05_visualization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualizing the data\n",
    "\n",
    "This section contains the code necessary to visualize the processed transcription data; it is divided into two parts:\n",
    "\n",
    "1. Create simple bar graphs,\n",
    "2. Create grouped bar graph.\n",
    "\n",
    "First, we run the definitions step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%run 02_definitions.ipynb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And load the cached data from the previous step:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "transcriptions = read_cache(\"transcriptions_lemmas\").to_dict(\"records\")\n",
    "speech_list = read_cache(\"anthony_speech_lemmas\").to_dict(\"records\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create simple bar graphs\n",
    "This code will create one bar graph for each dataset depicting five most frequent words from that dataset. The four graphs will be displayed in a 2x2 grid."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import numpy as np\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot data in bar graphs\n",
    "\n",
    "Generate a 2-by-2 grid of bar graphs, save the data to .csv, and display the result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2, figsize=(10, 8))\n",
    "fig.tight_layout(pad=5.0)\n",
    "word_count_rows = []\n",
    "\n",
    "#This code will loop over the lemmas from each dataset.\n",
    "for i, transcription in enumerate(transcriptions):\n",
    "    title = transcription['title']\n",
    "    text = transcription['text']\n",
    "    word_counts = Counter(text)\n",
    "    #Identify the top 5 words for each dataset.\n",
    "    top_words = word_counts.most_common(5)\n",
    "    words, counts = zip(*top_words)\n",
    "    \n",
    "    #Create a 2x2 grid of bar graphs.\n",
    "    ax = axs[i // 2][i % 2]\n",
    "    ax.bar(words, counts)\n",
    "    ax.set_title(title)\n",
    "    ax.set_xlabel('Words')\n",
    "    ax.set_ylabel('Counts')\n",
    "\n",
    "    # Keep track of the counts for .csv\n",
    "    for word, count in top_words:\n",
    "        word_count_rows.append({\"Dataset\": title, \"Word\": word, \"Count\": count})\n",
    "\n",
    "# Write the counts to .csv\n",
    "word_counts_df = pd.DataFrame(word_count_rows)\n",
    "word_counts_df.to_csv(\"outputs/word_counts.csv\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*A graphic with four bar charts showing the counts of the top five most frequent words within four different collections*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Download the word count data as a .csv file](https://github.com/LibraryOfCongress/btp-data/raw/main/outputs/word_counts.csv)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create grouped bar graph\n",
    "This code will create a grouped bar graph showing the usage of the five most frequent words from Susan B. Anthony's speeches by year."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Group speeches by year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# some years have multiple speeches\n",
    "year_speeches = {}\n",
    "for speech in speech_list:\n",
    "    year = speech[\"year\"]\n",
    "    if year not in year_speeches:\n",
    "        year_speeches[year] = []\n",
    "    year_speeches[year].append(speech)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Count word occurences for each year, excluding \"nan\" values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# nan means \"not a number.\" This will exclude cases where there are no speeches for a given year.\n",
    "year_word_counts = {}\n",
    "for year, speeches in year_speeches.items():\n",
    "    word_counts = Counter()\n",
    "    for speech in speeches:\n",
    "        words = [word for word in speech[\"text\"] if word != \"nan\"]\n",
    "        word_counts.update(words)\n",
    "    year_word_counts[year] = word_counts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Write the word counts to .csv file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "year_word_count_rows = []\n",
    "for year, count in year_word_counts.items():\n",
    "    year_word_count_rows.append({\"Year\": year, \"Count\": count})\n",
    "year_word_count_rows = sorted(year_word_count_rows, key=lambda row: -row[\"Count\"])\n",
    "year_word_count_df = pd.DataFrame(year_word_count_rows)\n",
    "year_word_count_df.to_csv(\"outputs/year_word_counts.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sum word occurences across all years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "word_counts = Counter()\n",
    "for year_counts in year_word_counts.values():\n",
    "    word_counts += year_counts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get and print five most frequent words with most occurences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['man', 'woman', 'law', 'shall', 'slave']\n"
     ]
    }
   ],
   "source": [
    "top_words = [word for word, count in word_counts.most_common(5)]\n",
    "print(top_words)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create grouped bar graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = []\n",
    "cmap = mpl.colormaps['viridis'] # Use an accessible color palette\n",
    "for i, word in enumerate(top_words):\n",
    "    word_data = []\n",
    "    for year, word_counts in year_word_counts.items():\n",
    "        count = word_counts.get(word, 0)\n",
    "        word_data.append(count)\n",
    "    data.append(word_data)\n",
    "\n",
    "bar_width = 0.15\n",
    "year_labels = list(year_word_counts.keys())\n",
    "x = np.arange(len(year_labels))\n",
    "fig, ax = plt.subplots()\n",
    "count = len(data)\n",
    "colors = [cmap(float(i)/float(count-1)) for i in range(count)]\n",
    "for i, word_data in enumerate(data):\n",
    "    ax.bar(x - (2 - i) * bar_width, word_data, bar_width, label=top_words[i], color=colors[i])\n",
    "\n",
    "\n",
    "# Set the x-axis tick locations and labels\n",
    "ax.set_xticks(range(len(year_labels)))\n",
    "ax.set_xticklabels([int(year) for year in year_labels])\n",
    "\n",
    "ax.legend()\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_ylabel('Frequency')\n",
    "ax.set_title('Speeches by year and top words')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*A bar chart showing the frequencies of the top five words for each year between 1848 and 1877*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Download the word count by year data as a .csv file](https://github.com/LibraryOfCongress/btp-data/raw/main/outputs/year_word_counts.csv)"
   ]
  }
 ],
 "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}