notebooks/2_process_channels.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ast\n",
    "from pathlib import Path\n",
    "\n",
    "from IPython.display import display\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from newspaper import Article"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data directory\n",
    "data_dir = Path(\"../data\")\n",
    "\n",
    "input_dir = data_dir / \"input\"\n",
    "raw_dir = data_dir / \"raw\"\n",
    "output_dir = data_dir / \"processed\"\n",
    "\n",
    "rss_dir = raw_dir / \"rss\"\n",
    "twitter_dir = raw_dir / \"twitter\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RSS Feeds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load news sources\n",
    "rss_feeds = pd.read_csv(input_dir / \"rss_feeds.csv\")\n",
    "\n",
    "rss_sources = rss_feeds[\"short_name\"].tolist()\n",
    "rss_files = list(rss_dir.glob(\"*.jsonl\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols_to_extract = [\"link\", \"published\", \"author\", \"title\"]\n",
    "\n",
    "dfs = []\n",
    "for f in rss_files:\n",
    "    if f.name.split(\".\")[0] in rss_sources:\n",
    "        tdf = pd.read_json(f, orient=\"records\", lines=True)\n",
    "        tdf = tdf.drop_duplicates(subset=\"link\", keep=\"first\").reset_index()\n",
    "        \n",
    "        df = tdf[[]].copy()\n",
    "        df[\"source\"] = f.name.split(\".\")[0]\n",
    "        df[\"channel\"] = \"rss\"\n",
    "        \n",
    "        for c in cols_to_extract:\n",
    "            if c in tdf:\n",
    "                df[c] = tdf[c]\n",
    "            else:\n",
    "                df[c] = None\n",
    "        dfs.append(df)\n",
    "\n",
    "rss_items = pd.concat(dfs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Filter by dates\n",
    "rss_items[\"published\"] = pd.to_datetime(rss_items[\"published\"])\n",
    "\n",
    "from_date = \"2021-03-01\"\n",
    "until_date = \"2021-04-30\"\n",
    "\n",
    "rss_items = rss_items[(rss_items.published>=from_date)&(rss_items.published<=until_date)]\n",
    "\n",
    "# rename columns\n",
    "rss_items = rss_items.rename(columns={\"link\": \"url\"})\n",
    "\n",
    "# reset index\n",
    "rss_items = rss_items.reset_index(drop=True)\n",
    "rss_items.index.name = \"rss_id\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
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       "    }\n",
       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>source</th>\n",
       "      <th>channel</th>\n",
       "      <th>url</th>\n",
       "      <th>published</th>\n",
       "      <th>author</th>\n",
       "      <th>title</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rss_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>medpage</td>\n",
       "      <td>rss</td>\n",
       "      <td>https://www.medpagetoday.com/infectiousdisease...</td>\n",
       "      <td>2021-03-18 17:30:00+00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>Senators, Fauci Spar Over Masks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>medpage</td>\n",
       "      <td>rss</td>\n",
       "      <td>https://www.medpagetoday.com/special-reports/e...</td>\n",
       "      <td>2021-03-18 18:00:00+00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>Another Match Day Apart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>medpage</td>\n",
       "      <td>rss</td>\n",
       "      <td>https://www.medpagetoday.com/infectiousdisease...</td>\n",
       "      <td>2021-03-18 19:30:00+00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>In England, COVID-19 Transmission Risk Was Chi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>medpage</td>\n",
       "      <td>rss</td>\n",
       "      <td>https://www.medpagetoday.com/pulmonology/gener...</td>\n",
       "      <td>2021-03-19 06:00:00+00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>'COVID-to-COVID' Double Lung Transplant Performed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>medpage</td>\n",
       "      <td>rss</td>\n",
       "      <td>https://www.medpagetoday.com/infectiousdisease...</td>\n",
       "      <td>2021-03-19 09:00:00+00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>Vax Resistance in Healthcare; EMA Stands Firm ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3739</th>\n",
       "      <td>healthday</td>\n",
       "      <td>rss</td>\n",
       "      <td>https://consumer.healthday.com/healthday-now-a...</td>\n",
       "      <td>2021-04-29 18:17:20+00:00</td>\n",
       "      <td>HealthDay News</td>\n",
       "      <td>HealthDay Now: The Rural Doctor Shortage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3740</th>\n",
       "      <td>healthday</td>\n",
       "      <td>rss</td>\n",
       "      <td>https://consumer.healthday.com/american-academ...</td>\n",
       "      <td>2021-04-29 20:25:43+00:00</td>\n",
       "      <td>Physician's Briefing</td>\n",
       "      <td>American Academy of Neurology, April 17-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3741</th>\n",
       "      <td>healthday</td>\n",
       "      <td>rss</td>\n",
       "      <td>https://consumer.healthday.com/many-americans-...</td>\n",
       "      <td>2021-04-29 20:31:17+00:00</td>\n",
       "      <td>Physician's Briefing</td>\n",
       "      <td>Many Americans Have COVID-19 Vaccine Preferences</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3742</th>\n",
       "      <td>healthday</td>\n",
       "      <td>rss</td>\n",
       "      <td>https://consumer.healthday.com/covid-19-pill-c...</td>\n",
       "      <td>2021-04-29 20:33:33+00:00</td>\n",
       "      <td>Physician's Briefing</td>\n",
       "      <td>COVID-19 Pill Could Be Available Later This Ye...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3743</th>\n",
       "      <td>healthday</td>\n",
       "      <td>rss</td>\n",
       "      <td>https://consumer.healthday.com/fda-poised-to-b...</td>\n",
       "      <td>2021-04-29 20:36:42+00:00</td>\n",
       "      <td>Physician's Briefing</td>\n",
       "      <td>FDA Poised to Ban Menthol Cigarettes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3744 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           source channel                                                url  \\\n",
       "rss_id                                                                         \n",
       "0         medpage     rss  https://www.medpagetoday.com/infectiousdisease...   \n",
       "1         medpage     rss  https://www.medpagetoday.com/special-reports/e...   \n",
       "2         medpage     rss  https://www.medpagetoday.com/infectiousdisease...   \n",
       "3         medpage     rss  https://www.medpagetoday.com/pulmonology/gener...   \n",
       "4         medpage     rss  https://www.medpagetoday.com/infectiousdisease...   \n",
       "...           ...     ...                                                ...   \n",
       "3739    healthday     rss  https://consumer.healthday.com/healthday-now-a...   \n",
       "3740    healthday     rss  https://consumer.healthday.com/american-academ...   \n",
       "3741    healthday     rss  https://consumer.healthday.com/many-americans-...   \n",
       "3742    healthday     rss  https://consumer.healthday.com/covid-19-pill-c...   \n",
       "3743    healthday     rss  https://consumer.healthday.com/fda-poised-to-b...   \n",
       "\n",
       "                       published                author  \\\n",
       "rss_id                                                   \n",
       "0      2021-03-18 17:30:00+00:00                  None   \n",
       "1      2021-03-18 18:00:00+00:00                  None   \n",
       "2      2021-03-18 19:30:00+00:00                  None   \n",
       "3      2021-03-19 06:00:00+00:00                  None   \n",
       "4      2021-03-19 09:00:00+00:00                  None   \n",
       "...                          ...                   ...   \n",
       "3739   2021-04-29 18:17:20+00:00        HealthDay News   \n",
       "3740   2021-04-29 20:25:43+00:00  Physician's Briefing   \n",
       "3741   2021-04-29 20:31:17+00:00  Physician's Briefing   \n",
       "3742   2021-04-29 20:33:33+00:00  Physician's Briefing   \n",
       "3743   2021-04-29 20:36:42+00:00  Physician's Briefing   \n",
       "\n",
       "                                                    title  \n",
       "rss_id                                                     \n",
       "0                         Senators, Fauci Spar Over Masks  \n",
       "1                                 Another Match Day Apart  \n",
       "2       In England, COVID-19 Transmission Risk Was Chi...  \n",
       "3       'COVID-to-COVID' Double Lung Transplant Performed  \n",
       "4       Vax Resistance in Healthcare; EMA Stands Firm ...  \n",
       "...                                                   ...  \n",
       "3739             HealthDay Now: The Rural Doctor Shortage  \n",
       "3740           American Academy of Neurology, April 17-22  \n",
       "3741     Many Americans Have COVID-19 Vaccine Preferences  \n",
       "3742    COVID-19 Pill Could Be Available Later This Ye...  \n",
       "3743                 FDA Poised to Ban Menthol Cigarettes  \n",
       "\n",
       "[3744 rows x 6 columns]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rss_items.to_csv(raw_dir / \"cleaned_rss.csv\")\n",
    "rss_items"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Twitter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load news sources\n",
    "twitter_feeds = pd.read_csv(input_dir / \"twitter_feeds.csv\")\n",
    "\n",
    "twitter_files = list(twitter_dir.glob(\"*.csv\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs = []\n",
    "for f in twitter_files:\n",
    "    df = pd.read_csv(f, index_col=0, converters={\"urls\": ast.literal_eval})\n",
    "\n",
    "    cleaned_df = df.copy()\n",
    "    cleaned_df[\"url\"] = cleaned_df.urls.map(lambda x: x[0] if x else None)\n",
    "    cleaned_df = cleaned_df[cleaned_df.url.notna()]\n",
    "    cleaned_df = cleaned_df.drop_duplicates(subset=[\"url\"], keep=\"first\")\n",
    "    cleaned_df[\"source\"] = f.name.split(\"_\")[0]\n",
    "    cleaned_df[\"channel\"] = \"twitter\"\n",
    "\n",
    "    dfs.append(cleaned_df)\n",
    "tweets = pd.concat(dfs)\n",
    "\n",
    "# rename columns\n",
    "tweets = tweets.rename(\n",
    "    columns={\n",
    "        \"id\": \"tweet_id\",\n",
    "        \"date\": \"tweeted_date\",\n",
    "    }\n",
    ")\n",
    "\n",
    "# reset index\n",
    "tweets = tweets.set_index(\"tweet_id\")\n",
    "\n",
    "cols = [\"source\", \"channel\", \"url\", \"tweeted_date\", \"username\", \"tweet\"]\n",
    "tweets = tweets[cols]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "                     source  channel  \\\n",
       "tweet_id                               \n",
       "1388170569909260298    ifls  twitter   \n",
       "1388167797629464581    ifls  twitter   \n",
       "1388167157880692746    ifls  twitter   \n",
       "1388166592882782215    ifls  twitter   \n",
       "1388165626414440449    ifls  twitter   \n",
       "...                     ...      ...   \n",
       "1366206632204582917  popsci  twitter   \n",
       "1366199073414537221  popsci  twitter   \n",
       "1366191525198233604  popsci  twitter   \n",
       "1366184007583617030  popsci  twitter   \n",
       "1366176423380148225  popsci  twitter   \n",
       "\n",
       "                                                                   url  \\\n",
       "tweet_id                                                                 \n",
       "1388170569909260298  https://www.iflscience.com/space/breaking-mars...   \n",
       "1388167797629464581  https://www.iflscience.com/health-and-medicine...   \n",
       "1388167157880692746  https://www.iflscience.com/physics/the-better-...   \n",
       "1388166592882782215  https://www.iflscience.com/editors-blog/this-i...   \n",
       "1388165626414440449  https://www.iflscience.com/health-and-medicine...   \n",
       "...                                                                ...   \n",
       "1366206632204582917  https://www.popsci.com/story/diy/how-to-use-an...   \n",
       "1366199073414537221  https://www.popsci.com/how-to-make-perfect-pie...   \n",
       "1366191525198233604  https://www.popsci.com/story/technology/airbus...   \n",
       "1366184007583617030  https://www.popsci.com/story/gear/deer-birds-w...   \n",
       "1366176423380148225  https://www.popsci.com/story/reviews/best-knif...   \n",
       "\n",
       "                            tweeted_date    username  \\\n",
       "tweet_id                                               \n",
       "1388170569909260298  2021-04-30 09:37:09  IFLScience   \n",
       "1388167797629464581  2021-04-30 09:26:08  IFLScience   \n",
       "1388167157880692746  2021-04-30 09:23:35  IFLScience   \n",
       "1388166592882782215  2021-04-30 09:21:21  IFLScience   \n",
       "1388165626414440449  2021-04-30 09:17:30  IFLScience   \n",
       "...                                  ...         ...   \n",
       "1366206632204582917  2021-02-28 18:00:18      PopSci   \n",
       "1366199073414537221  2021-02-28 17:30:16      PopSci   \n",
       "1366191525198233604  2021-02-28 17:00:16      PopSci   \n",
       "1366184007583617030  2021-02-28 16:30:24      PopSci   \n",
       "1366176423380148225  2021-02-28 16:00:16      PopSci   \n",
       "\n",
       "                                                                 tweet  \n",
       "tweet_id                                                                \n",
       "1388170569909260298  Breaking: Mars Helicopter Is Now A Fully Opera...  \n",
       "1388167797629464581  The Finnish Soldier Who Took His Entire Troop'...  \n",
       "1388167157880692746  The Better The Clock The More Entropy It Might...  \n",
       "1388166592882782215  This Is How You Should Hang Your Toilet Paper ...  \n",
       "1388165626414440449  People Are Eating Raw, Rotten Meat To Get \"Hig...  \n",
       "...                                                                ...  \n",
       "1366206632204582917  How to run Android apps and games on your comp...  \n",
       "1366199073414537221  How to make perfect pie crust with the power o...  \n",
       "1366191525198233604  This Airbus prototype could deploy drones from...  \n",
       "1366184007583617030  Four whistles and instruments you can use to c...  \n",
       "1366176423380148225  The best knife sharpener to keep your blades s...  \n",
       "\n",
       "[3381 rows x 6 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets.to_csv(raw_dir / \"cleaned_tweets.csv\")\n",
    "tweets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filter items that do not match \"science\" categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "guardian articles outside of `/science/`: 358 (70.47)\n",
      "nyt articles outside of `/science/`: 250 (74.18)\n"
     ]
    }
   ],
   "source": [
    "source_counts = articles.groupby(\"source\").size()\n",
    "\n",
    "bad_indices = []\n",
    "\n",
    "for s in [\"guardian\", \"nyt\"]:\n",
    "    df = articles[(articles.source==s)]\n",
    "    _ = df[~df.link.str.contains(\"/science/\")]\n",
    "    \n",
    "    p = 100 * len(_) / source_counts.loc[s]\n",
    "    print(f\"{s} articles outside of `/science/`: {len(_)} ({p:.2f})\")\n",
    "    bad_indices = bad_indices + _.id.tolist()\n",
    "\n",
    "articles = articles[~articles.id.isin(bad_indices)].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "with sns.axes_style(\"whitegrid\"):\n",
    "    ax = source_counts.loc[venue_names[::-1]].plot(kind=\"barh\", alpha=.3)\n",
    "    pdf = articles.groupby(\"source\").size()\n",
    "    pdf.loc[venue_names[::-1]].plot(kind=\"barh\", ax=ax)\n",
    "    sns.despine(bottom=True)\n",
    "    plt.grid(False, axis=\"y\")\n",
    "    xticks = range(100, 1000, 100)\n",
    "    yticks, labels = plt.yticks()\n",
    "    labels = [f\"{_.get_text()} (n={pdf[_.get_text()]})\" for _ in labels]\n",
    "    plt.yticks(ticks=yticks, labels=labels)\n",
    "    plt.xticks(xticks, xticks)\n",
    "    plt.title(\"Articles (`/science/` for guardian & nyt) from RSS feeds since 01.03.2021\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdf = articles.groupby([\"source\", \"published_day\"], as_index=False)[\"link\"].size()\n",
    "pdf[\"avg\"] = pdf.groupby(\"source\").rolling(7, 1)[\"size\"].mean().reset_index(drop=True)\n",
    "\n",
    "plt.figure(figsize=(12,8))\n",
    "with sns.axes_style(\"whitegrid\"):\n",
    "    sns.lineplot(data=pdf, x=\"published_day\", y=\"avg\", hue=\"source\", hue_order=venue_names, linewidth=2)\n",
    "#     plt.xticks(rotation=45, ha=\"right\");\n",
    "    sns.despine()\n",
    "    plt.title(\"Rolling 7-day average for pushed RSS items\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "with sns.axes_style(\"whitegrid\"):\n",
    "    source_counts = pd.Series(data=counts, index=short_names)\n",
    "    ax = source_counts.plot(kind=\"barh\", alpha=.3)\n",
    "    pdf = df.groupby(\"source\").size()\n",
    "    pdf.plot(kind=\"barh\", ax=ax)\n",
    "    \n",
    "    yticks, labels = plt.yticks()\n",
    "    labels = [f\"{_.get_text()} (n={pdf[_.get_text()]})\" for _ in labels]\n",
    "    plt.yticks(ticks=yticks, labels=labels)\n",
    "    sns.despine(bottom=True)\n",
    "    plt.grid(False, axis=\"y\")\n",
    "    xticks = range(0, 2500, 250)\n",
    "    plt.xticks(xticks, xticks)\n",
    "    plt.title(\"Tweets with sciency URLs since 01.03.2021\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 627,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdf = df.groupby([\"source\", \"published_day\"], as_index=False)[\"url\"].size()\n",
    "pdf[\"avg\"] = pdf.groupby(\"source\").rolling(7)[\"size\"].mean().reset_index(drop=True)\n",
    "\n",
    "plt.figure(figsize=(12,8))\n",
    "with sns.axes_style(\"whitegrid\"):\n",
    "    sns.lineplot(data=pdf, x=\"published_day\", y=\"avg\", hue=\"source\", linewidth=2)\n",
    "#     plt.xticks(rotation=45, ha=\"right\");\n",
    "    sns.despine()\n",
    "    plt.title(\"Rolling 7-day average for tweets\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "with sns.axes_style(\"whitegrid\"):\n",
    "    ax = source_counts.loc[venue_names[::-1]].plot(kind=\"barh\", alpha=.3)\n",
    "    articles.groupby(\"source\").size().loc[venue_names[::-1]].plot(kind=\"barh\", ax=ax)\n",
    "    sns.despine(bottom=True)\n",
    "    xticks = range(100, 1000, 100)\n",
    "    plt.xticks(xticks, xticks)\n",
    "    plt.title(\"Articles (`/science/` for guardian & nyt) from RSS feeds since 01.03.2021\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "data-science",
   "language": "python",
   "name": "data-science"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}