{ "metadata": { "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-final" }, "orig_nbformat": 2, "kernelspec": { "name": "python3", "display_name": "Python 3", "language": "python" } }, "nbformat": 4, "nbformat_minor": 2, "cells": [ { "source": [ "# 1. How-To Recipes" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import hotstepper as hs\n", "from itertools import chain\n", "import hotstepper.samples as samples" ] }, { "source": [ "HotStepper has a number of sample datasets included to get you going and up to speed on some of the possibilities.\n", " - Veseel queue\n", " - Hotel Stays\n", " - Page views\n", " - Daily temperatures\n", "\n", "All located under the submodule:\n", " import hotstepper.samples as samples" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
", "image/svg+xml": "\r\n\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2021-03-20T06:17:44.678067\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.3.3, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n 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}, "metadata": { "needs_background": "light" } } ], "source": [ "fig, (axr1,axr2) = plt.subplots(nrows=2,ncols=2, figsize=(20,10))\n", "\n", "sample_steps = {}\n", "\n", "# Get some sample data in Steps objects \n", "sample_steps['vessel queue'] = samples.vessel_queue_sample()\n", "sample_steps['page views'] = samples.page_view_sample()\n", "sample_steps['hotel stays'] = samples.hotel_stays_sample()\n", "sample_steps['daily temps'] = samples.daily_temperature_sample()\n", "\n", "\n", "# Let's plot each sample to see what we have\n", "ax = chain(axr1,axr2)\n", "for x,(k,v) in zip(ax,sample_steps.items()):\n", " v.plot(ax=x,label=k)\n", " x.legend()\n" ] }, { "source": [ "## Steps Statistics" ], "cell_type": "markdown", "metadata": {} }, { "source": [ "Quick facts about the dataset are only a method call away, for example, we can asked a bunch of questions about descriptive statistics." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n 0.0 \n 23.0 \n 7.7218513022624045 \n 6.0 \n 7.0 \n 23.431962388696526 \n 4.8406572269369095\n" ] } ], "source": [ "print('\\n',sample_steps['vessel queue'].min(),'\\n',\n", " sample_steps['vessel queue'].max(),'\\n',\n", " sample_steps['vessel queue'].mean(),'\\n',\n", " sample_steps['vessel queue'].mode(),'\\n',\n", " sample_steps['vessel queue'].median(),'\\n',\n", " sample_steps['vessel queue'].var(),'\\n',\n", " sample_steps['vessel queue'].std()\n", " )" ] }, { "source": [ "We can also get other facts that might seem obvious, but instead of going anywhere else, we can just use our steps object." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n 2020-01-01 04:40:00 \n 2020-12-30 18:11:00 \n 67562.4666666666 \n 5.0\n" ] } ], "source": [ "print('\\n',sample_steps['vessel queue'].first(),'\\n',\n", " sample_steps['vessel queue'].last(),'\\n',\n", " sample_steps['vessel queue'].integrate(),'\\n',\n", " sample_steps['vessel queue'].percentile(25),\n", " )" ] }, { "source": [ "now we have seen we can get the individual stats, we could just get them all at once." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Metric Value\n", "0 Count 2422\n", "1 Mean 7.72\n", "2 Median 7.0\n", "3 Mode 6.0\n", "4 Std 4.84\n", "5 Var 23.43\n", "6 Min 0.0\n", "7 25% 5.0\n", "8 75% 12.0\n", "9 Max 23.0\n", "10 Area 67562.47\n", "11 Start 2020-01-01 04:40:00\n", "12 End 2020-12-30 18:11:00" ], "text/html": "
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MetricValue
0Count2422
1Mean7.72
2Median7.0
3Mode6.0
4Std4.84
5Var23.43
6Min0.0
725%5.0
875%12.0
9Max23.0
10Area67562.47
11Start2020-01-01 04:40:00
12End2020-12-30 18:11:00
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" }, "metadata": {}, "execution_count": 5 } ], "source": [ "sample_steps['vessel queue'].describe()" ] }, { "source": [ "## Special Steps Statistics" ], "cell_type": "markdown", "metadata": {} }, { "source": [ "We also can directly get the raw first, last, span and weightings of each step within the steps object.\n", "\n", "NOTE: All values are raw in the sense that they are all float values as stored internally. For example, if we use a helper function to convert the first and last values from this method into a format they are supposed to be.\n", "\n", "The weights seem abstract, but they represent how much of the total span (think duration from the start to the end of the steps) the steps stay at that value before changing to the next value. For example, if you filter for the maximum value in the weights array, this represents the maximum time that was spent at a single step value. \n", "\n" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "first timestamp 2020-01-01 04:40:00 \n", "last timestamp 2020-12-30 18:11:00 \n", "total duration 364 days\n", "longest single value duration is 36.1 hours\n", "longest single value is between 2020-11-14 04:25:00 - 2020-11-15 16:29:00 \n", "and a value of 0.0\n" ] } ], "source": [ "s,e,span,weights = sample_steps['vessel queue'].span_and_weights()\n", "\n", "print('\\nfirst timestamp',hs.utilities.get_datetime(s),\n", " '\\nlast timestamp',hs.utilities.get_datetime(e),\n", " '\\ntotal duration',int(span/(24*3600)),'days',\n", " #'\\nstep value duration percentages:\\n',weights,'\\n'\n", " )\n", "\n", "#print('percentage of total time of longest duration single step value',np.amax(weights),'\\n')\n", "print(f'longest single value duration is {np.amax(weights)*span/3600:.3} hours')\n", "\n", "start_longest_dt = hs.utilities.get_datetime(sample_steps['vessel queue'].iloc(1+np.argmax(weights))[0])\n", "end_longest_dt = hs.utilities.get_datetime(sample_steps['vessel queue'].iloc(2+np.argmax(weights))[0])\n", "\n", "print('longest single value is between',start_longest_dt,' - ',end_longest_dt,'\\nand a value of',sample_steps['vessel queue'](start_longest_dt)[0])" ] }, { "source": [ "We can even have a look at what this looks like by clipping a section out of the data set" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "vessel_queue_clip = sample_steps['vessel queue'].clip(lbound=start_longest_dt-pd.Timedelta(days=1),ubound=end_longest_dt+pd.Timedelta(days=1))\n", "vessel_queue_clip.plot();" ] }, { "source": [ "## Correlations" ], "cell_type": "markdown", "metadata": {} }, { "source": [ "What about other statistical measures, like covariance, or correlation? \n", "Sure," ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "vessel queue parent call: correlation = 10.17\nvessel queue parent call: covariance = 23.04\n\nvessel queue clip call: correlation = 10.17\nvessel queue clip call: covariance = 23.04\n" ] } ], "source": [ "#simple pass in the other steps object to the correlation or covariance method of the other steps object and presto!\n", "#these measures are symmetric, so it doesn't matter which direction we do the call.\n", "print(f\"vessel queue parent call: correlation = {sample_steps['vessel queue'].correlation(vessel_queue_clip):.4}\")\n", "print(f\"vessel queue parent call: covariance = {sample_steps['vessel queue'].covariance(vessel_queue_clip):.4}\\n\")\n", "\n", "print(f\"vessel queue clip call: correlation = {vessel_queue_clip.correlation(sample_steps['vessel queue']):.4}\")\n", "print(f\"vessel queue clip call: covariance = {vessel_queue_clip.covariance(sample_steps['vessel queue']):.4}\")\n" ] }, { "source": [ "But wait there's more!" ], "cell_type": "markdown", "metadata": {} }, { "source": [ "## Statistical Plots" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "sample_steps['vessel queue'].histogram_plot(figsize=(8,4), bins=5)\n", "sample_steps['vessel queue'].ecdf_plot(figsize=(8,4))\n", "sample_steps['vessel queue'].acf_plot(figsize=(8,4))\n", "sample_steps['vessel queue'].pacf_plot(figsize=(8,4));" ] }, { "source": [ "ok, but we don't like some of the formatting and i already know that at lag = 0 it is 100% correlated, so can i throw that away?" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "sample_steps['vessel queue'].histogram_plot(label_style='left',precision=1,figsize=(8,4));\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "sample_steps['vessel queue'].acf_plot(20,2,figsize=(8,4));\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "sample_steps['vessel queue'].pacf_plot(20,1,figsize=(8,4));\n" ] }, { "source": [ "## Get A Total Summary" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "plot_axess = sample_steps['vessel queue'].summary()" ] }, { "source": [ "## Fun With Plots" ], "cell_type": "markdown", "metadata": {} }, { "source": [ "As with all plots in HotStepper, they are Matplotlib based, therefore all the fun and power available from Matplotlib is present in the HotStepper charts." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": {} } ], "source": [ "plt.xkcd(2)\n", "ax = sample_steps['vessel queue'].histogram_plot(label_style='left',precision=1,kind='line',label='Line plot')\n", "sample_steps['vessel queue'].histogram_plot(ax=ax,label_style='left',precision=1,kind='line',drawstyle='steps-pre',label='Line Step plot')\n", "sample_steps['vessel queue'].histogram_plot(ax=ax,label_style='left',precision=1,color='g',label='Bar plot')\n", "\n", "fig = ax.get_figure()\n", "\n", "ax.axhline(0.05,color='r')\n", "ax.set_ylabel('Frequency')\n", "ax.legend();\n", "\n", "#fig.savefig('save_chart_to_file.png')\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ] }