suppl_upsetplot.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# UpSet Plot with Text Description Generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import warnings\n",
    "from upsetplot import UpSet\n",
    "from upsetplot import from_indicators\n",
    "\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the datasets into DataFrames\n",
    "\n",
    "We will load 4 different datasets to be visualized using the `upsetplot` package: a movies dataset, a covid symptoms dataset, an international organization dataset, and a tennis dataset. The movies dataset requires a little data cleaning before we are able to visualize it, whereas the other dataset are ready to go."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies = pd.read_csv(\n",
    "  \"../data/notebook-data/movies.csv\",\n",
    "  delimiter=\";\",\n",
    ")\n",
    "\n",
    "covid = pd.read_json(\"../data/notebook-data/Covid_Symptoms.json\", orient=\"records\")\n",
    "orgs = pd.read_json(\"../data/notebook-data/International_Organizations.json\", orient=\"records\")\n",
    "tennis = pd.read_json(\"../data/notebook-data/Tennis_Grand_Slam_Champions.json\", orient=\"records\")\n",
    "\n",
    "# replace 0 and 1 with False and True\n",
    "movies = movies.replace({0: False, 1: True})\n",
    "\n",
    "covid_df = from_indicators(\n",
    "  [\"Anosmia\", \"Shortness of Breath\", \"Diarrhea\", \"Fever\", \"Cough\", \"Fatigue\"], data=covid\n",
    ")\n",
    "\n",
    "orgs_df = from_indicators(\n",
    "  [\"NATO\", \"WTO\", \"UN\", \"WHO\", \"Interpol\", \"UNESCO\"], data=orgs\n",
    ")\n",
    "\n",
    "tennis_df = from_indicators(\n",
    "  [\"Wimbledon\", \"US Open\", \"French Open\", \"Australian Open\"], data=tennis\n",
    ")\n",
    "\n",
    "# Convert to internal data format\n",
    "movies_df = from_indicators(\n",
    "  [\"Drama\", \"Action\", \"Comedy\", \"Adventure\"], data=movies\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create the UpSet objects\n",
    "\n",
    "*Note*: `gen_grammar` must be set to `True` in order to generate text descriptions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating plots AND grammars for textual description\n"
     ]
    }
   ],
   "source": [
    "print(\"Generating plots AND grammars for textual description\")\n",
    "movies_plot = UpSet(\n",
    "    movies_df,\n",
    "    subset_size=\"count\",\n",
    "    sort_by=\"cardinality\",\n",
    "    sort_categories_by=\"-cardinality\",\n",
    "    orientation=\"vertical\",\n",
    "    gen_grammar=True,\n",
    "    meta_data={\"items\": \"movies\"}\n",
    ")\n",
    "\n",
    "covid_plot = UpSet(\n",
    "    covid_df,\n",
    "    subset_size=\"count\",\n",
    "    sort_by=\"cardinality\",\n",
    "    sort_categories_by=\"-cardinality\",\n",
    "    orientation=\"vertical\",\n",
    "    gen_grammar=True,\n",
    ")\n",
    "\n",
    "orgs_plot = UpSet(\n",
    "    orgs_df,\n",
    "    subset_size=\"count\",\n",
    "    sort_by=\"cardinality\",\n",
    "    sort_categories_by=\"-cardinality\",\n",
    "    orientation=\"vertical\",\n",
    "    gen_grammar=True,\n",
    ")\n",
    "\n",
    "tennis_plot = UpSet(\n",
    "    tennis_df,\n",
    "    subset_size=\"count\",\n",
    "    sort_by=\"cardinality\",\n",
    "    sort_categories_by=\"-cardinality\",\n",
    "    orientation=\"vertical\",\n",
    "    gen_grammar=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visulize the UpSet plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Movies UpSet Plot')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 444.444x888.889 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "movies_plot.plot()\n",
    "plt.suptitle(\"Movies UpSet Plot\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'UpSet Plot of COVID-19 Symptoms')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 533.333x1733.33 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid_plot.plot()\n",
    "plt.suptitle(\"UpSet Plot of COVID-19 Symptoms\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'World Organization Membership UpSet plots')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 533.333x933.333 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "orgs_plot.plot()\n",
    "plt.suptitle(\"World Organization Membership UpSet plots\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'UpSet Plot of Tennis Grand Slam Tournament Winners')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 444.444x933.333 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tennis_plot.plot()\n",
    "plt.suptitle(\"UpSet Plot of Tennis Grand Slam Tournament Winners\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fetch the generated text descriptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "covid_text_description = covid_plot.get_alt_text()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "orgs_text_description = orgs_plot.get_alt_text()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "tennis_text_description = tennis_plot.get_alt_text()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The text description comes as a JSON format with 3 fields.\n",
    "\n",
    " - Technique Description: A brief technique of UpSet Plots\n",
    " - Short Description: A summary of the UpSet Plot. This is similar to a caption\n",
    " - Long Description: Markdown formatted. In-depth description of many aspects of the plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___\n",
    "\n",
    "\n",
    "#### Technique Description:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is an UpSet plot that visualizes set intersections. To learn about UpSet plots, visit https://upset.app.\n"
     ]
    }
   ],
   "source": [
    "print(movies_text_description[\"techniqueDescription\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is an UpSet plot that visualizes set intersections. To learn about UpSet plots, visit https://upset.app.\n"
     ]
    }
   ],
   "source": [
    "print(covid_text_description[\"techniqueDescription\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is an UpSet plot that visualizes set intersections. To learn about UpSet plots, visit https://upset.app.\n"
     ]
    }
   ],
   "source": [
    "print(orgs_text_description[\"techniqueDescription\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is an UpSet plot that visualizes set intersections. To learn about UpSet plots, visit https://upset.app.\n"
     ]
    }
   ],
   "source": [
    "print(tennis_text_description[\"techniqueDescription\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___\n",
    "\n",
    "#### Short Description:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is an UpSet plot that shows the intersections of 4 sets. To learn about UpSet plots, visit https://upset.app. The largest 2 intersections are just Drama (1264) and just Comedy (894). The largest intersection of at least two sets is between Comedy and Drama, with 215 movies. Other large intersections also involve Action and Comedy. \n"
     ]
    }
   ],
   "source": [
    "print(movies_text_description[\"shortDescription\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is an UpSet plot that shows the intersections of 6 sets. To learn about UpSet plots, visit https://upset.app. The largest 2 intersections are Anosmia and Fatigue (281) and Cough, Anosmia, and Fatigue (259). The intersection of all sets is present with 23 elements.\n"
     ]
    }
   ],
   "source": [
    "print(covid_text_description[\"shortDescription\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is an UpSet plot that shows the intersections of 6 sets. To learn about UpSet plots, visit https://upset.app. The largest 2 intersections are WTO, UN, WHO, Interpol, and UNESCO (143) and NATO, WTO, UN, WHO, Interpol, and UNESCO (32). The intersection of all sets is the second largest with 32 elements.\n"
     ]
    }
   ],
   "source": [
    "print(orgs_text_description[\"shortDescription\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is an UpSet plot that shows the intersections of 4 sets. To learn about UpSet plots, visit https://upset.app. The largest 2 intersections are just French Open (23) and just Australian Open (22). The largest intersection of at least two sets is between Wimbledon, US Open, and Australian Open, with 10 elements. Other large intersections also involve US Open and Australian Open. The intersection of all sets is present with 9 elements.\n"
     ]
    }
   ],
   "source": [
    "print(tennis_text_description[\"shortDescription\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___\n",
    "\n",
    "#### Long Description:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# UpSet Introduction\n",
      "This is an UpSet plot that shows the intersections of 4 sets. To learn about UpSet plots, visit https://upset.app. The largest 2 intersections are just Drama (1264) and just Comedy (894). The largest intersection of at least two sets is between Comedy and Drama, with 215 movies. Other large intersections also involve Action and Comedy. \n",
      "\n",
      "# Dataset Properties\n",
      "The dataset contains 4 sets and 3589 elements, of which 4 sets are shown in the plot.\n",
      "\n",
      "# Set Properties\n",
      "The set sizes are diverging a lot, ranging from 283 to 1603. The largest set is Drama with 1603 movies, followed by Comedy with 1200, Action with 503, and Adventure with 283.\n",
      "\n",
      "# Intersection Properties\n",
      "The plot is sorted by size in ascending order. There are 15 non-empty intersections, all of which are shown in the plot. The largest 5 intersections are just Drama (1264); just Comedy (894); the empty intersection (852); just Action (247); and Comedy and Drama (215).\n",
      "\n",
      "# Statistical Information\n",
      "The average intersection size is 258, and the median is 81. The 90th percentile is 894, and the 10th percentile is 9. The largest set, Drama, is present in 46.7% of all non-empty intersections. The smallest set, Adventure, is present in 46.7% of all non-empty intersections.\n",
      "\n",
      "# Trend Analysis\n",
      " The intersection sizes peak at a value of 1264 and then quickly flatten down to 1. An all set intersection is not present. The individual set intersections are significantly present in large and largest intersections. The low degree set intersections lie in small and medium sized intersections.\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(movies_text_description[\"longDescription\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# UpSet Introduction\n",
      "This is an UpSet plot that shows the intersections of 6 sets. To learn about UpSet plots, visit https://upset.app. The largest 2 intersections are Anosmia and Fatigue (281) and Cough, Anosmia, and Fatigue (259). The intersection of all sets is present with 23 elements.\n",
      "\n",
      "# Dataset Properties\n",
      "The dataset contains 6 sets and 4340 elements, of which 6 sets are shown in the plot.\n",
      "\n",
      "# Set Properties\n",
      "The set sizes are diverging a lot, ranging from 148 to 1531. The largest set is Fatigue with 1531 elements, followed by Anosmia with 1051, Cough with 897, Fever with 363, Diarrhea with 350, and Shortness of Breath with 148.\n",
      "\n",
      "# Intersection Properties\n",
      "The plot is sorted by size in ascending order. There are 32 non-empty intersections, all of which are shown in the plot. The largest 5 intersections are Anosmia and Fatigue (281); Cough, Anosmia, and Fatigue (259); just Fatigue (198); Cough and Fatigue (179); and just Anosmia (140).\n",
      "\n",
      "# Statistical Information\n",
      "The average intersection size is 55, and the median is 24. The 90th percentile is 179, and the 10th percentile is 7. The largest set, Fatigue, is present in 78.1% of all non-empty intersections. The smallest set, Shortness of Breath, is present in 34.4% of all non-empty intersections.\n",
      "\n",
      "# Trend Analysis\n",
      " The intersection sizes peak at a value of 281 and then quickly flatten down to 1. An all set intersection is present with a size of 23. The individual set intersections are seen in large sized intersections. The low degree set intersections lie in largest sized intersections. The medium degree set intersections can be seen among small and medium sized intersections.\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(covid_text_description[\"longDescription\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# UpSet Introduction\n",
      "This is an UpSet plot that shows the intersections of 6 sets. To learn about UpSet plots, visit https://upset.app. The largest 2 intersections are WTO, UN, WHO, Interpol, and UNESCO (143) and NATO, WTO, UN, WHO, Interpol, and UNESCO (32). The intersection of all sets is the second largest with 32 elements.\n",
      "\n",
      "# Dataset Properties\n",
      "The dataset contains 6 sets and 1006 elements, of which 6 sets are shown in the plot.\n",
      "\n",
      "# Set Properties\n",
      "The set sizes are diverging a lot, ranging from 33 to 202. The largest set is UNESCO with 202 elements, followed by Interpol with 200, WHO with 195, UN with 193, WTO with 183, and NATO with 33.\n",
      "\n",
      "# Intersection Properties\n",
      "The plot is sorted by size in ascending order. There are 16 non-empty intersections, all of which are shown in the plot. The largest 5 intersections are WTO, UN, WHO, Interpol, and UNESCO (143); NATO, WTO, UN, WHO, Interpol, and UNESCO (32); the empty intersection (22); UN, WHO, Interpol, and UNESCO (9); and just Interpol (7).\n",
      "\n",
      "# Statistical Information\n",
      "The average intersection size is 14, and the median is 2. The 90th percentile is 32, and the 10th percentile is 1. The largest set, UNESCO, is present in 56.2% of all non-empty intersections. The smallest set, NATO, is present in 12.5% of all non-empty intersections.\n",
      "\n",
      "# Trend Analysis\n",
      " The intersection sizes peak at a value of 143 and then quickly flatten down to 1. Wto, UN, WHO, Interpol, and UNESCO is the largest by a factor of 4. An all set intersection is present with a size of 32. The medium degree set intersections can be seen among small and medium sized intersections. In large and largest sized intersections, the high order set intersections are significantly present.\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(orgs_text_description[\"longDescription\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# UpSet Introduction\n",
      "This is an UpSet plot that shows the intersections of 4 sets. To learn about UpSet plots, visit https://upset.app. The largest 2 intersections are just French Open (23) and just Australian Open (22). The largest intersection of at least two sets is between Wimbledon, US Open, and Australian Open, with 10 elements. Other large intersections also involve US Open and Australian Open. The intersection of all sets is present with 9 elements.\n",
      "\n",
      "# Dataset Properties\n",
      "The dataset contains 4 sets and 208 elements, of which 4 sets are shown in the plot.\n",
      "\n",
      "# Set Properties\n",
      "The set sizes are moderately diverging, ranging from 42 to 58. The largest set is Australian Open with 58 elements, followed by French Open with 56, US Open with 52, and Wimbledon with 42.\n",
      "\n",
      "# Intersection Properties\n",
      "The plot is sorted by size in ascending order. There are 15 non-empty intersections, all of which are shown in the plot. The largest 5 intersections are just French Open (23); just Australian Open (22); just US Open (11); Wimbledon, US Open, and Australian Open (10); and just Wimbledon (9).\n",
      "\n",
      "# Statistical Information\n",
      "The average intersection size is 7, and the median is 5. The 90th percentile is 22, and the 10th percentile is 1. The largest set, Australian Open, is present in 53.3% of all non-empty intersections. The smallest set, Wimbledon, is present in 53.3% of all non-empty intersections.\n",
      "\n",
      "# Trend Analysis\n",
      " The intersection sizes peak at a value of 23 and then quickly flatten down to 1. An all set intersection is present with a size of 9. The individual set intersections are significantly present in large and medium and largest intersections. The low degree set intersections lie in small sized intersections.\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(tennis_text_description[\"longDescription\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note*: This version of UpSetPlot is built on a fork and not yet merged into the main repository branch. To run this notebook, you must clone [https://github.com/JakeWags/UpSetPlot/tree/master](https://github.com/JakeWags/UpSetPlot/tree/master) locally using `git clone https://github.com/JakeWags/UpSetPlot.git`. After cloning, install the python package locally using `pip install -e {PATH_TO_CLONED_REPO}`. Finally, run `pip install upset-alttxt` to enable text description generation."
   ]
  }
 ],
 "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": "3.11.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}