diff --git a/Basics of Seaborn.ipynb b/Basics of Seaborn.ipynb new file mode 100644 index 0000000..4640d85 --- /dev/null +++ b/Basics of Seaborn.ipynb @@ -0,0 +1,1392 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Introduction to Seaborn – Python\n", + "Seaborn is an amazing visualization library for statistical graphics plotting in Python. It provides dataset-oriented APIs, so that we can switch between different visual representations for same variables for better understanding of dataset." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Different categories of plot in Seaborn\n", + "Plots are basically used for visualizing the relationship between variables. Those variables can be either be completely numerical or a category like a group, class or division. Seaborn divides plot into the below categories – " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Relational plots**: This plot is used to understand the relation between two variables.\n", + "\n", + "**Categorical plots**: This plot deals with categorical variables and how they can be visualized.\n", + "\n", + "**Distribution plots**: This plot is used for examining univariate and bivariate distributions\n", + "\n", + "**Regression plots**: The regression plots in seaborn are primarily intended to add a visual guide that helps to emphasize patterns in a dataset during exploratory data analyses.\n", + "\n", + "**Matrix plots**: A matrix plot is an array of scatterplots.\n", + "\n", + "**Multi-plot grids**: It is an useful approach is to draw multiple instances of the same plot on different subsets of the dataset." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Installation**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For python environment : \n", + "**pip install seaborn**\n", + "\n", + "For conda environment : \n", + "**conda install seaborn**" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns #use aliases" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "data=sns.load_dataset('tips') #load dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
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total_billtipsexsmokerdaytimesize
23929.035.92MaleNoSatDinner3
24027.182.00FemaleYesSatDinner2
24122.672.00MaleYesSatDinner2
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total_billtipsize
count244.000000244.000000244.000000
mean19.7859432.9982792.569672
std8.9024121.3836380.951100
min3.0700001.0000001.000000
25%13.3475002.0000002.000000
50%17.7950002.9000002.000000
75%24.1275003.5625003.000000
max50.81000010.0000006.000000
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total_billtipsize
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tip0.6757341.0000000.489299
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.heatmap(data.corr())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### JointPlot \n", + "Joinplot allows to study the relationship between 2 numeric variables.The central chart display their correlation.It is usually a scatterplot, a hexbin plot,a 2D histogram or a 2D density plot." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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b0amNiIhkxrYUJTMLzeyLZvY7zY/3mNnHzey55u+z2zEOEZGhY8Yj73sAghxmdu3XLceO7/TIBmK7tu9+DHgGmGp+/H7gE+7+ATN7f/Pjn9qmsYiIDA93Hnz40Zs+/cj7HtiBwQzewFdKZnYU+HbgQ2s+/S7gw80/fxh496DHISIi2bcd23c/D/wksPbm5IPufg6g+fuB9R5oZu81s8fM7LFLly4NfKAiIlmwdu7b6bFst4EWJTP7DuCiu3++m8e7+wfd/X53v3///v19Hp2ISDatnft2eizbbdDXlN4IfJeZfRtQAqbM7D8CF8zssLufM7PDwMUBj0NERIbAQFdK7v6P3P2ou58Avg/4Q3f/68DHgIeaX/YQ8NFBjkNERIbDTr1P6QPAO8zsOeAdzY+lR1HivLBY5/xyg2oj6TpmoBgaudB6iilIPG2ddH45YrUed32sWuSUcgF7yiHdNrowg0MTOfS+2fUdHA+ZKHT/4oQG43m95VH6Y9s6Orj7J4FPNv98BXjbdn3vUefuXF6NeGExwj3tXjBfjcmHxnQpJNfmbN5qAlsIrevuz+5OJXIWqi81gV2oOSuNmJlSSD5s77hxM8OnFjlmRiGE/eM5lusJK/U2G/oB08WAW2cKhEPSAX0nhEHaImg8D/PVpKOOINf6NA5wfLK7qM3QkFutJzw/X6ce+3WtXhyox86llYjxvDFZDDedlNdOLt1O3o3Yr+U13Rh50Ejg0mrcHEuwYdFzd1bqCUv163uxmVkzVypgPB8wX42pbzJ5FkLjxEyesbw6gbfDzAgtzdeqx2mn8M1aBxWbXdYDFXvpMxWlIZVu1TW4uhpv2UhzpeFUoojpUkjphu7Y1yIcephcEneWagkrja3PsFcazmojZqYUULqhOWo9duYqMYlvHIDYmjz3lNMGtgvV+LrJ00i36lrbdZowOxOYUQzhwHjIcj1huX79TyI0mO5xNS2yGRWlIePuXFmNOLNmq64dicN8JSYfJkyXwrQYFQOKPXTNdk8bpc5XN89ruulxpNtEuQBmy2lK7EKtsy7g1pw894/nWG5mJ00VA07MFAiHMEk3S9auSseaW3r12PuymhbZiorSEHF3nr1coxJ5V12ZW1t6lUbC0alCz5PL1Uo6WXUbedBI4OLKxmF9W7k2eRYDjk7nKOe0VddPZkbOYE85XV2rGMl2UFEaMu1skW1lvE9nu/2IyOgHM1NBGqDA0jsxVZBkO+g+ThHZkgqSbBcVJRERyQwVJRERyQwVJRERyQwVJRERyQwVJRERyQzdEi4ikmVm60efBznMjCNHj/HimdPbP64BUVESEckydx58+NEN/3rdgjXEtH0nklG9RIeIDCsVpSETGj3HBER96MTg7gSWjYnT3YkSJ+6m91JGJc3XNQuvr8h2UlEaImbG3QdL15qYdvx4IBfATDnsaRxJ4sxVYy4uN1i9FibY+eRpwEzR2FsOui62rQ7lf3xqla/P1YkTH+qJ3N2vPadLqzGNxK8VKJHdQNeUhkwuMG6bLXBgPM1RakROO5F3RhpHcGQyT9Blj7gkcRqJc3K+wXIzaK9RS1htJMyUwo66c4/ljak1uUoHxm3dHKUNx+LpyujkfIPFWjqWr1yuc2ahwb2HSkx1EG6YFYk7tSgNN2wt+i6vJpRzxnRJ3blld1BRGlLjhYC79he5tBLx4tLGMRaBQTlnnJgt3JSl1K707B3OLjXW7eodJXB5NaacM6ZK4YaTpwFhALPrJNCaGRPFkHI+Ta2tbrDF6O64w/nliPPL0U3PeaXhfOZMhUMTOe45WCQMLPONWpPm69uKiLhRJXKqyzGTxTQdFlScZHSpKA0xM+PARJ7Zco4zCw3mqy8F/hlpQbp1psBMKegpwG+xGnN6oUFjiyVZOnlGTBUDyvmA9FvatfFMFY2x/OZjCQNjz1hILUqupZ+2nlOSOCuNhJPzjU1TZyEtWpdWIu7cV+DETCGTCanu6aqwnYBEBxZrCauNtKiHgSszSkaSitIIyIfG7XsKLNdjTs6lE/b+5lZdt6sEd6cRO8+v2apr63GkgX0rjYTZUo5cePNWXTuKuYAD48ZyPWGxlhAlcGq+zkKt/bHEDk9fqnN6IeK+Q6V0CywDE3nrmlctcuZrm8eO3yhqxsprS09GlYrSCJkohNx1ICBOIBf2NlE9d6XOcr2zRNm1ogSW6jGv2FsgH3a3bWhmTBZDnr1cX3errl3L9YQ/e7HC224fp8eXpW8urMRdBTW2VCInrCdMFnSvkowWFaURY2bkeru5DuC6bbNe9GOLqbt7+7JthO5eF+krnWaJiEhmqCiJiEhmqCiJiEhmqCiJiEhmqCiJiEhmqCiJiEhmqCiJiEhm7PqiNOxdpW/U6sTQq35EZPRL2iKo9+Ns1ZqoHYn3p2t3xtvxieyYXfvm2ThJuzFXI0/jHEohhay83b9LS7X4Wl+4/WMht0x132bojr0FGolzak0X7k6M5dNu5r1Mvu7Ocj3h0ESO/WM5Ti3Uma92PpZcAFPFgKcv1ZgpBRyfLtzUELadsbS6mEN7ffw2c3A8pBanzWe7qZVjeVM3BxlJu64ouadNPZdqL0UktLpcd9OjLQsasXN6oc5C9aW2QJdXY65WYo5P59P8pQ6fk5lRCI3bZwss1xNOzTdotNGGIDQ4Op1nT3njbuHtqK5pyNrqUnFipkCl2ZC11sZMnjaBDRjL27VxzFcTFmtVjkzmODCea2t8tciZr8bXdblYqDmrjZiZdTqebzmu5vcshrB/PGS5nrBcb68y5ZsnUGGgnncymmxYtq7uv/9+f+yxx3o6Rj1OJ5c42bhtTbvdrLPA3bm4EnF2KdqwbU1gUMoZJ2YKlPPdnVkna+IiLmzSg27vWMixqTxm3bcXipP0Z1SP1/8ZtTprX1yOOLucRnasp5QzZkobn2AE1symmskzUVy/L9Pa1fRmej2Z8TXRFRsV27UFFlSQRkDbP0ALAt/wHzpAkIMk4sjRY7x45nQ/xrYdNnz+u6IoJZ5uk1S2mFxaNsv9yYrlWszz8w2ixNvqo2bQc+fwpBk7fnKuwdKazuHlvHHbTIFiaF0HCLa26pY7Cvm7uXN4uhUbkA+srYnbSL/+2JotvbVbde3+32HAdCmgnGvv+64ncW+eOF3fOVwdwUdS+0XJzB98+NEtv+6R9z0wTNfHN3z+I7195+6sNhIWa+1PLpCeobciArK2pdeInTPNayudPqdLKzFXVuOuM5aC5pbeHXsLLNYSXlyoc3Aiz56x3rbqalHCXLWzCIfAjCCE22YLrDa39EqhMV7orCg4MFdNWGhu6c2UQua7uM7jwEI1YaW5vdbNyUxgRjFME4KX6+kKbbbDRF+RYTfSRWmxjfC0rVQazlSxTwPqkbvz1MVq1x28nTRjaLEaM1Pq/iJ5YMZ0MWD6QAmntwmzGiVcrXR+80JLGBgThYBD4yGRO93eM5h4WrSjpPvi6kAjgdidnHd3HDPDgIlCwGThpc+J7BYjfftOH+4AxjJ0azSkz6nXpxX2YUuyNVH2egYfd1+PrhtLepjextKvuT9n3W/htbReVxUk2W1GuijJYGnCHCy9vrIbqSiJiEhmqCiJiEhmqCiJiEhmqCiJiEhmqCiJiEhmqCiJiEhmqCiJiEhmqChtkyHqSSUismNGuiiV1m/+3BH33jtDJM0u0L0GCibuaQxDb8NhpZ72mdvpQunudNm4/KbjFPqQmtePcESAStSfIECR3Wike9+NFUIKOWeukvY063SaCCztIJ3rYcKLE+fCcsQTF2uEBq89WGLvWNhRp+5WXMNCzZkqhuSDhMVaZw1Z11quJzx5scqx6TwzxbDrzt69SJoJud2E9rW0XpelWkK1h4LS6go/U2ovX2krS/WEagSz5ZCghxgPkd1opIsSpJk5+8ZCqpF31Fl7vNkdvNtJKk6cauR88XyVuUp87fOfe7HC/rGQew+XyAe2aXFqrWRWGs5SswiZGWOFkFI+YKkWs9plw9kogefnGkwUYk7M5MkH3cdOdKKVzdROTtFm3J1a5CzU4o66i6/VerZTxYByn/OzGglcXIkZzxuTRcVOiLRr5IsSpJNBOW8Uc8bSJp3DDciHafRAt6uj1lbdVy7VODnfWLcIXlqN+cTXV7hjT4E79hTWDcVLs4tgvpqu8m4UmDFdyjGWd+ar0abBhZtJV001DjSzlgIbzOTZKrCrdWep3v0qz92JHRaqMfUet9vKeWOyGA50JbPScCpRzHQxoJjTqklkK7uiKLWkE3nYnMiv39ILSEPaSl2EtLk7ZkacpEmwT1yobRnXnTh89UqdMwsN7j1UYqacFsJrW3VthhLmQ2PfWI5Ko7ctvYsrMXPN+PSp5pZe63n1qhUOOFfpPKeopfW6LNcSVhrdb/mt3arbrgDHxNPMpkLzhEdbeiIbG2hRMrMS8Cmg2Pxev+HuP21me4BHgBPASeB73X1ukGNZK53I0y29xVpCKZdusXQ7UdRipxEnPHGhxpU1W3XtqETOn75Q4cB4yH2HSzRiOi4ua7f05ivxlgVxI40Evtbc0rtjT4Fed/Naq8bFHrfqosSJ4t626iC9RjhZ6P9WXbvq8Utber1sDYuMsoHGoVv6f924uy+bWR74NPBjwF8Frrr7B8zs/cCsu//UZsfqJQ590M4vNfji+eq622yduGt/kVKPt6PVo4SrlbjnzKU79xWYKPR2+2Ijdi6v9j6WuUrUU1GDtCAdGO/PjQz9cHgizMxYZEe0H4ceBOmF2K0EOUiimz595OgxXjxzuqPBbYOdiUP3tOItNz/MN3858C7grc3Pfxj4JLBpURIR2ZXcefDhR7t++CPve6CPgxm8gb9PycxCM3scuAh83N0/Bxx093MAzd8PbPDY95rZY2b22KVLlwY9VBGRTFg79+30WLbbpislM/v/2OSmLnf/rq2+gbvHwL1mNgP8tpnd3e7g3P2DwAch3b5r93EiIsNs7dxnZrtq7ttq++5f9+sbufu8mX0SeCdwwcwOu/s5MztMuooSEZFdbtOi5O5/3MvBzWw/0GgWpDLwduBngY8BDwEfaP7+0V6+j4iIjIattu+eYPPtu9ducfzDwIfNLCS9fvVr7v47ZvanwK+Z2Q8Dp4H3dDZsEREZRVtt331HLwd39y8D963z+SvA23o5toiIjJ6ttu9ObddARERENr0l3Mw+3fx9ycwWb/x9e4Y4OO7OaiMh7qVNAOn+5mSh97vrx/NGr51v6rFTaSQ9x1I04rQ1UC+qUcLVStTzWMYLAeVcby+MO315XQqh9SVuY7WRKN5CZB1brZTe1Px9cnuGs31qUcJcNbn2RunJgjFe6Kz1S+Kt7t3GiZkCh2Ln+bl6x90HZkoB9x0uU84ZgaXRB8v1zo6RuHNuKeLCcvqO7rS/W0ihwyqXaz5utdlItNXlupMWTIk7X79a56tX6jiQCyJOzOSZLHbWISI0mC0H5IL0cVdWY15YbHTVaiiN/khYqidMl0JKuc4qS2hpb8TW69lqUdVt3V6oOYu1mJku+y2KjKq2OzqY2TcAbyL9//vT7v7FgY1qgOIkjbC4sT/cUt1ZacTMlEKKW5yVu/tNURhBYJQNXrW/yOWVmBeXtp48C6Fx14Eihydy13XnniwEjOdZd5zrWajGnJqvX9cpPErSSbyUM6ZLWxcVAyaLAWP5gPRL069faTiVRtx2s9rLqxGPn6tSj/1a89V67Dx3pc50KeD4dGHLRqjWeg0K6de1vufesZDZcsiZhQZXO+wx2JI4zFdi8mFanNrpBj9RMCYK18dPlHNQyoUs1pKu40Oc9GecC9LspV5yu0RGRVtFycz+Gekdcr/V/NS/N7Nfd/d/MbCR9Zm7s9xcgaw3hThpwuyVSnMiLwbrZh2l3a7XDw00S1Nh942H7BkLOb3QuC5Laa3j03nuOlBct2O0mV1bJdSbQXjrFbh6lHBqocFyff2/d9Iz+upyzFTRmgXn5ueUFq5ww8yfhHTy3CzWoxolPHmhyoWV9ZumtjqfP1mrcmQyt2EfutZrb+tEaASWriSPT+c5OJ7j+fnOV6WtsdRj59JKxEQhSAvOOmMphsZMKVg3zqP1s54qtk4gYrppXu7cnL2kDuKym7W7Uvp+4D53rwKY2QeALwBDUZRqURpVkXh7mUPVyKlF8XVbeq2tuo2ymNZqTZ63Tuc5OB5ycr5xbfKcLgbcd7jEWH79onfjcYohHBgPrxVUSLfHzi9HnF9Kt+o2G1Hr7xZrL60EW1tQra26XLD1CiidyG/ucp14umX57OX6lq+vk17bObsUcWklDRecaG7phc2U33xoW07KYWCU861VacSLS1HX22gr9YTVRtJcIadbeoHBTDGgkNt6LIEZFjj7xkIqkbPQQZDkTWPpcFUqMoraLUongRJQbX5cBL42iAH1U5w4C7WEWrT+6mgzDiw2t/TG8gErXQTThUG6OnnV/iJXVyNmy50H6bXOyCcKAWN5ODXf4LkrNeI2C+za59Pa0hvLG0en8s2CCx00LAa4dr0JnKcu1qhF3lFOUuJp3MdXr9SZLQXcfbDUcTrrS6vSHHvGcnz9ap2leudLlVahnKvEFMKEo1N5pkqdjwWaW3oTIfPVmOrNzZrbsnZVOlsKtzxxERk1W7159t+Q/n9bA54ys483P34HaQxFpvWa4wPpll43k11La/I8MVtgssMbKdYKzDCcZy7VeoqCcNK72Tq9qePGY7jD4+eqXYf2rR3LRKH7LavWqrQa95Yb4qRbh1NtXH/bSOtn3WuESev1VT2S3WirlVKrQ+3ngd9e8/lPDmQ0fZalG24D6892TD+eU7+2hXq8Yxzo31j6cXe1WfM4PQ6pP2Mx+jAUkaGz1S3hH27nIGb2m+7+Pf0ZkoiI7Fb9ylO6vU/HERGRXaxfRSlLO2UiIjKkBp48KyIi0q62OzpsQddjRUQGwYxH3vdA948P1n+j+pGjx3jxzOkeBjYY/SpKP9Wn44iIyFruPPjwo30/bE+FboC6DfkzwFshf+7+XwYwNhER2WUGGvInIiLSCYX8bRdl5wwFXRwV2Vlt3X1nZq83sz83s2Uzq5tZPAwhf2n7mt6P02t+X5w4F1djlmoxUZd9edzT/n2HJ8KeJ865Skw1cpIuWzK4O4k7U8XeRmLApZWop6BF9/R5TPf4QzLS5qy12HsK33N3OoyNWlcj9rRno05mZJdp90aHfwt8H/DrwP3A3wDuGNSg+qUQGgebHbaXOgzNg5eiC8LAaMRpp/H1Iis2krgTJ/DUxSovLDYw4K4DRb7xljHC4ObIio3ESZqQe3K+gZmxfzxt+tmIu3uDWD12nr5UY2855Nh0Zw1ik8SpRMl1nc+7kTaZTXOK0sasIcdn8utGeWwkTpx67Dw/X6fSZaZRy1jemCyGzFWTTSMrNpK4p1lN1Zh6d1FP13FgrppQWDMWRVrIbtD23Xfu/hdmFrp7DPySmfX/dpABMEsnm3LeWajG1NqYMAKD2VJwLcoAIB9aGk/QSFiobd513JsT1NnFBk9fql7L2XHgyYs1vna1zptuHePYdGHTYLckSbtvn5qvs1B7qctnLjD2lkOqa6ISupmSr1Ri5qsxx6bzzJY3zlOClybdzTKi2mFAoZnLtLYD9lw1ZuFCzC2TOfaN57YcizucWWxwZbW3seRDuynsrxY7F1ZiJgsBE4Xm124wltYKtt1Yk07VY+fiSrxu0KDIKGq3KK2aWQF43Mz+FXAOGB/csPovFxh7x3JUo2TD0Ly1Z+/r/Y9vZowVQkp53zBxtLWqefxc5bpCslYlcj7+tRUOTdT4ltvGKeeD6ybF1kR3YSXi3HK07uUoM6OcN4o562lCjB1Ozje4uBJx20yBQu76M/LWWNpN091IOpnSjP9ef6stcTizGHFpNea2mQLFHNcVrtZY5ioxZxYaXXcobx2xlTK80SS/VE9YbbRynm5eqSSebrEt9BCL3q7lurPaSOPTC+uMRWRUtFuUfpD0+tPfAX4COAb81UENapBKuYCD48bSmtC8jc7eNxKYMVMKGc87c80tvcSdJIGnL1U5vdBoayznlyN+9ckFXnOgxOuOlAmD9H6I1UbCqflGW1HogaVn+uMFZ76Spp92Mz+uNpynLtXYNxZydCrdRks8DUjsNuG1xYDxgrUd3VGNnGcu19izZnvRPb3O8vx8vev48ZZyc6uunYk9TSNOrkvEhWasejWh3kt2R4cSh6uV67cXQSsnGS3tFqV3u/svkIb8/XMAM/sx4BcGNbBBMjOmiiFj+TRNtpy3Dc/eN5MPjf1jIWcWG7yw2ODZS3UaHZ4yu8OXL1T5i6s13nb7BKuNdCXXqXQlGLJUT2Pfu3V5NWauGnNkIsdKw7naw1ZdYFAMYbK4foT6Vq42txcPT+aoRc7lHrfqijljshCSCzsfSyuNeKJgJM5Atura1dpe3FMOKHbxXESyrN2Z+KF1PvdDfRzHjsgFxmw57KogtZgZSQLPXqp1XJDWWm04X5+rd1WQ1o6lGFrPd+fFSbqN1ktBgrQo3Xi9plOJw4uLUU8FCVpbh90VpBYHluq+owVpre1cpYlsl606Onw/8APAbWb2sTV/NQVcGeTARERk99lq++5R0psa9gH/65rPLwFfHtSgRERkd2qno8Mp4A1mdhD4xuZfPePu0aAHJyIiu0u7HR3eA/wZ8B7ge4HPmdlfG+TARERk92n37rt/Cnyju18EMLP9wB8AvzGogYmIyO7T7m1nQasgNV3p4LEiIiJtaXel9Htm9p+BjzQ/fhD43cEMSUREdqt2VzsOPAy8FrgH+ODARiQiIruWtdMa38y+4O7fcMPnvtxKnt0O999/vz/22GPb9e3a5u6cWWzw4mKDZy/Xu35DYz6AV+8v9fbmTndOLzQ4uxRxeDJPoctj1aKEZy/XmSkFHJvOd93G5tJKxNVKxOuOlJnqMs8hNK51dLjUh44OE4WQfJevS9obMSDx3t5Amw9gPB+w0kiuNevtRqujg9oMDaW2f2gWBD6QPLYgB8nWN1EfOXqMF8+c7vd33/D5b/Xm2b8N/Ahwu5mtfV/SJPCZ/oxteDXitPddLgg4Nl3glqkCT19sv/ddy6HxHIcmcz1lPy3VYr50vspiszno1UrM4YkcBydybU9a7s7J+QbPXKrhwAuL8Px8g3sPlZgutV9UVusJX7pQZa4Skzh87WqDew6VuO9wqaPuDmt73+FwYCLHybl6VwXBSVsFVaPoWkxFJ01NW73vAgPHGC903vsuMJgqBpRyadeNUj6k0kib+3byjG7sfScjzp0HH965UIZH3vfAtn6/ra4p/Qrwe8C/BN6/5vNL7n51YKPKuMRv7hIemBEY3HWgxO17CnzxXIWFLVoGTRQCbpvJkwut667PUeI8e7nGyfkG7i81Y3WHc8tpe55bZ/JMbrFSmavEPH6uQjXy67pvL9YSPn16leNTeV65v7jpKiNOnL+4Uucv5uoA1zpnx83+fl+5XOMtJ8Y5Pp3fdCzlnHFipkAxZy81yDUoGrxib5G5asyZxQZxl6uMSsOpNCKmS2FaIDZ57UNrdQl/6WdkpAVmTzlou0v4WN6YKl4fPWHAWB7K+ZCFakJli6a3ocF0KaDQw78Xkazb6s2zC8AC8P3bM5xsc09jKRY3yVMKA2M8H/DAsXHOLTV46mL1pi2aXAC3TueZKnV2tn7jWM4tR3z5fJXEWXdSTDxt3vkXV+tMF9PV3I1FpR47T12scm4p2jAKImlmF72w1ODuA0WOTt28pXdxJeJL56tEsa87lihJC+jHv7bMoYkcb751nMni9Zc0A4NbJvPsG18/28nMMIPZcshMKeSFxUZXPfFaw1uoxqwExkz55v58ra26iYJd+943Cswo5aCYCzeMD8kHre7z68dNmKWrpulSwETCta7zN1KekuwWbYf87Xatrbq4jWgIMyM0ODKV5+BEnqcvVTnT3NI7MB5yZLKztNcbLdcTvnS+ykI1bitTqBWzsFCrcmQyx4Hx9Md+ar7BM5druLPlceJmkuATF2qcnGtw7+ESk8WQ1UbCE+erXKm0N5YogbNLEb/21AL3Hipx76ESYbMx7vHp9pJnAzMwODqV58B4jpNdxlk40EicSysR480tPTO7LqZiq59Rq6hMFoPmll6aPGukW3Vj+Y2L2o3PyQJn/1jI6potvUJozHaYgisyzFSUtuDNrbpurmMEZgQh3H2gxK3TeRZqMbmgt62Xr1xOk2vXbtW1w0m39M4uRZxdjJirxtRiX/esfDOxw3wt4VOnVpktBcw3k287aZDeWtk9fr7Ki4sN/t4D+5goBG1lWa0VBkbJ4M59RU7N1bnaQ4f11YZTiyJesa9IMdf5z6i1fbunHNKInXyzW3snhaT1ta0tvSj2nrZ2RYaRitIW+pGdEwbptlMh7O39xu7Oc1fqPR0j8f5EdyfN8LteRAncsbfIeBcFqaW1UlnsIUMK0qI9UQy6KkhrBWYUwt5WNa3nlO/xOCLDSF0ZZMcN4m7XbvVjLP0qJCpIshupKImISGaoKImISGaoKImISGaoKImISGaoKImISGaoKImISGaoKImISGaoKImISGaoKG0pQ+/spIMQlk2PkYD31gGhX+LE6cd7RPvRiidx+jIWEemeitImosSpNJyzSw0asZN08XZ/dydOnCsrMVdWo66OAenkXYmcyUL6I+tq7nQnatQ5+aXP8rUv/Alxo95VcQot7X59bCqNfug2lzAfwEo9YaEak7jTTuDkRl62p0A5Z11nDAVpj9eOeviJSP8NtPedmR0D/h/gEJAAH3T3XzCzPcAjwAngJPC97j43yLF0IvE0fuHpizVONbt7n1+KODzZDM2jvRYwceIs1mIeP1dlpZlfcWEl4rZmVlA7Z/fuab7Rc5drfG2u8VJeUofPKWrUWbhyid/9yIe4dPYMAM9+7o94w7v/JlP7DxPmC1seI33ecGAi5PBEjsCMA+POxZWYF5ci8PSHvJV8CJOFkO9+1RTHpvPUYri0Ejdzi7pb9YzlA161v8iV1Ygzi1HbDWsDIAzgxGyh63RcEemftuLQuz642WHgsLt/wcwmgc8D7wZ+CLjq7h8ws/cDs+7+U5sda7vi0OPEOb8c8eTF2rqposXQODGTZ6wQbDh5JokTufPEhTSnaD17x0KOTW0eYREnzuXViC9fqFHdIgBuIx7H1Bt1PvnRX+Wpzz+6bnO343fdz/3f9v3kC0UsXP88JTAYz6fPvZi7eYHdiJ0zCw3mNwm8Cy09zttun+CbjpbXff1aqarWRoTFRqLEeWGxwdXVeNPCFBgcaqbzqhO3bLP249DNfKeTZwdQJzZ8/gMtSjd9M7OPAv+2+eut7n6uWbg+6e53bvbYQRelOHGqkfPFcxXm2ohAmCkF3DpdIFgT3ubNFdaZhTrPXKptmS8UGhybzjNbvj7sL06ceuw8fr7aUYhdMzWc5mCIogZf/dJjfPJjj1CtrGz62FyhxH1v/25O3PMGwlz+2sWV0NI/npjJNzOGNv9/aamWcHK+QZRcn2CbD+Dle4t82ysmmShsvmvcTsBeO1bqCSfn69RvCB4MLD3+rdN5CusUWJFt0H5RCgLf0a7FQQ6S9U+uW44cPcaLZ053ctSdL0pmdgL4FHA3cNrdZ9b83Zy7z67zmPcC7wU4fvz4606dOtX3cbW26r5yqRkp3sFjA4Mjkzn2j+Vw0vC9L56rsNxhjMJY3rhttkC+eUHkL67W+Yur9a6ub7g7cdRgce4Kv/eRD3Hhhc5es+kDR3jDu/8m0/sPE4Q5Do6HHJ7MdRQt4e5cWIk4uxQTGowXAr77VVPcOrP1FuFarSjyQth9cXJPV5svLEbXjnnrTIHpkrbqZEdt+o957dwHvG4nV0rt6GI1tbNFycwmgD8G/md3/y0zm2+nKK01qJXSl85XubAcUWsnNnUD5k4CnF/e/Gxiy+MYXF2NqXS5VQdw7vTX+eKf/AFf+dKf95TD8N73/08cP3oLpR5WEvnAODyZ464Dpa7zkgD2loN1tww7ESXOYjVmptx9BL1IHw3N9l07+lmUBr53YWZ54DeBX3b332p++kJz26513enioMexkV4LEkAlci6u9FaQAC4uRz0VJIA4ijj57BM9BwOVklpPBQmgmDNe3WNBgv7cEZcLjD1junYkknUDLUqW7rf8IvCMu//cmr/6GPBQ888PAR8d5DhERGQ4DDoO/Y3ADwJPmNnjzc/9Y+ADwK+Z2Q8Dp4H3DHgcIiIyBAZalNz902y8d/i2QX5vEREZProfVkREMkNFSUREMkNFSUREMkNFSUREMkNFSUREMmPXFiV35+pqxGw5YKoQdJ1TtFSNeOTzZ/nQZ05z+mql67Gcmqvx8ecWeOLcCo24u6yjarXKE888C/tfRjA23dUxAI7d8Ups5jBzlYi4h3euVhsJn3x+mRcXG103dMwHaZPW7ezRKCI7Z9DvU8qkSiNt1FmNnMCM8QKMFULmq0nb3bjjxHn0+Tl+76lLJO5ECfy/j5/j1r1l3vbK/UwU23tpF6sxnz65zMWVBlECtaUG55YavOpAmaPThbb6vbk7X/nKV3j0M58h8QTLFSkevB3qq1QvPI9H9bbGMjE1w7e+529w9PZXEuYLVCOoRjGTRWM8v3Uz1hvFDlHkfPl8hefnAu49VGaizXiIwGCqGFBqRnyoKInsDruqKMVJGth3aeX6SAMzw4DZUkAjduaqyaYdvk9eqfCrnz/LUi26Lt6ikTjPX17lFz9zmjfePst9x2c2bLETJc7j51Z54nwF95da6bQWSc9crHB6vsZrDo0ztUnz0MuXL/NHf/iHLCwu0GisaXVkAVaaoHT0LuLFC9Tnzm3YeigIQl735nfw+nd8J7lcHgvSBXTrq5dqzmojZqYUXmuO2o7W42OH+WrCp06tcOtMgTv3Fclt0npoLG9MFYPrcqu67RQuIsNlVxQld2e+mnBqPu28vVG9MTMKOePAuLFSd5bqyXVfu1yL+OiXL/DkuWUaG1St2AFPV1GPv7jIO199gKOz5eu+5sx8nT85uUQjdjbaqYsSWKwmPHpqiWPTBV6xv0x+TUGo1Wp89rOf5avPPkscr58b5A4EAfmZQ4ST+6hdPElSWbzua47e/gre+X3/DeMTUxsG/XlzPFdWY8o5Y6q0cZbUZhKH0/N1Xlxs8JqDJQ5N5K4rNvkAZkohYdCfeHMRGT4jX5SqUcLJuTqVyNtu7GnNLb1yPmShlrDaSPjs8/P8zlMX0wC/Ni75NGJnoRLxm188x8v2jfEtd+4jwfjMyWXOLzfaOkazvvHiQp2ziw1efbDM4ckczz33HJ/+9KdJ4pgo3jpvKcEgzFM89DKorVC98DzlsTLv+J4f5NaX30Wu0F6khJM2n60sx0wVjbE1W3rXZTltInaIY+fxcxWmSyGvPVRishAyXQoo57QqEtntRrooXV6JOL3QWUZSi5kRGkwWjA98/CQXl+vUu+jgHSXO1y6vcGq+TnlsDOi863XUrE5Pnl/hE7/3CerLc9dv1bXLAoLyJLd987fy7d/+beRyOSzoLFeoNfTFmpMLnGKzkHT6ysQOc5WYpy5U+a5XTm2awCsiu8dIF6XF2uZx2O2oNBLOL9aJergLLUogH4Q9RzBECazMXerpGInDocOHyeXbu4liIw4dXV/a6Bh7x9J/gipIIgK7+JbwTvRlvszYnJux4YiIACpKIiKSISO9fSciMvTMeOR9D+z0KDYX5Nragj9y9Bgvnjm96deoKImIZJk7Dz786E6Poi/aKa7avhMRkcxQURIRkcxQURIRkcxQURIRkcwY6aKkvtIb02sjIlk0kkXJ3ZmrxMxXu8slWqsQGmGz5VAv4nq97QiJjRgQ5AoEQW8/tmql0nMUREDaHWKTZt9tqbXTBFBEdo2RK0rVKOHZyzVOzvdWAAASd5bqzg+94Rgn9o1tGrewEYvrxEuX+fqH/g5f+6V/SLQyj8Wdj83diaIGk69+M4WZQ9fiJTpRyOcYK5e4587b2DuWS/vNdXwUyAVwfCbPW05McHQq31VhCi0t+LfOdPd4ERlNI/M+pY2ykrqRJE419mvdxceLOd59z2FOXV3lPz91kVqUXJejtB7zhDiqs/Anv8zlP/olPKqzCiw8/SmOvevvse+B9xDkC2CbFxfDSZKEldUKcRxjuQKlE/eSW56jcvrLeKNKskWncDMjDAPuv+du3vam11Mo5AEo5YzlesJyPX0uW71uuQBKuYC3nhjnyFR6jJlymVtnCjx+vsJqffMcqpbQ4OV7C3zz0TGKuZE7LxKRHtiwJHref//9/thjj930eXdnoZpwaqFOnPR2rcQ9jbc4vdDgamX9iT5OnMdOzfPZ5+dIfP04DG9UqZ15krO/8S+I5s6ue5zSoZdxxw/9K0qHXoYVyjf9vZGu1KrVKvX6+isr94T6pVNUzn6VoFm8blTI5zi4by/v/ra3c2DvnnWPEyXOQjWmHq//+hkQBnDf4TKvPVhaN7jQ3Tmz0ODpS1USX78Tei6AyWLIt9w2zr6xkTkfEulG2/sDZuaj9ObZZs3Z8PkP9cxQixJOzjdYbSQ9d+BO3Lm6GvPCYmPTs/0wML75tlledXiCP3jmEi/MVWk0v7nFdaLKMud/81+w8pVPb/r9que/xpMf+B723P/tnPi+nyFXLONhuvpwd+I4YmV182s/ZgHFA7eRnz1C7YWnqC9cwpO0mOZzOXK5kO98x1u5+5Uv37QFSC4w9pRDarFfuw7Xej1zARyZzPOmW8eZKGy8qjEzjs8UODSZ5+mLFc4uRdeOEVi6OnrDsTHu3FdUR3AR2dDQFqXlWsxzV+s9FyN3pxo5z8/XqTTaP9hUKc9fve8Iz19e5feeOMtqrcHcZz7C5T/4EB7V2j7O1cf+E/NPfpJbv/sfsveND+I4q82tunYF+SLl276B/PJVqqe/TFKv8rrXvpq3/6U3UCy2F+BnZpSaqbvLtYSVhjOWt/S60XS+7bEUQuPew2OcmI15/FyFlXrCHXsKvP7YGCVt1YnIFoa2KFVj78ttzc9cqlLpIi+v5bZ9Y7zenuOX/837Wb74QlfHSKorPP+RnyE4dg/h7C1djyU3sYdXvP5beeeds8xOT3R1jMCMqVLIX769xP7x/Lpbde2YKYW87fZxxvIBk8XOggRFZPfa9aeu/bgjOTAnWV3o+Tge91AdmywImBgf6/k4xVzQdUG6NhYzxjfZ8hMRuZFmDBERyQwVJRERyQwVJRERyQwVJRERyQwVJRERyYyhvSVcRGRXMGsrRnwYHDl6bMuvUVESEckyd4a5zdCa1kJt2fXbd6v1pOcYhzhq9HwMgIlSoeeO2YFBOdd7G59+NAJyT3sFioi0a2hXSqUeA46W6zG/+cQ8n3thldlyyFtun2RvF01Cn/7sH/GRn/1JKivLmFlXxak8PskP/YN/zrd+75uZq8R85PPnOHW10vFxXnd0gv/lO2/n0GSBZy5V+fMXKzQ6fHNwYPCKvUWmS713YYgdLq0mlHPOdCkgUM87EdnC0BaliWLIq/cXOTVfZ7Wxfrfu9STufObUCr/11DxRkrYqulqJ+djT87xiX5H7j463Fadw9fyL/PK//Ht89QufoV5NC0g3Rekvfdv38Ld/+ucojY0ThiH7JkL+uzcd4+lzy/zWly6wUt+6B97esRz/7Ftv5a0vm6GUT8f+qv0l7thb5NOnVvn6XHv5TQfGc9xzqEQusL42Ta1ETnU5ZqpojOUDNWQVkQ0NbVGCNNvnFXuLzDejK5ItoitOz9f58BeucGU1pnZDK/DY4bkrNb52tc7rj4/z8r3rd7OOGnU+/h/+Lb/7Sz9HHDWIo5daA7WiI8zSSX29KImWo7e/gp/42Yc5fserKJavbwuUDwNec8skrzw0wX968iJ/+vz8us8rMPiB+w7w9996lEIYkFuzegwDIwyMt5wY5zUHi3zy+RUWauuPp5w37j1UZqYU9txaaCMOLNaclUbMbCkk32uUr4iMpKEuSpAWgNlyyFSxtGHI30o94befmuPPXlgl2qRwpX3wnD89tcLTFyq8+bZJ9qzZ0vvKn3+KD/+Pf5eVhavXVkfrcfdrBe3G1VNpbJwf/Imf5lvf8xCFQnHDBNnAjGLO+M7XHOBNL5vlI4+d48x89drf33NknH/1HelWXWt1tJ58aOwfz/E9d03z9MUqj52tXOv3Fxi8fE+B2/cU0xTaAa9gnPQ1vrQaM5Y3pora0hOR6w19UWoJA+PYdIH9Ywkn59PE2ChxPnd6hV9/Mt2qa/f6SiNxrqzGfPTpee7cX+TlxSV+41//JE9/7pObFqO11q6aIC1UD/yVd/Gj//wXKI+NkysU2zpOPgzYP1HgR958nCfOLvHJr17m77/lGG9/xSzFXHvbbIEZgcGrD5R4xd4inzq1wkrDuedQiXxzRbXdVhtOpaEtPRG53sgUpZZSPuDOfUXmqjE//5lL/OHXl7eMLl+Pk27pPXN2nv/4k29MA/wajY6P0ypO3/XQj/CDP/7Pbtqqa4eZkQ+Ne26Z4v1vPUJokAs7v3EyFxi5wHjg+Bjz1WTHVykO1CIYaz+uSURG3MgVJUgn8T3lHFHiXRWkterVCkkU4VHnBWmtg0dPdFWQ1goDoxD2fhOCu+14QWrZYPdSRHapkZ4S+jXtZmP6FhEZfSNdlEREZLioKImISGaoKImISGaoKImISGaoKImISGaoKImISGYMtCiZ2b8zs4tm9uSaz+0xs4+b2XPN32cHOQYRERkeg14p/XvgnTd87v3AJ9z95cAnmh8PRNSHjCMA37TN6/ZSOx4RGWUDLUru/ing6g2ffhfw4eafPwy8u9/fN0qck/N1jk0VyAfWU3BefmySsYMnyJe678aQzxd45vOfJYm3jqHYTGiwWOvtGEDaFaLHY9iaX71o9NhxQ0RGy05cUzro7ucAmr8f2OgLzey9ZvaYmT126dKlLQ/s7lxeiXjyQpWrqzFvuHWCf/zWg9w6U6DQYVRCaJAL4MS+SR783z7ON/6Nf0K+NE4uX+joOMVSmW/8lnfyt/7JzxKE3QXnBc2xvOZgkclC7z+yYs44MB52HZRowFTRODgeMFMKuipMBuQDmC2HWv2J3GDt3LfTY9lu1o8Y702/gdkJ4Hfc/e7mx/PuPrPm7+fcfcvrSvfff78/9tjGP5/VRsLJuTq1+ObAP3fnC2cr/MqXrhLFUN8kEdCa/zkwnufgZIFgzTKrsnCFz/7f/wMnP/efierVDY8BUCqPMbVnHz/+gYe5+xvfuNXT21BgcGwqz6v2FweSQVSLEuarCYlvnkXVUsoZ08Xgus7iiTtLtYSVRnv/lgyYKQWU2uxyLjKC2v6Hb0HgDHieHqQjR4/x4pnTN356w+e/Ew1ZL5jZYXc/Z2aHgYu9HCxOnBcWG1xZvTlHqcXMeN0tY9x1oMRHn1ngM6eW181VCgzG8gFHZ0rrZhSVp/fyLf/g/+D8M3/Op37hx1mdu0ijunrd1+RyecJ8ngd/9P2866EfJZfvrgV2aDBeCLj3UKkv0eQbKeYCDowby/WE5frGV89CS1c16604AzOmSyFjeWe+Gm+aWTWeNyaVoyTSPncefPjRrh76yPse6DgNe6ftxPbdx4CHmn9+CPhoNwdxd66sRjxxobppQVqrlA948LWzvP8thzg+nafYnGBDgzCA47MlXravvGloHsChV30jf+1//2Ne91//JLnS2LUtvWJ5jG/4S2/n//r9L/A9/+2Pd1WQWlt1dx8o8uZbxwZakFrMjMliyIHxkOIN15sMmCqk231bbYHmQ2PfWHjTll5rq27/WMh0KVRBEpENDXSlZGYfAd4K7DOzF4CfBj4A/JqZ/TBwGnhPN8eeryacnm/QZm7fdY5M5fmptxzkz15Y5Ve+NMdMKcfBqUJHYXdBmOM13/W3eNlfeheP/eI/ZfH0M/zIz/w897zhrV2MKFUM08n/1QdKHV8D64cwMPaOhVSjhIVqQj68eatuK2ZGOZ+m5i7WEqqRM1UMKGurTkTaMNCi5O7fv8Ffva3XY8fuuNHehZB1mBnffGycr15tsNrmtZD1jM0e4D0/8+943eFSzwmuDxwrM1Ec/MpoK6VcQGmit0V0YMbMNqzyRGS0qKODiIhkhoqSiIhkhoqSiIhkhoqSiIhkhoqSiIhkhoqSiIhkhoqSiIhkhoqSiIhkxq4vSnfuLTCe7+1Nr3vLIQfHe38fcrjrfxqDk7hTaSRD1wdMZLfZiYasfTFZCMgZxE5XrYYKYdpE9NvvnOK/cucTX1vhz16sdNQgohAa33XnJG+9bZzAYLmW8MXzVZbrnY1ouhhw3+ESxVyAu6sdTx+5O6uNhMVa+pM1a3Uo1xmASBYNbVEq5gLuPlji/HLEheXopriKjQQG08WQ4nW92Iy3v2yCbzpa5refWeSFxWjL49x7qMQP3jNNKWfXIiWmSwFvvnWMU/MNvnK5xlb5dfkA7jpQ5MhknsCUKttv9TjtWh6v6VruDnOVhEKYMFMKe24NJSL9NbRFCdL+akcm8+wrh5xaaLBcSzZdNY3lAyaLaQfrGwtAPjT2lEMeuneWZy9X+d3nltftibd/LOSh+2a4dTpP8YazbTMjNLh1Js/R6RxfPl/j3PL6Be7YdJ679hcJA9Q1u88SdxZryYY9DR2oxXBxJWaiYEwUAp0QiGTEUBellkIu4OV7iyxUY07N12/K88kHxkw5JNxiNWJm5EN41f4SL99b5ONfW+bzZ6s46arm218xydtfNk7O7LrwvxuFgRFi3Hu4xO21hMfPVa4F4E0VA+47VGKsEJDTWXpfrd2qa2fh7MBS3VlpxMyWgptOMkRk+41EUWqZLoXplt5SxPnlCJpbdZ0mnIaBEQbGX7ljktcfHeOJC1W+485JxvJBR+mvucCYLQW85cQ4p+br5ALjlilt1Q1CI3bmbtiqa1ficKWSUAyd2VKw6QmHiAzWSBUlaG7pTeXZOxZyfjkiF3Sf49MKrfuB1053fYzWlt5ts4VrH0v/Xa3EW17Da4d+PCI7a+SKUksxFzBZDKlGvc1U/TprVjEarH7c6G2WHkc/KckUMx553wNdPfTI0WN9HszgaRNdRCTL3Hnw4Uebf/SOfr145vQOD75zKkoiIpIZKkoiIpIZKkoiIpIZKkoiIpIZKkoiIpIZKkoiIpIZKkoiIpIZI1uU3J243dbhIk1646zIzhrJolSPnYsrMY1ugpZu4J72VZNsmyxYzwWlETnKABTZWSPVZihOnIVa0nNrIUjPmAshytwZEuOFkFLOWagm1OL2uoRf9/i8MVkMFCMissNGoii5OyuNhKU2Iwu2EiiddCiFgbFnLKQWpeF+iW/eE8+AXACz5VAxIiIZMfRFqZUuGvVhqw5gomBMKvRtqBVzxoHxkOV6wnJ9/RMVo3Xi0X0XeRHpv6EtSomnWzWVPm3V5ZtbdTpjHg1mxmQxZCzvzDe39Fq0VSeSXUNblKqR96UglUIYK2irblSFgbF3LKQWJaw0nMlCZ0GNIrK9hrYoQbrC6bUsTetGhl2hmAsoDvW/dpHdQcsDERHJDBUlERHJDBUlERHJDBUlERHJDBUlEZEMy+fzPPK+Bzhy9NhOD2VbqCiJiGTYa1/7WtydF8+c3umhbAsVJRERyQwVJRERyYyhLkpKGRARGS1DW5RKOaOU660TgwG1KMEVoiMikglD23glMGNPuf2YgrXUgFVEJJuGtii1tGIKVuoJSxvEFKylrCQRkewa+qIEaUzBRDGknN88eVRZSSIi2TYSRallveRR0FadiMiwGKmi1HJtS6+RkAuMYqh0URGRYTCSRQmaW3qFcKeHISIiHdDVfhERyQwVJRERyQwbljeOmtkl4NROj6ND+4DLOz2IHbBbnzfs3ueu592Zy+7+zna+0Mx+v92vHQVDU5SGkZk95u737/Q4tttufd6we5+7nrf0i7bvREQkM1SUREQkM1SUBuuDOz2AHbJbnzfs3ueu5y19oWtKIiKSGVopiYhIZqgoiYhIZqgoDYCZHTOzPzKzZ8zsKTP7sZ0e03Yys9DMvmhmv7PTY9kuZjZjZr9hZl9p/tzfsNNj2i5m9hPNf+dPmtlHzKy002MaBDP7d2Z20cyeXPO5PWb2cTN7rvn77E6OcRSoKA1GBPx9d38V8HrgR83s1Ts8pu30Y8AzOz2IbfYLwO+7+yuBe9glz9/MbgH+e+B+d78bCIHv29lRDcy/B258E+v7gU+4+8uBTzQ/lh6oKA2Au59z9y80/7xEOkHdsrOj2h5mdhT4duBDOz2W7WJmU8CbgV8EcPe6u8/v6KC2Vw4om1kOGAPO7vB4BsLdPwVcveHT7wI+3Pzzh4F3b+eYRpGK0oCZ2QngPuBzOzyU7fLzwE8CyQ6PYzvdDlwCfqm5bfkhMxvf6UFtB3d/EfjXwGngHLDg7v9lZ0e1rQ66+zlIT0aBAzs8nqGnojRAZjYB/Cbw4+6+uNPjGTQz+w7gort/fqfHss1ywDcA/6e73wessEu2cZrXUN4F3AYcAcbN7K/v7KhkmKkoDYiZ5UkL0i+7+2/t9Hi2yRuB7zKzk8CvAn/ZzP7jzg5pW7wAvODurdXwb5AWqd3g7cDz7n7J3RvAbwEP7PCYttMFMzsM0Pz94g6PZ+ipKA2ApTG3vwg84+4/t9Pj2S7u/o/c/ai7nyC92P2H7j7yZ83ufh44Y2Z3Nj/1NuDpHRzSdjoNvN7Mxpr/7t/GLrnJo+ljwEPNPz8EfHQHxzISRjZ5doe9EfhB4Akze7z5uX/s7r+7c0OSAfu7wC+bWQH4OvA3d3g828LdP2dmvwF8gfSu0y8yoq13zOwjwFuBfWb2AvDTwAeAXzOzHyYt0O/ZuRGOBrUZEhGRzND2nYiIZIaKkoiIZIaKkoiIZIaKkoiIZIaKkoiIZIaKkuxKza7eP9L885Hmbc0issN0S7jsSs2ehL/T7GwtIhmhlZLsVh8AXmZmj5vZr7cycszsh8zso2b2+2b2rJn99A6PU2RXUUcH2a3eD9zt7ve2Vk1r/u6bgLuBVeDPzew/uftjOzBGkV1HKyWRm33c3a+4e4W0weibdnpAIruFipLIzW680KoLryLbREVJdqslYHKDv3uHme0xszJpkuhntm1UIrucrinJruTuV8zsM80bHG6MWvg08B+AO4Bf0fUkke2joiS7lrv/wAZ/ddHd/862DkZEAG3fiYhIhujNsyIikhlaKYmISGaoKImISGaoKImISGaoKImISGaoKImISGb8/y2G/NcitHVyAAAAAElFTkSuQmCC\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x='tip',y='total_bill',data=data,kind='reg')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pairplot\n", + "A pairplot is also known as 'Sctter plot',in which one variable in the same data row is matched with another variable's value like this:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(data,hue='sex')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dist Plot\n", + "Dist plot helps us to check the distribution of the columns feature." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "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.displot(data['tip'],kde=False,bins=10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Boxplot \n", + "The seaborn boxplot is a very basic plot Boxplots are used to visualize distributions. Thats very useful when you want to compare data between two groups. Sometimes a boxplot is named a box-and-whisker plot. Any box shows the quartiles of the dataset while the whiskers extend to show the rest of the distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(data['total_bill'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Which days do we earn more ?" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", + "
" + ], + "text/plain": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Scatter Plot\n", + "The relationship between x and y can be shown for different subsets of the data using the hue , size , and style parameters. If you have two variables that pair well together, plotting them on a scatter diagram is a great way to view their relationship and see if it's a positive or negative correlation." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x = \"total_bill\", y = \"tip\", hue = \"time\", style = \"time\", data = data); #we improve our graphic by using style." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Linear Relationship\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x = \"total_bill\", y = \"tip\", hue = \"smoker\", data = data) #relation between smoking tip and totalbill." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x = \"total_bill\", y = \"tip\", hue = \"smoker\", col = \"time\", row = \"sex\", data = data) #we evalute according to gender" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}