{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "ufos = pd.read_csv(\"/home/shared/sp18-is590dv/data/ufo-scrubbed-geocoded-time-standardized.csv\",\n", " names = [\"date\", \"city\", \"state\", \"country\",\n", " \"shape\", \"duration_seconds\", \"duration\",\n", " \"comment\", \"report_date\", \"latitude\", \"longitude\"],\n", " parse_dates = [\"date\", \"report_date\"])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countuniquetopfreqfirstlast
shape
changed111996-06-24 00:30:0011996-06-24 00:30:001996-06-24 00:30:00
hexagon111997-12-16 19:55:0011997-12-16 19:55:001997-12-16 19:55:00
flare111997-11-30 18:00:0011997-11-30 18:00:001997-11-30 18:00:00
dome111996-03-15 23:59:0011996-03-15 23:59:001996-03-15 23:59:00
pyramid111997-01-11 05:00:0011997-01-11 05:00:001997-01-11 05:00:00
crescent221997-03-22 22:30:0011997-03-22 22:30:001997-11-25 22:21:00
round221995-12-14 14:45:0011995-12-14 14:45:001996-11-16 23:23:00
delta771997-11-14 21:15:0011974-07-18 20:00:001997-11-14 21:15:00
cross2332292012-07-28 21:10:0021964-08-20 13:00:002014-05-02 20:30:00
cone3163082009-09-19 20:00:0041953-07-17 22:00:002014-04-09 22:35:00
teardrop7507462012-11-19 15:00:0021957-06-30 12:00:002014-05-03 22:00:00
egg7597511999-05-18 14:00:0021952-06-15 23:59:002014-05-03 04:10:00
chevron9529432007-08-15 22:05:0021947-07-15 21:00:002014-04-27 23:00:00
diamond117811642001-02-22 20:15:0031954-05-15 12:00:002014-05-06 21:30:00
cylinder128312652000-02-22 06:00:0031937-06-15 23:59:002014-05-06 20:35:00
rectangle129712772011-10-25 09:00:0021936-09-15 19:00:002014-05-08 00:00:00
flash132813122011-02-12 22:00:0021946-09-30 20:30:002014-05-02 22:30:00
changing196219392006-04-29 23:50:0031954-07-12 17:30:002014-05-05 19:30:00
cigar205720292007-12-10 19:00:0031910-06-01 15:00:002014-05-01 23:05:00
formation245723761997-11-14 21:00:0061945-07-10 01:30:002014-05-03 23:30:00
oval373336531999-10-11 20:15:0041931-02-15 14:00:002014-05-07 17:30:00
disk521351072007-07-28 14:30:0041910-01-01 23:59:002014-05-07 15:00:00
sphere538752692010-07-04 23:00:0041939-06-30 20:00:002014-05-06 23:00:00
unknown558454782006-12-16 07:00:0031920-06-11 21:00:002014-05-07 23:30:00
other564955272004-08-31 21:00:0081906-11-11 00:00:002014-05-06 22:15:00
fireball620858011999-11-16 19:00:00141939-06-01 20:00:002014-05-07 21:20:00
circle760873332011-07-04 22:00:0071944-06-01 19:00:002014-05-07 21:00:00
triangle786576242002-07-23 22:30:0041930-06-01 22:00:002014-05-07 11:56:00
light16565156282009-09-19 20:00:00141933-04-18 19:00:002014-05-08 18:45:00
\n", "" ], "text/plain": [ " count unique top freq first \\\n", "shape \n", "changed 1 1 1996-06-24 00:30:00 1 1996-06-24 00:30:00 \n", "hexagon 1 1 1997-12-16 19:55:00 1 1997-12-16 19:55:00 \n", "flare 1 1 1997-11-30 18:00:00 1 1997-11-30 18:00:00 \n", "dome 1 1 1996-03-15 23:59:00 1 1996-03-15 23:59:00 \n", "pyramid 1 1 1997-01-11 05:00:00 1 1997-01-11 05:00:00 \n", "crescent 2 2 1997-03-22 22:30:00 1 1997-03-22 22:30:00 \n", "round 2 2 1995-12-14 14:45:00 1 1995-12-14 14:45:00 \n", "delta 7 7 1997-11-14 21:15:00 1 1974-07-18 20:00:00 \n", "cross 233 229 2012-07-28 21:10:00 2 1964-08-20 13:00:00 \n", "cone 316 308 2009-09-19 20:00:00 4 1953-07-17 22:00:00 \n", "teardrop 750 746 2012-11-19 15:00:00 2 1957-06-30 12:00:00 \n", "egg 759 751 1999-05-18 14:00:00 2 1952-06-15 23:59:00 \n", "chevron 952 943 2007-08-15 22:05:00 2 1947-07-15 21:00:00 \n", "diamond 1178 1164 2001-02-22 20:15:00 3 1954-05-15 12:00:00 \n", "cylinder 1283 1265 2000-02-22 06:00:00 3 1937-06-15 23:59:00 \n", "rectangle 1297 1277 2011-10-25 09:00:00 2 1936-09-15 19:00:00 \n", "flash 1328 1312 2011-02-12 22:00:00 2 1946-09-30 20:30:00 \n", "changing 1962 1939 2006-04-29 23:50:00 3 1954-07-12 17:30:00 \n", "cigar 2057 2029 2007-12-10 19:00:00 3 1910-06-01 15:00:00 \n", "formation 2457 2376 1997-11-14 21:00:00 6 1945-07-10 01:30:00 \n", "oval 3733 3653 1999-10-11 20:15:00 4 1931-02-15 14:00:00 \n", "disk 5213 5107 2007-07-28 14:30:00 4 1910-01-01 23:59:00 \n", "sphere 5387 5269 2010-07-04 23:00:00 4 1939-06-30 20:00:00 \n", "unknown 5584 5478 2006-12-16 07:00:00 3 1920-06-11 21:00:00 \n", "other 5649 5527 2004-08-31 21:00:00 8 1906-11-11 00:00:00 \n", "fireball 6208 5801 1999-11-16 19:00:00 14 1939-06-01 20:00:00 \n", "circle 7608 7333 2011-07-04 22:00:00 7 1944-06-01 19:00:00 \n", "triangle 7865 7624 2002-07-23 22:30:00 4 1930-06-01 22:00:00 \n", "light 16565 15628 2009-09-19 20:00:00 14 1933-04-18 19:00:00 \n", "\n", " last \n", "shape \n", "changed 1996-06-24 00:30:00 \n", "hexagon 1997-12-16 19:55:00 \n", "flare 1997-11-30 18:00:00 \n", "dome 1996-03-15 23:59:00 \n", "pyramid 1997-01-11 05:00:00 \n", "crescent 1997-11-25 22:21:00 \n", "round 1996-11-16 23:23:00 \n", "delta 1997-11-14 21:15:00 \n", "cross 2014-05-02 20:30:00 \n", "cone 2014-04-09 22:35:00 \n", "teardrop 2014-05-03 22:00:00 \n", "egg 2014-05-03 04:10:00 \n", "chevron 2014-04-27 23:00:00 \n", "diamond 2014-05-06 21:30:00 \n", "cylinder 2014-05-06 20:35:00 \n", "rectangle 2014-05-08 00:00:00 \n", "flash 2014-05-02 22:30:00 \n", "changing 2014-05-05 19:30:00 \n", "cigar 2014-05-01 23:05:00 \n", "formation 2014-05-03 23:30:00 \n", "oval 2014-05-07 17:30:00 \n", "disk 2014-05-07 15:00:00 \n", "sphere 2014-05-06 23:00:00 \n", "unknown 2014-05-07 23:30:00 \n", "other 2014-05-06 22:15:00 \n", "fireball 2014-05-07 21:20:00 \n", "circle 2014-05-07 21:00:00 \n", "triangle 2014-05-07 11:56:00 \n", "light 2014-05-08 18:45:00 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ufos.groupby(\"shape\")[\"date\"].describe().sort_values(\"count\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "ufos[\"year\"] = ufos[\"date\"].apply(lambda a: a.year)\n", "ufos[\"hour\"] = ufos[\"date\"].apply(lambda a: a.hour)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ufos.groupby([\"year\", \"shape\"])[\"country\"].count().plot()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shapes = {}\n", "for shape, dataset in ufos.groupby(\"shape\"):\n", " shapes[shape] = dataset.groupby(\"year\")[\"country\"].count()\n", " plt.plot(shapes[shape], label=shape)\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "most_common = ufos[\"shape\"].value_counts()[:5].index.values" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "total_sightings = ufos.groupby(\"year\").count()\n", "for shape in most_common:\n", " plt.plot(shapes[shape]/total_sightings[\"country\"], label=shape)\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A way to improve this is through a stacked line plot" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(dpi = 300)\n", "multi_shapes = [\"disk\", \"light\", \"fireball\", \"chevron\"]\n", "for i, shape1 in enumerate(multi_shapes):\n", " for j, shape2 in enumerate(multi_shapes):\n", " plt.subplot(len(multi_shapes), len(multi_shapes), i * len(multi_shapes) + j + 1)\n", " if shape1 == shape2:\n", " plt.text(0.25, 0.5, shape1)\n", " plt.xticks([])\n", " plt.yticks([])\n", " continue\n", " plt.plot(shapes[shape1] / (shapes[shape2] + shapes[shape1]))\n", " plt.xlim(1940, 2014)\n", " plt.ylim(0, 1.0)\n", " plt.xticks([])\n", " plt.yticks([])" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "ufos_by_date = ufos.set_index(\"date\")" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ufos_by_date.resample('1Y')[\"shape\"].count().plot()" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ufos_by_date.resample('5Y')[\"shape\"].count().plot()" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "import ipywidgets" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0172e58d4cfe438f8e460eacd64cd3bd", "version_major": 2, "version_minor": 0 }, "text/html": [ "

Failed to display Jupyter Widget of type interactive.

\n", "

\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

\n", "

\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

\n" ], "text/plain": [ "interactive(children=(IntSlider(value=60, description='freq', max=120, min=1), Output()), _dom_classes=('widget-interact',))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(freq = (1, 120, 1))\n", "def make_plot(freq):\n", " ufos_by_date.resample('%sM' % freq)[\"shape\"].count().plot()" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "ufos_by_date[\"month\"] = ufos_by_date.index.month" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ufos_by_date.groupby(\"month\")[\"shape\"].count().plot()" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ufos_by_date.set_index(\"shape\").loc[\"fireball\"].groupby(\"month\")[\"year\"].count().plot()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ufos_by_date.set_index(\"shape\").loc[\"chevron\"].groupby(\"month\")[\"year\"].count().plot()" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-82.862752, 72.7, -176.65805559999998, 178.4419)" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ufos[\"latitude\"].min(), ufos[\"latitude\"].max(), ufos[\"longitude\"].min(), ufos[\"longitude\"].max()," ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(dpi=200)\n", "plt.hexbin(ufos[\"longitude\"], ufos[\"latitude\"], ufos[\"duration_seconds\"], gridsize=32, bins='log')\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(np.log10(ufos[\"duration_seconds\"]), log=True, bins = 32);" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "buildings = pd.read_csv(\"/home/shared/sp18-is590dv/data/IL_Building_Inventory.csv\",\n", " na_values = {'Square Footage': 0, 'Year Acquired': 0, 'Year Constructed': 0})" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context(\"ggplot\"):\n", " plt.plot(buildings.groupby(\"Year Acquired\")[\"Square Footage\"].sum())\n", " plt.yscale(\"log\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Environment (conda_is590dv-default)", "language": "python", "name": "conda_is590dv-default" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }