{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Simple data exploration\n", "\n", "In this notebook we will explore a dataset from an article by a team at autodesk (which I link to below).\n", "We can think of this as the simple data exploration you might do when you first start working with a new dataset.\n", "\n", "First, we will load pandas and numpy, and read the comma-separated-value (CSV) file into a pandas dataframe." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib import rcParams\n", "# figure size in inches\n", "rcParams['figure.figsize'] = 6,6" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xylabel
032.33111061.411101away
153.42146326.186880away
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............
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" ], "text/plain": [ " x y label\n", "0 32.331110 61.411101 away\n", "1 53.421463 26.186880 away\n", "2 63.920202 30.832194 away\n", "3 70.289506 82.533649 away\n", "4 34.118830 45.734551 away\n", "... ... ... ...\n", "1841 34.794594 13.969683 x_shape\n", "1842 79.221764 22.094591 x_shape\n", "1843 36.030880 93.121733 x_shape\n", "1844 34.499558 86.609985 x_shape\n", "1845 31.106867 89.461635 x_shape\n", "\n", "[1846 rows x 3 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"./assets/DatasaurusDozen-long.csv\")\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the webpage where I found the dataset, I know that really this dataframe has merged 13 sub-datasets that are labeled by the collumn `label`. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{admonition} Take action\n", ":class: important\n", "Let's check to see what the unique values for the `label` are.\n", "```" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['away', 'bullseye', 'circle', 'dino', 'dots', 'h_lines',\n", " 'high_lines', 'slant_down', 'slant_up', 'star', 'v_lines',\n", " 'wide_lines', 'x_shape'], dtype=object)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"label\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{admonition} Take action\n", ":class: important\n", "\n", "Let's check the mean and covariance for `x` and `y` for the `label='dots'`. \n", "```\n", "\n", "We will use the [selection by callable](https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#selection-by-callable) functionality in pandas. \n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xy
x281.069988-29.113933
y-29.113933725.515961
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" ], "text/plain": [ " x y\n", "x 281.069988 -29.113933\n", "y -29.113933 725.515961" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "selector = lambda df: df['label'] =='dino'\n", "df.loc[selector].cov()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "x 54.263273\n", "y 47.832253\n", "dtype: float64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[selector].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, great, so we know the mean and the covariance for the data in the `dino` sub-dataset.\n", "\n", "## Visualize the data\n", "\n", "```{admonition} Stop and think\n", ":class: attention\n", "What do you think the data looks like? \n", "```\n", "\n", "Maybe you think it looks like a 2-d Gaussian, that's reasoanble since all we know is the mean and the covariance. \n", "\n", "```{admonition} Take action\n", ":class: important\n", "Let's make a synthetic dataset with that mean and covariance.\n", "```" ] }, { "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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# convert mean and cov to a numpy array:\n", "np_mean = df.loc[lambda df: df['label'] =='dino', :].mean().to_numpy()\n", "np_cov = df.loc[lambda df: df['label'] =='dino', :].cov().to_numpy()\n", "# generate some synthetic data\n", "n_to_generate = df.loc[selector,'label'].count()\n", "norm_data = np.random.multivariate_normal(mean=np_mean, cov=np_cov,size=n_to_generate)\n", "#df.loc[lambda df: df['label'] =='dots', :].plot('x','y',kind='scatter', c='red', alpha=.5,label='dino')\n", "plt.scatter(norm_data[:,0],norm_data[:,1], c='blue', alpha=.5, label='synthetic')\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{admonition} Take action\n", ":class: important\n", "\n", "Let's compare the synthetic dataset with the actual data\n", "```" ] }, { "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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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.loc[lambda df: df['label'] =='dino', :].plot('x','y',kind='scatter', c='red', alpha=.5,label='label == dino')\n", "#plt.scatter(norm_data[:,0],norm_data[:,1], c='blue', alpha=.5, label='synthetic')\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The synthetic data and the real data don't look similar at all. The mean and covariance aren't telling us the full story\n", "\n", "```{hint} \n", "Visualizing your data is a good idea, simple summary statistics don't tell the full story.\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Repeat using pandas \"groupby\" functionality\n", "```{admonition} Take action\n", ":class: important\n", "\n", "Now let's check the covariance between `x` and `y` grouped by all the labels\n", "```\n", "\n", "Notice that each sub-dataset has essentially the same 2x2 covariance matrix." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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bullseyex281.207393-30.979902
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circlex280.898024-30.846620
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dinox281.069988-29.113933
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dotsx281.156953-27.247681
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y-29.618418725.224991
\n", "
" ], "text/plain": [ " x y\n", "label \n", "away x 281.227029 -28.971572\n", " y -28.971572 725.749775\n", "bullseye x 281.207393 -30.979902\n", " y -30.979902 725.533372\n", "circle x 280.898024 -30.846620\n", " y -30.846620 725.226844\n", "dino x 281.069988 -29.113933\n", " y -29.113933 725.515961\n", "dots x 281.156953 -27.247681\n", " y -27.247681 725.235215\n", "h_lines x 281.095333 -27.874816\n", " y -27.874816 725.756931\n", "high_lines x 281.122364 -30.943012\n", " y -30.943012 725.763490\n", "slant_down x 281.124206 -31.153399\n", " y -31.153399 725.553749\n", "slant_up x 281.194420 -30.992806\n", " y -30.992806 725.688605\n", "star x 281.197993 -28.432772\n", " y -28.432772 725.239695\n", "v_lines x 281.231512 -31.371608\n", " y -31.371608 725.638809\n", "wide_lines x 281.232887 -30.075267\n", " y -30.075267 725.650560\n", "x_shape x 281.231481 -29.618418\n", " y -29.618418 725.224991" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby('label').cov()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and the means are the same too." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xy
label
away54.26610047.834721
bullseye54.26873047.830823
circle54.26732047.837717
dino54.26327347.832253
dots54.26030347.839829
h_lines54.26144247.830252
high_lines54.26880547.835450
slant_down54.26784947.835896
slant_up54.26588247.831496
star54.26734147.839545
v_lines54.26992747.836988
wide_lines54.26691647.831602
x_shape54.26015047.839717
\n", "
" ], "text/plain": [ " x y\n", "label \n", "away 54.266100 47.834721\n", "bullseye 54.268730 47.830823\n", "circle 54.267320 47.837717\n", "dino 54.263273 47.832253\n", "dots 54.260303 47.839829\n", "h_lines 54.261442 47.830252\n", "high_lines 54.268805 47.835450\n", "slant_down 54.267849 47.835896\n", "slant_up 54.265882 47.831496\n", "star 54.267341 47.839545\n", "v_lines 54.269927 47.836988\n", "wide_lines 54.266916 47.831602\n", "x_shape 54.260150 47.839717" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby('label').mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{admonition} Take action\n", ":class: important\n", "\n", "Let's make scatter plots grouped by the `label` for the sub-dataset.\n", "```" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "label\n", "away AxesSubplot(0.125,0.125;0.775x0.755)\n", "bullseye AxesSubplot(0.125,0.125;0.775x0.755)\n", "circle AxesSubplot(0.125,0.125;0.775x0.755)\n", "dino AxesSubplot(0.125,0.125;0.775x0.755)\n", "dots AxesSubplot(0.125,0.125;0.775x0.755)\n", "h_lines AxesSubplot(0.125,0.125;0.775x0.755)\n", "high_lines AxesSubplot(0.125,0.125;0.775x0.755)\n", "slant_down AxesSubplot(0.125,0.125;0.775x0.755)\n", "slant_up AxesSubplot(0.125,0.125;0.775x0.755)\n", "star AxesSubplot(0.125,0.125;0.775x0.755)\n", "v_lines AxesSubplot(0.125,0.125;0.775x0.755)\n", "wide_lines AxesSubplot(0.125,0.125;0.775x0.755)\n", "x_shape AxesSubplot(0.125,0.125;0.775x0.755)\n", "dtype: object" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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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.groupby('label').plot('x','y',kind='scatter')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other types of data visualization \n", "\n", "In addition to scatter plots, we can also use the `seaborn` library to make [violin plots](https://en.wikipedia.org/wiki/Violin_plot), which allows us to compare individual marginal distributions grouped by the sub-dataset `label`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "sns.set(rc={'figure.figsize':(15,5)})" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.violinplot(x=\"label\",y=\"x\", data=df)\n", "#fig = plt.gcf()\n", "#fig.set_size_inches(15, 5)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.violinplot(x=\"label\",y=\"y\", data=df,figsize=(15,5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use boxplots" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sns.boxplot(x=\"label\",y=\"y\", data=df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...but \n", "\n", "

Be wary of boxplots! They might be obscuring important information.https://t.co/amnbAYvsq1 pic.twitter.com/7YxslPGp1n

— Justin Matejka (@JustinMatejka) August 9, 2017
\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Final thoughts\n", "\n", "The data set above comes from [this post by Autodesk research](https://www.autodeskresearch.com/publications/samestats):\n", "\n", "``` Justin Matejka, George Fitzmaurice (2017)\n", " Same Stats, Different Graphs: Generating Datasets with Varied Appearance and Identical Statistics through Simulated Annealing\n", " CHI 2017 Conference proceedings:\n", " ACM SIGCHI Conference on Human Factors in Computing Systems\n", "```\n", "\n", "It was inspired by this tweet from Alberto Cairo:\n", "\n", "

Don't trust summary statistics. Always visualize your data first https://t.co/63RxirsTuY pic.twitter.com/5j94Dw9UAf

— Alberto Cairo (@AlbertoCairo) August 15, 2016
\n", "\n", "A more well-known example is known as [Anscombe Quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet)\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "This wikipedia article on [Correlation and Dependence](http://en.wikipedia.org/wiki/Correlation_and_dependence) is also great, the bottom row shows examples of two variables that are uncorrelated, but not statistically independent, eg. we can't factorize the joint $p(X,Y)$ as $p(X)p(Y)$. \n", "\n", "

\"Correlation\n", "

\n", "\n", "\n", "Finally, here's a cool tool for quickly making a csv dataset: [Draw my data](http://robertgrantstats.co.uk/drawmydata.html) \n", "\n", "And finally, here's a short video from Autodesk:\n", "\n", "\n", "" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }