{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to Seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* seaborn 是 build 在 matplotlib 上,和 pandas 合作的很好" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scatter plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### student_data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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schoolsexagefamsizePstatusMeduFedutraveltimefailuresschoolsup...gooutDalcWalchealthabsencesG1G2G3locationstudy_time
0GPF18GT3A4420yes...41136566Urban2 to 5 hours
1GPF17GT3T1110no...31134556Urban2 to 5 hours
2GPF15LE3T1113yes...2233107810Urban2 to 5 hours
3GPF15GT3T4210no...21152151415Urban5 to 10 hours
4GPF16GT3T3310no...2125461010Urban2 to 5 hours
..................................................................
390MSM20LE3A2212no...445411999Urban2 to 5 hours
391MSM17LE3T3120no...53423141616Urban<2 hours
392MSM21GT3T1113no...333331087Rural<2 hours
393MSM18LE3T3230no...13450111210Rural<2 hours
394MSM19LE3T1110no...33355899Urban<2 hours
\n", "

395 rows × 29 columns

\n", "
" ], "text/plain": [ " school sex age famsize Pstatus Medu Fedu traveltime failures \\\n", "0 GP F 18 GT3 A 4 4 2 0 \n", "1 GP F 17 GT3 T 1 1 1 0 \n", "2 GP F 15 LE3 T 1 1 1 3 \n", "3 GP F 15 GT3 T 4 2 1 0 \n", "4 GP F 16 GT3 T 3 3 1 0 \n", ".. ... .. ... ... ... ... ... ... ... \n", "390 MS M 20 LE3 A 2 2 1 2 \n", "391 MS M 17 LE3 T 3 1 2 0 \n", "392 MS M 21 GT3 T 1 1 1 3 \n", "393 MS M 18 LE3 T 3 2 3 0 \n", "394 MS M 19 LE3 T 1 1 1 0 \n", "\n", " schoolsup ... goout Dalc Walc health absences G1 G2 G3 location \\\n", "0 yes ... 4 1 1 3 6 5 6 6 Urban \n", "1 no ... 3 1 1 3 4 5 5 6 Urban \n", "2 yes ... 2 2 3 3 10 7 8 10 Urban \n", "3 no ... 2 1 1 5 2 15 14 15 Urban \n", "4 no ... 2 1 2 5 4 6 10 10 Urban \n", ".. ... ... ... ... ... ... ... .. .. .. ... \n", "390 no ... 4 4 5 4 11 9 9 9 Urban \n", "391 no ... 5 3 4 2 3 14 16 16 Urban \n", "392 no ... 3 3 3 3 3 10 8 7 Rural \n", "393 no ... 1 3 4 5 0 11 12 10 Rural \n", "394 no ... 3 3 3 5 5 8 9 9 Urban \n", "\n", " study_time \n", "0 2 to 5 hours \n", "1 2 to 5 hours \n", "2 2 to 5 hours \n", "3 5 to 10 hours \n", "4 2 to 5 hours \n", ".. ... \n", "390 2 to 5 hours \n", "391 <2 hours \n", "392 <2 hours \n", "393 <2 hours \n", "394 <2 hours \n", "\n", "[395 rows x 29 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "student_data = pd.read_csv(\"data/student-alcohol-consumption.csv\", index_col=0)\n", "student_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### mpg" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mpgcylindersdisplacementhorsepowerweightaccelerationmodel_yearoriginname
018.08307.0130.0350412.070usachevrolet chevelle malibu
115.08350.0165.0369311.570usabuick skylark 320
218.08318.0150.0343611.070usaplymouth satellite
316.08304.0150.0343312.070usaamc rebel sst
417.08302.0140.0344910.570usaford torino
..............................
39327.04140.086.0279015.682usaford mustang gl
39444.0497.052.0213024.682europevw pickup
39532.04135.084.0229511.682usadodge rampage
39628.04120.079.0262518.682usaford ranger
39731.04119.082.0272019.482usachevy s-10
\n", "

398 rows × 9 columns

\n", "
" ], "text/plain": [ " mpg cylinders displacement horsepower weight acceleration \\\n", "0 18.0 8 307.0 130.0 3504 12.0 \n", "1 15.0 8 350.0 165.0 3693 11.5 \n", "2 18.0 8 318.0 150.0 3436 11.0 \n", "3 16.0 8 304.0 150.0 3433 12.0 \n", "4 17.0 8 302.0 140.0 3449 10.5 \n", ".. ... ... ... ... ... ... \n", "393 27.0 4 140.0 86.0 2790 15.6 \n", "394 44.0 4 97.0 52.0 2130 24.6 \n", "395 32.0 4 135.0 84.0 2295 11.6 \n", "396 28.0 4 120.0 79.0 2625 18.6 \n", "397 31.0 4 119.0 82.0 2720 19.4 \n", "\n", " model_year origin name \n", "0 70 usa chevrolet chevelle malibu \n", "1 70 usa buick skylark 320 \n", "2 70 usa plymouth satellite \n", "3 70 usa amc rebel sst \n", "4 70 usa ford torino \n", ".. ... ... ... \n", "393 82 usa ford mustang gl \n", "394 82 europe vw pickup \n", "395 82 usa dodge rampage \n", "396 82 usa ford ranger \n", "397 82 usa chevy s-10 \n", "\n", "[398 rows x 9 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mpg = pd.read_csv(\"data/mpg.csv\")\n", "mpg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 基本 scatter plot" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"absences\", y=\"G3\", \n", " data=student_data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* G3 是 第三次段考的意思。可以看到,缺席率越高,看起來成績越低" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### hue (i.e. color)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"absences\", y=\"G3\", \n", " data=student_data, \n", " hue=\"location\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* 可以看到,第三軸放上 location 後,結論是:不論是城市或鄉下的小孩,都是缺席越多,成績越差" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 第三個變數的顏色自己指定" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hue_colors = {\n", " \"Urban\": \"black\",\n", " \"Rural\": \"red\"\n", "}\n", "sns.scatterplot(x=\"absences\", y=\"G3\", \n", " data=student_data, \n", " hue=\"location\",\n", " hue_order = [\"Rural\", \"Urban\"],\n", " palette = hue_colors);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 第三個變數的順序自己指定" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"absences\", y=\"G3\", \n", " data=student_data, \n", " hue=\"location\",\n", " hue_order = [\"Rural\", \"Urban\"]); # 先 Rural 再 Urban" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### size" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(\n", " x=\"horsepower\", \n", " y=\"mpg\",\n", " data=mpg,\n", " size=\"cylinders\"\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* 可以看到,汽缸數越多(cylinders),horsepower越大,而油耗越差(mpg)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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6lQkXlJM5NidusFlCQuLcQrICw0SQyVCbEgiHQnRs2Ymjok+ITYD0RXMRZDLaNm4l0OPCVJiHZWwxSr0Ov7uXnqpq7PuqkCnk2CaOxZibhWwUu2h1N3Xy34dfwt3tAsDR2k3d1gNc/L1ryCsvGrX7SkhInBlIIm3HSMDpOmT0ibwNhP1+WlZ9TsDhBFHEUXkQV10kS9XT2kb3rn2IwSAhr4+29VvwtHWM6hqb9tZFjf7hrH/5M7xu76jeW0JC4vRH2vEfI4IggEyIdsIyFRfi7egaUH3b29KKpXRMXDnmgLt3VNdob45fPdhZ346/14dGLwnGSUicruTm5mI0GpHL5SgUCjZt2jTi95AM/zGiNBqxTRhL57ZdqC1mPK3tKHRaFFotQc8hI6/PSEcURZQGfewEgoBSp8Xd2ILKnDAqGvvWrPiFYCkFGWgMktGXkBgpQv4AfpcHlUGLXKUcsXmXL19OYmLiiM13JJLhP0YEmYC5KB9NopVwKIR9TwXO2nqsY0vwtLbjd7owFeQiUypoWbMBbVoKiVMm4Kg4gKBQYCkron3bLgL2HhQ6LemL5ox4Dn96SRbmDBv2xs6YdU+/bh4q7cgUmEhInMuEQ2EOfPA5jRv3IAgCoiiSMa2MggtnIpOf/h50yfAfBzKlMiqvIACeFe107dyL2mbBNnEsMqUSb0dnRL6hsxuFUU/awtkEnG7slVXokhMJm004a+pxN7aMuOE3pVi45LvXULPtANUb92PNSmLMrDLSirMGvcZn78FZU4+/pwdjbjb6tGRkypHbwUhInE1EjP5ewoFDFfeNG/eCAGMunn1CcwuCwNKlSxEEgS9/+cvcc889J7rcAUiG/wTRpaaQuWQhfkcPCq0GlcWEfV8V9r2VAHha2jDkZCIGQ3Tt2BMZow1DdgbKBOOoKXOa021MSrcx6eKj18oFvT6a16wnYO8BwF3fRNr8mRiy4gqnSkic04T8ARo37okx+gDhQJDGDXvIP3/aCbl9Vq9eTUZGBm1tbSxZsoSSkhLmz59/osuO4fR/JznNEWQC2iQbpsI89BlpyBRK3I0tMeeIoTA9B2pixlz1TehSk9FnpJ7E1cYn4HRGjX4/rrqmU7QaCYnTG7/LE1egESK7db/r+Ppr95OREdlwJScnc+WVV7Jhw4YTmi8ekuEfYWQKOWpzQsxYKBREYYgt3FLqdRhzs9Amj14AZ7jIVKoBErMqs/EUrUZC4vRGZdAiimLcY6IYOX68uN3uaPctt9vNRx99xLhx4457vsGQDP9xEvL5CbjcUXmGfgSZDMvYEhR92ToylRKFwYxMnxDV/JGpVSTPmII2yTbozuFkokowkjxjCoI8IuugSbRKbh4JiUGQq5RkTCtDdkQVvEypIGN66Qm5eVpbW5k7dy4TJ05k+vTpXHLJJVx44YUnuuQBSD7+YeJ3uvB2RvLj5Wo17Zu3E+hxYszLwTauBOVhUgwaq5msCxbR295J685qKj7YSDgYIm1SIZrURGRKJTKVip6DNQhyBZpEazStMxwI4unoIuz3Ew4EQBDQ2CzHFACOrlWMaAL1y0aIYRFvZ1c0HqFOtKJQqxEEAWNediRTKRBAaTQgV6mOchcJiXOXggtnggCNGw7L6pleSsEFM09o3vz8fLZv3z5CqxwcyfAPg4DLRdOKNQR6XBjzsultaSPkiVTAOg/WojTqsY0rjbkmHAzirm+meWsVIV9EobNpcwUAZVfNo/HTlVHlTm1yIqlzZ6DQanDWRjJ9gh4Pvs5uIPLWkHnefNRWc8w9xFCYUCCAXK2KvjkEXO7oWgEUeh0Zi+eiSjDS29JG04rV0PeWah1XgnV8GYJMQBCE6ANCQkJiaGRyGWMunk3++dNGJY9/tJFcPcPA22mPGlK5ShU1+v30NrUMuCbo8dLb2ETWjNgHAoKAUi2LkWv2tHXgtzsIerx0bt+N0qCPGn2ISDt72mNlHnzdDlrWbaLuvU/o2LqDQF9HL29Xd3StAEF3L97ObsSwiH1fZdToA3Tt3k/ANVDaQUJCYnjIVUq01oQzyuiDtOMfHof54YMeD0qjgYDzkME0ZGcOuESp1yHIZciCvRQuLaejqhGlRk3GjLHIQnH0cgQhUhQwmM//sPFQIEDbxm14+x4G9r1VCIKcxMnjiExy5LV9/x3ZI/Q0iC9ISEicfKQd/zDQ2CxRXX1XfRMJhbkYcrPQpiZjHV82qOFPWzALhVpJqLuNwkUTKb1mIdbCTLQpScgPa9GmS09DbTah0GhInDIef09PTLaPXKOO+RzyeKNGvx9XfSOhQCCyVushnX9VghGtLRJEtpQURnSG+rBOKIuJTUhISJwbjNqOXxAEDbASUPfd51VRFH8qCMI/gQWAo+/U20VR3DZa6xgJIkZ8Nt4+94tCp0UMhvD6/SgN+mg2zJFoE22kzZ+FGAoiV0cMvRgOI4oiqXOmE/R4kSkVaGyW6IPAkJWBUq8j5PWTUJiHIAioreYY/7tco0ZtMePrtkfHdGkpyBQK5EolafNn4u3qBlFEY7VE9YK0KUlknDcfv92BQqdFkxy/YbyEhMTZzWi6enzAYlEUXYIgKIHVgiC833fs+6IovjqK9x5xlHpdxCD7/TStWBfdcfc2tZIyq5yE/Jy418kUcujrfiWGwtgrD9CxZQeIoLaaSJ0zA4X2UN6vTC5HmzR0br9cFUkHbd+0FW9HN/rsDMzFBVEj3r/WI/F12WlZvZ6Qx4sgk5EyZxrGOG8rEhISZzejZvjFSIVDvyNc2fdf/KqHM4iAu3eAm8VxoAZtkg13cysBVy+61CS0yUkRo38YPkdP1OgD+Lp7Iiqdx5FNo7FZSF80j7Dfj1yrQTbIW0c/oihirzgYDUyL4TBt67egsVlHRSFUQkLi+LDb7dx1113s2rULQRB4+umnmTVr1ojeY1SDu4IgyIHNQCHwF1EU1wuCcC/wC0EQHgA+BX4oiqIvzrX3APcAZGdnj+Yyjwm5UolMqYzk2PdhyM6gbeNWepvbALDvrSB98VwUOi1ytRpFnxsnHAhEWjeqlJjG5BMOBAkHg/h7nMdl/OUq5fCzCUQRf48jZijsD8R8DwkJieHj6/VSuXYP9uYuzGlWxswuQ607cdnzb33rW1x44YW8+uqr+P1+entHvn/HqBp+URRDwCRBEMzAG4IgjAPuB1oAFfAE8APgwTjXPtF3nPLy8tPmTUFp0JMyq5zWdRsJB4KoLSZUJiMdmw4VXZhLx9C5Yw++ji4UBj2ps8rRJieiSjCiMiWgz0zDvrcSMRyp+nXW1JFx3nyUuqFLvf09LjwdHRAKo7ZZ0RyR1z8UgkyGuaiQ1o6N0TFDTubAfgESEhJHpXF3Le/+5mVEEYK+AAq1krUvfMol37+OjLHx3b7DweFwsHLlSv75z38CoFKpUI1CMeVJSecURdEuCMJy4EJRFH/bN+wTBOEZ4HsnYw0jiSErHZXlPMJeP0qjnqDXhyCTIYbDKA16gi43vo5IlW/Q5ab1881kLJlPoMcVCdjKZWiSE1HotIQDAXobW/B1O4Y0/AG3h+aV6/A7ImJqMoWCjCULjsn46zPSSFs4m6Dbg0ypRJNkHdXevxISZyO+Xi/v/uZlAt5Db8vBviLNd3/zMrf/9ZuodMfX96K6upqkpCTuuOMOtm/fztSpU3n00UfR60d2gzZq6ZyCICT17fQRBEELLAH2CYKQ1jcmAFcAu0ZrDaOJymBAk2hFrlajSjCSWD4RBFAmGPAdoXQZcLrwddlp/GQlHZu346qpR2Oz4G5owtftwDKuhKOFP3zd9qjRh0hlsLcjfovFwQj7fbgbmunYsgNH5QHC3gEeNgkJiaNQuXYPg2i0IYZFKtbuPu65g8EgW7Zs4d5772Xr1q3o9XoeeeSR455vMEYzjz8NWC4Iwg5gI/CxKIrvAC8KgrAT2AkkAg+N4hpOCoIgYCrIJevC8zCXFqHPTIs5rk1NwlldF/2sSbTSvXs/YX+AoMtN1869A8qugl4v7qYWnHWN+F0uhDhdfeKNDUXPwTp6qqoRQyG87Z20rNtIUDL+EhLHhL25K7rDP5KgPzhoz+vhkJmZSWZmJjNmzADgmmuuYcuWLcc932CMZlbPDmBynPHFo3XPU4kgk6GxmgkHQ/Q2t2Iak4+nrSOSNZNgwFlT33eiQDgYjL1YFAkdFmQN+fy0b9yGq64RALlOQ/r82RiyMnDVR8aUCQa0SbaYacKhEL5uByGPB2WCEbXpkDy0GArjbmiOOT/Q48LX2YVfJkNliRSQSUhIDI05zYpCrYxr/BVqJeY063HPnZqaSlZWFvv376e4uJhPP/2UsrKyE1luXCQH7wgjU8jRpSbTsnoDaqsZuU5D5/bdWMeX0uVwgCgO9KvLBFSHVdD6uu1Row8Q6vXi7ewmefpkEsbkIYbCqC2mAWmYzuo62tZHdgeCXE7G4rnRil9BLkOfnR5T9KVMMOKoqsHd0IQuPZWUmVNRaCXjLyExFGNml7H2hU/jHhMEKJo99oTmf+yxx7j55pvx+/3k5+fzzDPPnNB88ZAM/yigS00mY/Fc/D2RhgqIIj2V1VhKixBDYTSJVixlRfRU1yFXKjHmZREKHdbGLY4DUQyHkGvU6NNS4t4z4HLTvvlQZpEYCtG9txJNog2hT6YhITebsM9Pz8Fa1FYL2iQbXbv2ARGhOV9XN4qMtLjzS0hIRFDrNFzy/esiWT1hkaA/iEKtRBDgku9fd9yB3X4mTZrEpk2bRmi18ZEMPxD0+ehtbsNd14jCoEOfmY7uBDpjCX0a+hqbhZDPT+KUCXTt3ENPdR1J5RMJen04KqvRpacQDgTp3LGX9IWRBs2BXg8hfwC11Yyvyw5EMniOVs0rhsMDmsKEfN6+h0hfRa9BT+KUCVjKivC0d9Kyan3M+eFQbA/R4RBw9xLs7UWhi18tfCbidXnwe/xoDFpUWqkvgcRAMsbmcPtfv0nF2t3RPP6i2WNP2OifLM55w+/ttuOqbSDk8aIyGbFXHKS3qZW0BbNRGU88hUquVmEpHYMhJxNBJqDQaPB2diGGw7hqGwBQmRJQm02IoohjfxXdeyow5mVHxNxUKnQZqWgs5iHvozToMRcXYN9XFR0zlxYNCAALgoBCq0VlNCJTKaPy0AqdboDe/9HwtHXQvHIdIZ8fuVpN2vyZp0UryeMl6A9Qu+0gG17+jK7GDlKLMplx7XwyxuZImkYSA1Dp1Iw7f8qpXsZxcU4bfr/TRdOy1YT6MlsEmQxz6Ri6d+/H73CMiOHv5/AcfY3NSuaSBXg7OhH6dvMKnZZArwd7xUGAaBaQXK0ioSD3qPMLMhmWsmI0iTaCvR7U5gQ0QxhhtcVExvnz8bZ3RgLTSTZUhuErdYb8Ado3byfk80c++3x0bN1J+uK5yJVnljZ5Pw27avjg969FP7fsb+C/D7/EFQ/cQlqxpGkkcfZwbht+uyNq9KHfXRJCkMmQjWC1nCiKBN29IJNFHwD9riCI+Od7DtYiyOUoDXr8dgcJBbnIVEoEmYyAq3dYQVeFVoMxZ/gGSmMxH/VNYjDCwWBMwxcAf48TMRiEM9DwB/1Btr2zfsB4OBTm4Mb9kuGXOKs4pw2/LJ6BEmTYJo1Fk3j8KVmHE/L5sVccoHvXPgSFnKSpEzHmZCHIZQR6PYjhMK1rN+Bt7wIBbBPG4rea8XZ04ndEgsP2fVVkLpmPxjYyaxoJFFoNpuJ8undXRMfMRYUxSqNnEgFfAHtLd9xj3Y0dccclJM5UzmnDr7aaI37x/QcA0CYnoc9MRZNoQyY7enFUwOmONDUXIu6bft2baFPzHicgEPL6MBUVANDb3IrCoMfb1kH3nv2YigoiRh9AhK7d+0gqn4TzYG30PmIoRG9L+7ANf8DljjZbV9ssMamix4Pf0YO3y46gkKO1WVHotJGitaJCFDo9ntY2tKnJAwrXziQ0eg3504rZ+eHAbIqcyYWnYEUSEqPHOW345SoVtknjMORmQziMypSAXD08F4/f6aJx2WqCfb1uVaYE0hfOQWnQ0dvShqe1DTEURmU146priLqU1FYzIY+Hzu2Rsu5+obZ+xGAobjrncAm4emlasTYq76Aw6CPN1o/T+PvsDho/WRn15WtTkkmdOx2FRo1Sp8VclI+5KP+413u6IMgEShdNpOrzPXgch9QQbTnJZE0487+fxOjQUNdMe2sHSSmJZGaPzMbnD3/4A0899RSCIDB+/HieeeYZNCNcXHlOG37oS5U8DreOt7MravShf1fchVyjwu/ooXtvJYgitoljY+IIvi474cChtElveyeGrHRc9U0AqKwW5Fot1vGlhINBnNX1CHLZsFU0vV3dMZo+QZcbb0fXcRt+T1tH1OgDeFrb8HfbUQxST3Amk5SbwpUP3ELT3nocrd1Ys5JIL8kiIdl8qpcmcZqxe8c+Hrz/dxysqkGpVBIIBMgvzOWBh7/L2Aklxz1vY2Mjf/rTn9izZw9arZbrrruOl156idtvv33kFo9k+EeccCiMq64humsfIM8AHC7I5u3oQpOcSFL5JAJuN2qrmebP1kROEQSSpk3C39OD6jD5BYnRw5KRiCXjzE1JlRh9du/Yx53XfQtPX1MjnzeyMdq7q4I7r/sWT7/86AkZ/2AwiMfjQalU0tvbS3p6+ois+3CkZuvHicZmRXHYLlxlSkBjtSJTyBHDhwy7GAzFNFZXW834e5xYJ5Sh0GlRmRPQp6XQtXMPglxG57bdh54Looh9XxWGrEyUw0wt1VgtMQ8JhUF/QoFqbXJijPtLm5KM6jgzgSQkzgYevP93UaN/JB6Pl5//6HfHPXdGRgbf+973yM7OJi0tDZPJxNKlS497vsE453f84VAokj0jhlEajcPuaKUyGshcPA9vVyQwGwnuRipXreOKaV75OQD2igOkzJyK3+lCppAjUyjxOxyEQkGs40vx9zjp2rUPjc2C0mgkHIh9QwgHAjgqDkBBLroh3CtBj5eAy4VMpSJt4Wx8nV2IoTAKvQ5EEVEUj6sISW02RWoODg/uas6M6kQJiZGmoa6Zg1U1Q55zoLKGhrrm4/L5d3d389Zbb1FdXY3ZbObaa6/lhRde4JZbbjnOFcfnnDb8oUCA7j376d61HwB9VjpJUycOW3pAadTH3YkrdLqIj94fQJlgwO92o9Bo6Nq1l5DXh0ypxDZpLK76JkJeLwn52fi6HLhq67GOL6Fj8w4A5EYj8tRMWho7sPsaSBOUmFMH7t599h6a16wnYO9BkMlInjEFpcVM6+rPCfREJJ1TZpVjzMk6rp+TypQguZokJID21g6USmXUvRMPpVJJe2vHcRn+Tz75hLy8PJKSkgC46qqrWLt2rWT4RxJflz1q9AHc9U0YsjNPSHNGDIfp3lsRlWOwTR5Pb2MLMoUiGuQNBwJ0760kde4M2j7fhKOyGmWCkaRpE1EaDcjVarwOF9X7Wtn0+zejc6v1Gr7ww+tJGZMRc09nbT2BvuYvYjhM24YtJJZPihZYiaEwbZ9viaR2HkN1roSERCxJKYkEjtKnOhAIkJRyfHGi7OxsPv/8c3p7e9FqtXz66aeUl5cf11xDcU4b/rB/4FM73thwCLh78bR3EPL4UJtNeNs7CfZ6EANBFFptjBwyQNDdi0KtIvP8BQQ9HhRaDXJ1xIUiV2twe3vY9Oa6mGt8bi+rn/+ExbctRGtOOFT5268C2ocYCg/orhUOBgn74wWaJSQkhktmdhr5hbns3VUx6DkFY3KPO7VzxowZXHPNNUyZMgWFQsHkyZO55557jne5g3JOB3dVpgRkh/v0BQH1cQQuQ8EgHVt30rpmIx1bdtC5fXdUX0eh1+Fp60B/hNyxqTAfhU6LXK1CbTZFjT6ATCmnuyl+F5+Wika6a1tp+OQzvF2RSlPDES4cTaJ1QABWl5osNVaXkBgBHnj4u2gHkVDRajX87y+/e0Lz/+xnP2Pfvn3s2rWL559/HrV65GNqo7bjFwRBA6wE1H33eVUUxZ8KgpAHvATYgM3AraIoHt82+wRRJRjJWDwPZ10DYiCAITvzuDJgAj3OqGunH5+jB1NJIWEBkmeVAyJKowFvewfa5ET0memE/H4EmXxAQFltTkClj/+HJZPLkMkgFAzh7ehCodWgS00mbf5MXHVNqMxGDFkZCHIFKXOm09vYjMpiwpCZPuzAtYSExOCMnVDC0y8/ys9/9DsOVB7K4y8Yk8v//vLE8vhPFqPp6vEBi0VRdAmCoARWC4LwPvAd4A+iKL4kCMLfgC8Bj4/iOobkcLG040WQy9FnphNwuvA7epBr1OhSk5EpFMjVagLuSF9dmVKJqbgAT1c3co2G9s3bkatUJE4Zjy4tJZp1I1MqSSvNjdverWT+WER7JwAhr4/adz7GmJOJubSI1KwMxFAYV2MTnVt3IYoiiVMnoE9LRaaQx117yB8AmYD8yK5gEhISgzJ2QgkvvfPkqFTungxGzdUjRuiXb1T2/ScCi4FX+8afBa4YrTWcDAK9vbhqGvB121HodVjGFmMqLqR94zZa126kafnqSJA1LBLocdKxaTsKlRr7/qqIEqejh6bP1sZU2wLYspO58FuXR/t3CjKBsgXjyS20EXT3ojQaCHq8hP0BHJXVOCqrEUURb1c3LavWE3C5Cbp7aVn5Od6OzgHrDodCOGsbaPh4OY2ffIa7sQXxBKQiJCTOJEbqbz0zO43J08afcqN/rN9nVLd5giDIibhzCoG/AAcAuyiK/VHGBiBjkMvPCJzV9XTt2gtEArYytSoi5XDYL8JRVY0xN4ueqmoQReQaFQGXG2NedkR4TRQJuHtRmRJicu214V7mXjKOAErkcgGNSsCQmQpjsnHXN0Xm68Nd34h1fAkBZ6xUMkDA5QKSY8a87Z20rD4kQ9z02VqyLlh4WimASkiMBhqNhs7OTmw221nRYEcURTo7O49Jz2dUDb8oiiFgkiAIZuANYNjOL0EQ7gHugUiK0+lIZNdcHzMWcvcOEF5DDB/6AxMg5PVjLi5ErlHTvmErYjiMvfIAafNnYTgsCKyxWnD0KYcGAbdCjm18CXKNOkYOGUCfmYZMoYipJu5HqR+Ywuk/QksfUcTvdEuGX+KsJzMzk4aGBtrb20/1UkYMjUZDZubwe0acFMeuKIp2QRCWA7MAsyAIir5dfybQOMg1TwBPAJSXl5+WPgiZXI4uLRV/tyM6FvB4SJw0LqafrblkDK6GJhR6HQn5OfQcqEEMixjzsg49JMIi7Zu2o020RjN8dGkp2CaPo3vXPuQ6HUnlE1AlGAFInjGZjq27IiJvOZmYxhREe/2mzJlG9879iIQjXbmSBhrzeLUKSv2ZqaUvIXEsKJVK8vLyTvUyTimjmdWTBAT6jL4WWAL8ClgOXEMks+c24K3RWsOReLvtuBuaCfv96DPS0KYk4et24G5oIhwMRsaSE4/p9c9UkEPQ7cZV24DKnEDy9ClobBYyl8zH53Ci1OlQWUyIwRDB3l66d+9HDIcR4uj9h33+aMN0b7cDd2MTYZ+f1LkzUNsshNweOnfsIRwIoM9MJ23+TML+AAqtpq9Tlxt3UyuCTECXkQqIqBKMyOIEbjVJNhKnjKdzxx4EmYzEKRNQW04syD0a9LTZaT3QjN/twZRmIykvFfUZ0tBaQuJ0RRhOUEAQhKviDDuAnaIotg1yzQQiwVs5kSDyy6IoPigIQj4Ro28FtgK3iKLoizdHP+Xl5eKmTQMbZBwLAZeb+o9XEOr19i+QjPPm0bLq80Oyw4JA5tIFaBNtxzR3OBQi6PEiVyoH1fN3VFXTtn5L9HNCYR5yjYbuvvgAgG3SOKxjiwm43dR/dPhaIf28ebSu2kDI5zu01iUL0CZF1hoOhmhbvxm5Rk1PVU1UFVSQy8lcuhDNII3UA+5eEISYnsCnC+01rbz765dxdx0qUBu3ZArTr1+A1nD6rVdC4nRDEITNoigOKP0d7o7/S0TcNMv7Pi8kErTNEwThQVEUnz/yAlEUdwCT44wfBKYP874jhs/Rc8iQRhaCz+6I0ZpHFPF12Y/Z8MvkclRHKY4y5GSi0Kjx2XsQ5HJ6m1vxO3qwjC0m7A+gtpgwZEd8dH6784i1gr+755DRj661O2r4A243zpp6zCWFMVLQYiiEr9s+qOE/EXmK0SQUCLL17XUxRh9g18dbyJ5cQN6UMadoZRISZz7DTedUAKWiKF4tiuLVQBmR1MwZwA9Ga3EjiVw5cCcuizc2SkVOcqUSfWY61nGR+HZvcyve9k66d+/HcaAauVYbfVuItwZ5nObvhzeElykUkc/CwF/pYIVbPnsPjqpqeg7U9rWJPH1wd7uoWrc37rG2qqaTvBoJibOL4Rr+LFEUWw/73NY31gUMrVh0mqC2JESNLoA2JQlNogVz6aGdoy49FW3S6Dfh0KQkokk69FZhHlMQU0SmNidgHV8as1Z1ogVzWdFha01Bk2iL6AGFwyj1OlJmTMHvcKDPOtS4wZCbhSbOG4zP3kPjJ5/Rtn4LrZ9vonH5GgKHdRQ71ciUclSD+PLVkptHQuKEGK6rZ4UgCO8Ar/R9vqZvTA/YR2NhI41MqcQyrgR9VgZiMITKZESuVmGbUIYxJ5JdozIZ4+6sRxqt1ULqnOn4uuzIFApUiRYUykO7cplSGXEN6XWIwRBqqwl1ghHb+FKM2ZmEAwH8Theu2no87R0oNBrMY4vRZ6WjNBkJ+SLpooJchkKnw2d30NvShtKUgIDY139AxDSmIOoWCnm99La0IcjlqC0m1GbTiH3fkM+HIJfHDTIPhsFiZMrls1n3r2Ux4zK5jLTi4aetSUhIDGS4/xK/BlwFzO37/CzwmhiJDC8ajYWNBjK5fICvW6ZQnLBkw/Gg1OsG9a8HnG7aN27D0xrJM5Zr1KTOm4EuOQlRDNP02TrEPoNtyM7AZ3fg2H+ApPKJqA/TzRfDIl2799G1Yw8A1gllkWKzvg5hpuIC3PVNBHs9qCwmNEmJtK3fiKCQk3HevGOOdRxJyOujp7oW+/4DKI0GbBPLjmnO4vnj8Hu8bHtnPaFAiIQkM/O/tJTk/DOnNF5C4nRkWIZfFEVREIQ1ROqIwsBGUarvHzW8XV1Row8RA+pt60SXnISrrilq9AFcdY2YS8bgbmgi5CtBcVj1nt/ppGtnxE+uspjwtHVEjT5AT2U1CYV5OCoO4O92RCWpxWAIV21D1Egfb/cud3MLHVt2ApGq5uZuO1kXnTfsgLLebGDGdQsomT8Bv8eHwZaAziQpjEpInCjDMvyCINwFPAAsAwTgsb5snqdHc3HnLPEeqf3PWTEc5yBokhMR5IP/OgVBgCMqikXEyG+zj8MznPp1fxyVB/E7nJiKCtBnpCFXDt9d09sSWxkZ8vkJuNzHlEkkCEJUr0hCQmJkGG5w9/vAZFEUbxdF8TZgKmdINs/pTsDlpre1Hf9hGjsqmxn1YfLQMpUyGgw2ZGcgyA/92vQZaSCAMTszapTDwSDezi7C/gC2KeOBSLcxbWpyjKFPyM+lt7EFAKXREE0XFWQyDNmZNK9YR09VDd72Tto+34y3vWPAWofiSIlrQaFAcRrWC0hInGsMd/vWCRye7+fsGztn8TtdhH1+FEY9iuNslNDb1kHzZ2sJ+wPIlArS5s9Cl5qM2mgkefpkvO1diOEQaqsZXXKkB6c2KZGMxfNwNTQhUyoQBBk91XUEepxoU5MIuNzY91TQc7AWAGNhLumL5xLy+lAmGNAkJxJ09yJXq5Cp1ZEG7oKAXKsm7PFGMojMJsLBIEGPJ7pW67hiWtZsJOz3I1MoSFsQWetQ6NNT8ZcU0nOgFrlGRfK0yaiMx9760ev0EPD50Zr0KI7hjUNCQiI+w/1XVAWsFwThLSKOiMuBHYIgfAdAFMXfj9L6TktcdY20rNuEGAyiMieQOmf6MWfBhAJBOrfuJOyPZMOGA0HaNm0na+kC5CoVGosZzSDdwORaDfZ9VTEKoIIA3o4u3E0tUaMvUypRarU0r/wcMRhEaUrAmJ1J1849WMYWE3BFpCYQIh3BLONKohW8PrsDQSZDDIfRJifi6pO6gMgbRdvGbWQtXThopTJAe3cPO5o7qaxpJcGSwMTGNkosZjSa4T0ofb1eajZXsvHV1Tg7HOROHcOUy2aSUnhGC7pKSJxyhmv4D/T9129p+h8AxtFY1OlMwOWm9fPN0QCr395Dz8EakqZMPKZ5xFBwQN580N1LOBg8akqpUq/DVJQfVe4EMBcX0rp2I4bsDORaDYbMdFQWE53bdkXXGnD0EHA6kff19+3e3ddoXgRH5UG0KYko+9o4qkwJJM8qp33DFuRaDf7WjjhrDSEfxIZX7jvIfff8mPra2GKr+374ZW68/Uq02qO7fKo3VvDp4+9EPx/csJ+GnTVc9eCt2LKGftuQkJAYnOEa/veAHwG5h10jiqI4YTQWdToTCgQIB2Jr1ryd9mOeR6HRYC4upHP77uiYqSCXkNePUjd08FOQySKqm1YLPkdPpMeuwUCw14NcrcaYnYmjqhrTmLzoG0U/AXcvCp02RtYh+t28h4K7giCQkJuFNtFKOBTCbWmic9uhtZpLClDo4ut/e70+/virvw8w+gB/fOTvlIwdw+z504b8jr0ON5//Z8WAcb/HR/O+BsnwS0icAMM1/C8A3wN2EUnnPGdR6vVoUxLxHLYDNhXmHtdcCYW5yDUa3M0tKHU6Ai43DR8tJ+P8+UfNd1fqtCjzc6Kfw8Eg+sw0woEA9v1VQKQ6V5Nkw9t+KByjTbLRva8S05j8iH+oz10kKOSoLAPdVf0N2uVqFQqtlt62drSJNnQZqYOmeB6oqGbVss8HXfsn7688quEPeAO4u+IHkV1dPXHHJSQkhsdwDX+7KIr/HdWVjAJBny/i29aPXO63XKUkedoUnPUN+Dq6MeRmoU9POep1IZ8/0ttWqSQcDCKGQgiCDIVei6+jC7e3KZpj72mJGNegx4cYDsWkP4YCAQiLiIgIggwxHEKuViNTKEicMgFX/aH2Bp6WNkxj8tEmJeJ39KBNTQIRdMlJ+J0uUmaX465vQpDLMeRkobGaCfp8CAiRgO9hGj8KjYaE/BwSDnvYDIbTObT0w8GqmqPOodGryBibQ+Pu2gHHEnOO/vOWkJAYnOEa/p8KgvAU8CmRJuoAiKL4+qisagRw1TfRtWsvIZ8f05g8jLnZI6ZEqTIZsZlKj34iEA4EcNY10rVrHzKVAuvYEhwHagnYHeizM1AZ9AR7PTHXyFRKnHUNdO/aR8gfwFRUgCE3k4C9B1efoXbXNaIw6NBnpBHy+TAXFaAyGtCmJMXs5B2VB8lcugjbxDLqP1yBr9uOKsGAt6KbcCBA0owpeNraQBRpWrGWQI8LfXY6YiiMITMdXXrKMRdvJSZaUCgVBAMD3UkA5TMGj4eIoTDuxmY6tu9iwuJxtFY2EvQfmidzfC5pRZJkg4TEiTBcw38HkbaJSg65ekTgtDT8nvZOWtZsQAyFAOjcthu5Wo2p8OR33fH05cD307J6A+aSQjxNLTj2VZE4dQL6zHTcDRF/uFyrQZlgpHn5mmh3rs6tO5GrVbRt2Iq5uAD73koAgh4PgR4n+sx0HJXVJE4eh8ZqIX3RnGjDF+vYYjQ2M4JMhjE7A19Xd0SrB1CZE+htaEauUdG2fjMhb+SZ7th/AMu4EppWrSNr6aJBJZ0HI68whxtuvYIXnn51wDGFQs7882YP/vPq7KJ5VcRNJPPUsOSORdidAdzdbtKKM0ktykBvPedyCiQkRpThGv5poigWj+pKRpCA0xU1+v347I5Bzh5d4vW2PVw2wdveiYhIyuxpyBRy1BYzvS3tMX17ZRo1QV8IbU4uolyJTKWMBm1DvkhevauuAcu44oj8c1pKRNcHEZlcHp3HmJdFOBii52ANaqsFfWYa3vbOiLDbgViXit/u6Is7uFBoNfgdkT4CKrPpqNW7crmcW++6Foe9h/++/lF0PMFk5Be//xHjJw3+tnR4s/hwIAhNdeTNmobLHaK1qomeVjupRRmkFKYfUxWxhITEIYb7L2etIAhloijuGdXVjBAKgy6ag95Pf6/ak43SEMe9dFjbRYVOh73iALbxZdGdtdLgjrprFAY9gsHKzv8s70ufVJK/aBL+1kbCPj8ypQIxHEKXkRqjfinIZRzpoFHodFgnlKKyJNC1cy9tn29GrtGQlJ4a8zCBSDpnoMeFXKOmacVafF3dAJiKCrBNHDuoxn8/aRmp/O/D3+X6266kobYJrVZDcVkh6ZmpQ/+8jnDHyXU6qnc2sO7fK2LGF3/5EkoXHVsKrYSERIThtl7cCxQA1UR8/AInMZ3zWFsvhsNhXLUNdG7b1efjz8dUlIfKePKNf8jnx3Gghq6de5EpFNgmleE4UIu/MxIYFkWRhJxMdGmpCDLh0Ppr6unYtgt1ajr7390QM6cgk1F8UTn+jjYS8nMIuN1YSouG9XDzdttxHqxFDIVx1tYT9gdInDYJ0R+g52AtAbcbY3YmapsVhU5DOBCg7fMtMXNkLJkfrSQ+EcSwSEdtK+3VLYgiJOYkY82y4a5ronPbTkBAW1LGmw+/jBiO/TtVqJVc98idWNJOTEFUQuJs5kRbL154HDfMAp4DUojEA54QRfFRQRD+D7gb6Ffw+pEoiu8d6/xDIZPJSMjLRpNki2T1JBiRxWlufjKQq1VYy4ow5mYiyGQoNJHiqnAwRCgYwt/Zhbu5lZDPjy49BYVGg0wmQ221kDxjCvb6jgFziuEwMr2epLxJhAORDKGe6jr06anRVoxH4u3swt/jomvHHgIuN4JCgaWsCPueCrztnRFjn2RFl5aMKAhokxMRwyF6mwamToYDoTh3OHYObtrPh39845BRF+C8e79A8bxxGPreDKq3Hhxg9AGCvgDONodk+CUkjoPhyjIPzKk7OkHgu6IobhEEwQhsFgTh475jfxBF8bfHMecxcbQ+uCeTw4uy5Go1cjU491TQuTUiW+wArONLsU0oI+DupWnFGoLuXtSZg6RPhkK4G5oju/Y+VU373goylywc0F/AZ3fQsm4zapMxWi0sBoPY91dhyM5An5mGvaIKhUaDIMjwtLajS0mia8ce9BlpMW4zhV6H2pzAieJo7WbZ4+/GGnURVjz5Hsn5aVgzEwkFAggB/6BzqAfp0CUhITE0oxYdE0WxGWju+39nn7vorBFZCfl8hPwBFDptTAB1uAS93mh2Tj/2vZUkFObht/cQdPcCIAv7MWYm4Ww4JHGcNC4ff0cbWps5avQhkgrp7bIPNPydduQqJQFXb8x42OfHkJOJTKnEc4SEsruukXAgiKOyGnNZEWGfD5lKhTFvZNJiHS3d+D2+AeOhQAh7UyfWzEQCThcKn4vkglTaDrTEnJc/vRhr9om7myQkzkVOSlqEIAi5wGRgPTAH+LogCF8ENhF5K+iOc809wD0A2dnZJ2OZw6a3tZ22DVsI9Lgw5mZhnVB2zKqTglyOQq8l5PVGx+R9DxHZYdkqnqZm0kozSJ9SjM/lQZ9sISHdRvOK1ZA4sHOYTDXwVyqoFPg6u7GOL40GaYFIHYHJSMgfQFAoYhq8yHU6woEWwv4A3bv2IcjlmEvHxHT4OhEU6sH/9BSavqbzCgXBrg6mLRlHdWYi+9bsRSYTGH9hOWPPm4JSrSIUDNHV0I6r04nOpMOWlYxCPXTgWULiXGfUDb8gCAbgNeA+URR7BEF4HPg5Eb//z4HfAXceeZ0oik8AT0AkuDva6xwuwV4PLWs2EPJEDLazph5lXz/cY0GuVJI4aTxNn61FDAYR5HKSyiciV6tQWc2Y+/zvAGGvh7Sp41Ae9nBJnj4Ze8VBjCXF9HS6IkFimyGuj1+baMWYm004HMZSVoSv24E6JZFwKEz9+8tAJsM8oQxXXT2Bjm4UBj3G7EwEmUD3rn0AKHTaiITzCGHLTia1OJOW/Q0x45YMG4k5ER0epdFAUvkk2jZsJSdVQ+FXl2LMzsCcGTnuc3vZ/v4GNr22hv4khZIF45lx/QIM1pF5QElInI2MquEXBEFJxOi/2F/lK4pi62HHnwTeGeTy05Kg1xc1+v30Nrccs+EH0KUmkX3RYgLuXpR6XTQrR65QkJCfg9qUQDgYQm0xxRh9IFL05Qmz7In36WqIBID1NiNLv24ivTT2DUmh1WKbMo6mT1dH6hmSk3A63Mira6LneOob0eVko8zLRWuzoLGZkSnkqBKMCHIZ4XCYkD+As7YBQaVEZ7PFfbsYLmqdhkX3XMyGl1dyYMM+ECFnUgEzb1oUba8oCELk52CzEvb5UCYYo7LRAI17atn46uqYefd9tpOkvDQmXDggkUFCQqKPUTP8QqTO/x/A3sP1+gVBSOvz/wNcSUT47YxBodeiTDAS6DnUl8bYJ2V8PKgSjAPSMP1uNx2bd9DbHHlGyrUa0ubOQJucGD3H6/Ky/KkPokYfwN3p5L3fvcZ1D99BQpIZf48Tv8OJXKNGbTFhzM3Cv72HzdWNjMlIjmpqq8wJKA16HJu3A0SawiycjaOyBoVahbO+EdvEMtx1DXjaO9HYLIiBAMbsE5NOSLDomDAtg+IpkZ+fkiAma2z8QJDJ0MQRjwOo+nxf3PEdH26iZP44VIOoh0pInOuM5o5/DnArsFMQhG19Yz8CbhQEYRIRV08N8OVRXMOIo1CrSZ0zne49+/F2dmMqzEWfPbIxa19Hd9ToA4Q8XjztHTGGv7uxnc669oHXujx01LahFEI0LVsdqX4FEqdMQJ+TiSsY5h9f/gk//O6dUcOvS03Bvu9QoDkcCOKqbcTT0ooxNxttShK9zW24auoBcLnchANB1GYzcrWCUMCPXKlCrj42Q+vptOP2CnS02BFFEVuqCXdHN2bDcOMlg3gARRFxQPmahIREP6OZ1bMa4v7rG9Gc/VOBxmomdda0SNOUITpQHTdxiuqOzGWPl9vej1wpx1FZHTX6AJ3bdqHPSCWo09HS1M6Tz7zBD+67FZPbjRAnK0kMhSLVw4ioEow49sVmIPW2tCKKQZwHDxAOBJApVRjzxiDXDK+nriiK1OxpZOUzn8SMz7phPpOyMpDJj153UTCjlMo1A4vJJ1xQLqV6SkgMwampajoLEOSy0TH6gMpqRn2Ye0OmUESbrfdjTrdhSBwYwFSolVjSbNHG6f2I4TBiKITOoCXBZGT3rgq+/I1f8M+VW3ht+XpE62EZQjIBQ04GapsVuU5Hb3PrgMbpGpsVwqFoU5pwwE/QGxv7gEjaq6e9E5+jh8OrxO3NXax5YfmA8z9/eRVdDQPfZOKROTabqVfOjlEPLZo3jvwZh2SlGuqaeef1j3jge4/w6589xqrln+OwS3r+Euc2ksrVEQTcvYS8PhQG3XE3UT9R1AlGkmeW423vJBwKobGZ0aUkI4ZF/E4nhMNojQaWfuNy3vvtq3idEVlnhVrJ0q9fhkoBpsI8ehsP5b4b87KRaTQk6rTc8eUbePTXT+LxeHnjtYiIWuNVS7lgwTSys1JJys0krFRhD6hpr2ghJTcNvdVA0B/A196JymImcfJ4ZCo1feodIAjIlLFplH6Hk5Z1m/B1diHIZCRNm0RCfi6CTKCnzU4ojmyzGBbpae0elua+Wq9l2tXzKJhegquzB61Jjy0rCWVfOmjV/mq+dfePYjqBvfD0q1x1wyV883/uwWozH+NvRkLi7EAy/IfR29JGy+oNhPoySFLnTD9mSeKRQmM1x9w7HAxirzhI5/ZdEBYxFuSQOHEs1/7yDjrr2giHRRLMOly7d1NfsQttWjJpC2bjtzsIBwP4HS6cB2tw1jYwIy+dBQtn8NmK9dH533z9I2QqFd+cNw2NzcLODzeToBcIdHTi2tWGz2rFp07ANiUTf2eko5dCp8eYP4aQ14tco0Whi62UdjU24evsAiJvHG0bt6JJtKI2m1DrB48HqIY4diRyhZykvFSS8mLF3wKBAP94/MW47R9ff+ldZs4r58JLFw/7PhISZxOS4e8j6PXSum5T1EUS6HFi31dJyszyqHjaqcTX5YjKOwA4D9SiT0slISeThCQzQY+HuveWRQvCPM1tKPU6PB3dBOwOFDotglyGv9uBGvjGDRdxxdUXcLCmEblcTsnYMYyfWobRaKCn3U7Y24u/qz0qIR3o6kKdoaf5YCsaewtBp4uM8+ahNCSgNMTPmQ/0HNGJKyxGFUBtWUnkTy+mZnMlqUWRmoGWigaSC9NHpMNW7cF63n/r00GPv/LC25x/wXwUkrSzxDmI9FffR9gfGNAJy9vZTTgURC479ZWgId9A/3nwsHqCkM8fUwUMkfUrVEoCRDR2+rXuZUolQZWBAy+tIBgIEhBhz9Y2clNSMZYa8Hv8yOWymL4BAEIoQDgceQj67T2EA0HkqsHjHPqsNHoOVEc/K01GlAmRjB2lRsX0a+eTXJBO1bo9iGGRqVfMJndqERrD8ALEQ9Hb6yUcHrw9dFtLO36/XzL8EuckUnC3D4VOiz4rNi3TNCYPufLUG32I5PsfrrcPxASAFQY9uiN6/yYU5Ea1/31ddnTpqVjKikgoLkQQRVIKUhHDIqIo4nN5+OjPb+HudmKwGvF6Ash1sQY4rNKRYDUgUylJKMhDoR3aQOtSkkhbMAtjXjbWCaWkzZ2BQhNx44QCQfYs387n/15OR00rnXVtbHhlFXuWbSPgCww573BISrZiGkJMbtb8aWh1J/6AkZA4E5G2O33IFAoSJ41FbTHR29pGQk4W+qz0k3b/cDCEKIbjPmhCgQAKg570xXPpOVBDyOfra6J+KNNHrlCQNHUiTls9vW3tJORmR3rmpibjbmol5PWiNifQsmYjiJEs98kLinG09+Bsj3Qnc3c66W7qJHNsLqlluYScLpReF2LAR9icTFNFEx01baQUpGKwJNLR0Ebtpkqa9zeQVpJF7pTCGDeNq9tNQ0UbLZWtaAxacuR60oxGZHIZXQ0d7Hj/UJ8BjVHL2POn4Opw8P7vXyN3cgHZEwswp8VmEw2XtIxU7v32HTzy00cHHFMo5Fz0hfOOuZewhMTZwrAasZxqjrURy5mGp62Dzp17CLo9WMqKMGRnIlcpCfr8uGrrse+rQmHQYxtfgjYp8egTHoa320737v2E/AEQw7EqnDIBh9zC+tfXRYeu+OktJGfZ6NxTiaepGXVKMkGtiY//8g5e5yF1T5VWzcSLp7HxtUOSCWqDlst/chNJuSm4u5189NhbNO2pO3Q/AS7+7jXklRdRu+0A7zzyn+ih6dfNZ9NrqwmHDrlnLBmJXPI/12JKGShGNxy6ux28/PybPPHY8wT6YwtJVv7vke8zb/HMU9ajQULiZHGijVgkRgl/j5Om5WsI9yljtq3fgkytwpiVgaellfaN24BIL9qmzi6yLzoP5TD7DIR8PlrWbCDgcKK2mJAd4Y8Xjqivs2YmYs2wYd9fhbPyAADhxiZaPV0xRh/A7/Fhb+7CYEvA1RnJi/e5PFSt20NSbgqtVU2xRh9AhDXPfxppmG4xIsgExLBIWkkWddsOxBh9gO7GDpr21kXvZ7AloDUOXxLaYjFx99dv5fyLFlBf24hKpaSwKJ/k1GN7eEpInG1IW55TTMDljhr9fnwdEelkT1tnzHjYHyDgOqJ5+1Bz93oIOCKaQr5uB9qUpL5q3AjqzEz2rIpUvlozEzn/a5ehUitw1R9KgVQa9DTtb4w7f3tNK5aM2MKyuu0HCQVDODviN7d3tHbT6+jFmpnI1MtnR+6dlUTbwZa45zftq+etn7/Iyz98mtd/+hy12w5wLG+pMpmMgjG5LDx/DrPnT5eMvoQE0o7/lKPQaUEmxGTQqPqCkuojaggEuQz5UQKqMXNr1Mi1mqiaqKPiACkzpiIKYiQwq9ay+CvJCDIBa2YiWqMOMRxGm5yEszrSdC3Y6yEpO4nWqoH58OY0K/bmrpixlDEZyBXyqMLmkWhNejQGDTK5jPFLJmNONdPZ2Ik53UpXHO0hlVaN2x5JC7U3dfHeb17h6ge/SHLByYu/SEicbUg7/lOMypRA2ryZyLVaBKUCc1kRutSI3rwuLQVTSSEIAgqtltR5M4fVUB3A1+uj5WAbCePGRiWddalJaJJtmPJz0SYn0Wt342y342xz4O6OaPoLMhmWsiI0KUnINWqMBbmULRhL3tTCmPllchlJeanYmw69lcgUcornjQMgpTADU+pA3/zUy2dRv7OG1gPNhP1eUjM1jC1PYdoVMwacqzFGHnLh4KEev+FQmOYjNPwlJCSODSm4exrgdzgjDdf9fnSpSWiTEqMZJ2JYJNDbi0whj6ZCHg2P08PODzcR9AVQalUkJBpJykxECHgQgyF0qcnU7Wvikz+/HXWbyBRyLvrOVeROGQOAt9dDb10jXdt2IYZCaJKTcCsMrH91DckF6YxfMgW5SsGODzbRUtFAWnEW45ZOJb3kkER1V0MH+1fvpHL1bnQWA1nj86ndVkX7wRZUOjXX/ORaZEEnIa8H5Eq6e2Ts+nQH9uYucqaMQaPXsPWd9TGGH6D8qjnMuG7BSPzoJSTOaqTg7mlK0OOledXn+B2RAGn3rn1knDcPXUqkn6wgE465aXz7wSYcLV1UrN4dHTOnW5l9eTnBhlq6VUpccnOMrzwcDPHp4+9w3S/vxJhkQvD76dyyI6oU6m1rJ2VqGtc/chdKrQq5IqLomZiXis/lRW3QoFTFpqKaUi0UzizDnGbD3+ujraqJ9uqIL3/MrDKa9jeRUphGZ6cHCGDJSGT8+ZMwZSRhSrbwyeP/HWD0AcnNIyFxgkiG/xTjc/REjT4AoointT1q+I8He2t3jNGHiH/84M4G8jN1BN29JKQOFKDzOj3YW7owJpkI9noHyEP77D1YSg7FGJr3N7Bn2Vaa9zWQVprF2MWTSC2KNGcJ+gPs+ngLa19cFpWQNqVamXXjItb9azlKrQqPN8QbD7+Kvzcik6FUK5lyxWwElQpbVjJTL59F0756PPZD0g+liyeSOmZk+x+cCOFwmI6+IHxisk1KEZU4I5AM/ylGphiohX+ics+OIwKu/TTsa2DMjMV427tRafWUXz2HgMcPCLi7XRxYvxdFXztFe5cbmVZL2HNIxsIXVuDs6MGYmEBzRQNvPfQioUBkR+5o7aZyzR6u/r9bUchEnC1diF4ftqxEOmojQVtHSxdNe+tJKcrAnG5lw39WRo0+QMAXYMvb67jou1cDkJSXxtU/+yKtB5rwubyY06wk56ei1p8eFbd7dlXw9ivv8+Yr7wNw+TUXcfm1F1I2vvgoV0pInFokw3+KUZtMWMqK6d6zH4gEe0+0qXk8w2jLTiZzfC7v/em/UWOdM6UAtU5DxerdJKSYmXPr+Vgzk3B19fDRY/9l6qVTMZktCEE/IY2BDf/dxOTLVRhsRvZ9tiM6Tz+phWm0btlL27ZDTVvKphWzOwyd9RHjX7utivl3LMXr9NDrOELEDQh4/PhchzSHTCmWYyrgcttd2Ju7kCvkWDMTUWlHR1p7z8793H3Td3D2HEqv/fezr/POGx/xxIu/Z+wEyfhLnL6MZs/dLOA5IIVIj7wnRFF8VBAEK/AfIJdI68XrRFHsHq11nO7IlAqs40rQZ6VF2hmaEiIpnidAYk4KSo2Sghkl0b6zGoOGDa+sijmvdssBxp43GbVeQ0+rnZ0fbaZwVilel5deh5tVL65EZ9KjMeroamwHEXrtLkKBEC0VA3P7c8fn0rY5tiNW+9b9FM8oZW2f4ZfJZMiVCpSKwV0ivsDxafU07qnlk7+8jaszUruQVpLJgrsuwpZ5/G6zeIRCIV576Z0Yo9+Ps8fFa//+LyVjC5HH6WwmIXE6MJoOySDwXVEUy4CZwNcEQSgDfgh8KoriGODTvs/nNDKlAm2iDX1aygkbfYgY59k3L6Z220F2vL+RqrV7cHc54557cON+ciYXABEXUXtlPVqDFr01kjba63BHOmL1ufvVBi0KlYLUooF+dhnx1TCFw3rj5k8vJrkgDXvIizFlYBN1nVlPp9tJMDiwSctQ2Ju7ePc3r0SNPkDzvgZWPfMRfq//mOY6Gm0tHbz58vuDHn/zlfdpaxleFzEJiVPBqBl+URSbRVHc0vf/TmAvkAFcDjzbd9qzwBWjtYZzFZlCzsqnP8LT50oRRXFQxctwOJK734+/24HX1UvZookDzk3KS0WuVBDwBTCn2VBqj4hFDLLDFftSUzPH5VKyYAIBOTz+p2fRjksj4bBcf0NiApYZefz213+jIU4DlaHoqGnti1fE0ri7FntjZ5wrTgQRcQjJZzEs4hsBhVEJidHipPj4BUHIBSYD64EUURSb+w61EHEFxbvmHuAegOzs7JOwyrMHZ4cjJlXT09OLwRpfoji/fAw1W6oAMNiMqBWRIqmKNbspv2oOnXXteJ29JOWn4e/19j1MwhzcsJ9xS6bgcfRib+4ktTAdS7oF+YR8WnccjM6fNXciJBg4/+uXkZBkIbkglZqDdVTsO8Avdj3GBRctZNzMQhChoraWdx/6I8FgCJdroP9/KEKhgWmfgiCQOaeYz9ZtYOMft2M06pl/3iwmThmL2TLwbWO4JCYncvHl5/P2ax/GPT534QzWrFhPckoiOr2WpoYWtm7ayapl61CpVCw4fzYTp44jMen4lEclJE6UUTf8giAYgNeA+0RR7DlcClcURVEQhLgVZKIoPgE8AZECrtFe59lEvNz3xr11lC2exN7l26MPhYzSbFIKM1DpNCjUCoyJJgxpRhLSbZhSrWx7Zz1liyaRUpBG5ed76axto2zxJJRqNblTC/n8pRXkTysmd+oYbOkWfFX7MFhMmC4qJxwWUNss7N9Qwc5nl6E2aJl29RzMaWbMFhMpKTYa6lt4/91lvP/uspi1mswJWBOPzSjaspKQyWUxQm8554/j0aeeo6WpLTr2yotv84WrL+A7P7oXW+LxqX4qlQquu+VyPn7vMzye2OY3Go2akrFj+NXPHqOotIDEZBvf+9r/Ubn3QPScN195n/mLZ/GTX36H1LTk41qDhMSJMKqGXxAEJRGj/6Ioiq/3DbcKgpAmimKzIAhpQNvgM0gcD6nFmQPGWisbSS/J5Av3X0dPW0RA7cCG/ax4KuKrlslllF81l0B2Ekq1ihnXzefA+n1UrN6Np6eX7Al5lF85J9rbNntSPgqVgv0rd1GzpYrE7GQmXTINg02LUqMkIKh548EX8bkjhtHn8rD62U8IeAK4u51cecVFPPbYM3HXf/MdV5OSdGxG2ZaVzHlf/QKf/vW/hENhLFmJfLxmXYzR7+e/r33I3IUzuOiy847pHoczYcpYfvXnB3j5hbdYsyLSV2DOgumMm1jC8/94BYA9Oytob+uIMfr9rFy2jlXL1nHtzZcf9xokJI6XUfPxC5Gt/T+AvaIo/v6wQ28Dt/X9/23AW6O1hnOVtKJMJlw4NWbMlGohJT+VYN1B1FoVK//5MfU7DrVFDIfCbH9/I8E+33TT3jq2vLUOV2cPoUCQ6s2VrH72YxxNrQRcPdgbO1n93Ce0V7cQDoZoO9jMx3/+L93dPhJys2mvaY0a/cPZ8t91hMNhrEEVixbPRqVWMXfBdBYsmoVGo2b2/HLmlebRtGItPnvPgOsHQ5AJjJlVxnWP3MnSb15ByeXTWL5s7aDnv/Li21GN/uMlGAjS1tLBTbdfxY23XUVbawd/e/RZ3K6IhLXeqOOl594c9PrnnnyZnj71VFEUaW5spa6mIXq9hMRoMZo7/jnArcBOQRC29Y39CHgEeFkQhC8BtcB1o7iGcxKNQUtpeS6pWRbcDg9KjZIEswZ5yI3b0YNfZY7rDvK5PHidXnra7Wx8dfWA4267C0ebE0eLHXuLgwkXTqNy7Z6YIHLV+n0UzirD1zvQ6EMkT1+hUtKyrYarL1nMjZdcSPX6CsSwyM2/vJikVAPhmmq8QM/BGpKmTBj29xZkArasZGxZyezYumdI+eb21g4CgcAAmYljISMrjar91VTE2dEDWKxm/L7BM4q6Ou34vH4OtNbw5ivv8dKzb+Dz+Zk8bQL3fONWps+eglLqCSwxCozaX5UoiquBwXrbHf87tsSw8DS3QFsHegAPoLAR7AuAygdJuwQQFHL8Hj9+j2/AsamXz2bdvz+LSjHLlQomXTKd/at2RtMoHS3deHu9mFNtA64HsGUn4WjuwpadhKfLxc51e6PHNr+ymvzpxZSWJRLo7MDb1hlRDD2OFonJKTbMFhP27vh9AeYsmD7snrtNjS3s2VGB0+kiOSWRsnFFWGxmCovzuP3LN9Dc2ArAxs+30tEW+dmkpCaRl59NTl4WtdX1ceedMWcqLqeLb951P/WHZTFt3biDr972P/zxiYdYtHTusXxtCYlhIQmLnKUk5MdmQomiiMIaaUKiVYRJSB6Y1ZJckIYl3YreYsSSHjHcWpMeU6qFtJJMmvbWxejvhwJBtry1jjGzx0bHMspy0Og0JBemUzJ/fMz8cqWCwlll1G4/QNaEfKo+38uRHNywn5Ah4t9PKMg5qtEXRZHupk4adtXQUddKqO9NJjU9ha9954641ygUci68LNJzVxRFag7U8dG7K3j/rU/Yu7MixgW0Ye0Wrr/4br7zlf/lp9//Ffd+8fvcfct3qNxfTXVVpGfB+rVbWL92C7PnTeOOL9/InAXTeOzph8kfk8NXB1mDIAhc/8Ur2LBua4zRP/x7/ebBP9PZcc7WNkqMItJ75BlCwB+geW891Zsr8Hv85E0dQ0ZZNtqE+Mqdhsx0mAGOqmq0STa0Gel0tdgxlhbjb21j4W3nsfGdjTTvrQcBssbnMfb8yVgzIg+HeXcupWlPHT3tDvy9XornjefDP74x4D6iKBLue5PQW43kTIoUg2mNWsYumUJKUQbdDR2o9ZGHwd4VO0CMxBQYxBPT6/KRPX0yhqyhxdgCXj97lm9n3b+WEwoEEWQCEy+ezuQvzERn0nPhZefhdvfytz8+i9cbeYNJSUvmp498j4lTxuL3+3n3jU94+IE/Ro8LgsCtX7qWO+69CXu3g2986Ud4ej0x963Yc4D//e4vyc3P4r23Po2Ov/3ah5gtJv763K8pGRuRt56/eBY//vm3+eOv/h713VttZn780LeZXD6OP/3qiUG/X0N9M3U1DcedfSQhMRiS4T9DqFi1ixVPvh/zeez5k5l9y2JUmoF6NHK1GlNhHgkFuQiCQNvBZlY9+ymuzh4Sc1NQ69opXTiB4rnjkMllmFItJBekRa8P+oJsfmMtoigy6ZLpUTnleKh1GqZfOw+dxRj1q3fUtrL2hU9p3t+AXKmIxhQu/M5VFM4owef2Dki/7EeboCMcDCGKg7ukABr31LH62Y+jn8WwyLZ31mNOtzF28SRM5gTu+MpNLF46j/raJpQqBYVF+SQmR1JFd27bw8GqGq6+8VKUKiVbNuxgx9Y9PPfUy6RmpKDTawcY/X727Kxg+uwp0c9mi4nM7DQcdidvv/oBZeOKkMlk6A06rv/iFcyaP43a6nrkcjkFY3JISUsmFArFFM/F48i+yCdC0BfA0dKNiIgp1YLyBMUAJc5cJMN/BmBv6WbN858OGN/9yVaK5o4lvWRggZu720lLRSMddW3ozQbUejWuzh6C/iAtFY2YUi3YktQoRQ+IYbRJGhTKSKCz1+Fm9T8/RmfWUzirjIRUC511bWSOy6VhV03MfWRyGYJMYPObawn6g4y7YCrZE/NprWqKdsoKBQ7JL6x9YRmX/OA6wmGRskWT2PXJlpj5xswZi1oI0LFlH4JMwFwc2/nrcOK5igC2v7ueMbNKUWnVCIJAbkE2uQWxP6OKvVU89uun2LJxZ3Rsxpyp3HLnNbzw9Ku88I9XuPALiwe9N0TewkzmBK656Qt0dXZzoLKWwuI8DAY9tdX15BXkAFBb08CGNZt5/+1lqNUqLrlyCeUzJpKansK8RTPYsWV33PmzcjLQG4+tF8NgdNa3se7F5dRuiwSisybkMfvm80jMkeoIzkUkw38G4O5yEhhEb8bZ7oCSI87vdrLsifep21oVHVNp1Uy5bBYbXo0ItWVPyEUpehH73DS+znbUlkQEmYxeh5uk/FRUOjW7P9lC0B8kKS+VSZfMwOvy0FHTGp2z/Oq5bPvv5wT9EePesr8Bn8c3qDaQo7UbV2cP4VCYzIl5GJNNNO6uJRwOk1GWQ0p+Kr69OwDoqa7DVFQwqJ8/OIgsQigQivYAiEdbSwff/9rPqD5QFzO+fs1mehxOFpw3m1XLPz9qZa1SpeKWL13DE489HxMXWP7Ranw+H3d99Ra6Orv55pd+RH3dIT/+ms82MHnaeB763f34vH5y87OoORgbAJbJZFx2zQX0OIaf0joYHqeHT/7y3+jvDaB+RzUfd73J5Q/cgi5Bd8L3kDizkIK7ZwD9zcnjHovj42/a3xBj9AH8Hh+Ne+ui7pz26lbCskOv+kpjQtTtoDaoUevU7F2+PWrQ26tb+OwfH1CycCKTLpnOhIumUX71HKrW7Y2RV7Zk2FBr1agN8TNmNEYdGqMWrUnH1rc/Z92/luPs6KHX7mb9y5+x+oVPUSZG1DR1qclDBncLZpbEHR93/hTU+sHbVO7euW+A0e9n764KCopyUSoVlI4vRjFIOmV2biaJSVZeeu7NuPUAzz/1Cps37uCl596MMfr9bN24k5XLPqetrYMZc6dyw21XYraYUCgVzFkwna/cdxuvvPA2hr5+ySdCV11bjNGPjjd00Fkn1U+ei0iG/wzAkpnIxIunDxhPK84iua+S9nDaDjQPGANo2lNHSmEkYNpS2cTe9XXILanos/NRJx6aJxwIs3/1QPeD3+PD1W5n27sb2PnhJgLeAG0HDhk1mVxGwYxSIJIhZLANbAw/+dIZJOWmEvD6aa2MSDt3N3bQVR9RAO2q78AjKtFnppGQnzPUj4XMsbmMXTIlZix7Yn7MAyEUDNF2oIl9n+2gct0e7C1dNNYPHq8A0Bt03P2NW5lcPo7f/fVnA3L9k5Jt/Pih+2hv76SzPX7TG4AdW3bzwTvLBj3+wj9e5oprLsJiMdHa3Ma8RTO56vpLEASBgD/AJVeeT36fi2r/3ipeefEtHv3VE7z+73eoqqgedN4jGUygDyA4wsqlEmcGkqvnDEAmkzHp0hkkJJvZ9t56gt4AZedNonjuOLRxXtMN1vi7RL3VgN5mQJugw5hsIqkwE401CbU+Njgc9AVi/PKHI4qQMTaXCRdORRRFMsfl0lHbRmJuCmWLJ5KcH3mApBVlsvgrl1KxZje1Ww+gTdAxbskUsiflA9DVNniaogcZRXOmIlMM/eepTdAx5+bFFM8dh6uzB61JR2JOCpq+t41QMMSeZdtY+cyH0QwilU6NedHgcQMAh72HCZPKkMlkLFwyh/+8+yS7t++jx+EkJTWJcZNKSc9MpaEu/gO2H3u3A8UQ36HH4UKn1/LSc28OqDdYvWI9DzzyPZQqJSs+Wct3730g5s1Co1Hz6FO/ZNa8AX20B2BOt6HUqAa4CxVqJeb0+PUWEmc3kuE/Q9CZ9IxbMoUxs8sIh8JxDX4/6aXZKNTKAT7w6dcuoGBWCYXTS1DpNWiN8ecwJiaQXJAes5vvJ3NcDtOuncv+z3ax6p8fMfmyWZQumkhHbSsfPfomC750IeP6duFZ4/NIL8vG3tyFSqvGaIsohAYCAWqamuIaI5lCTl1LKyX+INqjGH4ApUZFWnEmQX8AuVIR4xrqqG1l5dOxCpr+Xh8Jggq5XB5X0VOr1RAIBHn8j/9k+typmM0JFBblUViUFz1HFEUOVtUSDoW4+Y6rUalUtLd18u6bH8dUCxeXjWHvzv2DvhXMP28We3dVDlpk9uff/oPSsWP4/ld/OsCd5PX6+N5Xf8p/3nmSzJyhm8+bUy2c99VL+ejRN6NZVIJMYPFXLonWa4wEju4e9uyuoPZgPSq1itKxYygszpeqj09DpN/IGcZQvut+knJTuexHN7DhlVU07KpBZ9Yz47oF5E8vQqVWoUodOmip0mmYc+t5vPPIf2IM88SLp5NWko1CoWDviu0AbH17Xcy1e1dsp2zxpGhMQi6XD+iA1dXRzaN/eIrvffUuDn64PcZY5i4ay+8ee4bJcyeRnTdQbO5I2qtbqFi9i7rt1SQXplG6cCJpxZkIgkBXXfxmKI2rK/npw9/lpz/4Tcy9FQo5d3zlRl54+lV6HE5aGlsxm2PlrEVRZMUna/ifr/0M32FyDBlZadz19Vt46s8vIIoiySmJpKQm8pX77uDbX/7fAWuQy+Vcdf0l/Pahvw763bo6utm9fV/MfQ7H2eNiz66Koxp+gPzyYq75xe101rQhIpKYk4JtBDN66mubeOjHv2fdqo3RMZlMxvcf+BpX3/gFNHFSjiVOHZLhP0tJK87i4u9dQ6/DjVKjQmc6trTA9JIsrnnoNlqrmvB7/FgzE0kuSEetUxMOhaPulCPRGHUIsqFzz2VyOV6vn9//7Wm+ePPVmNU6EKEn4OGvz/2b7m4H8jhN6I+ko7aVtx76V1QMrquhnYpVu7j8JzeRXpqNXBX/z9vjcDFzxhS+9p07aWpsoa21g9S0ZBJMRl56/k16HE4EQcDv9tG4pxZzug29OeI+27e7ku9+5QGCR2gdNdY3s/LTdcxdNINet4drb7qMfbsruevrt/Lwoz/hNz//C119VbhZORn88GffZPK08RgS9JSOKyJ/TA7jJ5Xi7HGxZsUGtm3eBYDbHb+OoJ+envjZU0ciyASSclNJyh0YE4r52fR68Pn8GBMMw24dGQ6HefGZV1m3aiOp6cmMnVCMz+tn47qt/Or/HiM3P5s5CwbGqCSGJuAP4HL3otNpUY9wzYVk+M9ilBoVJs3x/8FYM5OwxulXK5PLGLdkCr3OXiYsnUIoEEKuVLDz4y2MPW9SjLulq7EDe1MnKq2apII01Fo1Sck2bvjilTzx2HP8+rd/GzD/DbdeQVrG0RvO12yuGqAAGg6F2fHhJlLGZJCcl4pSqxrQmWvMrDISM5IwJBj4+MnPsFhNbN24M0YVc+6C6ex+bR1dte0YbEaWfP1y0kuz2bxhxwCj38/+PVXcdvf1iMB7b33CTXdcjUaj5pIrInn7dTWNyOUycguysdoseDxeLrv6Qt5/+1M2rdtGU30LM+ZMYea8qVx90xdY9uEq0jOHNtQpKSPTT7ittYO1Kzfw72dep6vTzuwF07jsmguZXD4e2VGKzGoO1PHeW59w99dvoaGumS0bd6DT67j6xi/gcrl55/UPmT1/2nFpLp2LeDweNqzdyisvvM2+3ZXkj8nl+lsvZ+bccvSGkUm9lQy/xHFhy00mb3Ihq5/9hKA/iEKlYOKlM0jMjRjscDhM1bq9rHnhU3q7XSBA/rQSpl45i+S8NC6+4nzee+sTGo5IdUxMtnH1zZcd1dgANFc0xB1vqWjE7/FjTrdx6Q+uY/kT72Nv6gQBCmeWMv26+SiUCuYvnsnbr37Anp37Y643Jhi4eNF8aj6I1BO4Op2899tXue5XX6KuJv49+9m9Yx8vPvMaSy5eQH7hoaKxlLRkUg5ruhIKhXjjpXd55P/+FB1rbWln66adXH7tRXz26Tru+totjJ9YSmp6cty+AvljcimbUHTUn9PR6Ozo5uGfPsqn76+Mjr3xn/d4+9UPefTJXzD/vFlDXu9wOLnlzmt48rHnY9xS1VW1lI4bw7RZk/F5fWi0R3dTnusEg0Fe+9c7/PrBP0fH2lo7+Hz1Ju799h3cee9NI7L7lwy/xHHRuKuWzW8e0rsP+oNsfn0NCUkmyhZNoml3XbQpCgAiHNywD5VexaIvXUxaSjL33f1FDrY288GHKwiHwixdOp/CtAwyUofne04vyaJu20BJ5PSSLFR9/YDTS7K56mdfxNHajUIpx5xujVYoZ2an89u//h9rV23k5effwuvxcsGli8kxJVL/6Z6YOX1uLx3VreTmD90GVG/QcdUNl6DVati6aRflM+QkpSTS1BDR2pfJZOQX5tDV2c1vH/pL3DneeuV97vjKjfztD8/w6FMP88cnfsH99z0UFYUDKB1fxEO//SG2Y+xUFo/tm3ex7INVzF04g7zCHELBEIIAyz5azc9/9Dv+9d+/k5Q8eBDYZDLyyfsr48Yi9u6qZNHSeaiH6ePvdXuoqqjG2eMmOcVG/picYbuczgYOVFTzu188HvfY4394hrkLpzN+UtkJ30cy/BLHTDAQZP+qXXGPVazeTcm8CbRVN8fV4alYuYvx508l4PNT+d5WlGolty5YiiAT6Kxs4cD27ZROKsFgGVgDcCRJxelojFq8zkN+cJlCTsHcspgYgdaoRWuMH5PIzE7nupsv5wtXXUAoGMLZ3M3rDzwX99xwKMSUaeNRqpRxi7bOv2gBao2G5R+tprvLwYvPvEZispWvf+dL/OvZ16O6/Slpydx5702DuowAAoEglfur2b+nkvMunM8/X3mMfbsjGUDWRAulZYUkmOP3UT5WVi//nHu/fQefvP8Zq1esB0ClVnHJFefT3eXgQEXNkIa/t9fDvt2VQ85/11dvHrQYrp99e6r49c8eY9Pn24BIsP26W6/gtruvH5br72ygYu/BuNlm/ezbXTUihl8q4JI4ZsRwaFAJiYDXT1gMEw7GF1gLh8KEQqGofHLAF6Bldx3NO2vx90YUMkOBwf/w+3G7evnjn55GMS6ZrFlFJOWlklFeQOK8Ah548Pe0NsfP6BkMrVaDwajHlGIhIdk84LhcqcCWlUTJ2DH84e8/H6Dln1eQzcy5U3nsN0/S3XUoPbOjrYuf3f9bzrtgXnSstbmNukE0+vsRw5GfXyAQecBYrCZmzSvnosvOY8bsKSNm9AEKS/J5/qmXYxrK+H1+3vjPe5jMCciOEqwPDfK77sfj8RIKD31OfV0T37zz/qjRBwgGQ/zrmdd4/A/PDJrZdLbR//sejOAg9TXHirTjP01wdvUQ9AYwpVqG5d8+lSjVagpmlMSVASiYXoJCqcCamRj32ozxuVgyEgl4/WiMWsKhMNkTC5DJBOp2HCTkDw567eHs31PFJ+99xifvfYbVZiY3L5umppaoL3zX9r2kpB098Ol0uti9fR/bt+zB6/EyblIpC+6+iI//9BZeZyTYq1ApWPLNK6LFTvMXz+Ll955k68ad7N97AJVSiVan4eUX4ncRFUWRjZ9vY/ykUnZuiwjLqY7ip1Vr1CQmW4/qWhou3V0Odm3fy/Yte0AUmTC5jPGTSrHYzLhdvTh7XHGve++tT7j6xkuHnDsjK5WUtGRam+PLP1x8xflH9Uvv2LKblkGuf+vVD7ju1isYNzG+RMfBqlq2bd5FTVUdKelJTCofT0lZ4RnpIsorHLpaPW/M0MeHy6gZfkEQngYuBdpEURzXN/Z/wN1A/3bsR6IovjdaazgT6Gnrpmr9fnZ/vAWf20v+tGJKFk4gvSTrVC9tSHKnFNK0ty6mb2/2xHxyJkf0+NNKs5l65Rw2v7EmelxvNTLtijlo9Bo0eg1Lv3kFBzdWcHDjfsSwSF55EQUzSjCnHd1vfXhQuKvTTlenPeZ4bfXQQViA7i47f/7tP3jlxbdjxidNG88vHv4BQYeHcCiMNStpQKFTTl4WWTkZPPGn5/jrH57hptuvHrQFI8COrXu47OoLooZ/47qtLL5gHss+XDXg3CnTJlCx9wB3f/3WqK7/idDa3M7DP310wL3mL57FA498j93b9w16bcAfGPSh0E9iso3v/fhevv/1nw04ZraYmL9o6OAwwN6dFYMeE0WRxvrmuIZ/8/rtfP3OH8ZkZMlkMn75xx9zwaWLzjjjX1RawGXXXMjbr34w4NjCJXMoHYG/BxjdHf8/gT8DRzpM/yCK4m9H8b5nFLs/3caWtw4VQe1dsZ3GPbVc/P1rsGWdvpK5PrcXQSYw+QszCQVDyBVyOmoPNVjXGrVMvnQm6SVZdDd0oNSpSSlMi36noC/A/pU7Y2IFe5dvp9fuInVMxlEL1bS6oY8bhiFn/PnqzQOMPsC2jTv517/e5Pv/+7Uh375kMhk33nYltiQrNQfr0Go1eDzxew0nmAz0HpaTv2v7Pq4ZW8S9993OC0+/irPHhVar4YIvLMZkNjJhchnBQJD6+maystLizjlcPv1gZdwHzMpl6/js47VYj9LoRak8el/iBUvm8Pu/Pciffv0kNQfrEQSBJRcv5M57b2RMSf5Rrz/a7ytefKCtpYP/+frPBjSnD4fD/Oi+X5BXkE3puBPPejqZ6PU6vvG9u8jLz+Yfj7+Iy+lGq9Ny613XcdX1F2MaIRffaPbcXSkIQu5ozX820HqgiR0fbBow3tNmp6Wy8bQ1/GJYZO/y7dRtO0jdtoMxxwxWI+mlEfeEWq8me2I+2RMH/sPvbGiPGyCu3XqAjro2MkqHdnEUl41Bb9AN+EffT9n44iGv93p9/Oufrw96/JUX3+aGL15BTt7Qb14mi4lrb76MjrZOZIKMZ5/8T9zzFi+dx7tvfhwzpjdo0eo0LL14IXmF2WRmpyMC9TUN/P6Xf6OxvpnMrDTu/satLFgyB6vVPORa4tHV2c3Tj/9r0OMvPP0KN9x+5aDHc/Oz0A1SrHc4Go2a8y9awNQZk2htbkOpVJKdmzHsZvYZQzzcrIkWEkwDg/37dlfS3tYZ95pwOMzObXvPOMMPkJKWxJe+djMXXb4Yh92JMcFAZvbRq7OPhVPhTP66IAg7BEF4WhCEQbcagiDcIwjCJkEQNrW3H1ug7kzB6/QMqil/eKbK6UYoGKI9jn8foL3mUN/boRjq+/X71ociOzeDX/z+RyjiVPje/+B9FJcWDH1/j5eWxvjfASLBzd6jVM0eTmKyjatvvDTu7rZ03BiCwWDMQ2r8pFJcTjd2u5PXXnqH3z70V/726LN89M7yqNGHSPvFn/7Pr/n7o8/i6Y3/NjEUXo9vUOMIgCDQUNvMxZefP+CQTq/l0quW4rAPvyeAxWqiZOyYiLT1MI0+RGoYrr35sgHjKrWKG2+7EkccPSOnc2gXVGfH4MqpZwLpmWmUjisacaMPJz+4+zjwcyJaiT8HfgfcGe9EURSfAJ4AKC8vH7yrxhlMQpIJncUQKXCKc+x0RaFSkDt1TERK+Qjypo4ZltyCMTEBmUIebcnYjyAIGJPMw1rHwiVz+Oerf2b1ivVs27SLMSX5LDh/NpOmjD2q0dEb9EyeNo4P/rs87nGL1YTFNnAdXo+X/XsP0NLUilavpaS0EEOCgYo9B2htaeN7P/kqLU1tLPtoNTKZjMKiXCwWMy0tbcyYMwWFQkFRSQFut5vM7HRkMhl33Hsj4yeW4vcH+OE3fx53Pf/+5+ssvWQhU6dPjHvc6/VRue8gTQ3NaLQaSsrGkJKWRILJSOn4IjpaO1l6ycKYaz5+/zMMRj22RDO7tu3ljq/cSH1tI/buHgrG5KLRqnnmb//mmZcjRWZtrR3s2LKHjvZOzJYExk8ZS0bG0JXFw8WWaOHj91Zw57030dTQQkd7Fzl5WSSYDDz/1Cv8+emHB1yTnDp08D475+haT8eD1+ulYu9Bmhtb0Oq0FJcVknLYWsLhMNVVdVQfiNRd5I/JJa8gO6Zyuaqimt3b9+PxeMjKyWDC5DKMCSfee2G4nFTDL4pidIslCMKTwDsn8/6nG5aMRGZev5Blf38npvF4bvkYUotG5492pBgzq5S9K7bjsR9qwqKz6CmYET/z4kgs6YnMvmkRq5/7JGa8/Oq52IaR1QMRH/uEyWVMmHzsec1KpYKrbrh0UMP/lftuJzUt1tXWUNfEo796gg/fOXTNbXdfT/XBOlZ+eihOk56Vyu8ef5Cx44t5/h+v8OsH/4xCISc3P5tQOIwoiiSlJPLor56M5mzr9FruvPemIde8fs0WbIlWcvNj3U/Nja385Xf/4O3XDimRWm1mfvGHHzNnwXS+9u07WLtyI6+8+HY0LVKlVnH1jZcya245KWlJPP6Hf7J1007SM1MxGPX89/UP6XV7uPqGSykoymXrpp38+sE/xwSCc/Oz+PEvvs2M2VOHXPdwmDR1PL996K88/fi/SElNwmRJ4KN3l+PscTF/8SyKSgdKaZeUFTJ1xkQ2r98+4JjZYmL85NITXteRNNa38Nhvn+S9Nw/93dqSrPzyjz9m1txy3C43r/37Xf70myfx9/2s1WoV3/rhl7nq+kvQ6bV8+M5yHn7gjzEJCUsuXsA937ztqG+qI4VwuDrhiE8e8fG/c1hWT5oois19//9tYIYoijccbZ7y8nJx06aBvvCzgaA/SN2OgzTsrMbr9JAxNof00uwRlcsdLboaOmjYVU17dQtJealkjs/DmjE8ow2RnP+m/fXUbz/Yl9aZT1pJNmrdyVFyDPgDfPjuch768e+jbh25XM7tX76BW+++Lsan7vf5efBHv4vJtpgwZSx6vZZ1qwb+beoNOl5443H0Bh0vPv0qLz7zKsFgCJ1eyzU3XcZzcWIB/f1+B+OWO69Bo9Pwze/fHR0LBoP8+sE/89Kzbww4X6VW8eyrf6axvpnvffWncef81WMPcNFl57Fu9Sbu/9ZDUSE5iKRhfuN7dwMi37zrR1TuOzjg+qRkG3997jcjYrC2bd7FD77xIM2HueDmLprB/zzwjQEPu36qD9Txi5/8gQ1rD/VuzsxO55E//e9xbQiGIhAI8MsHHuW1f/13wDG1WsVzr/+FuppGvv+1/4t7/e//9nP0Bh3f+NL90YfC4Vxx7UX8+BffGVFBNkEQNouiOKBpw2imc/4bWAgkCoLQAPwUWCgIwiQi+9sa4Mujdf8zBYVKQX55EfnlZ14QypqZOKyc+8FQalTkTCwgZ+LJ2eUMuL9KyaVXLmXClLFU7TtIIBAkNz+LgqLcAQ1UKiuq+e9rsdr+U6aN559/fynu3G5XL1s2bufamy/nG/9zFwuXzOFARTW2FBs//2H8pLajuadUahUvPfsG51+0gLK+oOXBylpeeWFgZhJEHlaV+w7ynxfeHHTOp/7yAnMWTGfW3HL+8+6T7N9ThafXQ1pGKkWl+Wg0Gt5765O4Rh+gva2THVt2j4jhnzR1HC++9Tj7d1fhcrlJTkmiqLRgSGGyvIJsHn3yIfbtqaK9tZMEk5GSssKjZiodDwcqanjjpXfjHvP5/KxduZFlH6+JexzgzVffJ78gO67RB3jnjY+47JoLKZ85aSSWOySjmdVzY5zhf4zW/SQkjpfsnAyyczKGPKejtZMj3479Q7Q0hEj5PYBKpWLqjIlMnTGRfbsrB9Qc9LNu1SYuueJ83n3zkwHHll6yiM9Xb8bldNPe0gF9hr+jvWvIEv8eRw97duwf9HjlvoM4HD0kmIykpCbF+Kr7aW/tGOprDh08PkYSk2wkLjy2t129QT9o7GMkaW/rJDxEBfL2LbtxDVHzoFGr2DNEvUIwGDrmivPjRarclTinaahtwuly4epxI4oiObmZpKQPTKONl2euUA4dxE7LODRPW2sH1QfqEEUxrl968QXzmL94JlqtlqWXLuZPv/o7ByprychK4/yL5tPa3M7YCcVMnjY+Jgio0aq5+Y6r8Xi8fPzeZwOKrTR9MthtrR1MmzU5ujOv3H+Q9Wu2YLGa0Goj6Zo+n599uysjO/70FHL63Ct6Q+S7p2emcts9N6CQy0AQ+M/zb1Kx9wAGw7H1ehiKcDhMfW0jvb0erDZL3AfRqaL/e6rVKs67aD4WiwlRhDWfrae2uoHs3AzqhigcdDndR9UcMppOToBXMvwS5yRNDS28/dpHCAJsWLuFjeu2AlBYlMuXvnoLi5fORas/lL8+pqSA0nFF7N11aMfW3NhGVk4G9bWNce8xZfpEvF4fn32ylif//Hy0srd8xkS++p07efaJlwgFgzzwyPf56J3lPHj/7wiHw2Rmp3PbPdeTYE5Aq1Gz7MPV6PRa3nnjYzy9Ht565X1+/PNvU7HvAP/+5+t4vT4STEYuuXIJrc3tLP9odXQNufk5fOVbt9HZ2c1nn6yNxhDKxhfzte/eiclkJDHJytaNO/n3c2/wyXsrCAZDpKQmcfuXb2DppYsYP6mUb/7PPbicLv7826eixWaXX3sRV15/CaVjh+5hPFxqq+v5z3Nv8p8X3iLgD2C1mbn3vttZeukiLMdRwzDSjCnJ54rrLsJqs/DuGx/T2tKOQiFnwfmzWbx0HnMWTic5JWlQ1dV5i2eSmGzjrVfej3t84pSxIyLANhxGNbg7UpzNwV2Jk4/D3sNPvvMwBUW5/Of5N+MWgT38x59wyZVLYsZ279jP1+/8YbSHrlwu5yv33cYL/3h1QK77Pd+4latuupRdW/fxP1//2QAXgUaj5ta7riU9M5XHfvNUXPfP/Q9+i727Kmioa44RL1tw3my6ux3s2LJ7wDVLLl5AfW0T+3ZXct/9X+HG265g++bdfPX2HwwQ+FIo5Dz29CNYrCa+85UHaGpoGTDf175zJ9fc/AV+9X+P8cF/lw04PmXGBH768PfIKzgxDZm2lna+dc9P4spH3P2NW7n3vtuHbFx/svjn3//N7385sHlQZlYaf3nu12g0an75kz/y2adrY44vXjqX+x+8D7VGxXNPvcxTf34h5nhySiKPPPa/lM+YNKLrPenBXQmJ05U9uyrYvXMfCSbjoJW/T/7lecpnTIxx+4ydUMyzr/6Z7Vt2Ubm/moQEA55eD9d/8Qp8Xh+d7d0YEvRotRree+tTZs2bxtOP/yuuX9jr9dHT40LW1Daoz//JPz/P7x5/kNuu/nrMeP6YHJ7527/jXvPxe5/xyz/8mPSsNMrGFyGXyXj9pXfiqjoGgyFe/fd/KZ8xMa7RB3jm7/9m7MSSuEYfYMv6Hezavv+EDf/ObXsH1Qx65vF/ccEliyg6SamOg1Fb08DfHn027rGG+mZ2bN7N5ddexM9+8z/s2r4v8mAWZEycUsbYiSXRLLHb77mB8ZPK2LVtLw57D4VFeUycOo7ScSOjwzMcJMMvcc5RXVXHhMlj2fj51kHPOVhZS011wwB/f3ZuBtm5kUDw8o9W8a27fwJEagoMRj0ejzeq1d/VZR/Q3etwGuua2bl176DHO9q6BhhkQRDwen1Dfr9wOMyUaeMBaG5s4ZPDOmsdyYGKmrh9E/rpdXsGdEk7kvqa+K6uY2H71j2DHgsGQ9QerD/lhr++pnHIau6Vy9Zx+bURV9D8xbOYvzi+OF2CyciiJXNYtGTOaC31qJze+r8SEqOAUiknEAgcNV/6aI1D5PJDx8PhMD0OZ0yDFqVCcVSJbY126JoF5RFrEEUR+VHmPLxyWiaToVQN/J6CIDCpfBxTZ0xEdxTBu6P9HI4Mcne0dx1V0fNItEf5ORxtDaFQCJfTFbdBzkhxNFfTkT0ajobP58fldA3IFjsZSIZf4pyjuGwMmz7fzqz50wY9Z8bcqRQdRVWyoCh3yDJ7i9XMwiF2dcVlhTENWo5kTEl+NLPmcIbS8leqlDQ3tfHf1z+kva2D5NQkrr/18phz5i6awe333EA4FGb96s0UDyH1m5ySSF5eVlxNpH4KxuQCsG7VRn7xkz9w29Vf587rv8U/n3hpSKnqw5k0dfygx/QGHYXF8X8XAX+A9Ws285PvPsK1F93F1790P59+sJIex7E9eIZDQVHukFlGi5fOHdY87W0dvPP6R3zphvu47uK7+dX//Yltm3ed1AeAZPglzjmKSgu47e7rCAaC5BYMVAHV6bXcfs8NR9VOychK44FffjdGg6Wfy665kNyCLG744pVx58nISmXhkjmMn1zK+EkDpQVUahVf+dbt5OZnc+99t8ccW7dqI5deuTTumm744pX859k3+PG3f8kjP/0TXR3dfOGqC6IGa/rsySjkcp75+7/ZsXUPDXVNbFq3jRlzpgyYSy6X8+37v8LYSSV8+Vu3xb3f9bdewcQp41i5bB333f0T/vP8m9TXNrJ/TxW//8XjPHj/b4dl/MdNLOaam74Q99iPH/o2WTnxhco+eGcZd9/0Hd594yMa65tZt3Ij3/7y//KPv75wTCJ7wyEp2cZPfvmduBr/iy+cx8Sp4446R2dHN4/89E/86Nu/YMeW3TTUNfGvf77Ondd/K24F+GghZfVInJO4nG7Wr9nMgcoa7F0OVi3/HK/Xx6Ilc1l84Txmzhme/kwgEGTrxh28/p932bRuGylpSdx0x9XMnFuOra96dOO6rSz7aBXLPlyNQqHgosvOY/7iWUyYEknd27pxJ5vXb+OdNz/G7exlxtypnHfBPBb17SBdTjcb1m7h38++QXVVLSVjx3Dzl66hx+7kP8+/QV11I3mF2UycOo7lH66mcv+hKts//P3nnHfhfA5UVLP84zX4ff64AcolFy8gMzudtSs3Yu9yMHnaeC66/DzmLZqJQqGgo62Ltas28u4bH3Ggoob0rFS+cNUFzJo7Ba1ez9fv/OGgwdnvP/A1bv3SdUf9WXZ12fl81Sb+9c/XaWlsZcqMCVx1/aVMnT4hblVz7cF6rrv4rkF7IDzz8p+YOmNkC7vC4TBbN+7k7dc+YO1nG7HazNx0x9XMmj+N5JSjV7F/+sEqvv3ln8Q9lpWTwfNv/BVrHHHA42WwrB7J8Euc0/h8fnp7PQT8AcKhEKnpx9fUOxAI4nK50WjUaLXxfeYtTW0olHISk+JXpjY1teLt9ZKRlYpaPdDn3b9WvU4bdffs2LqHZ594iYa6JvbuGtjw/OLLz+eRP/1v9POvfvYYLw6iB6RQyPn7i78nMysNa6IlbgzE2eOko9OOxWzEbDEDsHblBr5y6/fjzgkRCeqnX3407neKh9fjxeP1YTDoB8Q4Dufj91bw3XvjaxABfPcnX+W2u68f1j2PlVAohLPHhVqtOibf/g+/+XPee2tgZXY/T//n0RGVbJDSOSUk4qBWq0ZEFEupVGCxDC2lnRqnIvhw0o/y0Im3VrfLzcfvfTboNT0OZ8xnzxDuj2AwhPso1aXGBCPGhNimKAF/bKqoWq0iFAoR7JPc9np8BALBYRt+jVaDZpCH51D3PRKvZ+jspxNBLpdjPsrvOx5Op3vI4/7/b+/Oo6Oq8gSOf3+ShUBYjAQIoSAJBBBQwqpMK8tBZGk2RVCOjbTdNnaPzYCjrajjij2DerRV6BEXbNRWBroV4bjb2oqtrQiyy74Z0yGJoEGQLOhv/ngvWElVJSGk6lVSv885OXm571XVj1uPW6/uve93wzg47c8afmM8dvx4Cdu37mLLhu0cO/Yd2d0z6d3n7FotFp/u60Cz5kkh+7OHVxlwHDi4Ly8tC55oLD4hHl8NOYuC6ZzZkdS2ZzFwcF/apaVypPgoCYnxJCU15cP31/BvQwfWa1qHk6+b1RERCTko2u3smpd8BCeh3rYtO9m6eQclx0vxde5AYkICO3fsoUN6e87t24vMrvWz6P2wiwbzwbv/DLqveXIzfGFYdCUYa/iN8dCxo9/x58V/4Y8PPV2pPLtHFg8svJMsd8ZMKJ0y0pn1u2u4764FAfvatU9l0OC+lcpyBvSmc5aPA3tzA46fOWt6nRq4jC6duOWe2Sx8cHFAN8YlU8cydER45qtnd89i6vSJLHv25YB95+T0pHefmvPxHyk+ylMLn2PJE5WzrHY7uwv9Bp3LY39YQrPmSSxYPJ+Bg3NOO+aBg/vSPq0tB/MLA/bNuvEafBmn/sFbFzarxxgPffbppoBGH5ysmY8veLZW89InTB7N3fffxFmpKYAzR3/0+OEs/NP8gOmg6b40Hn58HhMuG31ydkrrM1tx67w5XD79khrvOwimvPwE7/3tI/buOhCwb8Xy1zhSXPulG09FQmIC1866ijlzrz2ZRC8uPo4rrprEfz98K6lta87yueajdQGNPsDObXv45nAx6b72fHfsODf85g7y84Lf3XwqMrI6seDp/2H0+OEnZ4OdlZrCXfffxPjJo077+WvLBneN8dDN/3EPr698J+i+M844g2WvPVXrXPeFB4soLPiKxKaJZGT6qs3vX15+gi/2fcnx48dpk5pS50FtcDJ9Th1zTcj00CNGD+HBx+6u04dKbeXl5nP48DckJzejc6avVq9VXlbOdVfP5eN/BG9b4uLjmHrlRF5Y8iIAf3hiHiNGDamXeMvLytm/L5fSklLatmtT4zKSdWWDu8ZEmRPlJ9i3+4uQ+3/44Ydq87tX1bZ9aq0bkPj4OLp0y6j1c1fn2NFj1a4JsH/PF5SVltVqwLau0n1ppPvSTukxJSWl5B4InUb5RPkJ/G/RqM+bwuIT4skOcVNaJFjDb4xH4uLjTi7OEkxiYkJYVpKqb2emnElSUtOQ8+n7DTqXxKaRWU6zYqHzA/tyaRLXhC7ZmXTsFPwDIalZU3IGnENebvAunBYtkykp+XG1rIquo7LSMnbt3Et+XiFJSU3p3rMrbdxutoYinEsvPg2MAwr91txNAZYBGThLL05V1a9DPYcxjd3IsUNZuuSloBk8f3bNlJBrzUaTzpkdmXHtFSx6eEnAPhFhzIQRQe9urm/Fxd+y/LmVLHpkycmxkRYtk7l13vVcPHZoQNdXXFwcEy8bw6sr3g76fGMnXcQbq5yspF27Z9LznO7k5xWw6JElvLz89ZOzidp3aMvvH7qVgVUG0qNZOAd3lwCjq5TNBd5R1WzgHfdvY2JWn369uH/hnQHryk6aOpbLp0+KSINZHyZPGxeQcqFZ8yTmP3o7OQNqTmVQH959YzULHniy0oD4t0eOcsvseaxdszHoY/oPOpd7H7ql0k13IsKoccMpyC+i+Jsj9OiVzfxHb6dFy2T+9PhSVix7rdIU0oP/KuS3V89lx+e7w/ePq2dhHdwVkQzgFb8r/h3AMFXNF5E04D1V7V7T89jgrmnscvfnsWP7bspKyvFldCC7RxeaRqh7pL6Ulpaxc9secvfnkZAYT7ezu9Apo2NEXvurwkNMG38tBQeDr1k7cuxQ5j9ye8gB7/17c9m1fS/lZeWkpbejvLycosJDnNUmhR69s2nduiU7Pt/NFeNmhhzPuOG2f2fGzPDcKVxX0TK4205V893tg0DdpxIY04j4MtIjNoc7XBITEzgnJ3jSuXA7fOjrkI0+wLpPNnLkyNGT+ZOqysjy1ditVljwVbWD2OvXboq6hj8Uz+bxq/NVI+TXDRGZKSJrRWRtUVFkVp43xkQfVSX3QB67tu/l0FfBhwSbNkuqNvVG23Ztalz7oCbJVbrjquroi8xdt/Uh0g1/gdvFg/s78PY1l6o+oaoDVHVAamp45rgaY6Lbgb25PHjv/3LpyJ8zedTVTBs/k5V/fT1goRdfpw5cPn1SyOe58heX0bx59Q13Tbr2yKJXnx4h918w/PzTev5IinTDvwqoSOw9A1gZ4dc3xjQQB/MLuXnWPTz71HJKS51plQf/VcjtN8znxaWvVBpgFRGmXDmBnucEDhn+dNJIfjLsvNOOp0WLZP7r3uuDdhfNvnkmffr3PO3XiJSwDe6KyFJgGNAGKADuBF4GlgOdgAM40zkP1/RcNrhrTOx585V3+d11dwfdl5iYwPLXFgfkFirIL2LT+q2s+2QjiUlNGXheH3rn9KT1mS3rLa4D+3JZv3YzWzfuoE3bFPoP6kOvPj1CpuP2UsQHd1V1WohdI8L1msaYxmPNP9eH3FdaWsb+fV8ENPzt0lIZmTaMkWOHhS2uzpk+Omf6mDRlbNheI9wsSZsxJirVlL8/2BKIpnas4TfGRKXqlr9s2aoFXbtlRjCaxsUafmNMVOrd92wuHjc86L5b511Ph47tIxxR42FJ2owxUSklpTU33zGLnwwZyJ8X/5WiwkMMOD+HqT+bQP/zcrwOr0GzfPzGmKh37Oh3lJSU0LJli2rXGTCVRUvKBmOMOWXNk5sFJLIzdWd9/MYYE2Os4TfGmBhjDb8xxsQYa/iNMSbGNIhZPSJShJPbp761Ab4Kw/PWJ4ux/jSEOBtCjNAw4rQYobOqBqQ3bhANf7iIyNpgU52iicVYfxpCnA0hRmgYcVqMoVlXjzHGxBhr+I0xJsbEesP/hNcB1ILFWH8aQpwNIUZoGHFajCHEdB+/McbEoli/4jfGmJhjDb8xxsSYmGn4RWS/iGwWkQ0istYtSxGRt0Vkl/s7cBXlyMbY3Y2v4ueIiMwRkbtEJM+vPKJrvonI0yJSKCJb/MqC1p04HhWR3SKySUT6eRjjAyKy3Y1jhYi0dsszROS4X30uikSM1cQZ8v0VkVvcutwhIqM8jHGZX3z7RWSDW+5JXYqIT0T+LiKfi8hWEZntlkfNeVlNjN6fl6oaEz/AfqBNlbL7gbnu9lzgPq/j9IutCXAQ6AzcBdzoYSxDgH7AlprqDhgLvA4IcD7wiYcxXgzEudv3+cWY4X9cFNRl0PcX6AlsBBKBTGAP0MSLGKvsfxC4w8u6BNKAfu52C2CnW19Rc15WE6Pn52XMXPGHMBF4xt1+BpjkXSgBRgB7VDUcdyyfElVdDRyuUhyq7iYCz6rjY6C1iKR5EaOqvqWqJ9w/PwY6hjuOmoSoy1AmAv+nqqWqug/YDQwKW3Cu6mIUEQGmAkvDHUd1VDVfVT9zt78FtgHpRNF5GSrGaDgvY6nhV+AtEVknIjPdsnaqmu9uHwTaeRNaUFdQ+T/Xb92vhk973SXlClV36UCu33FfumVe+wXOFV+FTBFZLyLvi8iFXgXlJ9j7G411eSFQoKq7/Mo8rUsRyQD6Ap8QpedllRj9eXJexlLDf4Gq9gPGANeJyBD/nep814qKua0ikgBMAP7iFj0GdAFygHycr9pRI5rqLhgRuQ04ATzvFuUDnVS1L/CfwAsi0tKr+Ijy97eKaVS+IPG0LkUkGXgRmKOqR/z3Rct5GSpGL8/LmGn4VTXP/V0IrMD5ylxQ8XXP/V3oXYSVjAE+U9UCAFUtUNXvVfUH4Eki8HW/FkLVXR7g8zuuo1vmCRH5OTAOuNJtCHC7Tg652+tw+s67eRVjNe9vtNVlHHApsKyizMu6FJF4nAb1eVV9yS2OqvMyRIyen5cx0fCLSHMRaVGxjTO4sgVYBcxwD5sBrPQmwgCVrqqq9EVeghO710LV3SrgKncWxflAsd9X74gSkdHATcAEVf3OrzxVRJq421lANrDXixjdGEK9v6uAK0QkUUQyceJcE+n4/FwEbFfVLysKvKpLd6xhMbBNVR/y2xU152WoGKPivIzECLLXP0AWzuyIjcBW4Da3/CzgHWAX8DcgJQpibQ4cAlr5lT0HbAY24ZzAaRGOaSnO19BynL7RX4aqO5xZE3/EuVrZDAzwMMbdOP26G9yfRe6xk93zYAPwGTDe47oM+f4Ct7l1uQMY41WMbvkS4NdVjvWkLoELcLpxNvm9v2Oj6bysJkbPz0tL2WCMMTEmJrp6jDHG/MgafmOMiTHW8BtjTIyxht8YY2KMNfzGGBNjrOE3jYqb4TAa7nMwJmpZw2+My70zNeo1lDhN9LKG3zRGTUTkSTcH+lsikiQiOSLysV8O9Io87e+JyMPirNEwW0SmiMgWEdkoIqvdY5q4OdQ/dR9/rVs+TERWi8ir4uTLXyQiZ7j7pomz/sMWEbnPLZsiIg+527NFZK+7nSUiH7rb/d0EXetE5E2/9AOV4oxsdZrGxq4cTGOUDUxT1V+JyHKcOyJvAmap6vsicg9wJzDHPT5BVQcAiMhmYJSq5om7QAbO3bXFqjpQRBKBD0XkLXffIJwc6weAN4BLReQjnDzr/YGvcbLCTgI+cOMAJ8vlIRFJd7dXu3ldFgATVbVIRC4Hfo+TwbFSnMacDmv4TWO0T1U3uNvrcDJftlbV992yZ/gx8yn4JR0DPgSWuB8YFUm1LgbOFZHL3L9b4Xy4lAFrVLXiyn0pzm365cB7qlrklj8PDFHVl0Uk2c0b5QNewFn05EL3tboDvYG3nTQvNMFJnRAsTmPqzBp+0xiV+m1/D7Su4fhjFRuq+msROQ/4KbBORPrj5HmZpapv+j9IRIYRmPa3phwoHwFX4+Te+QDnan4wcAPQCdiqqoNritOY02F9/CYWFANf+y1sMR14P9iBItJFVT9R1TuAIpwr8zeB37hdMYhINzfLK8AgEcl0+/YvB/6Bk0FzqIi0cbMtTvN7vQ+AG4HVwHpgOFCqqsU4HwapIjLYfZ14EelVf9VgjMOu+E2smAEsEpFmOKlurw5x3AMiko1zlf8OTkbXTTjroX7mptot4scl/T4FFgJdgb8DK1T1BxGZ6/4twKuqWpEe+AOcD5PVqvq9iOQC2wFUtcztTnpURFrh/P98GCdjozH1xrJzGlNHblfPjao6zuNQjDkl1tVjjDExxq74jTEmxtgVvzHGxBhr+I0xJsZYw2+MMTHGGn5jjIkx1vAbY0yM+X9p6mDjMvnE+QAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(\n", " x=\"horsepower\", \n", " y=\"mpg\",\n", " data=mpg,\n", " size=\"cylinders\",\n", " hue = \"cylinders\"\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* 加上顏色,看得更清楚\n", "* 也因為 cylinders 被他認為是 float 變數,所以當第三軸的顏色時,他是給你 gradient 顏色,比較好觀察" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### style (點的style)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(\n", " x=\"acceleration\", \n", " y=\"mpg\",\n", " data=mpg,\n", " style =\"origin\",\n", " hue = \"origin\"\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* 可以看到,usa的車子最多,而且比起 japan 和 europe 的特色,是他有一部分都聚在左下角:表示加速快 & 油耗差" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(\n", " x = \"absences\",\n", " y = \"G3\",\n", " data = student_data,\n", " style = \"traveltime\",\n", " hue = \"traveltime\"\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### alpha" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### facet_grid 類型" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* ggplot 的 facet_grid/facet_wrap,在 sns 中,是用 `relplot()` 來實現\n", "* relplot 是 relational plot 的縮寫,它包含 scatter plot 和 line plot. \n", "* 我們使用 relplot 的時機是,你想做出 ggplot 那種 facet_wrap 的效果" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### by column 畫圖" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.relplot(x=\"absences\", \n", " y=\"G3\",\n", " data=student_data, \n", " kind = \"scatter\",\n", " col = \"location\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### by column 指定順序" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.relplot(x=\"absences\", \n", " y=\"G3\",\n", " data=student_data, \n", " kind = \"scatter\",\n", " col = \"location\",\n", " col_order = [\"Rural\", \"Urban\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 指定 column 行數" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* 可以定義 by col 畫圖時,最多幾個後要換行" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.relplot(x=\"absences\", \n", " y=\"G3\",\n", " data=student_data, \n", " kind = \"scatter\",\n", " col = \"study_time\",\n", " col_wrap = 2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### by row 畫圖" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* 同樣的做法,可以改成 by row" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.relplot(x=\"absences\", \n", " y=\"G3\",\n", " data=student_data, \n", " kind = \"scatter\",\n", " row = \"location\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### by column & row (R 的 facet_grid)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* 如果要做到 facet_grid (兩個變數交叉),那就又 col 又 row" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.relplot(x=\"absences\", \n", " y=\"G3\",\n", " data=student_data, \n", " kind = \"scatter\",\n", " col = \"study_time\",\n", " row = \"location\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* 當然,剛剛 row 和 column 用過的細節設定都還是可以下:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.relplot(x=\"G1\", y=\"G3\", # 第一學期 和 第三學期 的成績\n", " data=student_data,\n", " kind=\"scatter\", \n", " col=\"schoolsup\", # 有沒有獲得學校補助 school support\n", " col_order=[\"yes\", \"no\"],\n", " row = \"famsup\", # 有沒有獲得家庭補助 family support\n", " row_order = [\"yes\", \"no\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Line plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 基本 line plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### multiple line plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### line plot with CI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## count plots (bar chart)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 基本 countplot" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.countplot(x = \"school\", \n", " data = student_data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 兩維的 countplot" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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0AfghanistanASIA (EX. NEAR EAST)3105699764750048,00,0023,06163,07700.036,03,212,130,2287,65146,620,340,380,240,38
1AlbaniaEASTERN EUROPE358165528748124,61,26-4,9321,524500.086,571,221,094,4274,49315,115,220,2320,1880,579
2AlgeriaNORTHERN AFRICA32930091238174013,80,04-0,39316000.070,078,13,220,2596,53117,144,610,1010,60,298
3American SamoaOCEANIA57794199290,458,29-20,719,278000.097,0259,5101575222,463,27NaNNaNNaN
4AndorraWESTERN EUROPE71201468152,10,006,64,0519000.0100,0497,22,22097,7838,716,25NaNNaNNaN
...............................................................
222West BankNEAR EAST24604925860419,90,002,9819,62800.0NaN145,216,918,9764,13331,673,920,090,280,63
223Western SaharaNORTHERN AFRICA2730082660001,00,42NaNNaNNaNNaNNaN0,02099,981NaNNaNNaNNaN0,4
224YemenNEAR EAST2145618852797040,60,36061,5800.050,237,22,780,2496,98142,898,30,1350,4720,393
225ZambiaSUB-SAHARAN AFRICA1150201075261415,30,00088,29800.080,68,27,080,0392,924119,930,220,290,489
226ZimbabweSUB-SAHARAN AFRICA1223680539058031,30,00067,691900.090,726,88,320,3491,34228,0121,840,1790,2430,579
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227 rows × 20 columns

\n", "
" ], "text/plain": [ " Country Region Population \\\n", "0 Afghanistan ASIA (EX. NEAR EAST) 31056997 \n", "1 Albania EASTERN EUROPE 3581655 \n", "2 Algeria NORTHERN AFRICA 32930091 \n", "3 American Samoa OCEANIA 57794 \n", "4 Andorra WESTERN EUROPE 71201 \n", ".. ... ... ... \n", "222 West Bank NEAR EAST 2460492 \n", "223 Western Sahara NORTHERN AFRICA 273008 \n", "224 Yemen NEAR EAST 21456188 \n", "225 Zambia SUB-SAHARAN AFRICA 11502010 \n", "226 Zimbabwe SUB-SAHARAN AFRICA 12236805 \n", "\n", " Area (sq. mi.) Pop. Density (per sq. mi.) Coastline (coast/area ratio) \\\n", "0 647500 48,0 0,00 \n", "1 28748 124,6 1,26 \n", "2 2381740 13,8 0,04 \n", "3 199 290,4 58,29 \n", "4 468 152,1 0,00 \n", ".. ... ... ... \n", "222 5860 419,9 0,00 \n", "223 266000 1,0 0,42 \n", "224 527970 40,6 0,36 \n", "225 752614 15,3 0,00 \n", "226 390580 31,3 0,00 \n", "\n", " Net migration Infant mortality (per 1000 births) GDP ($ per capita) \\\n", "0 23,06 163,07 700.0 \n", "1 -4,93 21,52 4500.0 \n", "2 -0,39 31 6000.0 \n", "3 -20,71 9,27 8000.0 \n", "4 6,6 4,05 19000.0 \n", ".. ... ... ... \n", "222 2,98 19,62 800.0 \n", "223 NaN NaN NaN \n", "224 0 61,5 800.0 \n", "225 0 88,29 800.0 \n", "226 0 67,69 1900.0 \n", "\n", " Literacy (%) Phones (per 1000) Arable (%) Crops (%) Other (%) Climate \\\n", "0 36,0 3,2 12,13 0,22 87,65 1 \n", "1 86,5 71,2 21,09 4,42 74,49 3 \n", "2 70,0 78,1 3,22 0,25 96,53 1 \n", "3 97,0 259,5 10 15 75 2 \n", "4 100,0 497,2 2,22 0 97,78 3 \n", ".. ... ... ... ... ... ... \n", "222 NaN 145,2 16,9 18,97 64,13 3 \n", "223 NaN NaN 0,02 0 99,98 1 \n", "224 50,2 37,2 2,78 0,24 96,98 1 \n", "225 80,6 8,2 7,08 0,03 92,9 2 \n", "226 90,7 26,8 8,32 0,34 91,34 2 \n", "\n", " Birthrate Deathrate Agriculture Industry Service \n", "0 46,6 20,34 0,38 0,24 0,38 \n", "1 15,11 5,22 0,232 0,188 0,579 \n", "2 17,14 4,61 0,101 0,6 0,298 \n", "3 22,46 3,27 NaN NaN NaN \n", "4 8,71 6,25 NaN NaN NaN \n", ".. ... ... ... ... ... \n", "222 31,67 3,92 0,09 0,28 0,63 \n", "223 NaN NaN NaN NaN 0,4 \n", "224 42,89 8,3 0,135 0,472 0,393 \n", "225 41 19,93 0,22 0,29 0,489 \n", "226 28,01 21,84 0,179 0,243 0,579 \n", "\n", "[227 rows x 20 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "countries = pd.read_csv(\"data/countries-of-the-world.csv\")\n", "countries" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 227 entries, 0 to 226\n", "Data columns (total 20 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Country 227 non-null object \n", " 1 Region 227 non-null object \n", " 2 Population 227 non-null int64 \n", " 3 Area (sq. mi.) 227 non-null int64 \n", " 4 Pop. Density (per sq. mi.) 227 non-null object \n", " 5 Coastline (coast/area ratio) 227 non-null object \n", " 6 Net migration 224 non-null object \n", " 7 Infant mortality (per 1000 births) 224 non-null object \n", " 8 GDP ($ per capita) 226 non-null float64\n", " 9 Literacy (%) 209 non-null object \n", " 10 Phones (per 1000) 223 non-null object \n", " 11 Arable (%) 225 non-null object \n", " 12 Crops (%) 225 non-null object \n", " 13 Other (%) 225 non-null object \n", " 14 Climate 205 non-null object \n", " 15 Birthrate 224 non-null object \n", " 16 Deathrate 223 non-null object \n", " 17 Agriculture 212 non-null object \n", " 18 Industry 211 non-null object \n", " 19 Service 212 non-null object \n", "dtypes: float64(1), int64(2), object(17)\n", "memory usage: 35.6+ KB\n" ] } ], "source": [ "countries.info()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x = \"GDP ($ per capita)\", y = \"Literacy (%)\", data = countries);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## count plot" ] } ], "metadata": { "kernelspec": { "display_name": "python_ds_env", "language": "python", "name": "python_ds_env" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.0" } }, "nbformat": 4, "nbformat_minor": 4 }