83djw/QtgmxVpGfjlGLtoOVtHd0Mz7GD6X3dcsPkWXsQuaSrNVC08fIKqPUVSqogbibIGnqKI8n6esH4VtoXv8+yRczCsT/s5WWVg2L1bs0l5jqzSzlyZh93l9fA2rZP/y+A54eGALnpfHZSwSFy4YJQchcZFE5HIHEheXESo7AIkLH74kLnw4krgoz1FqBhIXKUJ8jt9M4iInqxeTjxUH0rH7XC68tR4Y0a4J2kUFYcUB26sp1lYUGF1bW6Gsrs7410jGp+i8g6Fhqygxg/WywqSFyQuAtYcv459rjokqyn/zcB+7W7iceQOYv13MK0V1bZ2QYc2RQqYs4UF2UQXimwTC16thxs2SuDjzVjh+DomL48wcPYPExVFiKvcnceEDnMSFD0cSF+U5Ss1A4iJFiM/xm0lcWKKCIQu3Wty4nABze7T+8dMR/JKcYdHFbtyKnPiUwFjjakppaA94NOkKPz/LYoosI1ePf2+0iD+ZMagFXruzE58HfYuMQuKizoMmcVGeM4mL8oxdmoHExSV8xpNJXPhwJHFRnqPUDCQuUoT4HL+ZxIXdsSOV6+US+vXIZcz58ZBF99+fHozO0dcT28ipn2IanxIzFAiMMY5pL6uYrYrybAvXitkD5N4G9aMClKq9AyQuyqMmcVGesUszkLi4hI/EhQ8+WaNQOmRZmFzuROLiMkJZA9xs4rLtdA7+vuKQqMr8Vw/2Rstwf1n3yzqZbidLzy/D1aJK5JZWoY5VaGRV2zU1uC/6Kl7tnoeA3D3W66eYxacIW798gnE0oxArk9KRUVCOjk2DMH1AHCKDfGEqLizAnyUCYIUWOzQLwoyBLfC0FXFiFeX/O7237PuijgCtuKjzFpC4KM/ZrcUlMTFR+Edx3LhxypMEUFNTg5ycHDRu3Bg+PtYzirDjrL6Mn5+frGsicZGFSbITrbhIInK5A4mLywhlDaCGuLAMVWevFiMqyJd7LIGtm7x0rQyllbWIjwwQgsbVbKz4H6soH9fYXyj+x9rNJi7smmVXmbcB1zyA319Tjp7ak+jjlYK+Xino7nUGvpr6op/CMD4hQLNBVuNTDNOcvVKCsR/uwHX/ET6ODvETCoZWlpXAy8sL+9NL8ND/9ouuLMBHiy7RIdiTmiv6XCpTmZrvzs0yF4mLOk+KxEV5zm4tLnPmzEFJSQn+97//KU7yyy+/xKJFi4zzMFn697//jZAQfeGttLQ0PProo7h48aLw98mTJ2P+/PnCP9j2GokLn0dH4sKHo71RSFyUZ8xmUFpc/i/hAt7bcAqVNfpMUgNbh+GbGX2FjElKNFZBfdbSJLAvt6yFNvLCB1N6YES7CCWmsxjzrXUn8fWuVOOX6ondm+Gj+3uIxGXt4Ux8tTMVqTmlaBXhj0eHtMI9PaLtXh8L2H77j5NIOJsj9BsSH4F54zuoJoKOwmMB/mPm/4COSEFvJiraFLTXXoCHRr/aYmiXayNwoLojuvabgJbdxwJsGxgrOmmn2arxsmRGX/Rs6iP8d/Ddzan4JlH/30fT9sUDvXApr1SxivKOcrpZ+5O4qPPkSFyU5+zW4vLJJ59g9erV2LrVMmiRN9oVK1YgNjYW3bt3x6VLlzB9+nTMmjULM2fOFKZ65JFHhJWWhQsXIisrC5MmTRLEZeLEiXYvhcSFz5MiceHD0d4oJC7KM2YzKCkuLDPSgHe2wCRDrnBTUkUEXbnzZ5YfBhMD08Z+G5/40khXhpV1Ltu+dNenuyz6sqxZg1sEglWXzy4DbvuPeLWAnbDx2aFoGxloc55nlh8SMmKZtju7NcMnU3vIujblO+mA3ONAxi6hfkpNegK0pemiaXU6DU7XxiGpuiMOVHfC/upOyKoLF/q8N7kbJveqj1Wxd73WUjUb3qvJXcPsiguTm+EqSazyzG/cDCQu6rAncVGes1uLS25uLkaPHo2PPvoIw4YNU56myQzz5s1Deno6li5disLCQvTu3RtMbnr27Cn0YtLCBGbx4sV2r4vEhc9jI3Hhw9HeKCQuyjNmMygpLhtSsjF76UGLG7m3Zwze/0s3RW6Q1QlJzS21GPvoa7chyM/+irSrF/T93jS8uua4xTDPjIrHrIHRgrisOZ5ntY+UzPV+cxNyS8TbqlzN8iW3GKRVLrWVQLahyOMu4HIiUFkg6loNLxyujjeKCltZKaprBI1GvKLC/rr9uRGIC7PMBGZt7pUHM/D8yiMWh1jNmFCvGrtbxRJeHCmswlFzjQCJi2v85J5N4iKXlPP93Fpc5s6di3Xr1tmkk5SUhODg65lRnGdocWZ1dTVGjhyJO++8Ey+88ALOnTsnxNmwmJsmTZoI/ZcsWSKsBq1du5bEhSN7W0ORuCgPmcRFecZKi8ue1DxM/WqvxY38bVhrvDSuvSI3ePdniTicLv4CzUJczr413qFaGs5cnK2sWUxK7u/RxCgurwhyw7ZMsS/w+q1T/5rQCTMHt7Q5LW9xkV3g0XBFlYX6SvSGP0xamLyYtGptELL8ewnxKbFdbsPestZ4/MdjyC+rEu7SU+MBT40Gfj6eKCqvFs5k8Udzx7TFUyPayEbOtqExId588opxjKdHxYMJor3g/Lmj4zE0Xp0tg7Jv5ibtSOKizoMjcVGes1uLy6ZNm4RtW7baAw88YDOI3hX0r7zyiiBMGzZsQGRkJJKTkzFlyhSYitLy5cvx2WefISEhwTjVvffeazHt0aNHBeGh5hoB9ptT898aujYinW2NAHFW571QijP7gjltaQou5JWLbuTrqR3Rpan87FSOUPjlyFUs3JImOmVMu8Z4647WjgzjVN+Sylrc+w37oq7/Us6at6cHfnq4M5oGeQt/P59bLjAxbWwr3XcPdECHyACb8/7zj/NYf+oajPvuNBqMbR+GN8e3ElYY2C+4HGlL9mfh812WNVXevasNhrcJhWdZFryu7IHX1X3CH23BKaNkGeapbRSN6ib9kBvUC8/sDUNyGVtV0q+mjG7XGD2iA/De1vr/Znp5avD2hDYY1joE18qqkV1UhRaNfdHI29ORSzf2tTYGe5dZo3+fnUIq+ySl/s2QfQG3SEfirM6DboicDQsTUgQ0OsO/elI9VTrO4mo+/vhj/PLLL+jataswq2HFZffu3YiI0P/2yNqKC9tSZt7YFrPTp0+rdPXuOw3L5mZg7753eWPvjK24FBQUICws7MZeiJvPzraKVVRUKLJazNDllVZh6Z40HL9chMggH9zdvRn6tGisGFX2vfXP41nYfPIqyqvr0LdlKKb2ieVegfxiXhkSz+mzUw1oHYZW19MEs+KNP+y7hLNXihHbuBHu79Mc7aICUVZWJqy4JKaV4G/fJ1vc/8f3d8eErk1tcvnr/+3H7tQ8Y9g6+3r+2OCWmDfeuZWr51YexapD+lggjUaHdp5p6K09gYfjMtCm+jBQbP5LOg10YZ2MhR510UOM9VPe3XAai3ekWlx740beuFYm3t7WLSYYs4e1wqW8MsRHBmJY2wjwTPpWXFwsiJyvr69i7xgNDOTn5wtxtlIJgYiVawTYd43w8HAScdcw2j2brbiwFUTGuSE1Dw95CWwsxCUvLw8nTpwQYkrYkh37R9FW69ChAzw9nfvNkfmYDCQLvGdxLD/88AM6daqv6mstxuX1119HdnY2xbio9NbRVjHlQdNWMeUZsxmUjHFR5w7Un2VVciae//kI2IqS/os/8P7k7pjU03ZmMEM65O+SruDd9Wz1QtzsbZ8rq6pFx3/9aZFtK8DHE8fn3+44gNpK7Ez4E3t2rkUfLcv6dQJBHuK4oAqdN45Ut8X+mk5IrumMB++dgpFd463O9dh3Sdh0Qr9ty9iYQZrFshhYmSZr6BkbglVPDHL8HmycYa8AJbdJaCCq46LSO0BbxZQH7XZbxVgGsdmzZ4NtE1uwYAG2bNlikyLPGJeXX34ZP//8M77++mu0atXKOGdUVBS0Wi0efvhhBAUFUVYx5d9pqzOQuCgPnsRFecYkLs4xHvX+dpzPEX/Rbx3hjy3/GG5zQIO47L5UilnfJVn0Y9nBWJYway3lchHGf5RgzQNw/m0ZsTsy4lPy6wKRG9QH8T3HYfY2P2zJj0GNTmu8nB7NQ7D6SeuCsXD9KXyx/bzFpVtbcbHmM8tnDUD/VnxW4UhcnHunHT2LYlwcJeZcfxIX57g5cpbbiQv74UxJSRFWXNiSnb0Vl/bt23NbcWHB+CyLmHljAtWiRQukpqYKdVwMfVg65DfeeAPe3vp91LYaZRVz5HW23ZfEhQ9He6OQuCjPmMTFOcZtX/lTqApv2liQ+cODWghCwyRmWr844/Yx1s8gLn6N/HHHxwk4lV2/es/SIP/29GCbtW0cXnEpzgAydtYH0rM0xdeTABiuudS3OfZWdsSOkva41KgHxg0bgSl9YlFaVYsur60XFXdk59jLYMYC/dk9FV4PuGf97+jaFP1aNsa/1tbH87AtYbVsIcYM+5t3d8YD/eOcexhmZ5G4cMEoOQiJiyQiLh1IXLhgtDuI24mLXGQsaL9Zs2bCaoiajW0PY/tM2R85jcRFDiXpPiQu0oxc7UHi4ipBeefTVjF5nEx7ma+4sA1jHhqNEMNiaKxK+44XRiDMX//LJIO4sH+rWUX67aevGgtQDm0bIQTx22sPf3MA205fFcW4PDu6LeaObiOqnyJk/bKIT/EAIroCMUOEGJVUn54YuVgc68ikYuOzw9CmSQAGL9wKJiOmzd6KC+vHsoRtP5ODK4UV6BwTjAGt9LFpZ64UY29qHrw8PZBXUoVFGy1jLGnFxfF38EafQeKizhMgcVGe8y0lLizWZOPGjcKWLpbpi+dWMaUeFYkLH7IkLnw42huFxEV5xmwGEhfHOZvHuNSnNhaPZVpU0VRcHJ9Rf8b6lCtYdygV7XSncE/kRUSXHLRaPwVaPyCqr1FUTmq6YG9GFRr5eGJ42wj8kpxpNc7GcL0/7r+EeauPGROYeXpowCrO39Yx0tlLF84rrqjB+I92giUwMDSKcXEJ6Q07mcRFHfQkLspzdntxqaqqElIOs3opf/7JgiUhbN267777hGr2DT3DBokLnx8CEhc+HElclOcoNQOJixQh68dZVrFdZ3OEg8mX8sFkxryZBtybiwvLtvbd7os4llmIqGBf3NMj2nq2tevxKXUZCcg7sxWhRUeg1YkzdcE3DIgeBLBMXzGDgchegIe+yOKn285h0Yb6VQ4frQcm924OVizTvJlu2Tp3tQS7z+cKKyWD24SjeWN5xSGlaFZU12H7matIyy1F26gg7lnFaKuY1BPgc5zEhQ9HqVFIXKQIuX7cLcWFLf8fOXIEv/32m5CWmP0HyN/fX/hflqqYFYO8WRqJC58nReLChyOJi/IcpWYgcdETYgnCdpzJwZnsIsSF+2N42yayUyjvOpeLB/5vnwXqH2f1N26ZMhUXlo1s7Ic7weTAtLHsWj1DSyTjU9JrIoVsX/4th+P2sfcBYR2sPmY2T+fXNqC8ulZ0PC7MH2l54uQCbKvYpr8PF+JzbuZG4qLO0yNxUYcziYvynN1OXEyD4Jms3HHHHbjrrrvABKBfv35YuXIlunfvrjxZTjOQuPABSeLChyOJi/IcpWa4FcTlSlEFvtuThhNZRYgJ8RNWHLrGBIvQTPo8EcmXCoyfNQ/1wx/PDBWC0uW0p348hN+PXDZ2vat7NFhtFkMzFRc2D5vPtH5KH68UDA84g+CaLLPp9PEpP2e3wPbS9thX3Qk5daFCn/AAbyS9Osbm5bEtWUMWbrU4LoTisAh5nQ5enp5oFxWAWUNbYWJ32+mc5TBoCH1IXNR5CiQu6nAmcVGes9uJy8GDB3H//fejTZs2+PDDD9GuXTuBoqGWComL8i9VQ5yBxEX5p0IxLsozZjO4u7hU1tRh5KLtyCyoj6tgqwsb5g4TYj7e/uMkdpzOQUlljQXwt+7pgr/2i5V8EGzb17B3t6GYjXFdCgKtBedXlyOg9BSO7f8DOSc3W62fYh6fgmYDAe9AWMtkxi7s6Gu3IchPvy3MvNlacTFNScziV469Ptbp6vWScFTuQOKiDnASF3U4k7goz9ntxIWlQP7Pf/4jrKywxlZXWOphttoyduxYWnFR/p1qkDOQuCj/WEhclGd8K4jL9tM5ePib/RYwnxkVj6MZBdh2OkcIQrdSKxEzBrXAa3fWF/+19URYvMira1jKYXH76J443BV2HueS/4Q2OxGx1afgCbEgsfopSdUdcaC6E7oPmIDxoycY41NMR5vy5R7su3BNNEFEoA86RwejY9MgTB8Qh8ggy2rx5jEu1u513Zwh6NQsSJ0XTuFZSFwUBnx9eBIXdTiTuCjP2e3ExYCsvLwcrBjlmjVrsH37diPJF154AdOmTRNiXm6GRlvF+DwlEhc+HO2NQuKiPONbQVy+3nUBb/x+wgLmpB4xWJ+SBVYjxZa4yF1xmf9bCr5JvIhYz2z00Z5Ab68U9PE6gTbaDIv6KSw+JSekL8rCB+DtI2E4UaXfnjWwdRi+mdHXZi2XoxmFePz7g6KVI9Prjg7xw9bnhls9nxWw3H/hGlYfzsSRS/nQmFgarbio83PmbrOQuKjzRElclOfstuJiio6twqxfv15Ig3zihP4/iBMnTsRbb70FHx8f5Sm7MAOJiwvwTE4lceHDkcRFeY5SM7j7VjFWEJLVXTFvC+/rijd+O1G/RczMXiRjXHR1QM4Rochj7qktqE1PQKSneEUE8MA5XSvsquiApOpOxvgUQzFHlmHr7NViRAX5gq2eSDWWQCA1twRLEi9i6d40i0KOpskArI11JKMA077aKxSZNLTHhrbCK+OtB/dLXU9DPE4rLuo8FRIXdTiTuCjP+ZYQF1OMZ86cEbKN/fTTT0JNl+BgccCn8sgdm4HExTFetnqTuPDhSOKiPEepGdxdXNj9z11xGGsO1acrZpXq/3xmCB79lhV11Kc0NpSO7BYdjCdGtrHMKlZTAWTtFUSFpSauSd8N7zpxVrAKnTeOVLcVMn4FtR6Bh+6bhrbzd6Gqts7iMdiLTZF6Zk8tS8bvR82D+AE5FehzS6qE4pfp18pQo9Mh3N8HfVs2pq1iUtDpuIgAiYs6LwSJi/Kc3V5cWGrkCxcuICsrC61bt0ZUVBTS0tKElRb2/xt6I3Hh84RIXPhwJHFRnqPUDO4uLixwfsDbW8CC9IWm0SfUWjqzH1pF+AvB+bvP6euVjGjfBC/e3h6NWbX7imtARoIgKsKfKweBumoRTtP4lIu+PbHgyRnIKKhGi3B/BF3PRjb96/3Yeb3ei+HkDk2ZOA2VejQ2j688mIHnVx6xOL7j+RGIC5Out3Lg4jUhfbORCYDnxrbDUyPaOH1NDeVEWnFR50mQuKjDmcRFec5uLS4lJSV47LHHkJSUJJBctGiRsEXsiSeeEGTGUJBSeczOz0Di4jw70zNJXPhwJHFRnqPUDDdCXDLyy1FYXo34yAB4e3pIXaJLxzekZGP20oMWY5gWhxQOFqYCGdclhYnKtVMW8SkIiQeiB+P/LkTjh4xYXKhtJho34cWRYFvMTNvJrGI8/n0SWMFK1tiWsE+n9US/lo2dvi+WLYzd0+aTV4QxtB4aPD0qHizhgJw267skbDyhP9fQ/Lw8cXz+WLCYl5u5kbio8/RIXNThTOKiPGe3Fpfly5cLGcbmzZuHb7/9Fg899JAgLvv27cMDDzyAXbt2ITIyUnnKLsxA4uICPJNTSVz4cLQ3CgXnK8+YzaCmuOQUV2LGkgM4nlko3BxblXjj7i6Y2F0sADzv3Jq4eECHf/arxowWGfWyUlpfg0WYX6MFmnQXREX403wo4BchHHrsuyRsMvvizz7f/I9haBMRYHH5LHzmRHoOqmvr0CWuCTc5YKtJmfnlaNMkwKF0xiw9dGquuAClvevn+TyUHovEReltFVEAACAASURBVGnC+vFJXNThTOKiPGe3FpcJEyZg3LhxePLJJ/HII48I0sL+sB9glh75l19+QdeuXZWn7MIMJC4uwCNx4QNP5igkLjJBudhNTXExZN8yvWQWqM6KKPpoLVde2BarDzefxcnLRYgO9cPUvrGYObil6I6l+rAv98Pf/hOdPE4Kmb5YoceeXqcQoNGvgBib1h81kX2xvaQdVue0QnJNe/RsHY2XxnWwWEX5X+IF/Ps3caYyltWLrbjYWrAwLUDp4iNz+XRacXEZ4S0/AImLOq8AiYvynN1aXJi0sBoubLuYqbicO3dOEJpt27YhJiZGecouzEDi4gI8Ehc+8GSOQuIiE5SL3dQUF2u1SNjlW6sjYijqaF4Y8ttH+mJYW/3Kh60+P05viwHeJ4zxKbrsg9DoxPEpaBQJRA+6vqIyBIjsgX+uPSlk6zJtLE3xssf6iz5jwfYfbz6LX49cRl5JJXrEhuL529uhW0yIzadhKi5rD2fiq52pSM0pFeJsHh3SCvf0UK9qPcW4uPhD4wan19Tp8OGmMw69w6a37Yi4sFiqRRtO48/jWSgoq0afFqF4cVwHtI8KdAOSyt4CiYuyfNnobi0ur7/+Onbu3Illy5YJ28XYasuYMWPw7LPP4vDhw9i9ezc8PT2Vp+zCDCQuLsAjceEDT+YoJC4yQbnYTS1xYV+WWXavjGvXK9hfD5Jnl3/gldEW6YBtxaaYFoU09JFTP8UQn4IYtvVrCBAqjgfZdzEfD/7fXlRV10IHjVDbxcMDwgrK2bfGu7y9yyAu2WXAbf/ZAZba2LRtfHYoWLYztdqVogpsP5ODsspayiqmFvQGNM8P+y7hldXHRFfEVg13vDBCiJmSao6Iyxfbz2PhehYzVt/Y9saNzw6zuUIpNf+tcpzERfkn7dbiwn5QmaxkZ2cLJJs3by5sE2P/QVq8eDFGjRqlPGEXZyBxcRHg9dMpxoUPR3ujkLgoz5jNoIa4JF8qwKTPE0U3xMSAJSEe1rYJvpvZ1+JmbYnLI4Ni8a9+NcJqSnbKZmgu77Kon1IHT3hE9rAan2KN6uWCCgxauEWQFUNj/5/90XryFZc1x/Pw6prjFpfxzwkdLbbBqfMGuNcsFOMi73k6GqdlPqoj4mJrpdVaMgt5V3/r9CJxUf5Zu7W4MHzl5eVgQfrHjh1DcXExWrZsifvuuw9t27ZVni6HGUhcOEAEQOLChyOJi/IcpWZwVFxYBfb3N57GscxCoXDiPT2j8fRI+9msrMW2sOt6cECckH44wEdrcZlsG9VtH+6EZ20FenidNsanDGp0Fp41xaL+ZXW+OFTTDgeqO+JATWc8Me1BDGrfXOrWjccX/HkSi3ekWvRnCZQHW9kqJntgk46GFRcSF2foyT+HxEUeKxIXeZxudC8SF+WfgNuLi/IIlZ2BxIUPXxIXPhxJXJTnKDUDE5f0nEKUa3wQ3yQQvl620xOzeJOh727DtdIq0bCfTeuJO7o2tTmVrS9J703uhsm9zOICy3OAzN1I2L4aAbl70UV7HlpNjXhsk/iUQ3Wd8VaSH1Iul9gM4JdiMP1/+7HzjL4QpWljKYI3/n2YRXC+1HjWjje0rWLO3MPNcA6Ji7ynRFvF5HG60b1IXJR/Am4nLlu2bMGlS5dkkZs2bZpQiLIhNxIXPk+HxIUPRxIX5Tnam4EFzT709V7svZAvdGOZvZ4f2x6PDhFn7jKMsSc1D1O/2msx5LR+sXj7ni6izwvKarDt9BV0iApE4vk8vPG7OAuXRgPseXkUomrTgcyE+rTEBWctxr9Q0wxJ1R2RVNsJ7zz1BDzC+K5wrzmUKcTfmLdgPy8k/3OMy/EtbNyGFJx/Y986ZWcncZHHl4Lz5XG60b1IXJR/Am4nLnPmzJFdWJIVpgwODlaesgszkLi4AM/k1JtJXJbvT8eS3RdwMa8U7SKD8MSI1hjbKUoEQk4fPuTkj+JqjEtmQbntqujyL8Ote36964JVodjPguUDLH8JI1dcHv2WFUfUxwKyxuq1sMDzQ5fy0MnzPAb4nsTUZmloUXkYKBMXQjTUT1lxOU5ITbyvphOu1en/XdXpdPjPlB6Y1JNvBq6jGYWY+Nku1NXpoGFGpZ9N+Puap4agZ6ztbGFyX5CGlA5Z7jXfjP1IXNR5ao7EuKhzRe45C4mL8s/V7cRFeWTqzkDiwof3zSIuh9ILcM9n4qBoVql8y3PDjdtfktPyMemL3SIwrM+254eDZZm5Uc1VcZnxzX5sOy3e/vOX3s3x7n0Nu9aSmrz/8dMR/JKcYTHlkhl9MbydPuWwaZOzVexoZgHu/CQR7Ou/n6ZSqJnSR3scY0POoX3dCWhqzQofav2BZv31gfQxQ4BmAwBtIyHjEdvOYtpYsHyQnxaH/nWbrMxHclmy4OG9qdeYqkC48DoPIaMYa1a3s8kd2KQfiYsT0Jw4hcTFCWhOnELi4gQ0J04hcXECmoOn3BLiwn7rV1BQIKAJDQ11ENGN7U7iwof/zSIun28/j3fN0lCafxn7z6Yz+GiL5facj6f2wF3dlKtoLvUkXBGX2jodury+AWVVtaJpmIglvjRSaupb5ritoPlVTwyyucpgNzi/PAerf/0R+We2orfXCXTUpkKrET8Da/VToLFMI8/qPYx8f7tQJ0VowkoIS1SssVmh3tkHx96VovIa/RQmjf3d1uqTo3ORuDhKzLn+JC7OcXP0LBIXR4k515/ExTlujpzl1uLCvkh98sknWLJkibBfmTV/f3/MmjULM2fObPDxLex6SVwceZ1t9yVx4cPR3iiuiku3+RthXryQxEVM3FqaYlZfYcPcofLiOvLPyo5PuRLUB089OMOifoq9d8BWUP/R125DkJ8Xt5dw0IKtyMhn9WVMt4oBr97R0Wa8j6OTk7g4Ssy5/iQuznFz9CwSF0eJOdefxMU5bo6c5dbi8t133+GNN97AkCFD0K9fP3h7eyMhIUH4M2XKFLz55puOsLohfUlc+GC/WcSFtoopt1XscHoBki7mI6SRF4a3a4LwAG8+L5eVUQ6m5SP5Uj7CA3wwol0TYU7zxlaZzueUwMvTAy3C/C1WD2xdXOKZbKw+lIlr5XXoEh2M6QNbIMzfG+eulmD3+VxhvMFtwtE81Ae4ckgvKpm7gMxEy/gUDy/UNemJ/12Ixr6qjjhY08EYn/LOpK6Y2ld+imJ2vawy/ZwfD4kufWh8hNW6L67AX/DnKSzecV4/BKvfogEeG9wKr07o4MqwonNJXLihtDsQiYs6nElc1OFM4qI8Z7cWFyYsERERWLVqlYjke++9h6+++goUnK/8C9ZQZrhZxIXxkhN4L6eP2uxdWXFh16pkcP5bf5zEf3fW1/3w9/bEyscHomPTIO6YXvzlKFYcSDeOywLd2VYutjJiaLvP5+HJH5JxrbRS2FLl6QG0Dg9ARXWd8FmP2FA8f3s7dIsRB5nnllRh0/FM5BaVY0iHZujeXH/8uz0XseC3ZPTQ6uNT+nqfQD+fs/CsKxPdX402EJ7RA6BhsSksRqVpf0Dri7NXS/Dq6mOC/IT6e2P6gDghIYQjldpZZXcWo7T+eLawGuKn9cCYTk3wyOBWVuu+yAHP4lj+s8myBg3LsMRifRKup0Qe0jYC9/aM4RpHQ+Ii5wm53ofExXWGckYgcZFDyfU+JC6uM5Qawa3FZdKkSRg4cCCee+45EYdz585h3Lhx+O2339C+fXspRjf0OK248MF/M4kLnztWfxRXxUWpK2ZxMywmgq1wmLb7esVg0eRuXKfNKalEnzc3W4z5136xeMsk/fDIRduF1RZDRix2ZWbhGkKihR0vjDB+GT+SUYBpX+1F6fU4oMYehXilay7ujbyAk0l/IF7D6qeI41N0jZphZ1k7bCtpiwPVnXCypiXaRgVh7VODhVTKttqBi9fwwP/tA0u/bGjPjW2Hp0a0sXoKEzGWXIGJl2ncSUSgD9bPHSqsCDna2LbB/m9vsdg+KFWDxtF5bPUnceFF0v44JC7qcCZxUYcziYvynN1aXP773//ip59+EtIja7X1lZ4PHz6MyZMn4+DBgwgK4v8bV56PjcSFD00SFz4c7Y3SkMSFffFm26myCyuE7VorktItxICtVqx5chBXMLbSD/dr2RgrZg8Q5ioqr0bX1zdcD17XT8+yb5kHmrPPE14cKWSTS80txevfrkFU8QH00aYIgfQttZdF167TaXC+NkaoRs9qqJzw7IYnJo7B02Zbt9hJn0ztgTvtJHKY9V0SNp4Qpz1mxR2Pzx9rNZbmof/tF1ZnzOWLzdW5WTCign3Rp0Uo/to/Tvbqy/bTOXj4m/0Wz2fGoBZ47c5OXJ+btcFIXBRHrP95KCqCl5cX/PxuXEZEde70xs5C4qIOfxIX5Tm7tbh8/PHHQnB+7969RdnELly4ALbqMmbMGIFw48aNG2y8C4kLnx8CEhc+HHmKy5/Hs/Hq6qPIK60WvgyzbVvfzuyLxo0c/+286XVZC2AX1lp04kDuG7XiwlZ+2sxbJ+TbMjTzFRdPTZ1QP+V/t1UiKHcvis/vQJiHvuikodXotDhW0xrNu9yGtw6HY2tJWxTqAo3HmbCxlR5rGeieGRWPZ8fYLgrJVoSYLJm3zf8YhjYR9VveDMeFYPmCcqviYipljsS7yK1Bo9SbTeKiFFnxuCQu6nAmcVGHM4mL8pzdWlw+/fRTHDlyRJIiE5eFCxdK9rsRHUhc+FAnceHDkae4xL/yJ6pr67cisbEHtg7Dssf6u3SxTy5LxrqjWRZjmH6BvtExLvNYzZO9acatYr6aCvTyOi3Ep/TxOoEe2tNo5FEhuocSXSMkV7cXtnyxVZVD1e1Q4+GDY6+PxUP/24cDF8Viw1ZwFkzqghd/OWbBQs0VF/PVJLkZxooqajDwHcutYl880AvjOosLsrr0wtg4mcRFCaqWY5K4qMOZxEUdziQuynN2a3HJzs5GZWUl4uLilCep0AwkLnzAkrjw4chLXE5lFeH2jxIshgv01QpfxF1pw97dhrRr4qB0Nt7IDk0wsFW4olnFWBzKe+tPI+niNfh4eaJvi8Z4a1IXNAkUV7U/dOYsVq1ZhpaVh4RtX520qfA0i08p94rE4brO2FzcFnsqOuBEbRx0Og+TSvHAY0Nb4ZXxHXD3Z4lgWdPM2/LZA/CvNcdx5kqx8VD7qEDVYlwMUUWmW8js1Zwxv35bwfmuvB9yzyVxkUvKtX4kLq7xk3s2iYtcUq71I3FxjZ+cs91aXObMmQP2w/r999/LYdEg+5C48HksJC58ON4M4vLot0nYfFIcn6GDDi+Na4/Hh1kPLpdDhwWqL9pwGn8ezwIrtshiNl4c1wFMBFhjma6YNLHsaKbt9bs64eEO1cb6KbqMXdAUiguIsviU4katEdRmhJDtqzxyIAZ9cQHXSqtEY9WxQvHXLeBfd3bEzMEthePWqtZ7aCBUrPfz9sTOMzlIzSlFqwh/IRW0lh2UaCxLmDNZxY5nFsJb64HUqyXYdvqqSLSYmLJrkjO/1PUpfZzERWnC+vFJXNThTOKiDmcSF+U5u7W4vP3229i3bx/Wrl2rPEmFZiBx4QOWxIUPR17iwsbhuVWsqrYOZ6+UINjPCznFFcIKhCFjl+GaN/99mCglsRwiu87l4rfDl5FbWilsa9t5Jld0GktxvPHZYWAecC6nBKPf3wGtpgadPc8JW776eqVggO8pBOgKRecZ4lMM274O1HTC4M5t8em0nkI/a3E67HPDtqv7ekRh0ZRexjFZGmN2z6YFPKcPaIF/T1Q+iN0Wx5ziSsxYcgBMZFhjaaHfuLsLJnZvJgf9De9D4qLOIyBxUYcziYs6nElclOfs1uJy4sQJTJw4EevXr0fr1q2Vp6nADCQufKCSuPDhyFNceAXnrz18Gf9ccwwsJoK1ztHBmNI7Bt/vTcPFvDK0Cg/A34a3wsTu0cbLZymS2Zf96FA/m6l6zbNa2cr8lfj3voguS8a1M1tx9uAf6OZ1Br4a8UoJvIOAZgOE1ZSLvj0xdnklKiFOQjCha1NJcRnZPhIL7+kAL101QkLENV7Y6syOMznILalEr9hQ9IwLdfqhmwobqynzYP84QQqdaaymS2F5NeIjA+DNCtbIaGy157s9aTiRVYSYED9M7t0cXWOCZZzJrwuJCz+W9kYicVGHM4mLOpxJXJTn7Nbi8uWXX2LRokVo3ry51XotrBClv7+/8pRdmIHExQV4JqeSuPDhyFNceFwR257V498bUXxdWgxj2kuZy7JsfbLlrLC1i7XRHSLx5YO9LNL8/uOnI/g5OQMaoTK7Dmw7F9um1cQjH/28WEriFPTVpqCj10UA4iQDV2ob69MS13TC/qpOmDVpIu7uFSvMx1aHWH0S821g70zqgvFdmmLp3jSwdM57z+eJ6qiwcz/4S3fc0Skc5eXlFuLCgycbw1oa4h7NQ7Cac+poW9fLtuSxrGamW+7YitaGucME+VGrkbioQ5rERR3OJC7qcCZxUZ6zW4uLVFaxDz/8kMRF+XesQcxA4qL8Y7gRdVwM27PM785WjZbzOaUY9f52Y3e2igLo8M69XTGtr14sDO22/+wUgtrbeKYL274MotJcK46fEUpHNm4vrKaszWmJRScikF7bVDRWr7hQ/PL4QONnh9IL8P6G0zh0KR9hAT64q1szzB3TFpO/2A12TLiq65Htvl4eQjHKe3pG44nhbVBTXaWouDy1LBm/W8nKZqgpo/SbZKt+i1QKZ97XReLCm6j18Uhc1OFM4qIOZxIX5Tm7tbgoj0/5GWjFhQ/jW1VcWBB52rVStI4IkF34z1niroqLaZxKTKi8YnRpuaUYtqheRAzXPqZjJP47vbfFraw8mIHnVx4RrIDVUTEEums9NXhjYmdM7d0UuHIQyNiFvQlr0K72KEI96jNysQFroEVKbRtk+fdCl34TEN35NsC3sTDX59vP4931pyzmbRsZiI3PDrWL1paE3dszBu//pZvxXJYpUckVl3Ef7cTJLPE9s8l/nNUfA1qFOft6yD7v610X8MbvJyz6m3OQPaCTHUlcnATn4GkkLg4Cc7I7iYuT4Bw8jcTFQWBOdHdrcdEZfmVpA4x58K4T/BQ/hcSFD+JbTVxYkcO//3QYLP6DNbbVZtbQ1kJmLaWaK+LC6q68vOqoKE6FiUfTYF+7l7vgz1P4Yvt5i6rz703uhsm9YizONfw23xCv4q8pRy+vk+jjlYJ+XifQx+8cNDXirGBFdf5CJXoWQM/+d9bkv2BMV+sp1lk65ImfJlrMO65zU3zxgD7w3lbbkJKN2UsPWhzu17IxVsweYPxcaXF5a91J/DchVXQdrO5N8r9ug49WXoyKK++Y+aqYYSxbz9SVueydS+KiFFnxuCQu6nAmcVGHM4mL8pzdWlyeeOIJbNq0ySbFpKQkBAerG/Dp6CMlcXGUmPX+t5q4/HrkMub8eMgCxu9PDxaC15VozooLizXp/eYmIcWwaZvWLxZv39PF7qVO+XIP9qbmXe+jEXZtQQf88cwQdGoWZHFuVeFlvPnll2hVdUiIT2mvvQAPFsRi2gJjhW1fW4vb4t3j4Tgt1E/Rpw/28tTg4KtjEGQnUP2OjxKQklUkGpIVfGT3aS9wnsW89Ht7M6prxdfzyOCWaBWuj8Ub2CYc0YFaRVdc2HU89l0SDqbpC1o28vYES+n8l97NlXhtrI4pNw5JyQsicVGSbv3YJC7qcCZxUYcziYvynN1aXHbs2IHLl/W/cTZtLLalc+fO+OKLL+DtLc7sozxyx2YgcXGMl63et5q4zP8tBd8ksqBxcVPyt9bOikt6fjmGLNxqca0dmgbiz2fsb69iX7A3nTCPOQEOvDIaEazoY95JIHOX/k9GAlB0QTQPExImJsKKSnUnPDtjJlq0aCf0KSqvFtL5mn6B/+eEjphqFgtjfuEsgxYLsGfxK+H+PkJ2L7b1yTRVMRuDBeObtx/3XxL6sqxnrLUM98ela2VgK2issa1tC+7uhLHtQhQLzjdcU1ZhBfJKKhEfGajKSos5CzmZ3/j862B9FBIXJenWj03iog5nEhd1OJO4KM/ZrcXFFr6ff/4Zb775Jvbv389dXNj2NPYFTqvVWp0+JycHAQEB8POTt4efxIXPD8GtJi7/2XQG7LfW5m3JjL4Y3i6CD1SzUZwVFyYIXedvtLimofER+G5mX7vXahrIzeqndNGex93hqXgoLh3ITAQqDKsx14fx9AGi+uCSb0+8nhwqZP4q1ulXM2xlznL1C7y14pBsvgOvjkZEgI/x/gzpjLOLKuDj6QHmKl/tTAVLDWyIxWGdW4U3wqpHexjFZU9qHo5nFCIy2BfD20bYXQ1S5MG76aAkLuo8WBIXdTiTuKjDmcRFec63pLikpaVh9OjR+PXXX9GhQweulFmxS5aCOSEhQTQum/PRRx/FxYv634JPnjwZ8+fPh5eX/doIJC58Hs+tJi6sdgZLKcsC3g2tsb83djw/Aqx6uSutoroOy/anYV/qNWEbEQuEZzEcdXW1yM/PR3h4uHF4tpry+q/Hsee8XiDimwRiZPsmwioEy/y1bB9L/ZuPYxmFuFJcIbqsj6f2ELJt2WxVxcDl3bh0bCNq0nYgpuo4vHWV4u4+IUCzQUDMYGH7F5MWMHkBwLNWiT2ebDvbvgvXLLqYBrtbKyBpWjeGrbcYat2zeKUdz/RD86hwPLksGSw+yNBYrZV1c4ZAbnIDV94Ddz+XxEWdJ0ziog5nEhd1OJO4KM/5lhMXdsPLli0TpGH37t2IiODz22cmJjNmzEB6ejqioqIsxOWRRx4RVloWLlyIrKwsTJo0SbgGViDTXiNx4fNDYE9cWOzB9tNXkZpTilYR/hjaNkJWobzU3FLsPqevpD44PgItwhrxuVhOo5zOLgbbepSWV4q2UUF4oH8cmsvM1mXvEqyly2VbqJoEeONc1jX0btMUg9uEC6sEd3ycgJTLRSzsRGiGL9/s/4c28kZ+mb5QoyGRRpeYELSPChREaFSHJuLLKM0GMnYK275q0nZCe+2YRf0UXI9PESSFyUp4Z7NZ64d0pjCiM49GzoqLtT4CE43GELYjxO4wpoYVl7xqL1FqZ8O1PT68NV68XbkkDM4wuBnPIXFR56mRuKjDmcRFHc4kLspzdmtxmTdvHrZs2SKiyH54WbvzzjvxwQcfcCNcU1OD3NxcbN68GazwpemKS2FhIXr37o0VK1agZ099ZiEmLUxgFi9eTOLC7SnYHsiWuLBidxM/3YVT2fXpX1nq2t+eHmx3X/+q5Ez8Y+VhY60NTw8N3ruvGyb1rK/OrsJtqT5FaVUtury2HsaFHCEYXgdvrYcoqJxt8/pmRh+0nvfHdTHRf+k2b3XQwQMagSM7LtoeJiM+5WxdHGqbDkKH3uOBmKFAoGUmMfM52dYvFhtzPLNQOBTkq8U7k7rijq7i2ivW4Can5eMgi10J8MGwthFgq1hSzdpqinmMy92fJeLw9fotpuOJVl10gIdHfYzLvswKq1nIbKWClrpOOi4mQOKizhtB4qIOZxIXdTiTuCjP2a3F5bfffsOFC+JgXH9/fwwePBjt2ukDcHm3devWYcGCBSJxOXfuHMaNG4fExEQ0aaL/LfKSJUuwevVqsK1l9hqtuPB5QrbE5bcjl/G0lexbLAvUnXa2KbEihixtq2lrHeGPLf8YzueCG+gobPVk/McJopUTIeu4RqiKIrrqnx8fiHu/SBQ+Z6sH1tKPGz731lSjozYVowLO4Ol2WTbjU6406oJVV1oIgfSG+BQmPPtZML5JvIg9fPNWH8OyfZdEXUIaeSHp1THQsn1YNtq/1qbguz31CQ8CfLRY8+QgtGkiXc3dEL9iK6vYCz8fxU9J6aKZ9atQ+lozHhoNXrmjA0a0b2LMKkYrLsr+kJC4KMvXMDqJizqcSVzU4UziojxntxYX5fFZzmBNXJKTkzFlyhSYpl9evnw5PvvsM5HgPPnkkxYDbty4EXv37r0Rt+JWc7IVMWsJE75MzMBXuzMs7nXWwBjMHmT9t/csw1P/D/YJwdOmzdvTA3v+bj+Y/GaHWlVTh/4f7LdYPTFdGTDc42vjWuPDbWkorKgxrqgYjgVqSo3V6FlV+m7as2DyYtp03sGojuiLmqj+qInsj5rwHnhpXRo2njILuAfw8b3tMahViCy8U789ijNXyyz6/jqrB6KD64PlTTsUVdTg/9s7D+gqqvVv/1KogUAIoaNIEelVEJCOIih6seGHDQVU8Aoqil71CgqoFK/t2lgiXARBUPkUBSlKb9IVaaHXQAIIJBAIIf/17nCS0890kpzfXoul5Owy88yQmee8+92783/X+VzzexqVwyu3Vtc0brBKe0+cx6NTtkAiWq7izvShGyviuQ7Ze8eI0Mgv7qioKLw8OxEL3HhI9GjqIw1QKcB5mD7QMOpAGEuJlDCXxUWunSxmwQLFQb7UsIMz+eYSkGeg3Hf5Yf+6/HzdAr1r5OdzyovHnhc5x8dr26A5IsvPLpOyq/SYMWOwfPly9bJ65513om/fvpavIObvYgaLuLjn1PiLuOzcudOny9tvvx1bt/ruIp0Xb6S8fEzybVOZMtm7m7uXn/9MwrMz/vD5+fv3N8TtDSoEPKXbPlzhN+Lyy6A2eRmD6WObv+04nv56k08//sRl5pMtsf/kebz47R8oh2S0LLwVLQr9heaFtqJ21H5EeO2fciQzAdujGqJ9h38gq3IbZMXX88lPGTlnO/63yjNaIgfzw8BWqFuxpKbze3DCWvy+L3uPEleRQMuG1zpDNlr0VzYePI37x6/x+ahRlVL49smWmsYNVUmiMst2nVB7vci+LafOZai9bZpdWxoyjqtcvHgRsgllyZLZ57t670n8dfiMWlWsXc14rioWCrTGz+U5Io+X4sXzVu6axsPPN9UksiXP6SJF/H9pkG9OJI8fqES25F4OtOJpHj/8fHN48q4R6nqcNAAAIABJREFUFxdHQbTxismXSpKCIZzzUgm12JbrWP2Ky6BBgzB37ly0a9cO8pCXiIWs6PXSSy/Zfo7+xMVfjsvw4cORlJTEHBfbr0j2AMxxsQb0idSLaDpigW++ituyVyIkvaufxagb/1aJ9JkHlyEqzXMalEyB2n4pd/+U3zPq4ejlsp45Ln4OecOBv3H3J54708tUrXnPtoPkGWkp/jbnlNyaIV2vx9hfdqj9V+JLFFErmg3qUkst1CB7szR5c75PxOXBltega/0KeH9hIrYdOYPKccXUPi99b75Oy6HkykjmZXy4MBFybLJ3SpNr4vDibbXRqIpvFEmkRV6qS5fWFmHSdSCsnEOAU8WcuRk4VcwZzpwq5gxnThWzn3OBmyom/zhbtmyJ119/HQ8//LAiKBtNSiL+xo0b1cpedhT5Zi4jI0MJkyyHLIsCSOjb9e1Gnz59EBsby1XF7ICvoc9wXFVMAxZDVZqNXKherl2lEDLQr1YK7iq7B0WOrkDVi5sRnZGd+J5Truyfolb7uvLnkSk7sDQx2aNayCWQZf+TfScxa+NhJJ1OR4PKpfBI62qI15Ak7z7Qr9uOY+6WoyqicWO1OPRqcQ1kx/vDf5/3OB7ZMb5P62rqZ/5yXGRfnD4Tf/fYXFLq/u/xFip5X2uZtHIfhv/4l0f1yqWLYcnQjj55NxQXrVTN1aO4mOOntTXFRSspc/UoLub4aW1NcdFKyni9AicuMq1KlhiWVb1kWWIpsnqXRF8kEb5u3brGaQVpmZiYiO7du3vUkOMQiZGyZ88eFfWR5ZKlyHLII0aMCDl9jcn51lyucNvHxRpq/nu5kHoKX303BYWSVqJJ1BbUi9yJqKzsZY1zSpD9U1x1ZCf5qauz93GR5Hi/SyCbPBFZ6npZYgp2Jp2BZCzICmbxJQqjQ+1yKFsid0WwXcmp6PLuEp/RvFfo8l5VTCTqya/W+7R7rE01DOshU920lUcm/O4jcdJy2UudfJawprhoY2q2FsXFLEFt7Sku2jiZrUVxMUtQW3uKizZOZmoVOHFZv349HnjgAUhCvGsOuDzo69evj8mTJ6NVq1ZmeJluK9PDJOqjNfJDcTGNXHVAcTHOcdvObdiyZjbiT/+OBvgTCRcSJUXcs8OS1yCrUhuci2uKmNpdg+6f4mooO8JPXrUfW4+eQZXSxXBf86po6JbLYfyIs1vKIgr3fLpSLTPsvoGjfCa5LDMHtEbdirGqbiBxqVGuBL4f0BqysaO/Mu+vJEvERZZnXrD1mM8QC4e0R80EzygxxcXsnaGtPcVFGyeztSguZglqa09x0cbJbC2Ki1mCodsXWHHp2bNnTjRDTnLmzJkq6lKxYu5eDa+++iqKFSsWmtJVrEFxsQY+xUUrxywgZQtwaHn2Ro8HliL6nOeqa5ezIhCR0BARVdtlT/uq1FrtnyKrA506dQply5YNOZjsn9Np3GKPqVmSojLv2faoVd6a6ZxLdibj0S9/z95rJ8Jz80s5wHubVcG4+xqpY5XITPsxi3ymiknTplVLY9bT/hddOJF2UbWT6JF70TtV7MsVe/HmbM9FOGSqmERcvFN3KC4hby9LKlBcLMEYshOKS0hEllSguFiCMWQnFJeQiExXKHDismXLFkhyvpYiU8dcURkt9a9GHYqLNdTDUVzSMy5j8c7j2J+ShusrxKqcC5/89cwLQNJaJSlKVo6sAC787QE9PaswNmdcj98vyd4p9bA+ow6+6N8Rrap7Lv2nR1xW7TmB/zfed5nvp9rXwMvdzO/6fuZ8Bob9+BdmbTicPUXMT95+46ql1T4srrL50N/o/791kEiQ2j9F4kpX9qfxF/lwtZM8Ha3J+RczL2PpzmTsSU5D9YQYNWVN9o6RnzM535p/61b1QnGximTwfiguznCmuDjDmeJiP+cCJy72I3N2BIqLNbzzirjsSDqLab8fwP4T2TLx0E3X+uQweNfpUrc8Jq3Yi5W7UlAoKlJtQvivbnVUXkigcjb9Erp/sBQHT+UmmxeKjEDvJqUxtH4KYlJWZcuKSIvIi1u5VLgMoqtKEn1bvLs1AZ9uL41LWdEedUb+o746dveiR1xmrj+EF2du9jl8K3Z9P3TqPG7/cJlaCcxVvKeKyc/dIy6uer0+X4U1e0/6HNfnDzdD13qBl8fWcpdKlKnHR8ux89jZnOo3VCiJnwe11bwimjRkxEULbfN1KC7mGWrpgeKihZL5OhQX8wy19EBx0ULJXB2Kizl+trfO6+Jy9HS6Sio+dyETN1WPRx2Ne2nYDs5rgLwgLvJCLdOj5Nt1V4mLKYylL3ZEyaLZYuCvjsiKbPwoO6i7iizDO6png4AYp645gFdn/YmKkSlq75Qbg+yfkpRVESsu1MG6K7vR78qsiu8HtkHTa0ojkGAsebEjro333N9Cj7jsP3EOHcYtyp7G5Vb8CZHee2X0L9vx6eLdPs3c95rxznFxVX5vwU588Kvk8OSWQlERWP/aLab3R5m9+QiembbR57jGP9Ict9Ytr/k0KS6aUZmqSHExhU9zY4qLZlSmKlJcTOHT3JjiohmV4YoUF8PonGmYl8Vl5e4TePTLNcjIzH37fKV7HTzRzvxO4lbTNSsuP2w6jPFL9+RM8ZFzvKtxZV2HOWH5Xoz4yXcz0VF3N8CDLa5RfQWq4x0xkPyHFS938ho/Nz9l8+qfkHBmLSpFeS43LPkp2y9dh3WZ9XA+oRXqtuyBh6ft9+hHXvCbV4tDy+pl1HSpxTtS8NeR7OWNZVrTM51rYXDnWj7nrkdcpPF/F+3C+wt2qvwSKV3qlMfHDzZFkejcncq3J53F6LnbPFYee6FrbY863gcSKNG9Z9PKuKF8rN9VxVx9yBSzxyatxfr92RtUFi8chX/fUVftzWK2vDN3Oz5b4itUQ2+7AQM71NDcPcVFMypTFSkupvBpbkxx0YzKVEWKiyl8mhtTXDSjMlyR4mIYnTMN87K4SOKzJEC7l9ii0fhjeFdn4OgYxYy4yNSe295f6rH5oORMzH+uPWTzQ61l8PSN+GHTEZ/qbWqUxdT+2buvvzLrT3y9xndneO+d6ZW4vNhGf37KxRuQBlekJAu1y5fEjmOpOcekFCILOdGdLGSpbA95gR97byM1TU3+31/RKy7Sx7mLmdh1PFVt3Oi9F4v4zK3vLVGfu5eXbrsBA4K86AeKuPw6pANqJMRoulwSSZS9amqVLxlUkjR1dqUSIy56aF39uhQXZ64BxcUZzhQXZzhTXOznTHGxn7GpEfKyuDQfuQApqV77d8gGga92QULJIqbO2+rGZsQlUBRE77SmET9vxYRle31OrXWNsvj6irgEWl5XxCU2Mg03Ftqqpn11L7Mb12Zs9clPQdF4oHIbXCjfBoOXxWDhqSq5+Sle9iN/jYzMQnRkpIqaySaqKindK5Hd1SzU9DQj4hLsOkt+TtvRv/lUaXldGXzzZOBlzf3luNzesCI+7t3U6ttKV3/McdGF66pXprg4cwkoLs5wprg4w5niYj9niov9jE2NkJfFJVwiLlaJi+xXIgnzroV5RRQkmvFSN88IgisyUykyGS0Kb8UDlfbjmvMbUPHSbkR4758Sex1QpW3ObvSIr5Nzv8mqYt9uOIQpq/ZhW1J2Qri7k0g0JSoiAq/dURej525HuuTR+LlbXeISShjyirjIKciUr8U7k3HsdDrqVynlswKaqX+UJhoHWlVMT5ecKqaHlvG6FBfj7PS0pLjooWW8LsXFODs9LSkuemgZq0txMcbNsVZ5WVzCJcfFqqlictM8Pmktft12HIjIUlOyysUWxS/PtkN88WggeXPOssSXDy1D5LmjXvdZJJDQMFdUqrQDYrStdPXE5HWY77XBocRX2tSIx9f9b4JIzvakM3hg/GqkZ2R6jHu1Ii5Gp4o59o/zKg1EcXEGPMXFGc4UF2c4U1yc4UxxsZ8zxcV+xqZGyMviIidWUFYVO5N+CftS0lCtbAwkT8e7WJGcL32KBCzflYKdh5NRL2IbmkZvQeGklcCRVcDFM57DRhdDenwzpJZthbjanRFVuTVQuKSh+0n2JpENDn/dfgwyZUmS7GVfl2F31vdYjlkS5sfN25EzhivHpUSRaLXnSbCcHqsjLnIQRpLzDQHKR43yirhI9OibtQfVMt2FoyPRsXY53Nm4sseeOXK/z91yFAu2HlP5TLLgQ+8W16JoodwFGLTUuRqXh+LiDHWKizOcKS7OcKa42M+Z4mI/Y1Mj5HVxMXVyDjYOluPy2v/fgimrc1fW6t3yGrwVZKlhQ4edfhI4tCw7oiJ/jq0HLufuM6L6vJKfIvunHI9tjkfnZGLbMdkMEYgrXghj72ukVt6yu2w7ehar95xAcmq6mkpWPaGEkpwyMYWDDm2HuNh9rlej/+SzF5B0Jh21ypX0eIHXeixGxEUiaonHz6JCbFHL8s/8LSThvUKa/LuSf1/u5Y6GFfFft3wjLXW0srGyHsXFSpqB+6K4OMOZ4uIMZ4qL/ZwpLvYzNjUCxcUUvpzGgcQl0A7uU/q1xM01yxof/PSe7J3oXaJycnv2cl3uJUh+ypAZm/HdhkMe1cvHFsWaVzobPyabW1JcggOWTUGf/GodZIqlFFn2+V/d66BP62q6roxecfli2V6MnbddRdqktK4Rj4mPtTC9WlqD4fMg5+ReqpeNwW8vdMj50T8+XoFNB//2qCMr8iWO6p6z6aaWOroAWVSZ4mIRyBDdUFyc4UxxcYYzxcV+zhQX+xmbGoHiYgpfSHEJlHiva2+NrMse+SlKVtK8lz3Wl58iG1XuSUnzOfm8uGKb6yApLsHv1U8W78aYX0Rgc4tsbrnyX52RUEL7Knx6xCU59QJajFros9Gn7E3T9+brDP/jkqjRjaMW+rQvHBWJnaO65fzcn9zIhwuHtEfNhOylxLXUMXygJhpSXEzA09GU4qIDlomqFBcT8HQ0pbjogGWwKsXFIDinmlFcrCEdKOISaGf4oEsdX0oHjq7Ojab4zU+JASrdlL3al6z6VaGFrvyUXp+vwpq9Jz1O3vubamvIWNcLxSU4y0AbY0574iZdq57pEZfFO5LRZ+LvPgd2T9MqePf+RqYufrcPlkKmFboX2ednYp8bc340ePomSH6Ye/HePFVLHVMHarAxxcUgOJ3NKC46gRmsTnExCE5nM4qLTmAGqlNcDEBzsgnFxRragcTlRNpFtB+zCKkXcqe8SCL6kqEdczdE1JKfUry82j9FiUrltkD5JkCE/40atZxRXp33H+zYKS7Br2ygzUV/HtQW9SrFarktVB094rLhwN+4+5MVPn0/1qYahvWop3lMfxVFrP/59QZI9EVKtfji+PSh5qhTMXcBib0paXjiq3VIvLLJqeRq/adXE3SsnZDTpZY6pg7UYGOKi0FwOptRXHQCM1id4mIQnM5mFBedwAxUp7gYgOZkE4qLNbSDJefLlKyv1+zH7uQ0tbP6o/WyUDVtffD8lNK1rkRTrohKXC1rDvRKL3l1pSWKi/HL7E8iZJW2ec+2y8n30NK7HnHJvJyFru8vxa7jqR5dfz+wDZpeU1rLcEHrSP+7k1NRKCoS1eJjfDYvdTU+cPIc0i5kolb5EmpFO39FSx3TB6yjA4qLDlgmqlJcTMDT0ZTiogOWiaoUFxPwNDaluGgEdbWqUVysIR9QXLTkp0REA+Ua527yWLUdUCz3G2NrjjD/98KIS+hruHbfSczaeBhJp9PRoHIpPNK6Wm5kL3RzVUOPuEh9iSpOXrkPfx4+jQqliqJnk8q4sVoZjaOFbzWKizPXnuLiDGeKizOcKS72c6a42M/Y1AgUF1P4chrniIuR/JRKrYDo4tYcSAHuheLizMXVKy7OHFXBG4Xi4sw1pbg4w5ni4gxniov9nCku9jM2NQLFxRQ+4Ep+StrOeYj5e6P//VMszk8xecT5tjnFxZlLR3FxhjPFxRnOFBdnOFNcnOFMcbGfM8XFfsamRqC46MSnZf+UEPkph06dVysx7UlOVcvIlostgvd6NVH7X7AEJkBxcebuoLg4w5ni4gxniosznCkuznCmuNjPmeJiP2NTI1BcguDLygSS/8hOondt9ui9f8qV/JRzcU1RvNatgIb8lG4fLMO2o2c8Bi5RNBp/DOuKAHnFpq5xQWlMcXHmSlJcnOFMcXGGM8XFGc4UF2c4U1zs50xxsZ+xqREoLm74Lp0DZM+UQ8uyZeXIauCS1yaN0V77p1zJTwm2qpj3BarxyhzIaknuRf62/KVOqBpXzNT1LMiNKS7OXF2KizOcKS7OcKa4OMOZ4uIMZ4qL/ZwpLvYzNjVCWIvL+WTg4NLcZYmPbwKycvdbUWA15qdQXEzdhpoaU1w0YTJdieJiGqGmDigumjCZrkRxMY1QUwcUF02YTFeiuJhGGLIDiktIRFe3QliJy6lE4PCy3Glffyf6wje4f4oeceFUMWP3PMXFGDe9rSgueokZq09xMcZNbyuKi15ixupTXIxx09uK4qKXmP76FBf9zBxtUWDFRfJTjm3MFhWZ9nV4BXDumCdbC/dP0SMuTM43dotTXIxx09uK4qKXmLH6FBdj3PS2orjoJWasPsXFGDe9rSgueonpr09x0c/M0RYFRlxM5KdYAVyPuFgxXjj2QXFx5qpTXJzhTHFxhjPFxRnOFBdnOFNc7OdMcbGfsakR8q24aMlPiamUvRt9lZuz/5vQEIiIMsUrUGOKiy1YPTqluNjPWEaguDjDmeLiDGeKizOcKS7OcKa42M+Z4mI/Y1Mj5BtxCZmfEgGUuSFbUFyyUqq6KTZ6GlNc9NAyVpfiYoyb3lYUF73EjNWnuBjjprcVxUUvMWP1KS7GuOltRXHRS0x/fYqLfmaOtsgX4nIpHfhvaSDzQi6byEJA+WZuotIWKFrGUXbug1Fc7EdPcbGfMSMuzjCWUSguzrCmuDjDmeLiDGeKi/2cKS72MzY1Qr4QFznDb28FIiJzRaXiTUB0UVPnbmVjiouVNP33RXGxnzHFxRnGFBfnOFNcnGFNcXGGM8XFfs4UF/sZmxoh34iLqbO0vzHFxX7GFBf7GVNcnGFMcXGOM8XFGdYUF2c4U1zs50xxsZ+xqREoLqbw5TSmuFjDMVgvFBf7GVNcnGFMcXGOM8XFGdYUF2c4U1zs50xxsZ+xqREoLqbwUVyswaepF4qLJkymKzE53zRCTR0wx0UTJtOVKC6mEWrqgOKiCZPpShQX0whDdkBxCYno6laguFjDnxEXazgy4mI/x1AjUFxCEbLmc4qLNRxD9UJxCUXIms8pLtZwDNULxSUUIfOfU1zMM7S1B4qLNXgpLtZwpLjYzzHUCBSXUISs+ZziYg3HUL1QXEIRsuZzios1HEP1QnEJRcj85xQX8wxt7YHiYg1eios1HCku9nMMNQLFJRQhaz6nuFjDMVQvFJdQhKz5nOJiDcdQvVBcQhEy/znFxTxDW3uguFiDl+JiDUeKi/0cQ41AcQlFyJrPKS7WcAzVC8UlFCFrPqe4WMMxVC8Ul1CEzH9OcTHP0NYeKC7W4KW4WMOR4mI/x1AjUFxCEbLmc4qLNRxD9UJxCUXIms8pLtZwDNULxSUUIfOfU1zMM7S1BxEXFhIgARIgARIgARIgARIggbxJIDExUdOBRWRlZWVpqslKYU2ga9eumDNnDqKiosKag50nf+TIEbz88suYPHmyncOEfd8rV67EvHnz8MYbb4Q9CzsBTJ8+HampqejXr5+dw4R932PHjkXDhg0hv6NZ7CMwaNAgDBgwAHXq1LFvEPaMHj16YMaMGShWrBhp2ERAZtA8//zzmDp1qk0j2NstxcVevgWmd4qL/ZeS4mI/YxmB4uIMZ4qLM5wpLs5wprg4w5niYj9niov9jDlCHiBAcbH/IlBc7GdMcXGGsYxCcXGGNcXFGc4UF2c4U1zs50xxsZ8xR8gDBCgu9l8Eiov9jCkuzjCmuDjHmeLiDGuKizOcKS72c6a42M+YI+QBAhQX+y8CxcV+xhQXZxhTXJzjTHFxhjXFxRnOFBf7OVNc7GfMEUiABEiABEiABEiABEiABMKcAJPzw/wG4OmTAAmQAAmQAAmQAAmQQH4gQHHJD1eJx0gCJEACJEACJEACJEACYU6A4hLmNwBPnwRIgARIgARIgARIgATyAwGKS364SjzGsCFw+fJlHD9+HDExMShZsmTYnLeTJ3rp0iWkpKSgQoUKTg4bFmMJ2+joaL/nmpycjBIlSnBjOZN3guwZnZmZ6Zfz+fPncfLkSVSsWBGRkZEmRwrv5vK7WFhz02V774NQnPlMtIa//G6W3wn+fi/kt2cixcWae6LA93Lo0CHccccdePDBB/Hiiy8W+PN1+gTPnj2rdnL/4Ycf1NDdunXDhx9+6PRhFOjx5JfzyJEjMXfuXHWesbGxGDx4sLqvWcwTOHDgADp37ozFixejcuXKOR3u378f/fr1w759+9TP7rvvPnWvFypUyPygYdiD/I4YN24cli1b5nH2Tz31FH799Vf1szJlyuCee+7B0KFDw5CQ+VMWYXnttddUR6NGjfLbIZ+J9nLmM9E8X1cP8oXG3XffDfkdcdddd+V0nF+fiRQX6+6NAtuT/AK5//77sWvXLjzxxBMUF4uvtHyj1LNnT/XNXv/+/dG+fXsI8/Lly1s8Unh3N2PGDLz11lv47bff1Ivdd999hxEjRmDFihUqwsVinIDIyKZNm1QH3uLy+OOPq0jL6NGjcfToUfUAFXFxf4AaHzl8WooAPvbYYzh48KCKFnqLywcffIDbbrsN1157LVauXIknn3wS3377LRo1ahQ+kCw4U/liY/jw4SpyJc89f+LCZ6J50ME485lonq+rB/m9+8UXX6i/yhce7r938+szkeJi3f1RIHsSI5cHoEw9OHPmDKpWrUpxsfhKy7ek8k3IggULUK1aNYt7Z3cuAh999BFmzZqlIi5FihSBvAh26dIFixYtQpUqVQjKBAHZF0CkRATGXVxOnz6N5s2b45tvvkHTpk3VCCItUvezzz4zMWL4NXVN51i4cCE+//xzH3HxJtK2bVv07t0bAwYMCD9YJs743Llz6lknL3nye8JbXPhMNAHXrWkwznwmWsNYejl16hQuXLigfje/8MILHuKSX5+JFBfr7o8C2ZN8I71z505MmDBB3fQUF+svs0QB5JuP7t27IzExEQkJCSqy1bhxY+sHC+MeRVTkG1ThKy9zP//8M4oXL65eUFjME0hKSoK8LLuLi0RpZdqjRLXKlSunBpk0aZISSNe0SPMjh1cPct++8847QcVFpuXdcsstGD9+PDp27BhegCw622HDhkEkxVtc+Ey0CPCVbvxx5jPRWsbSW6dOndTUaPeIS359JlJcrL8/CkyPU6dOVcLy/fffo3Tp0pCdgyku1l/egQMHYvv27ejbt6+aHjZnzhzMnj0b8+bNQ/Xq1a0fMEx7lHm+Q4YMgXzTt3v3bsiL9ieffKJe8FjME/AnLhs2bECvXr2wbt06lCpVSg0yffp0fPzxxyEjBuaPqGD2EEpcUlNT8cADD6jFPaZMmcLkcoO3gb8Xaj4TDcIM0swfZz4TrefsT1zy6zOR4mL9/VFgepQbXaYu1axZU52TTFGQh6F8gypTm1isISC/pGWq0iuvvKI6lBWDWrdujWeeeQYPPfSQNYOwFxVZkTyMyZMnq9WCJk6cqPIu5EXw+uuvJyGTBIJFXCTnQiJdUhhxMQc6mLjIi8jTTz+tpuJ9/fXXiIuLMzdYGLf290LNZ6L1N0QgceEz0VrW/sQlvz4TKS7W3hsFqjd58MkcdVeRyIskNUuoUeZOs1hDYMyYMdixY4eKbrnEpVmzZirCJYnNLNYQkKRwybdwCaIkgNauXVvlXPB+Ns/Yn7j4y3GRxGepyxwXY8wDiYvkZciXIBJRlN8llBZjfF2t/L1Q85lojqm/1v4485loPWd/4pJfn4kUF+vvjwLbI6eK2XNpJQogiXNffvklWrZsqeb/y1KckgNQt25dewYNw15ff/11Nf1u5syZasqj/L9EtZicb/5myMjIUN/yy3LIssiELIfsWu64T58+aulpripmjrNECYWzLC4h35RKArPsySD75oisyPLHkpMhCbeyipsUWalQFlZh0U5AIt7yR77QEJ6S0yKM/e1/wWeidq7eNYNx5jPROFfvlnIPy5d0suKgRGN79OiBwoULq2r59ZlIcbHu/ijwPfGXtH2XWJYrlBc7V3n77bdx77332jdgGPYsq6u8++67+Omnn9TZy7KxEtHisrzmbwZZSCItLS2nI4nMrlmzRv19z549ah8XWcZXinzLJy+Droen+dHDowdZuEMW8HAvcu+KxLiiXd4k3K9DeFAyf5bTpk1TL3TuRZLF5csl78JnonHeoTjzmWicrXtLuUdde5e5fu7Kn82vz0SKizX3BnshAdME0tPTcfz4cfUNKTfnM40zYAf5bZdg+0g427O8XEskwBUNcHZ0jkYCJJDfCPCZ6MwVy2/PRIqLM/cFRyEBEiABEiABEiABEiABEjBBgOJiAh6bkgAJkAAJkAAJkAAJkAAJOEOA4uIMZ45CAiRAAiRAAiRAAiRAAiRgggDFxQQ8NiUBEiABEiABEiABEiABEnCGAMXFGc4chQRIgARIgARIgARIgARIwAQBiosJeGxKAiRAAiRAAiRAAiRAAiTgDAGKizOcOQoJkAAJkAAJkAAJkAAJkIAJAhQXE/DYlARIgARIgARIgARIgARIwBkCFBdnOHMUEiABEiABEiABEiABEiABEwQoLibgsSkJkAAJkAAJkAAJkAAJkIAzBCguznDmKCRAAiRAAiRAAiRAAiRAAiYIUFxMwGNTEiABEiABEiABEiABEiABZwhQXJzhzFFIgARIgARIgARIgARIgARMEKC4mIDHpiRAAiRAAiRAAiRAAiRAAs4QoLg4w5mjkAAJkAAJkAAJkAAJkAAvtDBEAAAIdUlEQVQJmCBAcTEBj01JgARIgARIgARIgARIgAScIUBxcYYzRyEBEiCBfE1g/fr1OHXqFBo0aIDy5cv7PZcDBw5g8+bNkP9WqVIFjRo1QrVq1Xzqnj9/HkuXLsXBgwdRpEgRlCtXDo0bNw7Yr3Rw9uxZrFmzRvUVERGBokWLok6dOihTpkxO/5s2bUJKSgrq16+PChUqeIy7bds2HD58GNWrV1d/pBw/fhxyXnK88fHxaNeunTqWUGX79u04dOiQTzUZU8ZmIQESIAESsIcAxcUeruyVBEiABAoMARGNhg0bqvPp378/hg4d6nFuly9fxqeffor3339f/bxmzZrYtWuX+v9nnnkGTz/9NKKiotTf5ef33nsv0tLSlHRcuHBB/b+U//znP+jRo4dfblu3bsVdd93l89mgQYPUGFIGDhyIBQsWoFu3bvjwww9z6mZkZKBTp05ISkrC888/jwEDBqjPatWqpf5btWpVJVFSZIyxY8cqOQpU3njjDUyZMsXnY2k7bty4AnPdeSIkQAIkkNcIUFzy2hXh8ZAACZBAHiMwd+5ciCBItEWiFitWrEB0dHTOUf7www944YUX8PDDD+Pll19G4cKFcfHiRfUSP3HiRLz99ttKVkRw5L979uzB999/nxP5OHr0qKonEZSePXsGFZcvv/wSN998s4qsiCjNmDEDX3zxBdq3b58jLtLBL7/8gho1aqi+fvrpJzz33HPq/93F5aOPPsL999+vIj1yvCNHjsS0adMwc+ZMFQEKJi5LlizB/PnzPapERkZC/rCQAAmQAAnYQ4DiYg9X9koCJEACBYaARFnOnDmj5KVPnz4QeWjbtq06v6ysLNx0001ISEjAjz/+6PHiLp/dc889SnZWrlwJidw0adJECc7rr7+ui48r4uI+dmpqqupPIi5ybBJxETnav3+/ihCNHj1aHZ9EcTp06IDPP//cQ1y8D2D16tXq2CRaI1GbYOKyfPlyFd1hIQESIAEScI4AxcU51hyJBEiABPIdgeTkZLRu3Rpvvvkm7rvvPrRp00ZJi2tKlOSJyM+GDRuGhx56yOf8pk+fjn//+9+QCEWlSpWUGPz5558YPny4konSpUtrYuJPXGTqlxyLTF0TuRJxkdK9e3cVYVm0aBH27t2Lxx9/XEWJ5DjdIy7eA3/yySd47733MHv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"image/svg+xml": [ - "51015102030AQS PM2.5PurpleAir PM2.5" + "51015102030AQS PM2.5PurpleAir PM2.5" ] }, "metadata": {}, @@ -1901,7 +1905,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "This scatter plot shows a linear relationship between the measurements from these two kinds of instruments. The model that we want to fit has the following form:\n", "\n", @@ -1912,14 +1918,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Since `pandas.Series` objects have built-in methods to compute SDs and correlation coefficients, we can quickly define functions that calculate the best-fitting line:" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -1930,7 +1938,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -1941,7 +1949,8 @@ { "cell_type": "markdown", "metadata": { - "tags": [] + "tags": [], + "user_expressions": [] }, "source": [ "Now we can fit the model by computing\n", @@ -1950,7 +1959,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 34, "metadata": { "tags": [] }, @@ -1962,7 +1971,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 35, "metadata": { "tags": [ "hide-input" @@ -1983,14 +1992,18 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "This model matches the trend line shown in the scatter plot. That's not by accident. The parameter value for `trendline` in the call to `scatter()` is `\"ols\"`, which stands for *ordinary least squares*, another name for fitting a linear model by minimizing squared error." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Let's examine the errors. \n", "First, we find the predictions for PA measurements given the AQS measurements, and \n", @@ -1999,7 +2012,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -2010,14 +2023,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Let's plot these errors against the predicted values:" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -2040,377 +2055,377 @@ "showlegend": false, "type": "scatter", "x": [ - 14.841282829689453, - 12.859237750023395, - 9.90370755844862, - 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", + "image/png": 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", "image/svg+xml": [ - "102030−10−50510PredicitionError" + "102030−10−50510PredicitionError" ] }, "metadata": {}, @@ -3363,35 +3376,45 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "An error of 0 means that the actual measurement falls on the fitted line; we also call this line the *least squares line* or the *regression line*. A positive value means it is above the line, and negative means it's below. You might be wondering how good this model is and what it says about our data. We consider these topics next. " ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "## Interpreting Linear Models" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "The original scatter plot of paired measurements shows that the PurpleAir recordings are often quite a bit higher than the more accurate AQS measurements. Indeed, the equation for our simple line model has a slope of about 2.1. We interpret the slope to mean that a change of 1 ppm measured by the AQS monitor is associated with a 2 ppm change in the PA measurement, on average. So, if on one day the AQS sensor measures 10 ppm and on the next day it is 5 ppm higher, namely 15 ppm, then our prediction for the PA measurement increases from one day to the next by $2 * 5 = 10$ ppm." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Any change in the PurpleAir reading is not caused by the change in the AQS reading. Rather, they both reflect the air quality, and our model captures the relationship between the two devices. Oftentimes, the term *prediction* is taken to mean *causation*, but that is not the case here. Instead, the prediction just refers to our use of the *linear association* between PA and AQS measurements." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "As for the intercept in the model, we might expect it to be 0, since when there is no particulate matter in the air we would think that both instruments would measure 0 ppm. But for an AQS of 0, the model predicts $-3.4$ ppm for PurpleAir, which doesn't make sense. There can't be negative amounts of particles in the air. This highlights the problem of using the model outside the range where measurements were taken. We observed AQS recordings between 3 and 18 ppm, and in this range the model fits well. While it makes sense for the line to have an intercept of 0, such a model doesn't fit well in a practical sense and the predictions tend to be much worse.\n", "\n", @@ -3400,7 +3423,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -3449,25 +3472,29 @@ "pm25pa 0.92 1.00" ] }, - "execution_count": 17, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "GA.corr()" + "GA[['pm25aqs', 'pm25pa']].corr()" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "Aside from looking at correlation coefficients, there are other ways to assess the quality of a linear model." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "## Assessing the Fit\n", "\n", @@ -3478,7 +3505,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 39, "metadata": { "tags": [ 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", + "image/png": 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", "image/svg+xml": [ - "Aug 2019Sep 2019Oct 2019Nov 2019−10−50510DateError" + "Aug 2019Sep 2019Oct 2019Nov 2019−10−50510DateError" ] }, "metadata": {}, @@ -4801,7 +4826,8 @@ ], "source": [ "fig = px.scatter(x= GA[\"date\"], y=error, \n", - " labels={\"x\":\"Date\",\"y\":\"Error\"}, width=400, height=250)\n", + " labels={\"x\":\"Date\",\"y\":\"Error\"},\n", + " width=400, height=250)\n", "\n", "fig.update_yaxes(range=[-12, 12])\n", "fig" @@ -4809,14 +4835,18 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "It looks like there are a few consecutive days near the end of August and again near the end of September where the data are far below what is expected. Looking back at the original scatter plot (and the first residual plot), we can see two small clusters of horizontal points below the main point cloud. The plot we just made indicates that we should check the original data and any available information about the equipment to determine whether it was properly functioning on those days." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "The residual plot can also give us a general sense of how accurate\n", "the model is in its predictions.\n", @@ -4826,7 +4856,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -4835,7 +4865,7 @@ "2.796095864304746" ] }, - "execution_count": 16, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -4846,7 +4876,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "In comparison, the standard deviation of the PurpleAir measurements is quite a bit larger:" ] @@ -4859,7 +4891,7 @@ { "data": { "text/plain": [ - "6.947418231019878" + "6.947418231019876" ] }, "execution_count": 41, @@ -4873,14 +4905,19 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "user_expressions": [] + }, "source": [ "The model error may be further reduced if we find the monitor wasn't working on those days in late August and September and exclude them from the dataset. In any event, for situations where the air is quite clean, the error is relatively large, but in absolute terms it is inconsequential. We are typically more concerned about the case when there is air pollution, and in that case, an error of 2.8 ppm seems reasonable. " ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [], + "user_expressions": [] + }, "source": [ "Let's return to the process of how to find this line, the process of *model fitting*. In the next section, we derive the intercept and slope by minimizing the mean squared error. " ] @@ -4888,7 +4925,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -4902,7 +4939,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.4" + "version": "3.10.12" } }, "nbformat": 4,