{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Beginning interactivity with tabular data: ipywidgets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Topics\n", "\n", " 1. Intro to ipywidgets\n", " 1. ipywidgets with decorators\n", " 1. ipywidgets: More details\n", "\n", "\n", "If we have time: Changing the colormap with widgets in two ways -- The Michigan Depth Map\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import our usual things:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Intro to decorators" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "buildings = pd.read_csv(\"https://github.com/UIUC-iSchool-DataViz/is445_data/raw/main/building_inventory.csv\",\n", " na_values = {'Square Footage': 0,\n", " 'Year Acquired': 0,\n", " 'Year Constructed': 0}) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create some \"mutated\" data:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
Year Acquired
1753.01.01200.000000NaN1200.01200.01200.01200.001200.0
1802.02.02220.0000001943.129435846.01533.02220.02907.003594.0
1810.03.01344.3333331809.945948216.0300.5385.01908.503432.0
1832.01.0120000.000000NaN120000.0120000.0120000.0120000.00120000.0
1837.01.010302.000000NaN10302.010302.010302.010302.0010302.0
...........................
2015.020.015254.65000029153.085290144.0696.03152.010590.25105000.0
2016.010.030483.90000061864.1804911152.02464.03352.53793.00184000.0
2017.01.06720.000000NaN6720.06720.06720.06720.006720.0
2018.04.04290.0000005153.6443421455.01455.01852.54687.5012000.0
2019.02.0760.0000000.000000760.0760.0760.0760.00760.0
\n", "

171 rows × 8 columns

\n", "
" ], "text/plain": [ " count mean std min 25% \\\n", "Year Acquired \n", "1753.0 1.0 1200.000000 NaN 1200.0 1200.0 \n", "1802.0 2.0 2220.000000 1943.129435 846.0 1533.0 \n", "1810.0 3.0 1344.333333 1809.945948 216.0 300.5 \n", "1832.0 1.0 120000.000000 NaN 120000.0 120000.0 \n", "1837.0 1.0 10302.000000 NaN 10302.0 10302.0 \n", "... ... ... ... ... ... \n", "2015.0 20.0 15254.650000 29153.085290 144.0 696.0 \n", "2016.0 10.0 30483.900000 61864.180491 1152.0 2464.0 \n", "2017.0 1.0 6720.000000 NaN 6720.0 6720.0 \n", "2018.0 4.0 4290.000000 5153.644342 1455.0 1455.0 \n", "2019.0 2.0 760.000000 0.000000 760.0 760.0 \n", "\n", " 50% 75% max \n", "Year Acquired \n", "1753.0 1200.0 1200.00 1200.0 \n", "1802.0 2220.0 2907.00 3594.0 \n", "1810.0 385.0 1908.50 3432.0 \n", "1832.0 120000.0 120000.00 120000.0 \n", "1837.0 10302.0 10302.00 10302.0 \n", "... ... ... ... \n", "2015.0 3152.0 10590.25 105000.0 \n", "2016.0 3352.5 3793.00 184000.0 \n", "2017.0 6720.0 6720.00 6720.0 \n", "2018.0 1852.5 4687.50 12000.0 \n", "2019.0 760.0 760.00 760.0 \n", "\n", "[171 rows x 8 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats = buildings.groupby(\"Year Acquired\")[\"Square Footage\"].describe()\n", "stats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alright, so this is in fact a data viz class so lets make some plots then!\n", "\n", "Lets first start by plotting the **maximum** square footage of any buildings created in a particular year:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that there is a large range of square footages - from around 0 to millions. We'd like to see this better, so lets apply a \"mutation\" to our data in the form of how we visualize it:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see a wider range of values from very small to very large on this log-scale. What this visualization is showing is out of all the buildings built in a given year, what is the largest building (in square footage) that has been built." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can make a similar plot for the minimum value of the square footage of buildings built in a year:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Take away\n", "* so far we have now played a bit with how to read in a dataset, look at different values in nicely formatted pandas tables, or by hand by checking out different values at different indicies\n", "* We also started making some simple plots: the above plots show two different values from the same dataset - the maximum and minimum values for the square footage built in a year.\n", "* Now we are going to get into some methods to combine the plots of these two different values (the min & max square footage), and some ways to \"fancyify\" our plots with things like interactive widgets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting styles and default plotting colormaps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now plot both min and max on the same plot:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0)\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which is which? Add a legend:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label=\"Max\")\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label=\"Min\")\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "\n", "# Note the difference between who \"owns\" this legend\n", "#fig.legend()\n", "ax.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But lets say what I really want to highlight in my visualization is to hightlight the difference between the maximum & minimum square footage of buildings aquired in a year - this might be a good measure of the diversity of buildings that are built in a year (but there are certainly other factors).\n", "\n", "I'll use a \"fill between\" plotting call to do this:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label=\"Max\")\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label=\"Min\")\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "\n", "ax.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"#dddddd\")\n", "\n", "ax.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So with this fill in we can see something interesting - as the years progress we are getting a greater diversity of buildings sq footage - the bigger things are getting bigger & smaller things getting smaller, though, this difference seems to peak around 1975 (not sure why).\n", "\n", "We can also see that it seems like more square footage started being built in ~1850 - this makes sense since UIUC was founded in 1868. \n", "\n", "There were also large expansions around the early 1900's Willard airport was completed in 1954 after a period of large expansion after WWII." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plotting Style\n", "\n", "Now, lets play with something called the \"style\" of the plot. If you've used R, you might have used the \"ggplot\" package, we can make plots in this style with Python too:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context(\"ggplot\"):\n", " fig, ax = plt.subplots(figsize=(8,6))\n", " ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", " ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", " ax.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"lightgray\")\n", " ax.set_xlabel(\"Year\")\n", " ax.set_ylabel(\"Square Footage\")\n", " ax.set_yscale(\"log\")\n", " ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The `with` statement\n", "\n", "Why did I use this \"with\" thing?\n", "\n", "This is a way to set something that is generally a \"global\" parameter only for one plot. For example, I could have done:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('ggplot')\n", "\n", "fig, ax = plt.subplots(figsize=(8,6))\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", "ax.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"lightgray\")\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "ax.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But now, if I want to plot something else:" ] }, { "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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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([1,2,3], [4,5,6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It has kept the \"ggplot\" style. If I want to change things, for just one plot, I can use the `with` and it will *only* do it for whatever is under the `with` statement:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "plt.style.use(\"default\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([1,2,3], [4,5,6])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context(\"ggplot\"):\n", " plt.plot([1,2,3], [4,5,6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, now that we have that sorted, back to what we were doing!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what plotting styles might be available:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Solarize_Light2',\n", " '_classic_test_patch',\n", " '_mpl-gallery',\n", " '_mpl-gallery-nogrid',\n", " 'bmh',\n", " 'classic',\n", " 'dark_background',\n", " 'fast',\n", " 'fivethirtyeight',\n", " 'ggplot',\n", " 'grayscale',\n", " 'seaborn-v0_8',\n", " 'seaborn-v0_8-bright',\n", " 'seaborn-v0_8-colorblind',\n", " 'seaborn-v0_8-dark',\n", " 'seaborn-v0_8-dark-palette',\n", " 'seaborn-v0_8-darkgrid',\n", " 'seaborn-v0_8-deep',\n", " 'seaborn-v0_8-muted',\n", " 'seaborn-v0_8-notebook',\n", " 'seaborn-v0_8-paper',\n", " 'seaborn-v0_8-pastel',\n", " 'seaborn-v0_8-poster',\n", " 'seaborn-v0_8-talk',\n", " 'seaborn-v0_8-ticks',\n", " 'seaborn-v0_8-white',\n", " 'seaborn-v0_8-whitegrid',\n", " 'tableau-colorblind10']" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.style.available" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But what if we want to see how our plot would look with each of these styles? We could just make a bunch of plots OR we can play with this interactively with the `ipywidgets` library.\n", "\n", "We'll talk about `ipywidgets` extensively starting next week, but we can dip our toes into this package now and start getting a feel for how they work." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "import ipywidgets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, lets tell jupyter `ipywidgets` that we want to mess around with the style of the plot:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2162071d758f451d8ecd7a00b493ef2c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='style', options=('Solarize_Light2', '_classic_test_patch', '_mpl-g…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(style = plt.style.available)\n", "def make_plot(style):\n", " with plt.style.context(style):\n", " fig, ax = plt.subplots(figsize=(8,6))\n", " ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", " ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", " ax.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"lightgray\")\n", " ax.set_xlabel(\"Year\")\n", " ax.set_ylabel(\"Square Footage\")\n", " ax.set_yscale(\"log\")\n", " ax.legend() \n", "# so now you can see that we get a little dropdown menu that lists\n", "# all the different styles!\n", "# **play with this a bit!!**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, but what did we just do? We made something in Jupyter interactive. We'll have a lot of opportunities to mess around with widgets in this class, but I'll just show a few quick examples. \n", "\n", "Read more on the docs: https://ipywidgets.readthedocs.io/en/stable/examples/Using%20Interact.html\n", "\n", "Basically what `ipywidgets.interact` does is looks for a function with inputs and makes a little interactive option for those inputs, so like we did with the \"make_plot\" function above we can do for other things like change the value of a print statement:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8da452ac75e64a71aeb343e1318bfeb1", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=10, description='x', max=30, min=-10), Output()), _dom_classes=('widget-…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(x=10)\n", "def f(x):\n", " print(\"my value = \" + str(x))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note this is a little different to the format in the docs and you can use what you'd like the \"@\" symbol is a `decorator` and essentially its a way to sort of \"extend\" the `interact` function without modifying it to much.\n", "\n", "We'll play with these more in the next few weeks, but for now we can use them as simple style/color pickers!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# BACK TO LECTURE" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Colormaps with Michigan dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Last week we started using ipywidget \"decorators\" to make quick interactive functions. Using the buildings dataset, we built up to an interactive plot that would allow us to change the \"style\" of the plot. Let's recall what that looks like.\n", "\n", "We started with the Michigan dataset and made color map choices interactive. \n", "\n", "#### For local loading:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "michigan_file = '/Users/jnaiman/Downloads/michigan_lld.flt'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### To load remotely using wget:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!wget https://github.com/UIUC-iSchool-DataViz/is445_data/raw/main/michigan_lld.flt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For remote loading, michigan_file then becomes:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "michigan_file = 'michigan_lld.flt'" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "michigan = np.fromfile(michigan_file, dtype='f4').reshape((5365,4201))\n", "# for this reshape, check out the link to the NOAA site for where this comes from:\n", "#. https://www.ngdc.noaa.gov/mgg/greatlakes/michigan.html" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recall that for formatting, we had to take out the pixels tagged as -9999 and set them to NaN's:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "michigan[michigan==-9999] = np.nan" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We started with hard-coding some parameters:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# step 1: hard code\n", "colormap_name = 'terrain'\n", "take_log = True\n", "\n", "if take_log:\n", " norm = matplotlib.colors.SymLogNorm(10)\n", "else:\n", " norm = matplotlib.colors.Normalize()\n", "\n", "plt.imshow(michigan, cmap=colormap_name, norm = norm)\n", "plt.colorbar()\n", "plt.clim(-352,352)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then made this into a function, with our hard coded selections as parameters:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# step 2, take 2\n", "def michigan_plot(colormap_name, take_log=True):\n", " if take_log:\n", " norm = matplotlib.colors.SymLogNorm(10)\n", " else:\n", " norm = matplotlib.colors.Normalize()\n", " plt.imshow(michigan, cmap=colormap_name, norm = norm)\n", " plt.colorbar()\n", " plt.clim(-352,352)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# try it out:\n", "michigan_plot('seismic',take_log=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then finally we used a decorator function to make this interactive:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "736e927272644a7f985e9957a9bda92f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='colormap_name', options=('magma', 'inferno', 'plasma', 'viridis', …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(colormap_name=plt.colormaps(), take_log=True)\n", "def michigan_plot(colormap_name, take_log=True):\n", " if take_log:\n", " norm = matplotlib.colors.SymLogNorm(10)\n", " else:\n", " norm = matplotlib.colors.Normalize()\n", " plt.imshow(michigan, cmap=colormap_name, norm = norm)\n", " plt.colorbar()\n", " plt.clim(-352,352)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try another one using the buildings dataset.\n", "\n", "First, import the buildings dataset (taking into account \"weird\" measurements):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "buildings = pd.read_csv('https://github.com/UIUC-iSchool-DataViz/is445_data/raw/main/building_inventory.csv',\n", " na_values={'Square Footage': 0, \n", " 'Year Acquired': 0,\n", " 'Year Constructed': 0, \n", " 'Floors':0}) # specifying what 'Column Name': Value is NaN" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We used Pandas to calculate some statistics for this dataset and saved it as a new dataframe:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "stats = buildings.groupby(\"Year Acquired\")[\"Square Footage\"].describe()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
Year Acquired
1753.01.01200.000000NaN1200.01200.01200.01200.001200.0
1802.02.02220.0000001943.129435846.01533.02220.02907.003594.0
1810.03.01344.3333331809.945948216.0300.5385.01908.503432.0
1832.01.0120000.000000NaN120000.0120000.0120000.0120000.00120000.0
1837.01.010302.000000NaN10302.010302.010302.010302.0010302.0
...........................
2015.020.015254.65000029153.085290144.0696.03152.010590.25105000.0
2016.010.030483.90000061864.1804911152.02464.03352.53793.00184000.0
2017.01.06720.000000NaN6720.06720.06720.06720.006720.0
2018.04.04290.0000005153.6443421455.01455.01852.54687.5012000.0
2019.02.0760.0000000.000000760.0760.0760.0760.00760.0
\n", "

171 rows × 8 columns

\n", "
" ], "text/plain": [ " count mean std min 25% \\\n", "Year Acquired \n", "1753.0 1.0 1200.000000 NaN 1200.0 1200.0 \n", "1802.0 2.0 2220.000000 1943.129435 846.0 1533.0 \n", "1810.0 3.0 1344.333333 1809.945948 216.0 300.5 \n", "1832.0 1.0 120000.000000 NaN 120000.0 120000.0 \n", "1837.0 1.0 10302.000000 NaN 10302.0 10302.0 \n", "... ... ... ... ... ... \n", "2015.0 20.0 15254.650000 29153.085290 144.0 696.0 \n", "2016.0 10.0 30483.900000 61864.180491 1152.0 2464.0 \n", "2017.0 1.0 6720.000000 NaN 6720.0 6720.0 \n", "2018.0 4.0 4290.000000 5153.644342 1455.0 1455.0 \n", "2019.0 2.0 760.000000 0.000000 760.0 760.0 \n", "\n", " 50% 75% max \n", "Year Acquired \n", "1753.0 1200.0 1200.00 1200.0 \n", "1802.0 2220.0 2907.00 3594.0 \n", "1810.0 385.0 1908.50 3432.0 \n", "1832.0 120000.0 120000.00 120000.0 \n", "1837.0 10302.0 10302.00 10302.0 \n", "... ... ... ... \n", "2015.0 3152.0 10590.25 105000.0 \n", "2016.0 3352.5 3793.00 184000.0 \n", "2017.0 6720.0 6720.00 6720.0 \n", "2018.0 1852.5 4687.50 12000.0 \n", "2019.0 760.0 760.00 760.0 \n", "\n", "[171 rows x 8 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our interactive function from last time, skipping a few steps:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5d90b68f3aab46a2a939566fa02f1c0c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='style', options=('Solarize_Light2', '_classic_test_patch', '_mpl-g…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(style = plt.style.available)\n", "def make_plot(style): # function! its needs a colon!\n", " with plt.style.context(style):\n", " fig, ax = plt.subplots(1,1, figsize=(4,2))\n", " ax.plot(stats[\"max\"], marker='.', linewidth=1.0, label=\"Max\")\n", " ax.plot(stats[\"min\"], marker='.', linewidth=1.0, label=\"Min\")\n", " ax.set_label('Year')\n", " ax.set_ylabel(\"Square Footage\")\n", " ax.set_yscale(\"log\")\n", " ax.legend()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In both examples, `ipywidgets` automatically \"chose\" a list object or toggle object based on the data that we put in.\n", "\n", "So, as of right now, we've just used interactivity through the \"decorator function\".\n", "\n", "You can think of a \"decorator\" as function that \"decorates\" whatever function directly follows it:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "355c2627fc6c49f69e44fcc90cbeff67", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='name', options=('Linda', 'Tina', 'Louise'), value='Linda'), Output…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(name = ['Linda', 'Tina', 'Louise'])\n", "def print_name(name):\n", " print(name) # just a simple print out" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's make sure we can mess with widgets\n", "\n", "But now, lets go into ipywidgets in a bit more detail and look at specific functions and call them directly from ipywidgets.\n", "\n", "For example, we can create a little display that increments integer numbers:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cee69234d52d4aefb757aa2a88a8ae50", "version_major": 2, "version_minor": 0 }, "text/plain": [ "IntText(value=0)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "itext = ipywidgets.IntText()\n", "itext" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But what if that didn't display for you? Depending on what version of jupyter notebook you have, you might have to use \"display\" to actually show your widgets. \n", "\n", "Try (uncommenting) the following:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "#from IPython.display import display\n", "#display(itext)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Still didn't work? Try refreshing and/or restarting your notebook.\n", "\n", "*Still* not working? You might have to install the jupyter notebook widget extension:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "#!jupyter nbextension enable --py widgetsnbextension" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you end up running the above cell (uncommented naturally!) then you might have to refresh or restart your jupyter notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moving on: \n", "\n", "The value of `itext` is then stored - so we could in theory generate a toggle and then do stuff with its value:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "itext.value" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note if I go up and change the toggle value I have to re-run this cell to print out the newly stored value." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I can also set the value \"by hand\":" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "itext.value = 10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once I run this cell, now the toggle values are updated above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Building up interfaces with ipywidgets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start thinking about how we can link up widgets together to make interfaces!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start making up a little progress bar, and I'm going to set it at 90%:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "54be05412b4c404491e5725b841ce63f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "IntProgress(value=90)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ip = ipywidgets.IntProgress(value = 90)\n", "ip" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's think about how we'd link up this with a little integer slider to change our value:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "208ed2be8bf8437abce7578db8eb4d95", "version_major": 2, "version_minor": 0 }, "text/plain": [ "IntSlider(value=0)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "irange = ipywidgets.IntSlider(min = 0, max = 100, step = 1)\n", "irange" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Right now I can change one and not the other, so that's not what we are going for. We have to \"link\" whatever is in our widgets that controls both our progress bar and our integer slider. \n", "\n", "But what do we link? Let's see whats \"in\" our different widgets:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['_dom_classes',\n", " '_model_module',\n", " '_model_module_version',\n", " '_model_name',\n", " '_view_count',\n", " '_view_module',\n", " '_view_module_version',\n", " '_view_name',\n", " 'bar_style',\n", " 'description',\n", " 'description_tooltip',\n", " 'layout',\n", " 'max',\n", " 'min',\n", " 'orientation',\n", " 'style',\n", " 'value']" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ip.keys" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['_dom_classes',\n", " '_model_module',\n", " '_model_module_version',\n", " '_model_name',\n", " '_view_count',\n", " '_view_module',\n", " '_view_module_version',\n", " '_view_name',\n", " 'continuous_update',\n", " 'description',\n", " 'description_tooltip',\n", " 'disabled',\n", " 'layout',\n", " 'max',\n", " 'min',\n", " 'orientation',\n", " 'readout',\n", " 'readout_format',\n", " 'step',\n", " 'style',\n", " 'value']" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "irange.keys" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, there are a lot of parameters here, but one thing that is pretty standard across all widgets is that they have some sort of \"value\" that can be updated, for example, behold:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "54be05412b4c404491e5725b841ce63f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "IntProgress(value=90)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ip" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "ip.value=10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How do we link the values of these two widgets? With a function called `jslink`:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "ipywidgets.jslink?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's give it a shot!" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Link(source=(IntProgress(value=10), 'value'), target=(IntSlider(value=0), 'value'))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ipywidgets.jslink((ip,'value'), (irange,'value'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see!" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "54be05412b4c404491e5725b841ce63f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "IntProgress(value=10)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ip" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "208ed2be8bf8437abce7578db8eb4d95", "version_major": 2, "version_minor": 0 }, "text/plain": [ "IntSlider(value=10)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "irange" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cool! Note that they are all linked -- every instance!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, we probably want to display these two widgets on top of eachother, how can we do that?\n", "\n", "ipywidgets has a bunch of layout options we can use:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4fff6a9c38c84846bb98ec600d2de1fa", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(IntProgress(value=10), IntSlider(value=10)))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ipywidgets.VBox([ip, irange])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What does this `jslink` function do? We know it links the values, but how? It does this on the \"browser side\", but what does that mean?\n", "\n", "There are actually 2 different programming languages operating when you are using a jupyter notebook:\n", " 1. Python is used to do your calculations\n", " 1. Javascript is used to \"report\" back the outputs from Python\n", "\n", "Here `jslink` means that the link between your progress bar and slider is happening through Javascript, and happens all within your browser - Python is never contacted about anything in this case!\n", "\n", "We'll see in a second that there are some instances where we want more options than presented with `jslink` and so we'll actually want Python to get involved in the linking of things. \n", "\n", "Let's redo what we just did but getting Python involved:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0fbd4f7e242941deb96ae5ea591baa0c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(IntProgress(value=90), IntSlider(value=90)))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ip2 = ipywidgets.IntProgress(value = 90)\n", "irange2 = ipywidgets.IntSlider(min = 0, max = 100, step = 1)\n", "ipywidgets.link((ip2,'value'), (irange2,'value')) # here is the change: \"jslink\" changes to \"link\"\n", "ipywidgets.VBox([ip2, irange2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, just looking at it, it looks exactly the same! However, we did did this through *Python* this time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this sense we add an extra step:\n", " 1. first the browser senses a change when you move the slider (Javascript)\n", " 1. sends this info to the kernel (Javascript -> Python)\n", " 1. Python registers this change and figures out what to do with it, in this case it says to update the progress bar (Python)\n", " 1. Python then tells the browser to update the progress bar (Python -> Javascript)\n", " 1. the browser displays the change in the progress bar (Javascript)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, that's a little complicated. The big question you can ask yourself is: Do we really care? At the moment, no - we can do everything we want using Python/JS in these notebooks, doesn't really affect us one way or the other. When we start thinking about developing for the web however, we have to think carefully about how to design things because a remote browser only has access to JS by default! But by then we'll be learning Javascript anyway, so not to worry!\n", "\n", "For now, let's move on and worry about this JS/Python linking distinction later.\n", "\n", "Let's try making a button that does something when we press it:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bc7bda7bd7554011816e66453f5c2830", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Button(description='I am a Clicker', style=ButtonStyle())" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "button = ipywidgets.Button(description = \"I am a Clicker\")\n", "button" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, obviously, we want to do something cool when the button is clicked. To do that, first we make a function that will do something when we click our button:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# let's just say I've clicked:\n", "def say_click(event):\n", " print(\"I have clicked. Click.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have to link our button click to this function, which is more complicated then what `jslink` can handle, so we use the \"on_click\" function associated with this button through the Python-linking channel:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "button.on_click(say_click)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, note that if we go back and press our button, it now prints our statement. This seems indeed like magic, but its using \"callbacks\" to look for changes via Python. Practically, we don't have to worry about what is going on under the hood for what we want to do with ipywidgets, but it is none-the-less pretty neat. :)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### On a remote jupyter lab instance\n", "\n", "But wait! Did nothing print out? If you are on a remote jupyter instance this prints to the console. What to do? It is a bit different, but not overly:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "###import ipywidgets\n", "out = ipywidgets.Output()\n", "\n", "def say_click(event):\n", " with out:\n", " print(\"I have clicked. Click.\")\n", " \n", "button.on_click(say_click)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a quick preview of layouts, we'll put this output in a vertical box with our button (button on top):" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "aa212ca25c194320a1d5bb73c1c32ff7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(Button(description='I am a Clicker', style=ButtonStyle()), Output(outputs=({'output_type': 'str…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ipywidgets.VBox([button,out])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's build up a bit more complex interactivity using our new friend the button and this \"on_click\" function to interactively update our progress bar." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### May skip this for time\n", "\n", "Lets start by making a progress bar again:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "ip = ipywidgets.IntProgress()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, lets add in a button that will add 10:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "button_plus = ipywidgets.Button(description = \"+10\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and one that will subtract 10:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "button_minus = ipywidgets.Button(description = \"-10\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets see how this looks in a horizontal box row:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9ce4bac9be084f5c8e821c4663d76a6f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(Button(description='-10', style=ButtonStyle()), IntProgress(value=0), Button(description='+10',…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ipywidgets.HBox([button_minus, ip, button_plus])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note if we click these, nothing happens. This is because we haven't associated actions to our clicks just yet. We have to make some functions that will tell our buttons and progress bar what to do when each respective button is clicked. So, let's do that!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's remind ourselves what we want to be changing here -- the value of the progress bar:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ip.value" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets now associate a change in the value of our progress bar when we click the down button:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "def click_down(event):\n", " ip.value -= 10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that while I'm going to associate the click of my button with the `-10` button the *action* that happens when I click is to change the value of the progress bar!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets tie this change in value to the click with the \"on_click\" function of our down button:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "button_minus.on_click(click_down)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's do the same for our \"+10\" button:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "def click_up(event):\n", " ip.value += 10\n", "button_plus.on_click(click_up)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now go back up and click on our progress bar, or we can re-display again as well:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2e738c9f69d4422f85e160b6f5edc753", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(Button(description='-10', style=ButtonStyle()), IntProgress(value=0), Button(description='+10',…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ipywidgets.HBox([button_minus, ip, button_plus])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A few more ipywidget linking practice examples\n", "\n", "Let's try a few more!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### #1: More with layouts (and text boxes) -- OPTIONAL-ISH" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use ipywidgets to create text boxes:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "ta1 = ipywidgets.Textarea(\"Hi, this is a box of text. (1)\")\n", "\n", "ta2 = ipywidgets.Textarea(\"Hi, this is a box of text. (2)\")\n", "\n", "ta3 = ipywidgets.Textarea(\"Hi, this is a box of text. (3)\")\n", "\n", "ta4 = ipywidgets.Textarea(\"Hi, this is a box of text. (4)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are different ways we can layout these text boxes.\n", "\n", "We can make tabs:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "309ff9389698495083ba2f1a7090d03a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Tab(children=(Textarea(value='Hi, this is a box of text. (1)'), Textarea(value='Hi, this is a box of text. (2)…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tabs = ipywidgets.Tab([ta1, ta2, ta3, ta4])\n", "tabs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or we can \"accordian\" them:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "36cf1cda72684852820174b80744adf0", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Accordion(children=(Textarea(value='Hi, this is a box of text. (1)'), Textarea(value='Hi, this is a box of tex…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "acc = ipywidgets.Accordion([ta1, ta2, ta3, ta4])\n", "acc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can organize them into horizontal boxes like we did before:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "09b85c9ba38a424ebccc3e6950f0dbec", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(Textarea(value='Hi, this is a box of text. (1)'), Textarea(value='Hi, this is a box of text. (2…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ipywidgets.HBox([ta1, ta2, ta3, ta4])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note this means a few of them are off screen so this might not be the best option in this calse.\n", "\n", "We can organize them in a vertical box instead:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "239e4505acbd4301bbd773c8d2be9784", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(Textarea(value='Hi, this is a box of text. (1)'), Textarea(value='Hi, this is a box of text. (2…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ipywidgets.VBox([ta1, ta2, ta3, ta4])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or, if we want to be super fancy we can organize them in a verticle box of sets of horizontal boxes:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "83fdc973bcfd413cb37a60119217f9d3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HBox(children=(Textarea(value='Hi, this is a box of text. (1)'), Textarea(value='Hi, this is a …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ipywidgets.VBox( [ipywidgets.HBox([ta1, ta2]),\n", " ipywidgets.HBox([ta3, ta4])] )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can even insert another widget in our array of horizontal boxes and see how ipywidgets would place it -- let's try it with a label widget:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "417c8ea67e4e4914bdf764dfa32fca64", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HBox(children=(Textarea(value='Hi, this is a box of text. (1)'), Textarea(value='Hi, this is a …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ipywidgets.VBox( [ipywidgets.HBox([ta1, ta2]),\n", " ipywidgets.Label(\"Hello there!\"),\n", " ipywidgets.HBox([ta3, ta4])] )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### #2: More with layouts (and text boxes) -- putting together sliders with play button -- OPTIONAL" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a quick example, lets link an integer slider to our play button. First, lets define the range of our play button:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "play = ipywidgets.Play(interval = 50, value = 50, min = 1, max = 100, step = 1, description = \"Press Play\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we start at 50, and create min and max value around that. Now, lets create our slider:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "slider = ipywidgets.IntSlider()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's link the min and max of the play interval with the min and max of the integer slider using the `jslink` function:" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Link(source=(Play(value=50, description='Press Play', interval=50, min=1), 'value'), target=(IntSlider(value=0…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ipywidgets.jslink((play, 'min'), (slider, 'min'))\n", "ipywidgets.jslink((play, 'max'), (slider, 'max'))\n", "ipywidgets.jslink((play, 'value'), (slider, 'value'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we don't have to tell the .link function how to link these objects - it knows intuatively. How to link the play widget min & max to the slider min and max.\n", "\n", "Finally, let's display them side by side:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "942583693cb349f1aaf20c470a8a9afa", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(Play(value=1, description='Press Play', interval=50, min=1), IntSlider(value=50, min=1)))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ipywidgets.HBox([play, slider])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### #3: slider colorpicker and an intro to traitlets and .observe -- NECESSARY FOR TRAITLETS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets first make a slider:" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "islider = ipywidgets.IntSlider(min = 0, max = 10, step = 1, orientation = 'vertical')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets give this slider a base color that is sort of purple-y, using a hex code. Recall: HTML hex codes are another way to \"name\" colors:\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "islider.style.handle_color = \"#750075\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a quick look:" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "13320127f08c450284627da5849feb08", "version_major": 2, "version_minor": 0 }, "text/plain": [ "IntSlider(value=0, max=10, orientation='vertical', style=SliderStyle(handle_color='#750075'))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "islider " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just slides up and down, nothing too exciting. Lets create a new widget object called a color picker to pick the color of our handle:" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "784c761fa19243e0a3f232bad2e27e59", "version_major": 2, "version_minor": 0 }, "text/plain": [ "ColorPicker(value='black')" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cp = ipywidgets.ColorPicker()\n", "cp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we show this we can click on the little box and it pops up a color picker we can mess around with! Neato.\n", "\n", "Now let's link the slider's color with the color picker's value. For practice, let's use the Python-based `link` function:" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipywidgets.link( (cp, 'value'), (islider.style, 'handle_color') )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And let's see them both together:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "27a15c12889847f9b8f21f34d80e94d4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(ColorPicker(value='black'), IntSlider(value=0, max=10, orientation='vertical', style=SliderStyl…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ipywidgets.VBox([cp, islider])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But what is this `traitlets.traitlets` thing above that occurs when we use `link` instead of `jslink`? I thought we were doing things with widgets! Let's talk a bit about what `traitlets` are in Python." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Traitlets (might wait until next week)\n", "\n", "Traitlets are a way to link the *change in a variable* to an action." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll start by making a class w/o using traitlets. We've worked with classes before, just sort of \"under the radar\" like with Pandas objects. Now we will define our own:" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "class MyObject():\n", " name = 'unnamed'\n", " age = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's define a new variable of this `class` type:" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "my_obj = MyObject()" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('unnamed', 0)" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_obj.name, my_obj.age" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can update the values of these variables like we would any other object:" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "my_obj.name = 'Bob'; my_obj.age = 47" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's check out our new values:" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello, my name is: Bob and I am 47 years old\n" ] } ], "source": [ "print('Hello, my name is:', my_obj.name, 'and I am', my_obj.age, 'years old')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's say I wanted to re-set the values of the variables in my class -- to print out the above statement, I'd have to redo everything:" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "my_obj.name = 'Linda'; my_obj.age = 45" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello, my name is: Linda and I am 45 years old\n" ] } ], "source": [ "print('Hello, my name is:', my_obj.name, 'and I am', my_obj.age, 'years old')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `traitlets` library allows us to \"track\" changes so that we can associate actions with updates to variables. Let's try this example again:" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "import traitlets" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "class MyTraitletObject(traitlets.HasTraits):\n", " # lets use the unicode trait to let our object have a name\n", " name = traitlets.Unicode(\"unnamed\") \n", " # lets also give our object an age\n", " age = traitlets.Int(0)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "my_t_obj = MyTraitletObject()\n", "my_t_obj.age = 47\n", "my_t_obj.name = 'Bob'" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello, my name is: Bob and I am 47 years old\n" ] } ], "source": [ "print('Hello, my name is:', my_t_obj.name, 'and I am', my_t_obj.age, 'years old')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So far this is not very exciting - we are back where we started! However, there are options to \"observe\" changes in our traits:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a function that can act on one of the variables of our variables, in particluar, its going to react to the name in my object:" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "def name_changed(change):\n", " print(change) # this is a format that is required of a traitlets class\n", "\n", "# lets tell traitlets that we are going to change something\n", "my_t_obj.observe(name_changed, ['name'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now when we update, we get info about our update back:" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'name': 'name', 'old': 'Bob', 'new': 'Linda', 'owner': <__main__.MyTraitletObject object at 0x7f92db1a7b20>, 'type': 'change'}\n" ] } ], "source": [ "my_t_obj.name = 'Linda'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that there are these weird \"new\" and \"old\" names -- this is tracking how things change. The \"owner\" is just pointing to the memory location of `my_t_obj`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's do something a little more exciting - have a default print-out of the introduction:" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "def name_changed2(change):\n", " print('Hello, my name is', change['new'], 'and I am', change['owner'].age, 'years old')\n", "\n", "# lets tell traitlets that we are going to change something\n", "my_t_obj.observe(name_changed2, ['name'])" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "my_t_obj.name = 'Linda'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that now, I've got *2* things associated with any changes -- let's take off the first one:" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "my_t_obj.unobserve(name_changed, ['name'])" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello, my name is Bob and I am 47 years old\n" ] } ], "source": [ "my_t_obj.name = \"Bob\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can practice by making a \"watching for a change\" function for age as well:" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "def age_changed(change):\n", " print('Hello, my name is', change['owner'].name, 'and I am', change['new'], 'years old')\n", "\n", "my_t_obj.observe(age_changed, ['age'])" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello, my name is Bob and I am 48 years old\n" ] } ], "source": [ "my_t_obj.age = 48" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello, my name is Louise and I am 48 years old\n", "Hello, my name is Louise and I am 8 years old\n" ] } ], "source": [ "my_t_obj.name, my_t_obj.age = 'Louise', 8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# For the Homework this week: The Bigfoot dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Link for this dataset: https://raw.githubusercontent.com/UIUC-iSchool-DataViz/is445_bcubcg_fall2022/main/data/bfro_reports_fall2022.csv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You will be using this dataset for your HW so we will read it in and take a quick look. The rest of the class is messing around with this dataset!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reading in the Bigfoot dataset:" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "bf = pd.read_csv(\"https://raw.githubusercontent.com/UIUC-iSchool-DataViz/is445_bcubcg_fall2022/main/data/bfro_reports_fall2022.csv\",\n", " parse_dates = [\"date\"])\n", "\n", "# you might get a memory warning thing, its just not deprecated correctly\n", "# try not to panic :D\n" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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observedlocation_detailscountystateseasontitlelatitudelongitudedatenumber...precip_intensityprecip_probabilityprecip_typepressuresummaryuv_indexvisibilitywind_bearingwind_speedlocation
0Ed L. was salmon fishing with a companion in P...East side of Prince William SoundValdez-Chitina-Whittier CountyAlaskaFallNaNNaNNaNNaT1261.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1heh i kinda feel a little dumb that im reporti...the road is off us rt 80, i dont know the exit...Warren CountyNew JerseyFallNaNNaNNaNNaT438.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2I was on my way to Claremont from Lebanon on R...Close to Claremont down 120 not far from Kings...Sullivan CountyNew HampshireSummerReport 55269: Dawn sighting at Stevens Brook o...43.41549-72.330932016-06-0755269.0...0.0010.7rain998.87Mostly cloudy throughout the day.6.09.70262.00.49POINT(-72.33093000000001 43.415490000000005)
3I was northeast of Macy Nebraska along the Mis...Latitude & Longitude : 42.158230 -96.344197Thurston CountyNebraskaSpringReport 59757: Possible daylight sighting of a ...42.15685-96.342032018-05-2559757.0...0.0000.0NaN1008.07Partly cloudy in the morning.10.08.25193.03.33POINT(-96.34203000000001 42.15685)
4While this incident occurred a long time ago, ...Ward County, Just outside of a the Minuteman T...Ward CountyNorth DakotaSpringReport 751: Hunter describes described being s...48.25422-101.316602000-04-21751.0...NaNNaNrain1011.47Partly cloudy until evening.6.010.00237.011.14POINT(-101.3166 48.254220000000004)
..................................................................
4742My cousin and I were camping way out in the wo...Indiana, Brown County, Elkinsville, Lake Monro...Brown CountyIndianaSpringNaNNaNNaNNaT2460.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4743While backpacking near the horse trails and ac...Near Bedford south of Brown County in the Hoos...Brown CountyIndianaWinterNaNNaNNaNNaT2461.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4744My wife and I were camping At Yellowood State ...Yellowood State Park. Off of highway 46 in bet...Brown CountyIndianaSummerReport 49480: Campers hear possible vocalizati...39.17909-86.335602015-08-0849480.0...0.0000.0NaN1014.02Mostly cloudy in the evening.9.09.22256.00.34POINT(-86.3356 39.17909)
4745My wife and I were driving to Indianapolis to ...On Interstate 65 in Indiana somewhere around t...Boone CountyIndianaWinterNaNNaNNaNNaT2459.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4746It was about 7:00 PM in September. It was stil...Blackford County, Indiana located in the south...Blackford CountyIndianaSummerNaNNaNNaNNaT2458.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", "

4747 rows × 29 columns

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" ], "text/plain": [ " observed \\\n", "0 Ed L. was salmon fishing with a companion in P... \n", "1 heh i kinda feel a little dumb that im reporti... \n", "2 I was on my way to Claremont from Lebanon on R... \n", "3 I was northeast of Macy Nebraska along the Mis... \n", "4 While this incident occurred a long time ago, ... \n", "... ... \n", "4742 My cousin and I were camping way out in the wo... \n", "4743 While backpacking near the horse trails and ac... \n", "4744 My wife and I were camping At Yellowood State ... \n", "4745 My wife and I were driving to Indianapolis to ... \n", "4746 It was about 7:00 PM in September. It was stil... \n", "\n", " location_details \\\n", "0 East side of Prince William Sound \n", "1 the road is off us rt 80, i dont know the exit... \n", "2 Close to Claremont down 120 not far from Kings... \n", "3 Latitude & Longitude : 42.158230 -96.344197 \n", "4 Ward County, Just outside of a the Minuteman T... \n", "... ... \n", "4742 Indiana, Brown County, Elkinsville, Lake Monro... \n", "4743 Near Bedford south of Brown County in the Hoos... \n", "4744 Yellowood State Park. Off of highway 46 in bet... \n", "4745 On Interstate 65 in Indiana somewhere around t... \n", "4746 Blackford County, Indiana located in the south... \n", "\n", " county state season \\\n", "0 Valdez-Chitina-Whittier County Alaska Fall \n", "1 Warren County New Jersey Fall \n", "2 Sullivan County New Hampshire Summer \n", "3 Thurston County Nebraska Spring \n", "4 Ward County North Dakota Spring \n", "... ... ... ... \n", "4742 Brown County Indiana Spring \n", "4743 Brown County Indiana Winter \n", "4744 Brown County Indiana Summer \n", "4745 Boone County Indiana Winter \n", "4746 Blackford County Indiana Summer \n", "\n", " title latitude longitude \\\n", "0 NaN NaN NaN \n", "1 NaN NaN NaN \n", "2 Report 55269: Dawn sighting at Stevens Brook o... 43.41549 -72.33093 \n", "3 Report 59757: Possible daylight sighting of a ... 42.15685 -96.34203 \n", "4 Report 751: Hunter describes described being s... 48.25422 -101.31660 \n", "... ... ... ... \n", "4742 NaN NaN NaN \n", "4743 NaN NaN NaN \n", "4744 Report 49480: Campers hear possible vocalizati... 39.17909 -86.33560 \n", "4745 NaN NaN NaN \n", "4746 NaN NaN NaN \n", "\n", " date number ... precip_intensity precip_probability \\\n", "0 NaT 1261.0 ... NaN NaN \n", "1 NaT 438.0 ... NaN NaN \n", "2 2016-06-07 55269.0 ... 0.001 0.7 \n", "3 2018-05-25 59757.0 ... 0.000 0.0 \n", "4 2000-04-21 751.0 ... NaN NaN \n", "... ... ... ... ... ... \n", "4742 NaT 2460.0 ... NaN NaN \n", "4743 NaT 2461.0 ... NaN NaN \n", "4744 2015-08-08 49480.0 ... 0.000 0.0 \n", "4745 NaT 2459.0 ... NaN NaN \n", "4746 NaT 2458.0 ... NaN NaN \n", "\n", " precip_type pressure summary uv_index \\\n", "0 NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "2 rain 998.87 Mostly cloudy throughout the day. 6.0 \n", "3 NaN 1008.07 Partly cloudy in the morning. 10.0 \n", "4 rain 1011.47 Partly cloudy until evening. 6.0 \n", "... ... ... ... ... \n", "4742 NaN NaN NaN NaN \n", "4743 NaN NaN NaN NaN \n", "4744 NaN 1014.02 Mostly cloudy in the evening. 9.0 \n", "4745 NaN NaN NaN NaN \n", "4746 NaN NaN NaN NaN \n", "\n", " visibility wind_bearing wind_speed \\\n", "0 NaN NaN NaN \n", "1 NaN NaN NaN \n", "2 9.70 262.0 0.49 \n", "3 8.25 193.0 3.33 \n", "4 10.00 237.0 11.14 \n", "... ... ... ... \n", "4742 NaN NaN NaN \n", "4743 NaN NaN NaN \n", "4744 9.22 256.0 0.34 \n", "4745 NaN NaN NaN \n", "4746 NaN NaN NaN \n", "\n", " location \n", "0 NaN \n", "1 NaN \n", "2 POINT(-72.33093000000001 43.415490000000005) \n", "3 POINT(-96.34203000000001 42.15685) \n", "4 POINT(-101.3166 48.254220000000004) \n", "... ... \n", "4742 NaN \n", "4743 NaN \n", "4744 POINT(-86.3356 39.17909) \n", "4745 NaN \n", "4746 NaN \n", "\n", "[4747 rows x 29 columns]" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Second thing to notice, is this is a pretty darn big dataset! This can get a little cumbersome if you want to be able to do some quick prototyping of visualizations. \n", "\n", "Depending on what sort of computer you are working on, you may want to consider working with a *random subset* of this dataframe for your \"prototyping\" phase, and then only use the full dataset when you are ready for *production*:" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1702, 2811, 2839, 1861, 1287, 330, 1035, 657, 652, 2908, 1901,\n", " 2627, 4725, 289, 4534, 1016, 653, 3594, 4353, 2858, 4480, 3193,\n", " 827, 2494, 3972, 968, 1563, 138, 1082, 1236, 2939, 4374, 4224,\n", " 1548, 100, 2570, 908, 4415, 1304, 6, 370, 4531, 2333, 703,\n", " 4435, 2960, 3884, 1479, 863, 1344, 3597, 4607, 1071, 93, 3536,\n", " 3853, 451, 2573, 1981, 3344, 3224, 2287, 3235, 1844, 2865, 421,\n", " 888, 284, 3530, 2077, 1400, 2829, 2281, 4173, 4162, 3002, 1464,\n", " 674, 4387, 2849, 573, 3162, 117, 2884, 1746, 1772, 2021, 67,\n", " 1380, 3908, 4137, 95, 574, 660, 3974, 809, 4174, 4311, 4604,\n", " 350, 3115, 332, 1565, 4362, 4562, 3636, 2187, 1226, 4670, 3909,\n", " 2904, 282, 280, 4068, 2349, 3763, 475, 170, 1768, 323, 188,\n", " 361, 4132, 346, 3642, 4293, 1133, 1004, 2239, 4114, 3080, 4601,\n", " 1841, 266, 2442, 2174, 2763, 2523, 1838, 1543, 2911, 446, 3881,\n", " 218, 1050, 600, 2515, 4127, 2364, 1907, 53, 4488, 2497, 4170,\n", " 3493, 889, 1657, 3674, 94, 4206, 3009, 273, 3679, 1953, 2813,\n", " 4465, 16, 1669, 1101, 1300, 2513, 18, 2569, 4261, 3394, 72,\n", " 4104, 4313, 2253, 709, 2232, 263, 3828, 4238, 3221, 3357, 1847,\n", " 3537, 610, 2478, 1208, 768, 3652, 2656, 744, 2067, 4653, 3813,\n", " 2249, 3404, 2053, 2328, 1092, 194, 391, 3948, 686, 3389, 3883,\n", " 4158, 1640, 76, 1043, 3684, 2213, 360, 3473, 689, 3785, 649,\n", " 2482, 2360, 4541, 2531, 3424, 3670, 233, 2572, 4712, 717, 728,\n", " 3779, 3435, 1816, 2632, 4721, 4087, 292, 1577, 1975, 4636, 300,\n", " 4486, 4061, 227, 2906, 2577, 3920, 3596, 2104, 1199, 4459, 806,\n", " 1188, 268, 1180, 4520, 3521, 3568, 719, 63, 4223, 3584, 1725,\n", " 4565, 2384, 2894, 2745, 1438, 1274, 1739, 3241, 1701, 2022, 3912,\n", " 1109, 509, 3040, 4187, 798, 3200, 3634, 2856, 3871, 2110, 963,\n", " 2992, 102, 114, 1886, 1962, 450, 980, 2886, 258, 1311, 2481,\n", " 4594, 2507, 2352, 530, 2055, 3830, 1237, 3637, 663, 777, 386,\n", " 959, 2079, 3496, 3231, 349, 52, 3154, 4690, 4339, 484, 1179,\n", " 2650, 1670, 1583, 1804, 56, 1755, 3430, 4668, 2214, 4525, 2335,\n", " 659, 1219, 783, 3533, 935, 912, 4398, 2795, 2303, 3367, 3988,\n", " 1332, 1712, 2735, 3694, 249, 2277, 2156, 4401, 3128, 2838, 1118,\n", " 3668, 1794, 1015, 1840, 526, 1413, 2607, 2938, 3614, 2146, 4079,\n", " 1310, 3368, 2176, 4511, 1446, 105, 2205, 367, 942, 1697, 2567,\n", " 2309, 45, 3452, 3563, 2002, 3273, 3407, 4302, 2270, 2637, 976,\n", " 2141, 109, 3686, 3147, 3569, 712, 2896, 3062, 3346, 4418, 439,\n", " 379, 3063, 1328, 3030, 4564, 2809, 4744, 4740, 2351, 1462, 1924,\n", " 1120, 3566, 2761, 1465, 3309, 2760, 2130, 818, 525, 4265, 1884,\n", " 4084, 2263, 2081, 1042, 3172, 2167, 1668, 4303, 120, 4074, 704,\n", " 4036, 3229, 3993, 368, 4109, 2854, 3121, 4120, 1113, 3064, 2233,\n", " 2215, 2428, 2103, 2188, 4742, 1502, 2613, 1818, 855, 1809, 2937,\n", " 2353, 960, 3365, 3822, 4128, 1091, 995, 1682, 4634, 5, 2219,\n", " 2372, 30, 2238, 2805, 2859, 3965, 2815, 3945, 2639, 2411, 4501,\n", " 2469, 1851, 469, 2033, 961, 4201, 736, 1661, 1511, 4458, 2498,\n", " 2030, 3070, 2636, 1055, 3919, 4361, 137, 2139, 2444, 1352, 1513,\n", " 1530, 4053, 2359, 2959, 1342])" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Lets down sample to 500 samples:\n", "nsamples = 500\n", "downSampleMask = np.random.choice(range(len(bf)-1), nsamples, replace=False)\n", "downSampleMask # take a look" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: I haven't set the \"seed\" for this random pull of indicies so your list might be different!\n", "\n", "So, downSampleMask is now a list of random indicies for the UFO dataset. Let's downsample our UFO dataset:" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "bfDS = bf.loc[downSampleMask]" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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observedlocation_detailscountystateseasontitlelatitudelongitudedatenumber...precip_intensityprecip_probabilityprecip_typepressuresummaryuv_indexvisibilitywind_bearingwind_speedlocation
1702On oct 16, 2008 me my best friend and girlfrie...Cabin in Cameron county PACameron CountyPennsylvaniaFallReport 28580: Objects thrown and banging on a ...41.34404-78.045472008-10-1628580.0...0.00171.0rain1016.85Light rain in the morning.3.07.31296.03.27POINT(-78.04547 41.34404)
2811I was working with my friend Brad B. for about...go up Spruce Knob roadPendleton CountyWest VirginiaFallReport 13122: Possible repeat approaches outsi...38.70160-79.528351996-10-1113122.0...0.00171.0rain1027.85Light rain in the morning.3.09.21313.01.92POINT(-79.52835 38.7016)
2839I heard the whooping and it was very close. Ma...Bear Heaven camp site 7. On Bickel's knob.Randolph CountyWest VirginiaSummerReport 41880: Possible vocalizations heard fro...38.93027-79.680472013-08-1441880.0...0.00000.0NaN1019.22Mostly cloudy until evening.5.09.54324.03.62POINT(-79.68047 38.93027)
1861Where: San Jacinto County, Evergreen, TX When...Driving East from New Waverly, Texas about 7 m...San Jacinto CountyTexasFallReport 28873: Motorist recounts daylight sight...30.31363-95.179662007-11-1528873.0...0.00000.0NaN1026.17Mostly cloudy in the morning.5.010.00358.04.96POINT(-95.17966 30.31363)
1287Something very unusual just happened to me th...NaNMajor CountyOklahomaFallNaNNaNNaNNaT26943.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
..................................................................
1530Myself and my two cousins were out hunting. I...It was near the Diamond Peak Wilderness area m...Lane CountyOregonFallReport 1778: Three young hunters hear very lou...43.58830-122.083302000-09-101778.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNPOINT(-122.0833 43.5883)
4053While driving through the Ocala National Fores...NaNPutnam CountyFloridaSpringReport 35529: Daytime sighting by a motorist o...29.49577-81.745792010-06-0735529.0...0.00000.0NaNNaNHumid throughout the day.0.0NaN302.01.72POINT(-81.74579 29.49577)
2359I was camping on property I own on the Suiattl...Riparian habitatSkagit CountyWashingtonSummerNaNNaNNaNNaT28577.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2959When I saw this creature, I was told not to te...Far back in the mountains in eastern Kentucky....Martin CountyKentuckySummerReport 5678: Woman recalls childhood sighting ...37.83777-82.436351950-07-015678.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNPOINT(-82.43635 37.83777)
1342I already submitted a report of this incident ...Along the Wilson River a mile or so below the ...Tillamook CountyOregonSummerNaNNaNNaNNaT691.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", "

500 rows × 29 columns

\n", "
" ], "text/plain": [ " observed \\\n", "1702 On oct 16, 2008 me my best friend and girlfrie... \n", "2811 I was working with my friend Brad B. for about... \n", "2839 I heard the whooping and it was very close. Ma... \n", "1861 Where: San Jacinto County, Evergreen, TX When... \n", "1287 Something very unusual just happened to me th... \n", "... ... \n", "1530 Myself and my two cousins were out hunting. I... \n", "4053 While driving through the Ocala National Fores... \n", "2359 I was camping on property I own on the Suiattl... \n", "2959 When I saw this creature, I was told not to te... \n", "1342 I already submitted a report of this incident ... \n", "\n", " location_details county \\\n", "1702 Cabin in Cameron county PA Cameron County \n", "2811 go up Spruce Knob road Pendleton County \n", "2839 Bear Heaven camp site 7. On Bickel's knob. Randolph County \n", "1861 Driving East from New Waverly, Texas about 7 m... San Jacinto County \n", "1287 NaN Major County \n", "... ... ... \n", "1530 It was near the Diamond Peak Wilderness area m... Lane County \n", "4053 NaN Putnam County \n", "2359 Riparian habitat Skagit County \n", "2959 Far back in the mountains in eastern Kentucky.... Martin County \n", "1342 Along the Wilson River a mile or so below the ... Tillamook County \n", "\n", " state season \\\n", "1702 Pennsylvania Fall \n", "2811 West Virginia Fall \n", "2839 West Virginia Summer \n", "1861 Texas Fall \n", "1287 Oklahoma Fall \n", "... ... ... \n", "1530 Oregon Fall \n", "4053 Florida Spring \n", "2359 Washington Summer \n", "2959 Kentucky Summer \n", "1342 Oregon Summer \n", "\n", " title latitude longitude \\\n", "1702 Report 28580: Objects thrown and banging on a ... 41.34404 -78.04547 \n", "2811 Report 13122: Possible repeat approaches outsi... 38.70160 -79.52835 \n", "2839 Report 41880: Possible vocalizations heard fro... 38.93027 -79.68047 \n", "1861 Report 28873: Motorist recounts daylight sight... 30.31363 -95.17966 \n", "1287 NaN NaN NaN \n", "... ... ... ... \n", "1530 Report 1778: Three young hunters hear very lou... 43.58830 -122.08330 \n", "4053 Report 35529: Daytime sighting by a motorist o... 29.49577 -81.74579 \n", "2359 NaN NaN NaN \n", "2959 Report 5678: Woman recalls childhood sighting ... 37.83777 -82.43635 \n", "1342 NaN NaN NaN \n", "\n", " date number ... precip_intensity precip_probability \\\n", "1702 2008-10-16 28580.0 ... 0.0017 1.0 \n", "2811 1996-10-11 13122.0 ... 0.0017 1.0 \n", "2839 2013-08-14 41880.0 ... 0.0000 0.0 \n", "1861 2007-11-15 28873.0 ... 0.0000 0.0 \n", "1287 NaT 26943.0 ... NaN NaN \n", "... ... ... ... ... ... \n", "1530 2000-09-10 1778.0 ... NaN NaN \n", "4053 2010-06-07 35529.0 ... 0.0000 0.0 \n", "2359 NaT 28577.0 ... NaN NaN \n", "2959 1950-07-01 5678.0 ... NaN NaN \n", "1342 NaT 691.0 ... NaN NaN \n", "\n", " precip_type pressure summary uv_index \\\n", "1702 rain 1016.85 Light rain in the morning. 3.0 \n", "2811 rain 1027.85 Light rain in the morning. 3.0 \n", "2839 NaN 1019.22 Mostly cloudy until evening. 5.0 \n", "1861 NaN 1026.17 Mostly cloudy in the morning. 5.0 \n", "1287 NaN NaN NaN NaN \n", "... ... ... ... ... \n", "1530 NaN NaN NaN NaN \n", "4053 NaN NaN Humid throughout the day. 0.0 \n", "2359 NaN NaN NaN NaN \n", "2959 NaN NaN NaN NaN \n", "1342 NaN NaN NaN NaN \n", "\n", " visibility wind_bearing wind_speed location \n", "1702 7.31 296.0 3.27 POINT(-78.04547 41.34404) \n", "2811 9.21 313.0 1.92 POINT(-79.52835 38.7016) \n", "2839 9.54 324.0 3.62 POINT(-79.68047 38.93027) \n", "1861 10.00 358.0 4.96 POINT(-95.17966 30.31363) \n", "1287 NaN NaN NaN NaN \n", "... ... ... ... ... \n", "1530 NaN NaN NaN POINT(-122.0833 43.5883) \n", "4053 NaN 302.0 1.72 POINT(-81.74579 29.49577) \n", "2359 NaN NaN NaN NaN \n", "2959 NaN NaN NaN POINT(-82.43635 37.83777) \n", "1342 NaN NaN NaN NaN \n", "\n", "[500 rows x 29 columns]" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bfDS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quick look:" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.clf() # might need this to \"get rid\" of Michigan data\n", "plt.plot(bf['longitude'],bf['latitude'],'.')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.clf() # might need this to \"get rid\" of Michigan data\n", "plt.plot(bfDS['longitude'],bfDS['latitude'],'.')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can try with a scatter plot as well which allows us to add in another encoding with color:" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['observed', 'location_details', 'county', 'state', 'season', 'title',\n", " 'latitude', 'longitude', 'date', 'number', 'classification', 'geohash',\n", " 'temperature_high', 'temperature_mid', 'temperature_low', 'dew_point',\n", " 'humidity', 'cloud_cover', 'moon_phase', 'precip_intensity',\n", " 'precip_probability', 'precip_type', 'pressure', 'summary', 'uv_index',\n", " 'visibility', 'wind_bearing', 'wind_speed', 'location'],\n", " dtype='object')" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bf.columns" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.clf()\n", "plt.scatter(bfDS['longitude'],bfDS['latitude'], \n", " c=np.log10(bfDS['pressure']), cmap='rainbow')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hint:" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.clf()\n", "fig, ax = plt.subplots(figsize=(20,10))\n", "bfDS.hist(column='longitude', ax=ax)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 4 }