{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "- **Author:** 马肖\n", "- **E-Mail:** maxiaoscut@aliyun.com\n", "- **GitHub:** https://github.com/Albertsr" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "import warnings \n", "warnings.filterwarnings(\"ignore\")\n", "\n", "import seaborn as sns\n", "from matplotlib import pyplot as plt\n", "from sklearn.datasets import load_iris\n", "\n", "%matplotlib inline\n", "sns.set(style=\"white\", color_codes=True)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>sepal length</th>\n", " <th>sepal width</th>\n", " <th>petal length</th>\n", " <th>petal width</th>\n", " <th>species</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>5.1</td>\n", " <td>3.5</td>\n", " <td>1.4</td>\n", " <td>0.2</td>\n", " <td>Setosa</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>4.9</td>\n", " <td>3.0</td>\n", " <td>1.4</td>\n", " <td>0.2</td>\n", " <td>Setosa</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>4.7</td>\n", " <td>3.2</td>\n", " <td>1.3</td>\n", " <td>0.2</td>\n", " <td>Setosa</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>4.6</td>\n", " <td>3.1</td>\n", " <td>1.5</td>\n", " <td>0.2</td>\n", " <td>Setosa</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>5.0</td>\n", " <td>3.6</td>\n", " <td>1.4</td>\n", " <td>0.2</td>\n", " <td>Setosa</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "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": [ "dataset = load_iris()\n", "feature_names = [i.strip(' (cm)') for i in dataset.feature_names]\n", "iris = pd.DataFrame(data=dataset.data, columns=feature_names)\n", "\n", "species_dict={0:'Setosa' ,1:'Versicolour', 2:'Virginica'}\n", "iris['species'] = pd.Series(dataset.target).map(species_dict)\n", "iris.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 探索sepal length与sepal width之间的联系" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.JointGrid at 0x2a01263b710>" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { 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GJpMJ//3vf3HzzTfj66+/BgD06tXrhgM1AjWrflqFBWAA31y6oGZllpLXlWPB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\nhkv6c8Vaju+PFTT6puesKCO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"text/plain": [ "<Figure size 360x360 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x='sepal length', y='sepal width', data=iris, kind='scatter', size=5, ratio=7, space=0, color=\"b\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.FacetGrid at 0x2a01263b2e8>" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HxyMrKwsmkwn33Xcfhg4diq1bt+Lpp5/GgAED8Pe//x12ux2nT5/GwoUL0bNn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\nqAXLoZJw1p/S9hNRIDEeKsj4E3EjVaS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VVVXCyJEjhS1btlyxzsb//+qrrwRBEISXXnpJ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\ngN4YAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 446.375x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(iris, hue=\"species\", size=5)\n", "g.map(plt.scatter, \"sepal length\", \"sepal width\").add_legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 绘制不同品种petal length的箱型图、散点图" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x2a0165714e0>" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3pG3RogXNmjVD0zRatGhBdHQ06enpNGzY0F+nFOKyXV+/Dd2adCb5+C8ANItOYECrnhVu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\nRAj6/wElbBnhAq1GTgAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x=\"species\", y=\"petal length\", data=iris)\n", "sns.stripplot(x=\"species\", y=\"petal length\", data=iris, jitter=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 运用小提琴图查看不同品种的petal length分布" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x2a01660ae10>" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gJncyDZljAcgYo/DuXRMR73HfPwMhQmTdunUAWAbYMafbaWpqYvfu3WGOqn870l3S1bil\n1MIN/sqQ7XRd5+CeNei6r9O6rrg0KkZMDyR28I+SyRpxNvXNfX+cuyR30a+p8v2ogq9QzrYOyxsa\nGtiyZQvGeAvGWAuWTP9X+1WrVoUjTNHOYvG3wL3tfeMKaEvIoDllKG5bLCidtL1fYq05QFXJDgq/\n+Rf11YUc2P1F0P05EgcFXV5V5wpJ/L1JumVEv6TcDvS3/gRlBf4FZiuGH96KNmwCAB9++CE+nw/7\nUP9XfHNaFAa7idWffcaNN95ITExMuELv16Kj/R+ybqXwmm2UTPgxrthU/4tKdRjHng6kDx5z3P35\nzJ3HzQMkxfftWu4gLXfRT6nNHx5N7AAeF/pHf0N5PTidTt599100swHrkFjA/3XdlhuH2+Xi3Xff\nDVPUIiHB/2HbpnRqcyYdTezQ6QalExJkm7bGSnIyE4Ks3LdIchf9kirZ23mhswVqS3n33XdpbGzE\nlhuHY089rd8cBsA2NA6D1chbb71FY2PwWiYitJKTkzEajTT6fLR10aVyMqKri4gt382+re/jqN6I\nwdD371ANaXK//PLLmTdvHvPmzeO3v/1tKA8lxAlTzXVQU9L5BYOReq/G66+/jsFqxDY8AXdZK+6y\nVgA0swFbfgIOh4OXXnqpl6MWAGazmcGDB3NY92Fqa+qx/ToTBqIXbqKscBNDs3qonHCYhazP3eXy\nX5B48cUXQ3UIIU6K+vwNcAcp6Tp+Jk///WWcTifRE1IwmDu3fWw5cbiKm/jwww+ZPn06o0eP7oWI\nxbHGjBnDgQMHYP86tKTM7zQjExB0nlWfJYrGkedCVTFjxhy/n76v6Lbl7vF4+Oyzz3j77bc7/HRn\nz549OBwObrrpJm644YbAmGEhwk2VBB/OuMabxPr16zGl2LAO9fe1Z0UZuTLDxni3F4NSaAaN6Imp\nKKX44x//GBF1v/uaSZMmYY9NpsxgJnPrCmKq9mOvPYi1vvy422muFmKq9jN0w+sQZGikMXkIZrOZ\n8ePHhyr0XtXtR96dd95JTU0Nubm5HSqlXX755cfdzmazcfPNNzNnzhwOHDjArbfeysqVKyOiII/o\n4+JT4Vtf6XVrNP/97HNoJgMxp6diBO5odjBuXHsZ2VYnTRr8PtZOVbIN2/B4KgsqeeaZZ7jrrrt6\n/xz6KaUUlS3xTL7w5wCUHDNCxuRsOe62qcVfkVT2DQDWtgZcMckdXne2NTBt2jSiovr+SBk4geRe\nVFTEypUrv/OOs7OzycrKQtM0srOzSUhIoKamhoEDO98eLERvMky5FP2dP3dovb1Z7sHhcBJzRirG\naDNTXR7GeTu27uIUzGtz8XhsFPbRSXhqnHzyySeMHj2aWbNm9fZp9Ev7DtSzu6ju6IJjGpxeWwwG\njxO9i+GNh3POILF8J5rSSS7aSPnYCwPdM0opineuZtFd80MZfq/qtltmyJAhlJcf/+tOMG+88Qa/\n//3vAaiqqqKlpYXU1NRuthIi9LTssRiuWwzDJkLWaN5mCC9tL8U6NDYw9HGkp/PXdoA8r4+hXh9j\nfD6SJqWimQ089fRT7Nu3rzdPod86VNH9RdTUgjUYglxT8VnsONtb63E1RWRtfpOEsp0YS75h62d/\nY3CaheHDh/d4zOHSZct93rx5aJpGXV0dl156KSNGjOhQKe2FF1447o6vuuoqfvvb33LdddehaRoP\nP/ywdMmIU4JytKCvehkqigCY7tbZOMhO5WkpgXUOGzUIcge6Dtzb7E8czRr8cVIqW9ZU8dBDD/GH\nP/xBSgKHWFyM9bivWxxNJJVspz5zXOcSBboPs6s18DSqqQpzYyWrmhpoUjrzl/6m5wMOoy6z7R13\n3PG9dmyxWPiv//qv77UPIUJBrV8RSOwACRYDd+THsuSY77GfWs3McHqwH7sdYD7meayCn9rgrjFJ\n1O2o4+GHH+bhhx8O3CIvet7YvBS27a2mpS3IJ6/SSS7eTOPAEXijYju9bPC4MLk7lpn4ytlGo+7j\nxz/+MVlZWaEKOyy67JaZNGkSkyZN4sMPPww8PvKzfPny3oxRiB6lDnUeLTNQKZJ1f72SVJ9Ohk/n\n97FRrK51Uen0UWA0UBPkxpZUXXFeZhQzRsYzrPUQz//Pk4Ga4KLn2W1m5l4yisnjBpI3NJGsdDOV\nB7ZRW7yVQZuWE1tbTGtSZtBtdasdn/Hox/Nhn5etTgfJycnMnTu3t06h13TZcr/nnnsoKSlhx44d\nFBQcvU3b5/PR1NRzNw8I0dv06AQMhzteR3Li72aZ1+rkHLcXA+AG/trk5cnCVhIvGsLPWxykBRlC\nd5PLAwOsMMCKru9i94tPMOqGX/XKufRH0VFmpk04endqQ9lm3n57BQZrFFPt0ZidwSc1N3icGHxe\nAHSlWN3agg7cfvvt2O32oNv0ZV0m9wULFlBWVsZDDz3Ez3/+88Byo9FIbm5urwQnRE9TSvHGwVau\nUArzMS3xD21mxnp1pru9gWUW4LahdrY0uAH4wGZhjMfRoWvm2wyaRl7NToq/3kT2+DNDdBbiWHPn\nzmXdunVsr6pimMVCYukOGgaNRjd17J9PKd6E1j4B9jcuJ9U+L9OnT2fSpEnhCDvkuuyWyczMZPLk\nyTz99NNkZmYGfjIyMmQWeNFnff7557yyehOLC1r4ymRkh8nIU9E2VkRZGeXxdlrfZNAYG+dP54Um\nIw/GRtHYTdkRTdP44uVncDqdoTgF8S02m42FCxeigM/aWjE6msje8H/EVezF1VpPS10Zg75+j6SS\n7QA0+3xsdLYRFxvLLbfcEt7gQ6jb4Ss///nPKSgoIC8vD6UUBQUFpKamYjQaeeCBBzjrrLN6I04h\nvrempiaeeeYZhsaZWZQfS0r7OHa7Uuw1GbF20VVe7TraFVNqMrLXZGJSkA+CY+2vrue1115j/vz5\nPRW+OI5x48Yxc+ZMVq1axU6Xk7GaRsauj1nV6B8Tf0b80VFMaxyteJXi5ltuIT4+Plwhh1y349zT\n09N57bXXePPNN3nrrbdYvnw5Y8aM4cUXX+Txxx/vjRiF6BH/93//R3NzM3eMSyDlmOU5Pp05bU7G\nB0nYZW1edlW7qP+oBG+jv3tmpc3M8VJ7uaax3anz9ttvU1lZ2bMnIbp04403Yo+KYrPTgauL3oVy\nj4dij5uRI0cyY8aMXo6wd3Wb3MvKyjoU0snPz+fQoUMMHDhQumdEn9HY2MgHH3xAbKyZXHPnfpWx\nHh/Bbjpv9eoMshsZbQK2VGNUCjPwvD34eGsX8GC8najRSfh8Pt56662ePA1xHAkJCcy5+mqcSudr\nV5CbmNDYbk/CHpvCLbfc0qGcSiTqtltm8ODBPP7441x22WXous4///lPsrKy2Lp1a0RMIiv6hy++\n+AKPx4NtRBKtGkR/qwumq8GLeXEW/ntSEpqm4fEpPA2tgbHvXjr/AWlArK5wDorGsMPE6tWrueWW\nWzCbj3cZVvSUSy65hLfffpsdTU1MOGYC7baEDErGXMBQazRDgZ0lGtk5OmZT5Oawbs/s0Ucfxev1\n8qtf/Yq7774bn8/Hww8/TElJCffff39vxCjE97ZlyxYAjJkxfGHpnGgT6DrBH2nhmY1ah5uagrWM\nLPjrz2gGDUuGnba2Nvbs2fN9Qhffgc1m47LLLsOtFLvby46jaZSPnoWyRgfWKy5tZMvOyO4y67bl\nHhMTw913391p+Y9//OOQBCREKBQVFWGwmzBGmTjsDN6deDJf0lWQ7UZ5fWhKYUq2QWETRUVFjB07\n9iT2Lk7GBRdcwCuvvMJutxOlwB6fhtfWec7bA+VNTDktIwwR9o5uW+5vvvkmkydPZuTIkYwcOZIR\nI0YwcuTI3ohNiB6hlKK+vh5DlL82kuuk0nhwwfbUoGkoTcMQ5W871dfX99jxRPfi4+M588wzqff5\nGGQ2k+HzoIJcH4y1R3aZiG5b7k899RQvvvgieXl5vRGPECGhjqn7PcbbeayLGygzGsj2ff9BAh/Z\n2rt92jO/DDzofWeffTbr1q0j3mDkdCOsP/g1CdkTA68bjRqnj04PY4Sh121yT0tLk8Qu+jRN07Db\n7bjc/mJTo4OU8zUBT8TYmO7yMtrjJcanY3H4iLMYsBm/W0u/ytheI9ztT+oxMZ27BERoTZw4EU3T\nKPG6Gaei2LblXcYa3Zwx9ULsUWYmjEgjNSnySg4cq9vkPnr0aBYuXMi0adOwWo8O/+puJiYhTiUD\nBgyg+GAxZzvdQYc8NmkabQYD70dZeD/Kgq/VQ9uaKv54yUQy6ouCbNG1hvZvCL5W/4dJenpktxBP\nRTExMQwdOpRDxQeo9HrQgeyMKC4/L3LqtXen2z73lpYWoqOj+frrr9mwYUPgR4i+JCsri1Szxr85\n3EF/6d+3dR5Bk5KSQual/wbm49cQP9Z2k5FDJn/fvq+9Jk2klZLtK/Lz8/Gh2Ov2j5rpbz0Q3bbc\nly1bBvhvAonkW3VFZMvLy8O8Z13QxL7VZOQT29GLa4m6Tpyus/twLR9v3c35191D6bt/o7JwL6lJ\nFgYHGTRZocEOi4nlx+zHW+fEarUyePDgUJyS6EZ2djYABe3J/cjz/qLblvuePXu46KKLuOyyy6iq\nqmLWrFns3LmzN2IToseMHDmSenfwC5v7zP6WtkEpbmp18mhjG/d5PTx1eixfvPpXfnrP77jrn1/x\nu231FASp6Q4wUMEsl5ffNbUxyOdDd/nwNXs6zWAmes+xH6pGo7Hfzd/cbXJ/4IEH+J//+R8SEhJI\nT09n6dKl/Od//mdvxCZEjxk6dCi7HSaKWzuOlKnXNNa239R0rsvLtPZa7gCJViN35tmprijH7fZ3\nsRR1c8t6moJbW114av0VIY8t3SF617HXOo4UO+xPuk3uDoejQ/32adOmBX7RhegrjEYjI0ePZslX\n9bxjNLLTZORjq5mH4qJoMWhoSjHJ3XnqtgSLgby4o/3xmScwydJgn05cvb+2iST38ElOTg48Tk1N\nDWMk4dFtn3tCQgJ79uwJ3IK9YsUK6XsXfdK4cePYtGkT/6j3Ys06OsfmYK+P21udpOnBM/ex3Tnd\n1XIHf/GwxmoHFouF/Pz87xu2OEnHttQTExPDGEl4dJvcly5dyqJFiygoKOCMM84gKyuLxx57rDdi\nE6JHjR8/HgB3taNDcr/tOInd4dWpcBwdF/+lwchFuk78ceZJXWU00trgYeLEiVIw7BQRFxcX7hB6\nXbfJfciQIbz66qu0tbWh67rckCH6rKysLJKSk6mvamCgx4fHoKEBGV0kdoAok4GBUcZAmYFmTeOh\n2ChuaXWSF+Ru1m0mIy/V+rt3Tj/99BCchTgZ0dHR3a8UYbpM7vPmzTtuveMXXnih250fPnyY2bNn\n8/zzz8u8qyLsNE1j1pnjmXL4K7Jb/H3iu40GdLq++OTVFb8YFRfody/wuFllsjCkizIFO81G3GUN\nAEyePLmnT0GcpP52MRWOk9zvuOOO77Vjj8fDfffdh81m+177EaInXWavx+462lUysptaMrUuX4cL\nqsOVIqfNRbBU4QDW6BqeGgf5+flyZ6oIqy6T+/edEfyRRx7h2muv5dlnn/1e+xGipyiXA3t96Qmt\nW4rG+/uamJ/buRuyqzZgldFAXXEzKJg1a9b3iFSI7y8k05C8+eabJCUl8YMf/CAUuxfipCjdByc4\ne9hLFhPvlzlo9Jx4Rcc6NJzFzcTGxnLuueeebJiiBx35kB0yZEiYI+l93V5QPRnLly9H0zTWrVvH\n7t27WbRoEU8//XS/HGsqTiEb34MTKL9bZDRQYLdgiDHzfmkb/zYsttttfMC71S6U28dlV18m3ZGn\niNtuu43zzz+fESNGhDuUXtdlct+0adNxNzzzzDO7fO3ll18OPJ43bx5Lly6VxC7CThVuO+7rxQaN\nnRYTK20W0DRiJ6fTtKsm6LoHDf4p9yxKUWo08I7BxNe7aomPj+fSSy8NQfTiZNhsNkaNGhXuMMKi\ny+T+5JNPdrmRpmknNFpGiFOKPRYaqoK+5AH+K86Oo32EmKYUN5l0zs4PPj56p9nEcvvRapHNm6tR\nXp3rr78euz2y64SLvqHL5P7iiy/2yAF6aj9CfF+G0y9AL98f9LUvLKZAYgeY4fJwrtsbmL3pWA7g\nM+vRETSew07ch1rIycmRC6nilNFtn/vXX3/NM888Q1tbG0opdF2nvLycVatW9UZ8QvQYbfjpGC6/\nE33bKmiqA6Ck5jAfFtbwWXo5TNx/AAAfyklEQVQMluij/eQTgszWBP567W/YLdS2z7Zk8+lE76mj\nBViwYEG/HE8tTk3dJvfFixdz880389ZbbzFv3jw++uijftuHJfo+LWccxpxxgef26mo+WrAAb20d\n5kHRaCZ/0m7p4ga+l+xWDrcn9iscLi5wuLGMiqN5VBLxUTJXqjh1dDsuzGKxcOWVVzJp0iTi4uJ4\n9NFH+fLLL3sjNiFCLi0tjSuuuALd6cNR0BhY/rHNzLen0d5iNgYS+0S3l0ucHiztHwKxeNH/+RTK\n7eyt0IU4rm6Tu9VqpaGhgezsbLZt24bRaMTnC/6VVYi+aPbs2cTFxeHc34ju9v9uF5qMPB4TxYY6\nNwUtXv5lNfP/jrmAOt7z7dQPuBxQsqe3whbiuLpN7vPnz+cXv/gFM2bM4J133uHiiy+WGtUiotjt\ndmbPno3y6LiKmwPLC8xGvmnykGEzMMvlYVmTg9Pd/qTe2tXOoqSwnjg1dNvnPnXqVC666CI0TWP5\n8uUcOHCA2Njub+oQoi+56KKLePXVV3EWN2HLi0fTNLK9Pm4ZerSaYLxS3NbqZJHJzr/qvZxjU9iM\nx/TND8hByxgWhuiF6KzLlntFRQXl5eXMnTuXyspKysvLaWhoIDY2lltvvbU3YxQiJFRjLcrZBvhL\nwp577rnobV68Nf5+8wlBul5MwGkeHwcONHPPV/U4M0dDWhbaGRdhmP2L3gxfiOM67k1MGzZsoLq6\nmrlz5x7dwGRi+vTpvRGbECGhakrR338WDpeB0YQ25gdoM37C9OnT+eijj3CVtZCZbOUsV5B+daDZ\np/DUONByhxF99S97OXohTkyXyX3ZsmUAPPvss9x22229FpAQoaSUQn/3qaN3qvq8qG2fQtJARo2b\nTnRMNI5KB/+e6yQpyGxL1QaNTXVuUDBlypRejl6IE3dCF1T/8pe/sGjRIlpaWvjv//5vmSBb9F21\npUFLEKiCLRiNRsafNp4UpZMVpM57swaPxEbhqPZP9DFhwoSQhyvEyeo2uf/ud7+jra2NnTt3YjQa\nOXToEIsXL+6N2IToedaoLpb768GMHTsWh0/hC9JqLzEaaTAY8NQ6sdlsMruYOKV1m9x37tzJL3/5\nS0wmE1FRUTzyyCPs2SNjeUXfpMWlwLCJ31qoYZhwHgAjR46k2aP4sqXzvRwfW83obh96i4cRI0ZI\nqQFxSut2KKSmabjd7sB8qvX19cedW1WIU53hh7eiNr6HKtoG9li002ZCon9KvKysLKxWK08VtFB/\nVioT6h00eRSfZsSyzWLCW+UfXZOXlxfOUxCiW90m9xtuuIEbb7yRmpoaHnroIT7++GN+9rOf9UZs\nQoSEZragTbsCpl2BvvYd1AfPoTwuSBqI4cKbyM3NJa2uiBluD/F2E4fdeuAPxVvnAiS5i1Nft8n9\n8ssvZ8yYMWzYsAFd13n66af75awmIvKofZtQ61ccXVBXgb7iv5mcPYRL0mowtne7J1sM3Nbq5Lcm\nO031/uQ+fPjwMEQsxInrNrl7PB6+/PJL1q9fj8lkwmq1kp+fL10zos9T+zZ3XtjayJTkNoxtHX+/\nTcB4t5fCBhfJyckkJSX1TpBCnKRuk/uSJUtwOp1cffXV6LrOO++8Q0FBAffcc09vxCdE6FiCj5yJ\nSUmHw4Wdlrd5FLrTR94E6ZIRp75uk/u2bdtYuXJl4PnMmTO55JJLQhqUEL1BGzcdtWst6MeMjBmY\nS8z0OTTtXEOs6WjrvUHTWN/kAaRLRvQN3Q6FzMzM5ODBg4HntbW1pKenhzQoIXqDNmAohtm/hKxR\nkDgAbfx5GC5fiCE6jpccA1hT7aRC01hvMfH72Cha6+Viqug7um25e71eLrvsMs444wxMJhNbtmwh\nNTWVG264AUAmyhZ9mjZkBMYhnQcIxOeM5LHXvyE2wY4lwT/9nq/ef2e23Lwk+oJuk/vtt9/e4flN\nN90UsmCEOFUMG+Yv3eutd2FJt6OUwtvoYuDAgcTESM12cerrNrlPmjSpN+IQ4pRypHXua/S31q1t\nHsxenZycnHCGJcQJ6za5nyyfz8eSJUsoLi7GaDSybNkyhgwZEqrDCdGjUlNTiY6Oxtbm4ZfNDkZ7\nfbjOTqU0zonyedGMIfvTEaJHdHtB9WR9+umnALz22mssXLgwUEJYiL5A0zSGDh3KnVl2Rnv9o2ms\nRo3c1hLUpg/CHJ0Q3QtZ8+P8888PTOpRXl5OSkpKqA4lREjkDR7IOFdNp+Vq70aYcmkYIhLixIWs\n5Q7+WZsWLVrEAw88wIUXXhjKQwnR4wZkZOLVO5f+xWTt/WCE+I5CmtwBHnnkET788EPuvfde2tra\nQn04IXpM+pChfF7l7LRcGz+994MR4jsKWXJ/++23eeaZZwCIiopC0zSpfy36lIyMDJ7e18xbNS4q\n2rxU6Ra0WfMxjD473KEJ0a2QJfcLLriAXbt2MXfuXG6++WYWL16M1SpfZ0XfkZqaig8Df9/ZyIIN\ndaxMOhPD2B+EOywhTkjILqja7Xb+9Kc/hWr3QoScyWQiOSWZmmr/RVUpuyH6kpD3uQvRl6WlpgUe\ny4gv0ZdIchfiOJKTk4M+FuJUJ8ldiONISEgIPE5MTAxjJEJ8N5LchTiOY5N7fHx8GCMR4ruR5C7E\nccTFxQUem0xST0b0HZLchTiO6OjocIcgxEmR5C7Ecdjt9nCHIMRJkeQuxHHIjXeir5LkLsRxHBnb\nfvrpp4c5EiG+G7lCJMRxpKen89xzz8kwSNHnSHIXohsDBgwIdwhCfGfSLSOEEBFIkrsQQkQgSe5C\nCBGBJLkLIUQEkuQuhBARSJK7EEJEIEnuQggRgSS5CyFEBJLkLoQQEUiSuxBCRCBJ7kIIEYFCVlvG\n4/GwePFiysrKcLvdLFiwgPPOOy9UhzulNTc343K5SE5ORtO0cIcjhOgHQpbcV6xYQUJCAo899hj1\n9fVcccUV/TK5FxUV8ctf/hKfz8c111zD9ddfH+6QhBD9QMi6ZS666CLuvPPOwHOj0RiqQ52yXC4X\nTz75Z3w+HwDLly+noKAgzFEJIfqDkLXcj8w92dLSwsKFC7nrrrtCdahTgtvn5a0DX7Ouqhi37k/m\nxvpWytrqMcVnY44bjKPkc+6//36WLVvG4MGDwxyxECKShfSCakVFBTfccAOXXXYZl156aSgPFXav\nFm5mVfk+HD4PPqXjUzruhCiSr5lJVNYZmGIysA44g8bGRpYsuZfa2tpwhyyEiGAhS+61tbXcdNNN\n/PrXv+aqq64K1WFOCR7dx8bqA0FfM1hMmDP9XVKWxGFY0k6jru4wTz75ZC9GKITob0KW3P/yl7/Q\n1NTEU089xbx585g3bx5OpzNUhwsrpRQ6qusVjhkgY0kagdGextatWykrKwt9cEKIfilkfe5Llixh\nyZIlodr9KcViNHF6yhA21Rzs9JryKbzlR59rmoYpdjC+tmp27drFoEGDejFSIUR/ITcx9ZC5wyYx\nKSULdIXS/a14X5PCsRHUt76wmKLTAXjjjTeorKzs7VCFEP2ATJDdA5qbm/n0009Z+8471LY0En/e\nZKw5GaDAPARspwEaeErAvQ8M1jgsySMpr9jDbz9+FcuQNDRNIzs2hTvHzsBmNIf7lIQQfZwk95NU\nWVnJli1b2LhxI9u2bfOPZdeMpP7bxZjT/MNAsYIx/ug21jzQDArXbrCkjiP+4nzMA6IAUEBRcy2L\nP32dWwdNJC8vr1/eGyCE6BmS3E9QdXU1O3bsYMeOHWzfvp2qqqrAawZrItbkLCyDszGn2Y67H3MW\nuHa3972nd163xQK/WbSIKFsUY8eOYezYsYwePZqcnBxJ9kKIEybJPQiXy0VRURF79+5lz5497Nmz\nh8OHDwdeNyUmkDRnFtbBSWDQUC5QPjBYTmDn7Vc5tKiuV0mddzHNX37Dxo0b2bhxIwBWq438/DxG\njBhBfn4+eXl5JCQkfI+zFEJEsn6f3N1uNwcOHKCwsJDCwkIKCgo4ePBgoGQAgGayYYrNxBiVijEm\nlbgfJWGwHx3feLxE/W2eCkAD+1kELSKmaRrmAbEkXnEWLZ+chqe6Gl9bDR5HLdu3b2f79u2BdVNT\n0xg+fBjDhg0jNzeX3Nxc4uPjO+1TCNH/9KvkXl9fT3FxMQcOHKC4uJiioiJKS0vRdf3oSpoBgzUR\nc1wyxqgkjFEpaOboQCI2ptMhsX9XvkYnxlQbhujj70Mzaliy7eAaijl+KADK58bnOBz4qa2ro2bt\nWtauXRvYLjk5mezs7A4/AwcOlC4dIfqZiEzuPp+P0tJSiouLO/w0NDR0WE8zmNCsSZhtCRhtSRhs\niRis8Wha1yNEj/PSCbHlW3Cf4L1L3z6WZrRgihmIKWYg4L95Snnb8Dnq0Z11+FwN1DXWc3jzZjZv\n3hzYzmq1kpWVxdChQ8nJyWHo0KFkZ2djt9u/38kIIU5ZEZHca2pq2LVrF3v27GH//v0UFRXhdrs7\nrKOZozHGZGC0JmCwJWK0JaCZY75zfXVvNSivQjOdXOtdMxmxDDnO3aztlFJ4uvkQ0DQNzRyNwRwN\ncZmB5brXie5qQHc24HM14HE2sK9gP/v27euwbUZGBsOHDycvL4+RI0eSnZ0tLXwhIkSfTe6FhYV8\n+umnbNy4kYqKimNe0TBY4zHFD8JoS8RgS8BoTUAznsjVzhPgA18rmL5H1/aJfKB4KkFvPLn9G0w2\nDKYBED0gsEwpHd3VhO6qx+dsQHfWU15RTVlZGatXrwb8lTwnTJjA2WefzeTJkzGZ+uyvhxD9Xp/7\n6/V6vfzhD3/g888/B0AzmDHGZGCyp2GMSsFgS0AzhO60tGgwfocLqCdLOXp2f5pmwGhLwGhLwNz+\nwaSUQrmb/X34bTW0tVXx5Zdf8uWXXzJwYAb33rtEShML0Uf1ueT+9ddfBxK7LfNsTNED0Qy91JVg\nBPtU0CyhnSpPKYVnf0gPAbR361jjMFjjMCdk+wuguRpxVmykoqKcf/zjH/zyl78MfSBCiB7X55L7\n0KFDsUdH09bairvqa/S4OkyxGRhsSce9ENoTTAPBYAt9YnfuAuUK6WE60d0teFsr8DaVoDvrABg7\ndmzvBiGE6DF9LrmnpKTw5yef5LXXXuPzzz/HdXgX7sO70AxmDFEpGO0pGKOSMdqSeq6fvV2IPzsA\n8DWAt3NxyR6llO6/2Oqsw+eoxddWg/K0Bl4fNWoUV199NaeffnpoAxFChEyfS+4AaWlpLFy4kNtu\nu42vvvqKr776im+++Yby8nJ8rUcvrmrmmPaLqon+f60JaCbbdx4hc4S3EtQYhWYMXevdlKgRNVnh\nWNv9uidC6V50V0PgIqrPWY/uagB1dGx/dHQMYyZOZsKECZx55pmkpaX1zMGFEGHTJ5P7ETabjalT\npzJ16lTAf5PSnj17KCgo8P/s309rcwk0lwS20YxWDNaE9lE08f7H1vgT6rdXbvCUgWVI97HpXoWh\nm+GSvlaFMcjNTMYk0KzfrWtGKYXytOJrHwKpuxrwuRpR7uYO65lMJrJzshk2bBjDhw9n5MiRZGZm\nYjBI9WchIkmfTu7flpiYyFlnncVZZ50F+BNedXV14G7UIzczVVVV4WurwhPYUsNgicVgS8Bg9Y+B\nN9gSMZg6F/Y60YSr14MhtevX3QcVnmKInt75NU3TwND1WHh/a7zR3wpvH8uuXI0o3dNhveiYGHLy\nxwbuVM3JyWHw4MGYzVJSWIhIF1HJ/ds0TSM9PZ309HSmTJkSWN7W1saBAwc4ePBgh3IEzqZDwKGj\n25ui/F067X34xqhkvBUWLMPUcbt2lK5wFYIxWaEZgq/nqwO9GXSn6nSRVm9VgaGQgf5xx2F8zsPo\nznp0VxMcM62fwWAgc9AgsrOzA3efZmdnk5SUdNJdUEKIvi2ik3tX7HY7o0aNYtSoUYFluq4HWvmF\nhYUUFRVRWFhIXV05vpaj8+QZrPH49JHETstCM/u7MnxtCk0DQ5SG7lC4doFeA86vwDYxeII3JoG3\nFNrWgv0shSHKv47epmheVYenphxfWzU+x2F/ycl2VquNnJEjyM3NJScnh+zsbIYMGYLF0rMXj4UQ\nfVu/TO7BGAwGBgwYwIABAwLdOgB1dXUUFBQEyv/u3buXlo3radm0AUNMFAZzIkZrBubYIRiizKgj\nVQ9M/gTepfb/edUKLf9S6HoVnqZSvDWHUL6jfT9ZWVmMGDGCESNGkJeXx6BBg6REgBCiW5Lcu5GU\nlMTkyZOZPHkyAB6Ph4KCArZu3crmzZvZv38/XspwV23FlDAMa/JINJOVqDPAlNp1l4i3xH9NwNt4\nAPfhXejtFz4TExOZNGk6EydOZMyYMcTFxfXKeQohIosk9+/IbDYHunTmzp1LVVUVn376KR988AF1\ndXvwNhVjz/8BptTgV1OVrnDvB0+FE2fZGnxtNZhMJqbPnMkFF1zAyJEjZeSKEOJ7C2kW2bZtG/Pm\nzQvlIcIuPT2da6+9lr/+9a/Mnz8fIz7c9VuDruutVbS8D65dLhwHP8HXVsOUKVN45pln+MUvfsHo\n0aMlsQshekTIWu7PPfccK1asICqqF6psnQLMZjNXXnkl+fn53Puf96E73RhsHS9yKiegwFmxGd3d\nzOWXX85NN90kI1qEED0uZM3EIUOG8Oc//zlUuz9ljRkzhhvmzYMgCduYBN6WSrzNJYwYMYL58+dL\nYhdChETIkvuFF17Yb+uBX3LJpRjMnUe0aCZwVW1G0zQWLFggo16EECEjHbwhYDaZGB7VeRyks7AW\n3d3CZZddRk5OThgiE0L0F5LcQ+SnE2aS0Kb7a77oCneJk4YPV5OZmcn1118f7vCEEBGuf/ab9IIY\ns40HZ17DHb/+FeVlZSiXjoaPu+66C6vVGu7whBARLqQt98zMTF5//fVQHuKUZjabmTfnGpTTDcrL\n1KlTyc/PD3dYQoh+QLplQmzSpEnYbP7qkuedd16YoxFC9BfSLRNiZrOZP/3pT9TX13coVCaEEKEk\nyb0XZGRkkJGREe4whBD9iHTLCCFEBJLkLoQQEUiSuxBCRCBJ7kIIEYEkuQshRASS5C6EEBHolBgK\n6fP5J4CurKwMcyRCCNF3HMmZR3LosU6J5F5TUwPA3LlzwxyJEEL0PTU1NWRlZXVYpimlVJjiCXA6\nnezYsYPU1FSpcS6EECfI5/NRU1PDmDFjAmVOjjglkrsQQoieJRdUhRAiAklyF0KICCTJXQghIpAk\ndyGEiECS3IUQIgJJcv8Onn32WebPn89NN93EzTffzI4dO7pc96WXXurFyPqvuXPnsm7dug7LHnzw\nQf7xj3+c1P4eeughysvLv9M2M2fOxOVyndTxRHBdva8TJkw44ffnzTff5JNPPuny9WeffZbt27d/\nrzhPaUqckIKCAnXNNdcoXdeVUkrt2rVLXXrppV2uP3Xq1N4KrV97++231aJFiwLPXS6Xmjlzpmpt\nbe21GGbMmKGcTmevHa8/OBXe177ulLhDtS9ISkqivLycN954g3POOYeRI0fyxhtvsHfvXh588EEA\nEhISePjhh3nppZdobGxk6dKl3HPPPSxevJiSkhJ8Ph833ngjP/rRj3j55Zd5++23MRgMTJw4kUWL\nFrFv3z5+//vfo+s6TU1NLFmyhIkTJ4b5zE9tF110EX/84x9xOBxERUXxySefMG3aNEpKSjq9L7t2\n7eLxxx/HbDZz9dVXU1xczPr169F1nYsvvpj58+czb948li5dSkJCAnfffTfNzc0opXjkkUdISkri\n17/+NS0tLfh8Pu68807OOuusQCylpaXcc889eL1eNE1jyZIljBgxgmnTprFmzRoAfvGLX3DttddS\nVlbG8uXL0XWdhQsXdtiP6Pp9/fd//3eWLl3K+++/z9atW2lra+Ohhx5i5cqVfPzxxyQlJeFwOLjz\nzjvZuHEjKSkp5OTk8Nxzz2E2myktLeVHP/oRCxYs4O677+ZHP/oRkyZN4re//S3l5eV4PB7uvfde\nhg8fzj333ENzczP19fXMmTOHn/zkJ+H+b/luwv3p0pfs2LFD3X333ercc89VF154oVq5cqWaM2eO\nKigoUEop9frrr6snnnhCKXW05f7iiy+qhx56SCmlVHNzs5o1a5Y6fPiwmj17ttq6datSSqmXX35Z\neTwe9d5776k9e/YopZRasWKFuueee3r7FPukBx54QL3zzjtKKaVuueUWtWPHjqDvy/r16zt82zrn\nnHPUoUOHlMvlUq+++qpSSqnrr79e7d+/Xz3wwAPqlVdeUUoptXbtWvXOO++o3//+9+pvf/ubUkqp\nyspKNWPGDOXz+QIt9zvuuEP961//Ukr5v9ldccUVSqmO3+LuuusutX79erV8+XL105/+NMT/M31b\nsPf1yPvz5JNPqgceeEAppdTu3bvVNddco7xer3I4HOr8889X69evV08++aR65ZVX1Pr169UPf/hD\n5fF4VGtrq5o4caJSSqlFixapzz77TP3v//6veuyxx5RSSu3du1f97//+r9qxY4f68MMPlVL+93rW\nrFlh+B/4fqTlfoIOHjxITEwMy5YtA+Cbb77htttuw+l0cv/99wPg8XjIzs7usF1hYSFTp04FICYm\nhtzcXEpKSli2bBnPP/88jz/+OOPHj0cpRVpaGk899RQ2m43W1lZiYmJ69yT7qDlz5vDoo48yefJk\nmpqaGD16NIWFhUHfl2PfnyeeeIInnniC2tpafvCDH3TYZ3FxMVdddRVAoFX9z3/+k0svvRSA9PR0\nYmJiqKurC2xTWFjImWeeCcDIkSODFsJTx9wQ/u3fFdFRsPf1WEf+/woLCxk7dixGoxGj0ciYMWM6\n7SsvLw+TyYTJZOp0m35RURHnnHNOYL28vDyqqqr4+9//zkcffURMTAxerzdEZxk6ktxP0N69e3n1\n1Vf5y1/+gtVqJTs7m9jYWNLT03nkkUfIyMhgy5YtgSJoR/6Ic3Nz2bx5M7NmzaKlpYV9+/aRmZnJ\n008/zf3334/VauXmm29m69atLFu2jMcff5zc3FyefPJJysrKwnnKfUZ+fj6tra288MILXHnllYD/\nDz/Y+2Iw+McQuN1uVq5cyRNPPIFSiosvvpiLL744sM/c3Fy++eYbRowYwaZNm1i9enXgvRw1ahRV\nVVU0NTWRkJDQYZvNmzdz3nnnsXv3blJSUgDwer20trZiNpvZv39/YP0jsYjggr2vxzry/zds2DBe\nfPFFdF3H6/Wya9euTutqmtblcY681+effz4lJSX88Y9/JCUlhfHjx/OTn/yE9evX89lnn/XcifUS\nSe4n6IILLqCwsJA5c+Zgt9tRSvGb3/yGAQMGsGjRokDJzYceegjw/8L8x3/8Bw8//DD33nsv1113\nHS6Xi5///OckJyeTn5/PVVddRWJiIunp6Zx22mn8+Mc/5vbbbyc5OZkBAwZQX18fzlPuU6688koe\ne+wxPv30UwCWLl3a6X2prq4OrG+xWIiPj+eyyy4jPj6eadOmkZGREXj9pz/9KYsXL2bFihUAPPzw\nw8TGxrJ48WI+/PBDnE4nv/vd7zCZjv4J/eY3v+Hee+/l+eefx+v1Bn4XbrjhBq655hoyMzM7HEN0\n79vvazD5+fmce+65XH311SQmJmI2mzu8L9259tprWbx4Mddffz0+n4/FixfT2trK0qVLeffdd0lI\nSMBoNOJ2u7FYLD1xWr1CCocJIfq0w4cPs3LlSubOnYvb7ebiiy/m73//e7//IJWWuxCiT0tMTGTH\njh1ceeWVaJrGnDlz+n1iB2m5CyFERJIrOkIIEYEkuQshRASS5C6EEBFIkrsQ31FVVRW33npruMMQ\n4rjkgqoQQkQgabmLiFVZWcn111/P7Nmzueqqq/j666+ZOXMmjz76KJdffjmXX3554G7GgwcPcuON\nN3LFFVdw3XXXBZaXlZVxww03cMkll3DVVVexZ88eSktLmTlzJgC1tbXcfvvtzJ49myuvvJK1a9cC\nsG7dOmbPns3s2bO58cYbO5QpEKJXhKmmjRAh9+c//1k999xzSimlPvvsM/XXv/5VzZgxQ/35z39W\nSin1ySefqEsuuUQppdQ111yjdu7cqZTyl3e+4IILlFJK3Xrrreqll15SSim1evVqtXDhQlVSUqJm\nzJihlPIXAvv444+VUkpVVVWp8847TzU3N6vrr79ebdu2TSml1LPPPqu++OKLXjprIfykW0ZErC1b\ntnDHHXdw1llnce6553LhhRfywx/+kNdee420tDQAJk2axIoVKzj//PPJzc0NbFtXV8eKFSuYOXMm\nX3zxRYcibqWlpdxwww2sWrWKyZMnM2DAgMBrjY2NPP3002zYsIHnn3+e888/n/POO49p06b13okL\ngdyhKiLY6aefznvvvcfq1at5//33eeuttwA61B3RdR2fz4fFYuGdd94JLK+srCQhIaHDukopCgsL\nO1QV1HWdv//974ECYtXV1SQnJzNy5EhmzJjBp59+ymOPPcb27dtZsGBBqE9ZiADpcxcR69FHH2XF\nihVcccUV3HfffYF+9Pfeew+Af/3rX+Tm5jJo0CCGDh0aSO5r1qxh7ty5AJxxxhmB9deuXcu9997b\n4RhTpkzhlVdeAWD//v1ceumlOBwO5syZQ2trK/Pnz2f+/PlBKxUKEUrSLSMiVkVFBb/61a9obW3F\naDSycOFCfve733HaaadRVFREVFQUy5YtIzs7m8LCQpYuXUpDQwNms5mlS5cybtw4KioqWLJkCbW1\ntURFRfHggw9is9kC3TJVVVXcd999gXk9/+M//oNzzz2XdevWsWzZMkwmE3a7nQcffJChQ4eG9z9E\n9CuS3EW/MnPmTF544QUyMzPDHYoQISXdMkIIEYGk5S6EEBFIWu5CCBGBJLkLIUQEkuQuhBARSJK7\nEEJEIEnuQggRgf4/0kvv80NjqKsAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"species\", y=\"petal length\", data=iris, size=6)\n", "sns.stripplot(x=\"species\", y=\"petal length\", data=iris, jitter=True, size=6, palette='Set2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 绘制不同品种的petal length对应的KDE曲线" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.FacetGrid at 0x2a0164cdef0>" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MnjyZDRs23PH1ixYtkoB2FIUGE37eujK91l2nQW80YzYrqNWll0SEEDcs3XicPYeTrHrM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\nRU5ErkJggg==\n", "text/plain": [ "<Figure size 374.375x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.FacetGrid(iris, hue=\"species\", size=4) \\\n", " .map(sns.kdeplot, \"petal length\").add_legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 绘制特征之间的两两相关图" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.PairGrid at 0x2a0166efa20>" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Bz563RhwvovPPSOtHnzsgKxpDYE4auHgRmUL651+ZlhY5v7W2Ydq1O6BItrSK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\n9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C98zWqaXWj+dRzNI+2Beyl7+b+nrNbWeFLYXIJcJiczfIbD6/3VQ0mfB/qS5+r5XBu3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\nr2enhI76ntXV1QQEBPDcc88BcOrUKe666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Tt27ODpp59mdHSUqKgo3n33XTZt2sSnP/1p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\nD1F/oxj1N4oha2l/ynig1UgM93CHoe1ECDRe7ELcZNO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"text/plain": [ "<Figure size 662.375x576 with 20 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(iris, hue=\"species\", size=2, diag_kind='kde')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 运用pandas自带的boxplot函数绘制所有数值型特征的箱型图" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000002A016F194A8>,\n", " <matplotlib.axes._subplots.AxesSubplot object at 0x000002A017214DD8>],\n", " [<matplotlib.axes._subplots.AxesSubplot object at 0x000002A0172365F8>,\n", " <matplotlib.axes._subplots.AxesSubplot object at 0x000002A01725BDD8>]],\n", " dtype=object)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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47LHHjJkzZxq5ubm25atWrTI6duxo+3u1adMmwzBubHd71+ibb74xOnXqZAQFBRlt2rQx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\nq1evGosXLzYMwzD+/ve/GwcPHjTGjx9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"text/plain": [ "<Figure size 864x432 with 4 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "iris.boxplot(by=\"species\", figsize=(12, 6))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x2a0174b5518>" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LBNCf9MLuVAfMY3dgyDShsVMhqK1VRKVREXM50WKmg3z4wEn7uLL1tuWlGp0q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\n3dn+8TErq7Pp8NoELO7Or/23sHTwVh7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KvobwAliRWYesF8gqM4U9EESnSTg0+EwqVoHh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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Another multivariate visualization technique pandas has is parallel_coordinates\n", "# Parallel coordinates plots each feature on a separate column & then draws lines\n", "# connecting the features for each data sample\n", "from pandas.tools.plotting import parallel_coordinates\n", "parallel_coordinates(iris, \"species\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Andrews曲线" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x2a01868f358>" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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O2LJoACQnCWuJDKgIosAjP97Fuum7yU814uJtYMZfj+EZ4Fapj6zzecTsSeBCaCqpp7NI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\nhRde6G+THMKmTZv49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"text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Andrews Curves involve using attributes of samples as coefficients for Fourier series and then plotting these\n", "from pandas.tools.plotting import andrews_curves\n", "andrews_curves(iris, \"species\")" ] } ], "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": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }