{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "64f0fe5d",
   "metadata": {},
   "source": [
    "**43679 - Interactive Visualization**\n",
    "**2025 - 2026**\n",
    "*2nd semester*\n",
    "\n",
    "**Lab 01** - Task 0\n",
    "Exploring the value of Visualization to go beyond descriptive statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d9080704",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from ydata_profiling import ProfileReport\n",
    "import pyreadr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "64c538cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           event_id    user_id    repo_id                  timestamp  \\\n",
      "0  evt_d351e59b15fd  user_2432   repo_575           29/03/2025 17:26   \n",
      "1  evt_435c1b33622f  user_2017  repo_1112           01/07/2025 12:20   \n",
      "2  evt_758099c90286   user_930   repo_103  2025-01-30 02:26:34+00:00   \n",
      "3  evt_312809052420  user_1892   repo_988  2025-03-21 08:01:25-05:00   \n",
      "4  evt_0b2d75d29ec3  user_2793   repo_419  2025-02-28 18:22:51-05:00   \n",
      "\n",
      "         event_type lines_added lines_deleted files_changed dominant_language  \\\n",
      "0         pr_opened          40             2             3            Python   \n",
      "1            Commit           3            24             2                GO   \n",
      "2         pr_merged          13            12            11              Rust   \n",
      "3         pr_opened          28             6             3              C++    \n",
      "4   Review_comment           79             2             3               C++   \n",
      "\n",
      "  ci_status  ... time_to_ci_minutes build_duration_s tests_run tests_failed  \\\n",
      "0   SUCCESS  ...              13.38           493.98       115            8   \n",
      "1    FAILED  ...              16.86           107.57        90           14   \n",
      "2    failed  ...             448.32           193.38        92            6   \n",
      "3   SUCCESS  ...                NaN           498.92       177           12   \n",
      "4   failure  ...               1.14           162.55       113            9   \n",
      "\n",
      "  is_weekend pr_merge_time_hours label_is_high_quality exam_period  \\\n",
      "0          1                54.6                     0        true   \n",
      "1      False                 NaN                     0          No   \n",
      "2         No                68.6                 False       false   \n",
      "3          0                50.6                    No          No   \n",
      "4      false                 NaN                 False       false   \n",
      "\n",
      "  commit_message_length is_bot_user  \n",
      "0                  39.0      HUMAN   \n",
      "1                  65.0        Bot   \n",
      "2                  79.0       Human  \n",
      "3                   NaN         BOT  \n",
      "4                  48.0       human  \n",
      "\n",
      "[5 rows x 23 columns]\n"
     ]
    }
   ],
   "source": [
    "csv_path = 'dataset_D_git_classroom_activity_v2.csv'  # or D/E/F\n",
    "df = pd.read_csv(csv_path, dtype=str)\n",
    "\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8b5b7074",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "235ae862343743c189592812139566b2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "                                             |          | [  0%]   00:00 -> (? left)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Report sweetviz_report.html was generated! NOTEBOOK/COLAB USERS: the web browser MAY not pop up, regardless, the report IS saved in your notebook/colab files.\n"
     ]
    }
   ],
   "source": [
    "import sweetviz as sv\n",
    "report = sv.analyze(df)\n",
    "report.show_html(\"sweetviz_report.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f9192f8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import dtale\n",
    "d = dtale.show(df)\n",
    "d.open_browser()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6588c7d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6da981bddb8148c6b90b1e959bf69e81",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Summarize dataset:   0%|          | 0/5 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\Projects\\43679_InteractiveVis\\VI_Lab_01_EDA\\.venv\\Lib\\site-packages\\ydata_profiling\\model\\typeset_relations.py:118: FutureWarning:\n",
      "\n",
      "In a future version of pandas, parsing datetimes with mixed time zones will raise an error unless `utc=True`. Please specify `utc=True` to opt in to the new behaviour and silence this warning. To create a `Series` with mixed offsets and `object` dtype, please use `apply` and `datetime.datetime.strptime`\n",
      "\n",
      "d:\\Projects\\43679_InteractiveVis\\VI_Lab_01_EDA\\.venv\\Lib\\site-packages\\ydata_profiling\\model\\typeset_relations.py:118: FutureWarning:\n",
      "\n",
      "In a future version of pandas, parsing datetimes with mixed time zones will raise an error unless `utc=True`. Please specify `utc=True` to opt in to the new behaviour and silence this warning. To create a `Series` with mixed offsets and `object` dtype, please use `apply` and `datetime.datetime.strptime`\n",
      "\n",
      "d:\\Projects\\43679_InteractiveVis\\VI_Lab_01_EDA\\.venv\\Lib\\site-packages\\ydata_profiling\\model\\typeset_relations.py:118: FutureWarning:\n",
      "\n",
      "In a future version of pandas, parsing datetimes with mixed time zones will raise an error unless `utc=True`. Please specify `utc=True` to opt in to the new behaviour and silence this warning. To create a `Series` with mixed offsets and `object` dtype, please use `apply` and `datetime.datetime.strptime`\n",
      "\n",
      "d:\\Projects\\43679_InteractiveVis\\VI_Lab_01_EDA\\.venv\\Lib\\site-packages\\ydata_profiling\\model\\typeset_relations.py:118: FutureWarning:\n",
      "\n",
      "In a future version of pandas, parsing datetimes with mixed time zones will raise an error unless `utc=True`. Please specify `utc=True` to opt in to the new behaviour and silence this warning. To create a `Series` with mixed offsets and `object` dtype, please use `apply` and `datetime.datetime.strptime`\n",
      "\n",
      "100%|██████████| 23/23 [00:02<00:00, 10.28it/s]\n",
      "2026-02-22 18:18:00,663 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:00,665 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:01,181 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:01,184 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:01,769 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:01,771 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:02,102 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:02,104 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:06,881 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:06,883 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:15,152 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:15,153 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:15,879 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:15,881 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:16,450 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:16,451 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:17,432 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:17,434 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:18,477 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:18,478 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:18,927 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:18,928 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:19,290 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:19,291 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:19,537 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:19,539 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:23,884 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:23,886 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:32,551 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:32,552 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:33,203 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:33,206 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:33,680 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:33,682 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:34,583 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:34,585 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:35,018 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:35,020 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:35,361 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:35,362 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:35,606 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:35,608 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:35,731 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:35,732 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:40,821 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:40,824 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:49,090 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:49,092 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:49,640 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:49,642 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:50,002 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:50,004 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:50,868 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:50,869 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:51,180 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:51,185 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:55,498 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:55,504 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:59,720 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:18:59,726 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:05,342 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:05,349 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:13,151 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:13,157 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:26,049 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:26,055 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:30,583 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:30,588 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:35,069 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:35,073 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:38,983 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:38,988 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:45,280 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:45,294 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:52,574 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:52,589 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:59,780 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:19:59,793 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:20:09,561 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:20:09,574 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:20:20,546 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:20:20,559 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:20:37,612 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:20:37,625 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:20:45,120 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:20:45,134 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:20:52,334 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:20:52,339 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:00,146 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:00,159 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:07,049 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:07,051 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:07,799 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:07,801 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:08,453 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:08,455 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:08,989 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:08,991 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:13,508 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:13,511 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:21,077 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:21,079 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:22,011 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:22,013 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:22,775 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:22,776 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:23,964 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:23,966 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:24,694 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:24,696 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:25,246 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:25,248 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:25,721 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:25,723 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:26,091 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:26,093 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:30,494 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:30,495 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:42,759 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:42,760 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:43,548 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:43,550 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:44,121 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:44,122 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:45,072 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:45,073 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:45,610 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:45,612 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:46,597 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:46,599 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:47,495 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:47,497 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:48,310 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:48,312 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:52,223 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:52,226 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:55,903 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:55,907 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:57,084 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:57,087 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:58,045 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:58,047 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:59,518 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:21:59,520 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:00,485 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:00,487 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:01,013 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:01,015 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:01,438 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:01,439 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:01,743 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:01,745 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:05,940 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:05,942 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:12,901 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:12,903 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:13,646 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:13,648 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:14,203 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:14,205 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:15,198 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
      "2026-02-22 18:22:15,199 - INFO     - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e92ab4eef2e64b41a613807fdf8c6a7c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generate report structure:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aa07e39a84b748a7b81430aa794762bb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Render HTML:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1c42855b0063421daf892af1da802367",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Export report to file:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "profile = ProfileReport(df, title=\"Indie Games Telemetry Dataset Profile\", explorative=True)\n",
    "profile.to_file(\"ydata_profile_report.html\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "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": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}