{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Untitled101.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyPY6qkTHKMlxUKpu1PHDSdq",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"source": [
"# Visualizing Association\n"
],
"metadata": {
"id": "0sbif9a0sp-8"
}
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "zhmIaDVHspKW"
},
"outputs": [],
"source": [
"import pandas as pa\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"\n",
"df = pa.read_csv('https://raw.githubusercontent.com/nurfnick/Data_Viz/main/Data_Sets/iris.csv')"
]
},
{
"cell_type": "markdown",
"source": [
"## Scatter Plots"
],
"metadata": {
"id": "tGyh5q9ksvft"
}
},
{
"cell_type": "markdown",
"source": [
"The most important visualization is the scatter plot. It will help us see association between two (or possibly more) variables."
],
"metadata": {
"id": "NoJEq-EUsxaE"
}
},
{
"cell_type": "code",
"source": [
"ax = sns.scatterplot(data = df, x = 'SepalLength', y = 'SepalWidth')\n",
"ax.set(title = \"Length vs Width\",\n",
" xticks = [x for x in range(4,9,1)])\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 295
},
"id": "TEBlGglvtNu9",
"outputId": "31d6c3af-6b8b-4ee1-d761-a3d897484ddb"
},
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"The nice part about seaborn is I can add other aspects quickly."
],
"metadata": {
"id": "73BgeHqVuCtF"
}
},
{
"cell_type": "code",
"source": [
"sns.scatterplot(data = df, x = 'SepalLength', y = 'SepalWidth', hue = \"Class\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 300
},
"id": "ON555i66tYqU",
"outputId": "947d1b27-fbd2-40ab-b3e0-11edc78689c0"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 3
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"I can pick the colors I want too! Here I do it with a dictionary."
],
"metadata": {
"id": "gCK9iskcu5R6"
}
},
{
"cell_type": "code",
"source": [
"colors = ['blue', 'green','orange']\n",
"colordict = {}\n",
"for i,name in enumerate(df.Class.unique()):\n",
" colordict[name] = colors[i]\n"
],
"metadata": {
"id": "EKd_cYq8u_8a"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"sns.scatterplot(data = df, \n",
" x = 'SepalLength', \n",
" y = 'SepalWidth', \n",
" hue = \"Class\", \n",
" palette = colordict )"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 300
},
"id": "c7HAq2yWuLhd",
"outputId": "7d0928d5-eaaf-4adf-e41c-27b17f244474"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 5
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"If you prefer you can change the marker"
],
"metadata": {
"id": "MqhfCREKvktV"
}
},
{
"cell_type": "code",
"source": [
"sns.scatterplot(data = df, \n",
" x = 'SepalLength', \n",
" y = 'SepalWidth',\n",
" hue = 'Class',\n",
" style= 'Class' )"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 300
},
"id": "GI3IqHKBuzMs",
"outputId": "64cffe83-ebcc-4a76-e082-abf5c25f2977"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 6
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"We can vary the size of each entry too."
],
"metadata": {
"id": "Z4ZfjiA5wpeR"
}
},
{
"cell_type": "code",
"source": [
"ax = sns.scatterplot(data = df, \n",
" x = 'SepalLength', \n",
" y = 'SepalWidth',\n",
" hue = 'Class',\n",
" size = 'PedalWidth')\n",
"\n",
"sns.move_legend(ax, \"upper right\", bbox_to_anchor=(-.2, 1))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 282
},
"id": "ufcE-KWQvrQD",
"outputId": "8f255c9f-beee-4d43-e069-4d1ff68a4a3c"
},
"execution_count": 8,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"Adding the line of best fit (or regression) is easy."
],
"metadata": {
"id": "BuWhmIjmxnoF"
}
},
{
"cell_type": "code",
"source": [
"sns.regplot(data = df, \n",
" x = 'SepalLength', \n",
" y = 'SepalWidth',\n",
" ci = False, #I removed the confidence interval!\n",
" order = 1)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 300
},
"id": "N3xRIIS9wx4i",
"outputId": "59c2ff28-3b30-4014-c356-aba7883969d4"
},
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 15
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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B0Mg4QyOTPwePh0cL0z+PBcsPjkwwFK4/Ml6Mca9mMiCfM8zAME5eNsCKoxbw6NMH+PkLh2etf85JR/LBXzo1OJMpSS758vITyawk6uqvuXkbt25/etbyd6w+LvJ/5nFsQ5ojrmkvXw78KfBKoG9yubsnfrcmLcNRjBeKDE8ljwl+/x9+zPPDo3TncxTcKRZhZKJAX1ee15989FQymUw+k4lndKJ5SaW/Jz91FjLQ182i8ktg4bKZZyrBJbGp31NSSYVLb7xv1mizh8YmWLaoj69dGc9U5C/7yHcoFB0rebvdgz9M/uNP3prYNqQ54pr28m+BjxF0Ir8BeDf1K5HaWnc+x5KFPSxZ2APA/pFxjhnoxUr+Fbg7+w+P8+n/trrqdsYmppPKxV/40VQJYZBQnELROTRe4B1nnMCX7v3ZnGIcHiswPFbgWRq7/NXfkw/OOGYljenEcURZkgkue00nmv6eLnJKKvOWxDwUhfLa1TrLm7UNaY2oyWCBu//AzMzdfwZ83My2Atc2MbZMme88AT1dOXq6ejiyv4eXLR1gz9AIA2V//Z20dICNb38VX7n/51X/6npk4y8Hl7HCs4/JM4+Do+McHJngwOTykZlnJqWXxg6OBuV55SaTCgfmf3zMYKBn5lnI5NnK9OPpeycDFW7iL+rrZmF3viOTShLzUORzVvE/7bmcGcaxDWmNqMlg1MxywL+b2XuB3cBA88LKnqvOO4lrNz/MobGJGdd051o7XWsb608/llu3P035lb31px9Lb1ee3oE8Rw/0NrQfoxOFGZe0DoyMl1zemphxn2V6nZmXwIZGJpgo+w/BneB+y+hEQ/GVJpUZlV2lZyfh2cp0Epleb/LnhT35GWdxaRfH56ueWp+vJLchrRH1nsFrgUeBJcAfAYuBT7n7fc0Nb7a03DOoJIna6SxUarg7oxPF6eQRnnkMlZ+ZjE7MupcyVJZ4mnV5IWfMKhEeqJA0Fs24NNY962xlQXdySSWJunpVE7WvWG4gl2zsCMDdfSiO4OYjzclA4uXujIwXGRodr3ADvsDB0uQxlVhmXwJLKqksKrsENnXfpOxeysz1uljU201fdy5TZyqSPbHcQDaztQQ3kReFj/cDv+HuW2v8Th9wN9Abvs4t7v6xsnV6gS8BZwLPA5e4+xNRYpL2Z2Ys6MmzoCfPskXz385UUhkZ58DIREkV2HjZ/ZWy5SOly4NllcYHOhDek2lEV85mnpmUXeKa0TU/qyFyOhn1dimpyPxEvWfwN8Bvu/sPAcxsHUFyOL3G74wCF7j7QTPrBu4xs++WXVr6TWCfu59sZhuAT9KEAfCSmmwjDnFMYJKGfYkjhijDd0R5nRlJ5Yi5v87ka/z8hWFOWLKQS1+3glcvXzwjgfzTA0/xzzueY6xQpDtnnHLsIl56dH/lS2WjE7OuqU8UnRcPjfPioXGCocAat7ivi1OOO2JG0tg3PMZDu/czNDLBMQO9vPXVx3L2y46eSjQ3/+vP+Mr9P+fQeLGhY96odvqcpyHOKKLeM3jA3c8oW7bN3SNdCDSzhcA9wHvc/f6S5d8HPu7u95pZF/AMsNRrBDXXy0RJTbYRhzgmMEnDvsQRQ5TJgJJ4nSivMdeJi4phufDBsNqr0g34g2X3Uw5UOFs52ODN+KiWLepl1TH9LOrrYni0wEO799OVM3q7gp4ad7jsrBM5+2XHzOq07+2a+6i87fQ5T0Ock+JqOvsssAD4GsFYRZcAI8CXAdy94hSYZpYHtgInA3/l7v+z7PmfAG9296fCx/8BnOXuz1WLZa7JIEqzThINPVGc/vHvc3i8QFduuoVjolhkQXeeBz/+y5nZlzhiqHcsknqdKK8RJdZmKBadg2PBZa9z/2zLrEtYEHSzv/vcVQyPTnD7o89yOJz/oOhBD8vkf+bN0tOVm9XYWHGcr8nLXr1dfOb2HewfGaO/p5ucBWWph8cLmfycpyHOSXE1nb0m/P6xsuVnECSHCyr9krsXgNVmtgS41cxe5e4/ifiaU8zsSuBKgBNPPHFOvxulWSeJhp4ohscKdJW18pVPYJKFfYkjhnrHIqnXifIaUWJthlzOOKKvmyP6uqcSQXkPigPX/sorAfiXT27h+MV9sxojXzw0xnfefx6r//A28jmwsJ80GGfLKTj87gUvZ2hknK//25N05SxojCz6dFIpesURLccmijw/Mcbzw2Pz2MORqZ8M2PXcMG/4i7sY6O1ix7ND9HTlyNsY+ZyRywVRvzB8gG9u3z11b6X0xv7kCMVxycq/x6giJQN3f0MjL+LuL5rZncCbgdJksBtYATwVXiZaTHAjufz3bwRuhODMYC6vHaVZJ4mGnij6e4LTyNL+nPIJTLKwL3HEUO9YJPU6UV4jSqzNFqXZq9q+rDiqf+qeweHxQsnvGBPFIot68nzgTcHlrseeHqr6l+6Xrzhr6lLX8GhhxiWw8gbIofBG/tSlsZLLYpUGk3SC5LbrueGpZdWGcrn65u1Vj1PpCMXTXfSzk0bFkuKwIbK/N09XPpeZf49RRa0megnBXMjHu/tbzOyVwDnu/sUav7MUGA8TwQLgTQQ3iEttBt4F3AtcDGypdb9gPqI06yTR0BPFFetWcd2WnUwUizOuPZdOYJKFfYkjhnrHIqnXifIaUWJttijNXvX2pdFjns8Zixd0s7jsL+G5+sEjz/KxzQ+TywUjAR8aLzA+4bxzzQksP2ohw6MT/GT3fu786V4MwIIBKAtFOKq/h4J71aQS1wjFC7rz9HblODg6QT5ndJUk3ZOO6ecvb/spA71dnPKSAXY8O8TwaHC8xovBMDOXnXXiVB9GWkS9Z/Bdguqhj7r7a8K/4h9w91fX+J3TgZuAPME4Rn/v7hvNbCMw6O6bw/LTvyO43PQCsMHda85oPZ8+g6Qm24hDHBOYpGFf4ohhLtVEzXydKK+R1MRFtURp9opjAqYkPl9xfM4nCsUKPSezRyiuNIzLZC/L0Mh4UweTXNiTnzU8S/l8KqXjgi1e0M15r1g6r9eK6wbyv7n7a0urisxsu7tXH4GtSdR0JiJJKh1Mcmh0OnkMjU42P05XgQ1PDs8yOrv6K46ksmRhN9uv/aV5/W5cN5CHzexowlnPzOxsYP+8IkqprNQCd5K01HDHEUdS24hjX9pFXPtaOphkI8YmitNzpVToqh+q0OhYesZycGSCxQsbuwRXS9QzgzXA54BXEdwAXgpc7O4PNi2yKppxZpCmWmAJpKWGO444ktpGHPvSLjppX6Oqd2ZQs87KzF5rZseGfQS/CHyEoLP4NuCpWCNtoRvufpzuvLGwpwuz4Ht33rjh7pq3L6SJorwnSbxvccSR1Dbi2Jd20Un7Gpd6Rbc3AJMFwq8HPgr8FbCPsNSzHTy57xALumeWAaa1FrhTRHlPknjf4ogjqW3EsS/topP2NS71kkHe3V8If74EuNHd/9Hd/zdBV3FbWHHkwlllaGmtBe4UUd6TJN63OOJIahtx7Eu76KR9jUvdZBCWkQJcCGwpeS7qzefUu+q8kxgvOIfGJnAPvreiz0CmRXlPknjf4ogjqW3EsS/topP2NS41byCb2UeBtwLPAScCa9zdzexk4CZ3PzeZMKc1q7Q0DbX5MlNaeiriiCOpbcSxL+2ik/Y1iob7DMIy0uOA29x9OFz2CmCg2gB1zaQ+AxGRuWu4z6DS1JbuvqPRwETqiVInHsf8D3FIYh6KtOxrO/UqpKVPJQ3mNO1lGujMoDPEMY9AUrXmScxDkZZ9baf6/bT0qSSloT4DkVaJUie+6Z5d5Ay6cjlylgu/B8ujbiMOccRRb5207Gs71e+npU8lLZQMJJWi1IkPj80cNhpmz0WQRK15HHHUWyct+9pO9ftp6VNJCyUDSaUodeL9PfmKE9SXzkWQRK15HHHUWyct+9pO9ftp6VNJCyUDSaUodeJXrFtF0YMpJoteDL/PnIsgiVrzOOKot05a9rWd6vfT0qeSFrqBLKkVxzwCSdWaJzEPRVr2tZ3q99PSp5KEWOYzSBMlAxGRuYtrPgPpMGmojY4jhktv+BH37to39ficVUfytaten3gccbxOGt4TaV+6ZyCzTNZG7xkaYcmCbvYMjXDt5oe567E9mYqhPBEA3LtrH5fe8KNE44jjddLwnkh7UzKQWdJQGx1HDOWJoN7yZsURx+uk4T2R9qZkILOkoTY6DTEkGUcS8xmI1KJkILOkoTY6DTEkGUcS8xmI1KJkILOkoTY6jhjOWXXknJY3K444XicN74m0N5WWSkVpqI2OI4Y4q4laXb+fhvdEskt9BiIioj4DSa846ubTUpuvHgCpJiufDd0zkJaIo24+LbX56gGQarL02VAykJaIo24+LbX56gGQarL02VAykJaIo24+LbX56gGQarL02VAykJaIo24+LbX56gGQarL02VAykJaIo24+LbX56gGQarL02VBpqbRMHHXzaanNVw+AVJOWz4b6DEREpG4yaNplIjNbYWZ3mtkjZvawmV1dYZ3zzWy/mW0Pv65tVjwiIlJdM5vOJoAPuvs2M1sEbDWz2939kbL1fujuFzUxjraSRKNWUuJoGEvLvsSh3rSWSWin4ylz07QzA3d/2t23hT8PAY8CJzTr9TpBEo1aSYmjYSwt+xKH6+/YwXVbdnJ4vEBXLqg4uW7LTq6/Y0diMbTT8ZS5S6SayMxWAmcA91d4+hwz+7GZfdfMTksinqxKolErKXE0jKVlX+Kw6Z5d5Ay6cjlylgu/B8uT0k7HU+au6cnAzAaAfwTe7+4Hyp7eBrzU3V8DfA74pyrbuNLMBs1scO/evc0NOMWSaNRKShwNY2nZlzgMjxXI2cxlOQuWJ6WdjqfMXVOTgZl1EySCr7j7N8qfd/cD7n4w/Pk7QLeZHVNhvRvdfa27r126dGkzQ061JBq1khJHw1ha9iUO/T15imWFfUUPlielnY6nzF0zq4kM+CLwqLt/uso6x4brYWavC+N5vlkxZV0SjVpJiaNhLC37Eocr1q2i6DBRLFL0Yvg9WJ6UdjqeMndN6zMws3XAD4GHgGK4+CPAiQDu/gUzey/wHoLKo8PAB9z9R7W22+l9Bkk0aiUljoaxtOxLHNJUTdQOx1NmUtOZiIhocpt200514Gn4S1hEAhqoLkPaqQ48DXX1IjJNySBD2qkOPA119SIyTckgQ9qpDjwNdfUiMk3JIEPaqQ48DXX1IjJNySBD2qkOPA119SIyTdVEGXL+qcvYCG1RBz5ZNaRqIpF0UJ+BiEgHUJ9BTLJU35+VWLMSZ1J0PKSVdM8ggizV92cl1qzEmRQdD2k1JYMIslTfn5VYsxJnUnQ8pNWUDCLIUn1/VmLNSpxJ0fGQVlMyiCBL9f1ZiTUrcSZFx0NaTckggizV92cl1qzEmRQdD2k1JYMIzj91GRvXn8ayRX3sPzzOskV9bFx/WiorPbISa1biTIqOh7Sa+gxERDqA+gxEGhTHvAvqIZC002UikRrimHdBPQSSBUoGIjXEMe+CeggkC5QMRGqIY94F9RBIFigZiNQQx7wL6iGQLFAyEKkhjnkX1EMgWaBqIpEa4ph3oZ3moZD2pT4DEZEOUK/PQJeJREREyUBERJQMREQEJQMREUHJQEREUDIQERGUDEREBCUDERGhicnAzFaY2Z1m9oiZPWxmV1dYx8zsejPbaWYPmtmaZsUjIiLVNXM4igngg+6+zcwWAVvN7HZ3f6RknbcALw+/zgL+OvwuDdBEKiIyV007M3D3p919W/jzEPAocELZam8HvuSB+4AlZnZcs2LqBJpIRUTmI5F7Bma2EjgDuL/sqROAJ0seP8XshCFzoIlURGQ+mp4MzGwA+Efg/e5+YJ7buNLMBs1scO/evfEG2GY0kYqIzEdTk4GZdRMkgq+4+zcqrLIbWFHyeHm4bAZ3v9Hd17r72qVLlzYn2DahiVREZD6aWU1kwBeBR93901VW2wz8elhVdDaw392fblZMnUATqYjIfDSzmuhc4L8DD5nZ9nDZR4ATAdz9C8B3gLcCO4FDwLubGE9H0EQqIjIfmtxGRKQDaHIbERGpS8lARESUDERERMlARERQMhARETJYTWRme4GftTCEY4DnWvj6c5GVWBVnvLISJ2Qn1tWgi8AAAAdBSURBVHaI86XuXrVrN3PJoNXMbLBWeVaaZCVWxRmvrMQJ2Ym1E+LUZSIREVEyEBERJYP5uLHVAcxBVmJVnPHKSpyQnVjbPk7dMxAREZ0ZiIiIkkFNZpY3swfM7NsVnrvczPaa2fbw64oWxfiEmT0UxjBrBL9wePDrzWynmT1oZmtaEWcYS71Yzzez/SXH9NoWxbnEzG4xs8fM7FEzO6fs+VQc0whxpuV4nlISw3YzO2Bm7y9bp+XHNGKcaTmm15jZw2b2EzP7mpn1lT3fa2ZfD4/n/eFskzU1cwjrdnA1wdzNR1R5/uvu/t4E46nmDe5erbb4LcDLw6+zgL8Ov7dKrVgBfujuFyUWTWXXAd9z94vNrAconxkoLce0XpyQguPp7j8FVkPwBxbBBFa3lq3W8mMaMU5o8TE1sxOA9wGvdPfDZvb3wAbg/5Ws9pvAPnc/2cw2AJ8ELqm1XZ0ZVGFmy4G3AZtaHUuD3g58yQP3AUvM7LhWB5VWZrYYOI9gYibcfczdXyxbreXHNGKcaXQh8B/uXt442vJjWqZanGnRBSwwsy6CPwL+s+z5twM3hT/fAlwYTjhWlZJBdZ8FPgQUa6zzzvCU9hYzW1FjvWZy4DYz22pmV1Z4/gTgyZLHT4XLWqFerADnmNmPzey7ZnZaksGFVgF7gb8NLxFuMrP+snXScEyjxAmtP57lNgBfq7A8Dce0VLU4ocXH1N13A38B/Bx4mmCGyNvKVps6nu4+AewHjq61XSWDCszsImCPu2+tsdq3gJXufjpwO9NZOGnr3H0NwWn275jZeS2KI4p6sW4jaJl/DfA54J+SDpDgL641wF+7+xnAMPAHLYijnihxpuF4TgkvZa0H/qGVcdRTJ86WH1MzO5LgL/9VwPFAv5ld1uh2lQwqOxdYb2ZPADcDF5jZl0tXcPfn3X00fLgJODPZEKfi2B1+30NwffN1ZavsBkrPWpaHyxJXL1Z3P+DuB8OfvwN0m9kxCYf5FPCUu98fPr6F4D/dUmk4pnXjTMnxLPUWYJu7P1vhuTQc00lV40zJMX0jsMvd97r7OPAN4PVl60wdz/BS0mLg+VobVTKowN0/7O7L3X0lweniFnefkXnLrmeuJ7jRnCgz6zezRZM/A78E/KRstc3Ar4fVGmcTnFI+nXCokWI1s2Mnr2ua2esIPp81P8Bxc/dngCfN7JRw0YXAI2WrtfyYRokzDcezzKVUv/TS8mNaomqcKTmmPwfONrOFYSwXMvv/n83Au8KfLyb4P6xmU5mqiebAzDYCg+6+GXifma0HJoAXgMtbENJLgFvDz2YX8FV3/56Z/Q8Ad/8C8B3grcBO4BDw7hbEGTXWi4H3mNkEcBjYUO8D3CS/C3wlvFzwOPDulB7TenGm5XhO/gHwJuCqkmWpO6YR4mz5MXX3+83sFoJLVhPAA8CNZf8/fRH4OzPbSfD/04Z621UHsoiI6DKRiIgoGYiICEoGIiKCkoGIiKBkICIiKBlImzKzj4ajOj4Yji4Z26BnFoxc+e3w58vN7PNxbbvCa600s18tedzU15POpT4DaTsWDOV8EbDG3UfDDtGeFoc1XyuBXwW+2uI4pM3pzEDa0XHAc5PDhbj7c+7+n2Z2ppn9czhQ3vcnu8jN7C4zuy48g/hJ2FmKmb3OzO4NB4L7UUm3b11mdpmZ/Wu4zRssGBIZMztoZp8IBzq7z8xeEi5/Wfj4ITP7YzM7GG7qz4BfCLdzTbjseDP7npn9u5l9Kp5DJp1OyUDa0W3ACjPbYWb/x8x+0cy6CQYWu9jdzwT+BvhEye8sdPfVwG+HzwE8BvxCOBDctcCfRHlxM/svBGPHnxtuswD8Wvh0P3BfONDZ3cBvhcuvA65z91cTjDs06Q8Ixs9f7e6fCZetDrf/auASa92IudJGdJlI2o67HzSzM4FfAN4AfB34Y+BVwO3hkBh5guF/J30t/N27zewIM1sCLAJuMrOXEwy/3R0xhAsJBi78t/C1FgB7wufGgMmZ87YSDH0AcA7wX8Ofv0owRHE1P3D3/QBm9gjwUmYO/ywyZ0oG0pbcvQDcBdxlZg8BvwM87O7nVPuVCo//CLjT3d9hwbSBd0V8eQNucvcPV3huvGQsmwLz+zc4WvLzfLchMoMuE0nbsWAu25eXLFpNMKrj0vDmMmbWbTMnJrkkXL6OYMTM/QTD/k4Oo3z5HEL4AXCxmS0Lt3mUmb20zu/cB7wz/Ll0ULEhgjMUkaZSMpB2NEBweecRM3sQeCXBNf+LgU+a2Y+B7cwcA37EzB4AvkAwfyzAp4A/DZfX+uv7cjN7avILOAD8L4JZ3R4kmPyo3hSO7wc+EK5/MsHMVAAPAoXwhvM1VX9bpEEatVQ6npndBfyeuw+2MIaFwGF3dwsmML/U3d/eqnik8+hao0g6nAl8Ppys5EXgN1ocj3QYnRmIiIjuGYiIiJKBiIigZCAiIigZiIgISgYiIoKSgYiIAP8fdg4ySrfgi0IAAAAASUVORK5CYII=\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"sns.lmplot(data = df, \n",
" x = 'SepalLength', \n",
" y = 'SepalWidth',\n",
" hue = 'Class',\n",
" ci = False )"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 387
},
"id": "4t_f13sQx4Jx",
"outputId": "63501b3c-1be4-49c2-c0fe-49411dbf33eb"
},
"execution_count": 17,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 17
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"Often it is nice to look at all of the associations in your data quickly."
],
"metadata": {
"id": "M1Qhtt2fzedH"
}
},
{
"cell_type": "code",
"source": [
"g = sns.PairGrid(df, hue=\"Class\")\n",
"g.map_diag(sns.histplot)\n",
"g.map_offdiag(sns.scatterplot)\n",
"g.add_legend()\n",
"plt.show()"
],
"metadata": {
"id": "xXSQFjR_yLqn",
"outputId": "6d97c51e-5a80-4ca4-d248-4931ec6e34e0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 723
}
},
"execution_count": 18,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Heat Map"
],
"metadata": {
"id": "l0t0kG_B0ZC2"
}
},
{
"cell_type": "markdown",
"source": [
"Heat maps show correlation quickly between the variables. You'll need to pass the correlation to make the map work."
],
"metadata": {
"id": "bQOVdqaE0bHe"
}
},
{
"cell_type": "code",
"source": [
"sns.heatmap(df.corr(), annot=True, linewidths=0.5,vmin = -1)"
],
"metadata": {
"id": "tL7KUiC7zlLQ",
"outputId": "55f3fe59-b774-4272-cd69-cb908523ec1d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
}
},
"execution_count": 22,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 22
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Your Turn"
],
"metadata": {
"id": "pGayiE0T37GC"
}
},
{
"cell_type": "markdown",
"source": [
"Using the workout dataset, create a scatterplot with as many features as possible. Can you get 5 or six variables represented in one graphic? "
],
"metadata": {
"id": "r1Kft6U639qa"
}
},
{
"cell_type": "code",
"source": [
""
],
"metadata": {
"id": "qR7aMC7_01j_"
},
"execution_count": null,
"outputs": []
}
]
}