{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CS109A Introduction to Data Science \n", "\n", "## Lab 2: EDA with Pandas (+seaborn)ΒΆ\n", "\n", "**Harvard University**
\n", "**Fall 2021**
\n", "**Instructors**: Pavlos Protopapas and Natesh Pillai
\n", "**Authors**: Natesh Pillai" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## RUN THIS CELL TO GET THE RIGHT FORMATTING \n", "import requests\n", "from IPython.core.display import HTML\n", "styles = requests.get(\"https://raw.githubusercontent.com/Harvard-IACS/2018-CS109A/master/content/styles/cs109.css\").text\n", "HTML(styles)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this lecture we will look at tools for plotting using both matplotlib and seaborn. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load data\n", "\n", "The file *quartets.csv* contains 4 different tiny datasets that we will use to quickly understand the value of ploting." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "quartets = pd.read_csv('quartets.csv', index_col=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exploration\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 44 entries, 1 to 11\n", "Data columns (total 3 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 x 44 non-null int64 \n", " 1 y 44 non-null float64\n", " 2 quartet 44 non-null object \n", "dtypes: float64(1), int64(1), object(1)\n", "memory usage: 1.4+ KB\n" ] } ], "source": [ "quartets.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see there are 44 entries, two numerical columns x and y and one column to potentially identify every quartet dataset." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How does this dataframe look like?" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " x y quartet\n", "1 10 8.04 I\n", "2 8 6.95 I\n", "3 13 7.58 I\n", "4 9 8.81 I\n", "5 11 8.33 I" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quartets.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How do random samples look like?" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xyquartet
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" ], "text/plain": [ " x y quartet\n", "8 19 12.50 IV\n", "3 13 7.58 I\n", "3 13 12.74 III\n", "5 11 8.33 I\n", "2 8 5.76 IV" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quartets.sample(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quartet's names" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['I', 'II', 'III', 'IV']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quartets['quartet'].unique().tolist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the first 3 samples from every dataset" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xyquartet
1108.04I
286.95I
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" ], "text/plain": [ " x y quartet\n", "1 10 8.04 I\n", "2 8 6.95 I\n", "3 13 7.58 I\n", "1 10 9.14 II\n", "2 8 8.14 II\n", "3 13 8.74 II\n", "1 10 7.46 III\n", "2 8 6.77 III\n", "3 13 12.74 III\n", "1 8 6.58 IV\n", "2 8 5.76 IV\n", "3 8 7.71 IV" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quartets.groupby('quartet').head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display 2 random samples from every dataset" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xyquartet
5118.33I
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1076.42III
286.77III
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" ], "text/plain": [ " x y quartet\n", "5 11 8.33 I\n", "10 7 4.82 I\n", "3 13 8.74 II\n", "7 6 6.13 II\n", "10 7 6.42 III\n", "2 8 6.77 III\n", "10 8 7.91 IV\n", "4 8 8.84 IV" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quartets.groupby('quartet').sample(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display every quartet's dataset size" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "quartet\n", "I 11\n", "II 11\n", "III 11\n", "IV 11\n", "dtype: int64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quartets.groupby('quartet').size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Descriptive Statistics" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meanstdmeanstd
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" ], "text/plain": [ " x y \n", " mean std mean std\n", "quartet \n", "I 9 3.317 7.501 2.032\n", "II 9 3.317 7.501 2.032\n", "III 9 3.317 7.500 2.030\n", "IV 9 3.317 7.501 2.031" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quartets.groupby('quartet').agg(['mean', 'std']).round(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Almost same mean and standard deviation for every quartet. \n", "This looks like all quartets samples could be sampled from the same distribution. \n", "These are tiny datasets so we could read them all" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " x y quartet\n", "1 10 8.04 I\n", "2 8 6.95 I\n", "3 13 7.58 I\n", "4 9 8.81 I\n", "5 11 8.33 I\n", "6 14 9.96 I\n", "7 6 7.24 I\n", "8 4 4.26 I\n", "9 12 10.84 I\n", "10 7 4.82 I\n", "11 5 5.68 I" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quartets[quartets['quartet'] == 'I']" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " x y quartet\n", "1 10 9.14 II\n", "2 8 8.14 II\n", "3 13 8.74 II\n", "4 9 8.77 II\n", "5 11 9.26 II\n", "6 14 8.10 II\n", "7 6 6.13 II\n", "8 4 3.10 II\n", "9 12 9.13 II\n", "10 7 7.26 II\n", "11 5 4.74 II" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quartets[quartets['quartet'] == 'II']" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xyquartet
1107.46III
286.77III
31312.74III
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766.08III
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" ], "text/plain": [ " x y quartet\n", "1 10 7.46 III\n", "2 8 6.77 III\n", "3 13 12.74 III\n", "4 9 7.11 III\n", "5 11 7.81 III\n", "6 14 8.84 III\n", "7 6 6.08 III\n", "8 4 5.39 III\n", "9 12 8.15 III\n", "10 7 6.42 III\n", "11 5 5.73 III" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quartets[quartets['quartet'] == 'III']" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xyquartet
186.58IV
285.76IV
387.71IV
488.84IV
588.47IV
687.04IV
785.25IV
81912.50IV
985.56IV
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\n", "
" ], "text/plain": [ " x y quartet\n", "1 8 6.58 IV\n", "2 8 5.76 IV\n", "3 8 7.71 IV\n", "4 8 8.84 IV\n", "5 8 8.47 IV\n", "6 8 7.04 IV\n", "7 8 5.25 IV\n", "8 19 12.50 IV\n", "9 8 5.56 IV\n", "10 8 7.91 IV\n", "11 8 6.89 IV" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quartets[quartets['quartet'] == 'IV']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot or not to plot?\n", "\n", "Pandas by default comes with matplotlib incorporated.\n", "\n", "*Seaborn is a Python data visualization library based on matplotlib. It provides a high-level interface for drawing attractive and informative statistical graphics.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### BoxPlot\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "quartets.groupby('quartet').boxplot(grid=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Seaborn's palettes](#https://seaborn.pydata.org/tutorial/color_palettes.html)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "[(0.12156862745098039, 0.4666666666666667, 0.7058823529411765),\n", " (1.0, 0.4980392156862745, 0.054901960784313725),\n", " (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n", " (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n", " (0.5803921568627451, 0.403921568627451, 0.7411764705882353),\n", " (0.5490196078431373, 0.33725490196078434, 0.29411764705882354),\n", " (0.8901960784313725, 0.4666666666666667, 0.7607843137254902),\n", " (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n", " (0.7372549019607844, 0.7411764705882353, 0.13333333333333333),\n", " (0.09019607843137255, 0.7450980392156863, 0.8117647058823529)]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sns.color_palette()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "[(0.6313725490196078, 0.788235294117647, 0.9568627450980393),\n", " (1.0, 0.7058823529411765, 0.5098039215686274),\n", " (0.5529411764705883, 0.8980392156862745, 0.6313725490196078),\n", " (1.0, 0.6235294117647059, 0.6078431372549019),\n", " (0.8156862745098039, 0.7333333333333333, 1.0),\n", " (0.8705882352941177, 0.7333333333333333, 0.6078431372549019),\n", " (0.9803921568627451, 0.6901960784313725, 0.8941176470588236),\n", " (0.8117647058823529, 0.8117647058823529, 0.8117647058823529),\n", " (1.0, 0.996078431372549, 0.6392156862745098),\n", " (0.7254901960784313, 0.9490196078431372, 0.9411764705882353)]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sns.color_palette('pastel')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "palette = 'pastel'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Seaborn's boxplots**\n", "\n", "Similar boxplots with Matplotlib and Seaborn" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(8,7))\n", "axes = axes.flatten().tolist()\n", "for quartet, g in quartets.groupby('quartet'):\n", " ax = axes.pop(0)\n", " sns.boxplot(data=g, ax=ax, palette=palette); \n", " ax.set_title(f'quartet {quartet}')\n", "plt.suptitle(\"Quartets' boxplots\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using seaborn boxplots to compare quartes's shared features\n", "\n", "- [seaborn.boxplot()](https://seaborn.pydata.org/generated/seaborn.boxplot.html)\n", "- [pandas.melt()](https://pandas.pydata.org/docs/reference/api/pandas.melt.html)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(16,4))\n", "sns.boxplot(x='x', y='value', hue='quartet',\n", " data=pd.melt(quartets, id_vars='quartet', var_name='x', value_name='value'),\n", " ax=ax, palette=palette)\n", "ax.set_title(\"quartets' features\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The problem with the plot above is that we are forcing different features (like `x` and `y`) to share the same y-axis.\n", "\n", "So, another way to acomplish the goal could be this one" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(16,4))\n", "for i, col in enumerate(['x', 'y']):\n", " sns.boxplot(x='quartet', y=col, data=quartets, ax=axes[i], palette=palette);\n", " axes[i].set_title(f'variable {col}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histograms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pandas let us easily plot the individual quartet's feature histogram in one line of code." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEICAYAAABRSj9aAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAAXgklEQVR4nO3df5DcdX3H8efLhIwhR6EaWDEBQ9tMa8YTxJuAxcrGViZQbeqMOslEFEd6gwPVarQT2xmYaf9pR+hYEYknpsEWyHSUSKZEfoz1GiuDkwSRI/zQmxDlOGqEaPTQKT377h/7jd3s7d1+s/fdfL/74fWYubnd7/fz/e77+93395XvfrN7q4jAzMzS9bKyCzAzs95y0JuZJc5Bb2aWOAe9mVniHPRmZolz0JuZJc5Bb2aWOAe9mVniHPRmZolz0PcJSb8t6bCk87P7r5b0nKR6uZWZ9YakT0j6Ssu0GyV9uqSS+pb8JxD6h6Q/Az4GvBHYAYxFxMfLrcqsNySdCYwDyyLip5IWApPApRGxr9zq+ovP6PtIRHwB+D7wbeBM4K/LrcisdyLiWWA38O5s0lrgOYf88XPQ958vAK8DboyI/y67GLMeuxV4b3b7vcA/l1hL3/Klmz4iaQD4LvAN4FJgMCIOl1uVWe9IejnwLPAHwIPAqoj4YblV9R8HfR+R9EXglIh4j6QR4LSIeE/ZdZn1kqQvABfQuGzz1rLr6Ue+dNMnJK2jcY3yqmzSx4DzJW0sryqzE+JWYBBftumaz+jNrNIknQ08AbwqIn5Wdj39yGf0ZlZZkl5G49Xrdod89xaWXYCZWTuSlgA/An5A47KldcmXbszMEudLN2ZmiavkpZulS5fGihUrClnXCy+8wJIlSwpZV797Ke2Lffv2PRcRp5ddR15Lly6N008/vdLPTz/0T9Vr7GV9c/V8JYN+xYoV7N27t5B1jY6OUq/XC1lXv3sp7QtJPyi7huOxYsUKrr/++ko/P/3QP1WvsZf1zdXzvnRjZpY4B72ZWeIc9GZmiXPQm5klzkFvZpY4B72ZWeI6Br2ksyR9Q9LjkvZL+kibMZL0GUnjkh45+r2m2by1kp7M5m0uegPMiuaet9TkOaOfBjZFxGuBC4GrJa1qGXMpsDL7GQZuBpC0ALgpm78K2NBmWbOqcc9bUjoGfUQ8GxEPZbd/DjwOLGsZtg74UjQ8CJyWfbHvamA8Ig5ExIvA9mysWWW55y01x/XJWEkrgDfQ+HLqZsuAp5vuT2TT2k2/YJZ1D9M4M6JWqzE6Ono8pc1qamqqsHX1uyrvi7FnjnS13OCyUwuu5FgnsufbPT9V2i9F9U+325RHbTHceNtd81pHL3uqrGMwd9Bn31f6FeAv2vxdaLVZJOaYPnNixAgwAjA0NBRFfUy46h+JPpGqvC+u2Hx3V8sd3FgvtpAmJ7rnBwYGZjw/VdovRfVPt9uUx6bBaW4Ym99fdullT5V1DObaI5JOotHwt0XEnW2GTABnNd1fDkwCi2aZblZp7nlLSZ533Qj4IvB4RPzDLMN2Au/L3olwIXAkIp4F9gArJZ0jaRGwPhtrVlnueUtNnjP6i4DLgTFJD2fT/go4GyAitgC7gMuAceAXwAeyedOSrgHuBRYAWyNif5EbYNYD7nlLSsegj4j/pP11x+YxAVw9y7xdNA4Ks77gnrfU+JOxZmaJc9CbmSXOQW9mljgHvZlZ4hz0ZmaJc9CbmSXOQW9mljgHvZlZ4hz0ZmaJc9CbmSXOQW9mljgHvZlZ4hz0ZmaJc9CbmSXOQW9mljgHvZlZ4jp+8YikrcDbgUMR8bo28z8BbGxa32uB0yPisKSDwM+BXwHTETFUVOFmveS+t5TkOaPfBqydbWZEfCoizouI84BPAv8REYebhqzJ5rvZrZ9sw31viegY9BGxGzjcaVxmA3DHvCoyqwD3vaWksGv0kk6mcQb0labJAdwnaZ+k4aIey6wq3PfWDzpeoz8O7wC+1fLy9aKImJR0BnC/pCeyM6UZsgNiGKBWqzE6OlpIUVNTU4Wtq99VeV9sGpzuarkKbE/Xfd/a8+2enyrtl6L6p9ttyqO2eP7r72VPlXUMFhn062l5+RoRk9nvQ5J2AKuBtkEfESPACMDQ0FDU6/VCihodHaWodfW7Ku+LKzbf3dVyBzfWiy3k+HXd9609PzAwMOP5qdJ+Kap/ut2mPDYNTnPD2PxirZc9VdYxWMilG0mnAhcDdzVNWyLplKO3gUuAR4t4PLMqcN9bv8jz9so7gDqwVNIEcB1wEkBEbMmGvRO4LyJeaFq0BuyQdPRxbo+Ie4or3ax33PeWko5BHxEbcozZRuPtaM3TDgDndluYWZnc95YSfzLWzCxxDnozs8Q56M3MEuegNzNLnIPezCxxDnozs8Q56M3MEuegNzNLnIPezCxxDnozs8Q56M3MEuegNzNLnIPezCxxDnozs8Q56M3MEuegNzNLnIPezCxxHYNe0lZJhyS1/d5LSXVJRyQ9nP1c2zRvraQnJY1L2lxk4Wa95L63lOQ5o98GrO0w5psRcV728zcAkhYANwGXAquADZJWzadYsxNoG+57S0THoI+I3cDhLta9GhiPiAMR8SKwHVjXxXrMTjj3vaWk45eD5/QmSd8FJoGPR8R+YBnwdNOYCeCC2VYgaRgYBqjVaoyOjhZS2NTUVGHr6ndV3hebBqe7Wq7k7ZlX37f2fLvnp0r7paj+6Xab8qgtnv/6e9lTZR2DRQT9Q8BrImJK0mXAV4GVgNqMjdlWEhEjwAjA0NBQ1Ov1AkprPGlFravfVXlfXLH57q6WO7ixXmwh+c2771t7fmBgYMbzU6X9UlT/dLtNeWwanOaGsfnFWi97qqxjcN7vuomIn0XEVHZ7F3CSpKU0zmTOahq6nMaZj1nfc99bP5l30Et6lSRlt1dn63we2AOslHSOpEXAemDnfB/PrArc99ZPOr7GkXQHUAeWSpoArgNOAoiILcC7gA9JmgZ+CayPiACmJV0D3AssALZm1zDNKs99bynpGPQRsaHD/M8Cn51l3i5gV3elmZXHfW8p8SdjzcwS56A3M0ucg97MLHEOejOzxDnozcwS56A3M0ucg97MLHEOejOzxDnozcwS56A3M0ucg97MLHEOejOzxDnozcwS56A3M0ucg97MLHEOejOzxDnozcwS1zHoJW2VdEjSo7PM3yjpkeznAUnnNs07KGlM0sOS9hZZuFkvue8tJXnO6LcBa+eY/xRwcUS8HvhbYKRl/pqIOC8ihror0awU23DfWyLyfGfsbkkr5pj/QNPdB4HlBdRlVir3vaWkY9Afpw8CX2u6H8B9kgL4fES0nvX8mqRhYBigVqsxOjpaSEFTU1OFravfVXlfbBqc7mq5imxPV33f2vPtnp8q7Zei+qfbbcqjtnj+6+9lT5V1DBYW9JLW0Gj4NzdNvigiJiWdAdwv6YmI2N1u+exgGAEYGhqKer1eSF2jo6MUta5+V+V9ccXmu7ta7uDGerGFHKf59H1rzw8MDMx4fqq0X4rqn263KY9Ng9PcMDa/WOtlT5V1DBbyrhtJrwduAdZFxPNHp0fEZPb7ELADWF3E45lVgfve+sW8g17S2cCdwOUR8b2m6UsknXL0NnAJ0PYdDGb9xn1v/aTjaxxJdwB1YKmkCeA64CSAiNgCXAu8EvicJIDp7J0GNWBHNm0hcHtE3NODbTArnPveUpLnXTcbOsy/EriyzfQDwLkzlzCrPve9pcSfjDUzS5yD3swscQ56M7PEOejNzBLnoDczS5yD3swscQ56M7PEOejNzBLnoDczS5yD3swscQ56M7PEOejNzBLnoDczS5yD3swscQ56M7PEOejNzBLnoDczS1zHoJe0VdIhSW2/91INn5E0LukRSec3zVsr6cls3uYiCzfrJfe9pSTPGf02YO0c8y8FVmY/w8DNAJIWADdl81cBGyStmk+xZifQNtz3loiOQR8Ru4HDcwxZB3wpGh4ETpN0JrAaGI+IAxHxIrA9G2tWee57S0nHLwfPYRnwdNP9iWxau+kXzLYSScM0zoyo1WqMjo7OGDP2zJHjLq62GG687a7jXi5FVd4Xmwa7W65dn5wg8+771p6fmpqasT2bBqe7Kq6b/dLp+GrXP4PLTj3ux+l2m/KoLZ7/+nux744q4hjsZp8XEfRqMy3mmN5WRIwAIwBDQ0NRr9dnjLli893HXdymwWluGCtiM/tfivvi4MZ6WQ89775v7fmBgQFa+76bnofu9kunx2rXP714nPkoosd7uU1l1VfEUT8BnNV0fzkwCSyaZbpZCtz31jeKeHvlTuB92bsQLgSORMSzwB5gpaRzJC0C1mdjzVLgvre+0fGMXtIdQB1YKmkCuA44CSAitgC7gMuAceAXwAeyedOSrgHuBRYAWyNifw+2waxw7ntLScegj4gNHeYHcPUs83bROCDM+or73lLiT8aamSXOQW9mljgHvZlZ4hz0ZmaJc9CbmSXOQW9mljgHvZlZ4hz0ZmaJc9CbmSXOQW9mljgHvZlZ4hz0ZmaJc9CbmSXOQW9mljgHvZlZ4hz0ZmaJc9CbmSUuV9BLWivpSUnjkja3mf8JSQ9nP49K+pWkV2TzDkoay+btLXoDzHrBPW8pyfOdsQuAm4C30fjm+z2SdkbEY0fHRMSngE9l498BfDQiDjetZk1EPFdo5WY94p631OQ5o18NjEfEgYh4EdgOrJtj/AbgjiKKMyuJe96SosZ3HM8xQHoXsDYirszuXw5cEBHXtBl7Mo0zoN85enYj6SngJ0AAn4+IkVkeZxgYBqjVam/cvn37jDFjzxzJv2WZ2mL40S+Pe7EkpbgvBped2nb6mjVr9kXEUDfrLKvnb7nlFgYGBo4Z003Pw+z7ZS6dHqtd//TiceajiB7v5Tb1sr65er7jpRtAbabN9q/DO4BvtbyEvSgiJiWdAdwv6YmI2D1jhY2DYQRgaGgo6vX6jJVfsfnuHOUea9PgNDeM5dnM9KW4Lw5urPditaX0/MDAAK19303PQ3f7pdNjteufXjzOfBTR473cprLqy3PpZgI4q+n+cmBylrHraXkJGxGT2e9DwA4aL4vNqsw9b0nJE/R7gJWSzpG0iEZj72wdJOlU4GLgrqZpSySdcvQ2cAnwaBGFm/WQe96S0vE1RERMS7oGuBdYAGyNiP2Srsrmb8mGvhO4LyJeaFq8BuyQdPSxbo+Ie4rcALOiuectNbkuFkXELmBXy7QtLfe3Adtaph0Azp1XhWYlcM9bSvzJWDOzxDnozcwS56A3M0ucg97MLHEOejOzxDnozcwS56A3M0ucg97MLHEOejOzxDnozcwS56A3M0ucg97MLHEOejOzxDnozcwS56A3M0ucg97MLHEOejOzxOUKeklrJT0paVzS5jbz65KOSHo4+7k277JmVeSet5R0/CpBSQuAm4C3ARPAHkk7I+KxlqHfjIi3d7msWWW45y01ec7oVwPjEXEgIl4EtgPrcq5/PsualcU9b0nJ8+Xgy4Cnm+5PABe0GfcmSd8FJoGPR8T+41gWScPAMECtVmN0dHTGmE2D0znKPVZtcXfLpSjFfdGuTwpQSs9PTU3N2J5un69u9kunx2rXP714nPkoosd7uU1l1Zcn6NVmWrTcfwh4TURMSboM+CqwMueyjYkRI8AIwNDQUNTr9Rljrth8d45yj7VpcJobxvJsZvpS3BcHN9Z7sdpSen5gYIDWvu+m56G7/dLpsdr1Ty8eZz6K6PFeblNZ9eW5dDMBnNV0fzmNM5hfi4ifRcRUdnsXcJKkpXmWNasg97wlJU/Q7wFWSjpH0iJgPbCzeYCkV0lSdnt1tt7n8yxrVkHueUtKx9cQETEt6RrgXmABsDUi9ku6Kpu/BXgX8CFJ08AvgfUREUDbZXu0LWaFcM9banJdLMpemu5qmbal6fZngc/mXdas6tzzlhJ/MtbMLHEOejOzxDnozcwS56A3M0ucg97MLHEOejOzxDnozcwS56A3M0ucg97MLHEOejOzxDnozcwS56A3M0ucg97MLHEOejOzxDnozcwS56A3M0ucg97MLHG5gl7SWklPShqXtLnN/I2SHsl+HpB0btO8g5LGJD0saW+RxZv1inveUtLxqwQlLQBuAt5G4xvu90jaGRGPNQ17Crg4In4i6VJgBLigaf6aiHiuwLrNesY9b6nJc0a/GhiPiAMR8SKwHVjXPCAiHoiIn2R3HwSWF1um2Qnlnrek5Ply8GXA0033Jzj2zKXVB4GvNd0P4D5JAXw+IkbaLSRpGBgGqNVqjI6OzhizaXA6R7nHqi3ubrkUpbgv2vVJAUrp+ampqRnb0+3z1c1+6fRY7fqnF48zH0X0eC+3qaz68gS92kyLtgOlNTSa/s1Nky+KiElJZwD3S3oiInbPWGHjYBgBGBoainq9PmP9V2y+O0e5x9o0OM0NY3k2M30p7ouDG+u9WG0pPT8wMEBr33fT89Ddfun0WO36pxePMx9F9Hgvt6ms+vJcupkAzmq6vxyYbB0k6fXALcC6iHj+6PSImMx+HwJ20HhZbFZl7nlLSp6g3wOslHSOpEXAemBn8wBJZwN3ApdHxPeapi+RdMrR28AlwKNFFW/WI+55S0rH1xARMS3pGuBeYAGwNSL2S7oqm78FuBZ4JfA5SQDTETEE1IAd2bSFwO0RcU9PtsSsIO55S02ui0URsQvY1TJtS9PtK4Er2yx3ADi3dbpZ1bnnLSX+ZKyZWeIc9GZmiXPQm5klzkFvZpY4B72ZWeIc9GZmiXPQm5klzkFvZpY4B72ZWeIc9GZmiXPQm5klzkFvZpY4B72ZWeIc9GZmiXPQm5klzkFvZpY4B72ZWeJyBb2ktZKelDQuaXOb+ZL0mWz+I5LOz7usWRW55y0lHYNe0gLgJuBSYBWwQdKqlmGXAiuzn2Hg5uNY1qxS3POWmjxn9KuB8Yg4EBEvAtuBdS1j1gFfioYHgdMknZlzWbOqcc9bUvJ8Ofgy4Omm+xPABTnGLMu5LACShmmcGQFMSXoyR20dfRiWAs8Vsa5+l+K+0N/POus181htKT2/Zs2a5yno+Zljv3StXf/04nHmo4ge7+U29bi+WXs+T9CrzbTIOSbPso2JESPASI56joukvRExVPR6+5H3RW6l9HzVn5+q1wfVr7Gs+vIE/QRwVtP95cBkzjGLcixrVjXueUtKnmv0e4CVks6RtAhYD+xsGbMTeF/2ToQLgSMR8WzOZc2qxj1vSel4Rh8R05KuAe4FFgBbI2K/pKuy+VuAXcBlwDjwC+ADcy3bky2ZXeGXg/qY90UOJfZ81Z+fqtcH1a+xlPoU0fbyoZmZJcKfjDUzS5yD3swscUkHvaSDksYkPSxpb9n1nCiStko6JOnRpmmvkHS/pO9nv3+zzBrtWJIWSPqOpH8ru5Z2JJ0m6cuSnpD0uKQ3lV1TM0kflbRf0qOS7pD08grUVJnjMOmgz6yJiPOq/N7aHtgGrG2Zthn4ekSsBL6e3bfq+AjweNlFzOEfgXsi4veAc6lQrZKWAR8GhiLidTT+E3x9uVUBFToOXwpB/5ITEbuBwy2T1wG3ZrdvBf70RNZks5O0HPhj4Jaya2lH0m8AbwG+CBARL0bET0staqaFwGJJC4GTqcBnF6p0HKYe9AHcJ2lf9nHzl7Ja9j5vst9nlFyP/b9PA38J/G/Jdczmt4AfA/+UXV66RdKSsos6KiKeAa4Hfgg8S+MzDfeVW9WsSjkOUw/6iyLifBp/SfBqSW8puyCzZpLeDhyKiH1l1zKHhcD5wM0R8QbgBSp06S+7zr0OOAd4NbBE0nvLrapakg76iJjMfh8CdtD4y4IvVT/K/roi2e9DJddjDRcBfyLpII2/dPlWSf9SbkkzTAATEfHt7P6XaQR/VfwR8FRE/Dgi/ge4E/j9kmuaTSnHYbJBL2mJpFOO3gYuAR6de6mk7QTen91+P3BXibVYJiI+GRHLI2IFjf9A/PeIqNTZaET8F/C0pN/NJv0h8FiJJbX6IXChpJMliUZ9lfnP4halHId5/qhZv6oBOxrPOwuB2yPinnJLOjEk3QHUgaWSJoDrgL8D/lXSB2kcGO8ur0LrQ38O3Jb9/Z4DZH/yoQoi4tuSvgw8BEwD36ECfwqhSseh/wSCmVnikr10Y2ZmDQ56M7PEOejNzBLnoDczS5yD3swscQ56M7PEOejNzBL3f0js40R0InQaAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "quartets.groupby('quartet').hist();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The histograms allows us to start to see some differences" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Seaborn's histograms**\n", "\n", "[seaborn.histplot()](https://seaborn.pydata.org/generated/seaborn.histplot.html)\n", "\n", "We could do the same with seaborn with this code" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for quartet, g in quartets.groupby('quartet'):\n", " fig, axes = plt.subplots(1 , 2, figsize=(8, 2.5))\n", " sns.histplot(data=g, x=\"x\", hue='quartet', ax=axes[0], palette=palette, bins=10, kde=True);\n", " sns.histplot(data=g, x=\"y\", hue='quartet', ax=axes[1], palette=palette, bins=10, kde=True);\n", " plt.suptitle(f'Quartet {quartet}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot all quartets's two features `x` and `y` in two different plots moving out the subplots creation" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# some elements are 'bars' (default but too noisy when plotting so many features), 'step', 'poly'\n", "element = 'step'\n", "fig, axes = plt.subplots(1 , 2, figsize=(12, 5))\n", "legends = []\n", "for quartet, g in quartets.groupby('quartet'):\n", " legends.append(f'quartet {quartet}')\n", " sns.histplot(data=g, x=\"x\", hue='quartet', ax=axes[0], palette=palette, bins=10, kde=False, alpha=.2, element=element);\n", " sns.histplot(data=g, x=\"y\", hue='quartet', ax=axes[1], palette=palette, bins=10, kde=False, alpha=.2, element=element);\n", " \n", "axes[0].legend(legends)\n", "axes[1].legend(legends);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### FacetGrid\n", "\n", "This is a powerful tool that can be used in combination with ploting method from seaborn or even matplotlib to plot multiple subplots based on some conditional relationship.\n", "\n", "[`seaborn.FacetGrid()`](https://seaborn.pydata.org/generated/seaborn.FacetGrid.html): Multi-plot grid for plotting conditional relationships.\n", "\n", "**Grid of histograms**" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for feature in ['x', 'y']:\n", " # create the grid with condition quartet\n", " g = sns.FacetGrid(quartets, col=\"quartet\", palette=palette, col_wrap=4)\n", " # for every condition we are going to create a subplot for the grid for column \"feature\"\n", " g.map(sns.histplot, feature, bins=10);\n", " \n", "# col_wrap define the number of columns. Change the value to 3 and 2 to understand visually its behaviour" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can create one FacetGrid for all. For that we need to convert the dataframe to access values based on conditions." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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quartetvariablevalue
0Ix10.00
1Ix8.00
2Ix13.00
3Ix9.00
4Ix11.00
............
83IVy5.25
84IVy12.50
85IVy5.56
86IVy7.91
87IVy6.89
\n", "

88 rows Γ— 3 columns

\n", "
" ], "text/plain": [ " quartet variable value\n", "0 I x 10.00\n", "1 I x 8.00\n", "2 I x 13.00\n", "3 I x 9.00\n", "4 I x 11.00\n", ".. ... ... ...\n", "83 IV y 5.25\n", "84 IV y 12.50\n", "85 IV y 5.56\n", "86 IV y 7.91\n", "87 IV y 6.89\n", "\n", "[88 rows x 3 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "melted = pd.melt(quartets, id_vars='quartet', var_name='x', value_name='value').rename(columns={'x':'variable'})\n", "melted" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# create the grid with quartets as columns and variable as rows\n", "g = sns.FacetGrid(melted, row=\"variable\", col='quartet', palette=palette, sharex=False)\n", "g.map(sns.histplot, 'value', bins=10);\n", "# we need set sharex to False to avoid distorting shapes between rows (you can try changing it to True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter plots\n", "Knowing that we have `x` and `y` features, we can think about using other kind of helpful plots. Why not a scatter plot?" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "quartets.groupby('quartet').plot.scatter(x='x', y='y', s=50);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Scatter plots with seaborn**\n", "\n", "We can combine matplotlib with seaborn to improve the aesthetic." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2,2,figsize=(7,7))\n", "axes = axes.flatten().tolist()\n", "for quartet, g in quartets.groupby('quartet'):\n", " ax = axes.pop(0)\n", " sns.scatterplot(data=g, x='x', y='y', ax=ax) \n", " ax.set_title(f'quartet {quartet}')\n", "plt.subplots_adjust(hspace=0.3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Scatter plots with FacetGrid**\n", "\n", "FacetGrid is great to avoid writting too many lines of matplotlib code. In this case we can force the grid to share x and y domain to simplify features domains comparison." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(quartets, col='quartet', palette=palette, col_wrap=2, sharex=True, sharey=True)\n", "g.map(sns.scatterplot, 'x', 'y');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Line plots\n", "We could also use a lineplot but to do that we need to know that dots should be ordered in the x axis." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "quartets.sort_values(by='x').groupby('quartet').plot(x='x', y='y', marker='o', lw=.7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### All in one\n", "We also can use matplotlib to plot all groups in the same plot" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# create one figure of 1 x 1 size.\n", "fig, ax = plt.subplots(1,1,figsize=(16,6))\n", "# plot all 4 quartets in the same ax\n", "quartets.sort_values(by='x').groupby('quartet').plot(x='x', y='y', marker='o', ms=10, lw=.7, alpha=.7, ax=ax)\n", "plt.ylabel('y')\n", "plt.title('All in one quartets');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Lineplots with seaborn\n", "\n", "[Seaborn.lineplot()](https://seaborn.pydata.org/generated/seaborn.lineplot.html) simplifies the creation of the same plot." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(16,6))\n", "sns.lineplot(data=quartets, x='x', y='y', hue='quartet', marker='o', ms=10, lw=.7, alpha=.7, ax=ax)\n", "plt.title('All in one quartets');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can plot all quartets together (removing the conditional `hue` for seaborn)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1,2,figsize=(16,4))\n", "sns.lineplot(data=quartets, x='x', y='y', lw=.7, ax=axes[0])\n", "axes[0].set_title('one line of seaborn')\n", "quartets.plot(x='x', y='y', lw=.7, ax=axes[1])\n", "axes[1].set_title('one line of matplotlib');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seaborn is built on matplotlib, so using more lines of matplotlib should let you arrive to the same seaborn plot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LetΒ΄s use a different dataset\n", "\n", "We will load an already known dataset.\n", "\n", "Source: https://www.kaggle.com/spscientist/students-performance-in-exams \n", "Original source generator: http://roycekimmons.com/tools/generated_data/exams\n", "\n", "If you go to the original source you will find this is a fictitious dataset created specifically for data science training purposes." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('StudentsPerformance.csv').rename(\n", " columns={\n", " 'race/ethnicity': 'group',\n", " 'parental level of education': 'parental',\n", " 'test preparation course': 'course',\n", " 'math score': 'math',\n", " 'reading score': 'reading',\n", " 'writing score': 'writing'\n", " }\n", " )" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 1000 entries, 0 to 999\n", "Data columns (total 8 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 gender 1000 non-null object\n", " 1 group 1000 non-null object\n", " 2 parental 1000 non-null object\n", " 3 lunch 1000 non-null object\n", " 4 course 1000 non-null object\n", " 5 math 1000 non-null int64 \n", " 6 reading 1000 non-null int64 \n", " 7 writing 1000 non-null int64 \n", "dtypes: int64(3), object(5)\n", "memory usage: 62.6+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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gendergroupparentallunchcoursemathreadingwriting
0femalegroup Bbachelor's degreestandardnone727274
1femalegroup Csome collegestandardcompleted699088
2femalegroup Bmaster's degreestandardnone909593
3malegroup Aassociate's degreefree/reducednone475744
4malegroup Csome collegestandardnone767875
\n", "
" ], "text/plain": [ " gender group parental lunch course math \\\n", "0 female group B bachelor's degree standard none 72 \n", "1 female group C some college standard completed 69 \n", "2 female group B master's degree standard none 90 \n", "3 male group A associate's degree free/reduced none 47 \n", "4 male group C some college standard none 76 \n", "\n", " reading writing \n", "0 72 74 \n", "1 90 88 \n", "2 95 93 \n", "3 57 44 \n", "4 78 75 " ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['group B', 'group C', 'group A', 'group D', 'group E']" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['group'].unique().tolist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's simplify the dataframe\n", "\n", "We can simplify the group values to the group letter\n", "\n", "**Series.str**\n", "\n", "[`Series.str`](https://pandas.pydata.org/docs/reference/api/pandas.Series.str.html): Vectorized string functions for Series and Index." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['B', 'C', 'A', 'D', 'E']" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['group'] = df['group'].str[-1]\n", "df['group'].unique().tolist()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "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", "
gendergroupparentallunchcoursemathreadingwriting
0femaleBbachelor's degreestandardnone727274
1femaleCsome collegestandardcompleted699088
2femaleBmaster's degreestandardnone909593
3maleAassociate's degreefree/reducednone475744
4maleCsome collegestandardnone767875
\n", "
" ], "text/plain": [ " gender group parental lunch course math reading \\\n", "0 female B bachelor's degree standard none 72 72 \n", "1 female C some college standard completed 69 90 \n", "2 female B master's degree standard none 90 95 \n", "3 male A associate's degree free/reduced none 47 57 \n", "4 male C some college standard none 76 78 \n", "\n", " writing \n", "0 74 \n", "1 88 \n", "2 93 \n", "3 44 \n", "4 75 " ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['none', 'completed'], dtype=object)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['course'].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Series.apply**\n", "\n", "[`Series.apply`](https://pandas.pydata.org/docs/reference/api/pandas.Series.apply.html):Invoke function on values of Series.\n", "\n", "```python\n", "Series.apply(func, convert_dtype=True, args=(), **kwargs)\n", "```" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([False, True])" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we verify that we have never change this column values yet\n", "if 'completed' in df['course'].unique().tolist():\n", " df['course'] = df['course'].apply(lambda x: 1 if x == 'completed' else 0)\n", "\n", "# we can change the column values type to boolean\n", "df['course'] = df['course'].astype(bool)\n", "df['course'].unique()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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gendergroupparentallunchcoursemathreadingwriting
0femaleBbachelor's degreestandardFalse727274
1femaleCsome collegestandardTrue699088
2femaleBmaster's degreestandardFalse909593
3maleAassociate's degreefree/reducedFalse475744
4maleCsome collegestandardFalse767875
\n", "
" ], "text/plain": [ " gender group parental lunch course math reading \\\n", "0 female B bachelor's degree standard False 72 72 \n", "1 female C some college standard True 69 90 \n", "2 female B master's degree standard False 90 95 \n", "3 male A associate's degree free/reduced False 47 57 \n", "4 male C some college standard False 76 78 \n", "\n", " writing \n", "0 74 \n", "1 88 \n", "2 93 \n", "3 44 \n", "4 75 " ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Missing values" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "gender 0\n", "group 0\n", "parental 0\n", "lunch 0\n", "course 0\n", "math 0\n", "reading 0\n", "writing 0\n", "dtype: int64" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isna().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "None of the column series present missing values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Some questions:**\n", "- Does gender affect math scores?\n", "- Does math scores affect gender? \n", "- Does reading and writing scores affect math scores? \n", "- Do math scores affect reading and writing scores? \n", "- Does a group perform better at math than the rest?\n", "- Does parental level education affect math scores?" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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readingmath
3406158
3707784
1867680
6877877
4997176
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" ], "text/plain": [ " reading math\n", "340 61 58\n", "370 77 84\n", "186 76 80\n", "687 78 77\n", "499 71 76" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['reading','math']].sample(5)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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readingmath
count1000.0000001000.00000
mean69.16900066.08900
std14.60019215.16308
min17.0000000.00000
25%59.00000057.00000
50%70.00000066.00000
75%79.00000077.00000
max100.000000100.00000
\n", "
" ], "text/plain": [ " reading math\n", "count 1000.000000 1000.00000\n", "mean 69.169000 66.08900\n", "std 14.600192 15.16308\n", "min 17.000000 0.00000\n", "25% 59.000000 57.00000\n", "50% 70.000000 66.00000\n", "75% 79.000000 77.00000\n", "max 100.000000 100.00000" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['reading','math']].describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's not common at all to see a zero on scores. Here we see a 0 found at math" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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gendergroupparentallunchcoursemathreadingwriting
59femaleCsome high schoolfree/reducedFalse01710
\n", "
" ], "text/plain": [ " gender group parental lunch course math reading \\\n", "59 female C some high school free/reduced False 0 17 \n", "\n", " writing \n", "59 10 " ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df['math'] == 0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Does this sample look possible? Why?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Histograms for our selected variables" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df[['reading', 'math']].hist(bins=50, grid=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Histograms for our selected variables (seaborn)\n", "\n", "[seaborn.histplot()](https://seaborn.pydata.org/generated/seaborn.histplot.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot histogram in different plots using matplotlib subplots" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,4))\n", "sns.histplot(df[['reading']], bins=50, ax=plt.subplot(121), palette=palette)\n", "sns.histplot(df[['math']], bins=50, ax=plt.subplot(122), palette=palette);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But knowing that by default sns.histplot merges all features into the same plot, it could be simpler" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.histplot(df[['reading', 'math']], bins=50, palette=palette);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Kernel Density Estimate" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df[['reading', 'math']].plot.kde()\n", "plt.title('KDEs');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seaborn comes with the method [`seaborn.kdeplot()`](https://seaborn.pydata.org/generated/seaborn.kdeplot.html) to create Kernel Density Plots but we can just set the histplot params kde to True to combine them." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.histplot(df[['reading', 'math']], bins=50, kde=True, palette=palette);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### BoxPlot" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df[['reading', 'math']].boxplot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At first glance distributions looks similar as one could expect. Math scores distribution looks a bit shifted down." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Boxplots with seaborn**\n", "\n", "[`seanborn.boxplot()`](https://seaborn.pydata.org/generated/seaborn.boxplot.html)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=df[['reading', 'math']], palette=palette);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Boxenplots or Letter values**\n", "\n", "[`seaborn.boxenplot()`](https://seaborn.pydata.org/generated/seaborn.boxenplot.html)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.boxenplot(data=df[['reading', 'math']], palette=palette);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Violinplots**\n", "\n", "[`seaborn.violinplot()`](https://seaborn.pydata.org/generated/seaborn.violinplot.html)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.violinplot(data=df[['reading', 'math']], palette=palette);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "What about the relation between the scores? Do they interact?\n", "#### Scatter to the rescue" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot.scatter(x='reading', y='math', s=10, alpha=.5, figsize=(6,5))\n", "plt.title('reading vs math');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is visual correlation between these variables.\n", "\n", "### Correlation\n", "Pandas has implemented a method named `corr()`.\n", "\n", "`DataFrame.corr()`: Compute pairwise correlation of columns, excluding NA/null values.\n", "```python\n", "DataFrame.corr(method='pearson', min_periods=1)\n", "```\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " reading math\n", "reading 1.00000 0.81758\n", "math 0.81758 1.00000" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['reading', 'math']].corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pandas corr() offers different correlation methods. In most cases `pearson` or/and `spearman` are the methods to go." ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pearson correlation: 0.818\n", "kendall correlation: 0.617\n", "spearman correlation: 0.804\n" ] } ], "source": [ "for method in ['pearson', 'kendall', 'spearman']:\n", " # iloc is used to access value at first row second column.\n", " corr = df[['reading', 'math']].corr(method=method).iloc[0,1]\n", " print(f'{method} correlation: {corr:.3f}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've confirmed there is a strong (linear) correlation between reading and math scores. Each variable could work as a proxy of the other variable." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Boxplot on the whole dataframe" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.boxplot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Correlation between all variables" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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coursemathreadingwriting
course1.0000000.1777020.2417800.312946
math0.1777021.0000000.8175800.802642
reading0.2417800.8175801.0000000.954598
writing0.3129460.8026420.9545981.000000
\n", "
" ], "text/plain": [ " course math reading writing\n", "course 1.000000 0.177702 0.241780 0.312946\n", "math 0.177702 1.000000 0.817580 0.802642\n", "reading 0.241780 0.817580 1.000000 0.954598\n", "writing 0.312946 0.802642 0.954598 1.000000" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reading and writing have a really strong correlation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Of course one could use plots**" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cols = ['math', 'reading', 'writing']\n", "for i, c1 in enumerate(cols):\n", " c2 = cols[i+1] if i < len(cols)-1 else cols[0]\n", " df.plot.scatter(x=c1, y=c2, s=10, alpha=.5)\n", " plt.title(f'{c1} vs {c2}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Scatter plots with seaborn**\n", "\n", "Seaborn comes with [`seaborn.scatterplot()`](https://seaborn.pydata.org/generated/seaborn.scatterplot.html)." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(df.select_dtypes('number'), palette=palette);" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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gendermathreadingwriting
663female656967
903female93100100
443female738376
362female525858
137male705556
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" ], "text/plain": [ " gender math reading writing\n", "663 female 65 69 67\n", "903 female 93 100 100\n", "443 female 73 83 76\n", "362 female 52 58 58\n", "137 male 70 55 56" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['gender','math', 'reading', 'writing']].sample(5)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mathreadingwriting
count1000.000001000.0000001000.000000
mean66.0890069.16900068.054000
std15.1630814.60019215.195657
min0.0000017.00000010.000000
25%57.0000059.00000057.750000
50%66.0000070.00000069.000000
75%77.0000079.00000079.000000
max100.00000100.000000100.000000
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" ], "text/plain": [ " math reading writing\n", "count 1000.00000 1000.000000 1000.000000\n", "mean 66.08900 69.169000 68.054000\n", "std 15.16308 14.600192 15.195657\n", "min 0.00000 17.000000 10.000000\n", "25% 57.00000 59.000000 57.750000\n", "50% 66.00000 70.000000 69.000000\n", "75% 77.00000 79.000000 79.000000\n", "max 100.00000 100.000000 100.000000" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['gender','math', 'reading', 'writing']].describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Pie plot" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ], "text/plain": [ " course math reading writing\n", "gender \n", "female 0.355212 63.633205 72.608108 72.467181\n", "male 0.360996 68.728216 65.473029 63.311203" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby('gender').mean()" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.groupby('gender').boxplot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "pandas.melt() is a powerful method to unpivot a dataframe. We are going to use it to simplify use of some seaborn plots." ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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3maleAassociate's degreefree/reducedFalsemath47
4maleCsome collegestandardFalsemath76
\n", "
" ], "text/plain": [ " gender group parental lunch course skill score\n", "0 female B bachelor's degree standard False math 72\n", "1 female C some college standard True math 69\n", "2 female B master's degree standard False math 90\n", "3 male A associate's degree free/reduced False math 47\n", "4 male C some college standard False math 76" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "score_cols = df.select_dtypes('number').columns.tolist()\n", "id_vars = [c for c in df.columns if c not in score_cols]\n", "score_cols, id_vars\n", "melted = pd.melt(df, id_vars=id_vars, var_name='skill', value_name='score')\n", "melted.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When you make things easier to read for seaborn, seaborn will make the plots easier to read for you." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for func in [sns.boxplot, sns.boxenplot, sns.violinplot]:\n", " g = sns.FacetGrid(melted, col=\"skill\")\n", " g.map(func, 'score', 'gender', order=None, palette=palette);" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(df, palette=palette, hue='gender');" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.groupby('gender').plot.kde();" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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gendergroupparentallunchcoursemathreadingwritingis_femaleis_male
0femaleBbachelor's degreestandardFalse7272741.00.0
1femaleCsome collegestandardTrue6990881.00.0
2femaleBmaster's degreestandardFalse9095931.00.0
3maleAassociate's degreefree/reducedFalse4757440.01.0
4maleCsome collegestandardFalse7678750.01.0
\n", "
" ], "text/plain": [ " gender group parental lunch course math reading \\\n", "0 female B bachelor's degree standard False 72 72 \n", "1 female C some college standard True 69 90 \n", "2 female B master's degree standard False 90 95 \n", "3 male A associate's degree free/reduced False 47 57 \n", "4 male C some college standard False 76 78 \n", "\n", " writing is_female is_male \n", "0 74 1.0 0.0 \n", "1 88 1.0 0.0 \n", "2 93 1.0 0.0 \n", "3 44 0.0 1.0 \n", "4 75 0.0 1.0 " ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['is_female'] = df['gender'].apply(lambda x: 1 if x == 'female' else 0)\n", "df['is_female'] = df['is_female'].astype(float)\n", "\n", "df['is_male'] = df['gender'].apply(lambda x: 1 if x == 'male' else 0)\n", "df['is_male'] = df['is_male'].astype(float)\n", "\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of looking at correlation between all variables we want to see how this new variables `is_female` correlates with the scores. Pandas gives us the method `DataFrame.corrwith()` for this kind of cases." ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "math -0.167982\n", "reading 0.244313\n", "writing 0.301225\n", "dtype: float64" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['math', 'reading', 'writing']].corrwith(df['is_female'])" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "math 0.167982\n", "reading -0.244313\n", "writing -0.301225\n", "dtype: float64" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['math', 'reading', 'writing']].corrwith(df['is_male'])" ] }, { "attachments": { "image.png": { "image/png": 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Oc9mLeVw0UZ4Wx/XsXRMXh0XttfGdzUbIb7KWYwJ9jhP7hL09PM7Bcqm29InwjiJygDSfhBXCLiUC5/ZDn4hPKCIUkUUvOJ4bnEdpTxHZnYiIQUch0ZZ2krD74wd9Ij7ZSSYiBm0ZnEcZi4TdHz/oE/EJRYTbGW5nTuAARYQicqjAIWGFsHvJHukT8QkzkRNWoa2JTMIKYbfGvjUefSI+WUxEXEf8IwbkwG1yYAc/NhNVayn/LZ93gXnL89/j3OkTiVmHRe218S9WxaA9EubSNpGw++MHfSI+oYjwmgiznBM4QBGhiBwqcEhYIeyls0KMT5+IT5iJnLAKgUhbvZOwQtitMB8bhz4Rn1BEKCKHysrGgnurcooIReRQgUPCCmG3EomxcegT8QkzEWYihxLUseDeqpwiQhE5VOCQsELYrURibBz6RHyyXSZS3PU9uzHtyN3LzH1UO9nD1HpjJNlT+Thhr+t2e3vCvmXLmE/8fVZx+8PiFqH29ont23c6v+r7BUvgtuy6xPlNRCQAakUj3AdVATQiIlPBuT0RCQIiRDz+jX+n+vqS9Xoi4vmu7qtqOanvLexEoXVrUCwMKkY6i+elsVj3F6vq0Q75RM1dsWs3Y246Qj1/1qu9AG0dFp9GptU8y4j0M2p825evh1fqEYcSnJdbBXqErT6CwM1RYZfjzuPzfdn2SU0U3LnI0cpiaeIAT4h8ejc8vHwxPKDdTgXEcWn1TCQHqElgD65+LERwBoLYiEMuTOpY18tXhCLgMof6tvphzL5fEaim7Ss7uE3YejBoDC5l87WPO8snGc8sNqXovH3zevjLcarbru572/c2dVYWkRmpdQUwLUASGP0+Ue/tG/d4Cb2FCu105uEA9/XjLfvR1jvQC0Pp4Es5afq4+7B5ur3bEH1pe+aIiOax2BG3NS6Tbj0yohIT0n4/uB1QRPpB4oUAF7SMc0K72uM84cTji0ico5n3fsi2xwA41aapIuIFxCxmpT9K3sU6FJEARF2FSyBrqZtuK0BPERGXgeT18uPSBhkDZeNtTiXhnHbTCBtshSDO6Z914e/p71N8MkVAPPYtsWidX3n7PJcPK2cieKyl3laIo0zQVgCri8i07Yzbkvj+0yrQb+eAM/YcaTvjsbsbcP1oLglYXzg5FYu+iMStSu3itrp+l8aqcN+Xtc7fnIikq81WSEKA3w3pGkUFsLqIVIRJtbVCEJ2J9L64UGqFxbZ1xDpCJhJspIDMF4IUxCcEZU9EPG9rAuLHsZz7UDyrV81D8focW9duu34mEh0E0ZBrElZUpm9nAsh5fxCjQgi8I0Ss8nY6+Iq2BxCRfD5NfE8IlLXJd+T+myIS+SZ+kGdCg6NYnFIdLHK5jygiSlFzcHg862f3TcISx1k4Lila9InE92aZyJIOvLW+SFgh7F58T5+ITygiB1jNSVghLEVkn1is+7P3AwTpXojZsoMiss/Aafnr1s4zEzmAyFFEKCJ7FiaKCEXkYhcn9xwYY7ZR2EXYKSIUEYrICRygiFBEDhU4JKwQdixD2KqcPhGfMBM5YRXaiqgYh4QVwgKTS7/TJ+KTxUTEdcQ/YkAO3CYH+BXvzrMRF5iXXnk5vqy8Dgv6RPBwWNRefKD3joSFhBXC7kXM6BPxCUVkR2LRChASVgjbwmjr8/SJ+IQiQhHhVukEDlBEKCKHChwSVgi7dcbRGo8+EZ8wEzlhFWoRa63zJKwQdi2M5/ZLn4hPKCIUkUNlZXODfa36FBGKyKECh4QVwq4lCnP7pU/EJ8xEmIkcSlDnBvta9SkiW4qIvzmy3Gcy3VeyeSNbMW4tAvT61TeH1p97bdYuGydsvCF1fN6Ovm/s2rbdav99n1h/BM7rewpn5a17rB5ggXP+Xz8TcSJSCEYEcYfg7UU4dHBOImzCch93qNf2X+Pnrk/cDZYLzsviaDkWYuHIwn8hEbGPrwx3v34xvPKPvrwT0TFZTPlMXHunc1veKwvP5EV2ZNtpB+vPlwyEUcJmD33ei92XxGztsbs+cbxNoi7i4W2q3cG9utBm7XaclVxIRJz66uCtPL3NC4iqUz1WKaIvj8f6swNfH1f7kXF0AOrPa5Oy13+XsAW5mIn0sFyqrOcTt4A9PLhnQWOhavAUvqsJC8oO8L6NiCQwAWp4z5/DIcf1FE+Cul4eCDK/TPr9OLQ+L0W+U/rpEVb6C/P2xG2tggcgpMxn3ytxzyeeQ2o7E7JitcCpsjBfJ/yykB0FA9i5jYgUoMVgTefz1TM/DoTyzvABUi8Xh8jDqjDRXpn0e2QRkaDz80nYynmLBc+fg0dPRMp+1cLmMuHCNxSR/r9FV0H7ONgn3uWikB9TREpidkTg4OnxrLleKLuaJyJhcfIXT/XWGrYf3F8Xy0SCiGCvmIuGUm4AjWf6+kykXh7IN7+stYXR5y9J7C5hr5CUl8R66thtn+RcdmIfOOm36zXBaC20ivtT7bpEvYuJiA3QCvA+ONQ+sXoMEcoymzywtOOq/cg42i79+RLOwZhtwgpB5SvCQNjmtwMHISbmvtf3nk88b9SWJd9eWl71Fr1OtrkjP24jIrULqwpkPOBYLqxG8HzA42KsBDqI5Z2j+tbte2VX9RWvJ1MQ4fRtAC+srv4r3J6IOH56oUjcVIud91cUepQf3F/ri8iOFBPic7T3McIebT7XYC99IlkSReQAIkfCCmH3IkD0ifiEIkIRWT3130vgL2kHRYQicqjAIWGFsEsKwTl90SfiE2YizEQOJajnBP6SbSkiFJFDBQ4JK4RdUgjO6Ys+EZ8wE2EmcihBPSfwl2xLEaGIHCpwSFgh7JJCcE5f9In4hJkIM5FDCeo5gb9kW4rICiLiQOUfMSAHbpMDZz+Lt9YBzxEBInDbCMx6oPdtQ8XZEwEiUEOAIlJDheeIABGYjABFZDJUrEgEiEANAYpIDRWeIwJEYDICFJHJULEiESACNQQoIjVUeI4IEIHJCFBEJkPFikSACNQQoIjUUOE5IkAEJiNAEZkMFSsSASJQQ4AiUkOF54gAEZiMAEVkMlSsSASIQA0BikgNFZ4jAkRgMgIUkclQ1Sv+/hWel4P3T4fv/lOvu9RZjPnFb7bHdz986p9Q//jDO1vQPXo3fPfYthl9pmfd4Bkq/v3L4fdu3+sWwjbg0MJlXSvYO0XkZA644INwlO/zAnmeEa1gQVBNHxtzuA4RmYciay+FAEXkRCQRsE+e2tW4PP/H8EVctb+LmYJf1b/6w4ws7ZwgtYPaNZolIr996bMTZBIiMBAQEUApE9NgV60s1frP98Ojm+Pj98N3KjPL26CvYEtljk1b40gYJ471e8SzlYkknH6I9tWyJ93nV38MsBF9pjnyQxMBikgTml4BArASCCrIQxBBRCRYEdAgKoiL8+HdipO2JgXH2HYmC8rUvxcwzEHsyoPejQnbamXJJh2IPlDRp+CDfpINvp6UD11b3UjjOOa44NiOeTc8SQJe9vn4GLaE8E2aIz80EaCINKHpFYB8jUCPAZGLCIgJcodyBLPqy7Qv7UD7IjhiANt+7waMK4GI4MXYOC7Hqgd/FAkEYxIR9IN+MTbwQnkuTnl9Z4dtk+x4/H4IV3zKNsAF88VxEg0IVeyj7BNjwu4SD54pEaCIlJhMOAOyqcDXrYwIVOpWy7F6q3cEqe5bZTpdEUFgp6ALnSBwQqAhECW4s6FSJlIdC/ZVxjLjVMrNOI1y3QcEAQLh2utyd5zXyY+TMEVMyvKyT2MnD6oIUESqsIyd7AcfyGkzESU4U0UkEwBYhf51QLkyBJUZN+sDdeaKSOgTFmTvFREw41TKbQ9RaDu21uZsxqCIWEg3PKKInAg2CNy+sIrVfSwTgSApkRmxqRZQrglsWmM7c5aIpK2J2iZga+GzGWCgylObgCPm5i7ehu0McJU2OS75cZ6JTOlzxBUsHoaBInIyDYT4tVRfgg5kVyJhMhEJ/ryfPNOAqWVwhBIERRobgWouduoLi9kcsD3BQEqYctvCcRTKSqYBWzAHHNt+ILTDsOaFVdiQi0g6Vvjwwqpy/sSPFJGJQLWqIaAlOFRg+EbjIuKq5UGWhKAyMMaU4AiV0IdpmwmJKXPNdPmKIlKbY26/seXp3VDYCrHyQf/lgK/M0U+OS36cRCNlM8MwqD7deMAQfVbg56kMAYpIBggPbwiBJKCSJZbCc0N4nDhVisiJwLHZFSCgshDJJN23YyIqVzDL1adAEVkdYg6wawRSNoKv1vPt6K6t34VxFJFduIFGEIHjIkAROa7vaDkR2AUCFJFduIFGEIHjIjBLRPgk+Nt8Ejz9ftt+78vbH/N+bObI9O7931fxd01zOdcnxMJymngIHg6L3sv9rmZ2JnIuYffSnkSxRNmLX/ZgB7lhudETEVdGEbmSzOqc4GPQSNA4HImH4OGwGHtRRCgiDJqMAxQRisikazYkiiXKOZnMtbUlNyw3mIlkqwwIT6JYogAXvnM7ozng4mTsxe1MQ2Q0kNf+mYIqgup8TTwED4pIRyBIFEuUaxfKOfMjNyw3LpCJ/Dw8w01e7r8d/uwE8hzHmrr/+Ha4d2Oc0f8komAczOfp3fDsRwH4Hco7dvz0WfjHLtOuiQmw+3z4qVlHjb9QnR4WsN/+l+ucOS1vr+HCCAZ/fvOJf2TG/Tf/9NfK8uNaXz08UB/9CC7zfIb2sAv9zn2Hf6bxa74vHBZjr+W3Mz9+rp5z8snw9T/mGz4K5ITgHetjlChmHvgPz/CeHL+AHdbOY4nIk6cr+XdEGCxmfX6dEqxj3EDgioCAH9PxOMWuOfNequ4FROSfw9f3DtBPhmef2RUgTUoF3tdxlXbOSIH5/u8BTnr2Tcw4fCaglF71kTIdnItZg+4vja3I2ScKgtlmHnD8k6fRFozpMhElOnrsNBeVwUg/ASsRWoyb9a+DFWNW5ol+77/5VrJB3VbNX2PSw6Jmv2uL85hrGvuzz0OWqMZF3RB0lUBT2Lk6+aqKvlvte/2jbWFnzEw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} }, "cell_type": "markdown", "metadata": {}, "source": [ "#### One Hot Encoding\n", "\n", "What we have just done is known as One Hot Encoding of the `gender` variable.\n", "\n", "![image.png](attachment:image.png)\n", "\n", "Pandas has a method to simplify this kind of conversion under the name: `get_dummies()`\n", "\n", "`pd.get_dummies()`: Convert categorical variable into dummy/indicator variables.\n", "\n", "```python\n", "pandas.get_dummies(data, prefix=None, prefix_sep='_', dummy_na=False, columns=None,\n", " sparse=False, drop_first=False, dtype=None)\n", "```" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " female male\n", "0 1 0\n", "1 1 0\n", "2 1 0\n", "3 0 1\n", "4 0 1" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.get_dummies(df['gender']).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In example, we could make use of this method to create a new DataFrame with the scores and the one hot encoded version of gender variable. We use `get_dummies()` to encode the categorical gender variable and then we use the `pd.concat()` method to concatenate two DataFrames on the horizonal axis." ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " math reading writing female male\n", "0 72 72 74 1 0\n", "1 69 90 88 1 0\n", "2 90 95 93 1 0\n", "3 47 57 44 0 1\n", "4 76 78 75 0 1" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_encoded = pd.concat([df[['math', 'reading', 'writing']], pd.get_dummies(df['gender'])], axis=1)\n", "df_encoded.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then using one line of code more we could arrive to the same conclusions" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " math reading writing female male\n", "math 1.000000 0.817580 0.802642 -0.167982 0.167982\n", "reading 0.817580 1.000000 0.954598 0.244313 -0.244313\n", "writing 0.802642 0.954598 1.000000 0.301225 -0.301225\n", "female -0.167982 0.244313 0.301225 1.000000 -1.000000\n", "male 0.167982 -0.244313 -0.301225 -1.000000 1.000000" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_encoded.corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Extra**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of ML models don't work with categorial variables. You will become familiar with method like get_dummies() from pandas or similar ones from other libraries to prepare the data that will feed your models. Sometimes, it is convenient to normalize or standardize the data. We already known that the new dataset ranges, so we could normalize it using one line of code." ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " math reading writing female male\n", "0 0.72 0.867470 0.822222 1.0 0.0\n", "1 0.69 1.084337 0.977778 1.0 0.0\n", "2 0.90 1.144578 1.033333 1.0 0.0\n", "3 0.47 0.686747 0.488889 0.0 1.0\n", "4 0.76 0.939759 0.833333 0.0 1.0" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_normalized = df_encoded.div(df_encoded.max() - df_encoded.min())\n", "df_normalized.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The new dataset `df_normalized` looks like a generic dataset for any kind of ML algorithm\n", "\n", "And we can check that we don't change correlations after normalizing them." ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mathreadingwritingfemalemale
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" ], "text/plain": [ " math reading writing female male\n", "math True True True True True\n", "reading True True True True True\n", "writing True True True True True\n", "female True True True True True\n", "male True True True True True" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_normalized.corr().round(14) == df_encoded.corr().round(14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Heatmap\n", "\n", "[`seaborn.heatmap()`](https://seaborn.pydata.org/generated/seaborn.heatmap.html): Plot rectangular data as a color-encoded matrix.\n", "\n", "Heatmap is a great tool for plotting features' correlations\n" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(8,6))\n", "sns.heatmap(df_normalized.corr(), annot=True, fmt='.2f', cmap='Blues', ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Who will approve?" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "approval_threshold = 40" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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4maleCsome collegestandardFalse7678750.01.01
\n", "
" ], "text/plain": [ " gender group parental lunch course math reading \\\n", "0 female B bachelor's degree standard False 72 72 \n", "1 female C some college standard True 69 90 \n", "2 female B master's degree standard False 90 95 \n", "3 male A associate's degree free/reduced False 47 57 \n", "4 male C some college standard False 76 78 \n", "\n", " writing is_female is_male approved \n", "0 74 1.0 0.0 1 \n", "1 88 1.0 0.0 1 \n", "2 93 1.0 0.0 1 \n", "3 44 0.0 1.0 1 \n", "4 75 0.0 1.0 1 " ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['approved'] = df['math'] >= approval_threshold\n", "df['approved'] = df['approved'].astype(int)\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD3CAYAAAANMK+RAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAALVklEQVR4nO3dX4id+V3H8ffHiQGl6ooZl23+mICpNUJX6pj2Rlwp2mR7EQQvkoqLiyUEGtG7zZVe9KalCFKaNoQSlt40Ny4a27i5EGov1sXMwpo2XbIOabsZs7CzWgrai5jdrxczraenZ855kj3JmG/eLxiY5/n9eOZ7Mbx59sl5ZlNVSJIefD+x1QNIkubDoEtSEwZdkpow6JLUhEGXpCYMuiQ1MTPoSc4leSPJNzZZT5LPJFlJciXJ++c/piRpliF36M8Ch6asHwb2b3wdBz7/zseSJN2pbbM2VNXXkuydsuUI8MVaf0PpxSSPJHmsql6fdt0dO3bU3r3TLitJGvfSSy+9WVWLk9ZmBn2AncCNkePVjXNTg753716Wl5fn8OMl6eGR5Dubrc3jH0Uz4dzEvyeQ5HiS5STLa2trc/jRkqQfmEfQV4HdI8e7gJuTNlbV2apaqqqlxcWJ/8UgSbpL8wj6BeCpjU+7fBD43qzn55Kk+Zv5DD3Jl4AngB1JVoG/BH4SoKrOABeBJ4EV4PvA0/dqWEnS5oZ8yuXYjPUCPj63iSRJd8U3RSWpCYMuSU0YdElqYh4vFrW299RXtnqEVr79yY9s9QhSW96hS1ITBl2SmjDoktSEQZekJgy6JDVh0CWpCYMuSU0YdElqwqBLUhMGXZKaMOiS1IRBl6QmDLokNWHQJakJgy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqQmDLklNGHRJasKgS1ITBl2SmjDoktSEQZekJgy6JDVh0CWpiUFBT3IoybUkK0lOTVj/uSR/n+Rfk1xN8vT8R5UkTTMz6EkWgNPAYeAAcCzJgbFtHwe+WVWPA08Af5Vk+5xnlSRNMeQO/SCwUlXXq+oWcB44MrangJ9JEuBdwH8Ct+c6qSRpqiFB3wncGDle3Tg36rPArwI3ga8Df1ZVb89lQknSIEOCngnnauz4w8DLwLuBXwc+m+Rnf+xCyfEky0mW19bW7nBUSdI0Q4K+CuweOd7F+p34qKeB52rdCvAt4L3jF6qqs1W1VFVLi4uLdzuzJGmCIUG/DOxPsm/jHzqPAhfG9rwGfAggyaPArwDX5zmoJGm6bbM2VNXtJCeBS8ACcK6qriY5sbF+BvgE8GySr7P+iOaZqnrzHs4tSRozM+gAVXURuDh27szI9zeB35vvaJKkO+GbopLUhEGXpCYMuiQ1YdAlqQmDLklNGHRJasKgS1ITBl2SmjDoktSEQZekJgy6JDVh0CWpCYMuSU0YdElqwqBLUhMGXZKaMOiS1IRBl6QmDLokNWHQJakJgy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqQmDLklNGHRJasKgS1ITBl2SmjDoktSEQZekJgYFPcmhJNeSrCQ5tcmeJ5K8nORqkn+a75iSpFm2zdqQZAE4DfwusApcTnKhqr45sucR4HPAoap6Lckv3qN5JUmbGHKHfhBYqarrVXULOA8cGdvzUeC5qnoNoKremO+YkqRZhgR9J3Bj5Hh149yo9wA/n+SrSV5K8tS8BpQkDTPzkQuQCedqwnV+A/gQ8FPAPyd5sape/ZELJceB4wB79uy582klSZsacoe+CuweOd4F3Jyw5/mq+u+qehP4GvD4+IWq6mxVLVXV0uLi4t3OLEmaYEjQLwP7k+xLsh04ClwY2/N3wG8l2Zbkp4EPAK/Md1RJ0jQzH7lU1e0kJ4FLwAJwrqquJjmxsX6mql5J8jxwBXgb+EJVfeNeDi5J+lFDnqFTVReBi2Pnzowdfxr49PxGkyTdCd8UlaQmDLokNWHQJakJgy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqQmDLklNGHRJasKgS1ITBl2SmjDoktSEQZekJgy6JDVh0CWpCYMuSU0YdElqwqBLUhMGXZKaMOiS1IRBl6QmDLokNWHQJakJgy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqYlBQU9yKMm1JCtJTk3Z95tJ3kryB/MbUZI0xMygJ1kATgOHgQPAsSQHNtn3KeDSvIeUJM025A79ILBSVder6hZwHjgyYd+fAn8DvDHH+SRJAw0J+k7gxsjx6sa5H0qyE/h94My0CyU5nmQ5yfLa2tqdzipJmmJI0DPhXI0d/zXwTFW9Ne1CVXW2qpaqamlxcXHgiJKkIbYN2LMK7B453gXcHNuzBJxPArADeDLJ7ar623kMKUmabUjQLwP7k+wD/h04Cnx0dENV7fvB90meBb5szCXp/poZ9Kq6neQk659eWQDOVdXVJCc21qc+N5ck3R9D7tCpqovAxbFzE0NeVX/8zseSJN0p3xSVpCYMuiQ1YdAlqQmDLklNGHRJasKgS1ITBl2SmjDoktSEQZekJgy6JDVh0CWpCYMuSU0YdElqwqBLUhMGXZKaMOiS1IRBl6QmDLokNWHQJakJgy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqQmDLklNGHRJasKgS1ITBl2SmjDoktSEQZekJgy6JDUxKOhJDiW5lmQlyakJ63+Y5MrG1wtJHp//qJKkaWYGPckCcBo4DBwAjiU5MLbtW8BvV9X7gE8AZ+c9qCRpuiF36AeBlaq6XlW3gPPAkdENVfVCVX134/BFYNd8x5QkzTIk6DuBGyPHqxvnNvMnwD9MWkhyPMlykuW1tbXhU0qSZhoS9Ew4VxM3Jr/DetCfmbReVWeraqmqlhYXF4dPKUmaaduAPavA7pHjXcDN8U1J3gd8AThcVf8xn/EkSUMNuUO/DOxPsi/JduAocGF0Q5I9wHPAH1XVq/MfU5I0y8w79Kq6neQkcAlYAM5V1dUkJzbWzwB/AfwC8LkkALeraunejS1JGjfkkQtVdRG4OHbuzMj3HwM+Nt/RJEl3wjdFJakJgy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqQmDLklNGHRJasKgS1ITBl2SmjDoktSEQZekJgy6JDVh0CWpCYMuSU0YdElqwqBLUhMGXZKaMOiS1IRBl6QmDLokNWHQJakJgy5JTRh0SWrCoEtSEwZdkprYttUDSLo7e099ZatHaOXbn/zIVo/wjnmHLklNGHRJasKgS1ITBl2SmhgU9CSHklxLspLk1IT1JPnMxvqVJO+f/6iSpGlmBj3JAnAaOAwcAI4lOTC27TCwf+PrOPD5Oc8pSZphyB36QWClqq5X1S3gPHBkbM8R4Iu17kXgkSSPzXlWSdIUQz6HvhO4MXK8CnxgwJ6dwOujm5IcZ/0OHuC/kly7o2k1zQ7gza0eYpZ8aqsn0Bbwd3O+fmmzhSFBz4RzdRd7qKqzwNkBP1N3KMlyVS1t9RzSOH83758hj1xWgd0jx7uAm3exR5J0Dw0J+mVgf5J9SbYDR4ELY3suAE9tfNrlg8D3qur18QtJku6dmY9cqup2kpPAJWABOFdVV5Oc2Fg/A1wEngRWgO8DT9+7kbUJH2Xp/yt/N++TVP3Yo25J0gPIN0UlqQmDLklNGHRJasL/wYWkuUryXtbfHt/J+vsoN4ELVfXKlg72EPAOvZkkfsJIWybJM6z/eZAA/8L6x54DfGnSH/bTfPkpl2aSvFZVe7Z6Dj2ckrwK/FpV/c/Y+e3A1aravzWTPRx85PIASnJlsyXg0fs5izTmbeDdwHfGzj+2saZ7yKA/mB4FPgx8d+x8gBfu/zjSD/058I9J/o3/+4N9e4BfBk5u1VAPC4P+YPoy8K6qenl8IclX7/s00oaqej7Je1j/s9s7Wb/JWAUuV9VbWzrcQ8Bn6JLUhJ9ykaQmDLokNWHQJakJgy5JTRh0SWrifwE04G5WQ9K14wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df['approved'].value_counts(normalize=True).plot.bar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seaborn has a method for plotting counts of feature's values." ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.countplot(data=df, x='group', palette=palette);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The problem is that the countplot method doesn't *count* with a normalize parameter. So trying to plot a normalized version is to so simple as when using pandas (```Series.value_counts(normalize=True).plot.bar()```)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.barplot(data=((df['approved'].value_counts(normalize=True)*100).to_frame()\n", " .reset_index().rename(columns={'approved': '%', 'index': 'approved'})),\n", " x='approved',\n", " y='%',\n", " palette=palette);" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " course reading writing math\n", "gender \n", "female 0.102233 0.513812 0.549594 0.548292\n", "male 0.071767 0.317447 0.331337 0.339371" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['gender', 'course', 'reading', 'writing', 'math']].groupby('gender').corrwith(df['approved'])" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.groupby('approved')['gender'].value_counts(normalize=True).plot.bar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will try to do the same plot with seaborn" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tmp = (df.groupby('approved')['gender'].value_counts(normalize=True).to_frame().rename(columns={'gender': '%'})*100).reset_index()\n", "sns.barplot(data=tmp, x='approved', y='%', hue='gender', palette=palette);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Years in a cell\n", "\n", "When plotting you can think of using one of these four approaches:\n", "\n", "- Pandas\n", "- Pandas + Matplotlib\n", "- Pandas + Seaborn\n", "- Pandas + Seaborn + Matplotlib\n", "\n", "**Pandas** \n", "- Learning: easy\n", "- Default Visual: bad\n", "- Custom Visual: regular\n", "- TIP: just knowing what are the plotting methods implemented in pandas is enough to start plotting many things to extract information for you (but maybe not for a presentation).\n", "\n", "**Pandas + Matplotlib** \n", "- Learning: difficult\n", "- Default Visual: regular\n", "- Custom Visual: excellent but tricky (it's all about learning matplotlib, not easy to start from scratch)\n", "- TIP: Think the plot you want and then using DataFrame.groupby or some condition applied to the dataframe will be enough to feed your plots.\n", "\n", "**Pandas + Seaborn** \n", "- Learning: good\n", "- Default Visual: good\n", "- Custom Visual: very good\n", "- TIP: Seaborn is almost about preparing a DataFrame to feed the seaborn plot you are looking for. So you need to learn about Seaborn's available plots and probably expend some time learning pandas methods like `melt` and `pivot` to transform the dataframe in an input kind of the ones seaborn likes.\n", "\n", "**Pandas + Matplotlib + Seaborn** \n", "- Learning: difficult\n", "- Default Visual: good\n", "- Custom Visual: excellent\n", "- TIP: Sky is the limit. Remember that seaborn was built on matplotlib." ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = plt.subplot()\n", "for group, g in df.groupby(['approved','gender']):\n", " g[['math']].hist(bins=50, ax=ax, alpha=.3, label=f'{group[0]} {group[1]}');\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To do the same plot with seaborn we will need to convert the dataframe like the melted one and add some new column that represents a combination of gender and approved. Sometimes it's better to look for alternatives that let us do the same analysis without too much coding." ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(df, col='approved', row='gender')\n", "g.map(sns.histplot, 'math', palette=palette);" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(df, col='approved', row='gender')\n", "g.map(sns.histplot, 'reading', palette=palette);" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(df, col='approved', row='gender')\n", "g.map(sns.histplot, 'writing', palette=palette);" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# let's repeat the three features with violinplots\n", "for feature in ['reading', 'writing', 'math']:\n", " g = sns.FacetGrid(df, col='approved', row='gender', sharex=True, sharey=True)\n", " g.map(sns.violinplot, feature, order=None, palette=palette);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we prepare data for seaborn, seaborn will give what we want. For instance, `seaborn.violinplot()` permits to split the violin distribution using a secondary binary `hue` feature. But this just can be done when using parameters `x` and `y`. In this case we can use a dummy feature to plot what we want. Knowing this will help us to improve our previous plot." ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df['dummy'] = ''\n", "# let's repeat the three features with violinplots\n", "for feature in ['reading', 'writing', 'math']:\n", " g = sns.FacetGrid(df, col='approved', sharey=True)\n", " g.map(sns.violinplot, data=df, x='dummy', y=feature, hue='gender', split=True, order=None, palette=palette);\n", " g.add_legend() # we want to display the gender legend\n", " g.set_ylabels('score')\n", " g.fig.subplots_adjust(top=0.8)\n", " g.fig.suptitle(f'feature: {feature}', fontsize=12, font='verdana')\n", "del df['dummy']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PairGrid\n", "\n", "seaborn.PairGrid() is a great tool that let us extend seaborn plots easily." ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# this should do something similar to pairplot() but without setting the histogram in the diagonal\n", "g = sns.PairGrid(df)\n", "g.map(sns.scatterplot);" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [], "source": [ "del df['is_female']\n", "del df['is_male']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Maybe you didn't see the power of PairGrids. Let's try again with a new custom PairGrid plot with multivariate KDE subplots" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a cubehelix colormap to use with kdeplot\n", "cmap = sns.cubehelix_palette(start=0, light=.95, as_cmap=True)\n", "g = sns.PairGrid(df, diag_sharey=False)\n", "g.map_upper(sns.kdeplot, cmap=cmap, fill=True)\n", "g.map_lower(sns.kdeplot, cmap=cmap, fill=True)\n", "g.map_diag(sns.kdeplot, color='#aa0000', fill=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Summary\n", "\n", "**In this lecture you've learnt:**\n", "\n", "###
Some important things about using SEABORN with PANDAS!
\n", "\n", "\n", "- Importance of plots\n", "- Using pandas for EDA\n", "- Notion of One Hot Encoding\n", "\n", "**Pandas**\n", "- pandas.read_csv()\n", "- pandas.concat()\n", "- pandas.get_dummies()\n", "- DataFrame.info()\n", "- DataFrame.head()\n", "- DataFrame.sample()\n", "- DataFrame.describe()\n", "- DataFrame.unique()\n", "- DataFrame.str\n", "- DataFrame.grouby()\n", "- DataFrame.sourt_values()\n", "- DataFrame.corr()\n", "- DataFrame.corrwith()\n", "- DataFrameGroupBy.size()\n", "\n", "**Pandas (plotting)**\n", "- DataFrame.boxplot()\n", "- DataFrame.hist()\n", "- DataFrame.plot()\n", "- DataFrame.plot.kde()\n", "- DataFrame.plot.pie()\n", "- DataFrame.plot.scatter()\n", "\n", "**matplotlib**\n", "- matplotlib.pyplot.subplots()\n", "- matplotlib.pyplot.title()\n", "- matplotlib.pyplot.plot()\n", "- matplotlib.pyplot.suptitle()\n", "- matplotlib.pyplot.subplot()\n", "- matplotlib.pyplot.subplots_adjust()\n", "- matplotlib.pyplot.ylabel()\n", "- matplotlib.pyplot.legend()\n", "- matplotlib.pyplot.figure()\n", "\n", "**seaborn**\n", "- seaborn.boxplot()\n", "- seaborn.boxenplot()\n", "- seaborn.histplot()\n", "- seaborn.barplot()\n", "- seaborn.countplot()\n", "- seaborn.scatterplot()\n", "- seaborn.violinplot()\n", "- seaborn.lineplot()\n", "- seaborn.pairplot()\n", "- seaborn.heatmap()\n", "- seaborn.kdeplot()\n", "- seaborn.FacetGrid()\n", "- seaborn.PairGrid()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }