{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# COMPSCI 389: Introduction to Machine Learning\n", "# Topic 2.1: Pandas and Data Sets\n", "\n", "This notebook provides a description of how data sets are represented and manipulated using the `pandas` library." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What is pandas?\n", "\n", "Pandas stands for \"PANel DAta,\" an econometric term for data sets. Webpage: [link](https://pandas.pydata.org/docs/index.html).\n", "\n", "It provides two main objects: a **DataFrame** and a **Series**.\n", "\n", "A DataFrame object stores a 2-dimensional table of data, while a Series stores a 1-dimensional vector of data.\n", "\n", "Pandas provides useful functions for working with these objects including functions for:\n", "1. Loading data sets from files and storing them in DataFrame and/or Series objects.\n", "2. Manipulating DataFrame and Series objects (e.g., adding or removing features).\n", "3. Computing statistics of the data (e.g., the minimum and maximum values of features).\n", "\n", "Pandas has become so common that many other ML libraries in python are built to be compatible with pandas, as we will see below.\n", "\n", "To install pandas, run the following command in the console or command line:\n", "\n", "> pip install pandas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example Data Sets\n", "\n", "In the remainder of this notebook be load and inspect a few example data sets for supervised learning." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## GPA Data\n", "\n", "The GPA data set contains data about undergraduate students and the *Universidade Federal do Rio Grande do Sul* (UFRGS) in Brazil.\n", "\n", "**Input**: Scores on 9 entrance exams: \n", "1. Physics\n", "2. Biology\n", "3. History\n", "4. English\n", "5. Geography\n", "6. Literature\n", "7. Portuguese\n", "8. Math\n", "9. Chemistry\n", "\n", "**Output**: GPA on a 4.0 scale during the first three semesters at university.\n", " - The GPA can be used for regression (predict the GPA) or classification (predict the GPA range, e.g., whether it is at least 3.0).\n", "\n", "**Data set Size**: 43,303\n", "\n", "Let's start by loading and displaying this data set. The data set is available here:\n", "\n", "[https://people.cs.umass.edu/~pthomas/courses/COMPSCI_389_Spring2024/GPA.csv](https://people.cs.umass.edu/~pthomas/courses/COMPSCI_389_Spring2024/GPA.csv)\n", "\n", "You can download it and place it inside a directory called `data`, next to this .ipynb file, and can load the data set from this local copy, or you can directly load it from the online posting:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " physics biology history English geography literature Portuguese \\\n", "0 622.60 491.56 439.93 707.64 663.65 557.09 711.37 \n", "1 538.00 490.58 406.59 529.05 532.28 447.23 527.58 \n", "2 455.18 440.00 570.86 417.54 453.53 425.87 475.63 \n", "3 756.91 679.62 531.28 583.63 534.42 521.40 592.41 \n", "4 584.54 649.84 637.43 609.06 670.46 515.38 572.52 \n", "... ... ... ... ... ... ... ... \n", "43298 519.55 622.20 660.90 543.48 643.05 579.90 584.80 \n", "43299 816.39 851.95 732.39 621.63 810.68 666.79 705.22 \n", "43300 798.75 817.58 731.98 648.42 751.30 648.67 662.05 \n", "43301 527.66 443.82 545.88 624.18 420.25 676.80 583.41 \n", "43302 512.56 415.41 517.36 532.37 592.30 382.20 538.35 \n", "\n", " math chemistry gpa \n", "0 731.31 509.80 1.33333 \n", "1 379.14 488.64 2.98333 \n", "2 476.11 407.15 1.97333 \n", "3 783.76 588.26 2.53333 \n", "4 581.25 529.04 1.58667 \n", "... ... ... ... \n", "43298 581.25 573.92 2.76333 \n", "43299 781.01 831.76 3.81667 \n", "43300 773.15 835.25 3.75000 \n", "43301 395.46 509.80 2.50000 \n", "43302 448.02 496.39 3.16667 \n", "\n", "[43303 rows x 10 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd # Import pandas\n", "\n", "# Load the data set directly from the online link, assuming numbers are separated by commas\n", "df = pd.read_csv(\"https://people.cs.umass.edu/~pthomas/courses/COMPSCI_389_Spring2024/GPA.csv\", delimiter=',') # Read GPA.csv, assuming numbers are separated by commas\n", "\n", "# Load the data set from a local `data` directory, assuming numbers are separated by commas\n", "# df = pd.read_csv(\"data/GPA.csv\", delimiter=',')\n", "\n", "# print(df) # Prints a string representation of the DataFrame\n", "display(df) # Renders an HTML table (for Jupyter Notebooks - don't use in .py file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Question**: Is each column numerical, categorical, text, or an image? Continuous, discrete, nominal, or ordinal?\n", "\n", "**Answer**: All of these columns are numerical and continuous.\n", "\n", "**Question**: If the GPAs were binned into letter grades A, B, C, ..., F, would they be numerical, categorical, text, or an image? Continuous, discrete, nominal, or ordinal?\n", "\n", "**Answer**: In this case the GPAs would be categorical, and specifically ordinal.\n", "\n", "Notice that pandas views this as a table with rows and columns. Hence features *and* labels are viewed as \"columns\" when using pandas." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Manipulating DataFrames\n", "\n", "In this section we give some examples of how DataFrames can be used to compute statistics of data and how DataFrames can be manipulated.\n", "\n", "First, let's use the `iloc` (integer-location based indexing for selection by position) function in pandas to split the dataset into the input features $X$ and the targets/labels $y$. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " physics biology history English geography literature Portuguese \\\n", "0 622.60 491.56 439.93 707.64 663.65 557.09 711.37 \n", "1 538.00 490.58 406.59 529.05 532.28 447.23 527.58 \n", "2 455.18 440.00 570.86 417.54 453.53 425.87 475.63 \n", "3 756.91 679.62 531.28 583.63 534.42 521.40 592.41 \n", "4 584.54 649.84 637.43 609.06 670.46 515.38 572.52 \n", "... ... ... ... ... ... ... ... \n", "43298 519.55 622.20 660.90 543.48 643.05 579.90 584.80 \n", "43299 816.39 851.95 732.39 621.63 810.68 666.79 705.22 \n", "43300 798.75 817.58 731.98 648.42 751.30 648.67 662.05 \n", "43301 527.66 443.82 545.88 624.18 420.25 676.80 583.41 \n", "43302 512.56 415.41 517.36 532.37 592.30 382.20 538.35 \n", "\n", " math chemistry \n", "0 731.31 509.80 \n", "1 379.14 488.64 \n", "2 476.11 407.15 \n", "3 783.76 588.26 \n", "4 581.25 529.04 \n", "... ... ... \n", "43298 581.25 573.92 \n", "43299 781.01 831.76 \n", "43300 773.15 835.25 \n", "43301 395.46 509.80 \n", "43302 448.02 496.39 \n", "\n", "[43303 rows x 9 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "0 1.33333\n", "1 2.98333\n", "2 1.97333\n", "3 2.53333\n", "4 1.58667\n", " ... \n", "43298 2.76333\n", "43299 3.81667\n", "43300 3.75000\n", "43301 2.50000\n", "43302 3.16667\n", "Name: gpa, Length: 43303, dtype: float64" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = df.iloc[:, :-1] # All columns except the last as features. This creates a new DataFrame X.\n", "print(type(X)) # Confirm that this is actually a new DataFrame by printing the type of X.\n", "y = df.iloc[:, -1] # The last column contains the labels. This creates a new Series (like a 1-dimensional DataFrame) y\n", "display(X) # Display the input columns\n", "display(y) # Display the output (label) column" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the variable `y` displays differently from `X`. This is because `y` is a Series (1-dimensional vector), while `X` is a DataFrame (2-dimensional matrix/table).\n", "\n", "Also, in the output of the above block, `float64` means that each element in the `y` Series is a floating point number represented with 64 bits.\n", "\n", "We can reference parts of the DataFrame using `iloc` (like indexing a typical vector or matrix with integers), and we can also reference columns by their names. If we assign values to a column with a name not in the data set, a column will be added with the provided name:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 622.60\n", "1 538.00\n", "2 455.18\n", "3 756.91\n", "4 584.54\n", " ... \n", "43298 519.55\n", "43299 816.39\n", "43300 798.75\n", "43301 527.66\n", "43302 512.56\n", "Name: physics, Length: 43303, dtype: float64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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" ], "text/plain": [ " physics biology history English geography literature Portuguese \\\n", "0 622.60 491.56 439.93 707.64 663.65 557.09 711.37 \n", "1 538.00 490.58 406.59 529.05 532.28 447.23 527.58 \n", "2 455.18 440.00 570.86 417.54 453.53 425.87 475.63 \n", "3 756.91 679.62 531.28 583.63 534.42 521.40 592.41 \n", "4 584.54 649.84 637.43 609.06 670.46 515.38 572.52 \n", "... ... ... ... ... ... ... ... \n", "43298 519.55 622.20 660.90 543.48 643.05 579.90 584.80 \n", "43299 816.39 851.95 732.39 621.63 810.68 666.79 705.22 \n", "43300 798.75 817.58 731.98 648.42 751.30 648.67 662.05 \n", "43301 527.66 443.82 545.88 624.18 420.25 676.80 583.41 \n", "43302 512.56 415.41 517.36 532.37 592.30 382.20 538.35 \n", "\n", " math chemistry gpa STEM Total Non-STEM Total \n", "0 731.31 509.80 1.33333 2355.27 3079.68 \n", "1 379.14 488.64 2.98333 1896.36 2442.73 \n", "2 476.11 407.15 1.97333 1778.44 2343.43 \n", "3 783.76 588.26 2.53333 2808.55 2763.14 \n", "4 581.25 529.04 1.58667 2344.67 3004.85 \n", "... ... ... ... ... ... \n", "43298 581.25 573.92 2.76333 2296.92 3012.13 \n", "43299 781.01 831.76 3.81667 3281.11 3536.71 \n", "43300 773.15 835.25 3.75000 3224.73 3442.42 \n", "43301 395.46 509.80 2.50000 1876.74 2850.52 \n", "43302 448.02 496.39 3.16667 1872.38 2562.58 \n", "\n", "[43303 rows x 12 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(df['physics']) # Show that we can query a column using ['column name'] if the column name is already in the table.\n", "# display(df['hotdog']) # If you try to query a column that doesn't exist, it produces an error. Uncomment this line to see the error.\n", "df['STEM Total'] = df['physics'] + df['biology'] + df['math'] + df['chemistry']; # Add a column to the data frame by using ['column name'] with a name that isn't already in the table.\n", "df['Non-STEM Total'] = df['history'] + df['English'] + df['geography'] + df['literature'] + df['Portuguese']; # Add another column.\n", "display(df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yikes! Now the label is in the middle of the DataFrame. Let's move it to the end. This isn't really necessary, but it provides an example of how other features of DataFrames can be used." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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43303 rows × 12 columns

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" ], "text/plain": [ " physics biology history English geography literature Portuguese \\\n", "0 622.60 491.56 439.93 707.64 663.65 557.09 711.37 \n", "1 538.00 490.58 406.59 529.05 532.28 447.23 527.58 \n", "2 455.18 440.00 570.86 417.54 453.53 425.87 475.63 \n", "3 756.91 679.62 531.28 583.63 534.42 521.40 592.41 \n", "4 584.54 649.84 637.43 609.06 670.46 515.38 572.52 \n", "... ... ... ... ... ... ... ... \n", "43298 519.55 622.20 660.90 543.48 643.05 579.90 584.80 \n", "43299 816.39 851.95 732.39 621.63 810.68 666.79 705.22 \n", "43300 798.75 817.58 731.98 648.42 751.30 648.67 662.05 \n", "43301 527.66 443.82 545.88 624.18 420.25 676.80 583.41 \n", "43302 512.56 415.41 517.36 532.37 592.30 382.20 538.35 \n", "\n", " math chemistry STEM Total Non-STEM Total gpa \n", "0 731.31 509.80 2355.27 3079.68 1.33333 \n", "1 379.14 488.64 1896.36 2442.73 2.98333 \n", "2 476.11 407.15 1778.44 2343.43 1.97333 \n", "3 783.76 588.26 2808.55 2763.14 2.53333 \n", "4 581.25 529.04 2344.67 3004.85 1.58667 \n", "... ... ... ... ... ... \n", "43298 581.25 573.92 2296.92 3012.13 2.76333 \n", "43299 781.01 831.76 3281.11 3536.71 3.81667 \n", "43300 773.15 835.25 3224.73 3442.42 3.75000 \n", "43301 395.46 509.80 1876.74 2850.52 2.50000 \n", "43302 448.02 496.39 1872.38 2562.58 3.16667 \n", "\n", "[43303 rows x 12 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['gpa'] = df.pop('gpa'); # pop removes the 'gpa' column and returns it, and df['gpa'] adds a new column called gpa.\n", "display(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another useful function is `df.describe()`, which computes \"descriptive statistics\" of the DataFrame and stores them in a new DataFrame object:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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physicsbiologyhistoryEnglishgeographyliteraturePortuguesemathchemistrySTEM TotalNon-STEM Totalgpa
count43303.00000043303.00000043303.00000043303.00000043303.00000043303.00000043303.00000043303.00000043303.00000043303.00000043303.00000043303.000000
mean576.122666568.660142580.826884573.993046574.494550583.302079551.041012579.195005571.7113802295.6891932863.6575722.785727
std115.153301101.44362194.21446686.87220190.75712792.89597787.149764114.682663112.170338382.953878328.0002530.820757
min299.340000262.990000265.020000222.710000224.870000239.110000151.590000297.990000300.4700001439.8000001840.0500000.000000
25%482.790000492.400000516.100000517.700000510.230000516.770000491.880000489.410000484.5400001986.4050002640.6100002.280000
50%565.610000566.440000578.940000580.280000575.470000587.070000553.570000571.890000565.5100002263.7200002865.6000002.920000
75%662.800000634.780000650.190000640.560000637.270000648.670000613.060000665.160000655.4200002562.5200003087.2450003.430000
max952.090000966.570000925.760000858.440000941.840000904.770000825.5300001072.1200001001.9000003700.0800003891.2300004.000000
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" ], "text/plain": [ " physics biology history English geography \\\n", "count 43303.000000 43303.000000 43303.000000 43303.000000 43303.000000 \n", "mean 576.122666 568.660142 580.826884 573.993046 574.494550 \n", "std 115.153301 101.443621 94.214466 86.872201 90.757127 \n", "min 299.340000 262.990000 265.020000 222.710000 224.870000 \n", "25% 482.790000 492.400000 516.100000 517.700000 510.230000 \n", "50% 565.610000 566.440000 578.940000 580.280000 575.470000 \n", "75% 662.800000 634.780000 650.190000 640.560000 637.270000 \n", "max 952.090000 966.570000 925.760000 858.440000 941.840000 \n", "\n", " literature Portuguese math chemistry STEM Total \\\n", "count 43303.000000 43303.000000 43303.000000 43303.000000 43303.000000 \n", "mean 583.302079 551.041012 579.195005 571.711380 2295.689193 \n", "std 92.895977 87.149764 114.682663 112.170338 382.953878 \n", "min 239.110000 151.590000 297.990000 300.470000 1439.800000 \n", "25% 516.770000 491.880000 489.410000 484.540000 1986.405000 \n", "50% 587.070000 553.570000 571.890000 565.510000 2263.720000 \n", "75% 648.670000 613.060000 665.160000 655.420000 2562.520000 \n", "max 904.770000 825.530000 1072.120000 1001.900000 3700.080000 \n", "\n", " Non-STEM Total gpa \n", "count 43303.000000 43303.000000 \n", "mean 2863.657572 2.785727 \n", "std 328.000253 0.820757 \n", "min 1840.050000 0.000000 \n", "25% 2640.610000 2.280000 \n", "50% 2865.600000 2.920000 \n", "75% 3087.245000 3.430000 \n", "max 3891.230000 4.000000 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Notice how .T (transpose) flips the rows and columns. Here is df.describe().T:\n" ] }, { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
physics43303.0576.122666115.153301299.34482.790565.61662.800952.09
biology43303.0568.660142101.443621262.99492.400566.44634.780966.57
history43303.0580.82688494.214466265.02516.100578.94650.190925.76
English43303.0573.99304686.872201222.71517.700580.28640.560858.44
geography43303.0574.49455090.757127224.87510.230575.47637.270941.84
literature43303.0583.30207992.895977239.11516.770587.07648.670904.77
Portuguese43303.0551.04101287.149764151.59491.880553.57613.060825.53
math43303.0579.195005114.682663297.99489.410571.89665.1601072.12
chemistry43303.0571.711380112.170338300.47484.540565.51655.4201001.90
STEM Total43303.02295.689193382.9538781439.801986.4052263.722562.5203700.08
Non-STEM Total43303.02863.657572328.0002531840.052640.6102865.603087.2453891.23
gpa43303.02.7857270.8207570.002.2802.923.4304.00
\n", "
" ], "text/plain": [ " count mean std min 25% 50% \\\n", "physics 43303.0 576.122666 115.153301 299.34 482.790 565.61 \n", "biology 43303.0 568.660142 101.443621 262.99 492.400 566.44 \n", "history 43303.0 580.826884 94.214466 265.02 516.100 578.94 \n", "English 43303.0 573.993046 86.872201 222.71 517.700 580.28 \n", "geography 43303.0 574.494550 90.757127 224.87 510.230 575.47 \n", "literature 43303.0 583.302079 92.895977 239.11 516.770 587.07 \n", "Portuguese 43303.0 551.041012 87.149764 151.59 491.880 553.57 \n", "math 43303.0 579.195005 114.682663 297.99 489.410 571.89 \n", "chemistry 43303.0 571.711380 112.170338 300.47 484.540 565.51 \n", "STEM Total 43303.0 2295.689193 382.953878 1439.80 1986.405 2263.72 \n", "Non-STEM Total 43303.0 2863.657572 328.000253 1840.05 2640.610 2865.60 \n", "gpa 43303.0 2.785727 0.820757 0.00 2.280 2.92 \n", "\n", " 75% max \n", "physics 662.800 952.09 \n", "biology 634.780 966.57 \n", "history 650.190 925.76 \n", "English 640.560 858.44 \n", "geography 637.270 941.84 \n", "literature 648.670 904.77 \n", "Portuguese 613.060 825.53 \n", "math 665.160 1072.12 \n", "chemistry 655.420 1001.90 \n", "STEM Total 2562.520 3700.08 \n", "Non-STEM Total 3087.245 3891.23 \n", "gpa 3.430 4.00 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Call the describe() function and display the resulting DataFrame\n", "display(df.describe())\n", "\n", "# Flip the rows and columns by calling .T (transpose):\n", "print(\"Notice how .T (transpose) flips the rows and columns. Here is df.describe().T:\");\n", "display(df.describe().T);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's add a few more terms to the description:\n", "1. The sample variance of the terms in the column. This captures how much the samples vary around the mean.\n", "2. The standard deviation of the terms in the column. This is the square root of the variance.\n", "3. Let's only print some of the columns, like to 50% quantile (median), but not the 25% or 75% quantiles." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " mean 50% variance standard_deviation\n", "physics 576.122666 565.61 13260.282681 115.153301\n", "biology 568.660142 566.44 10290.808255 101.443621\n", "history 580.826884 578.94 8876.365696 94.214466\n", "English 573.993046 580.28 7546.779298 86.872201\n", "geography 574.494550 575.47 8236.856029 90.757127\n", "literature 583.302079 587.07 8629.662535 92.895977\n", "Portuguese 551.041012 553.57 7595.081410 87.149764\n", "math 579.195005 571.89 13152.113255 114.682663\n", "chemistry 571.711380 565.51 12582.184723 112.170338\n", "STEM Total 2295.689193 2263.72 146653.672883 382.953878\n", "Non-STEM Total 2863.657572 2865.60 107584.166225 328.000253\n", "gpa 2.785727 2.92 0.673641 0.820757\n" ] } ], "source": [ "# Add additional statistics like the variance and standard deviation:\n", "statistics = df.describe().T;\n", "statistics['variance'] = df.var() # Get the variance of each column\n", "statistics['standard_deviation'] = df.std() # Get the standard deviation of each column\n", "# Notice that we can select multiple columns from a DataFrame using [['column 1 name', 'column 2 name']]\n", "print(statistics[['mean', '50%', 'variance', 'standard_deviation']]) # Display a subset of the statistics. \"50%\" is the median" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's plot some statistics of the data. This statistical analysis of data is called **data analysis**. Data analysis is related to ML, but is often viewed as a separate topic, since it doesn't necessarily involve learning or making predictions.\n", "\n", "NOTE: You are responsible for terms defined both in lecture slides and notebooks like this! These terms will be bold, like **data analysis**.\n", "\n", "We'll start with a histogram of the GPAs, showing the distribution of GPAs in the data.\n", "\n", "For this we will use matplotlib, a library for making plots in python. If you haven't already installed matplot lib, you can install it by running:\n", "> pip install matplotlib" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.hist(df['gpa'], bins=20, color='blue', edgecolor='black', alpha=0.7) # Create a histogram of the gpa column. Matplotlib is compatible with pandas, so we can pass the Series object df['gpa'].\n", "plt.title('Histogram of GPAs') # Add a title\n", "plt.xlabel('GPA') # Add a horizontal label\n", "plt.ylabel('Frequency') # Add a veritcal label\n", "plt.show() # Show the plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "DataFrames also have a `.plot` accessor for columns that provide wrappers for matplotlib plotting functions. Reference page: [link](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.html). We can recreate this plot using the .plot accessor as follows:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['gpa'].plot(kind='hist', bins=20, color='blue', edgecolor='black', alpha=0.7)\n", "plt.title('Histogram of GPAs') # Add a title\n", "plt.xlabel('GPA') # Add a horizontal label\n", "plt.ylabel('Frequency') # Add a veritcal label\n", "plt.show() # Show the plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could also make a density plot (plotting the empirical probability density function):" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['gpa'].plot(kind='density')\n", "plt.title('Distribution of GPAs') # Add a title\n", "plt.xlabel('GPA') # Add a horizontal label\n", "plt.xlim(0, 4.0) # Set the x-axis limit\n", "plt.ylabel('Density') # Add a veritcal label\n", "plt.show() # Show the plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can find additional documentation on plotting DataFrames [here](https://pandas.pydata.org/docs/user_guide/visualization.html).\n", "\n", "Next, let's plot some of the different columns." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot STEM Total versus GPA\n", "plt.scatter(df['STEM Total'], df['gpa'], s=10, alpha=0.05) # Creating the scatter plot of the STEM total versus GPA. Here 's' is the size of the dots and `alpha` is the transparency.\n", "plt.title('STEM Total vs GPA') # Give the plot a title\n", "plt.xlabel('STEM Total') # Label the horizontal axis\n", "plt.ylabel('GPA') # Label the vertical axis\n", "plt.show() # Show the plot" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot Non-STEM Total versus GPA\n", "plt.scatter(df['Non-STEM Total'], df['gpa'], s=10, alpha=0.05) # Creating the scatter plot of the STEM total versus GPA. Here 's' is the size of the dots and `alpha` is the transparency.\n", "plt.title('Non-STEM Total vs GPA') # Give the plot a title\n", "plt.xlabel('Non-STEM Total') # Label the horizontal axis\n", "plt.ylabel('GPA') # Label the vertical axis\n", "plt.show() # Show the plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interesting! It's hard to tell which is more correlated with GPA, the scores on the STEM or non-STEM exams. Let's use other statistical functions of DataFrame objects to put numbers to this.\n", "\n", "To be more precise, *correlation* can refer to many different statistics that describe the relationship between two quantities. When we say correlation we mean the **Pearson correlation coefficient** [[wikipedia]](https://en.wikipedia.org/wiki/Pearson_correlation_coefficient). This is a number that quantifies how correlated two quantities are, with 0 meaning that they are not correlated, and both positive or negative numbers meaning that they are correlated. \n", "- Positive correlations mean that when one quantity is bigger, the other tends to be bigger as well.\n", "- Negative correlations mean that when one quanitty is bigger, the other tends to be smaller as well.\n", "- Zero correlation means that knowing one quantity doesn't tell you how big or small the other will be.\n", "- The correlation is always in the range $[-1,1]$.\n", "\n", "Here are some examples, where the correlation coefficient for several 2-dimensional points is written above a plot of the points:\n", "\n", "\"Wikipedia" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You do **not** need to memorize the following equation, but you should be familiar with it. The Pearson correlation coefficient is given by (the following comes from the Wikipedia page [here](https://en.wikipedia.org/wiki/Pearson_correlation_coefficient#For_a_population)):\n", "$$ \\rho_{X,Y} = \\frac{\\mathbf{E}\\left [ (X-\\mu_X)(Y-\\mu_Y)\\right ]}{\\sigma_X \\sigma_Y},$$\n", "where\n", "- $\\sigma_X$ and $\\sigma_Y$ are the standard deviations of $X$ and $Y$.\n", "- $\\mu_X$ and $\\mu_Y$ are the means of $X$ and $Y$.\n", "\n", "We usually do not know the exact mean or standard deviation of $X$ or $Y$, and so we estimate these terms from samples. The sample Pearson correlation coefficient is thus:\n", "$$\n", "r_{x,y}=\\frac{\\sum_{i=1}^n(x_i-\\bar x)(y_i-\\bar y)}{\\sqrt{\\sum_{i=1}^n(x_i-\\bar x)^2}\\sqrt{\\sum_{i=1}^n(y_i-\\bar y)^2}},\n", "$$\n", "where\n", "- $n$ is the sample size\n", "- (x_i,y_i) are the individual sample points, indexed with $i$\n", "- $\\bar x$ and $\\bar y$ are the sample means: $\\bar x = \\frac{1}{n}\\sum_{i=1}^n x_i$ and $\\bar y = \\frac{1}{n}\\sum_{i=1}^n y_i$.\n", "\n", "Let's compute the correlation coefficients to measure whether, in this data set, STEM or Non-STEM exams have a higher correlation with GPA. We will use the `corr()` function, which computes the sample pairwaise Pearson correlation coefficient of two columns. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation between STEM Total and GPA: 0.21260938426832135\n", "Correlation between Non-STEM Total and GPA: 0.3312547367642783\n" ] } ], "source": [ "stem_gpa_correlation = df['STEM Total'].corr(df['gpa']) # Compute the pairwise correlation of the two columns: STEM Total and gpa.\n", "non_stem_gpa_correlation = df['Non-STEM Total'].corr(df['gpa']) # Compute the pairwise correlation of the two columns: Non-STEM Total and gpa.\n", "\n", "# Print the two correlations\n", "print(f\"Correlation between STEM Total and GPA: {stem_gpa_correlation}\")\n", "print(f\"Correlation between Non-STEM Total and GPA: {non_stem_gpa_correlation}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interesting! Let's look at this more by computing the correlation between all pairs of columns. We have 12 columns, which means that there are $12 \\times 12 = 144$ pairs of columns. That's too many numbers to read in a list, so let's store them in a matrix. This is called a **correlation matrix**. While matplotlib is great for general plotting in python, the seaborn package provides more tools for statistical data visualization. If you don't already have seaborn installed, run:\n", "> pip install seaborn" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns # We use seaborn to plot the correlation matrix as a heatmap\n", "\n", "correlation_matrix = df.corr() # Calling corr() with no arguments returns the entire matrix of pairwise column correlations\n", "\n", "# Plot the correlation matrix\n", "plt.figure(figsize=(12, 8)) # Create a plot that is 12\" by 8\"\n", "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm') # Draw the correlation matrix as a heatmap using seaborn. \"annot\" sets whether numbers are drawn. \"cmap\" sets the color meanings\n", "plt.title('Correlation Matrix of Columns') # Add a title to the plot\n", "plt.show() # Display the plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Question**: Which columns have the highest correlation with GPA? Is this surprising?\n", "\n", "**Question**: Why is the correlation between physics and STEM Total so high?\n", "\n", "**Question**: Why do you think the correlation between physics and STEM Total higher than the correlation between math and STEM Total, and what does this mean?\n", "\n", "**Question**: Which columns have the lowest correlation? Is this surprising?\n", "\n", "Recall that Non-STEM had a higher correlation with GPA than STEM ($0.33$ versus $0.21$). This means that having a higher non-STEM total is more likely to mean that you will have a higher GPA, but it does not say anything about how *much* higher GPAs will be when someone has a higher score on Non-STEM exams (in the example figure for Pearson's correlation coefficient, notice that the slope of lines doesn't change the correlation). Let's use some other features of DataFrames to study this:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average GPA for high STEM scorers: 2.906325636524872\n", "Average GPA for low STEM scorers: 2.6651347056253463\n", "Average GPA for high Non-STEM scorers: 2.996511625250566\n", "Average GPA for low Non-STEM scorers: 2.574952882149455\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "high_stem = df[df['STEM Total'] > df['STEM Total'].median()] # Create a DataFrame holding only the rows with above-median STEM Totals. Notice that we can use Boolean indexing to do this.\n", "low_stem = df[df['STEM Total'] <= df['STEM Total'].median()] # Create a DataFrame holding only the rows with median-or-below STEM Totals\n", "\n", "high_nonstem = df[df['Non-STEM Total'] > df['Non-STEM Total'].median()] # Create a DataFrame holding only the rows with above-median non-STEM Totals\n", "low_nonstem = df[df['Non-STEM Total'] <= df['Non-STEM Total'].median()] # Create a DataFrame holding only the rows with median-or-below non-STEM Totals\n", "\n", "# Print the average GPAs for each group\n", "print(\"Average GPA for high STEM scorers:\", high_stem['gpa'].mean())\n", "print(\"Average GPA for low STEM scorers:\", low_stem['gpa'].mean())\n", "print(\"Average GPA for high Non-STEM scorers:\", high_nonstem['gpa'].mean())\n", "print(\"Average GPA for low Non-STEM scorers:\", low_nonstem['gpa'].mean())\n", "\n", "# Create histograms of the GPAs of the different groups\n", "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(12, 6)) # Set up two side by side figures within a 12\" by 6\" figure\n", "\n", "# Plot for STEM\n", "axes[0].hist(high_stem['gpa'], bins=20, color='blue', alpha=0.25, label='High STEM')\n", "axes[0].hist(low_stem['gpa'], bins=20, color='red', alpha=0.25, label='Low STEM')\n", "axes[0].set_title('Histogram of GPAs (Split by STEM Scores)')\n", "axes[0].set_xlabel('GPA')\n", "axes[0].set_ylabel('Frequency')\n", "axes[0].legend()\n", "\n", "# Plot for Non-STEM\n", "axes[1].hist(high_nonstem['gpa'], bins=20, color='blue', alpha=0.25, label='High Non-STEM')\n", "axes[1].hist(low_nonstem['gpa'], bins=20, color='red', alpha=0.25, label='Low Non-STEM')\n", "axes[1].set_title('Histogram of GPAs (Split by Non-STEM Scores)')\n", "axes[1].set_xlabel('GPA')\n", "axes[1].set_ylabel('Frequency')\n", "axes[1].legend()\n", "\n", "# Display the plots\n", "plt.tight_layout() # In a Jupyter notebook, this removes some extra space around the plots\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interesting! It seems like scores on non-STEM exams generally provide a much better predictor of GPA than scores on STEM exams.\n", "\n", "However, as we'll discuss later in the course, it's important to consider the full context of the problem when conducting data analysis like this. For example, do students with higher or lower scores on different exams have higher or lower tendencies to take courses that have higher variance in the grades that they give? Is GPA something we should even be predicting in the first place? Are there other serious social considers to consider when predicting something like GPA? We'll discuss this more later!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fisher's Iris Data Set\n", "\n", "The **Iris data set** is a classic dataset introduced by the British statistician and biologist Ronald Fisher in 1936. The dataset is often used for testing classification algorithms.\n", "\n", "### Data Set Overview\n", "\n", "The data set consists of 150 samples from three species of Iris flowers (Iris setosa, Iris virginica, and Iris versicolor). Each sample includes four features: the length and the width of the sepals and petals, in centimeters (see the yellow \"perianth\" section of the figure below). Based on these features, the goal is to distinguish the species from each other.\n", "\n", "
\n", " \"Wikipedia\n", "
\n", "\n", "### Attributes\n", "\n", "1. **Sepal Length**: The length of the sepal (in cm).\n", "2. **Sepal Width**: The width of the sepal (in cm).\n", "3. **Petal Length**: The length of the petal (in cm).\n", "4. **Petal Width**: The width of the petal (in cm).\n", "5. **Species**: The species of the flower (Setosa, Versicolor, Virginica).\n", "\n", "### Note\n", "\n", "A small number of common data sets are included within scikit-learn (a common ML library for python: [link](https://scikit-learn.org/stable/)), including the Iris data set. Hence, we will load this data set directly from scikit-learn.\n", "\n", "If you don't already have scikit-learn installed, run:\n", "> pip install scikit-learn\n", "\n", "We do this using the DataFrame constructor that takes the raw data as input, as well as the column names.\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", "0 5.1 3.5 1.4 0.2 \n", "1 4.9 3.0 1.4 0.2 \n", "2 4.7 3.2 1.3 0.2 \n", "3 4.6 3.1 1.5 0.2 \n", "4 5.0 3.6 1.4 0.2 \n", ".. ... ... ... ... \n", "145 6.7 3.0 5.2 2.3 \n", "146 6.3 2.5 5.0 1.9 \n", "147 6.5 3.0 5.2 2.0 \n", "148 6.2 3.4 5.4 2.3 \n", "149 5.9 3.0 5.1 1.8 \n", "\n", " species \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 0 \n", ".. ... \n", "145 2 \n", "146 2 \n", "147 2 \n", "148 2 \n", "149 2 \n", "\n", "[150 rows x 5 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)species
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
..................
1456.73.05.22.3virginica
1466.32.55.01.9virginica
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150 rows × 5 columns

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" ], "text/plain": [ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", "0 5.1 3.5 1.4 0.2 \n", "1 4.9 3.0 1.4 0.2 \n", "2 4.7 3.2 1.3 0.2 \n", "3 4.6 3.1 1.5 0.2 \n", "4 5.0 3.6 1.4 0.2 \n", ".. ... ... ... ... \n", "145 6.7 3.0 5.2 2.3 \n", "146 6.3 2.5 5.0 1.9 \n", "147 6.5 3.0 5.2 2.0 \n", "148 6.2 3.4 5.4 2.3 \n", "149 5.9 3.0 5.1 1.8 \n", "\n", " species \n", "0 setosa \n", "1 setosa \n", "2 setosa \n", "3 setosa \n", "4 setosa \n", ".. ... \n", "145 virginica \n", "146 virginica \n", "147 virginica \n", "148 virginica \n", "149 virginica \n", "\n", "[150 rows x 5 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import load_iris # Import the load_iris function from scikit-learn\n", "\n", "iris = load_iris() # Load the data from scikit learn. Here, iris is *not* a DataFrame.\n", "df = pd.DataFrame(iris.data, columns=iris.feature_names) # Convert iris inputs into a pandas DataFrame using the DataFrame constructor\n", "df['species'] = iris.target # Add a column with the species\n", "display(df);\n", "\n", "# We could have instead viewed the species by their names:\n", "df = pd.DataFrame(iris.data, columns=iris.feature_names) # Convert iris inputs into a pandas DataFrame as before\n", "df['species'] = pd.Categorical.from_codes(iris.target, iris.target_names) # Add a column with the species names, replacing the encoded target values with their names\n", "display(df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Question**: Is each column numerical, categorical, text, or an image? Continuous, discrete, nominal, or ordinal?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adult Data Set\n", "\n", "The **Adult data set**, also known as the \"Census Income\" data set, is a another popular classification data set. Whereas Iris is particularly simple and often used only for learning, testing, and examples, the Adult data set is often used in ML research papers.\n", "\n", "This data set is part of the [UCI machine learning repository](https://archive.ics.uci.edu/), which contains 664 different data sets that you can browse. [OpenML](https://www.openml.org/) is a platform that hosts many data sets, *including* many from the UCI ML repository. Scikit-learn provides functions for loading data sets from OpenML, which can be used to load the Adult data set. Note that you could also find and download the data set directly and load it from your machine locally. These loading functions don't require you to send the data set with your code, but do cause your programs to download them (at least once) when your code is run.\n", "\n", "### Data Set Overview\n", "\n", "The Adult data set is extracted from the 1994 Census database of the United States. It is commonly used for predicting whether an individual's income exceeds $50,000 per year based on census data. This task is framed as a binary classification problem.\n", "\n", "### Features\n", "\n", "The data set contains 14 attributes, including:\n", "\n", "1. **Age**: The age of the individual.\n", "2. **Workclass**: The type of employer the individual has (e.g., private, federal-gov).\n", "3. **fnlwgt**: Final weight. The number of people the census believes the entry represents. E.g., a value of 50 means that the person's data represents 50 people in the real population with similar attributes. Individual people can be represented by multiple rows, so `fnlwgt` does not sum to the US population. This \"binning\" of people helps to preserve privacy.\n", "4. **Education**: The highest level of education achieved by the individual.\n", "5. **Education-Num**: The highest level of education in numerical form.\n", "6. **Marital Status**: Marital status of the individual.\n", "7. **Occupation**: The individual's occupation.\n", "8. **Relationship**: The individual's role in the family.\n", "9. **Race**: The race of the individual.\n", "10. **Sex**: The gender of the individual.\n", "11. **Capital Gain**: Income from investment sources, apart from wages/salary.\n", "12. **Capital Loss**: Losses from investment sources, apart from wages/salary.\n", "13. **Hours per Week**: Number of hours worked per week.\n", "14. **Native Country**: Country of origin for the individual.\n", "\n", "### Target Variable\n", "\n", "- **Income**: Whether the individual earns more than $50,000 per year.\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
025Private22680211th7Never-marriedMachine-op-inspctOwn-childBlackMale0040United-States<=50K
138Private89814HS-grad9Married-civ-spouseFarming-fishingHusbandWhiteMale0050United-States<=50K
228Local-gov336951Assoc-acdm12Married-civ-spouseProtective-servHusbandWhiteMale0040United-States>50K
344Private160323Some-college10Married-civ-spouseMachine-op-inspctHusbandBlackMale7688040United-States>50K
418NaN103497Some-college10Never-marriedNaNOwn-childWhiteFemale0030United-States<=50K
................................................
4883727Private257302Assoc-acdm12Married-civ-spouseTech-supportWifeWhiteFemale0038United-States<=50K
4883840Private154374HS-grad9Married-civ-spouseMachine-op-inspctHusbandWhiteMale0040United-States>50K
4883958Private151910HS-grad9WidowedAdm-clericalUnmarriedWhiteFemale0040United-States<=50K
4884022Private201490HS-grad9Never-marriedAdm-clericalOwn-childWhiteMale0020United-States<=50K
4884152Self-emp-inc287927HS-grad9Married-civ-spouseExec-managerialWifeWhiteFemale15024040United-States>50K
\n", "

48842 rows × 15 columns

\n", "
" ], "text/plain": [ " age workclass fnlwgt education education-num \\\n", "0 25 Private 226802 11th 7 \n", "1 38 Private 89814 HS-grad 9 \n", "2 28 Local-gov 336951 Assoc-acdm 12 \n", "3 44 Private 160323 Some-college 10 \n", "4 18 NaN 103497 Some-college 10 \n", "... ... ... ... ... ... \n", "48837 27 Private 257302 Assoc-acdm 12 \n", "48838 40 Private 154374 HS-grad 9 \n", "48839 58 Private 151910 HS-grad 9 \n", "48840 22 Private 201490 HS-grad 9 \n", "48841 52 Self-emp-inc 287927 HS-grad 9 \n", "\n", " marital-status occupation relationship race sex \\\n", "0 Never-married Machine-op-inspct Own-child Black Male \n", "1 Married-civ-spouse Farming-fishing Husband White Male \n", "2 Married-civ-spouse Protective-serv Husband White Male \n", "3 Married-civ-spouse Machine-op-inspct Husband Black Male \n", "4 Never-married NaN Own-child White Female \n", "... ... ... ... ... ... \n", "48837 Married-civ-spouse Tech-support Wife White Female \n", "48838 Married-civ-spouse Machine-op-inspct Husband White Male \n", "48839 Widowed Adm-clerical Unmarried White Female \n", "48840 Never-married Adm-clerical Own-child White Male \n", "48841 Married-civ-spouse Exec-managerial Wife White Female \n", "\n", " capital-gain capital-loss hours-per-week native-country income \n", "0 0 0 40 United-States <=50K \n", "1 0 0 50 United-States <=50K \n", "2 0 0 40 United-States >50K \n", "3 7688 0 40 United-States >50K \n", "4 0 0 30 United-States <=50K \n", "... ... ... ... ... ... \n", "48837 0 0 38 United-States <=50K \n", "48838 0 0 40 United-States >50K \n", "48839 0 0 40 United-States <=50K \n", "48840 0 0 20 United-States <=50K \n", "48841 15024 0 40 United-States >50K \n", "\n", "[48842 rows x 15 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import fetch_openml # OpenML contains many useful data sets, including Adult.\n", "\n", "adult = fetch_openml(name='adult', version=2, as_frame=True, parser='auto') # Fetch the Adult dataset. as_frame=True indicates that we're using pandas and makes adult.data a DataFrame (among other changes)\n", "df = adult.data # Pull off the DataFrame, as we will manipulate it to append the labels\n", "df['income'] = adult.target # Add the target column (what we aim to predict)\n", "display(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Question**: Is each column numerical, categorical, text, or an image? Continuous, discrete, nominal, or ordinal?\n", "\n", "A DataFrame object stores information about the type of each column in `DataFrame.dtype`:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Second column .dtype is:\n", "\tType: \n", "\tValue: category\n", "Second column .dtype.name is:\n", "\tType: \n", "\tValue: category\n" ] } ], "source": [ "# We can get the types of columns using .dtype. This is a type object, not a string.\n", "print('Second column .dtype is:');\n", "print('\\tType: ', type(df['workclass'].dtype))\n", "print('\\tValue: ', df['workclass'].dtype)\n", "\n", "# We can get the string representation of the type with dtype.name. This is useful when we want to compare the type to a string.\n", "print('Second column .dtype.name is:');\n", "print('\\tType: ', type(df['workclass'].dtype.name))\n", "print('\\tValue: ', df['workclass'].dtype.name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For columns that are categorical, we can query the set of possible categories:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Federal-gov', 'Local-gov', 'Never-worked', 'Private', 'Self-emp-inc',\n", " 'Self-emp-not-inc', 'State-gov', 'Without-pay'],\n", " dtype='object')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['workclass'].cat.categories # Returns a pandas Index of unique categories in the 'workclass' column." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above, the '.cat' accessor is used for accessing categorical data specific methods and attributes. \n", "\n", "The table below describes common values of dtype in pandas:\n", "\n", "| Pandas dtype | Description / Usage |\n", "|-----------------|---------------------------------------------------------------|\n", "| `object` | Typically strings or mixed types. |\n", "| `int64` | Integer numbers. |\n", "| `float64` | Floating point numbers. |\n", "| `bool` | Boolean values (True or False). |\n", "| `datetime64` | Date and time values. |\n", "| `category` | Finite list of text values. Useful for categorical variables. |\n", "\n", "\n", "Let's use these tools to get the type and values of each possible feature:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "df.columns:\n" ] }, { "data": { "text/plain": [ "Index(['age', 'workclass', 'fnlwgt', 'education', 'education-num',\n", " 'marital-status', 'occupation', 'relationship', 'race', 'sex',\n", " 'capital-gain', 'capital-loss', 'hours-per-week', 'native-country',\n", " 'income'],\n", " dtype='object')" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Here are the possible values for all categorical columns:\n", "\u001b[1mage (numerical):\u001b[0m int64\n", "\u001b[1mworkclass:\u001b[0m Index(['Federal-gov', 'Local-gov', 'Never-worked', 'Private', 'Self-emp-inc',\n", " 'Self-emp-not-inc', 'State-gov', 'Without-pay'],\n", " dtype='object')\n", "\u001b[1mfnlwgt (numerical):\u001b[0m int64\n", "\u001b[1meducation:\u001b[0m Index(['10th', '11th', '12th', '1st-4th', '5th-6th', '7th-8th', '9th',\n", " 'Assoc-acdm', 'Assoc-voc', 'Bachelors', 'Doctorate', 'HS-grad',\n", " 'Masters', 'Preschool', 'Prof-school', 'Some-college'],\n", " dtype='object')\n", "\u001b[1meducation-num (numerical):\u001b[0m int64\n", "\u001b[1mmarital-status:\u001b[0m Index(['Divorced', 'Married-AF-spouse', 'Married-civ-spouse',\n", " 'Married-spouse-absent', 'Never-married', 'Separated', 'Widowed'],\n", " dtype='object')\n", "\u001b[1moccupation:\u001b[0m Index(['Adm-clerical', 'Armed-Forces', 'Craft-repair', 'Exec-managerial',\n", " 'Farming-fishing', 'Handlers-cleaners', 'Machine-op-inspct',\n", " 'Other-service', 'Priv-house-serv', 'Prof-specialty', 'Protective-serv',\n", " 'Sales', 'Tech-support', 'Transport-moving'],\n", " dtype='object')\n", "\u001b[1mrelationship:\u001b[0m Index(['Husband', 'Not-in-family', 'Other-relative', 'Own-child', 'Unmarried',\n", " 'Wife'],\n", " dtype='object')\n", "\u001b[1mrace:\u001b[0m Index(['Amer-Indian-Eskimo', 'Asian-Pac-Islander', 'Black', 'Other', 'White'], dtype='object')\n", "\u001b[1msex:\u001b[0m Index(['Female', 'Male'], dtype='object')\n", "\u001b[1mcapital-gain (numerical):\u001b[0m int64\n", "\u001b[1mcapital-loss (numerical):\u001b[0m int64\n", "\u001b[1mhours-per-week (numerical):\u001b[0m int64\n", "\u001b[1mnative-country:\u001b[0m Index(['Cambodia', 'Canada', 'China', 'Columbia', 'Cuba', 'Dominican-Republic',\n", " 'Ecuador', 'El-Salvador', 'England', 'France', 'Germany', 'Greece',\n", " 'Guatemala', 'Haiti', 'Holand-Netherlands', 'Honduras', 'Hong',\n", " 'Hungary', 'India', 'Iran', 'Ireland', 'Italy', 'Jamaica', 'Japan',\n", " 'Laos', 'Mexico', 'Nicaragua', 'Outlying-US(Guam-USVI-etc)', 'Peru',\n", " 'Philippines', 'Poland', 'Portugal', 'Puerto-Rico', 'Scotland', 'South',\n", " 'Taiwan', 'Thailand', 'Trinadad&Tobago', 'United-States', 'Vietnam',\n", " 'Yugoslavia'],\n", " dtype='object')\n", "\u001b[1mincome:\u001b[0m Index(['<=50K', '>50K'], dtype='object')\n" ] } ], "source": [ "# Notice that df.columns is an attribute of a DataFrame of type pandas Index, which stores the column names.\n", "print(\"df.columns:\");\n", "display(df.columns)\n", "\n", "print(\"\\nHere are the possible values for all categorical columns:\")\n", "# Iterate through each column and print the feature name and unique values or type. \n", "for column in df.columns: # Note that pandas.Index is \"iterable\" in this way.\n", " # Check if the column is of object type (categorical)\n", " if df[column].dtype.name == 'category':\n", " # Print the feature name and its unique values\n", " print(f\"\\033[1m{column}:\\033[0m {df[column].cat.categories}\") # \\033[1m sets to bold, and \\033[0m back to normal text.\n", " else:\n", " # Print the feature name and its type\n", " print(f\"\\033[1m{column} (numerical):\\033[0m {df[column].dtype}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MNIST 784 Dataset\n", "\n", "The **MNIST 784 dataset**, often simply referred to as MNIST, is a subset of a larger set available from NIST (National Institute of Standards and Technology). It's one of the most widely used datasets in ML, particularly as a relatively simple data set for benchmarking classification algorithms.\n", "\n", "### Dataset Overview\n", "\n", "- The MNIST 784 dataset consists of 70,000 images of handwritten digits (0 through 9).\n", "- Each image is a grayscale picture of a handwritten letter\n", " - Each is a 28x28 pixel image\n", " - Each is flattened into a 1-dimensional array describing each of the 784 pixels.\n", " - Each pixel is an integer from 0 to 255.\n", " - 0 denotes white/background while 1 denotes black." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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pixel1pixel2pixel3pixel4pixel5pixel6pixel7pixel8pixel9pixel10...pixel776pixel777pixel778pixel779pixel780pixel781pixel782pixel783pixel784letter
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70000 rows × 785 columns

\n", "
" ], "text/plain": [ " pixel1 pixel2 pixel3 pixel4 pixel5 pixel6 pixel7 pixel8 pixel9 \\\n", "0 0 0 0 0 0 0 0 0 0 \n", "1 0 0 0 0 0 0 0 0 0 \n", "2 0 0 0 0 0 0 0 0 0 \n", "3 0 0 0 0 0 0 0 0 0 \n", "4 0 0 0 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... ... ... ... \n", "69995 0 0 0 0 0 0 0 0 0 \n", "69996 0 0 0 0 0 0 0 0 0 \n", "69997 0 0 0 0 0 0 0 0 0 \n", "69998 0 0 0 0 0 0 0 0 0 \n", "69999 0 0 0 0 0 0 0 0 0 \n", "\n", " pixel10 ... pixel776 pixel777 pixel778 pixel779 pixel780 \\\n", "0 0 ... 0 0 0 0 0 \n", "1 0 ... 0 0 0 0 0 \n", "2 0 ... 0 0 0 0 0 \n", "3 0 ... 0 0 0 0 0 \n", "4 0 ... 0 0 0 0 0 \n", "... ... ... ... ... ... ... ... \n", "69995 0 ... 0 0 0 0 0 \n", "69996 0 ... 0 0 0 0 0 \n", "69997 0 ... 0 0 0 0 0 \n", "69998 0 ... 0 0 0 0 0 \n", "69999 0 ... 0 0 0 0 0 \n", "\n", " pixel781 pixel782 pixel783 pixel784 letter \n", "0 0 0 0 0 5 \n", "1 0 0 0 0 0 \n", "2 0 0 0 0 4 \n", "3 0 0 0 0 1 \n", "4 0 0 0 0 9 \n", "... ... ... ... ... ... \n", "69995 0 0 0 0 2 \n", "69996 0 0 0 0 3 \n", "69997 0 0 0 0 4 \n", "69998 0 0 0 0 5 \n", "69999 0 0 0 0 6 \n", "\n", "[70000 rows x 785 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mnist = fetch_openml('mnist_784', version=1, as_frame=True, parser=\"auto\") # This line can be slow, as it downloads the data set\n", "df = mnist.data # Convert into a DataFrame\n", "df['letter'] = mnist.target # Add the target values/label\n", "display(df) # Display the DataFrame" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot some of the rows as images to see what they look like." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Function to plot a single digit\n", "def plot_digit(data, label):\n", " image = data.values.reshape(28, 28) # Reshape data to 28x28 array\n", " plt.imshow(image, cmap='gray_r') # Plot the image in grayscale (with larger values being darker due to '_r')\n", " plt.title(f'Label: {label}') # Display the label above the image\n", " plt.axis('off') # Hide the axes\n", "\n", "# Plot the first 5 digits\n", "images = df.drop('letter', axis=1) # Drop the label column to get just the images. axis=1 means drop a column, while axis=0 means drop a row.\n", "labels = df['letter'] # Extract the labels (for plot titles)\n", "plt.figure(figsize=(10, 2)) # Create a figure\n", "for i in range(5): # Loop over the first 5 digit\n", " plt.subplot(1, 5, i + 1) # Create a subplot for the current digit. 1 row, 5 cols, working in i+1'th subplot\n", " plot_digit(images.iloc[i], labels.iloc[i]) # Plot the i'th image\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 2 }