{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CS 1656 – Introduction to Data Science (Spring 2017) \n", "\n", "## Instructor: Alexandros Labrinidis / Teaching Assistant: Anatoli Shein\n", "\n", "### Additional Credits: Zuha Agha\n", "---\n", "In this recitation you will be learning pandas dataframe basics and plotting in Python. Packages you will need are,\n", "* pandas\n", "* matplotlib\n", "\n", "First step is to import the packages above. If import fails,it means that the package is not installed. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import datetime" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the sake of interactive display in Jupyter, we will enable matplotlib inline (this is only for Jupyter and you should not enable this)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dataframe Basics\n", "\n", "DataFrame is a 2-dimensional labeled data structure with columns of potentially different types. You can think of it like a spreadsheet or SQL table. DataFrame accepts many different kinds of input:\n", "*Dict of 1D ndarrays, lists, dicts, or Series\n", "*2-D numpy.ndarray\n", "*Structured or record ndarray\n", "*A Series\n", "*Another DataFrame\n", "\n", "Along with the data, you can optionally pass index (row labels) and columns (column labels) arguments.\n", "\n", "Now what is a Series?\n", "Series is a one-dimensional labeled array capable of holding any data type (integers, strings, floating point numbers, Python objects, etc.). You can think of it as a 1-dimensional dataframe. Series objects can also have index. \n", "### Creating a Dataframe\n", "We will start off by creating a dataframe from Weather Undergraound Data retreived from the url below." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df = pd.read_csv('https://www.wunderground.com/history/airport/KPIT/2016/1/1/MonthlyHistory.html?format=1',sep='\\\\s*,\\\\s*', engine='python',parse_dates=['EST'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To display the top 'n' rows of the dataframe, use the head() command below. The default is 5 rows." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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ESTMax TemperatureFMean TemperatureFMin TemperatureFMax Dew PointFMeanDew PointFMin DewpointFMax HumidityMean HumidityMin Humidity...Max VisibilityMilesMean VisibilityMilesMin VisibilityMilesMax Wind SpeedMPHMean Wind SpeedMPHMax Gust SpeedMPHPrecipitationInCloudCoverEventsWindDirDegrees<br />
02016-01-01353229221916756147...101010231330T7Snow260<br />
12016-01-02363126222018756656...101010178220.006NaN241<br />
22016-01-03343128262319857361...10921711250.017Snow271<br />
32016-01-0428201221123816345...10912613310.036Snow341<br />
42016-01-0527177741805937...10101093120.000NaN116<br />
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" ], "text/plain": [ " EST Max TemperatureF Mean TemperatureF Min TemperatureF \\\n", "0 2016-01-01 35 32 29 \n", "1 2016-01-02 36 31 26 \n", "2 2016-01-03 34 31 28 \n", "3 2016-01-04 28 20 12 \n", "4 2016-01-05 27 17 7 \n", "\n", " Max Dew PointF MeanDew PointF Min DewpointF Max Humidity Mean Humidity \\\n", "0 22 19 16 75 61 \n", "1 22 20 18 75 66 \n", "2 26 23 19 85 73 \n", "3 21 12 3 81 63 \n", "4 7 4 1 80 59 \n", "\n", " Min Humidity ... Max VisibilityMiles \\\n", "0 47 ... 10 \n", "1 56 ... 10 \n", "2 61 ... 10 \n", "3 45 ... 10 \n", "4 37 ... 10 \n", "\n", " Mean VisibilityMiles Min VisibilityMiles Max Wind SpeedMPH \\\n", "0 10 10 23 \n", "1 10 10 17 \n", "2 9 2 17 \n", "3 9 1 26 \n", "4 10 10 9 \n", "\n", " Mean Wind SpeedMPH Max Gust SpeedMPH PrecipitationIn CloudCover Events \\\n", "0 13 30 T 7 Snow \n", "1 8 22 0.00 6 NaN \n", "2 11 25 0.01 7 Snow \n", "3 13 31 0.03 6 Snow \n", "4 3 12 0.00 0 NaN \n", "\n", " WindDirDegrees
\n", "0 260
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\n", "\n", "[5 rows x 23 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now to find all the column names of the dataframe and their data types, type the following command." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "EST datetime64[ns]\n", "Max TemperatureF int64\n", "Mean TemperatureF int64\n", "Min TemperatureF int64\n", "Max Dew PointF int64\n", "MeanDew PointF int64\n", "Min DewpointF int64\n", "Max Humidity int64\n", "Mean Humidity int64\n", "Min Humidity int64\n", "Max Sea Level PressureIn float64\n", "Mean Sea Level PressureIn float64\n", "Min Sea Level PressureIn float64\n", "Max VisibilityMiles int64\n", "Mean VisibilityMiles int64\n", "Min VisibilityMiles int64\n", "Max Wind SpeedMPH int64\n", "Mean Wind SpeedMPH int64\n", "Max Gust SpeedMPH int64\n", "PrecipitationIn object\n", "CloudCover int64\n", "Events object\n", "WindDirDegrees
object\n", "dtype: object" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.dtypes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice the type of 'EST' column. We will find out why that's relevant a few steps later.\n", "### Accessing Dataframe Columns\n", "There are two ways to access a dataframe column. \n", "The first way is accessing it like a dictionary as shown below. We will be using head function to show the first few rows only." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0 2016-01-01\n", "1 2016-01-02\n", "2 2016-01-03\n", "3 2016-01-04\n", "4 2016-01-05\n", "Name: EST, dtype: datetime64[ns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['EST'].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The second way is to access using dot. But this only works if the column name is a valid variable name without any spacing." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0 2016-01-01\n", "1 2016-01-02\n", "2 2016-01-03\n", "3 2016-01-04\n", "4 2016-01-05\n", "Name: EST, dtype: datetime64[ns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.EST.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also access multiple columns by passing list of column names." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " EST Mean TemperatureF\n", "0 2016-01-01 32\n", "1 2016-01-02 31\n", "2 2016-01-03 31\n", "3 2016-01-04 20\n", "4 2016-01-05 17" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['EST','Mean TemperatureF']].head()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "---\n", "## Plotting\n", "### Basic Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now lets start with basic plotting in Python first. We will use the plot function. Note that plot returns a tuple of handle and labels. If you need the plot handle in the future you will assign a variable to the plot function's return value." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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turP64GqjQxJCCJfRs2XPqju5AUlwhMvZcHQDAAPbDSQ2NJZVB1dJsaEQQlRD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p1 = plt.plot(df['EST'],df['MeanDew PointF'])\n", "p2 = plt.plot(df['EST'],df['Mean TemperatureF'])\n", "plt.legend([p1[0],p2[0]], ['Mean Dew Point', 'Mean Temperature'])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That does not look too pretty. Let's format the graph and plot again. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ERETcjp84XutzlVyJiIiIiIi4Xf/O9bU+V8mViIiIiIgIzqjV9oPba32+kisR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\nq2rrcEuJbzO7cuB1w+u/t8/ffuKmmto3wl1J7lJVX5nfOFyqc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initializing a larger figure\n", "fig = plt.figure(figsize=(10, 6))\n", "\n", "# PLotting\n", "p1 = plt.plot(df['EST'],df['MeanDew PointF'])\n", "p2 = plt.plot(df['EST'],df['Mean TemperatureF'])\n", "plt.legend([p1[0],p2[0]], ['Mean Dew Point', 'Mean Temperature'])\n", "\n", "# Formatting graph\n", "plt.xticks(rotation = 90, fontsize = 8)\n", "plt.xlabel('Date')\n", "plt.ylabel('Mean Temperature')\n", "plt.title('Mean Tempertaures for January 2015')\n", "\n", "# Are we ready to show the formatted graph now? Not yet. Because we want\n", "# to save our graph figure this time.In order to use the save command, it\n", "# is important to save before the show command because the show command\n", "# clears the axis of the figure after displaying.\n", "\n", "plt.savefig(\"basic_plot.png\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bar Plot" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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fDEdSB7V2Y7s3tfcaJyqQJKm/GI6krvDG9v7i6ylJUj9Y1O0CJEmSJKkXGI4k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\n32/aAlw59+dlaJbZPHg53X8EKs2DA4F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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "plt.bar(range(len(df['EST'])),df['Mean Humidity'], align = 'center')\n", "\n", "# Formatting graph\n", "plt.xticks(range(len(df['EST'])), df['EST'].dt.strftime('%Y-%m-%d'),rotation = 90, fontsize = 8)\n", "plt.xlabel('Date')\n", "plt.ylabel('Mean Humidity')\n", "plt.title('Mean Humidity for January 2015')\n", "\n", "plt.savefig(\"bar_plot.png\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, lets try to plot the two graphs above on the same figure using subplots. The code for plotting is the same as that shown above. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JOG/s/w1ciZPg+XtuRS+Atd96Ks89hvNGOhpnf95GnDfy+WbjlNIegzNbtcsrxtIUObe1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uAAAg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\nktUk70/y1iSfr6rzN/o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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 16))\n", "\n", "# Subplot of basic graph\n", "plt.subplot(211)\n", "p1 = plt.plot(df['EST'],df['MeanDew PointF'])\n", "p2 = plt.plot(df['EST'],df['Mean TemperatureF'])\n", "plt.legend([p1[0],p2[0]], ['Mean Dew Point', 'Mean Temperature'])\n", "\n", "plt.xticks(rotation = 90, fontsize = 8)\n", "plt.xlabel('Date')\n", "plt.ylabel('Mean Temperature')\n", "plt.title('Mean Tempertaures for January 2015')\n", "\n", "# Subplot of bar graph graph\n", "plt.subplot(212)\n", "plt.bar(range(len(df['EST'])),df['Mean Humidity'], align = 'center')\n", "\n", "plt.xticks(range(len(df['EST'])), df['EST'].dt.strftime('%Y-%m-%d'),rotation = 90, fontsize = 8)\n", "plt.xlabel('Date')\n", "plt.ylabel('Mean Humidity')\n", "plt.title('Mean Humidity for January 2015')\n", "\n", "plt.savefig(\"subplot_basic_bar.png\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is teh advantage of subplots? It allows us to establish relationships between different variables and different statistics. Looking at the two subplots above, do you notice any relationship?\n", "\n", "### Scatter Plot\n", "Scatter plots are commonly used to show correlation between variables. If the data points make a straight line going from the origin out to high x and high y values, then the variables are said to have a positive correlation. If the line goes from a high value on the y-axis down to a high value on the x-axis, the variables have a negative correlation. The closer the data points in the scatter plot, the higher the correlation between the two variables, or the stronger the relationship." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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9UJIkSV1sZmamuHV8zZYNAExPT7e1HmmlM0BJkiR1sdWrVxe3rq7ZchUAfX19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\nrS5EkiRJkrpdMwHqEuDZrS5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "\n", "plt.scatter(df['Max TemperatureF'],df['Min TemperatureF'])\n", "\n", "# Formatting graph\n", "plt.xlabel('Max Temperture')\n", "plt.ylabel('Min Temperature')\n", "plt.title('Min and Max Temperature for January 2015')\n", "\n", "plt.savefig(\"scatter_plot.png\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graph above shows us that min and max temperature have a strong positive correlation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tasks\n", "For your tasks, the input file is available at http://db.cs.pitt.edu/courses/cs1656/fall2016/top12cities.csv. The file consists of population density estimates and land area of several cities in USA. \n", "\n", "You need to read the file into a dataframe and perform the following three tasks during the recitation. \n", "\n", "**Task 1** \n", "\n", "Plot a scatter plot of with '2014 estimate' on the x-axis and 'land area' on the y-axis. After observing the plot, do you think the two variables are strongly or weakly correlated? Is the correlation positive or negative?" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ngPX+AtCmTRvat29fWtsiQJ06dVSmZUDlWjZUrmVHZVs2VK5lQ+VaNlSuZUPl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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df1 = pd.read_csv('http://db.cs.pitt.edu/courses/cs1656/fall2016/top12cities.csv',sep=',',engine='python')\n", "\n", "# Initializing a figure\n", "fig = plt.figure(figsize=(10, 6))\n", "\n", "# Plotting\n", "plt.scatter(df1['2014 estimate'],df1['2014 land area'])\n", "\n", "# Adding a subplot for labels\n", "ax = fig.add_subplot(111)\n", "i = 0\n", "for xy in zip(df1['2014 estimate'],df1['2014 land area']):\n", " ax.annotate(df1['City'][i], xy, textcoords='data')\n", " i+=1\n", "\n", "# Formatting graph\n", "plt.xticks(rotation = 45, fontsize = 8)\n", "plt.xlabel('City population')\n", "plt.ylabel('City land area')\n", "plt.title('Correlation between the land area of the city and its estimated population in 2014')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Task 2** \n", "\n", "Plot a bar plot showing each city's 2014 population estimate given by '2014 estimate' column. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JbRe1a8kdCpwGnF1VP21rLgY2AecneV6SNwEnAh/vtPdTwL5JPpZkTpJ3A28A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\nBL4p6ZCIuJocOT+AXHQ9D3AgcEKdOenKvWOuk7Ry6fuJZIracsD1kua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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "plt.bar(range(len(df1['City'])),df1['2014 estimate'], align = 'center')\n", "\n", "# Formatting graph\n", "plt.xticks(range(len(df1['City'])),df1['City'], rotation = 45, fontsize = 8)\n", "plt.xlabel('City')\n", "plt.ylabel('Population')\n", "plt.title('City population estimate in 2014')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Task 3** \n", "\n", "Now that you plotted a simple bar plot, try plotting a grouped bar plot that shows both 2010 and 2014 estimate for each city on the same plot. This means that there will be two grouped bars per city on your graph. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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g7aWUDuD2JMcCJyaZVEp5DtgfWBv4RP1+dpKdgMOBs+r+fhq4u5RyVP1+TpK3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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "fig = plt.figure(figsize=(10, 6))\n", "\n", "x = np.arange(len(df1['City']))\n", "y1 = df1['2014 estimate']\n", "y2 = [int(i.replace(',','')) for i in df1['2010 Census']]\n", "\n", "ax = plt.subplot(111)\n", "ax1 = ax.bar(x-0.15, y1,width=0.3,color='b',align='center')\n", "ax2 = ax.bar(x+0.15, y2,width=0.3,color='g',align='center')\n", "\n", "# Formatting graph\n", "plt.xticks(range(len(df1['City'])),df1['City'], rotation = 45, fontsize = 8)\n", "plt.xlabel('City')\n", "plt.ylabel('Population')\n", "plt.title('2014 vs 2010 City Population')\n", "plt.legend([ax1[0],ax2[0]], ['2014', '2010'])\n", "\n", "plt.show()" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }