6 Visualizations.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from collections import defaultdict, Counter\n",
    "\n",
    "import psycopg2\n",
    "\n",
    "from helper import percentile_rank\n",
    "\n",
    "plt.style.use('dark_background')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_df = pd.read_parquet('ProcessedData/features.parquet.gzip')\n",
    "metrics_df = pd.read_parquet('ProcessedData/metrics.parquet.gzip')\n",
    "metadata_df = pd.read_parquet('ProcessedData/metadata.parquet.gzip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = features_df.join(metrics_df).join(metadata_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "loglikes_by_section = defaultdict(list)\n",
    "\n",
    "for _, row in data.iterrows():\n",
    "    if row['metadata_section'] is not None:\n",
    "        loglikes_by_section[row['metadata_section']].append(row['log_likes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_sections = sorted([(k, np.median(np.array(v)), len(v)) for k, v in loglikes_by_section.items() if len(v) > 50], key = lambda x: -x[1])\n",
    "top_sections, _, _ = zip(*top_sections)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "filtered_data = data[data['metadata_section'].isin(top_sections)].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "filtered_data['like_bins'] = pd.cut(np.round(10**filtered_data['log_likes'] - 1), [0,100,200,500,1000,200000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "likeBinsGroup = filtered_data.groupby(['metadata_section', 'like_bins']).size().unstack()\n",
    "likeBinsProp = likeBinsGroup.div(likeBinsGroup.sum(axis = 1), axis = 0)\n",
    "likeBinsProp = likeBinsProp.loc[top_sections[::-1], :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (20, 20))\n",
    "ax = fig.subplots(1)\n",
    "likeBinsProp.plot(kind = 'barh', stacked = True, ax = ax)\n",
    "ax.set_xlabel('Proportion of Likes', fontsize = 24)\n",
    "ax.set_ylabel('NYT Section', fontsize = 24)\n",
    "ax.tick_params(axis=\"y\", labelsize=20)\n",
    "ax.tick_params(axis=\"x\", labelsize=20)\n",
    "ax.legend(['0-100', '100-200', '200-500', '500-1000', '>1000'], title = 'Likes', title_fontsize = 24, fontsize = 20);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "loglikes_by_keyword = defaultdict(list)\n",
    "\n",
    "for _, row in data.iterrows():\n",
    "    if row['metadata_keywords'] is not None:\n",
    "        keywords = row['metadata_keywords'].split('|')\n",
    "        for word in keywords:\n",
    "            loglikes_by_keyword[word].append(row['log_likes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sorted([(k, np.median(np.array(v)), len(v)) for k, v in loglikes_by_keyword.items()], key = lambda x: -x[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "loglikes_by_topic = defaultdict(list)\n",
    "keywords_by_topic = defaultdict(Counter)\n",
    "\n",
    "TOPIC_THRESHOLD = 0.2\n",
    "\n",
    "for _, row in data.iterrows():\n",
    "    for topic_index in range(130):\n",
    "        topic_name = f'topic_{topic_index:03}'\n",
    "        if row[topic_name] > TOPIC_THRESHOLD:\n",
    "            loglikes_by_topic[topic_name].append(row['log_likes'])\n",
    "            if row['metadata_keywords'] is not None:\n",
    "                keywords = row['metadata_keywords'].split('|')\n",
    "                keywords_by_topic[topic_name].update(keywords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sorted([(k, np.median(np.array(v)), len(v)) for k, v in loglikes_by_topic.items()], key = lambda x: -x[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sorted([(k, v.most_common(5), len(loglikes_by_topic[k])) for k, v in keywords_by_topic.items()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "curated_topics = []\n",
    "\n",
    "with open('ProcessedData/topic_keywords', 'rt') as f:\n",
    "    for word in f:\n",
    "        curated_topics.append(word.strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "keyword_loglikes_df = pd.DataFrame([(k, loglike) for k, v in loglikes_by_keyword.items() for loglike in v], columns = ['keyword', 'log_likes'])\n",
    "keyword_loglikes_df = keyword_loglikes_df[keyword_loglikes_df['keyword'].isin(curated_topics)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.ticker import MultipleLocator\n",
    "import textwrap\n",
    "\n",
    "order = curated_topics[:10]\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (25, 5))\n",
    "ax.grid(zorder = 0)\n",
    "ax.yaxis.set_major_locator(MultipleLocator(1))\n",
    "boxen = sns.boxenplot(x = 'keyword', y = 'log_likes', data = keyword_loglikes_df, ax = ax, order = order)\n",
    "ax.set_xticklabels([textwrap.fill(lab, 6, break_long_words = False) for lab in order])\n",
    "plt.setp(boxen.collections, zorder = 10);\n",
    "plt.setp(boxen.lines, zorder=11);\n",
    "ax.set_ylim(1,5)\n",
    "ax.set_xlabel('Keyword Tags', fontsize = 22)\n",
    "ax.set_ylabel(r'$\\log_{10}({\\rm Likes})$', fontsize = 22)\n",
    "ax.tick_params(axis=\"y\", labelsize=18)\n",
    "ax.tick_params(axis=\"x\", labelsize=18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# keyword_loglikes_df.to_parquet('ProcessedData/keyword_distributions.parquet.gzip', compression = 'gzip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = psycopg2.connect(host = 'localhost', database = 'nytpopular')\n",
    "with conn.cursor() as cursor:\n",
    "    cursor.execute('''SELECT * FROM timeinfo;''')\n",
    "    timedata = cursor.fetchall()\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "timedata_df = pd.DataFrame(timedata, columns = ['id', 'seconds', 'month', 'dayofweek']).set_index('id').join(data[['log_likes']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "for catvar in ['dayofweek', 'month']:\n",
    "    timedata_df[catvar] = timedata_df[catvar].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "timedata_df['hour'] = timedata_df['seconds']//3600"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# timedata_df['seconds'].to_frame().to_parquet('ProcessedData/seconds.parquet.gzip', compression = 'gzip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Eastern Time\n",
    "\n",
    "# sns.scatterplot(data = timedata_df.groupby(['hour']).agg('mean'), x = 'hour', y = 'log_likes')\n",
    "sns.scatterplot(data = timedata_df.groupby('hour').agg('median'), x = 'hour', y = 'log_likes');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0 == Monday\n",
    "# 6 == Sunday\n",
    "\n",
    "sns.scatterplot(data = timedata_df.groupby('dayofweek').agg('median'), x = 'dayofweek', y = 'log_likes');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# timedata_df.plot(kind = 'scatter', x = 'seconds', y = 'log_likes', alpha = 0.1)\n",
    "# sns.scatterplot(data = timedata_df, x = 'seconds', y = 'log_likes', alpha = 0.1, hue = 'dayofweek')\n",
    "sns.scatterplot(data = timedata_df.groupby(['hour', 'dayofweek']).agg('median'), x = 'hour', y = 'log_likes', hue = 'dayofweek');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# timedata_df.groupby('dayofweek')['log_likes'].agg('median')\n",
    "# data.groupby('tweet_has_video')['log_likes'].agg('median')\n",
    "# data.groupby('tweet_has_photo')['log_likes'].agg('median')\n",
    "# data.groupby('article_has_video')['log_likes'].agg('median')\n",
    "# data.groupby('article_has_audio')['log_likes'].agg('median')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['percentile'] = data['log_likes'].apply(lambda x: 100 * percentile_rank(x, data['log_likes']))\n",
    "# data['quantile'] = pd.cut(data['percentile'], [0, 20, 40, 60, 80, 100])\n",
    "data['Likes Percentile'] = pd.cut(data['percentile'], [0, 20, 40, 60, 80, 100]).cat.rename_categories(lambda x: f'{x.left} - {x.right}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.join(timedata_df['hour'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sns.histplot(data = data, hue = 'quantile', x = 'tweet_has_video', multiple = 'dodge', stat = 'probability')\n",
    "# sns.histplot(data = data, x = 'percentile', hue = 'tweet_has_video', stat = 'probability')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_conditional_proportions(column, xlabel = None, order = None, xticks = None, aspect = 1):\n",
    "    with sns.plotting_context(\"notebook\", font_scale = 1.5):\n",
    "        facetgrid = (data\n",
    "        .groupby(column)['Likes Percentile'].value_counts(normalize = True).rename('Conditional Proportion')\n",
    "        .reset_index().rename(columns = {'level_1': 'Likes Percentile'})\n",
    "        .pipe((sns.catplot, 'data'), kind = 'bar', hue = 'Likes Percentile', y = 'Conditional Proportion', x = column, order = order, height = 5, aspect = aspect, legend_out = True)\n",
    "        )\n",
    "        facetgrid.ax.set_ylabel('Relative Proportion')\n",
    "        if xlabel is not None:\n",
    "            facetgrid.ax.set_xlabel(xlabel)\n",
    "        if xticks is not None:\n",
    "            facetgrid.ax.set_xticklabels(xticks)\n",
    "    return facetgrid\n",
    "\n",
    "# def plot_conditional_proportions(column, xlabel = None, order = None, xticks = None, aspect = 1):\n",
    "#     facetgrid = (data\n",
    "#     .groupby(column)['Likes Percentile'].value_counts(normalize = True).rename('Conditional Proportion')\n",
    "#     .reset_index().rename(columns = {'level_1': 'Likes Percentile'})\n",
    "#     .pipe((sns.catplot, 'data'), kind = 'bar', hue = 'Likes Percentile', y = 'Conditional Proportion', x = column, order = order, height = 5, aspect = aspect, legend_out = True)\n",
    "#     )\n",
    "#     facetgrid.ax.set_ylabel('Relative Proportion', fontsize = 16)\n",
    "#     if xlabel is not None:\n",
    "#         facetgrid.ax.set_xlabel(xlabel, fontsize = 16)\n",
    "#     if xticks is not None:\n",
    "#         facetgrid.ax.set_xticklabels(xticks, fontsize = 15)\n",
    "#     facetgrid.ax.yaxis.set_tick_params(labelsize = 12)\n",
    "#     plt.setp(facetgrid._legend.get_title(), fontsize = 16)\n",
    "#     facetgrid._legend.get_title().set_fontsize(16)\n",
    "#     for text in facetgrid.legend.texts:\n",
    "#         text.set_fontsize(15)\n",
    "#     return facetgrid\n",
    "\n",
    "# def plot_conditional_proportions(column):\n",
    "#     ax = (data\n",
    "#     .groupby(column)['Likes Percentile'].value_counts(normalize = True).rename('Conditional Proportion')\n",
    "#     .reset_index().rename(columns = {'level_1': 'Likes Percentile'})\n",
    "#     .pipe((sns.barplot, 'data'), hue = 'Likes Percentile', y = 'Conditional Proportion', x = column)\n",
    "#     )\n",
    "#     ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "#     return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 603.575x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_conditional_proportions(\n",
    "    'tweet_has_video',\n",
    "    xlabel = 'Does the tweet include a video?',\n",
    "    order = [0, 1],\n",
    "    xticks = ['No', 'Yes'],\n",
    "    aspect = 1.25\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 603.575x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_conditional_proportions(\n",
    "    'tweet_has_photo',\n",
    "    xlabel = 'Does the tweet include a photo?',\n",
    "    order = [0, 1],\n",
    "    xticks = ['No', 'Yes'],\n",
    "    aspect = 1.25\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 603.575x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_conditional_proportions(\n",
    "    'article_has_video',\n",
    "    xlabel = 'Does the article include a video?',\n",
    "    order = [0, 1],\n",
    "    xticks = ['No', 'Yes'],\n",
    "    aspect = 1.25\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 603.575x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_conditional_proportions(\n",
    "    'article_has_audio',\n",
    "    xlabel = 'Does the article include audio?',\n",
    "    order = [0, 1],\n",
    "    xticks = ['No', 'Yes'],\n",
    "    aspect = 1.25\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1233.58x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_conditional_proportions(\n",
    "    'dayofweek',\n",
    "    xlabel = 'Day of the week posted on Twitter',\n",
    "    order = range(7),\n",
    "    xticks = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday'],\n",
    "    aspect = 3\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 603.575x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_conditional_proportions(\n",
    "    'comments',\n",
    "    xlabel = 'Are readers allowed to comment on the article webpage?',\n",
    "    order = [0, 1],\n",
    "    xticks = ['No', 'Yes'],\n",
    "    aspect = 1.25\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1593.58x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot_conditional_proportions('section')\n",
    "\n",
    "plot_conditional_proportions(\n",
    "    'hour',\n",
    "    xlabel = 'Time of Twitter post',\n",
    "    order = range(24),\n",
    "    xticks = ['12 AM'] + [f'{h} AM' for h in range(1, 12)] + ['12 PM'] + [f'{h} PM' for h in range(1, 12)],\n",
    "    aspect = 4\n",
    ");"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.12 ('nlp_torch')",
   "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": "3.9.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "52dc165078b550922a92e20afc6187e50fa6838252eb052b89f3983eda27ca00"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}