{ "metadata": { "name": "", "signature": "sha256:ee001a386bdb91df776afe4d40a763cac6fbea3bce0b75f52bd9980447be5ee7" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#Plotting occupancy statistics with Python - a basic matplotlib recipe#\n", "In earlier posts, Python and pandas were used to compute occupancy statistics. Now we will use Python to create plots based on summary occupancy statistics (such as means and percentiles) by time of day, day of week, and patient category (recall that this example is from a hospital short stay unit - [go back to Part 1](http://hselab.org/occupancy-analysis-with-python-pandas-part-1-create-by-date-data-frame.html) for all of the background info). In this first installment, we will use matplotlib to create the plots. I've used matplotlib a bit but also use R and its awesome `ggplot2` package. With both packages, I feel like I'm constantly going back to square one and relearning how to do things. Of course there are tons of great galleries and examples and Q&A on StackOverflow and I use them all. However, I thought it might be useful to create a few examples of doing occupancy plots that I (and others) might find useful as a template of sorts for creating similar plots. In this first matplotlib recipe I want to create a typical graph which includes a mixture of bars and lines plotted, axis labels and some slightly complicated tick placement and labeling. \n", "\n", "You can find the data and the `.ipynb` file in my [hselab-tutorials](https://github.com/misken/hselab-tutorials) github repo. Clone or download a zip.\n", "\n", "Here's the plot we are going to create:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import Image" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "i = Image(filename='images/occ_fig2.png')\n", "i" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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zcODAAi+zEgQBf/zxB1xcXFTWsbS0xMGDB1GxYkVRefny5bFp0ybZbdmzdO/e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\nUKlSJZVtqMoBlN2rV6/QokULnDhxAhM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ASdKmTZs0ODiomZmZMq8K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\nLsbPP/8MOzs7FBcXY96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"prompt_number": 2, "text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Preliminaries##" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "At the end of Part 2 of this tutorial series, we ended up with a csv file called **occ_stats_summary.csv**. Let's read it in and take a look at it." ] }, { "cell_type": "code", "collapsed": false, "input": [ "## Read sample data set and convert string dates to datetimes\n", "occ_df = pd.read_csv('data/occ_stats_summary.csv')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's subset the dataframe to pull out just the rows corresponding to total occupancy. In this example, each day was divided into 48 half-hour bins (for a total of 336 bins per week)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "total_df = occ_df[occ_df.category == 'Total'][:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "total_df.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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categorydayofweekbinofdaycountmaxmeanminp50p55p60p65p70p75p80p85p90p95p975p99stdev
1680 Total 0 0 36 2.533333 0.525000 0 0.100000 0.350000 0.500000 0.525000 0.650000 0.850000 1.000000 1.216667 1.666667 2.033333 2.183333 2.393333 0.720069
1681 Total 0 1 36 4.000000 0.952778 0 0.166667 0.683333 0.833333 1.000000 1.166667 1.516667 2.000000 2.000000 3.133333 4.000000 4.000000 4.000000 1.293166
1682 Total 0 2 36 7.866667 0.900926 0 0.000000 0.000000 0.333333 0.583333 0.833333 1.083333 1.333333 1.991667 2.966667 4.000000 4.483333 6.513333 1.679030
1683 Total 0 3 36 4.000000 0.414815 0 0.000000 0.000000 0.000000 0.000000 0.000000 0.041667 0.333333 0.891667 1.466667 2.466667 3.883333 3.953333 1.000173
1684 Total 0 4 36 4.666667 1.088889 0 0.316667 0.850000 1.000000 1.125000 1.433333 2.000000 2.000000 2.483333 3.600000 4.000000 4.083333 4.433333 1.421892
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ " category dayofweek binofday count max mean min p50 p55 p60 p65 p70 p75 p80 p85 p90 \\\n", "1680 Total 0 0 36 2.533333 0.525000 0 0.100000 0.350000 0.500000 0.525000 0.650000 0.850000 1.000000 1.216667 1.666667 \n", "1681 Total 0 1 36 4.000000 0.952778 0 0.166667 0.683333 0.833333 1.000000 1.166667 1.516667 2.000000 2.000000 3.133333 \n", "1682 Total 0 2 36 7.866667 0.900926 0 0.000000 0.000000 0.333333 0.583333 0.833333 1.083333 1.333333 1.991667 2.966667 \n", "1683 Total 0 3 36 4.000000 0.414815 0 0.000000 0.000000 0.000000 0.000000 0.000000 0.041667 0.333333 0.891667 1.466667 \n", "1684 Total 0 4 36 4.666667 1.088889 0 0.316667 0.850000 1.000000 1.125000 1.433333 2.000000 2.000000 2.483333 3.600000 \n", "\n", " p95 p975 p99 stdev \n", "1680 2.033333 2.183333 2.393333 0.720069 \n", "1681 4.000000 4.000000 4.000000 1.293166 \n", "1682 4.000000 4.483333 6.513333 1.679030 \n", "1683 2.466667 3.883333 3.953333 1.000173 \n", "1684 4.000000 4.083333 4.433333 1.421892 " ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "total_df.tail()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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categorydayofweekbinofdaycountmaxmeanminp50p55p60p65p70p75p80p85p90p95p975p99stdev
2011 Total 6 43 39 4 0.837607 0 0 0.45 0.66 0.960000 1.00 1.300000 1.840000 2.000000 2.560000 3.520000 4.000000 4.000000 1.185640
2012 Total 6 44 39 8 0.652137 0 0 0.00 0.00 0.000000 0.00 0.000000 0.813333 1.620000 2.240000 3.400000 4.200000 6.480000 1.584774
2013 Total 6 45 39 4 0.682051 0 0 0.27 0.56 0.646667 0.82 1.100000 1.253333 1.620000 2.080000 2.733333 3.366667 3.746667 1.020631
2014 Total 6 46 39 4 0.831624 0 0 0.15 0.44 0.853333 1.00 1.000000 1.920000 2.000000 2.400000 4.000000 4.000000 4.000000 1.279230
2015 Total 6 47 39 4 0.412821 0 0 0.00 0.00 0.166667 0.32 0.466667 0.666667 0.766667 1.226667 2.066667 2.733333 3.493333 0.838915
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ " category dayofweek binofday count max mean min p50 p55 p60 p65 p70 p75 p80 p85 p90 p95 p975 \\\n", "2011 Total 6 43 39 4 0.837607 0 0 0.45 0.66 0.960000 1.00 1.300000 1.840000 2.000000 2.560000 3.520000 4.000000 \n", "2012 Total 6 44 39 8 0.652137 0 0 0.00 0.00 0.000000 0.00 0.000000 0.813333 1.620000 2.240000 3.400000 4.200000 \n", "2013 Total 6 45 39 4 0.682051 0 0 0.27 0.56 0.646667 0.82 1.100000 1.253333 1.620000 2.080000 2.733333 3.366667 \n", "2014 Total 6 46 39 4 0.831624 0 0 0.15 0.44 0.853333 1.00 1.000000 1.920000 2.000000 2.400000 4.000000 4.000000 \n", "2015 Total 6 47 39 4 0.412821 0 0 0.00 0.00 0.166667 0.32 0.466667 0.666667 0.766667 1.226667 2.066667 2.733333 \n", "\n", " p99 stdev \n", "2011 4.000000 1.185640 \n", "2012 6.480000 1.584774 \n", "2013 3.746667 1.020631 \n", "2014 4.000000 1.279230 \n", "2015 3.493333 0.838915 " ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the integer index starts at 1680 and ends at 2015. Let's reset the index in place so that we've got an index running from 0 to 335." ] }, { "cell_type": "code", "collapsed": true, "input": [ "total_df.reset_index(inplace=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "total_df.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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indexcategorydayofweekbinofdaycountmaxmeanminp50p55...p65p70p75p80p85p90p95p975p99stdev
0 1680 Total 0 0 36 2.533333 0.525000 0 0.100000 0.350000... 0.525000 0.650000 0.850000 1.000000 1.216667 1.666667 2.033333 2.183333 2.393333 0.720069
1 1681 Total 0 1 36 4.000000 0.952778 0 0.166667 0.683333... 1.000000 1.166667 1.516667 2.000000 2.000000 3.133333 4.000000 4.000000 4.000000 1.293166
2 1682 Total 0 2 36 7.866667 0.900926 0 0.000000 0.000000... 0.583333 0.833333 1.083333 1.333333 1.991667 2.966667 4.000000 4.483333 6.513333 1.679030
3 1683 Total 0 3 36 4.000000 0.414815 0 0.000000 0.000000... 0.000000 0.000000 0.041667 0.333333 0.891667 1.466667 2.466667 3.883333 3.953333 1.000173
4 1684 Total 0 4 36 4.666667 1.088889 0 0.316667 0.850000... 1.125000 1.433333 2.000000 2.000000 2.483333 3.600000 4.000000 4.083333 4.433333 1.421892
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5 rows \u00d7 21 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ " index category dayofweek binofday count max mean min p50 p55 ... p65 p70 p75 p80 p85 \\\n", "0 1680 Total 0 0 36 2.533333 0.525000 0 0.100000 0.350000 ... 0.525000 0.650000 0.850000 1.000000 1.216667 \n", "1 1681 Total 0 1 36 4.000000 0.952778 0 0.166667 0.683333 ... 1.000000 1.166667 1.516667 2.000000 2.000000 \n", "2 1682 Total 0 2 36 7.866667 0.900926 0 0.000000 0.000000 ... 0.583333 0.833333 1.083333 1.333333 1.991667 \n", "3 1683 Total 0 3 36 4.000000 0.414815 0 0.000000 0.000000 ... 0.000000 0.000000 0.041667 0.333333 0.891667 \n", "4 1684 Total 0 4 36 4.666667 1.088889 0 0.316667 0.850000 ... 1.125000 1.433333 2.000000 2.000000 2.483333 \n", "\n", " p90 p95 p975 p99 stdev \n", "0 1.666667 2.033333 2.183333 2.393333 0.720069 \n", "1 3.133333 4.000000 4.000000 4.000000 1.293166 \n", "2 2.966667 4.000000 4.483333 6.513333 1.679030 \n", "3 1.466667 2.466667 3.883333 3.953333 1.000173 \n", "4 3.600000 4.000000 4.083333 4.433333 1.421892 \n", "\n", "[5 rows x 21 columns]" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "total_df.tail()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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indexcategorydayofweekbinofdaycountmaxmeanminp50p55...p65p70p75p80p85p90p95p975p99stdev
331 2011 Total 6 43 39 4 0.837607 0 0 0.45... 0.960000 1.00 1.300000 1.840000 2.000000 2.560000 3.520000 4.000000 4.000000 1.185640
332 2012 Total 6 44 39 8 0.652137 0 0 0.00... 0.000000 0.00 0.000000 0.813333 1.620000 2.240000 3.400000 4.200000 6.480000 1.584774
333 2013 Total 6 45 39 4 0.682051 0 0 0.27... 0.646667 0.82 1.100000 1.253333 1.620000 2.080000 2.733333 3.366667 3.746667 1.020631
334 2014 Total 6 46 39 4 0.831624 0 0 0.15... 0.853333 1.00 1.000000 1.920000 2.000000 2.400000 4.000000 4.000000 4.000000 1.279230
335 2015 Total 6 47 39 4 0.412821 0 0 0.00... 0.166667 0.32 0.466667 0.666667 0.766667 1.226667 2.066667 2.733333 3.493333 0.838915
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5 rows \u00d7 21 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ " index category dayofweek binofday count max mean min p50 p55 ... p65 p70 p75 p80 p85 p90 p95 \\\n", "331 2011 Total 6 43 39 4 0.837607 0 0 0.45 ... 0.960000 1.00 1.300000 1.840000 2.000000 2.560000 3.520000 \n", "332 2012 Total 6 44 39 8 0.652137 0 0 0.00 ... 0.000000 0.00 0.000000 0.813333 1.620000 2.240000 3.400000 \n", "333 2013 Total 6 45 39 4 0.682051 0 0 0.27 ... 0.646667 0.82 1.100000 1.253333 1.620000 2.080000 2.733333 \n", "334 2014 Total 6 46 39 4 0.831624 0 0 0.15 ... 0.853333 1.00 1.000000 1.920000 2.000000 2.400000 4.000000 \n", "335 2015 Total 6 47 39 4 0.412821 0 0 0.00 ... 0.166667 0.32 0.466667 0.666667 0.766667 1.226667 2.066667 \n", "\n", " p975 p99 stdev \n", "331 4.000000 4.000000 1.185640 \n", "332 4.200000 6.480000 1.584774 \n", "333 3.366667 3.746667 1.020631 \n", "334 4.000000 4.000000 1.279230 \n", "335 2.733333 3.493333 0.838915 \n", "\n", "[5 rows x 21 columns]" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting preliminaries\n", "----------------------\n", "\n", "Now, lets make some plots. We'll use matplotlib first and then try the recent port of ggplot2 to Python." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib as mpl\n", "import matplotlib.pyplot as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "# Store the matplotlib style defaults so we can easily get them back. For inline work, we do this:\n", "inline_rc = dict(mpl.rcParams) \n", "\n", "# For non-inline work we can do\n", "# plt.rcdefaults()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Occupancy graph patterns\n", "------------------------\n", "\n", "Let's make some plots. We will create some common patterns using matplotlib and ggplot. To start, our X-axis will just be sequence of integers from 0 to 335. Later we will modify this to use more informative day of week and time of day options." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Create a Figure and Axes object\n", "#--------------------------------\n", "fig1 = plt.figure()\n", "ax1 = fig1.add_subplot(1,1,1)\n", "\n", "# Create a list to use as the X-axis values\n", "#-------------------------------------------\n", "time_bins = range(1,337)\n", "\n", "# Specify the mean occupancy and percentile values\n", "#-----------------------------------------------------------\n", "mean_occ = total_df['mean']\n", "pctile_occ = total_df['p95']\n", "\n", "# Styling of bars, lines, plot area\n", "#-----------------------------------\n", "\n", "# Style the bars for mean occupancy\n", "bar_color = 'green'\n", "bar_opacity = 0.8\n", "\n", "# Style the line for the occupancy percentile\n", "pctile_line_style = '-'\n", "pctile_color = 'black'\n", "pctile_line_width = 1\n", "\n", "\n", "# Set the background color of the plot. Argument is a string float in\n", "# (0,1) representing greyscale (0=black, 1=white)\n", "ax1.patch.set_facecolor('0.95')\n", "\n", "# Can also use color names or hex color codes\n", "# ax1.patch.set_facecolor('yellow')\n", "# ax1.patch.set_facecolor('#FFFFAD')\n", "\n", "\n", "# Add data to the plot\n", "#--------------------------\n", "\n", "# Mean occupancy as bars\n", "ax1.bar(time_bins,mean_occ, color=bar_color, alpha=bar_opacity, label='Mean Occ')\n", "\n", "# Some percentile aas a line\n", "ax1.plot(time_bins,pctile_occ, linestyle=pctile_line_style, linewidth=pctile_line_width, color=pctile_color, \\\n", " label='95th %ile Occ')\n", "\n", "# Set x-axis limits\n", "ax1.set_xlim([0,335])\n", "\n", "# Set y-axis limits\n", "ax1.set_ylim([0,225])\n", "\n", "# Add other chart elements\n", "#-------------------------\n", "\n", "# Set plot and axis titles\n", "fig1.suptitle('Occupancy analysis of SSU', fontsize=14, fontweight='bold')\n", "ax1.set_title('All patient types')\n", "ax1.set_xlabel('Time Bin of Week')\n", "ax1.set_ylabel('Occupancy')\n", "\n", "# Gridlines\n", "ax1.grid(True, color='k')\n", "\n", "# Legend\n", "ax1.legend(loc='best')\n", "\n", "# Plot size\n", "fig1.set_size_inches(16,12)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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qhqu4KTfffLOuv/56tbe3a+/evVq5cmXasdx11116xzveoaqqqn3uP+uss9TX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\ngyAkgZxXO6mqqkJ5eTkCAwNZi+LSTJs2DUuXLsWNG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x+P3NxcyfoLvPjii5g2bZrRsZ9+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\nfkNZWRmaNm2KuXPnok2bNkafee+991BWVoaXXnoJCxYswJIlSwDUj1+aN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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's add a capacity line at 170. One way to do this is to add another data series to the plot consisting of y-values of 170." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Add a constant valued column to the dataframe\n", "total_df['Capacity'] = 170" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "capacity_line_style = '-'\n", "capacity_color = 'black'\n", "capacity_line_width = 2\n", "\n", "ax1.plot(time_bins,total_df['Capacity'],linestyle=capacity_line_style, linewidth=capacity_line_width, color=capacity_color)\n", "display(fig1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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lZQNV3JTbbrtNN910k1pbW7V//36tXLky7Vjuu+8+vfvd71ZZWdmQ4+ecc466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\nmVfJ2fZu1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dVq8UrPa3xca9o06ZxX38Wry5lXCXsKIgvGhCwoXifEpc3ruEgTrxJoNBre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\nCkePHkWHDh1w/fp17N271+6iPA0FoJ+fH+68807s2bPHKMQYAL755huTk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"text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's work on relabling the X-axis with days of the week and times. I struggled with this but along the way learned a few things. I'll share some of my fumbling. \n", "\n", "One approach might be to create a week of timestamps at the correct frequency and then use formatting to control how they display as axis labels. Pandas has a convenience function called [date_range](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.date_range.html) that makes it easy to create an object consisting of a bunch of datetime values of any frequency desired." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# 336 half hours starting with midnight Dec 14, 2014\n", "timestamps = pd.date_range('12/15/2014', periods=336, freq='30Min')\n", "\n", "# What is this timestamps object we've created?\n", "timestamps" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "\n", "[2014-12-15 00:00:00, ..., 2014-12-21 23:30:00]\n", "Length: 336, Freq: 30T, Timezone: None" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's a pandas index. Hmmm, I wonder if we can use this directly for our X-axis values and/or tick labels? If not, we can always convert it to a list or a pandas `Series` object. At least one of these things should work." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# First 10 elements of a list version of timestamps\n", "timestamps.tolist()[0:10]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "[Timestamp('2014-12-15 00:00:00', offset='30T'),\n", " Timestamp('2014-12-15 00:30:00', offset='30T'),\n", " Timestamp('2014-12-15 01:00:00', offset='30T'),\n", " Timestamp('2014-12-15 01:30:00', offset='30T'),\n", " Timestamp('2014-12-15 02:00:00', offset='30T'),\n", " Timestamp('2014-12-15 02:30:00', offset='30T'),\n", " Timestamp('2014-12-15 03:00:00', offset='30T'),\n", " Timestamp('2014-12-15 03:30:00', offset='30T'),\n", " Timestamp('2014-12-15 04:00:00', offset='30T'),\n", " Timestamp('2014-12-15 04:30:00', offset='30T')]" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "# Pandas series version of timestamps\n", "pd.Series(timestamps)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "0 2014-12-15 00:00:00\n", "1 2014-12-15 00:30:00\n", "2 2014-12-15 01:00:00\n", "3 2014-12-15 01:30:00\n", "4 2014-12-15 02:00:00\n", "5 2014-12-15 02:30:00\n", "6 2014-12-15 03:00:00\n", "7 2014-12-15 03:30:00\n", "8 2014-12-15 04:00:00\n", "9 2014-12-15 04:30:00\n", "10 2014-12-15 05:00:00\n", "11 2014-12-15 05:30:00\n", "12 2014-12-15 06:00:00\n", "13 2014-12-15 06:30:00\n", "14 2014-12-15 07:00:00\n", "...\n", "321 2014-12-21 16:30:00\n", "322 2014-12-21 17:00:00\n", "323 2014-12-21 17:30:00\n", "324 2014-12-21 18:00:00\n", "325 2014-12-21 18:30:00\n", "326 2014-12-21 19:00:00\n", "327 2014-12-21 19:30:00\n", "328 2014-12-21 20:00:00\n", "329 2014-12-21 20:30:00\n", "330 2014-12-21 21:00:00\n", "331 2014-12-21 21:30:00\n", "332 2014-12-21 22:00:00\n", "333 2014-12-21 22:30:00\n", "334 2014-12-21 23:00:00\n", "335 2014-12-21 23:30:00\n", "Length: 336, dtype: datetime64[ns]" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obviously we can't label every half hour with a datetime stamp. What we can do is create lists of datetimes to use as the locations of major and minor tick labels. Again, we can take advantage of some pandas functionality." ] }, { "cell_type": "code", "collapsed": false, "input": [ "major_tick_locations = pd.date_range('12/15/2014 12:00:00', periods=7, freq='24H').tolist()\n", "minor_tick_locations = pd.date_range('12/15/2014 06:00:00', periods=28, freq='6H').tolist()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "major_tick_locations" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "[Timestamp('2014-12-15 12:00:00', offset='24H'),\n", " Timestamp('2014-12-16 12:00:00', offset='24H'),\n", " Timestamp('2014-12-17 12:00:00', offset='24H'),\n", " Timestamp('2014-12-18 12:00:00', offset='24H'),\n", " Timestamp('2014-12-19 12:00:00', offset='24H'),\n", " Timestamp('2014-12-20 12:00:00', offset='24H'),\n", " Timestamp('2014-12-21 12:00:00', offset='24H')]" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "minor_tick_locations" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "[Timestamp('2014-12-15 06:00:00', offset='6H'),\n", " Timestamp('2014-12-15 12:00:00', offset='6H'),\n", " Timestamp('2014-12-15 18:00:00', offset='6H'),\n", " Timestamp('2014-12-16 00:00:00', offset='6H'),\n", " Timestamp('2014-12-16 06:00:00', offset='6H'),\n", " Timestamp('2014-12-16 12:00:00', offset='6H'),\n", " Timestamp('2014-12-16 18:00:00', offset='6H'),\n", " Timestamp('2014-12-17 00:00:00', offset='6H'),\n", " Timestamp('2014-12-17 06:00:00', offset='6H'),\n", " Timestamp('2014-12-17 12:00:00', offset='6H'),\n", " Timestamp('2014-12-17 18:00:00', offset='6H'),\n", " Timestamp('2014-12-18 00:00:00', offset='6H'),\n", " Timestamp('2014-12-18 06:00:00', offset='6H'),\n", " Timestamp('2014-12-18 12:00:00', offset='6H'),\n", " Timestamp('2014-12-18 18:00:00', offset='6H'),\n", " Timestamp('2014-12-19 00:00:00', offset='6H'),\n", " Timestamp('2014-12-19 06:00:00', offset='6H'),\n", " Timestamp('2014-12-19 12:00:00', offset='6H'),\n", " Timestamp('2014-12-19 18:00:00', offset='6H'),\n", " Timestamp('2014-12-20 00:00:00', offset='6H'),\n", " Timestamp('2014-12-20 06:00:00', offset='6H'),\n", " Timestamp('2014-12-20 12:00:00', offset='6H'),\n", " Timestamp('2014-12-20 18:00:00', offset='6H'),\n", " Timestamp('2014-12-21 00:00:00', offset='6H'),\n", " Timestamp('2014-12-21 06:00:00', offset='6H'),\n", " Timestamp('2014-12-21 12:00:00', offset='6H'),\n", " Timestamp('2014-12-21 18:00:00', offset='6H'),\n", " Timestamp('2014-12-22 00:00:00', offset='6H')]" ] } ], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we can set the locations of major and minor tick labels, we can use matplotlib's [DateFormatter](http://matplotlib.org/api/dates_api.html#date-formatters) function to control how the labels look. DateFormatter uses `strftime()` format strings - see [http://strftime.org/](http://strftime.org/). We aren't using the date part other than to get at the day of week.\n", "\n", "The other formatting related thing we want to do is to have the days of the week labels appear underneath the hour of day labels. As you'll see below, we can pull this off using `pad` argument of the `tick_params()` function. A useful reference for this is [http://stackoverflow.com/questions/14800973/matplotlib-tick-labels-position-relative-to-axes](http://stackoverflow.com/questions/14800973/matplotlib-tick-labels-position-relative-to-axes).\n", "\n", "Now that the X-axis values are datetimes, another evil \"gotcha\" rears its ugly head. By default, the width of the bars representing mean occupancy will be equal to 1. Hmm, 1 what? 1 unit on the X-axis. I figured that would be one half-hour bin. Nope. It's 1 day (since time durations less than one day are simply fractions of the day). So, by default you get bars that are huge (one day wide) and they obscure each other. Solution, use the `width` option to set the bar width to 1/(number of bins in the day). In our case, we set `width = 1/48`. If you want to see what things look like if you don't do this, just edit the appropriate line and set `width = 1`." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Create a Figure and Axes object\n", "#--------------------------------\n", "fig2 = plt.figure()\n", "ax2 = fig2.add_subplot(1,1,1)\n", "\n", "# Create a list to use as the X-axis values\n", "#-------------------------------------------\n", "# 336 half hours starting with midnight Dec 14, 2014\n", "timestamps = pd.date_range('12/15/2014', periods=336, freq='30Min').tolist()\n", "\n", "\n", "\n", "# Styling of bars, lines, plot area\n", "#-----------------------------------\n", "\n", "# Style the bars for mean occupancy\n", "bar_color = 'grey'\n", "bar_opacity = 0.8\n", "\n", "# Style the line for the occupancy percentile and capacity\n", "pctile_line_style = '-'\n", "pctile_color = 'black'\n", "pctile_line_width = 1\n", "\n", "capacity_line_style = '-'\n", "capacity_color = 'black'\n", "capacity_line_width = 2\n", "\n", "\n", "# Set the background color of the plot. Argument is a string float in\n", "# (0,1) representing greyscale (0=black, 1=white)\n", "ax2.patch.set_facecolor('0.95')\n", "\n", "# Can also use color names or hex color codes\n", "# ax2.patch.set_facecolor('yellow')\n", "# ax2.patch.set_facecolor('#FFFFAD')\n", "\n", "\n", "# Add data to the plot\n", "#--------------------------\n", "\n", "# Mean occupancy as bars - here's the GOTCHA involving the bar width\n", "ax2.bar(timestamps,mean_occ, color=bar_color, alpha=bar_opacity, label='Mean Occ', width=1/48)\n", "\n", "# Some percentile aas a line\n", "ax2.plot(timestamps,pctile_occ, linestyle=pctile_line_style, linewidth=pctile_line_width, color=pctile_color, \\\n", " label='95th %ile Occ')\n", "\n", "ax2.plot(timestamps,total_df['Capacity'],linestyle=capacity_line_style, linewidth=capacity_line_width, color=capacity_color)\n", "\n", "\n", "# Create formatter variables\n", "dayofweek_formatter = DateFormatter('%a')\n", "qtrday_formatter = DateFormatter('%H')\n", "\n", "# Set the tick locations for the axes object\n", "ax2.set_xticks(major_tick_locations)\n", "ax2.set_xticks(minor_tick_locations, minor=True)\n", "\n", "# Format the tick labels\n", "ax2.xaxis.set_major_formatter(dayofweek_formatter)\n", "ax2.xaxis.set_minor_formatter(qtrday_formatter)\n", "\n", "# Slide the major tick labels underneath the default location by 20 points\n", "ax2.tick_params(which='major', pad=20)\n", "\n", "# Add other chart elements\n", "#-------------------------\n", "\n", "# Set plot and axis titles\n", "fig2.suptitle('Occupancy analysis of SSU', fontsize=28, fontweight='bold')\n", "ax2.set_title('All patient types', fontsize=24)\n", "ax2.set_xlabel('Time Bin of Week', fontsize=14)\n", "ax2.set_ylabel('Occupancy', fontsize=14)\n", "\n", "# Gridlines\n", "ax2.grid(True, color='k')\n", "\n", "# Legend\n", "ax2.legend(loc='best')\n", "\n", "# Plot size\n", "fig2.set_size_inches(16,12)\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": 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zhlPneyj5uaVC72mHc/cPknaYpDMydsn1MN/n7ssLnOa5rKHm7v6WpD8md9Mx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\n97832T5r1iy99NJLOuyww9S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Sd9hhB5mZzEy33367unXrJkmqqanRsmXLytxKAOhcOmy4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\nW3Ho0KEug2TXcz5U6xVfvtd7vx0xYkQnXbLdbsf999+Pd99912+7Tp48i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"text": [ "" ] } ], "prompt_number": 49 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using matplotlib stylesheets\n", "----------------------------\n", "\n", "Matplotlib has a package called `style` that makes it easy to switch between predefined styles for your graphs. There are a few built-in styles. For example, you can make your plots look like the default plots you get with the R package `ggplot2` or like those found on Nate Silver's 538 blog. You can create your own stylesheets, too.\n", "\n", "Get all the details at [http://matplotlib.org/users/style_sheets.html](http://matplotlib.org/users/style_sheets.html). " ] }, { "cell_type": "code", "collapsed": false, "input": [ "#Let's check out the built-in style sheets\n", "print (plt.style.available)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "['ggplot', 'bmh', 'dark_background', 'grayscale', 'fivethirtyeight']\n" ] } ], "prompt_number": 47 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with the ggplot style." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.style.use('ggplot')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 64 }, { "cell_type": "code", "collapsed": false, "input": [ "# Create a Figure and Axes object\n", "#--------------------------------\n", "fig3 = plt.figure()\n", "ax3 = fig3.add_subplot(1,1,1)\n", "\n", "# Create a list to use as the X-axis values\n", "#-------------------------------------------\n", "# 336 half hours starting with midnight Dec 14, 2014\n", "timestamps = pd.date_range('12/15/2014', periods=336, freq='30Min').tolist()\n", "\n", "\n", "# Add data to the plot\n", "#--------------------------\n", "\n", "\n", "ax3.bar(timestamps,mean_occ, width=1/48)\n", "ax3.plot(timestamps,pctile_occ, label='95th %ile Occ')\n", "ax3.plot(timestamps,total_df['Capacity'])\n", "\n", "\n", "# Create formatter variables\n", "dayofweek_formatter = DateFormatter('%a')\n", "qtrday_formatter = DateFormatter('%H')\n", "\n", "# Set the tick locations for the axes object\n", "ax3.set_xticks(major_tick_locations)\n", "ax3.set_xticks(minor_tick_locations, minor=True)\n", "\n", "# Format the tick labels\n", "ax3.xaxis.set_major_formatter(dayofweek_formatter)\n", "ax3.xaxis.set_minor_formatter(qtrday_formatter)\n", "\n", "# Slide the major tick labels underneath the default location by 20 points\n", "ax3.tick_params(which='major', pad=20)\n", "\n", "# Add other chart elements\n", "#-------------------------\n", "\n", "# Set plot and axis titles\n", "fig3.suptitle('Occupancy analysis of SSU')\n", "ax3.set_title('All patient types')\n", "ax3.set_xlabel('Time Bin of Week')\n", "ax3.set_ylabel('Occupancy')\n", "\n", "\n", "# Plot size\n", "fig3.set_size_inches(16,12)\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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0ne98R1OnTtXzzz+vqVOn6txzz9Wjjz6qRx99VIsWLdLu3bv18ssva8WKFaqq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0ecvxry8f+AuOraCK9OE4rOq4hFvQF0WJJNROmi5jd0VqUwwzzKPgBz7gRmhnm2FP4+zEtUDMje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\noSZI4SIO/ms+YgT6hKVqctRfx0yLvgLzqu+Bjz91WC9FNn3gl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"text": [ "" ] } ], "prompt_number": 65 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before trying out a different style, it's a good idea to reset the matplotlib settings to their defaults. That's why we saved the default settings in a variable called `inline_rc` which is simply a dictionary of settings and their values. I haven't had much luck with trying to use `plt.style.use` for a second time unless I do a reset of the plot setting. Here's how to do that." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Reset plot settings to defaults\n", "matplotlib.rcParams.update(inline_rc)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 66 }, { "cell_type": "code", "collapsed": false, "input": [ "# Try out a different built-in style\n", "plt.style.use('fivethirtyeight')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 67 }, { "cell_type": "code", "collapsed": false, "input": [ "# Create a Figure and Axes object\n", "#--------------------------------\n", "fig3 = plt.figure()\n", "ax3 = fig3.add_subplot(1,1,1)\n", "\n", "# Create a list to use as the X-axis values\n", "#-------------------------------------------\n", "# 336 half hours starting with midnight Dec 14, 2014\n", "timestamps = pd.date_range('12/15/2014', periods=336, freq='30Min').tolist()\n", "\n", "\n", "# Add data to the plot\n", "#--------------------------\n", "\n", "\n", "ax3.bar(timestamps,mean_occ, width=1/48)\n", "ax3.plot(timestamps,pctile_occ, label='95th %ile Occ')\n", "ax3.plot(timestamps,total_df['Capacity'])\n", "\n", "\n", "# Create formatter variables\n", "dayofweek_formatter = DateFormatter('%a')\n", "qtrday_formatter = DateFormatter('%H')\n", "\n", "# Set the tick locations for the axes object\n", "ax3.set_xticks(major_tick_locations)\n", "ax3.set_xticks(minor_tick_locations, minor=True)\n", "\n", "# Format the tick labels\n", "ax3.xaxis.set_major_formatter(dayofweek_formatter)\n", "ax3.xaxis.set_minor_formatter(qtrday_formatter)\n", "\n", "# Slide the major tick labels underneath the default location by 20 points\n", "ax3.tick_params(which='major', pad=20)\n", "\n", "# Add other chart elements\n", "#-------------------------\n", "\n", "# Set plot and axis titles\n", "fig3.suptitle('Occupancy analysis of SSU')\n", "ax3.set_title('All patient types')\n", "ax3.set_xlabel('Time Bin of Week')\n", "ax3.set_ylabel('Occupancy')\n", "\n", "\n", "# Plot size\n", "fig3.set_size_inches(16,12)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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dJwsqb5DZv0WwbDbj/SyZsS7znCc8qC57iDD/AQBfRSAC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\nBn5QefSuGBBhhkh35HGY8dvASBki7APRtWtySduLdm7DQKFq4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HJiuRrpPiLizf8Ug2y+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UQAtdo1MvMdeqC1lrRiP4+TFYHOmIGZ3U4HMYsyNDLB+ThJgdIUXi+VKTZqgOfAYjAup2nvJU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\nU0wM/fbbbwDA6vUBAC+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"text": [ "" ] } ], "prompt_number": 68 }, { "cell_type": "code", "collapsed": false, "input": [ "# Save one of the images to a file\n", "fig2.savefig('occ_fig2.png')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 69 }, { "cell_type": "markdown", "metadata": {}, "source": [ "In a future post, we'll rebuild these plots using `ggplot2`." ] } ], "metadata": {} } ] }