{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", " \n", "___\n", "# Pandas Data Visualization Exercise\n", "This is just a quick exercise for you to review the various plots we showed earlier. Use **df3** to replicate the following plots. " ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "df3 = pd.read_csv('df3')\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 500 entries, 0 to 499\n", "Data columns (total 4 columns):\n", "a 500 non-null float64\n", "b 500 non-null float64\n", "c 500 non-null float64\n", "d 500 non-null float64\n", "dtypes: float64(4)\n", "memory usage: 15.7 KB\n" ] } ], "source": [ "df3.info()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " a b c d\n", "0 0.336272 0.325011 0.001020 0.401402\n", "1 0.980265 0.831835 0.772288 0.076485\n", "2 0.480387 0.686839 0.000575 0.746758\n", "3 0.502106 0.305142 0.768608 0.654685\n", "4 0.856602 0.171448 0.157971 0.321231" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df3.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Recreate this scatter plot of b vs a. Note the color and size of the points. Also note the figure size. See if you can figure out how to stretch it in a similar fashion. Remeber back to your matplotlib lecture...**" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df3.plot.scatter(x='a',y='b',color='red',figsize=(12,3),marker='o',s=45,lw=1,edgecolors='black',xlim=(-0.2,1.2),ylim=(-0.2,1.2))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Uik7fN6QTnN8spL2FAqm5XKKOd3FFRPGyPTfKYRdWzqscVi2x20mDV//20/+t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\nOrZ2deGxev1ieaemcATA1q4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M8X2YI1S7xYftIb3xMm/YbBP+MsxinpZj8umYz4YvAGbG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\nnRSam2l4eDhwyKvBO++ktnw+kkVBtgAapZZOtO8YfWbPwIB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0qT/wVWAF8P3mDOzRqrq4\nv9TD0LL2//UjnYccsJaPPU8meQDYBbwIbKyqJ3qMPQgtj/1vAHfM+Ti2m6rq7z1FHpwkPwUuA85O\n8ifga8DpOO9O3bjaM+Gc6yI7kiRJUkeW8mUnkiRJ0pJi8y1JkiR1xOZbkiRJ6ojNtyRJktQRm29J\nkiSpIzbfkiRJUkdsviVJkqSO2HxLkiRJHbH5lqQZleRnSbYn2Z3khr7zSNIscIVLSZpRSV5RVUeS\nnAFsB95bVYf7ziVJQ+aZb0maXV9IshPYBqwG3tRzHkkavGV9B5AkdS/J+4D1wCVV9e8km4Ezeo4l\nSYPnmW9Jmk3LgcNN470GWNd3IEmaBTbfkjSb7gdOS7IH+Cawtec8kjQTfMOlJEmS1BHPfEuSJEkd\nsfmWJEmSOmLzLUmSJHXE5luSJEnqiM23JEmS1BGbb0mSJKkjNt+SJElSR/4DjJBOWTpvWzAAAAAA\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a histogram of the 'a' column.**" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df3['a'].plot.hist(edgecolor='black',xlim=(0,1.0))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** These plots are okay, but they don't look very polished. Use style sheets to set the style to 'ggplot' and redo the histogram from above. Also figure out how to add more bins to it.***" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('ggplot')\n", "df3['a'].plot.hist(edgecolor='white',xlim=(0,1.0),bins=25,alpha=0.5)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a boxplot comparing the a and b columns.**" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df3[['a','b']].plot.box()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create a kde plot of the 'd' column **" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df3['d'].plot.kde(alpha=0.6,xticks=np.arange(-0.5,2.0,0.5))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EIoLW1lZUVFQgPDwckydP7rNcf99ga2ur/8KHINm9A4iLR1uPAP82djabjePp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\nDyIi8hjLg4iIPPb/AevL8rahXsraAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Figure out how to increase the linewidth and make the linestyle dashed. (Note: You would usually not dash a kde plot line)**" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df3['d'].plot.kde(xticks=np.arange(-0.5,2.0,0.5),ls='--',lw=5)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZFJkQkU8ld8f4+X9gLr4f9u87eWDUBNSkaR71temU6fEEsdvKNE2K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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Create an area plot of all the columns for just the rows up to 30. (hint: use .ix).**" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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489zQNhk9jyrqOA/Xem5F9ywkGTehKg3Oef/BNC/jrrModGCMQr0ed2AvLQcI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bonus Challenge!\n", "Note, you may find this really hard, reference the solutions if you can't figure it out!\n", "** Notice how the legend in our previous figure overlapped some of actual diagram. Can you figure out how to display the legend outside of the plot as shown below?**\n", "\n", "** Try searching Google for a good stackoverflow link on this topic. If you can't find it on your own - [use this one for a hint.](http://stackoverflow.com/questions/23556153/how-to-put-legend-outside-the-plot-with-pandas)**" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plt.figure()\n", "df3.plot.area(alpha=0.3,xlim=(0,30),ylim=(0,3.0),ax=f.gca())\n", "plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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xQykBwAovgAORs0WWoqEQItX6R/gct65nz12blXERMttBxZMZ7jhrD5WUcqxj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\neOKJG/78z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