TGeocoder.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils import get_recent_messages, build_map, parse_results, geocode_results_openai\n",
    "from telethon import TelegramClient\n",
    "from openai import OpenAI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "API_ID = '' #Your Telegram API ID (str)\n",
    "API_HASH = '' #Your Telegram API Hash (str)\n",
    "PHONE_NUMBER = '' #Your Telegram-associated phone number (str)\n",
    "CHANNEL_USERNAME = '' #The username of the Telegram channel you wish to parse\n",
    "NUM_MESSAGES = 40 #The number of messages you wish to parse from the channel (int)\n",
    "\n",
    "#Your OpenAI API Key\n",
    "OPENAI_API_KEY = ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<coroutine object AuthMethods._start at 0x112aebb30>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Initalize the OpenAI client\n",
    "openai_client = OpenAI(api_key = OPENAI_API_KEY)\n",
    "\n",
    "# Initialize the Telegram client\n",
    "tg_client = TelegramClient('your_session_name', API_ID, API_HASH)\n",
    "tg_client.start(phone=PHONE_NUMBER)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "messages = await get_recent_messages(tg_client, CHANNEL_USERNAME, NUM_MESSAGES)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "messages = [x for x in messages if len(x.message)>0] #Eliminate blank messages\n",
    "message_texts = [x.message for x in messages]\n",
    "message_dates = [x.date for x in messages]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parsing message events... pray that the LLM doesn't hallucinate\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 6/6 [00:29<00:00,  4.88s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Geocoding events... pray even harder\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 17/17 [00:17<00:00,  1.01s/it]\n"
     ]
    }
   ],
   "source": [
    "parsed_results_df = parse_results(openai_client, message_texts, message_dates)\n",
    "geolocated_events = geocode_results_openai(parsed_results_df, openai_client)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>location</th>\n",
       "      <th>town</th>\n",
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       "      <th>description</th>\n",
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       "      <th>0</th>\n",
       "      <td>Cherkasy</td>\n",
       "      <td>Cherkasy</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>SBU detained an internet provocateur from Cher...</td>\n",
       "      <td>2025-01-08 13:00:06+00:00</td>\n",
       "      <td>(49.4285, 32.0621)</td>\n",
       "      <td>49.4285</td>\n",
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       "      <th>1</th>\n",
       "      <td>A local railway section in the Khmelnytskyi re...</td>\n",
       "      <td>Khmelnytskyi</td>\n",
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       "      <td>The Security Service of Ukraine and the Nation...</td>\n",
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       "      <th>2</th>\n",
       "      <td>Kryvyi Rih</td>\n",
       "      <td>Kryvyi Rih</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>A missile strike on civilian objects in Kryvyi...</td>\n",
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       "      <th>3</th>\n",
       "      <td>Kyiv, Ukraine</td>\n",
       "      <td>Kyiv</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>SBU detained the leader of the FSB spy network...</td>\n",
       "      <td>2025-01-07 09:00:26+00:00</td>\n",
       "      <td>(50.4501, 30.5234)</td>\n",
       "      <td>50.4501</td>\n",
       "      <td>30.5234</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Dnipro, Ukraine</td>\n",
       "      <td>Dnipro</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>The FSB spy network was collecting information...</td>\n",
       "      <td>2025-01-07 09:00:26+00:00</td>\n",
       "      <td>(48.4647, 35.0462)</td>\n",
       "      <td>48.4647</td>\n",
       "      <td>35.0462</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Odessa, Ukraine</td>\n",
       "      <td>Odessa</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>The FSB spy network was collecting information...</td>\n",
       "      <td>2025-01-07 09:00:26+00:00</td>\n",
       "      <td>(46.4825, 30.7233)</td>\n",
       "      <td>46.4825</td>\n",
       "      <td>30.7233</td>\n",
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       "                                            location          town  country  \\\n",
       "0                                           Cherkasy      Cherkasy  Ukraine   \n",
       "1  A local railway section in the Khmelnytskyi re...  Khmelnytskyi  Ukraine   \n",
       "2                                         Kryvyi Rih    Kryvyi Rih  Ukraine   \n",
       "3                                      Kyiv, Ukraine          Kyiv  Ukraine   \n",
       "4                                    Dnipro, Ukraine        Dnipro  Ukraine   \n",
       "5                                    Odessa, Ukraine        Odessa  Ukraine   \n",
       "\n",
       "                                         description  \\\n",
       "0  SBU detained an internet provocateur from Cher...   \n",
       "1  The Security Service of Ukraine and the Nation...   \n",
       "2  A missile strike on civilian objects in Kryvyi...   \n",
       "3  SBU detained the leader of the FSB spy network...   \n",
       "4  The FSB spy network was collecting information...   \n",
       "5  The FSB spy network was collecting information...   \n",
       "\n",
       "                       date              coords      lat      lon  \n",
       "0 2025-01-08 13:00:06+00:00  (49.4285, 32.0621)  49.4285  32.0621  \n",
       "1 2025-01-08 08:00:10+00:00  (49.4264, 26.9839)  49.4264  26.9839  \n",
       "2 2025-01-07 13:00:04+00:00  (47.9105, 33.3918)  47.9105  33.3918  \n",
       "3 2025-01-07 09:00:26+00:00  (50.4501, 30.5234)  50.4501  30.5234  \n",
       "4 2025-01-07 09:00:26+00:00  (48.4647, 35.0462)  48.4647  35.0462  \n",
       "5 2025-01-07 09:00:26+00:00  (46.4825, 30.7233)  46.4825  30.7233  "
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     "execution_count": 8,
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   ],
   "source": [
    "geolocated_events"
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   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
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    {
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       "                &lt;b&gt;Location:&lt;/b&gt; Cherkasy&lt;br&gt;&lt;br&gt;\n",
       "                &lt;b&gt;Date:&lt;/b&gt; 2025-01-08 13:00:06+00:00&lt;br&gt;&lt;br&gt;\n",
       "                &lt;b&gt;Event Description:&lt;/b&gt; SBU detained an internet provocateur from Cherkasy who praised Russian forces and was hiding in monasteries of the UOC (MP) for 2.5 years.\n",
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       "                &lt;b&gt;Location:&lt;/b&gt; A local railway section in the Khmelnytskyi region, Ukraine&lt;br&gt;&lt;br&gt;\n",
       "                &lt;b&gt;Date:&lt;/b&gt; 2025-01-08 08:00:10+00:00&lt;br&gt;&lt;br&gt;\n",
       "                &lt;b&gt;Event Description:&lt;/b&gt; The Security Service of Ukraine and the National Police neutralized an FSB sabotage group. Two perpetrators blew up a track on a local railway section, where a freight train was moving. They created a homemade explosive device, planted it under the railway tracks, and activated it as the locomotive approached. Fortunately, no one was injured as the train driver managed to stop the train in time.\n",
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       "                &lt;b&gt;Location:&lt;/b&gt; Kryvyi Rih&lt;br&gt;&lt;br&gt;\n",
       "                &lt;b&gt;Date:&lt;/b&gt; 2025-01-07 13:00:04+00:00&lt;br&gt;&lt;br&gt;\n",
       "                &lt;b&gt;Event Description:&lt;/b&gt; A missile strike on civilian objects in Kryvyi Rih was commanded by a Russian colonel in early summer 2023, resulting in the deaths of 7 civilian workers and one local resident.\n",
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       "                     \n",
       "            &lt;div style=&quot;max-width: 2000px; white-space: normal;&quot;&gt;\n",
       "                &lt;b&gt;Location:&lt;/b&gt; Kyiv, Ukraine&lt;br&gt;&lt;br&gt;\n",
       "                &lt;b&gt;Date:&lt;/b&gt; 2025-01-07 09:00:26+00:00&lt;br&gt;&lt;br&gt;\n",
       "                &lt;b&gt;Event Description:&lt;/b&gt; SBU detained the leader of the FSB spy network and his accomplices in Kyiv while neutralizing an agent network that was collecting information on international organization officials and volunteers.\n",
       "            &lt;/div&gt;\n",
       "        \n",
       "                 &lt;/div&gt;`,\n",
       "                {\n",
       "  &quot;sticky&quot;: true,\n",
       "}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var marker_a4e0ea2e2aa82ee8d0925d2cee9809f2 = L.marker(\n",
       "                [48.4647, 35.0462],\n",
       "                {\n",
       "}\n",
       "            ).addTo(map_26bdae64dd07f9c3da971b96ee184574);\n",
       "        \n",
       "    \n",
       "            var icon_3827359461857bfcdf44d14a651f6f5e = L.AwesomeMarkers.icon(\n",
       "                {\n",
       "  &quot;markerColor&quot;: &quot;orange&quot;,\n",
       "  &quot;iconColor&quot;: &quot;white&quot;,\n",
       "  &quot;icon&quot;: &quot;triangle-exclamation&quot;,\n",
       "  &quot;prefix&quot;: &quot;fa&quot;,\n",
       "  &quot;extraClasses&quot;: &quot;fa-rotate-0&quot;,\n",
       "}\n",
       "            );\n",
       "            marker_a4e0ea2e2aa82ee8d0925d2cee9809f2.setIcon(icon_3827359461857bfcdf44d14a651f6f5e);\n",
       "        \n",
       "    \n",
       "            marker_a4e0ea2e2aa82ee8d0925d2cee9809f2.bindTooltip(\n",
       "                `&lt;div style=&quot;width:200px; height:200px&quot;&gt;\n",
       "                     \n",
       "            &lt;div style=&quot;max-width: 2000px; white-space: normal;&quot;&gt;\n",
       "                &lt;b&gt;Location:&lt;/b&gt; Dnipro, Ukraine&lt;br&gt;&lt;br&gt;\n",
       "                &lt;b&gt;Date:&lt;/b&gt; 2025-01-07 09:00:26+00:00&lt;br&gt;&lt;br&gt;\n",
       "                &lt;b&gt;Event Description:&lt;/b&gt; The FSB spy network was collecting information on international organization officials and volunteers in Dnipro as part of their operations.\n",
       "            &lt;/div&gt;\n",
       "        \n",
       "                 &lt;/div&gt;`,\n",
       "                {\n",
       "  &quot;sticky&quot;: true,\n",
       "}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var marker_910f22177fddf6ddcf0e77ce62f01db6 = L.marker(\n",
       "                [46.4825, 30.7233],\n",
       "                {\n",
       "}\n",
       "            ).addTo(map_26bdae64dd07f9c3da971b96ee184574);\n",
       "        \n",
       "    \n",
       "            var icon_21399092c12556fdbb2e8b63bea38572 = L.AwesomeMarkers.icon(\n",
       "                {\n",
       "  &quot;markerColor&quot;: &quot;orange&quot;,\n",
       "  &quot;iconColor&quot;: &quot;white&quot;,\n",
       "  &quot;icon&quot;: &quot;triangle-exclamation&quot;,\n",
       "  &quot;prefix&quot;: &quot;fa&quot;,\n",
       "  &quot;extraClasses&quot;: &quot;fa-rotate-0&quot;,\n",
       "}\n",
       "            );\n",
       "            marker_910f22177fddf6ddcf0e77ce62f01db6.setIcon(icon_21399092c12556fdbb2e8b63bea38572);\n",
       "        \n",
       "    \n",
       "            marker_910f22177fddf6ddcf0e77ce62f01db6.bindTooltip(\n",
       "                `&lt;div style=&quot;width:200px; height:200px&quot;&gt;\n",
       "                     \n",
       "            &lt;div style=&quot;max-width: 2000px; white-space: normal;&quot;&gt;\n",
       "                &lt;b&gt;Location:&lt;/b&gt; Odessa, Ukraine&lt;br&gt;&lt;br&gt;\n",
       "                &lt;b&gt;Date:&lt;/b&gt; 2025-01-07 09:00:26+00:00&lt;br&gt;&lt;br&gt;\n",
       "                &lt;b&gt;Event Description:&lt;/b&gt; The FSB spy network was collecting information on international organization officials and volunteers in Odessa as part of their operations.\n",
       "            &lt;/div&gt;\n",
       "        \n",
       "                 &lt;/div&gt;`,\n",
       "                {\n",
       "  &quot;sticky&quot;: true,\n",
       "}\n",
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       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1202b3b60>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "build_map(geolocated_events)"
   ]
  }
 ],
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