driver info with lore

api_playground.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 10,
    "id": "b7d2515e",
    "metadata": {},
    "outputs": [
@@ -32,74 +32,6 @@
     "# FastF1"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "a2ee421b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "core           INFO \tLoading data for Miami Grand Prix - Sprint Qualifying [v3.5.3]\n",
-      "req            INFO \tUsing cached data for session_info\n",
-      "req            INFO \tUsing cached data for driver_info\n",
-      "core        WARNING \tSprint Qualifying is not supported by Ergast! Limited results are calculated from timing data.\n",
-      "req            INFO \tUsing cached data for session_status_data\n",
-      "req            INFO \tUsing cached data for track_status_data\n",
-      "req            INFO \tUsing cached data for _extended_timing_data\n",
-      "req            INFO \tUsing cached data for timing_app_data\n",
-      "core           INFO \tProcessing timing data...\n",
-      "req            INFO \tUsing cached data for weather_data\n",
-      "req            INFO \tUsing cached data for race_control_messages\n",
-      "core           INFO \tFinished loading data for 20 drivers: ['12', '81', '4', '1', '63', '16', '44', '23', '6', '14', '27', '31', '10', '30', '55', '18', '7', '22', '5', '87']\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "   DriverNumber BroadcastName Abbreviation DriverId         TeamName  \\\n",
-      "12           12   K ANTONELLI          ANT                  Mercedes   \n",
-      "81           81     O PIASTRI          PIA                   McLaren   \n",
-      "4             4      L NORRIS          NOR                   McLaren   \n",
-      "1             1  M VERSTAPPEN          VER           Red Bull Racing   \n",
-      "63           63     G RUSSELL          RUS                  Mercedes   \n",
-      "\n",
-      "   TeamColor TeamId FirstName    LastName        FullName  ... CountryCode  \\\n",
-      "12    27F4D2             Kimi   Antonelli  Kimi Antonelli  ...               \n",
-      "81    FF8000            Oscar     Piastri   Oscar Piastri  ...               \n",
-      "4     FF8000            Lando      Norris    Lando Norris  ...               \n",
-      "1     3671C6              Max  Verstappen  Max Verstappen  ...               \n",
-      "63    27F4D2           George     Russell  George Russell  ...               \n",
-      "\n",
-      "   Position  ClassifiedPosition GridPosition                     Q1  \\\n",
-      "12      1.0                              NaN 0 days 00:01:27.858000   \n",
-      "81      2.0                              NaN 0 days 00:01:27.951000   \n",
-      "4       3.0                              NaN 0 days 00:01:27.890000   \n",
-      "1       4.0                              NaN 0 days 00:01:27.953000   \n",
-      "63      5.0                              NaN 0 days 00:01:27.688000   \n",
-      "\n",
-      "                       Q2                     Q3 Time Status Points  \n",
-      "12 0 days 00:01:27.384000 0 days 00:01:26.482000  NaT           NaN  \n",
-      "81 0 days 00:01:27.354000 0 days 00:01:26.527000  NaT           NaN  \n",
-      "4  0 days 00:01:27.109000 0 days 00:01:26.582000  NaT           NaN  \n",
-      "1  0 days 00:01:27.245000 0 days 00:01:26.737000  NaT           NaN  \n",
-      "63 0 days 00:01:27.666000 0 days 00:01:26.791000  NaT           NaN  \n",
-      "\n",
-      "[5 rows x 21 columns]\n"
-     ]
-    }
-   ],
-   "source": [
-    "session = fastf1.get_session(2025, \"Miami\", \"sprint qualifying\")\n",
-    "session.load(telemetry=False)\n",
-    "results = session.results\n",
-    "print(results.head())\n",
-    "#df = results[[\"DriverNumber\", \"Abbreviation\", \"FullName\", \"Position\", \"ClassifiedPosition\", \"GridPosition\", \"Points\", \"Status\", \"Q1\", \"Q2\", \"Q3\"]]"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -110,17 +42,18 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "core           INFO \tLoading data for Japanese Grand Prix - Practice 1 [v3.5.3]\n",
+      "core           INFO \tLoading data for Japanese Grand Prix - Race [v3.5.3]\n",
       "req            INFO \tUsing cached data for session_info\n",
       "req            INFO \tUsing cached data for driver_info\n",
       "req            INFO \tUsing cached data for session_status_data\n",
+      "req            INFO \tUsing cached data for lap_count\n",
       "req            INFO \tUsing cached data for track_status_data\n",
       "req            INFO \tUsing cached data for _extended_timing_data\n",
       "req            INFO \tUsing cached data for timing_app_data\n",
       "core           INFO \tProcessing timing data...\n",
       "req            INFO \tUsing cached data for weather_data\n",
       "req            INFO \tUsing cached data for race_control_messages\n",
-      "core           INFO \tFinished loading data for 20 drivers: ['1', '4', '5', '6', '10', '12', '14', '16', '18', '22', '23', '27', '30', '31', '44', '55', '62', '63', '81', '87']\n"
+      "core           INFO \tFinished loading data for 20 drivers: ['1', '4', '81', '16', '63', '12', '44', '6', '23', '87', '14', '22', '10', '55', '7', '27', '30', '31', '5', '18']\n"
      ]
     },
     {
@@ -129,423 +62,33 @@
      "text": [
       "{'Abbreviation': 'VER',\n",
       " 'BroadcastName': 'M VERSTAPPEN',\n",
-      " 'ClassifiedPosition': '',\n",
+      " 'ClassifiedPosition': '1',\n",
       " 'CountryCode': '',\n",
       " 'DriverId': 'max_verstappen',\n",
       " 'DriverNumber': '1',\n",
       " 'FirstName': 'Max',\n",
       " 'FullName': 'Max Verstappen',\n",
-      " 'GridPosition': nan,\n",
+      " 'GridPosition': 1.0,\n",
       " 'HeadshotUrl': 'https://media.formula1.com/d_driver_fallback_image.png/content/dam/fom-website/drivers/M/MAXVER01_Max_Verstappen/maxver01.png.transform/1col/image.png',\n",
       " 'LastName': 'Verstappen',\n",
-      " 'Points': nan,\n",
-      " 'Position': nan,\n",
+      " 'Points': 25.0,\n",
+      " 'Position': 1.0,\n",
       " 'Q1': NaT,\n",
       " 'Q2': NaT,\n",
       " 'Q3': NaT,\n",
-      " 'Status': '',\n",
+      " 'Status': 'Finished',\n",
       " 'TeamColor': '3671C6',\n",
       " 'TeamId': 'red_bull',\n",
       " 'TeamName': 'Red Bull Racing',\n",
-      " 'Time': NaT}\n"
+      " 'Time': Timedelta('0 days 01:22:06.983000')}\n"
      ]
     }
    ],
    "source": [
-    "session = fastf1.get_session(2025, 3, \"FP1\")\n",
+    "session = fastf1.get_session(2025, 3, \"R\")\n",
     "session.load(telemetry=False)\n",
-    "driver_info = session.get_driver(\"VER\").to_dict()\n",
-    "pprint(driver_info)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "e6de8707",
-   "metadata": {},
-   "outputs": [
-    {
-     "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>position</th>\n",
-       "      <th>positionText</th>\n",
-       "      <th>points</th>\n",
-       "      <th>wins</th>\n",
-       "      <th>driverId</th>\n",
-       "      <th>driverNumber</th>\n",
-       "      <th>driverCode</th>\n",
-       "      <th>driverUrl</th>\n",
-       "      <th>givenName</th>\n",
-       "      <th>familyName</th>\n",
-       "      <th>dateOfBirth</th>\n",
-       "      <th>driverNationality</th>\n",
-       "      <th>constructorIds</th>\n",
-       "      <th>constructorUrls</th>\n",
-       "      <th>constructorNames</th>\n",
-       "      <th>constructorNationalities</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>575.0</td>\n",
-       "      <td>19</td>\n",
-       "      <td>max_verstappen</td>\n",
-       "      <td>33</td>\n",
-       "      <td>VER</td>\n",
-       "      <td>http://en.wikipedia.org/wiki/Max_Verstappen</td>\n",
-       "      <td>Max</td>\n",
-       "      <td>Verstappen</td>\n",
-       "      <td>1997-09-30</td>\n",
-       "      <td>Dutch</td>\n",
-       "      <td>[red_bull]</td>\n",
-       "      <td>[http://en.wikipedia.org/wiki/Red_Bull_Racing]</td>\n",
-       "      <td>[Red Bull]</td>\n",
-       "      <td>[Austrian]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>285.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>perez</td>\n",
-       "      <td>11</td>\n",
-       "      <td>PER</td>\n",
-       "      <td>http://en.wikipedia.org/wiki/Sergio_P%C3%A9rez</td>\n",
-       "      <td>Sergio</td>\n",
-       "      <td>Pérez</td>\n",
-       "      <td>1990-01-26</td>\n",
-       "      <td>Mexican</td>\n",
-       "      <td>[red_bull]</td>\n",
-       "      <td>[http://en.wikipedia.org/wiki/Red_Bull_Racing]</td>\n",
-       "      <td>[Red Bull]</td>\n",
-       "      <td>[Austrian]</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   position positionText  points  wins        driverId  driverNumber  \\\n",
-       "0         1            1   575.0    19  max_verstappen            33   \n",
-       "1         2            2   285.0     2           perez            11   \n",
-       "\n",
-       "  driverCode                                       driverUrl givenName  \\\n",
-       "0        VER     http://en.wikipedia.org/wiki/Max_Verstappen       Max   \n",
-       "1        PER  http://en.wikipedia.org/wiki/Sergio_P%C3%A9rez    Sergio   \n",
-       "\n",
-       "   familyName dateOfBirth driverNationality constructorIds  \\\n",
-       "0  Verstappen  1997-09-30             Dutch     [red_bull]   \n",
-       "1       Pérez  1990-01-26           Mexican     [red_bull]   \n",
-       "\n",
-       "                                  constructorUrls constructorNames  \\\n",
-       "0  [http://en.wikipedia.org/wiki/Red_Bull_Racing]       [Red Bull]   \n",
-       "1  [http://en.wikipedia.org/wiki/Red_Bull_Racing]       [Red Bull]   \n",
-       "\n",
-       "  constructorNationalities  \n",
-       "0               [Austrian]  \n",
-       "1               [Austrian]  "
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ergastandings = fastf1.ergast.Ergast()\n",
-    "driver_standings = ergastandings.get_driver_standings(2023).content[0]\n",
-    "driver_standings.head(2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "id": "feeb4592",
-   "metadata": {},
-   "outputs": [
-    {
-     "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>position</th>\n",
-       "      <th>positionText</th>\n",
-       "      <th>points</th>\n",
-       "      <th>wins</th>\n",
-       "      <th>constructorId</th>\n",
-       "      <th>constructorUrl</th>\n",
-       "      <th>constructorName</th>\n",
-       "      <th>constructorNationality</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>362.0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>mclaren</td>\n",
-       "      <td>http://en.wikipedia.org/wiki/McLaren</td>\n",
-       "      <td>McLaren</td>\n",
-       "      <td>British</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>165.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>ferrari</td>\n",
-       "      <td>http://en.wikipedia.org/wiki/Scuderia_Ferrari</td>\n",
-       "      <td>Ferrari</td>\n",
-       "      <td>Italian</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>159.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>mercedes</td>\n",
-       "      <td>http://en.wikipedia.org/wiki/Mercedes-Benz_in_...</td>\n",
-       "      <td>Mercedes</td>\n",
-       "      <td>German</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>144.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>red_bull</td>\n",
-       "      <td>http://en.wikipedia.org/wiki/Red_Bull_Racing</td>\n",
-       "      <td>Red Bull</td>\n",
-       "      <td>Austrian</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>54.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>williams</td>\n",
-       "      <td>http://en.wikipedia.org/wiki/Williams_Grand_Pr...</td>\n",
-       "      <td>Williams</td>\n",
-       "      <td>British</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>6</td>\n",
-       "      <td>6</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>rb</td>\n",
-       "      <td>http://en.wikipedia.org/wiki/RB_Formula_One_Team</td>\n",
-       "      <td>RB F1 Team</td>\n",
-       "      <td>Italian</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>26.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>haas</td>\n",
-       "      <td>http://en.wikipedia.org/wiki/Haas_F1_Team</td>\n",
-       "      <td>Haas F1 Team</td>\n",
-       "      <td>American</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>8</td>\n",
-       "      <td>8</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>sauber</td>\n",
-       "      <td>http://en.wikipedia.org/wiki/Sauber_Motorsport</td>\n",
-       "      <td>Sauber</td>\n",
-       "      <td>Swiss</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>9</td>\n",
-       "      <td>9</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>aston_martin</td>\n",
-       "      <td>http://en.wikipedia.org/wiki/Aston_Martin_in_F...</td>\n",
-       "      <td>Aston Martin</td>\n",
-       "      <td>British</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>10</td>\n",
-       "      <td>10</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>alpine</td>\n",
-       "      <td>http://en.wikipedia.org/wiki/Alpine_F1_Team</td>\n",
-       "      <td>Alpine F1 Team</td>\n",
-       "      <td>French</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   position positionText  points  wins constructorId  \\\n",
-       "0         1            1   362.0     7       mclaren   \n",
-       "1         2            2   165.0     0       ferrari   \n",
-       "2         3            3   159.0     0      mercedes   \n",
-       "3         4            4   144.0     2      red_bull   \n",
-       "4         5            5    54.0     0      williams   \n",
-       "5         6            6    28.0     0            rb   \n",
-       "6         7            7    26.0     0          haas   \n",
-       "7         8            8    16.0     0        sauber   \n",
-       "8         9            9    16.0     0  aston_martin   \n",
-       "9        10           10    11.0     0        alpine   \n",
-       "\n",
-       "                                      constructorUrl constructorName  \\\n",
-       "0               http://en.wikipedia.org/wiki/McLaren         McLaren   \n",
-       "1      http://en.wikipedia.org/wiki/Scuderia_Ferrari         Ferrari   \n",
-       "2  http://en.wikipedia.org/wiki/Mercedes-Benz_in_...        Mercedes   \n",
-       "3       http://en.wikipedia.org/wiki/Red_Bull_Racing        Red Bull   \n",
-       "4  http://en.wikipedia.org/wiki/Williams_Grand_Pr...        Williams   \n",
-       "5   http://en.wikipedia.org/wiki/RB_Formula_One_Team      RB F1 Team   \n",
-       "6          http://en.wikipedia.org/wiki/Haas_F1_Team    Haas F1 Team   \n",
-       "7     http://en.wikipedia.org/wiki/Sauber_Motorsport          Sauber   \n",
-       "8  http://en.wikipedia.org/wiki/Aston_Martin_in_F...    Aston Martin   \n",
-       "9        http://en.wikipedia.org/wiki/Alpine_F1_Team  Alpine F1 Team   \n",
-       "\n",
-       "  constructorNationality  \n",
-       "0                British  \n",
-       "1                Italian  \n",
-       "2                 German  \n",
-       "3               Austrian  \n",
-       "4                British  \n",
-       "5                Italian  \n",
-       "6               American  \n",
-       "7                  Swiss  \n",
-       "8                British  \n",
-       "9                 French  "
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ergastandings = fastf1.ergast.Ergast()\n",
-    "constructor_standings = ergastandings.get_constructor_standings(2025).content[0]\n",
-    "constructor_standings.head(10)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "32f180c1",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "req         WARNING \tDEFAULT CACHE ENABLED! (173.47 MB) /home/arre/.cache/fastf1\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "RoundNumber                              1\n",
-      "Country                          Australia\n",
-      "Location                         Melbourne\n",
-      "OfficialEventName                         \n",
-      "EventDate              2007-03-18 03:00:00\n",
-      "EventName            Australian Grand Prix\n",
-      "EventFormat                   conventional\n",
-      "Session1                        Practice 1\n",
-      "Session1Date                          None\n",
-      "Session1DateUtc        2007-03-16 00:00:00\n",
-      "Session2                        Practice 2\n",
-      "Session2Date                          None\n",
-      "Session2DateUtc        2007-03-16 00:00:00\n",
-      "Session3                        Practice 3\n",
-      "Session3Date                          None\n",
-      "Session3DateUtc        2007-03-17 00:00:00\n",
-      "Session4                        Qualifying\n",
-      "Session4Date                          None\n",
-      "Session4DateUtc        2007-03-17 00:00:00\n",
-      "Session5                              Race\n",
-      "Session5Date                          None\n",
-      "Session5DateUtc        2007-03-18 03:00:00\n",
-      "F1ApiSupport                         False\n",
-      "Name: 0, dtype: object\n",
-      "Season calendar:\n",
-      "Round 1 : Australian Grand Prix - Melbourne, Australia (2007-03-16 - 2007-03-18)\n",
-      "Round 2 : Malaysian Grand Prix - Kuala Lumpur, Malaysia (2007-04-06 - 2007-04-08)\n",
-      "Round 3 : Bahrain Grand Prix - Sakhir, Bahrain (2007-04-13 - 2007-04-15)\n",
-      "Round 4 : Spanish Grand Prix - Montmeló, Spain (2007-05-11 - 2007-05-13)\n",
-      "Round 5 : Monaco Grand Prix - Monte-Carlo, Monaco (2007-05-25 - 2007-05-27)\n",
-      "Round 6 : Canadian Grand Prix - Montreal, Canada (2007-06-08 - 2007-06-10)\n",
-      "Round 7 : United States Grand Prix - Indianapolis, USA (2007-06-15 - 2007-06-17)\n",
-      "Round 8 : French Grand Prix - Magny Cours, France (2007-06-29 - 2007-07-01)\n",
-      "Round 9 : British Grand Prix - Silverstone, UK (2007-07-06 - 2007-07-08)\n",
-      "Round 10 : European Grand Prix - Nürburg, Germany (2007-07-20 - 2007-07-22)\n",
-      "Round 11 : Hungarian Grand Prix - Budapest, Hungary (2007-08-03 - 2007-08-05)\n",
-      "Round 12 : Turkish Grand Prix - Istanbul, Turkey (2007-08-24 - 2007-08-26)\n",
-      "Round 13 : Italian Grand Prix - Monza, Italy (2007-09-07 - 2007-09-09)\n",
-      "Round 14 : Belgian Grand Prix - Spa, Belgium (2007-09-14 - 2007-09-16)\n",
-      "Round 15 : Japanese Grand Prix - Oyama, Japan (2007-09-28 - 2007-09-30)\n",
-      "Round 16 : Chinese Grand Prix - Shanghai, China (2007-10-05 - 2007-10-07)\n",
-      "Round 17 : Brazilian Grand Prix - São Paulo, Brazil (2007-10-19 - 2007-10-21)\n"
-     ]
-    }
-   ],
-   "source": [
-    "schedule = fastf1.get_event_schedule(2007)\n",
-    "print(schedule.iloc[0])\n",
-    "print(parse_season_calendar(schedule))"
+    "circuit_info = session.get_circuit_info()\n",
+    "pprint(circuit_info)"
    ]
   },
   {

app.py

@@ -7,7 +7,8 @@ from utils.constants import (
     CONSTRUCTOR_NAMES,
     CURRENT_YEAR,
     AVAILABLE_SESSION_TYPES,
-    DROPDOWN_SESSION_TYPES
+    DROPDOWN_SESSION_TYPES,
+    DRIVER_DETAILS
 )
 
 iface_driver_championship_standings = gr.Interface(
@@ -79,6 +80,15 @@ iface_session_results = gr.Interface(
     description="Get the session results for the given Grand Prix"
 )
 
+iface_driver_info = gr.Interface(
+    fn=tools.get_driver_info,
+    inputs=[
+        gr.Dropdown(label="Driver", choices=DRIVER_NAMES)
+    ],
+    outputs="text",
+    title="Driver Info",
+    description="Get personal information about a driver"
+)
 
 named_interfaces = {
     "Driver Championship Standings": iface_driver_championship_standings,
@@ -86,7 +96,8 @@ named_interfaces = {
     "Event Info": iface_event_info,
     "Season Calendar": iface_season_calendar,
     "Track Visualizations": iface_track_visualization,
-    "Session Results": iface_session_results
+    "Session Results": iface_session_results,
+    "Driver Info": iface_driver_info
 }
 
 # Tab names and interfaces

assets/driver_details.json

@@ -0,0 +1,122 @@
+{
+  "Max Verstappen": {
+    "birth_date": "1997-09-30",
+    "number": 1,
+    "team": "Red Bull Racing",
+    "nationality": "🇳🇱 Netherlands"
+  },
+  "Liam Lawson": {
+    "birth_date": "2002-02-11",
+    "number": 30,
+    "team": "Red Bull Racing",
+    "nationality": "🇳🇿 New Zealand"
+  },
+  "Charles Leclerc": {
+    "birth_date": "1997-10-16",
+    "number": 16,
+    "team": "Ferrari",
+    "nationality": "🇲🇨 Monaco"
+  },
+  "Lewis Hamilton": {
+    "birth_date": "1985-01-07",
+    "number": 44,
+    "team": "Ferrari",
+    "nationality": "🇬🇧 United Kingdom"
+  },
+  "George Russell": {
+    "birth_date": "1998-02-15",
+    "number": 63,
+    "team": "Mercedes",
+    "nationality": "🇬🇧 United Kingdom"
+  },
+  "Andrea Kimi Antonelli": {
+    "birth_date": "2006-08-25",
+    "number": 12,
+    "team": "Mercedes",
+    "nationality": "🇮🇹 Italy"
+  },
+  "Lando Norris": {
+    "birth_date": "1999-11-13",
+    "number": 4,
+    "team": "McLaren",
+    "nationality": "🇬🇧 United Kingdom"
+  },
+  "Oscar Piastri": {
+    "birth_date": "2001-04-06",
+    "number": 81,
+    "team": "McLaren",
+    "nationality": "🇦🇺 Australia"
+  },
+  "Fernando Alonso": {
+    "birth_date": "1981-07-29",
+    "number": 14,
+    "team": "Aston Martin",
+    "nationality": "🇪🇸 Spain"
+  },
+  "Lance Stroll": {
+    "birth_date": "1998-10-29",
+    "number": 18,
+    "team": "Aston Martin",
+    "nationality": "🇨🇦 Canada"
+  },
+  "Pierre Gasly": {
+    "birth_date": "1996-02-07",
+    "number": 10,
+    "team": "Alpine",
+    "nationality": "🇫🇷 France"
+  },
+  "Jack Doohan": {
+    "birth_date": "2003-01-20",
+    "number": 7,
+    "team": "Alpine",
+    "nationality": "🇦🇺 Australia"
+  },
+  "Esteban Ocon": {
+    "birth_date": "1996-09-17",
+    "number": 31,
+    "team": "Haas",
+    "nationality": "🇫🇷 France"
+  },
+  "Oliver Bearman": {
+    "birth_date": "2005-05-08",
+    "number": 87,
+    "team": "Haas",
+    "nationality": "🇬🇧 United Kingdom"
+  },
+  "Yuki Tsunoda": {
+    "birth_date": "2000-05-11",
+    "number": 22,
+    "team": "Racing Bulls",
+    "nationality": "🇯🇵 Japan"
+  },
+  "Isack Hadjar": {
+    "birth_date": "2004-09-28",
+    "number": 6,
+    "team": "Racing Bulls",
+    "nationality": "🇫🇷 France"
+  },
+  "Alexander Albon": {
+    "birth_date": "1996-03-23",
+    "number": 23,
+    "team": "Williams",
+    "nationality": "🇹🇭 Thailand"
+  },
+  "Carlos Sainz Jr": {
+    "birth_date": "1994-09-01",
+    "number": 55,
+    "team": "Williams",
+    "nationality": "🇪🇸 Spain"
+  },
+  "Nico Hülkenberg": {
+    "birth_date": "1987-08-19",
+    "number": 27,
+    "team": "Kick Sauber",
+    "nationality": "🇩🇪 Germany"
+  },
+  "Gabriel Bortoleto": {
+    "birth_date": "2004-10-14",
+    "number": 5,
+    "team": "Kick Sauber",
+    "nationality": "🇧🇷 Brazil"
+  }
+}

assets/driver_details_with_summaries.json

@@ -0,0 +1,142 @@
+{
+  "Max Verstappen": {
+    "birth_date": "1997-09-30",
+    "number": 1,
+    "team": "Red Bull Racing",
+    "nationality": "🇳🇱 Netherlands",
+    "summary": "Son of former F1 driver Jos Verstappen, Max was destined for racing greatness from a young age. He made history by becoming the youngest F1 driver at 17 and the youngest race winner at 18. His aggressive yet calculated driving style has earned him multiple World Championships with Red Bull Racing, making him one of the most dominant drivers in the sport's history."
+  },
+  "Liam Lawson": {
+    "birth_date": "2002-02-11",
+    "number": 30,
+    "team": "Red Bull Racing",
+    "nationality": "🇳🇿 New Zealand",
+    "summary": "Hailing from New Zealand, Lawson quickly rose through the ranks of single-seater racing, impressing in Formula 2 and DTM. His composed performances as a reserve driver for Red Bull earned him a race seat, showcasing his ability to adapt quickly to different racing disciplines and challenging conditions."
+  },
+  "Charles Leclerc": {
+    "birth_date": "1997-10-16",
+    "number": 16,
+    "team": "Ferrari",
+    "nationality": "🇲🇨 Monaco",
+    "summary": "A product of the Ferrari Driver Academy, Leclerc's journey to F1 was marked by personal tragedy and triumph. The Monegasque driver won back-to-back championships in GP3 and F2 before joining Sauber and then Ferrari. Known for his qualifying pace and racecraft, he became Ferrari's leading driver and a consistent championship contender."
+  },
+  "Lewis Hamilton": {
+    "birth_date": "1985-01-07",
+    "number": 44,
+    "team": "Ferrari",
+    "nationality": "🇬🇧 United Kingdom",
+    "summary": "One of the most successful drivers in F1 history, Hamilton's journey began in karting where he was signed by McLaren at age 13. The seven-time world champion made history as the first black driver in F1 and holds numerous records, including most race wins and pole positions. His move to Ferrari in 2025 marked a new chapter in his legendary career."
+  },
+  "George Russell": {
+    "birth_date": "1998-02-15",
+    "number": 63,
+    "team": "Mercedes",
+    "nationality": "🇬🇧 United Kingdom",
+    "summary": "Dubbed 'Mr. Saturday' for his exceptional qualifying performances, Russell's path to F1 was paved with success in junior categories, including winning the GP3 and F2 championships in consecutive years. After impressing at Williams, he earned a Mercedes seat, where he continues to showcase his speed and racecraft against the sport's best."
+  },
+  "Andrea Kimi Antonelli": {
+    "birth_date": "2006-08-25",
+    "number": 12,
+    "team": "Mercedes",
+    "nationality": "🇮🇹 Italy",
+    "summary": "The youngest driver on the grid, Antonelli is one of the most exciting prospects in motorsport. After dominating the junior categories with multiple championships, he made an early jump to F1 with Mercedes, skipping F2. His rapid progression and natural talent have drawn comparisons to Max Verstappen's meteoric rise in the sport."
+  },
+  "Lando Norris": {
+    "birth_date": "1999-11-13",
+    "number": 4,
+    "team": "McLaren",
+    "nationality": "🇬🇧 United Kingdom",
+    "summary": "Known for his charismatic personality and raw speed, Norris rose through the ranks of karting and single-seaters before joining McLaren. The British driver has developed into one of F1's brightest talents, known for his consistency, racecraft, and entertaining social media presence. His performances have made him a fan favorite and a future championship contender."
+  },
+  "Oscar Piastri": {
+    "birth_date": "2001-04-06",
+    "number": 81,
+    "team": "McLaren",
+    "nationality": "🇦🇺 Australia",
+    "summary": "The Australian sensation made history by winning three consecutive junior championships (Formula Renault, F3, and F2) before his F1 debut. After a year on the sidelines as Alpine's reserve driver, Piastri joined McLaren where he quickly established himself as one of the grid's most promising talents, known for his technical feedback and race intelligence."
+  },
+  "Fernando Alonso": {
+    "birth_date": "1981-07-29",
+    "number": 14,
+    "team": "Aston Martin",
+    "nationality": "🇪🇸 Spain",
+    "summary": "A two-time World Champion, Alonso is known for his incredible racecraft and fierce determination. The Spaniard made his F1 debut with Minardi in 2001 before winning back-to-back titles with Renault. His career has seen him race for top teams including Ferrari and McLaren, and he continues to be one of the most respected and experienced drivers on the grid with Aston Martin."
+  },
+  "Lance Stroll": {
+    "birth_date": "1998-10-29",
+    "number": 18,
+    "team": "Aston Martin",
+    "nationality": "🇨🇦 Canada",
+    "summary": "The son of billionaire Lawrence Stroll, Lance has worked hard to prove himself beyond his family connections. After winning the European F3 championship, he made history as the first Canadian to take an F1 podium in the wet at Baku 2017. His smooth driving style and wet-weather prowess have earned him respect in the paddock."
+  },
+  "Pierre Gasly": {
+    "birth_date": "1996-02-07",
+    "number": 10,
+    "team": "Alpine",
+    "nationality": "🇫🇷 France",
+    "summary": "Gasly's journey to F1 was marked by success in junior categories, including winning the 2016 GP2 championship. After a challenging stint at Red Bull, he found his stride at AlphaTauri, securing a memorable victory at Monza in 2020. The Frenchman is known for his emotional personality and strong work ethic."
+  },
+  "Jack Doohan": {
+    "birth_date": "2003-01-20",
+    "number": 7,
+    "team": "Alpine",
+    "nationality": "🇦🇺 Australia",
+    "summary": "Son of motorcycle legend Mick Doohan, Jack has carved his own path in four-wheel racing. The Australian impressed in F2 with multiple race wins and pole positions before earning his F1 debut with Alpine. Known for his technical feedback and smooth driving style, he represents the next generation of Australian racing talent."
+  },
+  "Esteban Ocon": {
+    "birth_date": "1996-09-17",
+    "number": 31,
+    "team": "Haas",
+    "nationality": "🇫🇷 France",
+    "summary": "Ocon's journey to F1 was marked by financial challenges before catching the eye of Mercedes' junior program. After winning the 2015 GP3 series and serving as a reserve driver, he made his debut with Manor Racing. The Frenchman is known for his consistency, racecraft, and memorable battles with teammate Sergio Perez during their Force India days."
+  },
+  "Oliver Bearman": {
+    "birth_date": "2005-05-08",
+    "number": 87,
+    "team": "Haas",
+    "nationality": "🇬🇧 United Kingdom",
+    "summary": "One of the youngest drivers on the grid, Bearman made a name for himself with dominant performances in Italian F4 and Formula 3. The British driver's rapid progression through the junior categories earned him a spot in Ferrari's Driver Academy and a race seat with Haas. His technical understanding and mature approach belie his young age."
+  },
+  "Yuki Tsunoda": {
+    "birth_date": "2000-05-11",
+    "number": 22,
+    "team": "Racing Bulls",
+    "nationality": "🇯🇵 Japan",
+    "summary": "The first Japanese driver in F1 since 2014, Tsunoda's rapid rise through the ranks was supported by Honda's young driver program. After finishing third in F2, he made his F1 debut with AlphaTauri. Known for his aggressive driving style and passionate radio messages, Tsunoda has developed into a consistent points scorer for Racing Bulls."
+  },
+  "Isack Hadjar": {
+    "birth_date": "2004-09-28",
+    "number": 6,
+    "team": "Racing Bulls",
+    "nationality": "🇫🇷 France",
+    "summary": "Hadjar emerged as one of the most exciting young talents in junior single-seater racing, impressing in F3 before moving up to F2. The French-Algerian driver's smooth driving style and natural speed earned him a spot in Red Bull's junior program. His rapid adaptation to different racing categories has marked him as a future star."
+  },
+  "Alexander Albon": {
+    "birth_date": "1996-03-23",
+    "number": 23,
+    "team": "Williams",
+    "nationality": "🇹🇭 Thailand",
+    "summary": "Born to a British father and Thai mother, Albon's journey to F1 included being dropped by Red Bull's junior program before fighting his way back through GP3 and F2. After strong performances with Toro Rosso and Red Bull, he found a home at Williams where his consistent point-scoring has made him team leader. His smooth driving style and technical feedback are among his greatest strengths."
+  },
+  "Carlos Sainz Jr": {
+    "birth_date": "1994-09-01",
+    "number": 55,
+    "team": "Williams",
+    "nationality": "🇪🇸 Spain",
+    "summary": "Son of rally legend Carlos Sainz, the Spaniard has forged his own successful career in F1. After learning his craft at Toro Rosso, he impressed at Renault, McLaren, and Ferrari before moving to Williams. Known for his consistency and intelligence behind the wheel, Sainz is regarded as one of the most complete drivers on the grid."
+  },
+  "Nico Hülkenberg": {
+    "birth_date": "1987-08-19",
+    "number": 27,
+    "team": "Kick Sauber",
+    "nationality": "🇩🇪 Germany",
+    "summary": "The experienced German driver holds the record for most F1 starts without a podium. After winning titles in A1GP and GP2, Hülkenberg made his F1 debut with Williams in 2010. Known for his qualifying prowess and technical feedback, he returned to F1 with Haas before moving to Kick Sauber, bringing valuable experience to the team."
+  },
+  "Gabriel Bortoleto": {
+    "birth_date": "2004-10-14",
+    "number": 5,
+    "team": "Kick Sauber",
+    "nationality": "🇧🇷 Brazil",
+    "summary": "The latest Brazilian talent to reach F1, Bortoleto made waves by winning the 2023 F3 championship in dominant fashion. His smooth driving style and racecraft earned him a spot in the McLaren young driver program before securing a race seat with Kick Sauber. The young Brazilian carries the hopes of a nation that has produced legends like Senna, Piquet, and Massa."
+  }
+}

tools.py

@@ -2,10 +2,8 @@
 Here we implement the MCP tools
 
 Tools to implement
-- session result
 - driver info
 - compare drivers
-
 """
 
 import json
@@ -18,7 +16,10 @@ from fastf1.core import Session
 
 # Local modules
 from utils import parser_utils, track_utils
-from utils.constants import AVAILABLE_SESSION_TYPES
+from utils.constants import (
+    AVAILABLE_SESSION_TYPES,
+    DRIVER_DETAILS
+)
 
 # Custom types
 gp = Union[str, int]
@@ -127,6 +128,11 @@ def get_session_results(year: int, round: gp, session_type: session_type) -> pd.
         df[["Q1", "Q2", "Q3"]] = df[["Q1", "Q2", "Q3"]].apply(lambda x: x.dt.total_seconds().apply(lambda y: f"{int(y//60):02d}:{int(y%60):02d}.{int(y%1*1000):03d}" if pd.notna(y) else "-"))
         df = df[["Pos", "Name", "Q1", "Q2", "Q3"]]
     return df
+
+def get_driver_info(driver_name: str) -> str:
+    driver = DRIVER_DETAILS[driver_name]
+    driver_info_string = f"{driver_name} ({driver['birth_date']})\n{driver['team']} #{driver['number']}\n{driver['nationality']}\n\n{driver['summary']}"
+    return driver_info_string
     
 
 

utils/constants.py

@@ -1,6 +1,9 @@
 import json
 import datetime
 
+# Variables
+CURRENT_YEAR = datetime.datetime.now().year
+
 AVAILABLE_SESSION_TYPES = [
     "fp1", "fp2", "fp3", "q", "s", "ss", "sq", "r",
     "practice 1", "practice 2", "practice 3", "sprint",
@@ -13,12 +16,10 @@ DROPDOWN_SESSION_TYPES = [
     ]
 
 # Load in driver names
-with open("assets/driver_names.json") as f:
-    DRIVER_NAMES: list[str] = json.load(f)["drivers"]
+DRIVER_NAMES: list[str] = json.load(open("assets/driver_names.json"))["drivers"]
 
-# Load in constructor names
-with open("assets/constructors.json") as f:
-    CONSTRUCTOR_NAMES: list[str] = json.load(f)["constructors"]
+# Load in constructor team names
+CONSTRUCTOR_NAMES: list[str] = json.load(open("assets/constructors.json"))["constructors"]
 
-# Variables
-CURRENT_YEAR = datetime.datetime.now().year
+# Load in driver details
+DRIVER_DETAILS = json.load(open("assets/driver_details_with_summaries.json"))