sec1-chatgpt_website_visits.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from util.plotting import *\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import date, datetime, time, timedelta\n",
    "import re\n",
    "pd.set_option('display.max_columns', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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       "        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>Month</th>\n",
       "      <th>Monthly Website Visits (billions)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2022-11</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2022-12</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2023-01</td>\n",
       "      <td>0.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2023-02</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2023-03</td>\n",
       "      <td>1.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2023-04</td>\n",
       "      <td>1.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2023-05</td>\n",
       "      <td>1.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2023-06</td>\n",
       "      <td>1.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2023-07</td>\n",
       "      <td>1.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2023-08</td>\n",
       "      <td>1.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2023-09</td>\n",
       "      <td>1.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2023-10</td>\n",
       "      <td>1.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2023-11</td>\n",
       "      <td>1.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2023-12</td>\n",
       "      <td>1.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2024-01</td>\n",
       "      <td>1.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2024-02</td>\n",
       "      <td>1.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2024-03</td>\n",
       "      <td>1.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2024-04</td>\n",
       "      <td>1.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2024-05</td>\n",
       "      <td>2.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2024-06</td>\n",
       "      <td>2.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2024-07</td>\n",
       "      <td>2.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2024-08</td>\n",
       "      <td>2.63</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Month  Monthly Website Visits (billions)\n",
       "21  2022-11                               0.15\n",
       "20  2022-12                               0.27\n",
       "19  2023-01                               0.62\n",
       "18  2023-02                               1.00\n",
       "17  2023-03                               1.60\n",
       "16  2023-04                               1.70\n",
       "15  2023-05                               1.90\n",
       "14  2023-06                               1.60\n",
       "13  2023-07                               1.50\n",
       "12  2023-08                               1.40\n",
       "11  2023-09                               1.50\n",
       "10  2023-10                               1.70\n",
       "9   2023-11                               1.70\n",
       "8   2023-12                               1.60\n",
       "7   2024-01                               1.60\n",
       "6   2024-02                               1.60\n",
       "5   2024-03                               1.80\n",
       "4   2024-04                               1.81\n",
       "3   2024-05                               2.18\n",
       "2   2024-06                               2.44\n",
       "1   2024-07                               2.44\n",
       "0   2024-08                               2.63"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = f'data/website_visits_chatgpt.csv' # datasource: similarweb\n",
    "df = pd.read_csv(path)\n",
    "df = df[::-1]\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>Outage Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-02</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-03</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-04</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-05</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-06</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2023-07</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2023-08</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2023-09</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2023-11</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2023-12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2024-01</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2024-02</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2024-03</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2024-04</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2024-05</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2024-06</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2024-07</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2024-08</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Month  Outage Count\n",
       "0   2023-02             5\n",
       "1   2023-03             4\n",
       "2   2023-04             1\n",
       "3   2023-05             3\n",
       "4   2023-06             1\n",
       "5   2023-07             3\n",
       "6   2023-08             4\n",
       "7   2023-09             2\n",
       "8   2023-11             5\n",
       "9   2023-12             2\n",
       "10  2024-01             4\n",
       "11  2024-02             3\n",
       "12  2024-03             5\n",
       "13  2024-04             2\n",
       "14  2024-05             7\n",
       "15  2024-06             4\n",
       "16  2024-07             3\n",
       "17  2024-08             5"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# monthly outage count\n",
    "path = f'data/clean/outage/2024-08-31/outage_unexploded.csv'\n",
    "df_outage = pd.read_csv(path, parse_dates=['Date'])\n",
    "df_outage  = df_outage[df_outage['Service'] == 'chatgpt']\n",
    "df_outage['Month'] = df_outage['Date'].dt.strftime('%Y-%m')\n",
    "df_outage = df_outage[df_outage['outage_flag'] >= 1]\n",
    "df_outage = df_outage.groupby('Month').size().reset_index(name='Outage Count')\n",
    "\n",
    "df_outage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>Incident Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023-02</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023-03</td>\n",
       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023-04</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-05</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-06</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2023-07</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2023-08</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2023-09</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2023-10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2023-11</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2023-12</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2024-01</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2024-02</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2024-03</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2024-04</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2024-05</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2024-06</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2024-07</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2024-08</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Month  Incident Count\n",
       "0   2023-02               5\n",
       "1   2023-03               6\n",
       "2   2023-04               3\n",
       "3   2023-05               6\n",
       "4   2023-06               2\n",
       "5   2023-07               7\n",
       "6   2023-08               7\n",
       "7   2023-09               6\n",
       "8   2023-10               2\n",
       "9   2023-11               8\n",
       "10  2023-12               6\n",
       "11  2024-01               6\n",
       "12  2024-02              11\n",
       "13  2024-03              14\n",
       "14  2024-04              10\n",
       "15  2024-05              17\n",
       "16  2024-06              11\n",
       "17  2024-07               5\n",
       "18  2024-08              11"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# monthly incidents\n",
    "path = f'data/clean/incident/2024-08-31/incident_stages.csv'\n",
    "df_incident = pd.read_csv(path)\n",
    "df_incident = df_incident[df_incident['ChatGPT'] == 1]\n",
    "df_incident['Month'] = df_incident['start_timestamp'].str.slice(0, 7)\n",
    "df_incident = df_incident.groupby('Month').size().reset_index(name='Incident Count')\n",
    "df_incident\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "set_one_column_figure_font(height_multiplier=1.0)\n",
    "fig, ax1 = plt.subplots(figsize=(12, 6))\n",
    "\n",
    "# Plot the number of visits on the left y-axis\n",
    "ax1.plot(df['Month'], df['Monthly Website Visits (billions)'], marker='o', linewidth=2, color='b', label='ChatGPT Visits')\n",
    "ax1.set_xlabel(r'\\textbf{Month}')\n",
    "ax1.set_ylabel(r'\\textbf{Number of Visits [billions]}')\n",
    "ax1.tick_params(axis='y', labelsize=22)\n",
    "# ax1.get_yaxis().set_major_formatter(plt.FuncFormatter(lambda x, loc: \"{:,}\".format(int(x))))\n",
    "\n",
    "# Create the second y-axis on the right\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(df_outage['Month'], df_outage['Outage Count'], marker='^', linewidth=2, color='r', label='Outages')\n",
    "ax2.plot(df_incident['Month'], df_incident['Incident Count'], marker='s', linewidth=2, color='g', label='Incidents')\n",
    "\n",
    "ax2.set_ylabel(r'\\textbf{Monthly Failures}')\n",
    "ax2.tick_params(axis='y', labelsize=22)\n",
    "\n",
    "ax1.set_xticks(range(len(df['Month'])))\n",
    "ax1.set_xticklabels(df['Month'], rotation=45, ha='right', fontsize=22)\n",
    "\n",
    "# Add annotations for each line\n",
    "ax1.text(len(df['Month']) - 14, df['Monthly Website Visits (billions)'].iloc[-13]+0.4, r'\\textbf{Website Visits}', color='b', fontsize=22, verticalalignment='center')\n",
    "ax2.text(len(df_outage['Month']) - 5, df_outage['Outage Count'].iloc[-4]-2, r'\\textbf{Outages}', color='r', fontsize=22, verticalalignment='center')\n",
    "ax2.text(len(df_incident['Month']) - 6, df_incident['Incident Count'].iloc[-1]-2, r'\\textbf{Incidents}', color='g', fontsize=22, verticalalignment='center')\n",
    "\n",
    "ax1.grid(True, linestyle='--', color='gray', alpha=0.7)\n",
    "# ax2.grid(True, linestyle='--', color='gray', alpha=0.7)\n",
    "\n",
    "# # Add legends\n",
    "# ax1.legend(loc='upper left')\n",
    "# ax2.legend(loc='upper right')\n",
    "\n",
    "plt.title(r'\\textbf{ChatGPT}', fontsize=22)\n",
    "\n",
    "plt.savefig('plot/chatgpt_visits.pdf', bbox_inches='tight')\n",
    "plt.savefig('plot/chatgpt_visits.png', bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}