diff --git "a/analytics.ipynb" "b/analytics.ipynb"
--- "a/analytics.ipynb"
+++ "b/analytics.ipynb"
@@ -23,10 +23,16 @@
    "outputs": [],
    "source": [
     "import numpy as np\n",
-    "from datasets import load_dataset\n",
-    "import pandas as pd\n",
+    "import datasets\n",
     "import matplotlib.pyplot as plt\n",
-    "from collections import Counter\n"
+    "from IPython.display import display, Markdown\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Load Dataset"
    ]
   },
   {
@@ -34,20 +40,6 @@
    "execution_count": 2,
    "metadata": {},
    "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "15d5e7a1a1f44517adab6907cd675b92",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Downloading readme:   0%|          | 0.00/1.87k [00:00<?, ?B/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
       "text/html": [
@@ -80,42 +72,42 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0</td>\n",
-       "      <td>2023</td>\n",
-       "      <td>\"MIT Technology Review\"</td>\n",
-       "      <td>\"https://www.technologyreview.com\"</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>\"Human-Animal Chimeras Are Gestating on U.S. R...</td>\n",
+       "      <td>\"https://www.technologyreview.com/s/545106/hum...</td>\n",
        "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1</td>\n",
-       "      <td>2023</td>\n",
-       "      <td>\"WIRED - The Latest in Technology, Science, Cu...</td>\n",
-       "      <td>\"https://www.wired.com\"</td>\n",
-       "      <td>\"Open Navigation Menu To revisit this article,...</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>\"Too Much Information | MIT Technology Review\"</td>\n",
+       "      <td>\"https://www.technologyreview.com/s/522661/too...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>2</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>\"The Verge\"</td>\n",
-       "      <td>\"https://www.theverge.com\"</td>\n",
-       "      <td>\"The Verge homepage The Verge The Verge logo.\\...</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>\"Hacking the Biological Clock | MIT Technology...</td>\n",
+       "      <td>\"https://www.technologyreview.com/magazines/ha...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>3</td>\n",
-       "      <td>2023</td>\n",
-       "      <td>\"TechCrunch | Startup and Technology News\"</td>\n",
-       "      <td>\"https://www.techcrunch.com\"</td>\n",
-       "      <td>\"WeWork reportedly on the verge of filing for ...</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>\"Six things to do with your data before you di...</td>\n",
+       "      <td>\"https://www.technologyreview.com/2018/10/23/2...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>4</td>\n",
-       "      <td>2022</td>\n",
-       "      <td>\"A new vision of artificial intelligence for t...</td>\n",
-       "      <td>\"https://www.technologyreview.com/2022/04/22/1...</td>\n",
-       "      <td>\"Featured Topics Newsletters Events Podcasts A...</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>\"Your genome, on demand | MIT Technology Review\"</td>\n",
+       "      <td>\"https://www.technologyreview.com/2018/10/23/1...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -123,25 +115,25 @@
       ],
       "text/plain": [
        "   id  year                                              title  \\\n",
-       "0   0  2023                            \"MIT Technology Review\"   \n",
-       "1   1  2023  \"WIRED - The Latest in Technology, Science, Cu...   \n",
-       "2   2  2019                                        \"The Verge\"   \n",
-       "3   3  2023         \"TechCrunch | Startup and Technology News\"   \n",
-       "4   4  2022  \"A new vision of artificial intelligence for t...   \n",
+       "0   0  2016  \"Human-Animal Chimeras Are Gestating on U.S. R...   \n",
+       "1   1  2013     \"Too Much Information | MIT Technology Review\"   \n",
+       "2   2  2017  \"Hacking the Biological Clock | MIT Technology...   \n",
+       "3   3  2018  \"Six things to do with your data before you di...   \n",
+       "4   4  2018   \"Your genome, on demand | MIT Technology Review\"   \n",
        "\n",
        "                                                 url  \\\n",
-       "0                 \"https://www.technologyreview.com\"   \n",
-       "1                            \"https://www.wired.com\"   \n",
-       "2                         \"https://www.theverge.com\"   \n",
-       "3                       \"https://www.techcrunch.com\"   \n",
-       "4  \"https://www.technologyreview.com/2022/04/22/1...   \n",
+       "0  \"https://www.technologyreview.com/s/545106/hum...   \n",
+       "1  \"https://www.technologyreview.com/s/522661/too...   \n",
+       "2  \"https://www.technologyreview.com/magazines/ha...   \n",
+       "3  \"https://www.technologyreview.com/2018/10/23/2...   \n",
+       "4  \"https://www.technologyreview.com/2018/10/23/1...   \n",
        "\n",
        "                                                text  \n",
        "0  \"Featured Topics Newsletters Events Podcasts F...  \n",
-       "1  \"Open Navigation Menu To revisit this article,...  \n",
-       "2  \"The Verge homepage The Verge The Verge logo.\\...  \n",
-       "3  \"WeWork reportedly on the verge of filing for ...  \n",
-       "4  \"Featured Topics Newsletters Events Podcasts A...  "
+       "1  \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "2  \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "3  \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "4  \"Featured Topics Newsletters Events Podcasts F...  "
       ]
      },
      "execution_count": 2,
@@ -150,12 +142,18 @@
     }
    ],
    "source": [
-    "dataset = load_dataset(\"siavava/ai-tech-articles\")\n",
-    "# convert to pandas, use id as index\n",
+    "dataset = datasets.load_dataset(\"siavava/ai-tech-articles\")\n",
     "df = dataset[\"train\"].to_pandas()\n",
     "df.head(5)\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Print Counts for Each Year\n"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 3,
@@ -163,26 +161,2164 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "text/markdown": [
+       "## 2023 has 3747 articles"
+      ],
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<IPython.core.display.Markdown object>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "data = np.array(df)\n",
-    "years = data[:, 1]\n",
-    "\n",
-    "# get unique years\n",
-    "unique_years = np.unique(years)\n",
-    "\n",
-    "# get counts\n",
-    "counts = np.array([np.sum(years == year) for year in unique_years])\n",
-    "\n",
-    "plt.bar(unique_years, counts, label=\"Total\")\n",
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>13</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>\"Humane officially launches the AI Pin, its Op...</td>\n",
+       "      <td>\"https://www.theverge.com/2023/11/9/23953901/h...</td>\n",
+       "      <td>\"The Verge homepage The Verge homepage The Ver...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>18</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>\"The Mining Industry’s Next Frontier Is Deep, ...</td>\n",
+       "      <td>\"https://www.wired.com/story/deep-sea-mining-e...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>25</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>\"SolarWinds: The Untold Story of the Boldest S...</td>\n",
+       "      <td>\"https://www.wired.com/story/the-untold-story-...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    id  year                                              title  \\\n",
+       "13  13  2023  \"Humane officially launches the AI Pin, its Op...   \n",
+       "18  18  2023  \"The Mining Industry’s Next Frontier Is Deep, ...   \n",
+       "25  25  2023  \"SolarWinds: The Untold Story of the Boldest S...   \n",
+       "\n",
+       "                                                  url  \\\n",
+       "13  \"https://www.theverge.com/2023/11/9/23953901/h...   \n",
+       "18  \"https://www.wired.com/story/deep-sea-mining-e...   \n",
+       "25  \"https://www.wired.com/story/the-untold-story-...   \n",
+       "\n",
+       "                                                 text  \n",
+       "13  \"The Verge homepage The Verge homepage The Ver...  \n",
+       "18  \"Open Navigation Menu To revist this article, ...  \n",
+       "25  \"Open Navigation Menu To revist this article, ...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2022 has 2313 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>14</td>\n",
+       "      <td>2022</td>\n",
+       "      <td>\"This startup plans to create realistic human ...</td>\n",
+       "      <td>\"https://www.technologyreview.com/2022/08/04/1...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>26</td>\n",
+       "      <td>2022</td>\n",
+       "      <td>\"Your Microsoft Exchange Server Is a Security ...</td>\n",
+       "      <td>\"https://www.wired.com/story/microsoft-exchang...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>27</td>\n",
+       "      <td>2022</td>\n",
+       "      <td>\"Why the Belarus Railways Hack Marks a First f...</td>\n",
+       "      <td>\"https://www.wired.com/story/belarus-railways-...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    id  year                                              title  \\\n",
+       "14  14  2022  \"This startup plans to create realistic human ...   \n",
+       "26  26  2022  \"Your Microsoft Exchange Server Is a Security ...   \n",
+       "27  27  2022  \"Why the Belarus Railways Hack Marks a First f...   \n",
+       "\n",
+       "                                                  url  \\\n",
+       "14  \"https://www.technologyreview.com/2022/08/04/1...   \n",
+       "26  \"https://www.wired.com/story/microsoft-exchang...   \n",
+       "27  \"https://www.wired.com/story/belarus-railways-...   \n",
+       "\n",
+       "                                                 text  \n",
+       "14  \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "26  \"Open Navigation Menu To revist this article, ...  \n",
+       "27  \"Open Navigation Menu To revist this article, ...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2021 has 2144 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>15</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>\"Israel’s “green pass” vaccine passport is an ...</td>\n",
+       "      <td>\"https://www.technologyreview.com/2021/03/01/1...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>17</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>\"Will Future Electric Vehicles Be Powered by D...</td>\n",
+       "      <td>\"https://www.wired.com/story/will-future-elect...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>19</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>\"2021 Was the Year Space Tourism Opened Up. Bu...</td>\n",
+       "      <td>\"https://www.wired.com/story/2021-was-the-year...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    id  year                                              title  \\\n",
+       "15  15  2021  \"Israel’s “green pass” vaccine passport is an ...   \n",
+       "17  17  2021  \"Will Future Electric Vehicles Be Powered by D...   \n",
+       "19  19  2021  \"2021 Was the Year Space Tourism Opened Up. Bu...   \n",
+       "\n",
+       "                                                  url  \\\n",
+       "15  \"https://www.technologyreview.com/2021/03/01/1...   \n",
+       "17  \"https://www.wired.com/story/will-future-elect...   \n",
+       "19  \"https://www.wired.com/story/2021-was-the-year...   \n",
+       "\n",
+       "                                                 text  \n",
+       "15  \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "17  \"Open Navigation Menu To revist this article, ...  \n",
+       "19  \"Open Navigation Menu To revist this article, ...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2020 has 1856 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>28</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>\"Ransomware Has Gone Corporate—and Gotten More...</td>\n",
+       "      <td>\"https://www.wired.com/story/ransomware-gone-c...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>44</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>\"Big Tech’s Role in Policing the Protests | WI...</td>\n",
+       "      <td>\"https://www.wired.com/story/gadget-lab-podcas...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>46</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>\"This Drone Maker Is Swooping In Amid US Pushb...</td>\n",
+       "      <td>\"https://www.wired.com/story/drone-maker-swoop...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    id  year                                              title  \\\n",
+       "28  28  2020  \"Ransomware Has Gone Corporate—and Gotten More...   \n",
+       "44  44  2020  \"Big Tech’s Role in Policing the Protests | WI...   \n",
+       "46  46  2020  \"This Drone Maker Is Swooping In Amid US Pushb...   \n",
+       "\n",
+       "                                                  url  \\\n",
+       "28  \"https://www.wired.com/story/ransomware-gone-c...   \n",
+       "44  \"https://www.wired.com/story/gadget-lab-podcas...   \n",
+       "46  \"https://www.wired.com/story/drone-maker-swoop...   \n",
+       "\n",
+       "                                                 text  \n",
+       "28  \"Open Navigation Menu To revist this article, ...  \n",
+       "44  \"Open Navigation Menu To revist this article, ...  \n",
+       "46  \"Open Navigation Menu To revist this article, ...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2019 has 1914 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>31</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>\"Alleged Russian Hacker Behind $100 Million Ev...</td>\n",
+       "      <td>\"https://www.wired.com/story/alleged-russian-h...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>45</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>\"Riot Games Makes More Than Just 'League of Le...</td>\n",
+       "      <td>\"https://www.wired.com/story/riot-games-announ...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>63</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>\"Why the ‘Queen of Shitty Robots’ Renounced He...</td>\n",
+       "      <td>\"https://www.wired.com/story/simone-giertz-bui...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    id  year                                              title  \\\n",
+       "31  31  2019  \"Alleged Russian Hacker Behind $100 Million Ev...   \n",
+       "45  45  2019  \"Riot Games Makes More Than Just 'League of Le...   \n",
+       "63  63  2019  \"Why the ‘Queen of Shitty Robots’ Renounced He...   \n",
+       "\n",
+       "                                                  url  \\\n",
+       "31  \"https://www.wired.com/story/alleged-russian-h...   \n",
+       "45  \"https://www.wired.com/story/riot-games-announ...   \n",
+       "63  \"https://www.wired.com/story/simone-giertz-bui...   \n",
+       "\n",
+       "                                                 text  \n",
+       "31  \"Open Navigation Menu To revist this article, ...  \n",
+       "45  \"Open Navigation Menu To revist this article, ...  \n",
+       "63  \"Open Navigation Menu To revist this article, ...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2018 has 1339 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>\"Six things to do with your data before you di...</td>\n",
+       "      <td>\"https://www.technologyreview.com/2018/10/23/2...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>\"Your genome, on demand | MIT Technology Review\"</td>\n",
+       "      <td>\"https://www.technologyreview.com/2018/10/23/1...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>5</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>\"Genes I wish they would find | MIT Technology...</td>\n",
+       "      <td>\"https://www.technologyreview.com/2018/10/23/1...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id  year                                              title  \\\n",
+       "3   3  2018  \"Six things to do with your data before you di...   \n",
+       "4   4  2018   \"Your genome, on demand | MIT Technology Review\"   \n",
+       "5   5  2018  \"Genes I wish they would find | MIT Technology...   \n",
+       "\n",
+       "                                                 url  \\\n",
+       "3  \"https://www.technologyreview.com/2018/10/23/2...   \n",
+       "4  \"https://www.technologyreview.com/2018/10/23/1...   \n",
+       "5  \"https://www.technologyreview.com/2018/10/23/1...   \n",
+       "\n",
+       "                                                text  \n",
+       "3  \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "4  \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "5  \"Featured Topics Newsletters Events Podcasts F...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2017 has 1177 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>\"Hacking the Biological Clock | MIT Technology...</td>\n",
+       "      <td>\"https://www.technologyreview.com/magazines/ha...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>16</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>\"The Georgia Runoff Election Doesn't Have a Pa...</td>\n",
+       "      <td>\"https://www.wired.com/story/georgia-runoff-el...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>22</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>\"How to Use Tor and Go Anonymous Online | WIRED\"</td>\n",
+       "      <td>\"https://www.wired.com/story/the-grand-tor\"</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    id  year                                              title  \\\n",
+       "2    2  2017  \"Hacking the Biological Clock | MIT Technology...   \n",
+       "16  16  2017  \"The Georgia Runoff Election Doesn't Have a Pa...   \n",
+       "22  22  2017   \"How to Use Tor and Go Anonymous Online | WIRED\"   \n",
+       "\n",
+       "                                                  url  \\\n",
+       "2   \"https://www.technologyreview.com/magazines/ha...   \n",
+       "16  \"https://www.wired.com/story/georgia-runoff-el...   \n",
+       "22        \"https://www.wired.com/story/the-grand-tor\"   \n",
+       "\n",
+       "                                                 text  \n",
+       "2   \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "16  \"Open Navigation Menu To revist this article, ...  \n",
+       "22  \"Open Navigation Menu To revist this article, ...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2016 has 777 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>\"Human-Animal Chimeras Are Gestating on U.S. R...</td>\n",
+       "      <td>\"https://www.technologyreview.com/s/545106/hum...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>43</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>\"Boosted: The Electric Skateboard Company That...</td>\n",
+       "      <td>\"https://www.wired.com/2016/08/electric-skateb...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>133</th>\n",
+       "      <td>133</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>\"The Panama Papers and the Monster Stories of ...</td>\n",
+       "      <td>\"https://www.newyorker.com/news/news-desk/the-...</td>\n",
+       "      <td>\"Newsletter To revisit this article, select My...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id  year                                              title  \\\n",
+       "0      0  2016  \"Human-Animal Chimeras Are Gestating on U.S. R...   \n",
+       "43    43  2016  \"Boosted: The Electric Skateboard Company That...   \n",
+       "133  133  2016  \"The Panama Papers and the Monster Stories of ...   \n",
+       "\n",
+       "                                                   url  \\\n",
+       "0    \"https://www.technologyreview.com/s/545106/hum...   \n",
+       "43   \"https://www.wired.com/2016/08/electric-skateb...   \n",
+       "133  \"https://www.newyorker.com/news/news-desk/the-...   \n",
+       "\n",
+       "                                                  text  \n",
+       "0    \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "43   \"Open Navigation Menu To revist this article, ...  \n",
+       "133  \"Newsletter To revisit this article, select My...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2015 has 743 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>57</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>\"The coming of the eSIM | VentureBeat\"</td>\n",
+       "      <td>\"https://venturebeat.com/2015/10/25/the-coming...</td>\n",
+       "      <td>\"Artificial Intelligence View All AI, ML and D...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>156</th>\n",
+       "      <td>156</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>\"Tallis Gomes | MIT Technology Review\"</td>\n",
+       "      <td>\"https://www.technologyreview.com/innovator/ta...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>158</th>\n",
+       "      <td>158</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>\"Radha Boya | MIT Technology Review\"</td>\n",
+       "      <td>\"https://www.technologyreview.com/innovator/ra...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id  year                                   title  \\\n",
+       "57    57  2015  \"The coming of the eSIM | VentureBeat\"   \n",
+       "156  156  2015  \"Tallis Gomes | MIT Technology Review\"   \n",
+       "158  158  2015    \"Radha Boya | MIT Technology Review\"   \n",
+       "\n",
+       "                                                   url  \\\n",
+       "57   \"https://venturebeat.com/2015/10/25/the-coming...   \n",
+       "156  \"https://www.technologyreview.com/innovator/ta...   \n",
+       "158  \"https://www.technologyreview.com/innovator/ra...   \n",
+       "\n",
+       "                                                  text  \n",
+       "57   \"Artificial Intelligence View All AI, ML and D...  \n",
+       "156  \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "158  \"Featured Topics Newsletters Events Podcasts F...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2014 has 588 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>73</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>\"Watch \"Star Wars Explained\" Answers More Star...</td>\n",
+       "      <td>\"https://www.wired.com/video/watch/star-wars-s...</td>\n",
+       "      <td>\"Open Navigation Menu To revisit this article,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>174</th>\n",
+       "      <td>174</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>\"Bill Liu | MIT Technology Review\"</td>\n",
+       "      <td>\"https://www.technologyreview.com/innovator/bi...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>403</th>\n",
+       "      <td>416</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>\"Neurotechnology is here. Without laws, your b...</td>\n",
+       "      <td>\"https://www.vox.com/future-perfect/2023/3/17/...</td>\n",
+       "      <td>\"Vox homepage Give Give Newsletters Newsletter...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id  year                                              title  \\\n",
+       "73    73  2014  \"Watch \"Star Wars Explained\" Answers More Star...   \n",
+       "174  174  2014                 \"Bill Liu | MIT Technology Review\"   \n",
+       "403  416  2014  \"Neurotechnology is here. Without laws, your b...   \n",
+       "\n",
+       "                                                   url  \\\n",
+       "73   \"https://www.wired.com/video/watch/star-wars-s...   \n",
+       "174  \"https://www.technologyreview.com/innovator/bi...   \n",
+       "403  \"https://www.vox.com/future-perfect/2023/3/17/...   \n",
+       "\n",
+       "                                                  text  \n",
+       "73   \"Open Navigation Menu To revisit this article,...  \n",
+       "174  \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "403  \"Vox homepage Give Give Newsletters Newsletter...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2013 has 124 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>\"Too Much Information | MIT Technology Review\"</td>\n",
+       "      <td>\"https://www.technologyreview.com/s/522661/too...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>20</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>\"New Asteroid Mining Company Aims to Manufactu...</td>\n",
+       "      <td>\"https://www.wired.com/2013/01/deep-space-aste...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>740</th>\n",
+       "      <td>753</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>\"How Ray Kurzweil Will Help Google Make the Ul...</td>\n",
+       "      <td>\"https://www.wired.com/business/2013/04/kurzwe...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id  year                                              title  \\\n",
+       "1      1  2013     \"Too Much Information | MIT Technology Review\"   \n",
+       "20    20  2013  \"New Asteroid Mining Company Aims to Manufactu...   \n",
+       "740  753  2013  \"How Ray Kurzweil Will Help Google Make the Ul...   \n",
+       "\n",
+       "                                                   url  \\\n",
+       "1    \"https://www.technologyreview.com/s/522661/too...   \n",
+       "20   \"https://www.wired.com/2013/01/deep-space-aste...   \n",
+       "740  \"https://www.wired.com/business/2013/04/kurzwe...   \n",
+       "\n",
+       "                                                  text  \n",
+       "1    \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "20   \"Open Navigation Menu To revist this article, ...  \n",
+       "740  \"Open Navigation Menu To revist this article, ...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2012 has 141 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>107</th>\n",
+       "      <td>107</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>\"Review: Sony PlayStation Vita | WIRED\"</td>\n",
+       "      <td>\"https://www.wired.com/2012/01/sony-playstatio...</td>\n",
+       "      <td>\"Open Navigation Menu To revisit this article,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>503</th>\n",
+       "      <td>516</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>\"Report: US and Israel Behind Flame Espionage ...</td>\n",
+       "      <td>\"https://www.wired.com/2012/06/us-and-israel-b...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>533</th>\n",
+       "      <td>546</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>\"Better Than Human: Why Robots Will — And Must...</td>\n",
+       "      <td>\"https://www.wired.com/2012/12/ff-robots-will-...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id  year                                              title  \\\n",
+       "107  107  2012            \"Review: Sony PlayStation Vita | WIRED\"   \n",
+       "503  516  2012  \"Report: US and Israel Behind Flame Espionage ...   \n",
+       "533  546  2012  \"Better Than Human: Why Robots Will — And Must...   \n",
+       "\n",
+       "                                                   url  \\\n",
+       "107  \"https://www.wired.com/2012/01/sony-playstatio...   \n",
+       "503  \"https://www.wired.com/2012/06/us-and-israel-b...   \n",
+       "533  \"https://www.wired.com/2012/12/ff-robots-will-...   \n",
+       "\n",
+       "                                                  text  \n",
+       "107  \"Open Navigation Menu To revisit this article,...  \n",
+       "503  \"Open Navigation Menu To revist this article, ...  \n",
+       "533  \"Open Navigation Menu To revist this article, ...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2011 has 52 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>61</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>\"The Untold Story of Magic Leap, the World's M...</td>\n",
+       "      <td>\"https://www.wired.com/2016/04/magic-leap-vr\"</td>\n",
+       "      <td>\"Hyper Vision The world’s hottest startup isn’...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>138</th>\n",
+       "      <td>138</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>\"What Bitcoin Is, and Why It Matters | MIT Tec...</td>\n",
+       "      <td>\"https://www.technologyreview.com/s/424091/wha...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>192</th>\n",
+       "      <td>192</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>\"The Rise and Fall of Bitcoin | WIRED\"</td>\n",
+       "      <td>\"https://www.wired.com/2011/11/mf-bitcoin\"</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id  year                                              title  \\\n",
+       "61    61  2011  \"The Untold Story of Magic Leap, the World's M...   \n",
+       "138  138  2011  \"What Bitcoin Is, and Why It Matters | MIT Tec...   \n",
+       "192  192  2011             \"The Rise and Fall of Bitcoin | WIRED\"   \n",
+       "\n",
+       "                                                   url  \\\n",
+       "61       \"https://www.wired.com/2016/04/magic-leap-vr\"   \n",
+       "138  \"https://www.technologyreview.com/s/424091/wha...   \n",
+       "192         \"https://www.wired.com/2011/11/mf-bitcoin\"   \n",
+       "\n",
+       "                                                  text  \n",
+       "61   \"Hyper Vision The world’s hottest startup isn’...  \n",
+       "138  \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "192  \"Open Navigation Menu To revist this article, ...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2010 has 31 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>715</th>\n",
+       "      <td>728</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>\"Satya Nadella's Got a Plan to Make You Care A...</td>\n",
+       "      <td>\"https://www.wired.com/2015/01/microsoft-nadella\"</td>\n",
+       "      <td>\"subscribe SCROLL DOWN Satya Nadella’s Got a P...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>854</th>\n",
+       "      <td>867</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>\"January 1997: CES Happens in Vegas, Stays in ...</td>\n",
+       "      <td>\"https://www.wired.com/thisdayintech/2010/01/0...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7416</th>\n",
+       "      <td>7464</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>\"Watch Why The Average Human Couldn't Drive An...</td>\n",
+       "      <td>\"https://www.wired.com/video/watch/wired-news-...</td>\n",
+       "      <td>\"Open Navigation Menu To revisit this article,...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        id  year                                              title  \\\n",
+       "715    728  2010  \"Satya Nadella's Got a Plan to Make You Care A...   \n",
+       "854    867  2010  \"January 1997: CES Happens in Vegas, Stays in ...   \n",
+       "7416  7464  2010  \"Watch Why The Average Human Couldn't Drive An...   \n",
+       "\n",
+       "                                                    url  \\\n",
+       "715   \"https://www.wired.com/2015/01/microsoft-nadella\"   \n",
+       "854   \"https://www.wired.com/thisdayintech/2010/01/0...   \n",
+       "7416  \"https://www.wired.com/video/watch/wired-news-...   \n",
+       "\n",
+       "                                                   text  \n",
+       "715   \"subscribe SCROLL DOWN Satya Nadella’s Got a P...  \n",
+       "854   \"Open Navigation Menu To revist this article, ...  \n",
+       "7416  \"Open Navigation Menu To revisit this article,...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2009 has 20 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>416</th>\n",
+       "      <td>429</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>\"What is artificial intelligence? Your AI ques...</td>\n",
+       "      <td>\"https://www.vox.com/future-perfect/2018/12/21...</td>\n",
+       "      <td>\"Vox homepage Give Give Newsletters Newsletter...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>443</th>\n",
+       "      <td>456</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>\"How to understand AI: it’s a tragedy of the c...</td>\n",
+       "      <td>\"https://www.vox.com/future-perfect/2023/7/7/2...</td>\n",
+       "      <td>\"Vox homepage Give Give Newsletters Newsletter...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>445</th>\n",
+       "      <td>458</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>\"The AI-nuclear weapons analogy, explained - Vox\"</td>\n",
+       "      <td>\"https://www.vox.com/future-perfect/2023/6/29/...</td>\n",
+       "      <td>\"Vox homepage Give Give Newsletters Newsletter...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id  year                                              title  \\\n",
+       "416  429  2009  \"What is artificial intelligence? Your AI ques...   \n",
+       "443  456  2009  \"How to understand AI: it’s a tragedy of the c...   \n",
+       "445  458  2009  \"The AI-nuclear weapons analogy, explained - Vox\"   \n",
+       "\n",
+       "                                                   url  \\\n",
+       "416  \"https://www.vox.com/future-perfect/2018/12/21...   \n",
+       "443  \"https://www.vox.com/future-perfect/2023/7/7/2...   \n",
+       "445  \"https://www.vox.com/future-perfect/2023/6/29/...   \n",
+       "\n",
+       "                                                  text  \n",
+       "416  \"Vox homepage Give Give Newsletters Newsletter...  \n",
+       "443  \"Vox homepage Give Give Newsletters Newsletter...  \n",
+       "445  \"Vox homepage Give Give Newsletters Newsletter...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2008 has 17 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>456</th>\n",
+       "      <td>469</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>\"AI-generated video like “Balenciaga Harry Pot...</td>\n",
+       "      <td>\"https://www.vox.com/culture/23678708/ai-art-b...</td>\n",
+       "      <td>\"Vox homepage Give Give Newsletters Newsletter...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>695</th>\n",
+       "      <td>708</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>\"Is Google Making Us Stupid? - The Atlantic\"</td>\n",
+       "      <td>\"https://www.theatlantic.com/magazine/archive/...</td>\n",
+       "      <td>\"Site Navigation The Atlantic Popular Latest N...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>762</th>\n",
+       "      <td>775</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>\"Watch WIRED25: Google CEO Sundar Pichai on Do...</td>\n",
+       "      <td>\"https://www.wired.com/video/watch/google-ceo-...</td>\n",
+       "      <td>\"Open Navigation Menu To revisit this article,...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id  year                                              title  \\\n",
+       "456  469  2008  \"AI-generated video like “Balenciaga Harry Pot...   \n",
+       "695  708  2008       \"Is Google Making Us Stupid? - The Atlantic\"   \n",
+       "762  775  2008  \"Watch WIRED25: Google CEO Sundar Pichai on Do...   \n",
+       "\n",
+       "                                                   url  \\\n",
+       "456  \"https://www.vox.com/culture/23678708/ai-art-b...   \n",
+       "695  \"https://www.theatlantic.com/magazine/archive/...   \n",
+       "762  \"https://www.wired.com/video/watch/google-ceo-...   \n",
+       "\n",
+       "                                                  text  \n",
+       "456  \"Vox homepage Give Give Newsletters Newsletter...  \n",
+       "695  \"Site Navigation The Atlantic Popular Latest N...  \n",
+       "762  \"Open Navigation Menu To revisit this article,...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2007 has 26 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>455</th>\n",
+       "      <td>468</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>\"WGA strike: A Hollywood writers strike needs ...</td>\n",
+       "      <td>\"https://www.vox.com/culture/23700519/writers-...</td>\n",
+       "      <td>\"Vox homepage Give Give Newsletters Newsletter...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>951</th>\n",
+       "      <td>964</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>\"Donald Michie | Science | The Guardian\"</td>\n",
+       "      <td>\"https://www.theguardian.com/science/2007/jul/...</td>\n",
+       "      <td>\"US edition US edition UK edition Australia ed...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2158</th>\n",
+       "      <td>2171</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>\"Sequencing in a Flash | MIT Technology Review\"</td>\n",
+       "      <td>\"https://www.technologyreview.com/2007/05/01/2...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        id  year                                              title  \\\n",
+       "455    468  2007  \"WGA strike: A Hollywood writers strike needs ...   \n",
+       "951    964  2007           \"Donald Michie | Science | The Guardian\"   \n",
+       "2158  2171  2007    \"Sequencing in a Flash | MIT Technology Review\"   \n",
+       "\n",
+       "                                                    url  \\\n",
+       "455   \"https://www.vox.com/culture/23700519/writers-...   \n",
+       "951   \"https://www.theguardian.com/science/2007/jul/...   \n",
+       "2158  \"https://www.technologyreview.com/2007/05/01/2...   \n",
+       "\n",
+       "                                                   text  \n",
+       "455   \"Vox homepage Give Give Newsletters Newsletter...  \n",
+       "951   \"US edition US edition UK edition Australia ed...  \n",
+       "2158  \"Featured Topics Newsletters Events Podcasts F...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2006 has 14 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>123</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>\"Privacy Debacle Hall of Fame | WIRED\"</td>\n",
+       "      <td>\"https://www.wired.com/2006/08/privacy-debacle...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>131</th>\n",
+       "      <td>131</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>\"The Resurrection of Al Gore | WIRED\"</td>\n",
+       "      <td>\"https://www.wired.com/2006/05/gore-2\"</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>591</th>\n",
+       "      <td>604</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>\"Vinge’s Singular Vision | MIT Technology Review\"</td>\n",
+       "      <td>\"https://www.technologyreview.com/2006/07/01/2...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id  year                                              title  \\\n",
+       "123  123  2006             \"Privacy Debacle Hall of Fame | WIRED\"   \n",
+       "131  131  2006              \"The Resurrection of Al Gore | WIRED\"   \n",
+       "591  604  2006  \"Vinge’s Singular Vision | MIT Technology Review\"   \n",
+       "\n",
+       "                                                   url  \\\n",
+       "123  \"https://www.wired.com/2006/08/privacy-debacle...   \n",
+       "131             \"https://www.wired.com/2006/05/gore-2\"   \n",
+       "591  \"https://www.technologyreview.com/2006/07/01/2...   \n",
+       "\n",
+       "                                                  text  \n",
+       "123  \"Open Navigation Menu To revist this article, ...  \n",
+       "131  \"Open Navigation Menu To revist this article, ...  \n",
+       "591  \"Featured Topics Newsletters Events Podcasts F...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2005 has 5 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1897</th>\n",
+       "      <td>1910</td>\n",
+       "      <td>2005</td>\n",
+       "      <td>\"Implanting Hope | MIT Technology Review\"</td>\n",
+       "      <td>\"https://www.technologyreview.com/s/403761/imp...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9268</th>\n",
+       "      <td>9316</td>\n",
+       "      <td>2005</td>\n",
+       "      <td>\"Mind Control | WIRED\"</td>\n",
+       "      <td>\"https://www.wired.com/2005/03/brain-3\"</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9274</th>\n",
+       "      <td>9322</td>\n",
+       "      <td>2005</td>\n",
+       "      <td>\"Implanting Hope | MIT Technology Review\"</td>\n",
+       "      <td>\"https://www.technologyreview.com/2005/03/01/2...</td>\n",
+       "      <td>\"Featured Topics Newsletters Events Podcasts F...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        id  year                                      title  \\\n",
+       "1897  1910  2005  \"Implanting Hope | MIT Technology Review\"   \n",
+       "9268  9316  2005                     \"Mind Control | WIRED\"   \n",
+       "9274  9322  2005  \"Implanting Hope | MIT Technology Review\"   \n",
+       "\n",
+       "                                                    url  \\\n",
+       "1897  \"https://www.technologyreview.com/s/403761/imp...   \n",
+       "9268            \"https://www.wired.com/2005/03/brain-3\"   \n",
+       "9274  \"https://www.technologyreview.com/2005/03/01/2...   \n",
+       "\n",
+       "                                                   text  \n",
+       "1897  \"Featured Topics Newsletters Events Podcasts F...  \n",
+       "9268  \"Open Navigation Menu To revist this article, ...  \n",
+       "9274  \"Featured Topics Newsletters Events Podcasts F...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2004 has 9 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>388</th>\n",
+       "      <td>401</td>\n",
+       "      <td>2004</td>\n",
+       "      <td>\"Shoshana Zuboff on Kara Swisher podcast: Goog...</td>\n",
+       "      <td>\"https://www.vox.com/2019/2/20/18232469/shosha...</td>\n",
+       "      <td>\"Vox homepage Give Give Newsletters Newsletter...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>408</th>\n",
+       "      <td>421</td>\n",
+       "      <td>2004</td>\n",
+       "      <td>\"What is biohacking? The new “science” of opti...</td>\n",
+       "      <td>\"https://www.vox.com/future-perfect/2019/6/25/...</td>\n",
+       "      <td>\"We have a request Vox's journalism is free, b...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>535</th>\n",
+       "      <td>548</td>\n",
+       "      <td>2004</td>\n",
+       "      <td>\"Craig Venter's Epic Voyage to Redefine the Or...</td>\n",
+       "      <td>\"https://www.wired.com/2004/08/venter\"</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id  year                                              title  \\\n",
+       "388  401  2004  \"Shoshana Zuboff on Kara Swisher podcast: Goog...   \n",
+       "408  421  2004  \"What is biohacking? The new “science” of opti...   \n",
+       "535  548  2004  \"Craig Venter's Epic Voyage to Redefine the Or...   \n",
+       "\n",
+       "                                                   url  \\\n",
+       "388  \"https://www.vox.com/2019/2/20/18232469/shosha...   \n",
+       "408  \"https://www.vox.com/future-perfect/2019/6/25/...   \n",
+       "535             \"https://www.wired.com/2004/08/venter\"   \n",
+       "\n",
+       "                                                  text  \n",
+       "388  \"Vox homepage Give Give Newsletters Newsletter...  \n",
+       "408  \"We have a request Vox's journalism is free, b...  \n",
+       "535  \"Open Navigation Menu To revist this article, ...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2003 has 1 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>884</th>\n",
+       "      <td>897</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>\"Microsoft Sued for Weak Security | WIRED\"</td>\n",
+       "      <td>\"https://www.wired.com/2003/10/microsoft-sued-...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id  year                                       title  \\\n",
+       "884  897  2003  \"Microsoft Sued for Weak Security | WIRED\"   \n",
+       "\n",
+       "                                                   url  \\\n",
+       "884  \"https://www.wired.com/2003/10/microsoft-sued-...   \n",
+       "\n",
+       "                                                  text  \n",
+       "884  \"Open Navigation Menu To revist this article, ...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2002 has 15 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>383</th>\n",
+       "      <td>396</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>\"Vox Archives - Innovation - Page 1\"</td>\n",
+       "      <td>\"https://www.vox.com/innovation/archives\"</td>\n",
+       "      <td>\"Vox homepage Give Give Newsletters Newsletter...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>398</th>\n",
+       "      <td>411</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>\"Vox Archives - Google - Page 1\"</td>\n",
+       "      <td>\"https://www.vox.com/google/archives\"</td>\n",
+       "      <td>\"Vox homepage Give Give Newsletters Newsletter...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>459</th>\n",
+       "      <td>472</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>\"Artificial Intelligence - Vox\"</td>\n",
+       "      <td>\"https://www.vox.com/artificial-intelligence\"</td>\n",
+       "      <td>\"Vox homepage Give Give Newsletters Newsletter...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id  year                                 title  \\\n",
+       "383  396  2002  \"Vox Archives - Innovation - Page 1\"   \n",
+       "398  411  2002      \"Vox Archives - Google - Page 1\"   \n",
+       "459  472  2002       \"Artificial Intelligence - Vox\"   \n",
+       "\n",
+       "                                               url  \\\n",
+       "383      \"https://www.vox.com/innovation/archives\"   \n",
+       "398          \"https://www.vox.com/google/archives\"   \n",
+       "459  \"https://www.vox.com/artificial-intelligence\"   \n",
+       "\n",
+       "                                                  text  \n",
+       "383  \"Vox homepage Give Give Newsletters Newsletter...  \n",
+       "398  \"Vox homepage Give Give Newsletters Newsletter...  \n",
+       "459  \"Vox homepage Give Give Newsletters Newsletter...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2001 has 8 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2055</th>\n",
+       "      <td>2068</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>\"The 11 Best Sci-Fi Movies You Can Stream Righ...</td>\n",
+       "      <td>\"https://www.wired.com/2017/03/best-sci-fi-str...</td>\n",
+       "      <td>\"Open Navigation Menu To revist this article, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6990</th>\n",
+       "      <td>7038</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>\"S | Keywords | The Guardian\"</td>\n",
+       "      <td>\"https://www.theguardian.com/index/subjects/s\"</td>\n",
+       "      <td>\"Account overview Billing Profile Emails &amp; mar...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9549</th>\n",
+       "      <td>9599</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>\"Matt Marshall, Author at VentureBeat\"</td>\n",
+       "      <td>\"https://venturebeat.com/author/matt-marshall\"</td>\n",
+       "      <td>\"Artificial Intelligence View All AI, ML and D...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        id  year                                              title  \\\n",
+       "2055  2068  2001  \"The 11 Best Sci-Fi Movies You Can Stream Righ...   \n",
+       "6990  7038  2001                      \"S | Keywords | The Guardian\"   \n",
+       "9549  9599  2001             \"Matt Marshall, Author at VentureBeat\"   \n",
+       "\n",
+       "                                                    url  \\\n",
+       "2055  \"https://www.wired.com/2017/03/best-sci-fi-str...   \n",
+       "6990     \"https://www.theguardian.com/index/subjects/s\"   \n",
+       "9549     \"https://venturebeat.com/author/matt-marshall\"   \n",
+       "\n",
+       "                                                   text  \n",
+       "2055  \"Open Navigation Menu To revist this article, ...  \n",
+       "6990  \"Account overview Billing Profile Emails & mar...  \n",
+       "9549  \"Artificial Intelligence View All AI, ML and D...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## 2000 has 31 articles"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>249</th>\n",
+       "      <td>259</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>\"The Coming Air Age - The Atlantic\"</td>\n",
+       "      <td>\"https://www.theatlantic.com/magazine/archive/...</td>\n",
+       "      <td>\"Site Navigation The Atlantic Popular Latest N...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>278</th>\n",
+       "      <td>291</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>\"The Computers of Tomorrow - The Atlantic\"</td>\n",
+       "      <td>\"https://www.theatlantic.com/magazine/archive/...</td>\n",
+       "      <td>\"Site Navigation The Atlantic Popular Latest N...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>345</th>\n",
+       "      <td>358</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>\"Shelf Improvement book subscriptions\"</td>\n",
+       "      <td>\"https://www.theguardian.com/shelf-improvement\"</td>\n",
+       "      <td>\"Toggle menu Visit the Guardian Compare Wish L...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id  year                                       title  \\\n",
+       "249  259  2000         \"The Coming Air Age - The Atlantic\"   \n",
+       "278  291  2000  \"The Computers of Tomorrow - The Atlantic\"   \n",
+       "345  358  2000      \"Shelf Improvement book subscriptions\"   \n",
+       "\n",
+       "                                                   url  \\\n",
+       "249  \"https://www.theatlantic.com/magazine/archive/...   \n",
+       "278  \"https://www.theatlantic.com/magazine/archive/...   \n",
+       "345    \"https://www.theguardian.com/shelf-improvement\"   \n",
+       "\n",
+       "                                                  text  \n",
+       "249  \"Site Navigation The Atlantic Popular Latest N...  \n",
+       "278  \"Site Navigation The Atlantic Popular Latest N...  \n",
+       "345  \"Toggle menu Visit the Guardian Compare Wish L...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "years = df[\"year\"].unique()\n",
+    "years_dfs = {year: df[df[\"year\"] == year] for year in years}\n",
+    "\n",
+    "# Number of articles per year\n",
+    "for year in sorted(years, reverse=True):\n",
+    "    display(Markdown(f\"## {year} has {len(years_dfs[year])} articles\"))\n",
+    "    display(years_dfs[year].head(3))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+      "text/plain": [
+       "<Figure size 3000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data = np.array(df)\n",
+    "years = data[:, 1]\n",
+    "\n",
+    "# get unique years\n",
+    "unique_years = [ int(y) for y in np.unique(years) ]\n",
+    "\n",
+    "# get counts\n",
+    "counts = np.array([np.sum(years == year) for year in unique_years])\n",
+    "\n",
+    "plt.bar(unique_years, counts, label=\"Total\")\n",
+    "plt.xticks(unique_years)\n",
+    "# change plot size\n",
+    "plt.rcParams['figure.figsize'] = [30, 20]\n",
+    "\n",
+    "# show counts on top of bars\n",
+    "for i, v in enumerate(counts):\n",
+    "    plt.text(unique_years[i] - 0.25, v + 0.5, str(v))\n",
+    "plt.legend()\n",
     "plt.grid()\n",
     "plt.show()\n"
    ]