{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Machine Learning and Statistics for Physicists" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Material for a [UC Irvine](https://uci.edu/) course offered by the [Department of Physics and Astronomy](https://www.physics.uci.edu/).\n", "\n", "Content is maintained on [github](github.com/dkirkby/MachineLearningStatistics) and distributed under a [BSD3 license](https://opensource.org/licenses/BSD-3-Clause).\n", "\n", "##### ► [View table of contents](Contents.ipynb)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns; sns.set()\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load Data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from mls import locate_data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "line_data = pd.read_csv(locate_data('line_data.csv'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "pong_data = pd.read_hdf(locate_data('pong_data.hf5'))\n", "pong_targets = pd.read_hdf(locate_data('pong_targets.hf5'))\n", "pong_both = pd.concat([pong_data, pong_targets], axis='columns')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Low-level Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The low-level historical foundation of python visualization is [matplotlib](https://matplotlib.org/), which was originally created to emulate the successful MATLAB graphics beloved by generations of engineers. Matplotlib is still relevant today, and often the best choice for simple tasks or to produce publication-quality plots. The downside of matplotlib is that relatively simple tasks often require many low-level steps." ] }, { "cell_type": "markdown", "metadata": { "solution2": "hidden", "solution2_first": true }, "source": [ "Use `plt.hist`, `plt.xlabel`, `plt.ylabel` and `plt.legend` to reproduce the plot below that shows the 1D distributions (\"histograms\") of x and y values in `line_data`. Note how this goes one step further than the summary statistics by showing the full distribution of a single column.\n", "![hist example](img/Visualization/hist.png)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "solution2": "hidden" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "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": [ "plt.hist(line_data['x'], bins=20, range=(-2.5, +2.5), label='x', density=True, alpha=0.5)\n", "plt.hist(line_data['y'], bins=20, range=(-2.5, +2.5), label='y', density=True, alpha=0.5)\n", "plt.xlabel('Value')\n", "plt.ylabel('Probability Density')\n", "plt.legend()\n", "#plt.savefig('img/Visualization/hist.png')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Add your solution here..." ] }, { "cell_type": "markdown", "metadata": { "solution2": "hidden", "solution2_first": true }, "source": [ "Use `plt.errorbar`, `plt.xlabel`, `plt.ylabel` and `plt.legend` to reproduce the plot below that shows the first 12 rows of `line_data`:\n", "![errorbar example](img/Visualization/errorbar.png)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "solution2": "hidden" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.errorbar(line_data['x'][:12], line_data['y'][:12], line_data['dy'][:12],\n", " fmt='o', color='blue', markersize=5, ecolor='red', label='y +/- dy')\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.legend(loc='upper left')\n", "#plt.savefig('img/Visualization/errorbar.png')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Add your solution here..." ] }, { "cell_type": "markdown", "metadata": { "solution2": "hidden", "solution2_first": true }, "source": [ "Use `plt.scatter`, `plt.xlabel`, `plt.ylabel` and `plt.colorbar` to reproduce the plot below that shows the 2D distribution of x and y in `line_data`, color coded by each row's dy value. Note how this type of plot reveals correlations between a pair of columns that cannot be deduced from their 1D histograms.\n", "![scatter example](img/Visualization/scatter.png)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "solution2": "hidden" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(line_data['x'], line_data['y'], c=line_data['dy'], s=10)\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.colorbar().set_label('dy')\n", "#plt.savefig('img/Visualization/scatter.png')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Add your solution here..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Higher-level Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualization tools are rapidly evolving in python today (watch [this PyCon2017 talk](https://www.youtube.com/watch?v=FytuB8nFHPQ) for a recent overview), and there is no single best choice for all applications.\n", "\n", "For this course, we will use [seaborn](https://seaborn.pydata.org/index.html) since it is specifically designed for statistical data visualization and is reasonably mature. It also works well with matplotlib, which it uses under the hood to produce its plots." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Seaborn version of `plt.hist` is `sns.distplot`, which automatically calculates optimized bins (using the [Freedman-Diaconis rule](https://en.wikipedia.org/wiki/Freedman%E2%80%93Diaconis_rule)) and superimposes a smooth estimate of the probability density (using the [KDE method](https://en.wikipedia.org/wiki/Kernel_density_estimation) - we will learning more about density estimation soon).\n", "\n", "(The `FutureWarning` the code below generates is harmless and a [fix](https://github.com/scipy/scipy/pull/8944) will be in a future version of scipy)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/david/anaconda3/envs/MLS/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.distplot(line_data['x'], label='x')\n", "sns.distplot(line_data['y'], label='y')\n", "plt.xlabel('Value')\n", "plt.ylabel('Probability Density')\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Seaborn version of `plt.scatter` is `sns.jointplot`, which shows 1D histograms along the sides comes in several kinds for displaying the central 2D information, e.g." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "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": [ "sns.jointplot('x', 'y', line_data, kind='hex')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note how the axis labels are generated automatically. The \"pearsonr\" value measures the [amount of correlation](https://en.wikipedia.org/wiki/Pearson_correlation_coefficient) between x and y, and \"p\" estimates the probability that they are uncorrelated." ] }, { "cell_type": "markdown", "metadata": { "solution2": "hidden", "solution2_first": true }, "source": [ "**EXERCISE:** Read about the other kinds of `sns.jointplot` and try each one for x and y. Which seems most useful for a small data set? For a large data set?" ] }, { "cell_type": "markdown", "metadata": { "solution2": "hidden" }, "source": [ "I recommend 'scatter' for a small dataset, but it is not a good choice for a large dataset since it is relatively slow and your eye is inevitably drawn to the outliers that are least representative of the general trends.\n", "\n", "For a large dataset, I would start with 'hex' and then proceed to 'kde' if the 'hex' distribution looks sufficiently smooth.\n", "\n", "The 'reg' and 'resid' types are intended for cases where there is an obvious linear relationship between the pair of columns." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A \"jointplot\" gives a lot of insight into a pair of columns in a dataset. A \"pairplot\" takes this one step further with a grid of jointpoints. (There is also a dedicated python package for pairplots called [corner](http://corner.readthedocs.io/en/latest/))." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "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": [ "sns.pairplot(line_data.dropna())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting grid shows a 2D scatter plot each pair (i,j) of columns with 1D histograms on the diagonal (i=j). Note that the (j,i) scatter plot is just (i,j) transposed, so this format is not very space efficient." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A pairplot is less practical for a dataset with lots of columns but you can zoom in on any submatrix, for example:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(pong_both, x_vars=('x0', 'x1', 'x2', 'x3'), y_vars=('y6', 'y7', 'y8'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The three clusters that appear in each scatter plot suggest that there are three types of observations (rows) in the dataset. We can confirm this using the combined data+targets dataset and color-coding each row according to each target \"grp\" value:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "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": [ "sns.pairplot(pong_both, x_vars=('x0', 'x1', 'x2', 'x3'), y_vars=('y6', 'y7', 'y8'), hue='grp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will soon learn how to automatically assign rows to the clusters you discover during visualization, i.e., without \"cheating\" with the target 'grp' column." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Beyond 2D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are several options to go beyond 2D visualization of pairs:\n", "- Use attributes such as color and size to display additional dimensions.\n", "- Use 3D visualizations.\n", "- Use an embedding transformation to map high dimensional data to 2D or 3D.\n", "\n", "We have already seen examples above of using color to add a third dimension to a 2D scatter plot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**EXERCISE:** Try out the embedding approach by uploading `pong_data` to http://projector.tensorflow.org/. You will first need to save the data in the \"tab-separated value\" (TSV) format:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "pong_data.to_csv('pong_data.tsv', sep='\\t', index=False, header=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look at the 3D PCA visualization of this dataset. What is the raw dimension (number of columns) for this data? What is the effective number of dimensions revealed by the visualization? We will learn more about PCA and counting effective dimensions soon." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You are welcome to also experiment with the [tSNE](https://distill.pub/2016/misread-tsne/) visualizations, but I have not found them to be very enlightening for scientific data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to use visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What should you be looking for when you visualize your data?\n", "1. Is there visible clustering in some pairs?\n", "2. Which pairs of columns are most correlated?\n", "3. When a correlation exists:\n", " - Is it roughly linear or strongly non-linear?\n", " - How much variance (spread) is there about the average trend?\n", "\n", "There is usually variance around the average trend but it can arise from two different sources (and, in general, is some mixture of both):\n", " - Correlations with additional variables (which might not even be in your dataset).\n", " - Random noise due to the measurement process, etc." ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }