{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Practical Data Visualization with Python - Part 2: Overview of Python Visualization Landscape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "# capturing above because there are a few useless warnings that might pop up, version-depending\n", "\n", "# basic packages:\n", "import numpy as np\n", "import pandas as pd\n", "import datetime\n", "from scipy import stats\n", "\n", "# packages for viz:\n", "# plotly express\n", "import plotly_express as px\n", "# matplotlib\n", "import matplotlib.pyplot as plt\n", "# seaborn and default seaborn settings set for matplot lib charts\n", "import seaborn as sns; sns.set()\n", "# base plotly packages\n", "import plotly.figure_factory as ff\n", "import plotly.io as pio\n", "from plotly.offline import plot, iplot, init_notebook_mode\n", "from plotly.subplots import make_subplots\n", "# turns on plotly notebook mode\n", "init_notebook_mode()\n", "from plotly import graph_objs as go\n", "# altair\n", "import altair as alt\n", "# turns on altair renderer -- jlab is default\n", "alt.renderers.enable('jupyterlab')\n", "# bokeh\n", "from bokeh.plotting import figure, show, output_file, save\n", "from bokeh.io import output_notebook\n", "# plotnine\n", "from plotnine import *" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# there are a few warnings I want to silence throughout that are due to unimportant np deprecations \n", "np.warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'This notebook was last executed on 2019-08-08 18:37'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# store the datetime of the most recent running of this notebook as a form of a log\n", "most_recent_run_datetime = datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M\")\n", "f\"This notebook was last executed on {most_recent_run_datetime}\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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loan_idorig_chnseller_nameorig_rtorig_amtorig_trmorig_dtefrst_dteoltvocltv...occ_statstatezip_3mi_pctproduct_typecscore_cmi_typerelocation_flgcscore_minorig_val
0100020736692BCALIBER HOME LOANS, INC.4.87549200036012/201702/20187575...ICA920NaNFRMNaNNaNN757.0656000.000000
1100036136334ROTHER2.75019000018012/201701/20186767...PMD206NaNFRM798.0NaNN797.0283582.089552
2100043912941ROTHER4.1256800036012/201702/20186666...POH432NaNFRMNaNNaNN804.0103030.303030
3100057175226ROTHER4.9907100036012/201702/20189595...PNC27830.0FRMNaN1.0N696.074736.842105
4100060715643ROTHER4.50018000036012/201702/20187575...IWA983NaNFRMNaNNaNN726.0240000.000000
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5 rows × 27 columns

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" ], "text/plain": [ " loan_id orig_chn seller_name orig_rt orig_amt \\\n", "0 100020736692 B CALIBER HOME LOANS, INC. 4.875 492000 \n", "1 100036136334 R OTHER 2.750 190000 \n", "2 100043912941 R OTHER 4.125 68000 \n", "3 100057175226 R OTHER 4.990 71000 \n", "4 100060715643 R OTHER 4.500 180000 \n", "\n", " orig_trm orig_dte frst_dte oltv ocltv ... occ_stat state zip_3 \\\n", "0 360 12/2017 02/2018 75 75 ... I CA 920 \n", "1 180 12/2017 01/2018 67 67 ... P MD 206 \n", "2 360 12/2017 02/2018 66 66 ... P OH 432 \n", "3 360 12/2017 02/2018 95 95 ... P NC 278 \n", "4 360 12/2017 02/2018 75 75 ... I WA 983 \n", "\n", " mi_pct product_type cscore_c mi_type relocation_flg cscore_min \\\n", "0 NaN FRM NaN NaN N 757.0 \n", "1 NaN FRM 798.0 NaN N 797.0 \n", "2 NaN FRM NaN NaN N 804.0 \n", "3 30.0 FRM NaN 1.0 N 696.0 \n", "4 NaN FRM NaN NaN N 726.0 \n", "\n", " orig_val \n", "0 656000.000000 \n", "1 283582.089552 \n", "2 103030.303030 \n", "3 74736.842105 \n", "4 240000.000000 \n", "\n", "[5 rows x 27 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# pulling in our main data; for more info on the data, see the \"data_prep_nb.ipynb\" file\n", "main_df = pd.read_csv(filepath_or_buffer='../data/jan_and_dec_17_acqs.csv')\n", "\n", "# taking a peek at our data\n", "main_df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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seller_namecscore_min
2803JPMORGAN CHASE BANK, NATIONAL ASSOCIATION724.0
3208JPMORGAN CHASE BANK, NATIONAL ASSOCIATION744.0
8514JPMORGAN CHASE BANK, NATIONAL ASSOCIATION695.0
10496JPMORGAN CHASE BANK, NATIONAL ASSOCIATION738.0
10788JPMORGAN CHASE BANK, NATIONAL ASSOCIATION701.0
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" ], "text/plain": [ " seller_name cscore_min\n", "2803 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 724.0\n", "3208 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 744.0\n", "8514 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 695.0\n", "10496 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 738.0\n", "10788 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 701.0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# pre-visualization data prep:\n", "# creating a df with just the january origination volume of our top 3 lenders by volume in that month\n", "\n", "# filtering to just january acquisitions and dropping \"OTHER\" sellers\n", "jan_originations_only = main_df.loc[(main_df['orig_dte'] == '01/2017') & (main_df['seller_name'] != 'OTHER'),:]\n", "\n", "# getting the top 3 lenders by volume\n", "top_3_lenders = (\n", " jan_originations_only\n", " .groupby('seller_name')\n", " .size()\n", " .reset_index(name='counts')\n", " .sort_values('counts', ascending=False)\n", " .head(3)\n", ")['seller_name']\n", "\n", "# making a df of just the records from the top 3 lenders by volume, keeping just the needed columns: seller name and FICO\n", "top_3_lenders_jan_origs_df = jan_originations_only.loc[main_df['seller_name'].isin(top_3_lenders),['seller_name','cscore_min']]\n", "\n", "# inspecting the data we'll be working with for this example\n", "top_3_lenders_jan_origs_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overview of Python Visualization Landscape \n", "\n", "Now that we've learned some heuristics and best practices to help us craft clear and powerfully informative visualizations, let's dive into a broad overview of the smorgasboard of libraries that exist in the python ecosystem to help us build visualizations. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Intro to the visualization ecosystem: python's Tower of Babel.\n", "\n", "One of the great use cases for python in data science is the creation of high quality visualizations, but it is important to understand that with python, visualization often requires a wide variety of packages. When compared to the [ggplot](https://www.rstudio.com/wp-content/uploads/2015/03/ggplot2-cheatsheet.pdf)-dominated world of data visualization with R, python appears at first glance to be a veritable [Tower of Babel](https://en.wikipedia.org/wiki/Tower_of_Babel). \n", "\n", "The story of the Tower of Babel, to summarize a great deal, was essentially that many people became some prideful of their creation--a physical tower--that God made them all speak in different languages, confounding the people and scattering them across the world, thereby breaking them out of their pride in their tower. While the diversity of libraries in the Python ecosystem parallels the diversity of languages in this story, this diversity need not have the confounding effects it did to the people of Babel. The image below presents an initially daunting view of the wide variety of visualization packages in the python ecosystem, but when examined more closely, the packages serve unique purposes. \n", "\n", "---\n", "\n", "![](../media/python_viz_landscape.jpg)\n", "\n", "---\n", "\n", "The best example of a thorough explanation of the relative utility of this seemingly-disjointed system of packages comes from Anaconda's James Bednar, whose [write-up here](https://www.anaconda.com/python-data-visualization-2018-why-so-many-libraries/) I highly recommend reading. As he describes, most packages have one or two main target use cases--for example there are a suite of packages that focus on visualization very large datasets, whereas others focus on crisp interactivity. As you continue to improve your visualization skills in python, asking yourself what features you think are most important about a particular viz. will help you discern which packages best suit your needs. \n", "\n", "With this understanding of how vast the python visualization package ecosystem is in mind, let's proceed to looking at a few of the most widely-used libraries in more detail." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Smorgasbord of packages explored through a single example viz.\n", "\n", "In this section, we'll take a relatively simple chart type and explore how it can be built using a variety of the most common visualization packages in the Python ecosystem today. Each example will be accompanied by a link to the relevant documentation, as well as some brief commentary about the structure of the package's API. The packages for which we'll be building example plots are:\n", "\n", "- plotly\n", "- altair\n", "- bokeh\n", "- plotnine\n", "- matplotlib\n", "- seaborn\n", "\n", "The chart that we'll build is a **scatterplot of FICO vs. LTV colored by lender**. More specifically, we'll be using a down-sampled (10% for speed and simplicity) version of the previously-explored df of data from the top 3 lenders by volume, retaining the LTV variable in addition to seller name and credit score. We'll start as always by building our needed dataset, and then we'll dive into the example visualizations for each package.\n", "\n", "**Note:** for each of the examples below, we won't necessarily be building the optimal chart, but rather focusing on demonstrating the basic functionality of each library's API structure. As such, there will, with each chart, likely be margin for improvement--better-formatted legends, axis labels, etc.--but each example will serve as an example of a [standard MVP](https://en.wikipedia.org/wiki/Minimum_viable_product) from each library. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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seller_namecscore_minoltv
125481JPMORGAN CHASE BANK, NATIONAL ASSOCIATION800.040
119447QUICKEN LOANS INC.806.050
58048WELLS FARGO BANK, N.A.711.054
126908QUICKEN LOANS INC.704.024
118737QUICKEN LOANS INC.624.068
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" ], "text/plain": [ " seller_name cscore_min oltv\n", "125481 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 800.0 40\n", "119447 QUICKEN LOANS INC. 806.0 50\n", "58048 WELLS FARGO BANK, N.A. 711.0 54\n", "126908 QUICKEN LOANS INC. 704.0 24\n", "118737 QUICKEN LOANS INC. 624.0 68" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# making a df of just the records from the top 3 lenders by volume, keeping just the needed columns: seller name, FICO, and LTV\n", "downsamp_top_3_lenders_df = (\n", " jan_originations_only\n", " .loc[main_df['seller_name'].isin(top_3_lenders),['seller_name','cscore_min','oltv']]\n", " # downsampling by taking 10% of the base population\n", " .sample(frac = 0.1)\n", ")\n", "\n", "# inspecting the data we'll be working with for this example\n", "downsamp_top_3_lenders_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Plotly Express Example:**\n", "\n", "- [Link to documentation here](https://plot.ly/python/plotly-express/).\n", "- With plotly express, the full figure is created with a single call to `px.scatter()`. \n", "- Note that column names are passed as text to the x and y params, etc. \n", "- Plotly express best for fast, low-customization-heavy charts, particularly when you need interactivity. See final section on Plotly deep dive for more info.\n", "- Note the somewhat-annoying legend location. We'll come back to this later in the deep-dive!" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverlabel": { "namelength": 0 }, "hovertemplate": "seller_name=JPMORGAN CHASE BANK, NATIONAL ASSOCIATION
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"zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Basic Plotly Scatterplot" }, "width": 900, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 0.98 ], "range": [ 2.918210388647055, 103.08178961135295 ], "title": { "text": "oltv" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 606.0384615384615, 842.9615384615385 ], "title": { "text": "cscore_min" }, "type": "linear" } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# single call to px.scatter creates the plotly express figure\n", "basic_plotly_fig = px.scatter(\n", " # select data frame of reference\n", " data_frame = downsamp_top_3_lenders_df, \n", " # column name of x-axis data\n", " x = \"oltv\", \n", " # column name of y-axis data\n", " y = \"cscore_min\", \n", " # column name of categories to use for colors\n", " color = \"seller_name\",\n", " # text to be used for chart title\n", " title = \"Basic Plotly Scatterplot\",\n", " # setting the size of the plot to be output\n", " height = 600,\n", " width = 900\n", ")\n", "\n", "# displays the chart in-line\n", "basic_plotly_fig" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# saving out the plot\n", "plot(\n", " figure_or_data = basic_plotly_fig, \n", " filename=\"../media/basic_plotly_fig.html\", \n", " auto_open=False\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Altair Example**:\n", " \n", "- [Link to documentation here](https://altair-viz.github.io/gallery/scatter_tooltips.html).\n", "- Note the multiple methods involved, and the explicit language of encoding / grammar of graphics, making it good for folks who like a syntax that is focused on preserving the grammar of graphics.\n", "- Encodings composed of column names and `:`, implicitly or explicitly (e.g. `:Q` = quantitative).\n", "- Interactivity turned on by separate method.\n", "- Note the fact that if we want to not include 0 (i.e. we want axes to auto-scale) that must be called manually.\n", "- Saving out PNGs of Altair-made charts can be a bit of pain, as it requires [chromedriver](https://sites.google.com/a/chromium.org/chromedriver/home), so I'm not going to show that here." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.vegalite.v3+json": { "$schema": "https://vega.github.io/schema/vega-lite/v3.3.0.json", 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"title": "Basic Altair Scatterplot" }, "image/png": 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", "text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# altair plot construction starts by specifying the df to be charted \n", "basic_altair_fig = (alt.Chart(downsamp_top_3_lenders_df)\n", " # next we specify mark type\n", " .mark_circle(size=60)\n", " # then we provide details for the encoding\n", " .encode(\n", " # the after-colon leters specify variable type (quantitative, nominal, etc.)\n", " x = 'oltv:Q',\n", " y = alt.Y('cscore_min:Q', scale = alt.Scale(zero=False)),\n", " color = 'seller_name:N'\n", ")\n", " # interactivity specified separately\n", " .interactive()\n", " # title included via separate call to properties\n", ").properties(\n", " title = 'Basic Altair Scatterplot'\n", ")\n", "\n", "# displays the chart in-line\n", "basic_altair_fig" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# saving out the plot as a png file\n", "# not running this due to chromedriver dependency described above, but this is the code you'd use\n", "# basic_altair_fig.save('../media/basic_matplotlib_fig.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Bokeh Example:**\n", "\n", "- [Link to documentation here](https://bokeh.pydata.org/en/latest/docs/gallery/color_scatter.html)\n", "- Note that categorical coloring cannot be derived simply from a call to the API, but must be pre-specified.\n", " - This is getting pretty in the weeds, but you can chalk this up to the fact that Bokeh's API isn't meant to interact most smoothly with ['tidy' data structures](https://vita.had.co.nz/papers/tidy-data.html); rather, most Bokeh visualizations require the crafting of a custom [\"column data source\"](https://stackoverflow.com/questions/36723684/purpose-of-columndatasource-in-bokeh).\n", "- Title and other properties are specified at the point of instantiation of the figure or added after the fact.\n", "- Best for people that want to build smaller apps and do everything within the Bokeh ecosystem.\n", "- Bouncing back and forth between interactive bokeh viewing and saving bokehs out can be troublesome at times, [as described here](https://stackoverflow.com/questions/51512907/how-to-stop-bokeh-from-opening-a-new-tab-in-jupyter-notebook)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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seller_namecscore_minoltvmanual_color
125481JPMORGAN CHASE BANK, NATIONAL ASSOCIATION800.040green
119447QUICKEN LOANS INC.806.050blue
58048WELLS FARGO BANK, N.A.711.054red
126908QUICKEN LOANS INC.704.024blue
118737QUICKEN LOANS INC.624.068blue
\n", "
" ], "text/plain": [ " seller_name cscore_min oltv \\\n", "125481 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 800.0 40 \n", "119447 QUICKEN LOANS INC. 806.0 50 \n", "58048 WELLS FARGO BANK, N.A. 711.0 54 \n", "126908 QUICKEN LOANS INC. 704.0 24 \n", "118737 QUICKEN LOANS INC. 624.0 68 \n", "\n", " manual_color \n", "125481 green \n", "119447 blue \n", "58048 red \n", "126908 blue \n", "118737 blue " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# because bokeh doesn't derive categorical colors, we need to create a new column to color based on lender\n", "# we'll do this with the custom function below\n", "def set_color(row):\n", " if row['seller_name'] == 'WELLS FARGO BANK, N.A.':\n", " return \"red\"\n", " elif row['seller_name'] == 'QUICKEN LOANS INC.':\n", " return \"blue\"\n", " else:\n", " return \"green\"\n", "\n", "# updating the df to include a new column for color\n", "downsamp_top_3_lenders_df = (\n", " downsamp_top_3_lenders_df\n", " .assign(manual_color = downsamp_top_3_lenders_df.apply(set_color, axis=1))\n", ")\n", "\n", "# inspecting the new df we'll need to make the bokeh plot\n", "downsamp_top_3_lenders_df.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"
    \\n\"+\n", " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", " \"
\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1040\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"1040\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1040' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.1.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.1.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.1.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.1.min.js\"];\n", " var css_urls = [];\n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " \n", " function(Bokeh) {\n", " \n", " },\n", " function(Bokeh) {} // ensure no trailing comma for IE\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if ((root.Bokeh !== undefined) || (force === true)) {\n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }if (force === true) {\n", " display_loaded();\n", " }} else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(\"1040\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1040\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };var element = document.getElementById(\"1040\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1040' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.1.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.1.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.1.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.1.min.js\"];\n var css_urls = [];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1040\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " \n", " var docs_json = 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Application\",\"version\":\"1.3.1\"}};\n", " var render_items = [{\"docid\":\"0870bb33-48a2-4921-811e-e3d966986d6c\",\"roots\":{\"1001\":\"5961d199-d349-4c0b-a22e-e73cdbd54fad\"}}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " var attempts = 0;\n", " var timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " clearInterval(timer);\n", " }\n", " attempts++;\n", " if (attempts > 100) {\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " clearInterval(timer);\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "1001" } }, "output_type": "display_data" } ], "source": [ "# begin by defining the figure space\n", "basic_bokeh_fig = figure(title = \"Basic Bokeh Scatterplot\", plot_width=400, plot_height=400)\n", "\n", "# now that we have our colors set correctly, we can make the plot with one call to the circle renderer\n", "basic_bokeh_fig.circle(\n", " x = downsamp_top_3_lenders_df['oltv'], \n", " y = downsamp_top_3_lenders_df['cscore_min'],\n", " color = downsamp_top_3_lenders_df['manual_color']\n", ")\n", "\n", "# displays the chart in-line\n", "output_notebook()\n", "show(basic_bokeh_fig)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# saving out the plot\n", "output_file('../media/basic_bokeh_fig.html')\n", "save(basic_bokeh_fig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Plotnine Example:**\n", "\n", "- [Link to documentation here](https://plotnine.readthedocs.io/en/stable/generated/plotnine.geoms.geom_point.html).\n", "- Copy of [ggplot syntax](https://ggplot2.tidyverse.org/reference/ggplot.html) almost exactly.\n", "- Note that some arguments are purely positional.\n", "- Main strength is portability / familiarity for those who are coming from an R background." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# building the viz starts with call to ggplot with other features added with '+'\n", "basic_plotnine_fig = (ggplot(\n", " # specifying aesthetics as done with ggplot\n", " # data comes positionally after aes\n", " aes(x='oltv', y='cscore_min', color = 'seller_name'), data = downsamp_top_3_lenders_df)\n", " # specifies scatterplot with geom type\n", " + geom_point() \n", " # adding title\n", " + ggtitle(\"Basic Plotnine Scatterplot\")\n", " )\n", "\n", "# displays the chart in-line\n", "basic_plotnine_fig.draw();" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# saving out the plot\n", "basic_plotnine_fig.save(filename='../media/basic_plotnine_fig.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Matplotlib Example:**\n", "\n", "- [Link to documentation here](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.scatter.html).\n", "- Just as we saw with Bokeh, colors cannot be passed to the `plt.scatter()` call by way of a categorical label; they must be pre-specified. [Here is another way](https://stackoverflow.com/questions/8202605/matplotlib-scatterplot-colour-as-a-function-of-a-third-variable) to do this. \n", "- Note how heavily manual matplotlib is: there are no default axis labels unless specified. This makes matplotlib, while perhaps the most customizable of all the main python plotting libraries, also the most manual.\n", "- Note that the data behind the chart are series that don't need to come from a single dataframe. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# setting our figure size\n", "plt.figure(figsize=(10, 5))\n", "\n", "# constructing the scatterplot with a call to plt.scatter()\n", "basic_matplotlib_fig = plt.scatter(\n", " # specifying data for x and y axis\n", " x = downsamp_top_3_lenders_df.loc[:,'oltv'], \n", " y = downsamp_top_3_lenders_df.loc[:,'cscore_min'],\n", " # colors specified manually as described above; a label won't work here\n", " c = downsamp_top_3_lenders_df.loc[:,'manual_color']\n", ")\n", "\n", "# adding some basic chart properties--labels and title\n", "plt.xlabel('LTV', fontsize=12)\n", "plt.ylabel('FICO', fontsize=12)\n", "plt.title('Basic Matplotlib Scatterplot', fontsize = 16)\n", "\n", "# saving out the plot\n", "plt.savefig(fname = '../media/basic_matplotlib_fig.png')\n", "\n", "# displays the chart in-line\n", "basic_matplotlib_fig;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Seaborn Example:**\n", "\n", "- [Link to documentation here](https://seaborn.pydata.org/generated/seaborn.scatterplot.html).\n", "- Note the similarities to matplotlib; it's essentially like matplotlib with more abstractions for convenience.\n", "- Unlike matplotlib, however, the calls to base functions like `sns.scatterplot()` do take a df as an argument.\n", "- You could kind of say that seaborn is to matplotlib what plotly express is to base plotly, as it pertains to statistical visualization. It is an easier-to-use API that allows you to create statistical visualizations that you could create with matplotlib." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# setting our figure size\n", "plt.figure(figsize=(10, 5))\n", "\n", "# creating the figure / axes with a call to sns.scatterplot()\n", "basic_seaborn_fig = sns.scatterplot(\n", " data = downsamp_top_3_lenders_df, \n", " x = 'oltv', \n", " y = 'cscore_min', \n", " hue = 'seller_name'\n", ")\n", "\n", "# setting the axes labels and title\n", "plt.xlabel('LTV', fontsize=12)\n", "plt.ylabel('FICO', fontsize=12)\n", "plt.title(\"Basic Seaborn Scatterplot\", fontsize = 16)\n", "\n", "# saving out the plot\n", "plt.savefig(fname = '../media/basic_seaborn_fig.png')\n", "\n", "# displays the chart in-line\n", "basic_seaborn_fig;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Quick & dirty (and subjective) heuristics for picking a visualization package.\n", "\n", "Now that we've had a taste of the vast ecosystem of packages from which we can choose when building visualizations in Python, and taken a closer look at some of the APIs, let's end with a few questions that can help us best pick a library given a particular problem. These questions are heuristics that I like to use, and are by no means exhaustive, but I hope they are helpful to you!\n", "\n", "1. What packages can you *actually* use on your system?\n", " - This might seem obvious, but because there are so many packages one could use, you might not be in an environment (for example on a computing grid at work) where you have access to the newest version of a particular package. In circumstances where you don't have full control over the environment and are using a shared environment, you may only have access to basic packages like matplotlib, in which case, you'll make due with what you have!\n", "2. What packages provide the functionality you need given the deliverable required?\n", " - If you are asked for an interactive visualization, don't start off by diving into a variety of packages that you know cannot produce interactive visualizations. Start by defining what is needed in your final viz--interactivity, scalability, integration with a web app, etc.--and refine your package options as such.\n", "3. With what packages is your team most comfortable?\n", " - I place this before personal preference because in almost all cases when you are writing code on the job you may have to hand off that code one day, have it QC'ed, etc., and for all these reasons I prefer to not venture too far into the realm of exotic packages unfamiliar to the rest of my team, even if I think I would prefer that personally. \n", " - Note, if you know you are not going to have to hand of this code / you seldom work with others in a data science team context, switching the order of #3 and #4 here makes sense (in terms of relative prioritization). \n", "4. With what packages are you most dangerous?\n", " - If you have answered the first few questions and still have a handful of options at this stage, it really comes down to a matter of preference. Ask yourself what package you are most comfortable with, and go with that." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**When ready for the next section of content, proceed to `part_3_main_nb.ipynb`**" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 4 }