{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "---\n", "title: Visualising the Iris dataset with Seaborn\n", "lang: en\n", "author: AM\n", "format:\n", " html:\n", " code-fold: false\n", "---" ], "id": "cfbc628f" }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load packages" ], "id": "3ebfb078" }, { "cell_type": "code", "execution_count": 38, "outputs": [], "source": [ "import seaborn as sns\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "from sklearn.datasets import load_iris" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "markdown", "source": [ "# Load Iris from sklearn and rename columns as in the exercise notebook\n", "URL for sklearn load_iris: [load_iris documentation](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_iris.html)\n", "More info for sklearn load_iris: [load_iris metadata](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_iris.html)" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "metadata": {}, "source": [ "# Dictionary with column renaming\n", "renaming_dict = {\n", " \"sepal length (cm)\": \"SepalLengthCm\",\n", " \"sepal width (cm)\": \"SepalWidthCm\",\n", " \"petal length (cm)\": \"PetalLengthCm\",\n", " \"petal width (cm)\": \"PetalWidthCm\",\n", "}\n", "\n", "# Check load_iris documentation\n", "iris_df, iris_y = load_iris(return_X_y=True, as_frame=True)\n", "iris_df = iris_df.rename(columns=renaming_dict)" ], "id": "0327aa15", "execution_count": 39, "outputs": [] }, { "cell_type": "markdown", "source": [ "# Remap class names from integers to strings" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "markdown", "source": [ "Pandas Series map documentation: [pandas.Series.map](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.map.html)" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "execution_count": 40, "outputs": [ { "data": { "text/plain": " SepalLengthCm SepalWidthCm PetalLengthCm PetalWidthCm Species\n0 5.1 3.5 1.4 0.2 Iris-setosa\n1 4.9 3.0 1.4 0.2 Iris-setosa\n2 4.7 3.2 1.3 0.2 Iris-setosa\n3 4.6 3.1 1.5 0.2 Iris-setosa\n4 5.0 3.6 1.4 0.2 Iris-setosa\n.. ... ... ... ... ...\n145 6.7 3.0 5.2 2.3 Iris-virginica\n146 6.3 2.5 5.0 1.9 Iris-virginica\n147 6.5 3.0 5.2 2.0 Iris-virginica\n148 6.2 3.4 5.4 2.3 Iris-virginica\n149 5.9 3.0 5.1 1.8 Iris-virginica\n\n[150 rows x 5 columns]", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
SepalLengthCmSepalWidthCmPetalLengthCmPetalWidthCmSpecies
05.13.51.40.2Iris-setosa
14.93.01.40.2Iris-setosa
24.73.21.30.2Iris-setosa
34.63.11.50.2Iris-setosa
45.03.61.40.2Iris-setosa
..................
1456.73.05.22.3Iris-virginica
1466.32.55.01.9Iris-virginica
1476.53.05.22.0Iris-virginica
1486.23.45.42.3Iris-virginica
1495.93.05.11.8Iris-virginica
\n

150 rows × 5 columns

\n
" }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Class mapping dictionary\n", "class_mapper = {\n", " 0: \"Iris-setosa\",\n", " 1: \"Iris-versicolor\",\n", " 2: \"Iris-virginica\"\n", "}\n", "\n", "iris_df[\"Species\"] = iris_y.map(class_mapper)\n", "iris_df" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "markdown", "source": [ "# Seaborn useful documentation:\n", "[Seaborn histogram](https://seaborn.pydata.org/generated/seaborn.histplot.html)\n", "[Seaborn FacetGrid](https://seaborn.pydata.org/generated/seaborn.FacetGrid.html)\n", "[Seaborn FacetGrid: map_dataframe](https://seaborn.pydata.org/generated/seaborn.FacetGrid.map_dataframe.html)\n", "[Seaborn PairGrid](https://seaborn.pydata.org/generated/seaborn.PairGrid.html)" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plot sepal-length in stacked bars\n", "\n", "The `hue` parameter controls class separation\n" ], "id": "a89f9bd6" }, { "cell_type": "code", "metadata": {}, "source": [ "sns.histplot(data=iris_df, x=\"SepalLengthCm\", hue=iris_df[\"Species\"], multiple=\"stack\")\n", "plt.show()" ], "id": "a56c2891", "execution_count": 41, "outputs": [ { "data": { "text/plain": "
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" }, "metadata": {}, "output_type": "display_data" } ] }, { "cell_type": "code", "metadata": {}, "source": [ "# Plot histogram of classes of sepal length dimension in three sub-plots\n", "g = sns.FacetGrid(iris_df, col=\"Species\")\n", "g.map_dataframe(sns.histplot, \"SepalLengthCm\")\n", "\n", "plt.show()" ], "id": "67b995a1", "execution_count": 42, "outputs": [ { "data": { "text/plain": "
", "image/png": 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ZmfbZZ5/Z4sWL7emnny6zrunTp9vq1att7969tnnzZuvfv7/94he/MLNLP0OXmZlpDRo0sMmTJ9u2bdssIyPDnn/+eVfuTJ8+3SIjI+3tt992u/HK+btvXjze5XLKrOTPHMM/kDHl5wsZU9Jn8i68GYqZuW68cv/991tmZqYtW7bM2rZta5Ls2LFjl9Rp9v3dNS80b948a9euXanHGj9+vEVFRdmbb77p+vmcv7HK/PnzLSQkxFavXu26UU9ISMglx/B3NHkB6tSpU/bggw9a3759LTQ01Bo2bGixsbH2yCOP2MmTJ13bSbIFCxbY0KFDzel0WkxMzCV3J8rJybE77rjDwsLCzOl0WocOHWzSpEl2/Phx1zYLFy602NhYq1+/vkVERNi0adPcjnFh41DWeAcOHLCRI0daRESE63bbjz32WLXe8bGiwVpYWGi//OUvLSoqyho0aGCRkZE2depU101SLlae7Tds2GBDhw61xo0bW6NGjSwuLs5+97vfudavX7/e4uLizOl0lvgVCvXr17fo6Gj74x//6Fr30Ucf2aBBg6xZs2YWHBxscXFxbj/bd99917p162ZOp9Pi4uIsNTWVJi/AkBPlV905cd7Ro0fN6XRaw4YN7bvvvrtk/auvvmq9e/e2Bg0aWLNmzezaa6+1FStWlFnX1KlTrWPHjuZ0Oq1ly5Z2++23W25urpmV/JUHqampNmDAAHM6nda0aVMbNmyYa31BQYFNmzbN9XOpyFcolJRTZjR5/oyMKT9fyJjyNHlml36FwgsvvGCSXMf2RJNXUFBgv/3tb10/g06dOtnixYvN7Nz/q/Hjx1toaKg1bdrUJk+ebA8++GDANXkOM7NqfrMQtZjD4dCbb76pkSNHersUAD6KnABQnciY2u13v/udFi5cqK+++srbpQQUPpMHAAAAwCOef/55XXXVVWrRooXWrl2rP/7xj5o6daq3ywo4NHkAAAAAPGLXrl164okndOTIEUVHR+vee+9VYmKit8sKOFyuCQAAAAB+hO/JAwAAAAA/QpMHAAAAAH6EJg8AAAAA/AhNXgnMTHl5eeLjigA8gUwB4CnkCYDyoMkrwXfffafQ0FB999133i4FgB8gUwB4CnkCoDxo8gAAAADAj9DkAQAAAIAfockDAAAAAD9CkwcAAAAAfoQmDwAAAAD8CE0eAAAAAPgRmjwAAAAA8CM0eQAAAADgR+p5uwDUnOzsbOXm5lZ4v7CwMEVHR1dDRQAAAAA8jSYvQGRnZ6tr124qKDhZ4X2Dgxtqx44MGj0AAACgFqDJCxC5ubkqKDip/hOSFBIRU+798nKy9Oni2crNzaXJAwAAAGoBmrwAExIRo+bRsd4uAwAAAEA14cYrAAAAAOBHaPIAAAAAwI/Q5AEAAACAH6HJAwAAAAA/QpMHAAAAAH7Eq03ehx9+qBtvvFGRkZFyOBxauXKl2/rx48fL4XC4TcOHD7/suAsWLFBMTIyCgoLUv39/bdiwoZoeAQAAAAD4Fq82eSdOnFCvXr20YMGCUrcZPny4cnJyXNNrr71W5pjLli3TjBkzlJSUpC1btqhXr14aNmyYDh065OnyAQAAAMDnePV78kaMGKERI0aUuY3T6VR4eHi5x3zmmWc0adIk3XnnnZKkhQsX6r///a8WL16sBx98sEr1AgAAAICv8/nP5KWmpqpVq1aKjY3V5MmTdfjw4VK3PX36tDZv3qyEhATXsjp16ighIUHr16+viXIBAAAAwKu8+k7e5QwfPlw/+9nP1L59e+3Zs0cPPfSQRowYofXr16tu3bqXbJ+bm6vi4mK1bt3abXnr1q21Y8eOUo9TWFiowsJC13xeXp7nHgSAgEOmeEd2drZyc3M9Nl5YWJiio6M9Nh5QGeQJKsPTeXgeuVh7+HST98tf/tL17549eyouLk4dO3ZUamqqrrvuOo8dZ+7cuZo9e7bHxgMQ2MiUmpedna2uXbupoOCkx8YMDm6oHTsyeEEDryJPUFHVkYfnkYu1h083eRfr0KGDwsLCtHv37hKbvLCwMNWtW1cHDx50W37w4MEyP9eXmJioGTNmuObz8vIUFRXlucIBBBQypebl5uaqoOCk+k9IUkhETJXHy8vJ0qeLZys3N5cXM/Aq8gQV5ek8PI9crF1qVZP39ddf6/Dhw4qIiChxfYMGDXTllVcqJSVFI0eOlCSdPXtWKSkpmjp1aqnjOp1OOZ3O6igZQAAiU7wnJCJGzaNjvV0G4DHkCSqLPAxsXr3xSn5+vtLS0pSWliZJ2rdvn9LS0pSdna38/HzNnDlTn3zyibKyspSSkqKbbrpJnTp10rBhw1xjXHfddXruuedc8zNmzNCiRYv00ksvKSMjQ5MnT9aJEydcd9sEAAAAAH/m1XfyNm3apCFDhrjmz1+OMG7cOL3wwgv67LPP9NJLL+nYsWOKjIzU9ddfr8cff9ztL1p79uxx+2Dp6NGj9e233+qxxx7TgQMH1Lt3b61evfqSm7EAAAAAgD/yapM3ePBgmVmp6995553LjpGVlXXJsqlTp5Z5eSYAAAAA+Cuf/548AAAAAED50eQBAAAAgB+hyQMAAAAAP0KTBwAAAAB+hCYPAAAAAPwITR4AAAAA+BGaPAAAAADwIzR5AAAAAOBHaPIAAAAAwI/Q5AEAAACAH6HJAwAAAAA/QpMHAAAAAH6EJg8AAAAA/AhNHgAAAAD4EZo8AAAAAPAjNHkAAAAA4Edo8gAAAADAj9DkAQAAAIAfockDAAAAAD9CkwcAAAAAfsSrTd6HH36oG2+8UZGRkXI4HFq5cqVrXVFRkR544AH17NlTjRo1UmRkpO644w7t37+/zDFnzZolh8PhNnXt2rWaHwkAAAAA+AavNnknTpxQr169tGDBgkvWnTx5Ulu2bNGjjz6qLVu2aMWKFcrMzNRPf/rTy47bo0cP5eTkuKaPP/64OsoHAAAAAJ9Tz5sHHzFihEaMGFHiutDQUL377rtuy5577jldffXVys7OVnR0dKnj1qtXT+Hh4R6tFQAAAABqA682eRV1/PhxORwONW3atMztdu3apcjISAUFBSk+Pl5z584tsyksLCxUYWGhaz4vL89TJQMIQGQKAE8hTwBURq258cqpU6f0wAMPaMyYMQoJCSl1u/79+ys5OVmrV6/WCy+8oH379umHP/yhvvvuu1L3mTt3rkJDQ11TVFRUdTwEAAGCTAHgKeQJgMqoFU1eUVGRfvGLX8jM9MILL5S57YgRIzRq1CjFxcVp2LBheuutt3Ts2DG98cYbpe6TmJio48ePu6avvvrK0w8BQAAhUwB4CnkCoDJ8/nLN8w3el19+qffee6/Md/FK0rRpU3Xp0kW7d+8udRun0ymn01nVUgFAEpkCwHPIEwCV4dPv5J1v8Hbt2qU1a9aoRYsWFR4jPz9fe/bsUURERDVUCAAAAAC+xatNXn5+vtLS0pSWliZJ2rdvn9LS0pSdna2ioiL9/Oc/16ZNm/Tqq6+quLhYBw4c0IEDB3T69GnXGNddd52ee+451/x9992nDz74QFlZWVq3bp1uvvlm1a1bV2PGjKnphwcAAAAANc6rl2tu2rRJQ4YMcc3PmDFDkjRu3DjNmjVLq1atkiT17t3bbb/3339fgwcPliTt2bNHubm5rnVff/21xowZo8OHD6tly5a65ppr9Mknn6hly5bV+2AAAAAAwAd4tckbPHiwzKzU9WWtOy8rK8tt/vXXX69qWQAAAABQa/n0Z/IAAAAAABVDkwcAAAAAfoQmDwAAAAD8CE0eAAAAAPgRmjwAAAAA8CM0eQAAAADgR2jyAAAAAMCP0OQBAAAAgB+hyQMAAAAAP0KTBwAAAAB+hCYPAAAAAPwITR4AAAAA+BGaPAAAAADwIzR5AAAAAOBHaPIAAAAAwI/Q5AEAAACAH6HJAwAAAAA/QpMHAAAAAH6EJg8AAAAA/AhNHgAAAAD4Ea82eR9++KFuvPFGRUZGyuFwaOXKlW7rzUyPPfaYIiIiFBwcrISEBO3ateuy4y5YsEAxMTEKCgpS//79tWHDhmp6BAAAAADgW7za5J04cUK9evXSggULSlz/5JNP6k9/+pMWLlyoTz/9VI0aNdKwYcN06tSpUsdctmyZZsyYoaSkJG3ZskW9evXSsGHDdOjQoep6GAAAAADgM7za5I0YMUJPPPGEbr755kvWmZmeffZZPfLII7rpppsUFxenv//979q/f/8l7/hd6JlnntGkSZN05513qnv37lq4cKEaNmyoxYsXV+MjAQAAAADf4LOfydu3b58OHDighIQE17LQ0FD1799f69evL3Gf06dPa/PmzW771KlTRwkJCaXuI0mFhYXKy8tzmwCgssgUAJ5CngCoDJ9t8g4cOCBJat26tdvy1q1bu9ZdLDc3V8XFxRXaR5Lmzp2r0NBQ1xQVFVXF6gEEMjIFgKeQJwAqw2ebvJqUmJio48ePu6avvvrK2yUBqMXIFACeQp4AqIxKNXkdOnTQ4cOHL1l+7NgxdejQocpFSVJ4eLgk6eDBg27LDx486Fp3sbCwMNWtW7dC+0iS0+lUSEiI2wQAlUWmAPAU8gRAZVSqycvKylJxcfElywsLC/XNN99UuShJat++vcLDw5WSkuJalpeXp08//VTx8fEl7tOgQQNdeeWVbvucPXtWKSkppe4DAAAAAP6kXkU2XrVqlevf77zzjkJDQ13zxcXFSklJUUxMTLnHy8/P1+7du13z+/btU1pampo3b67o6Gjdc889euKJJ9S5c2e1b99ejz76qCIjIzVy5EjXPtddd51uvvlmTZ06VZI0Y8YMjRs3Tv369dPVV1+tZ599VidOnNCdd95ZkYcKAAAAALVShZq8882Vw+HQuHHj3NbVr19fMTExevrpp8s93qZNmzRkyBDX/IwZMyRJ48aNU3Jysu6//36dOHFCv/rVr3Ts2DFdc801Wr16tYKCglz77NmzR7m5ua750aNH69tvv9Vjjz2mAwcOqHfv3lq9evUlN2MBAAAAAH9UoSbv7Nmzks5dSrlx40aFhYVV6eCDBw+WmZW63uFwaM6cOZozZ06p22RlZV2ybOrUqa539gAAAAAgkFSoyTtv3759nq4DAAAAAOABlWryJCklJUUpKSk6dOiQ6x2+8xYvXlzlwgAAAAAAFVepJm/27NmaM2eO+vXrp4iICDkcDk/XBQAAAACohEo1eQsXLlRycrJuv/12T9cDAAAAAKiCSn1P3unTpzVgwABP1wIAAAAAqKJKvZN31113aenSpXr00Uc9XQ/KITs72+1rI8ojIyOjmqoBAP/lqewsLCyU0+n0yFhhYWGKjo72yFgAAP9UqSbv1KlTevHFF7VmzRrFxcWpfv36buufeeYZjxSHS2VnZ6tr124qKDhZqf2LCk97uCIA8D8Fxw9Lcmjs2LGeGdDhkMr4yqCKCA5uqB07Mmj0AAClqlST99lnn6l3796SpPT0dLd13ISleuXm5qqg4KT6T0hSSERMuffL+Xy90le9qDNnzlRfcQDgJ4pOfifJ1PvWB9SyfdcqjXU+fz0xVl5Olj5dPFu5ubk0eQCAUlWqyXv//fc9XQcqKCQiRs2jY8u9fV5OVvUVAwB+qnGr6AplbUnO568nxgIAoDwqdeMVAAAAAIBvqtQ7eUOGDCnzssz33nuv0gUBAAAAACqvUk3e+c/jnVdUVKS0tDSlp6dr3LhxnqgLAAAAAFAJlWry5s2bV+LyWbNmKT8/v0oFAQAAAAAqz6OfyRs7dqwWL17sySEBAAAAABXg0SZv/fr1CgoK8uSQAAAAAIAKqNTlmj/72c/c5s1MOTk52rRpkx599FGPFAYAAAAAqLhKNXmhoaFu83Xq1FFsbKzmzJmj66+/3iOFAQAAAAAqrlJN3pIlSzxdBwAAAADAAyrV5J23efNmZWRkSJJ69OihPn36eKQoAAAAAEDlVKrJO3TokH75y18qNTVVTZs2lSQdO3ZMQ4YM0euvv66WLVt6skYAAAAAQDlV6u6a06ZN03fffaft27fryJEjOnLkiNLT05WXl6e7777bowXGxMTI4XBcMk2ZMqXE7ZOTky/Zljt+AgAAAAgUlXonb/Xq1VqzZo26devmWta9e3ctWLDA4zde2bhxo4qLi13z6enpGjp0qEaNGlXqPiEhIcrMzHTNOxwOj9YEAAAAAL6qUk3e2bNnVb9+/UuW169fX2fPnq1yURe6+NLP3//+9+rYsaMGDRpU6j4Oh0Ph4eEerQMAAAAAaoNKXa75ox/9SNOnT9f+/ftdy7755hv99re/1XXXXeex4i52+vRpvfLKK5owYUKZ787l5+erXbt2ioqK0k033aTt27eXOW5hYaHy8vLcJgCoLDIFgKeQJwAqo1JN3nPPPae8vDzFxMSoY8eO6tixo9q3b6+8vDz9+c9/9nSNLitXrtSxY8c0fvz4UreJjY3V4sWL9a9//UuvvPKKzp49qwEDBujrr78udZ+5c+cqNDTUNUVFRVVD9QACBZkCwFPIEwCVUanLNaOiorRlyxatWbNGO3bskCR169ZNCQkJHi3uYn/72980YsQIRUZGlrpNfHy84uPjXfMDBgxQt27d9Je//EWPP/54ifskJiZqxowZrvm8vDxCFEClkSkAPIU8AVAZFWry3nvvPU2dOlWffPKJQkJCNHToUA0dOlSSdPz4cfXo0UMLFy7UD3/4Q48X+uWXX2rNmjVasWJFhfarX7+++vTpo927d5e6jdPplNPprGqJACCJTAHgOeQJgMqo0OWazz77rCZNmqSQkJBL1oWGhurXv/61nnnmGY8Vd6ElS5aoVatWuuGGGyq0X3FxsT7//HNFRERUS10AAAAA4Esq1ORt27ZNw4cPL3X99ddfr82bN1e5qIudPXtWS5Ys0bhx41Svnvubj3fccYcSExNd83PmzNH//vc/7d27V1u2bNHYsWP15Zdf6q677vJ4XQAAAADgayp0uebBgwdL/OoE12D16unbb7+tclEXW7NmjbKzszVhwoRL1mVnZ6tOne971aNHj2rSpEk6cOCAmjVrpiuvvFLr1q1T9+7dPV4Xypadna3c3NwK7xcWFqbo6OhqqAgAAMC3VPb1UmkyMjI8NlZNjF9YWFgtlyQH+uvJCjV5bdq0UXp6ujp16lTi+s8++6xaLou8/vrrZWYlrktNTXWbnzdvnubNm+fxGlAx2dnZ6tq1mwoKTlZ43+DghtqxIyOgfzEBAID/q8rrpcspKjzt0fEKjh+W5NDYsWM9Oq4cDqmU1/lVEeivJyvU5P34xz/Wo48+quHDhysoKMhtXUFBgZKSkvSTn/zEowWidsrNzVVBwUn1n5CkkIiYcu+Xl5OlTxfPVm5ubsD+UgIAgMBQ2ddLZcn5fL3SV72oM2fOeGS884pOfifJ1PvWB9SyfVePjHm+Vk+OKfF6Uqpgk/fII49oxYoV6tKli6ZOnarY2FhJ0o4dO7RgwQIVFxfr4YcfrpZCUTuFRMSoeXSst8sAAADwWZ58vZSXk+WRcUrTuFW0x2v15Jg4p0JNXuvWrbVu3TpNnjxZiYmJrksoHQ6Hhg0bpgULFqh169bVUigAAAAA4PIq/GXo7dq101tvvaWjR49q9+7dMjN17txZzZo1q476AAAAAAAVUOEm77xmzZrpqquu8mQtAAAAAIAqqtD35AEAAAAAfBtNHgAAAAD4EZo8AAAAAPAjNHkAAAAA4Edo8gAAAADAj9DkAQAAAIAfqfRXKMAzsrOzlZubW+7tMzIyqrEaAECgqejzUFnCwsIUHR3tkbEAwBd5MjPPq47spMnzouzsbHXt2k0FBScrvG9R4elqqAgAEEiq8jxUkuDghtqxI4NGD4Bf8nRmnlcd2UmT50W5ubkqKDip/hOSFBIRU659cj5fr/RVL+rMmTPVWxwAwO9V5nmoNHk5Wfp08Wzl5ubS5AHwS57MzPOqKztp8nxASESMmkfHlmvbvJys6i0GABBwKvI8BACBrjZkJjdeAQAAAAA/QpMHAAAAAH6EJg8AAAAA/AhNHgAAAAD4EZ9u8mbNmiWHw+E2de3atcx9/vGPf6hr164KCgpSz5499dZbb9VQtQAAAADgfT7d5ElSjx49lJOT45o+/vjjUrddt26dxowZo4kTJ2rr1q0aOXKkRo4cqfT09BqsGAAAAAC8x+ebvHr16ik8PNw1hYWFlbrt/PnzNXz4cM2cOVPdunXT448/rr59++q5556rwYoBAAAAwHt8vsnbtWuXIiMj1aFDB912223Kzs4uddv169crISHBbdmwYcO0fv366i4TAAAAAHyCT38Zev/+/ZWcnKzY2Fjl5ORo9uzZ+uEPf6j09HQ1adLkku0PHDig1q1buy1r3bq1Dhw4UOZxCgsLVVhY6JrPy8urcK3Z2dnKzc2t0D4ZGRkVPg4A3+eJTAHK4qnnD56HfB954jsq81rvcvgdRHXx6SZvxIgRrn/HxcWpf//+ateund544w1NnDjRY8eZO3euZs+eXen9s7Oz1bVrNxUUnKzU/kWFpyt9bAC+p6qZApSm4PhhSQ6NHTvWo+PyPOS7yBPfUNXXepfD7yA8zaebvIs1bdpUXbp00e7du0tcHx4eroMHD7otO3jwoMLDw8scNzExUTNmzHDN5+XlKSoqqtx15ebmqqDgpPpPSFJIREy598v5fL3SV72oM2fOlHsfAL6vqpkClKbo5HeSTL1vfUAt25d9t+ny4HnI95EnvqGyr/Uuh99BVJda1eTl5+drz549uv3220tcHx8fr5SUFN1zzz2uZe+++67i4+PLHNfpdMrpdFa5vpCIGDWPji339nk5WVU+JgDf46lMAUrTuFV0hZ5vSsPzkO8jT3xLRV/rXQ6/g6guPn3jlfvuu08ffPCBsrKytG7dOt18882qW7euxowZI0m64447lJiY6Np++vTpWr16tZ5++mnt2LFDs2bN0qZNmzR16lRvPQQAAAAAqFE+/U7e119/rTFjxujw4cNq2bKlrrnmGn3yySdq2bKlpHPXR9ep832fOmDAAC1dulSPPPKIHnroIXXu3FkrV67UFVdc4a2HAAAAAAA1yqebvNdff73M9ampqZcsGzVqlEaNGlVNFQEAAACAb/PpyzUBAAAAABVDkwcAAAAAfoQmDwAAAAD8CE0eAAAAAPgRmjwAAAAA8CM+fXdN+I6MjIxq3R5A7ZCdna3c3FyPjRcWFqbo6GiPjQcAAGjycBkFxw9Lcmjs2LGV2r+o8LRnCwLgNdnZ2eratZsKCk56bMzg4IbasSODRg8AAA+iyUOZik5+J8nU+9YH1LJ913Lvl/P5eqWvelFnzpypvuIA1Kjc3FwVFJxU/wlJComIqfJ4eTlZ+nTxbOXm5tLkAQDgQTR5KJfGraLVPDq23Nvn5WRVXzEAvCokIqZCeQAAAGoWN14BAAAAAD9CkwcAAAAAfoQmDwAAAAD8CE0eAAAAAPgRmjwAAAAA8CM0eQAAAADgR2jyAAAAAMCP0OQBAAAAgB+hyQMAAAAAP1LP2wUAJcnIyKjwPmFhYYqOjq6GagAAAIDagyYPPqXg+GFJDo0dO7bC+wYHN9SOHRk0egAAAAhoPt3kzZ07VytWrNCOHTsUHBysAQMG6A9/+INiY2NL3Sc5OVl33nmn2zKn06lTp05Vd7nwgKKT30ky9b71AbVs37Xc++XlZOnTxbOVm5tLkwcAAICA5tNN3gcffKApU6boqquu0pkzZ/TQQw/p+uuv1xdffKFGjRqVul9ISIgyMzNd8w6HoybKhQc1bhWt5tGlN/MAAAAASubTTd7q1avd5pOTk9WqVStt3rxZ1157ban7ORwOhYeHV3d5AAAAAOBzatXdNY8fPy5Jat68eZnb5efnq127doqKitJNN92k7du310R5AAAAAOB1Pv1O3oXOnj2re+65RwMHDtQVV1xR6naxsbFavHix4uLidPz4cT311FMaMGCAtm/frrZt25a4T2FhoQoLC13zeXl5Hq8fQOAgUwB4CnkCoDJqzTt5U6ZMUXp6ul5//fUyt4uPj9cdd9yh3r17a9CgQVqxYoVatmypv/zlL6XuM3fuXIWGhrqmqKgoT5cPIICQKQA8hTwBUBm1osmbOnWq/vOf/+j9998v9d240tSvX199+vTR7t27S90mMTFRx48fd01fffVVVUsGEMDIFACeQp4AqAyfvlzTzDRt2jS9+eabSk1NVfv27Ss8RnFxsT7//HP9+Mc/LnUbp9Mpp9NZlVIBwIVMAeAp5AmAyvDpJm/KlClaunSp/vWvf6lJkyY6cOCAJCk0NFTBwcGSpDvuuENt2rTR3LlzJUlz5szRD37wA3Xq1EnHjh3TH//4R3355Ze66667vPY4AAAAAKCm+HST98ILL0iSBg8e7LZ8yZIlGj9+vCQpOztbdep8f9Xp0aNHNWnSJB04cEDNmjXTlVdeqXXr1ql79+41VTYAAAAAeI1PN3lmdtltUlNT3ebnzZunefPmVVNFAABPy8jI8IkxAAD+xdPPDbXpucanmzwAgP8qOH5YkkNjx4712JhFhac9NhYAoHaqjueXC9WG5xqaPACAVxSd/E6SqfetD6hl+65VGivn8/VKX/Wizpw545niAAC1liefXy5Um55raPIAAF7VuFW0mkfHVmmMvJwszxQDAPAbnnh+uVBteq6pFd+TBwAAAAAoH5o8AAAAAPAjNHkAAAAA4Edo8gAAAADAj9DkAQAAAIAfockDAAAAAD9CkwcAAAAAfoQmDwAAAAD8CF+GDgAAAK/Izs5Wbm6uR8cMCwtTdHS0R8cEahuaPAAAANS47Oxsde3aTQUFJz06bnBwQ+3YkUGjh4BGkwcAAIAal5ubq4KCk+o/IUkhETEeGTMvJ0ufLp6t3NxcmjwENJo8AAAAeE1IRIyaR8d6uwzAr3DjFQAAAADwIzR5AAAAAOBHaPIAAAAAwI/Q5AEAAACAH6HJAwAAAAA/UiuavAULFigmJkZBQUHq37+/NmzYUOb2//jHP9S1a1cFBQWpZ8+eeuutt2qoUgAAAADwLp9v8pYtW6YZM2YoKSlJW7ZsUa9evTRs2DAdOnSoxO3XrVunMWPGaOLEidq6datGjhypkSNHKj09vYYrBwAAAICa5/NN3jPPPKNJkybpzjvvVPfu3bVw4UI1bNhQixcvLnH7+fPna/jw4Zo5c6a6deumxx9/XH379tVzzz1Xw5UDAAAAQM3z6Sbv9OnT2rx5sxISElzL6tSpo4SEBK1fv77EfdavX++2vSQNGzas1O0BAAAAwJ/U83YBZcnNzVVxcbFat27ttrx169basWNHifscOHCgxO0PHDhQ6nEKCwtVWFjomj9+/LgkKS8vr1x15ufnS5KOfJmpM4UF5dpHkvJyvjx3vG92qX49R7XtExD7HciWdO5nUd6fG3A5TZo0kcNR/v+H51U1U3xVZbOuNJX9fa/usXy5Np9+nORwmciTS3k6U6Tv/x9u3rzZNb4nZGZmSvJsrZLnf6era8zqGrc21Vpd41Y2Oy+bKebDvvnmG5Nk69atc1s+c+ZMu/rqq0vcp379+rZ06VK3ZQsWLLBWrVqVepykpCSTxMTExOQ2HT9+vFLZRaYwMTFdPJEnTExMnpwulyk+/U5eWFiY6tatq4MHD7otP3jwoMLDw0vcJzw8vELbS1JiYqJmzJjhmj979qyOHDmiFi1aVOqvbrVBXl6eoqKi9NVXXykkJMTb5XgF54BzIJV9Dpo0aVKpMckU/i8F4jkI9McvkSeewv8lzoHEOZCqlik+3eQ1aNBAV155pVJSUjRy5EhJ58ItJSVFU6dOLXGf+Ph4paSk6J577nEte/fddxUfH1/qcZxOp5xOp9uypk2bVrX8WiEkJCRgf3HO4xxwDiTPngMyhf9LgXwOAv3xS+SJp/B/iXMgcQ6kyp0Dn27yJGnGjBkaN26c+vXrp6uvvlrPPvusTpw4oTvvvFOSdMcdd6hNmzaaO3euJGn69OkaNGiQnn76ad1www16/fXXtWnTJr344ovefBgAAAAAUCN8vskbPXq0vv32Wz322GM6cOCAevfurdWrV7turpKdna06db6/SeiAAQO0dOlSPfLII3rooYfUuXNnrVy5UldccYW3HgIAAAAA1Bifb/IkaerUqaVenpmamnrJslGjRmnUqFHVXFXt5nQ6lZSUdMklIIGEc8A5kDgHnsJ55BwE+uOXOAeewnnkHEicA6lq58BhZlYNNQEAAAAAvMCnvwwdAAAAAFAxNHkAAAAA4Edo8gAAAADAj9DkBZhZs2bJ4XC4TV27dvV2WTXqm2++0dixY9WiRQsFBwerZ8+e2rRpk7fLqlExMTGX/D9wOByaMmWKt0urEcXFxXr00UfVvn17BQcHq2PHjnr88cfFR5Qrhjw5J9AzJdDzRCJTPIVMOYdMCexM8VSe1Iq7a8KzevTooTVr1rjm69ULnP8GR48e1cCBAzVkyBC9/fbbatmypXbt2qVmzZp5u7QatXHjRhUXF7vm09PTNXTo0IC5K+0f/vAHvfDCC3rppZfUo0cPbdq0SXfeeadCQ0N19913e7u8WiWQ80QiUyTyRCJTPIlMIVMCPVM8lSeB9ZsDSecCMzw83NtleMUf/vAHRUVFacmSJa5l7du392JF3tGyZUu3+d///vfq2LGjBg0a5KWKata6det000036YYbbpB07q+Gr732mjZs2ODlymqfQM4TiUyRyBOJTPEkMoVMCfRM8VSecLlmANq1a5ciIyPVoUMH3XbbbcrOzvZ2STVm1apV6tevn0aNGqVWrVqpT58+WrRokbfL8qrTp0/rlVde0YQJE+RwOLxdTo0YMGCAUlJStHPnTknStm3b9PHHH2vEiBFerqz2CeQ8kciUiwVinkhkiieRKWTKhQIxUzyWJ4aA8tZbb9kbb7xh27Zts9WrV1t8fLxFR0dbXl6et0urEU6n05xOpyUmJtqWLVvsL3/5iwUFBVlycrK3S/OaZcuWWd26de2bb77xdik1pri42B544AFzOBxWr149czgc9v/+3//zdlm1TqDniRmZcrFAzBMzMsVTyBQy5WKBmCmeyhOavAB39OhRCwkJsb/+9a/eLqVG1K9f3+Lj492WTZs2zX7wgx94qSLvu/766+0nP/mJt8uoUa+99pq1bdvWXnvtNfvss8/s73//uzVv3jxgn0Q9JdDyxIxMuVgg5okZmVJdyJRzyJTAyhRP5QmfyQtwTZs2VZcuXbR7925vl1IjIiIi1L17d7dl3bp10/Lly71UkXd9+eWXWrNmjVasWOHtUmrUzJkz9eCDD+qXv/ylJKlnz5768ssvNXfuXI0bN87L1dVegZYnEplyoUDNE4lMqS5kyjlkSmBliqfyhM/kBbj8/Hzt2bNHERER3i6lRgwcOFCZmZluy3bu3Kl27dp5qSLvWrJkiVq1auX6cG+gOHnypOrUcY+/unXr6uzZs16qyD8EWp5IZMqFAjVPJDKlupAp55ApgZUpHsuTanqnET7q3nvvtdTUVNu3b5+tXbvWEhISLCwszA4dOuTt0mrEhg0brF69eva73/3Odu3aZa+++qo1bNjQXnnlFW+XVuOKi4stOjraHnjgAW+XUuPGjRtnbdq0sf/85z+2b98+W7FihYWFhdn999/v7dJqlUDPEzMy5bxAzhMzMsVTyBQy5bxAzhRP5QlNXoAZPXq0RUREWIMGDaxNmzY2evRo2717t7fLqlH//ve/7YorrjCn02ldu3a1F1980dslecU777xjkiwzM9PbpdS4vLw8mz59ukVHR1tQUJB16NDBHn74YSssLPR2abUKeXIOmRLYeWJGpngKmXIOmRLYmeKpPHGYVfDr0wEAAAAAPovP5AEAAACAH6HJAwAAAAA/QpMHAAAAAH6EJg8AAAAA/AhNHgAAAAD4EZo8AAAAAPAjNHkAAAAA4Edo8gAAAADAj9DkwW84HA6tXLnS22WUS22qFQhUten3tDbVCgSq2vR7WptqRclo8lBl3377rSZPnqzo6Gg5nU6Fh4dr2LBhWrt2rVfr8oWAmjVrlnr37l3p/ZcvX67BgwcrNDRUjRs3VlxcnObMmaMjR454rkjAx5AppSNTgIojU0pHpvgvmjxU2S233KKtW7fqpZde0s6dO7Vq1SoNHjxYhw8f9nZptdrDDz+s0aNH66qrrtLbb7+t9PR0Pf3009q2bZtefvllb5cHVBsypXqQKQhUZEr1IFN8nAFVcPToUZNkqampZW4zceJECwsLsyZNmtiQIUMsLS3NtT4pKcl69eplCxcutLZt21pwcLCNGjXKjh075tpmw4YNlpCQYC1atLCQkBC79tprbfPmzW7HkWRvvvlmqfMXW7RokXXt2tWcTqfFxsbaggULXOv27dtnkmz58uU2ePBgCw4Otri4OFu3bp3bGC+++KKr5pEjR9rTTz9toaGhZma2ZMkSk+Q2LVmyxFXbokWLbOTIkRYcHGydOnWyf/3rX65xP/30U5Nkzz77bKnn9MJz97e//c2ioqKsUaNGNnnyZDtz5oz94Q9/sNatW1vLli3tiSeeKPU8AL6ETCFTAE8iU8iUQEWThyopKiqyxo0b2z333GOnTp0qcZuEhAS78cYbbePGjbZz50679957rUWLFnb48GEzOxcAjRo1sh/96Ee2detW++CDD6xTp0526623usZISUmxl19+2TIyMuyLL76wiRMnWuvWrS0vL8+1TUXC85VXXrGIiAhbvny57d2715YvX27Nmze35ORkM/s+PLt27Wr/+c9/LDMz037+859bu3btrKioyMzMPv74Y6tTp4798Y9/tMzMTFuwYIE1b97cFZ4nT560e++913r06GE5OTmWk5NjJ0+edNXWtm1bW7p0qe3atcvuvvtua9y4seucnJ8/ffp0mec/KSnJGjdubD//+c9t+/bttmrVKmvQoIENGzbMpk2bZjt27LDFixebJPvkk0/KHAvwBWQKmQJ4EplCpgQqmjxU2T//+U9r1qyZBQUF2YABAywxMdG2bdtmZmYfffSRhYSEXBKsHTt2tL/85S9mdi4A6tata19//bVr/dtvv2116tSxnJycEo9ZXFxsTZo0sX//+9+uZRUJz44dO9rSpUvdlj3++OMWHx9vZt+H51//+lfX+u3bt5sky8jIMDOz0aNH2w033OA2xm233eYKz/OPrVevXpccX5I98sgjrvn8/HyTZG+//baZmY0YMcLi4uJKrP1CSUlJ1rBhQ7cnkWHDhllMTIwVFxe7lsXGxtrcuXMvOx7gC8iU75EpQNWRKd8jUwIHn8lDld1yyy3av3+/Vq1apeHDhys1NVV9+/ZVcnKytm3bpvz8fLVo0UKNGzd2Tfv27dOePXtcY0RHR6tNmzau+fj4eJ09e1aZmZmSpIMHD2rSpEnq3LmzQkNDFRISovz8fGVnZ1e43hMnTmjPnj2aOHGiW01PPPGEW02SFBcX5/p3RESEJOnQoUOSpMzMTF199dVu2188X5YLx27UqJFCQkJcY5tZuceJiYlRkyZNXPOtW7dW9+7dVadOHbdl58cGfB2Z8j0yBag6MuV7ZErgqOftAuAfgoKCNHToUA0dOlSPPvqo7rrrLiUlJen//u//FBERodTU1Ev2adq0abnHHzdunA4fPqz58+erXbt2cjqdio+P1+nTpytca35+viRp0aJF6t+/v9u6unXrus3Xr1/f9W+HwyFJOnv2bIWPWZILxz4//vmxu3Tpoo8//lhFRUWXbFeeccoaG6gNyJSKI1OA0pEpFUem1G68k4dq0b17d504cUJ9+/bVgQMHVK9ePXXq1MltCgsLc22fnZ2t/fv3u+Y/+eQT1alTR7GxsZKktWvX6u6779aPf/xj9ejRQ06nU7m5uZWqrXXr1oqMjNTevXsvqal9+/blHic2NlYbN250W3bxfIMGDVRcXFzhGm+99Vbl5+fr+eefL3H9sWPHKjwmUJuRKeeQKYBnkCnnkCn+i3fyUCWHDx/WqFGjNGHCBMXFxalJkybatGmTnnzySd10001KSEhQfHy8Ro4cqSeffFJdunTR/v379d///lc333yz+vXrJ+ncX9jGjRunp556Snl5ebr77rv1i1/8QuHh4ZKkzp076+WXX1a/fv2Ul5enmTNnKjg4+LL17du3T2lpaW7LOnfurNmzZ+vuu+9WaGiohg8frsLCQm3atElHjx7VjBkzyvXYp02bpmuvvVbPPPOMbrzxRr333nt6++23XX9Jk85donC+hrZt26pJkyZyOp2XHbt///66//77de+99+qbb77RzTffrMjISO3evVsLFy7UNddco+nTp5erTqA2IVPIFMCTyBQyJWB5+TOBqOVOnTplDz74oPXt29dCQ0OtYcOGFhsba4888ojrDk15eXk2bdo0i4yMtPr161tUVJTddtttlp2dbWbff+j3+eeft8jISAsKCrKf//znduTIEddxtmzZYv369bOgoCDr3Lmz/eMf/7B27drZvHnzXNuohA80lzR99NFHZmb26quvWu/eva1BgwbWrFkzu/baa23FihVm9v0Hmrdu3eoa7/xtmN9//33XshdffNHatGnjujXxE088YeHh4W7n55ZbbrGmTZtecmviiz9sHRoa6lp/3rJly+zaa6+1Jk2aWKNGjSwuLs7mzJlzya2JLzRu3Di76aab3JYNGjTIpk+fboCvI1PIFMCTyBQyJVA5zCrwyUmgGsyaNUsrV6685C9ZtdGkSZO0Y8cOffTRR94uBQhYZAoATyJTUBtxuSZQBU899ZSGDh2qRo0a6e2339ZLL71U6vXpAHA5ZAoATyJTAhdNHlAFGzZs0JNPPqnvvvtOHTp00J/+9Cfddddd3i4LQC1FpgDwJDIlcHG5JgAAAAD4Eb5CAQAAAAD8CE0eAAAAAPgRmjwAAAAA8CM0eQAAAADgR2jyAAAAAMCP0OQBAAAAgB+hyQMAAAAAP0KTBwAAAAB+hCYPAAAAAPzI/wdl2SSQEd2s2gAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" } ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n" ], "id": "3b4de146" }, { "cell_type": "code", "metadata": {}, "source": [ "# Scatter plot between sepal length vs petal length\n", "g = sns.FacetGrid(iris_df, hue=\"Species\")\n", "g.map_dataframe(sns.scatterplot, \"SepalLengthCm\", \"SepalWidthCm\", alpha=0.7)\n", "g.add_legend()\n", "\n", "plt.show()" ], "id": "4173950a", "execution_count": 43, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ] }, { "cell_type": "raw", "metadata": {}, "source": [ "---" ], "id": "69a246fe" }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plot histograms and scatter plots for all dimensions in one single figure" ], "id": "7c3fac0b" }, { "cell_type": "code", "metadata": {}, "source": [ "g = sns.PairGrid(iris_df, hue=\"Species\")\n", "\n", "g.map_diag(sns.histplot) # Define plot for diagonal: histogram\n", "g.map_offdiag(sns.scatterplot) # Define plot for off-diagonal: scatterplot\n", "g.add_legend()\n", "\n", "plt.show()" ], "id": "ae70da38", "execution_count": 44, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" 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