{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "view-in-github"
},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "n_sAxegmac2O"
},
"source": [
"# 19: Data Visualisation with Seaborn"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "TRBvMfEtabAl"
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"colab_type": "code",
"id": "RiQVjflwaw9r",
"outputId": "bd16233c-7c2e-417d-e28d-feb22fed89d2"
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" sepal_length | \n",
" sepal_width | \n",
" petal_length | \n",
" petal_width | \n",
" species | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 5.1 | \n",
" 3.5 | \n",
" 1.4 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
" 1 | \n",
" 4.9 | \n",
" 3.0 | \n",
" 1.4 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
" 2 | \n",
" 4.7 | \n",
" 3.2 | \n",
" 1.3 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
" 3 | \n",
" 4.6 | \n",
" 3.1 | \n",
" 1.5 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
" 4 | \n",
" 5.0 | \n",
" 3.6 | \n",
" 1.4 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" sepal_length sepal_width petal_length petal_width species\n",
"0 5.1 3.5 1.4 0.2 setosa\n",
"1 4.9 3.0 1.4 0.2 setosa\n",
"2 4.7 3.2 1.3 0.2 setosa\n",
"3 4.6 3.1 1.5 0.2 setosa\n",
"4 5.0 3.6 1.4 0.2 setosa"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris = sns.load_dataset('iris')\n",
"iris.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "jrEV6aIFbnAI"
},
"source": [
"## 1. Pairplot() : Global pictrue"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 765
},
"colab_type": "code",
"id": "3K7npmSbbOcf",
"outputId": "32062638-2667-4e0e-b592-d9e21bbeb336"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(iris, hue='species')"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "zuCNYJ6_btlZ"
},
"source": [
"## 2. Categories Viewing"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"colab_type": "code",
"id": "zT99eFnnbSp4",
"outputId": "dd9f4421-b85f-4f7e-99d6-a7d5ace29db5"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" survived | \n",
" pclass | \n",
" sex | \n",
" age | \n",
" sibsp | \n",
" parch | \n",
" fare | \n",
" embarked | \n",
" deck | \n",
"
\n",
" \n",
" \n",
" \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" female | \n",
" 38.0 | \n",
" 1 | \n",
" 0 | \n",
" 71.2833 | \n",
" C | \n",
" C | \n",
"
\n",
" \n",
" 3 | \n",
" 1 | \n",
" 1 | \n",
" female | \n",
" 35.0 | \n",
" 1 | \n",
" 0 | \n",
" 53.1000 | \n",
" S | \n",
" C | \n",
"
\n",
" \n",
" 6 | \n",
" 0 | \n",
" 1 | \n",
" male | \n",
" 54.0 | \n",
" 0 | \n",
" 0 | \n",
" 51.8625 | \n",
" S | \n",
" E | \n",
"
\n",
" \n",
" 10 | \n",
" 1 | \n",
" 3 | \n",
" female | \n",
" 4.0 | \n",
" 1 | \n",
" 1 | \n",
" 16.7000 | \n",
" S | \n",
" G | \n",
"
\n",
" \n",
" 11 | \n",
" 1 | \n",
" 1 | \n",
" female | \n",
" 58.0 | \n",
" 0 | \n",
" 0 | \n",
" 26.5500 | \n",
" S | \n",
" C | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" survived pclass sex age sibsp parch fare embarked deck\n",
"1 1 1 female 38.0 1 0 71.2833 C C\n",
"3 1 1 female 35.0 1 0 53.1000 S C\n",
"6 0 1 male 54.0 0 0 51.8625 S E\n",
"10 1 3 female 4.0 1 1 16.7000 S G\n",
"11 1 1 female 58.0 0 0 26.5500 S C"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"titanic = sns.load_dataset('titanic')\n",
"titanic.drop(['alone', 'alive', 'who', 'adult_male', 'embark_town', 'class'], axis=1, inplace=True)\n",
"titanic.dropna(axis=0, inplace=True)\n",
"titanic.head()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 386
},
"colab_type": "code",
"id": "nVJRemEnblQp",
"outputId": "d427110a-1ec7-4e24-cb43-f7a2ff5aa63e"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(x='survived', y='age', data=titanic, hue='sex')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"colab_type": "code",
"id": "f1Hbt44Cb25i",
"outputId": "54ed25cc-055b-4789-ed94-f6c1032de894"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(32, 8))\n",
"sns.boxplot(x='age', y='fare', data=titanic, hue='sex')"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "I-R-AiLMb8OT"
},
"source": [
"## 3. Visualisation de Distributions"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 296
},
"colab_type": "code",
"id": "lopbPhRMb4Yi",
"outputId": "1fe90a73-6c4b-458d-8df8-2a468985f4fe"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ubuntu/Documents/Projects/msci_data/.venv/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
" warnings.warn(msg, FutureWarning)\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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hQ9i4cSMA6/yip59+Gi+99BJiY2MRExOD559/HuHh4UhLSwNgDVn+/v6YO3cuVqxYAU9PT7zzzjsoKCjA9OnTRTkORERE1L+IGpBmzpyJiooKrFixAjqdDgkJCcjIyLBNsi4qKrLr6Zk8eTK2bNmC5cuXY9myZYiNjcWOHTsQHx9va/Pcc8/BaDRi4cKFqKmpwdSpU5GRkQGVSgXAOrSXkZGBP/7xj/jFL36B5uZmjBo1Cp9++inGjh3btweAiIiI+iVR10FyZV1dR4Gu3/Wsg1RnakFhpRFSiQQ+SjkiAzwhkUic/npcc4mIyDV09fPb7c5iI/dQ29iMlzNO4R9ZF1BnarFtHxflhyemDUXKiFBIpZ0HJSIicl8MSDTgFFXXY/P+AjQ2WyfdB3grIJdKcLm+CblFNVj4jxzcFBuEvz10I3xVHiJXS0RE/REDEg0oxdX12PRDAUwtFowIUyP9f27AbXEhkEolqKg1YdMPBdj0QyG+O1OJmW//iE3zJyBUrRK7bCIi6mdEvVgtkTPpDI14rzUcxQR54z9PJON/Rl4ZSgv2VeK5O+Lwr8eSEeSjxIlSAx7YkIXLxiaRKyciov6GAYkGBIsg4OPDF2FqsSA60Atzk6PhpWi/g3T0IA0++e1kRAZ4oqi6Hr/bmguzhecqEBHRFQxINCBknavCxcsNUHlIMWtiFBTyzt/akQFeeGfOeHh6yPDdmUq89nV+H1VKRESugAGJXN5lYxN2n7BeXubOUWFQd3HidZxWjZd/NQYA8NY35/DdmYpeq5GIiFwLAxK5vC+P69BktiA60BuJ0f7deuwvx4ZjTvJgAMDyHcfQ2GzujRKJiMjFMCCRS6usNeH4JT0Aa9iRXmMRyPb8IXU4QtVKXKiqx9/2nnV2iURE5IIYkMilfXe2EgKAOK0vtJqena7vq/LAC/eMAgC8te8cymsbnVghERG5IgYkclm1jc3ILboMALg5Nvi6nuuOeC1uHR6MZrOAr46XOaM8IiJyYQxI5LL2n6tCi0VAVIAXBgd6XddzSSQS/HH6SEglwMlSAy5erndSlURE5IoYkMglNZstyC6oAmDtPbrWBWi7YliID+4dNwgAbGfFERGRe2JAIpd0SleLxmYLNJ4eiAvzddrzLr4tFlIJcKa8DgWVRqc9LxERuRYGJHJJea1zjxIi/Xp05lpHogK9MH5wAAAg8yR7kYiI3BUvVksup87UgvyyWgDWgNSRLdlFPXr+W4YH49CFapyvNKKkpgHhfp49eh4iInJd7EEil3P0Yg0sAhDup0Koumen9nfGz0uB0REaAMAPZyud/vxERNT/MSCRy8ktrgEAjIvs3qrZ3TFlWBAA4MjFGugbmnvtdYiIqH/qUUA6f/68s+sg6pKqOhMuXm6AVAKMGaTptdcZ5O+F6EBvWATgx/NVvfY6RETUP/UoIA0bNgy33norPvzwQzQ2ctVh6jsnSg0AgCFBPvDt4kVpe2pqay/SgYJqNLVYevW1iIiof+lRQDp8+DDGjBmD9PR0aLVaPPbYYzhw4ICzayO6yimddXK2M0/t70hcmC/8vTzQ0GzGsRJ9r78eERH1Hz0KSAkJCXj99ddRUlKC9957D6WlpZg6dSri4+OxZs0aVFRUOLtOIjQ0mXGhyro2UZxW3euvJ5VIMCHaesr/wcLqXn89IiLqP65rkrZcLsd9992H7du34+WXX8bZs2fx7LPPIjIyEnPmzEFpaamz6iTC6bJaWAQgxFeJAG9Fn7zmjYP9IZUAF6rqUWbgcDIRkbu4roB06NAh/Pa3v0VYWBjWrFmDZ599FufOncPu3btRUlKCGTNmOKtOIpzUWecfjQjr/d6jNmqVB4a39lYdYi8SEZHb6NFCkWvWrMGmTZuQn5+Pu+66Cx988AHuuusuSKXWvBUTE4PNmzcjOjrambWSGzNbBJxuXRwyTtv7849+bkK0P06WGpBbXIPbR2nhIePqGEREA12PAtJbb72F3/zmN5g3bx7CwsLabRMSEoK///3v11UcUZsL1UY0NlvgpZAhMsCrT1/7hlBfaDw9oG9oxslSA8YM8uvT1ycior7Xo4C0e/duREVF2XqM2giCgOLiYkRFRUGhUGDu3LlOKZLotK4OADA81Nep117rCqlEgnGRfvjmdAXyimsYkIiI3ECPxgqGDh2KysqrL8FQXV2NmJiY6y6KyNH5SmtAGhbiI8rrj2295tvpsloYTS2i1EBERH2nRwFJEIR2t9fV1UGlcv61sci9NTabcelyAwBgSLA4ASlUrUK4RgWLABy9xDWRiIgGum4NsaWnpwMAJBIJVqxYAS+vK3NBzGYzsrOzkZCQ4NQCiQoqjRAABHoroPHs3dWzO5MQ6YcSvQ55xTWYNCRQtDqIiKj3dSsg5ebmArD2IB09ehQKxZW1aBQKBcaOHYtnn33WuRWS2ztfYR1eGypS71GbMYP88OUxHYqq61FtbOqztZiIiKjvdSsg7d27FwAwf/58vP7661Cr+249GnJf5yqsq2cPCfYWtQ61pweGBHvjXIURecU1+EVciKj1EBFR7+nRHKRNmzYxHFGfqDY2Qde6gnVMkLgBCQDGtp7BdozzkIiIBrQu9yDdd9992Lx5M9RqNe67775O23788cfXXRgRAPx4vgoAEKpWwlcl3vyjNiPD1diRdwk6QyMqa00I8lWKXRIREfWCLgckjUYDSev6MxqNptcKIvq5/eesy0kMCRJ3/lEbL4UcQ4N9cKa8DsdK9LhlOIfZiIgGoi4HpE2bNrX7b6LedKDAev2z/jC81iY+QsOAREQ0wPVoDlJDQwPq6+tt31+4cAFr167F119/7bTCiPQNzThdZj2DbXBg315epDMjw9SQSoCSmkZUG5vELoeIiHpBjwLSjBkz8MEHHwAAampqMHHiRKxevRozZszAW2+95dQCyX3lFl0GAAR4K/rF/KM23kq5rUeLk7WJiAamHgWkw4cP46abbgIA/Pvf/4ZWq8WFCxfwwQcfYN26dU4tkNzX4QvWgDS4jy9O2xXxEdZ5eMdKGJCIiAaiHgWk+vp6+Pr6AgC+/vpr3HfffZBKpZg0aRIuXLjg1ALJfR0uqgEARPWj4bU2I8PUkAC4eLkBhoZmscshIiIn61FAGjZsGHbs2IHi4mJ89dVXuP322wEA5eXlXB+JnMJsEWxDbFH9sAfJV+WBQf6eAICTOoPI1RARkbP1KCCtWLECzz77LKKjo5GUlITk5GQA1t6kcePGObVAck/5uloYm8zwVcoRqu6fF0AeGWb9Y+BkKQMSEdFA061LjbT51a9+halTp6K0tBRjx461bb/ttttw7733Oq04cl85rb1HCVF+kLauv9XfxIWp8dWJMpyrMMJoaoG3skc/TkRE1A/1+De6VquFVqu12zZx4sTrLogIuDJBO3Gwv8iVdCzEV4kAbwWqjU349nQF7hwdJnZJRETkJD0KSEajEX/5y1+QmZmJ8vJyWCwWu/vPnz/vlOLIfeX8LCAVVzeIXE37JBIJRoap8f3ZSuw+WcaAREQ0gPQoID3yyCPYt28fHn74YYSFhdkuQULkDFV1JhRV10MiAcZG+vXbgAQAcWG++P5sJfacKkeL2QK5rEfT+oiIqJ/pUUD68ssv8cUXX2DKlCnOrocGuC3ZRddsk6+rBQAEeSux80hpb5d0XQYHeMPTQ4aa+mbkFddgfHSA2CUREZET9OjPXX9/fwQEOOeDYP369YiOjoZKpUJSUhIOHDjQafvt27cjLi4OKpUKo0ePxq5du+zuFwQBK1asQFhYGDw9PZGSkoIzZ85c9TxffPEFkpKS4OnpCX9/f6SlpTllf+j6XayxXsYmovU0+v5MJpVgWIj1Qrr7TleIXA0RETlLjwLSn/70J6xYscLuemw9sW3bNqSnp2PlypU4fPgwxo4di9TUVJSXl7fbfv/+/Zg9ezYWLFiA3NxcpKWlIS0tDceOHbO1eeWVV7Bu3Tps2LAB2dnZ8Pb2RmpqKhobG21t/vOf/+Dhhx/G/PnzceTIEfzwww948MEHr2tfyHkuXbYOqQ1ygYAEAMNDrYumfpPPgERENFBIBEEQuvugcePG4dy5cxAEAdHR0fDwsL9O1uHDh7v0PElJSZgwYQLefPNNAIDFYkFkZCQWLVqEJUuWXNV+5syZMBqN2Llzp23bpEmTkJCQgA0bNkAQBISHh+OZZ57Bs88+CwDQ6/UIDQ3F5s2bMWvWLLS0tCA6OhovvvgiFixY0N1dtzEYDNBoNNDr9VwcsxuuNcQmCAL+8uUp1Jpa8PjNQxAV6N1HlfVcbWMzVn15CgBwaHkKgnyUIldEREQd6ernd4/mIDljOKqpqQk5OTlYunSpbZtUKkVKSgqysrLafUxWVhbS09PttqWmpmLHjh0AgIKCAuh0OqSkpNju12g0SEpKQlZWFmbNmoXDhw/j0qVLkEqlGDduHHQ6HRISEvDqq68iPj6+w3pNJhNMJpPte4OBiwP2BkNjC2pNLZBKAK3GNXqQfFUeGBWuxvESA747U4F7xw0SuyQiIrpOPQpIK1euvO4XrqyshNlsRmhoqN320NBQnDp1qt3H6HS6dtvrdDrb/W3bOmrTtgTBCy+8gDVr1iA6OhqrV6/GLbfcgtOnT3c4t2rVqlV48cUXu7mX1F0XL1uHbUPVKijkrnNG2LQbgnG8xIBv8hmQiIgGgh5/AtXU1ODdd9/F0qVLUV1dDQC23pn+rG3Npj/+8Y+4//77kZiYiE2bNkEikWD79u0dPm7p0qXQ6/W2W3FxcV+V7Fba5h9F+LlG71GbW4aHAAC+PV0Bs6Xbo9ZERNTP9KgH6aeffkJKSgo0Gg0KCwvx6KOPIiAgAB9//DGKiorwwQcfXPM5goKCIJPJUFZWZre9rKzsqhW622i12k7bt30tKytDWFiYXZuEhAQAsG0fOXKk7X6lUokhQ4agqKjj+TFKpRJKJeeW9LaLNa0ByUUmaLcZF+UHX6Ucl+ubcfSSHgmRfmKXRERE16FHPUjp6emYN28ezpw5A5XqyoVE77rrLnz77bddeg6FQoHExERkZmbatlksFmRmZtoufusoOTnZrj0A7N6929Y+JiYGWq3Wro3BYEB2dratTWJiIpRKJfLz821tmpubUVhYiMGDB3epduodgiBcOYPNz0vkarrHQybF1NggAMA+ns1GROTyehSQDh48iMcee+yq7REREba5Pl2Rnp6Od955B++//z5OnjyJJ554AkajEfPnzwcAzJkzx24S9+LFi5GRkYHVq1fj1KlTeOGFF3Do0CE89dRTAKyXfnj66afx0ksv4bPPPsPRo0cxZ84chIeH2yaWq9VqPP7441i5ciW+/vpr5Ofn44knngAAPPDAAz05HOQk1cYmNDSbIZNKEKpxvd66aTcEAwC+Od3+MhVEROQ6ejTEplQq2z2L6/Tp0wgODu7y88ycORMVFRVYsWKF7WyyjIwM2yTroqIiSKVXMtzkyZOxZcsWLF++HMuWLUNsbCx27Nhhd/bZc889B6PRiIULF6KmpgZTp05FRkaGXU/Xq6++CrlcjocffhgNDQ1ISkrCnj174O/ffy+M6g4utQ6vhWlUkEtdZ4J2m2nDre/9I8U1uGxsgr+3QuSKiIiop3q0DtIjjzyCqqoq/Otf/0JAQAB++uknyGQypKWl4eabb8batWt7odT+hesg9Uxn6yB9dVyHfacrMCE6APeOi+jDqq7fg0lRAIDUv36L/LJavDF7HO4ZGy5yVURE5Kirn989+jN99erVqKurQ3BwMBoaGjBt2jQMGzYMvr6++POf/9zjosm9lbT2IIX7qa7Rsv9q60XiqtpERK6tR0NsGo0Gu3fvxg8//IAjR46grq4ON954o90CjUTdIQgCSvTWy8GEu8gCke255YZgbPz2PPadroDFIkAqlYhdEhER9UC3A5LFYsHmzZvx8ccfo7CwEBKJxHb2mCAIkEj4gUDdV9vYAqOpBRJYF4l0VYnR/vBSyFBZZ8KJUgPiIzRil0RERD3QrSE2QRDwy1/+Eo888gguXbqE0aNHY9SoUbhw4QLmzZuHe++9t7fqpAGuRG8dXgv2VbrUCtqOlHIZJg9tPd3/NIfZiIhcVbc+iTZv3oxvv/0WmZmZyM3NxT//+U9s3boVR44cwX//+1/s2bOnS4tEEjkqqWkdXnOxFbTb0zYP6VsGJCIil9WtgPTPf/4Ty5Ytw6233nrVfb/4xS+wZMkSfPTRR04rjtxHqf7KKf6ubuowaw9SblEN6ptaRK6GiIh6olsB6aeffsIdd9zR4f133nknjhw5ct1FkfspbZ2gHebCE7TbRAd6IcLPE01mCw4WXha7HCIi6oFuBaTq6mrbIo7tCQ0NxeXL/ECg7mlsNqPa2ATAtU/xbyORSDBlWCAAYP/ZSpGrISKinuhWQDKbzZDLOz7xTSaToaWFQwrUPW0TtP08PeCl6NHKE/3OlNZhtu8ZkIiIXFK3Po0EQcC8efM6vKq9yWRySlHkXkpbJ2iHDYAJ2m3azmQ7XmJAtbEJAbzsCBGRS+lWQJo7d+4128yZM6fHxZB7ujL/yPWH19oE+yoRp/XFKV0t9p+rxN1jeNkRIiJX0q2AtGnTpt6qg9xYmcEakLQuvEBkeyYPDcIpXS1+OFvFgERE5GJcd0U+GhAsgnAlIA2gHiQAmBprnaj9A+chERG5HAYkElVVXRNaLAI8ZJIBN09nYkwg5FIJiqrrUVRVL3Y5RETUDQxIJCpda+9RiK8K0gF2HT8fpRzjovwAAD+cYy8SEZErYUAiUQ3U+Udt2s5m4zAbEZFrYUAiUen0A3P+UZupsdaAtP9cFSwWQeRqiIioqxiQSFRtQ2yhA7QHKSHSD94KGaqNTTipM4hdDhERdREDEommqcWCy62XGBmoPUgeMikmxgQAAPafrRK5GiIi6ioGJBJNmaERAgBvpRw+yoFxiZH28LIjRESuhwGJRNM2QTtsgA6vtWmbh3SgoBqmFrPI1RARUVcwIJFoSm3zj9q/tt9AMTzUF0E+CjQ0m5FbVCN2OURE1AUMSCSasgF+BlsbiURiO91/P4fZiIhcAgMSiUIQhAF/BtvPTeU8JCIil8KARKKoM7WgvskMCayraA90U1rnIR25qIehsVnkaoiI6FoYkEgUbQtEBvoooJAP/LdhhJ8nogO9YLYIyD5fLXY5RER0DQP/k4n6JXcaXmvTdro/LztCRNT/MSCRKAb6NdjaM5UBiYjIZTAgkSjaepAG+hlsP5c8NBASCXCmvM4WEImIqH9iQKI+Z7YIKDeYALhXD5KflwLx4RoA7EUiIurvGJCoz1UZTWixCPCQSeDvrRC7nD7Fy44QEbkGBiTqc2WtvUehahWkEonI1fStn89DEgRB5GqIiKgjDEjU59pO8XenM9jajI/2h0IuRZnBhHMVdWKXQ0REHWBAoj7njmewtVF5yDAh2h8A8P0ZDrMREfVXDEjU59zxDLafmzosGADw/dkqkSshIqKOyMUugNyLqcWMamMTgIE1xLYlu6jLbesaWwAA352pQIvZArmMf6cQEfU3/M1Mfart9H4fpRw+SvfM52F+Knh6yGBqseDIRb3Y5RARUTsYkKhPufvwGgBIJRIMDfYGwPWQiIj6KwYk6lNtZ7C54wTtnxsa4gOAE7WJiPorBiTqU+54kdr2DAu2BqTDRZdhNLWIXA0RETliQKI+IwiCW5/i/3OBPkr4e3mgxSLgQEG12OUQEZEDBiTqMxW1JtQ3mSEBEKJWil2O6Ia1DbNxHhIRUb/DgER95pSuFoC198SDp7ZjaOswGydqExH1P/yUoj5zSmcAAGjZewTgSkA6patFeW2jyNUQEdHPMSBRn2nrQQp141P8f85bKceocDUAIOscV9UmIupPGJCoz+S3BqQwN5+g/XNThwUB4On+RET9DQMS9YkWswVnyq1Xr3f3U/x/bmpsa0A6WwlBEESuhoiI2vSLgLR+/XpER0dDpVIhKSkJBw4c6LT99u3bERcXB5VKhdGjR2PXrl129wuCgBUrViAsLAyenp5ISUnBmTNn2n0uk8mEhIQESCQS5OXlOWuXyEFhlRFNLRYoZFL4eyvELqffmBAdAKVcilJ9I862BkgiIhKf6AFp27ZtSE9Px8qVK3H48GGMHTsWqampKC8vb7f9/v37MXv2bCxYsAC5ublIS0tDWloajh07ZmvzyiuvYN26ddiwYQOys7Ph7e2N1NRUNDZePRH2ueeeQ3h4eK/tH1m1zT8KUSshlUhErqb/UHnIkDQkEADwTX6FyNUQEVEb0QPSmjVr8Oijj2L+/PkYOXIkNmzYAC8vL7z33nvttn/99ddxxx134A9/+ANGjBiBP/3pT7jxxhvx5ptvArD2Hq1duxbLly/HjBkzMGbMGHzwwQcoKSnBjh077J7ryy+/xNdff43XXnutt3fT7bXNP3L3BSLbM+2GYADAvtMMSERE/YWoAampqQk5OTlISUmxbZNKpUhJSUFWVla7j8nKyrJrDwCpqam29gUFBdDpdHZtNBoNkpKS7J6zrKwMjz76KP7xj3/Ay8vrmrWaTCYYDAa7G3VdWw+SO1+ktiO3DLcGpAMF1ahv4mVHiIj6A1EDUmVlJcxmM0JDQ+22h4aGQqfTtfsYnU7Xafu2r521EQQB8+bNw+OPP47x48d3qdZVq1ZBo9HYbpGRkV16HFm1rYHECdpXGxLkjUH+nmgyW3i6PxFRPyH6EJsY3njjDdTW1mLp0qVdfszSpUuh1+ttt+Li4l6scGCpM7WguLoBAIfY2iORSGy9SBxmIyLqH0QNSEFBQZDJZCgrK7PbXlZWBq1W2+5jtFptp+3bvnbWZs+ePcjKyoJSqYRcLsewYcMAAOPHj8fcuXPbfV2lUgm1Wm13o645XdY6QdtXCW+lXORq+qdpN4QAsE7U5un+RETiEzUgKRQKJCYmIjMz07bNYrEgMzMTycnJ7T4mOTnZrj0A7N6929Y+JiYGWq3Wro3BYEB2dratzbp163DkyBHk5eUhLy/PtkzAtm3b8Oc//9mp+0hXJmgP1/qKXEn/NXloIDxkEhRV16Owql7scoiI3J7of86np6dj7ty5GD9+PCZOnIi1a9fCaDRi/vz5AIA5c+YgIiICq1atAgAsXrwY06ZNw+rVqzF9+nRs3boVhw4dwsaNGwFYhyuefvppvPTSS4iNjUVMTAyef/55hIeHIy0tDQAQFRVlV4OPj/WaWEOHDsWgQYP6aM/dR1tAimNA6pC3Uo4J0QHYf64K+/LLERMUI3ZJRERuTfSANHPmTFRUVGDFihXQ6XRISEhARkaGbZJ1UVERpNIrHV2TJ0/Gli1bsHz5cixbtgyxsbHYsWMH4uPjbW2ee+45GI1GLFy4EDU1NZg6dSoyMjKgUnH+ixhOllonaA/XqtHUYhG5mv7rluHB2H+uCt+crsC8KQxIRERikgic8NAjBoMBGo0Ger2e85E6IQgCxv1pN2rqm7Fz0VT8dFEvdkn9yoNJV3oz83W1SF37LVQeUuStuB0qD5mIlRERDUxd/fx2y7PYqO+U15pQU98MmVSCYSE+YpfTr90Q6gOtWoXGZguyC6rFLoeIyK0xIFGvalsgMjrQiz0i12B3uj8vO0JEJCoGJOpVp1rnH8VpOQzZFVcuO9L+tQiJiKhvMCBRr+Ip/t0zJTYIMqkE5yqMKK7m6f5ERGJhQKJedaK1B2lEGHuQukKt8kBilD8A4Buuqk1EJBoGJOo1phYzzpbXAQBGhLEHqatuibMOs+05WXaNlkRE1FsYkKjXnC2vQ4tFgFolR4Sfp9jluIz/GWFdA+yHc1Wob2oRuRoiIvfEgES95mSpdf7RiDA1JBKJyNW4jmEhPogK8EJTiwXfnakUuxwiIrck+kraNHCd5Pyja9qSXdTu9kh/TxRV12PjvvOoqmu66v6fLzBJRETOxx4k6jVtAWkkA1K3xbUes1M6Ayxc7J6IqM8xIFGvEASBPUjXITrQGyoPKYxNZp7uT0QkAgYk6hU6QyMut15iJDaUlxjpLplUguGh1jP/2uZyERFR32FAol7R1ns0JMiblxjpobZhthOlBvCa0kREfYsBiXpFW6/HyHAOr/XU8FBfyKQSVNaZUF5rErscIiK3woBEvYIraF8/lYcMw4Ktw5PHS/QiV0NE5F4YkKhXcIK2c8RHWI/f8RKDyJUQEbkXBiRyuoYmMworjQB4iZHrNUKrhlQClOobUW28ej0kIiLqHQxI5HT5ZbWwCECQjwIhviqxy3FpXko5YoK8AXCYjYioLzEgkdOdKOHwmjONCtcAAI5dYkAiIuorDEjkdJx/5Fwjw9WQACi+3ICaeg6zERH1BQYkcjpeYsS51CoPRLcOsx1lLxIRUZ9gQCKnslgEnNJZ10BiD5LzjBlkHWb76SIDEhFRX2BAIqe6eLkBdaYWKGRSDAn2FrucASM+XAOpBLhU04DKOi4aSUTU2xiQyKnaFoiMDfWBh4xvL2fxVsoxLMS6aORPF2vELYaIyA3wE4yciito954xEX4AgCMX9bw2GxFRL2NAIqfiGWy9Z2S4GnKpBBW1Jtu17oiIqHcwIJFTXQlIXEHb2VQeMgzXWo/rJ7kXRa6GiGhgY0AipzE0NuPi5QYAPMW/t4yL9AcAfJJbghazReRqiIgGLgYkcprjl6y9RxF+nvDzUohczcB0g9YHXgoZKutM+O5MpdjlEBENWAxI5DRtl8JouwI9OZ9cKsXYSD8AwH8Oc5iNiKi3MCCR07St8jw6QiNyJQPbjVHWYbavT5RB39AscjVERAMTAxI5zZUeJAak3hSuUWF4qC+aWiz44qdSscshIhqQGJDIKWobm3G+0giAPUi9TSKR4FeJgwAA2w4WiVwNEdHAxIBETnHsZxO0A32UIlcz8N13YwQ8ZBIcuai39dwREZHzMCCRU3CCdt8K9FEidZQWAPDPA+xFIiJyNgYkcgpO0O57DyZFAQA+zSuB0dQicjVERAMLAxI5BSdo973kIYGIDvRCnakFnx8pEbscIqIBhQGJrhsnaItDIpFg9kRrL9JH2UW8gC0RkRMxINF14wRt8fwqcRAUcimOXtLjcFGN2OUQEQ0YDEh03Y5eqgHACdpiCPRRYsbYcADAph8KRK6GiGjgYECi65ZXXAMASGi9kCr1rXlTogEAXx7ToVTfIG4xREQDBAMSXbfc1qGdhNZrhFHfGhWuwcSYAJgtAj788YLY5RARDQgMSHRdygyNKNU3QioBxgziBG2x/Ka1F2lLdhEam83iFkNENAAwINF1aes9uiHUF95KubjFuLGUEaGI8PPE5fpmbM+5KHY5REQujwGJrktu8WUAwLgoP3ELcXNymRSP3hQDAHjn2/NoMVtEroiIyLUxINF1yWvtQRrHCdqi+98JkfD38kBRdT12HdOJXQ4RkUtjQKIeazFbbJcYSWAPkui8FHLMm2ztRdrwzTkuHElEdB04aYR67HRZHeqbzPBRyjE02EfscgjAnOTB2LDvHE6UGrDvdAVuGR4idkn92pbsnl3ot+06eEQ0cPWLHqT169cjOjoaKpUKSUlJOHDgQKftt2/fjri4OKhUKowePRq7du2yu18QBKxYsQJhYWHw9PRESkoKzpw5Y7u/sLAQCxYsQExMDDw9PTF06FCsXLkSTU1NvbJ/A1Xb+kdjIzWQSSXiFkMAAH9vhe3De13mGfYiERH1kOgBadu2bUhPT8fKlStx+PBhjB07FqmpqSgvL2+3/f79+zF79mwsWLAAubm5SEtLQ1paGo4dO2Zr88orr2DdunXYsGEDsrOz4e3tjdTUVDQ2NgIATp06BYvFgrfffhvHjx/HX//6V2zYsAHLli3rk30eKHKLrBO0uf5R//LYtCFQyqU4XFSD785Uil0OEZFLkggi/4mZlJSECRMm4M033wQAWCwWREZGYtGiRViyZMlV7WfOnAmj0YidO3fatk2aNAkJCQnYsGEDBEFAeHg4nnnmGTz77LMAAL1ej9DQUGzevBmzZs1qt45XX30Vb731Fs6fP9/u/SaTCSaTyfa9wWBAZGQk9Ho91Gr3vMTGL177Bucrjfj73PG4bURolx7T0yENsnetIZ4/7TyBv39fgBuj/PCfJyZDImEPX3s4xEbkfgwGAzQazTU/v0XtQWpqakJOTg5SUlJs26RSKVJSUpCVldXuY7KysuzaA0BqaqqtfUFBAXQ6nV0bjUaDpKSkDp8TsIaogICADu9ftWoVNBqN7RYZGdmlfRyoKmpNOF9phEQCjB/c8XEjcbAXiYjo+ogakCorK2E2mxEaat/7EBoaCp2u/dOUdTpdp+3bvnbnOc+ePYs33ngDjz32WIe1Ll26FHq93nYrLi7ufOcGuEOF1QCA4aG+0Hh5iFwNOQrxVeHXkwYDAF77Op9zkYiIukn0OUhiu3TpEu644w488MADePTRRztsp1QqoVar7W7u7EBrQJoQzd6j/urxaUPhpZDhp4t67DrKdZGIiLpD1IAUFBQEmUyGsrIyu+1lZWXQarXtPkar1Xbavu1rV56zpKQEt956KyZPnoyNGzde1764m4NtASmGAam/CvZV4tGbhgCw9iI1c3VtIqIuE3UdJIVCgcTERGRmZiItLQ2AdZJ2ZmYmnnrqqXYfk5ycjMzMTDz99NO2bbt370ZycjIAICYmBlqtFpmZmUhISABgnZCVnZ2NJ554wvaYS5cu4dZbb0ViYiI2bdoEqdTtO9O6rLaxGSdKDACACdFcQbs/e/TmIfjwxwsoqDTi2e1HkBQT2O3n4IRkInJHoqeC9PR0vPPOO3j//fdx8uRJPPHEEzAajZg/fz4AYM6cOVi6dKmt/eLFi5GRkYHVq1fj1KlTeOGFF3Do0CFboJJIJHj66afx0ksv4bPPPsPRo0cxZ84chIeH20LYpUuXcMsttyAqKgqvvfYaKioqoNPpOpyjRPYOF9XAIgCD/D0RpvEUuxzqhI9SjkW/GAYAyDxZDlOzWeSKiIhcg+grac+cORMVFRVYsWIFdDodEhISkJGRYZtkXVRUZNe7M3nyZGzZsgXLly/HsmXLEBsbix07diA+Pt7W5rnnnoPRaMTChQtRU1ODqVOnIiMjAyqVCoC1x+ns2bM4e/YsBg0aZFcPJ7Ne28EC6/DaRM4/cgkPJg3G5v2FKKyqxzenK5A6qv3hayIiukL0dZBcVVfXURiIZr6dheyCaqy6bzRmT+ze8AvXQXKO7g57fX1ch4X/yIFcKsHTKTcgwFvRa6/lSrgOEpH7cYl1kMj1NDabkdt6iRGeweY6/mdkKIYGe6PFIuDLY6Vil0NE1O8xIFG35Fy4jKYWC0LVSgwN9ha7HOoiiUSC6aPDIQFwvMSAs+V1YpdERNSvMSBRt3x/1roq85RhQbx8hYvRalRIGmLt9fvsSAlaeNo/EVGHGJCoW35oDUhThwWJXAn1xP+M0MJbKUdlnckWdomI6GoMSNRlNfVNOHpJD8Dag0Sux1Mhw13x1rPY9uaXo9rYJHJFRET9EwMSdVnWuSoIAhAb4oNQtUrscqiHEiL9EBPkjWazgE/zLnFpCyKidjAgUZf9fP4RuS6JRIK0hAjIpRKcKa+znZVIRERXMCBRl3H+0cAR7KvEbXEhAIAvfipFbWOzyBUREfUvDEjUJcXV9SisqodMKrGdCUWubWpsMMI0KjQ0m/HZkRIOtRER/QwDEnXJ3vxyAMCNUX7wVXmIXA05g0wqwf03DoJUYl0bKY9DbURENgxI1CX/PWkNSLeNCBW5EnKmcD9P/CLO+n/6+U8lqKnnWW1ERAADEnVBnakFP56rAgCkjAgRuRpytmk3BGOQvycamy34z+GLsHCojYiIAYmu7fszFWgyWzA40AtDg33ELoecTCaV4H8TI+Ehk+BchRHfneECkkREDEh0TbbhtbhQXl5kgAryVeKeMeEAgN0ndCiqMopcERGRuBiQqFNmi4C9p6wBicNrA1viYH+MGaSBRQC2HipGQ5NZ7JKIiETDgESdyiuuQZWxCb4qOSbE8PT+gaxtAckAbwVq6pvxr0PFnI9ERG6LAYk69dVxHQDrRF4PGd8uA53KQ4YHJ0ZBLpUgv6wWe1p7D4mI3A0/8ahDFouAz4+UAADuHhMmcjXUV8L9PJGWEAEA2HOqHF+3hmQiInfCgEQdyim6jFJ9I3yVctwynPOP3MmNg/0xqXXF9MVb83Dskl7kioiI+pZc7AKo//osz9p7dPsoLVQeMpGroZ/bkl3U668xfXQ4KuuacLa8DgveP4gdT05BmMaz11+3J/v2YFJUL1RCRO6MPUjUrhazBbuOlgIAfpkQLnI1JAaZVIIHJ0YhNsQHZQYT5r13kCttE5HbYECidv1wrgpVxiYEeiswZWig2OWQSFQeMrw3bwJCfJXIL6vF3E0HUWdqEbssIqJex4BE7fo07xIA4K7RYZDz7DW3FhnghQ8fSYK/lweOFNfgkfcPwsiQREQDHD/56Cr6+mbb8FrauAiRq6H+4IZQX7z/m4nwUcrx4/lqPPz3bOgbmsUui4io1zAg0VU+zr2IxmYL4rS+uDHKT+xyqJ8YM8gPHz6SBI2nBw4X1WDWxh9RZmgUuywiol7Bs9jIjiAI+Kj1LKKHJg3mtdfITkKkH7Y9Ngm/fvcATpYa8Ms3v8fGh8djbKSf2KVdpbHZjPMVRhRUGlFUXY8yQyMq6kxoaDKjsdkMqUSCyjoTlHIpNJ4e0HgpoFWrEKZR8axNImJAInvZBdU4W14HL4UMaTx7jdoRp1XjP08k45H3D+FMeR0eeDsLL9wzCrMnRooWqAVBQEGlEXnFNbbbyVIDms09u1RKuEaFYSG+iNP6IirQC1L+oUDkdhiQyE5b79GMhAj4qjxErob6q8GB3vj4t5Px+215+O/Jciz75Ch2n9Dh5fvHIESt6pMaDI3NOFdeh7PldXg98zTKDKar2mg8PTAk2Bsxgd4I1agQ7KOEj1IOpYd1dsG+/ArUN5lhaGxGtbEJpfpG6BuaUaJvRIm+Ed+eqYC/lwcSIv0xMSYAGk/+TBC5CwYksimpaUDGMevk7Ie48B5dg6/KAxsfHo/3fijAK1/lY29+BW597Rs8cctQLJg6BJ4K5w5TNbVYUFBpxNnyWpwpr0N5rX0gUsilGB2hQUKkn+02yN+z014to8l81bbaxmacq6jD6bI6nCw14HJ9M/bml2Pf6XKMGeSHaTcEO3W/iKh/YkAim43fnkezWUDykEDER2jELodcgFQqwSM3DcFNscF47j8/4UhxDV77+jTez7qAh5Ki8GBSFEJ8e9ajZBEElOobcbasFmcq6nChqh5my5UhMwms140bGuyDx6YNQeJgf6fMHfJVWXuMEiL90dRiwUmdAdnnq1BYVY+84hocKa7BhSoj0v9nOKICva779Yiof5IIgtCzQXo3ZzAYoNFooNfroVarxS7nupXXNuKml/fC1GLBlkeSMHlYUK+8Tl9cIoOcq6uX8bBYBHz+UwleycjHpZoGANbVuBMH++MXcSEYF+mHOK0aGq+rh6nqm1pw6XIDTpQa8K+DxbhU04gSfQOaWix27fw8PTAsxAexob4YGuQNL6W8WzU66s778dLlBnxzuhzHSwwArD1WT94yDI9NG8JJ3UQupKuf3+xBIgDA378rgKnFghuj/JDMlbOpB6RSCWYkRODO+DB8eawU7+8vxOGiGhwoqMaBgmpbOx+lHGqVHEoPGUzNZtSZWmBobH/hSYVciqFB3tZQFOKLQB+FaBPBI/w98VDSYFyqaUBe8WX8cLYKf/3vaXycexEv/nIUL+hMNMAwIBGqjU34x48XAABP/WIYT+2n66KQSzEjIQIzEiJQXF2PPafK8d2ZCpwsrcWlmgbUmVravVyJj1KOG0J9oJTLEOHniXB/TwT7KCGT9q/3Y4SfJ569/Qbs/KkUL31xAheq6jFv00HcGa/FizNG9XhIkYj6FwYkwprd+ahvMmNUuBq38q9gcqLIAC/MnRyNuZOjAVgnQFfWNUHf0IymFgtUHlJ4esgQqlFB3XrWpCsMw0okEtwzNhy3xoVg7e7T2LS/EF8e0+HH81X4872jcdfoMLFLJKLrxIDk5k6UGGwfSMunj2TvEfUqX5XHgFo+wkcpx/K7R+L+xEF45l9HcKLUgN9+dBhpCeF48Zfx7c63IiLXwIDkxgRBwAufH4dFAKaPCePcI3JZYvc6jQhTY8eTU/DGnjNYv/csduSV4Mfz1XjlV2NwM5cFoC7q6fu4pycpUOd4LTY39mleCQ4UVEPlIcWyu0aIXQ6RS1PIpXjm9uH4zxOTMSTIGzpDI+a8dwDLdxxFfVP7k9CJqP9iQHJTFy/X4/lPjwEAnrxlGCL8PEWuiGhgGBfljy9+dxPmtc67+vDHItz5+nd2Z/IRUf/HgOSGzBYBv9+Wh9rGFoyL8sPjtwwVuySiAcVTIcMLvxyFjx5JQrhGhQtV9Zi5MQt/2nkCDU1Xr95NRP0PA5Ibej3zDA4WXoaPUo7XZ46Dh4xvA6LeMGVYEDJ+fzNmjo+EIAB//74A09d9h5wLl8UujYiugZ+MbubfORexLvMMAOBPaaN4qQSiXqZWeeDlX43BpvkTEKpW4nylEQ9s2I8XPjsOfUOz2OURUQcYkNzI3vxy/N9/fgIAPDZtCO4dN0jkiojcx63DQ/D109Nw340RsAjA5v2FuG31N/h3zkVYLLziE1F/w4DkJr4+rsMTH+bAbBFw77gI/F9qnNglEbkdjZcH1vxvAv6xYCKGBHujsq4Jz24/ggfezsKxS3qxyyOin+E6SG7gH1mFWPmZdb2j2+JC8PL9YyDtZ5dvoP6La7M4302xwchYfDPe+6EA6zLPIOfCZdzz5ve4Z0w4fv8/NyAmyFvsEoncHnuQBjB9fTMWb83F859aw9GsCZF4++FEKOT8bycSm0IuxePThiLzmWn45dhwCALw2ZESpKzZh8Vbc3G8hD1K1DmLIKCpxYKGJjPMHKZ1OvYgDUAWi4AvjlovpFlmMEEqAZ65fTh+e8tQXkqEqJ8J03hi3exxWHjzEKzZfRp7TpXj07wSfJpXgqSYADyYFIU74rVQymVil0p9wGwRcLm+CZV1JlTWNcHQ0Gy9wHNjC2pNzag3mdFktqDFLMAsWEPRC58fBwB4yCRQyKTwVMgQ4K1AkI8SgT5KBPkoEK7xxOBAL0QHeSMqwAsqD76froUBaQBpNluQebIMb+w5i+MlBgDAkCBvrP7fsRgX5S9ydUTUmfgIDd6bNwHHLunx9rfn8cVPJcguqEZ2QTV8VXLcMUqLu8aEYVJMIDwV/HBzZYIgoLzWhPMVRhRUGlFQWYeCSiPyimtQbWxCTzuDms0Cms1mGJvMqKxrwumyug7batUqDA70wuBAL8QE+SAmyBtDg70RFejFMN6qXwSk9evX49VXX4VOp8PYsWPxxhtvYOLEiR223759O55//nkUFhYiNjYWL7/8Mu666y7b/YIgYOXKlXjnnXdQU1ODKVOm4K233kJsbKytTXV1NRYtWoTPP/8cUqkU999/P15//XX4+Pj06r46W4vZgtziGvz3RBk+zr2EiloTAOtFNB+9aQgW3jyEv0yJXEh8hAZvzB6HpXfGYdvBYvzrUDFK9Y3YnnMR23MuQiGTYlyUH6YOC8LkYUGIj1DzA60fslgEVNSZUFRdj+LqehRW1V8JQxVGGDtZMNRDJrH2/ngr4OelgI9SDl+VHD4qObwVcihkUshlEni0fn1gfCSaWiwwtZjR1GKB0WRGtbGtF8qEijoTLl1uwIWqehRWGVHb2AKdoRE6QyOyHVZ4l0qAQf5eiAnytoWmmCAfDAn2hlatcqv5qxJBEEQduNy2bRvmzJmDDRs2ICkpCWvXrsX27duRn5+PkJCQq9rv378fN998M1atWoW7774bW7Zswcsvv4zDhw8jPj4eAPDyyy9j1apVeP/99xETE4Pnn38eR48exYkTJ6BSqQAAd955J0pLS/H222+jubkZ8+fPx4QJE7Bly5Yu1W0wGKDRaKDX66FWq513QDogCAIu1zejqLoeRdX1OFteh7ziGuQVXYah8cp1noJ8FPjf8ZF45KYhCPBW9Hpd3SX2RUWp7/R0krYrvEf6cgK62SLgYGE1Pj9Sgr2nylGib7S7XyaVIDrQC3FaNW4I9cWwEB9oNSpoNSqE+Cq5EGwvMLVYe2gqa022EFJZ14QyQyOKq+tRfLkBxdX1MLVYOnwOqQSIDPDCkCBrAIkJ9kZBhRFBPgqoPT0g7cZ0iO68HwVBQE19MwqrjLbAZA1uRpyvMKLO1PF1Az09ZIgM8ESoWoUwjQpatQpajSe0GiVC1SoE+SihVnlA5SHt19M5uvr5LXpASkpKwoQJE/Dmm28CACwWCyIjI7Fo0SIsWbLkqvYzZ86E0WjEzp07bdsmTZqEhIQEbNiwAYIgIDw8HM888wyeffZZAIBer0doaCg2b96MWbNm4eTJkxg5ciQOHjyI8ePHAwAyMjJw11134eLFiwgPD79m3b0VkP55oAj5ulroG5phaGiGvvVWqm/s8I3r5+WBaTcE4854LX4RF9qvJ2G7wocfOQcDkvMJgoDCqnp8f7YS+89W4sfzVbhc3/FikxIJEOithL+XB9SeHlCr5PBVecBHZe2FUMqlUMivfLX2TEghkQBSiQRSCSCBBBIJIGn7vvU+wPr1599ba2z9CqGdbfb7cvX+dfzYaz2P3bNdo4YWi4DmFgtaLBY0m60TnR3/XW8yo87UAmNTC+pMZhhNLTDa5gJ17eLDMqkEYRoVogK8EBXghSGtvTExrfOAHH9Xi33GqCBYe70KKow4bwtNdThfaURRVT1aujj2p5BJofaUQ+3pAY2nB9QqD3h6yGzvNaWHFEr5z75v/bdcKoFUKoFcKoFMYv331GFB0GpUTtm/Nl39/BZ1iK2pqQk5OTlYunSpbZtUKkVKSgqysrLafUxWVhbS09PttqWmpmLHjh0AgIKCAuh0OqSkpNju12g0SEpKQlZWFmbNmoWsrCz4+fnZwhEApKSkQCqVIjs7G/fee+9Vr2symWAymWzf6/XWM0wMBkP3d7wTOw6cRda5qg7vD/FVItLfC4MCPBEfocboCA3itGrIW/9KbKyvQ2OHjxZfvbFW7BKoj/T0Z8MV3iPO/rnvjkAFMGOkP2aM9IcgDEO5wYQzFXU4W1aL02V1KKquR5mhEZV1JjSbBZQ31qO8418p1EMeMgkCvBUI9FYi0McDgd5KBPkoEeHviUH+Xhjk7wmtRtVBD56l3d/VPX3vO/P9qAIwIsgDI4L8APjZtjebLbh4uR6l+kaU6RtRZjChvLYR5bWN0BlMqDA0oqahBWaLgEYAjfVAuRPqefvhREwZFuSEZ7qi7Xhdq39I1IBUWVkJs9mM0NBQu+2hoaE4depUu4/R6XTtttfpdLb727Z11sZx+E4ulyMgIMDWxtGqVavw4osvXrU9MjKyo93rFcUAcvr0FYl65lGxC+hFA3nfqOvOi11Aq4H8frxrbe89d21tLTQaTYf394tJ2q5g6dKldj1XFosF1dXVCAwM7HSs1WAwIDIyEsXFxX0yV6k/47Gw4nG4gsfiCh6LK3gsruCxuMJZx0IQBNTW1l5zOo2oASkoKAgymQxlZWV228vKyqDVatt9jFar7bR929eysjKEhYXZtUlISLC1KS+37/xraWlBdXV1h6+rVCqhVCrttvn5+XW+gz+jVqvd/s3dhsfCisfhCh6LK3gsruCxuILH4gpnHIvOeo7aiDqbV6FQIDExEZmZmbZtFosFmZmZSE5ObvcxycnJdu0BYPfu3bb2MTEx0Gq1dm0MBgOys7NtbZKTk1FTU4OcnCuDVXv27IHFYkFSUpLT9o+IiIhck+hDbOnp6Zg7dy7Gjx+PiRMnYu3atTAajZg/fz4AYM6cOYiIiMCqVasAAIsXL8a0adOwevVqTJ8+HVu3bsWhQ4ewceNGANYzLZ5++mm89NJLiI2NtZ3mHx4ejrS0NADAiBEjcMcdd+DRRx/Fhg0b0NzcjKeeegqzZs3q0hlsRERENLCJHpBmzpyJiooKrFixAjqdDgkJCcjIyLBNsi4qKoJUeqWja/LkydiyZQuWL1+OZcuWITY2Fjt27LCtgQQAzz33HIxGIxYuXIiamhpMnToVGRkZtjWQAOCjjz7CU089hdtuu822UOS6deucvn9KpRIrV668anjOHfFYWPE4XMFjcQWPxRU8FlfwWFzR18dC9HWQiIiIiPqb/ruiIBEREZFIGJCIiIiIHDAgERERETlgQCIiIiJywIDkJH/+858xefJkeHl5dbiAZFFREaZPnw4vLy+EhITgD3/4A1pa7C96+M033+DGG2+EUqnEsGHDsHnz5t4vvg+sX78e0dHRUKlUSEpKwoEDB8Quyem+/fZb3HPPPQgPD4dEIrFdH7CNIAhYsWIFwsLC4OnpiZSUFJw5c8auTXV1NR566CGo1Wr4+flhwYIFqKur68O9uH6rVq3ChAkT4Ovri5CQEKSlpSE/P9+uTWNjI5588kkEBgbCx8cH999//1ULwHbl56W/e+uttzBmzBjbwnbJycn48ssvbfe7y3Foz1/+8hfbsixt3OV4vPDCC5BIJHa3uLg42/3uchwA4NKlS/j1r3+NwMBAeHp6YvTo0Th06JDtflF/bwrkFCtWrBDWrFkjpKenCxqN5qr7W1pahPj4eCElJUXIzc0Vdu3aJQQFBQlLly61tTl//rzg5eUlpKenCydOnBDeeOMNQSaTCRkZGX24J863detWQaFQCO+9955w/Phx4dFHHxX8/PyEsrIysUtzql27dgl//OMfhY8//lgAIHzyySd29//lL38RNBqNsGPHDuHIkSPCL3/5SyEmJkZoaGiwtbnjjjuEsWPHCj/++KPw3XffCcOGDRNmz57dx3tyfVJTU4VNmzYJx44dE/Ly8oS77rpLiIqKEurq6mxtHn/8cSEyMlLIzMwUDh06JEyaNEmYPHmy7f6u/Ly4gs8++0z44osvhNOnTwv5+fnCsmXLBA8PD+HYsWOCILjPcXB04MABITo6WhgzZoywePFi23Z3OR4rV64URo0aJZSWltpuFRUVtvvd5ThUV1cLgwcPFubNmydkZ2cL58+fF7766ivh7NmztjZi/t5kQHKyTZs2tRuQdu3aJUilUkGn09m2vfXWW4JarRZMJpMgCILw3HPPCaNGjbJ73MyZM4XU1NRerbm3TZw4UXjyySdt35vNZiE8PFxYtWqViFX1LseAZLFYBK1WK7z66qu2bTU1NYJSqRT++c9/CoIgCCdOnBAACAcPHrS1+fLLLwWJRCJcunSpz2p3tvLycgGAsG/fPkEQrPvt4eEhbN++3dbm5MmTAgAhKytLEISu/by4Kn9/f+Hdd9912+NQW1srxMbGCrt37xamTZtmC0judDxWrlwpjB07tt373Ok4/N///Z8wderUDu8X+/cmh9j6SFZWFkaPHm1bABMAUlNTYTAYcPz4cVublJQUu8elpqYiKyurT2t1pqamJuTk5Njtl1QqRUpKikvvV3cVFBRAp9PZHQeNRoOkpCTbccjKyoKfnx/Gjx9va5OSkgKpVIrs7Ow+r9lZ9Ho9ACAgIAAAkJOTg+bmZrtjERcXh6ioKLtjca2fF1djNpuxdetWGI1GJCcnu+1xePLJJzF9+vSrfte52/E4c+YMwsPDMWTIEDz00EMoKioC4F7H4bPPPsP48ePxwAMPICQkBOPGjcM777xju1/s35sMSH1Ep9PZvZkB2L7X6XSdtjEYDGhoaOibQp2ssrISZrO53f1q22930LavnR0HnU6HkJAQu/vlcjkCAgJc9lhZLBY8/fTTmDJlim21e51OB4VCcdVcPcdjca2fF1dx9OhR+Pj4QKlU4vHHH8cnn3yCkSNHut1xAICtW7fi8OHDtktH/Zw7HY+kpCRs3rwZGRkZeOutt1BQUICbbroJtbW1bnUczp8/j7feeguxsbH46quv8MQTT+B3v/sd3n//fQDi/94U/VIj/dmSJUvw8ssvd9rm5MmTdpPriOiKJ598EseOHcP3338vdimiGT58OPLy8qDX6/Hvf/8bc+fOxb59+8Quq88VFxdj8eLF2L17t91ln9zRnXfeafv3mDFjkJSUhMGDB+Nf//oXPD09Raysb1ksFowfPx7/7//9PwDAuHHjcOzYMWzYsAFz584VuTr2IHXqmWeewcmTJzu9DRkypEvPpdVqrzoLoe17rVbbaRu1Wu2yPzRBQUGQyWTt7lfbfruDtn3t7DhotVqUl5fb3d/S0oLq6mqXPFZPPfUUdu7cib1792LQoEG27VqtFk1NTaipqbFr73gsrvXz4ioUCgWGDRuGxMRErFq1CmPHjsXrr7/udschJycH5eXluPHGGyGXyyGXy7Fv3z6sW7cOcrkcoaGhbnU8fs7Pzw833HADzp4961bvi7CwMIwcOdJu24gRI2zDjWL/3mRA6kRwcDDi4uI6vSkUii49V3JyMo4ePWr3H7l7926o1WrbGyQ5ORmZmZl2j9u9ezeSk5Odt1N9TKFQIDEx0W6/LBYLMjMzXXq/uismJgZardbuOBgMBmRnZ9uOQ3JyMmpqapCTk2Nrs2fPHlgsFiQlJfV5zT0lCAKeeuopfPLJJ9izZw9iYmLs7k9MTISHh4fdscjPz0dRUZHdsbjWz4urslgsMJlMbnccbrvtNhw9ehR5eXm22/jx4/HQQw/Z/u1Ox+Pn6urqcO7cOYSFhbnV+2LKlClXLQFy+vRpDB48GEA/+L15XVO8yebChQtCbm6u8OKLLwo+Pj5Cbm6ukJubK9TW1gqCcOW0zNtvv13Iy8sTMjIyhODg4HZP8//DH/4gnDx5Uli/fv2AOc1fqVQKmzdvFk6cOCEsXLhQ8PPzszsDYyCora21/b8DENasWSPk5uYKFy5cEATBerqqn5+f8Omnnwo//fSTMGPGjHZPVx03bpyQnZ0tfP/990JsbKzLneb/xBNPCBqNRvjmm2/sTmOur6+3tXn88ceFqKgoYc+ePcKhQ4eE5ORkITk52XZ/V35eXMGSJUuEffv2CQUFBcJPP/0kLFmyRJBIJMLXX38tCIL7HIeO/PwsNkFwn+PxzDPPCN98841QUFAg/PDDD0JKSooQFBQklJeXC4LgPsfhwIEDglwuF/785z8LZ86cET766CPBy8tL+PDDD21txPy9yYDkJHPnzhUAXHXbu3evrU1hYaFw5513Cp6enkJQUJDwzDPPCM3NzXbPs3fvXiEhIUFQKBTCkCFDhE2bNvXtjvSSN954Q4iKihIUCoUwceJE4ccffxS7JKfbu3dvu++BuXPnCoJgPWX1+eefF0JDQwWlUincdtttQn5+vt1zVFVVCbNnzxZ8fHwEtVotzJ8/3xayXUV7xwCA3Xu5oaFB+O1vfyv4+/sLXl5ewr333iuUlpbaPU9Xfl76u9/85jfC4MGDBYVCIQQHBwu33XabLRwJgvsch444BiR3OR4zZ84UwsLCBIVCIURERAgzZ860W/vHXY6DIAjC559/LsTHxwtKpVKIi4sTNm7caHe/mL83JYIgCNfXB0VEREQ0sHAOEhEREZEDBiQiIiIiBwxIRERERA4YkIiIiIgcMCAREREROWBAIiIiInLAgERERETkgAGJiIiIyAEDEhENeIIgYOHChQgICIBEIkFeXp7YJRFRP8eVtIlowPvyyy8xY8YMfPPNNxgyZAiCgoIgl8vFLouI+jH+hiCiAa/tSumTJ0/u8XM0NzfDw8PDiVURUX/GITYiGtDmzZuHRYsWoaioCBKJBNHR0cjIyMDUqVPh5+eHwMBA3H333Th37pztMYWFhZBIJNi2bRumTZsGlUqFjz76CADw7rvvYsSIEVCpVIiLi8Pf/vY3sXaNiHoRh9iIaEDT6/VYt24dNm7ciIMHD0Imk+Hbb7+FRCLBmDFjUFdXhxUrVqCwsBB5eXmQSqUoLCxETEwMoqOjsXr1aowbNw4qlQp79uzBH/7wB7z55psYN24ccnNz8eijj2LNmjWYO3eu2LtKRE7EITYiGtA0Gg18fX0hk8mg1WoBAPfff79dm/feew/BwcE4ceIE4uPjbduffvpp3HfffbbvV65cidWrV9u2xcTE4MSJE3j77bcZkIgGGA6xEZHbOXPmDGbPno0hQ4ZArVYjOjoaAFBUVGTXbvz48bZ/G41GnDt3DgsWLICPj4/t9tJLL9kNzxHRwMAeJCJyO/fccw8GDx6Md955B+Hh4bBYLIiPj0dTU5NdO29vb9u/6+rqAADvvPMOkpKS7NrJZLLeL5qI+hQDEhG5laqqKuTn5+Odd97BTTfdBAD4/vvvr/m40NBQhIeH4/z583jooYd6u0wiEhkDEhG5FX9/fwQGBmLjxo0ICwtDUVERlixZ0qXHvvjii/jd734HjUaDO+64AyaTCYcOHcLly5eRnp7ey5UTUV/iHCQicitSqRRbt25FTk4O4uPj8fvf/x6vvvpqlx77yCOP4N1338WmTZswevRoTJs2DZs3b0ZMTEwvV01EfY2n+RMRERE5YA8SERERkQMGJCIiIiIHDEhEREREDhiQiIiIiBwwIBERERE5YEAiIiIicsCAREREROSAAYmIiIjIAQMSERERkQMGJCIiIiIHDEhEREREDv4/2IEkvY5zKOIAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(titanic['fare'])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 458
},
"colab_type": "code",
"id": "DHCNfrwecA-t",
"outputId": "67de2c94-bc3a-4083-9762-22d83909fa0b"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ubuntu/Documents/Projects/msci_data/.venv/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. 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": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot('age', 'fare', data=titanic, kind='hex')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 286
},
"colab_type": "code",
"id": "u-HpWx1LcCKf",
"outputId": "651f522f-8c99-451e-cf75-3b6be9a9a242"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(titanic.corr())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "mhtUTz2acDgQ"
},
"outputs": [],
"source": []
}
],
"metadata": {
"colab": {
"authorship_tag": "ABX9TyNhyjI0zC/d0dD4shnfOFLA",
"include_colab_link": true,
"name": "Untitled15.ipynb",
"provenance": []
},
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}