diff --git "a/debugging-dataset-starter.ipynb" "b/debugging-dataset-starter.ipynb"
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+++ "b/debugging-dataset-starter.ipynb"
@@ -0,0 +1,1358 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "968f224e",
+ "metadata": {
+ "papermill": {
+ "duration": 0.005127,
+ "end_time": "2026-06-27T14:39:28.836981+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:28.831854+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "# Code Debugging Trajectory Dataset — Starter Notebook\n",
+ "\n",
+ "**Dataset:** 50,000 debugging sessions | 665K behavioral events | 8 languages\n",
+ "\n",
+ "This notebook walks through **7 practical examples** ranging from basic EDA to ML modeling.\n",
+ "\n",
+ "---\n",
+ "### Table of Contents\n",
+ "1. Load & Inspect Data\n",
+ "2. Experience Level vs Debugging Time\n",
+ "3. Language-wise Error Distribution\n",
+ "4. Event Trajectory Visualization\n",
+ "5. Predict Debugging Success (Classification)\n",
+ "6. Predict Debugging Time (Regression)\n",
+ "7. Next-Action Prediction (Sequence Modeling)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "d530b591",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:28.848373Z",
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+ "start_time": "2026-06-27T14:39:28.841180+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Libraries loaded OK\n"
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor\n",
+ "from sklearn.preprocessing import LabelEncoder\n",
+ "from sklearn.metrics import classification_report, mean_absolute_error\n",
+ "import warnings\n",
+ "warnings.filterwarnings('ignore')\n",
+ "\n",
+ "sns.set_theme(style='darkgrid', palette='muted')\n",
+ "print('Libraries loaded OK')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "22649187",
+ "metadata": {
+ "papermill": {
+ "duration": 0.004019,
+ "end_time": "2026-06-27T14:39:32.682519+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:32.678500+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "---\n",
+ "## 1. Load & Inspect Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "8f0d4d34",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:32.692635Z",
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+ "exception": false,
+ "start_time": "2026-06-27T14:39:32.686719+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Sessions shape: (50000, 38)\n",
+ "Events shape : (665364, 9)\n",
+ "\n",
+ "--- Sessions sample ---\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " session_id | \n",
+ " timestamp_start | \n",
+ " timestamp_end | \n",
+ " day_of_week | \n",
+ " hour_of_day | \n",
+ " is_weekend | \n",
+ " years_experience | \n",
+ " experience_level | \n",
+ " editor_used | \n",
+ " operating_system | \n",
+ " ... | \n",
+ " asked_colleague | \n",
+ " num_file_navigations | \n",
+ " lines_changed | \n",
+ " keystrokes_per_minute | \n",
+ " took_break | \n",
+ " fix_strategy | \n",
+ " outcome | \n",
+ " fix_quality | \n",
+ " regression_introduced | \n",
+ " test_added | \n",
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+ " Friday | \n",
+ " 17 | \n",
+ " False | \n",
+ " 5.8 | \n",
+ " Senior (5-10 years) | \n",
+ " Sublime Text | \n",
+ " Linux | \n",
+ " ... | \n",
+ " False | \n",
+ " 5 | \n",
+ " 7 | \n",
+ " 155 | \n",
+ " False | \n",
+ " Memory allocation fixed | \n",
+ " fixed | \n",
+ " good | \n",
+ " False | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " DBG_0000001 | \n",
+ " 2025-08-01 08:56:39 | \n",
+ " 2025-08-01 08:59:53 | \n",
+ " Friday | \n",
+ " 8 | \n",
+ " False | \n",
+ " 2.6 | \n",
+ " Mid-level (2-5 years) | \n",
+ " CLion | \n",
+ " Linux | \n",
+ " ... | \n",
+ " False | \n",
+ " 3 | \n",
+ " 3 | \n",
+ " 146 | \n",
+ " False | \n",
+ " Index bounds validation | \n",
+ " fixed | \n",
+ " good | \n",
+ " False | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " DBG_0000002 | \n",
+ " 2025-08-19 12:29:36 | \n",
+ " 2025-08-19 12:32:20 | \n",
+ " Tuesday | \n",
+ " 12 | \n",
+ " False | \n",
+ " 3.5 | \n",
+ " Mid-level (2-5 years) | \n",
+ " VS Code | \n",
+ " macOS | \n",
+ " ... | \n",
+ " False | \n",
+ " 2 | \n",
+ " 2 | \n",
+ " 151 | \n",
+ " False | \n",
+ " Exception handling wrapped | \n",
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+ " good | \n",
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+ " False | \n",
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+ " \n",
+ "
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+ "
3 rows × 38 columns
\n",
+ "
"
+ ],
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+ " session_id timestamp_start timestamp_end day_of_week \\\n",
+ "0 DBG_0000000 2025-07-11 17:37:01 2025-07-11 17:42:12 Friday \n",
+ "1 DBG_0000001 2025-08-01 08:56:39 2025-08-01 08:59:53 Friday \n",
+ "2 DBG_0000002 2025-08-19 12:29:36 2025-08-19 12:32:20 Tuesday \n",
+ "\n",
+ " hour_of_day is_weekend years_experience experience_level \\\n",
+ "0 17 False 5.8 Senior (5-10 years) \n",
+ "1 8 False 2.6 Mid-level (2-5 years) \n",
+ "2 12 False 3.5 Mid-level (2-5 years) \n",
+ "\n",
+ " editor_used operating_system ... asked_colleague num_file_navigations \\\n",
+ "0 Sublime Text Linux ... False 5 \n",
+ "1 CLion Linux ... False 3 \n",
+ "2 VS Code macOS ... False 2 \n",
+ "\n",
+ " lines_changed keystrokes_per_minute took_break fix_strategy \\\n",
+ "0 7 155 False Memory allocation fixed \n",
+ "1 3 146 False Index bounds validation \n",
+ "2 2 151 False Exception handling wrapped \n",
+ "\n",
+ " outcome fix_quality regression_introduced test_added \n",
+ "0 fixed good False False \n",
+ "1 fixed good False True \n",
+ "2 fixed good False False \n",
+ "\n",
+ "[3 rows x 38 columns]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "--- Events sample ---\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " session_id | \n",
+ " event_sequence | \n",
+ " event_type | \n",
+ " event_detail | \n",
+ " event_timestamp | \n",
+ " event_duration_seconds | \n",
+ " elapsed_seconds | \n",
+ " session_stage | \n",
+ " is_final_event | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " DBG_0000000 | \n",
+ " 0 | \n",
+ " test_run | \n",
+ " partial | \n",
+ " 2025-07-11 17:37:01 | \n",
+ " 14 | \n",
+ " 0 | \n",
+ " early | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " DBG_0000000 | \n",
+ " 1 | \n",
+ " web_search | \n",
+ " language docs | \n",
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+ " 14 | \n",
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+ " web_search | \n",
+ " language docs | \n",
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+ " 158 | \n",
+ " 98 | \n",
+ " early | \n",
+ " False | \n",
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+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
+ " session_id event_sequence event_type event_detail \\\n",
+ "0 DBG_0000000 0 test_run partial \n",
+ "1 DBG_0000000 1 web_search language docs \n",
+ "2 DBG_0000000 2 web_search language docs \n",
+ "\n",
+ " event_timestamp event_duration_seconds elapsed_seconds session_stage \\\n",
+ "0 2025-07-11 17:37:01 14 0 early \n",
+ "1 2025-07-11 17:37:15 84 14 early \n",
+ "2 2025-07-11 17:38:39 158 98 early \n",
+ "\n",
+ " is_final_event \n",
+ "0 False \n",
+ "1 False \n",
+ "2 False "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sessions = pd.read_csv('/kaggle/input/datasets/abhisheksingh016/debugtraj-50k/code_debugging_sessions_fixed.csv')\n",
+ "events = pd.read_csv('/kaggle/input/datasets/abhisheksingh016/debugtraj-50k/code_debugging_events_fixed.csv')\n",
+ "\n",
+ "print('Sessions shape:', sessions.shape)\n",
+ "print('Events shape :', events.shape)\n",
+ "print()\n",
+ "print('--- Sessions sample ---')\n",
+ "display(sessions.head(3))\n",
+ "print('--- Events sample ---')\n",
+ "display(events.head(3))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "4e8f9cef",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:34.673780Z",
+ "iopub.status.busy": "2026-06-27T14:39:34.672756Z",
+ "iopub.status.idle": "2026-06-27T14:39:34.822469Z",
+ "shell.execute_reply": "2026-06-27T14:39:34.821292Z"
+ },
+ "papermill": {
+ "duration": 0.157955,
+ "end_time": "2026-06-27T14:39:34.824615+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:34.666660+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "=== Sessions Info ===\n",
+ "Unique languages : 8\n",
+ "Experience levels : ['Senior (5-10 years)', 'Mid-level (2-5 years)', 'Junior (0-2 years)', 'Staff/Principal (10+ years)']\n",
+ "Avg resolution time : 5.3 min\n",
+ "Resolution rate : 88.6%\n",
+ "\n",
+ "=== Events Info ===\n",
+ "Unique event types : ['test_run', 'web_search', 'edit_code', 'pause_think', 'ai_chat_query', 'cursor_move', 'console_log_added', 'compile_error', 'stackoverflow_visit', 'breakpoint_hit', 'compile_success', 'breakpoint_set', 'file_open', 'variable_inspect', 'git_commit']\n",
+ "Avg events per session : 13.3\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('=== Sessions Info ===')\n",
+ "print(f'Unique languages : {sessions[\"programming_language\"].nunique()}')\n",
+ "print(f'Experience levels : {sessions[\"experience_level\"].unique().tolist()}')\n",
+ "print(f'Avg resolution time : {sessions[\"resolution_time_minutes\"].mean():.1f} min')\n",
+ "print(f'Resolution rate : {(sessions[\"outcome\"]==\"fixed\").mean()*100:.1f}%')\n",
+ "print()\n",
+ "print('=== Events Info ===')\n",
+ "print(f'Unique event types : {events[\"event_type\"].unique().tolist()}')\n",
+ "print(f'Avg events per session : {events.groupby(\"session_id\").size().mean():.1f}')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c9f0f31a",
+ "metadata": {
+ "papermill": {
+ "duration": 0.004616,
+ "end_time": "2026-06-27T14:39:34.834293+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:34.829677+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "---\n",
+ "## 2. Experience Level vs Debugging Time\n",
+ "**Question:** Do senior developers debug faster?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "ea15341c",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:34.845542Z",
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+ "exception": false,
+ "start_time": "2026-06-27T14:39:34.839133+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Insight: Senior devs spend less time AND resolve more bugs.\n"
+ ]
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
+ "\n",
+ "exp_time = sessions.groupby('experience_level')['resolution_time_minutes'].mean().sort_values()\n",
+ "exp_time.plot(kind='bar', ax=axes[0], color=sns.color_palette('muted', len(exp_time)))\n",
+ "axes[0].set_title('Avg Debugging Time by Experience Level', fontsize=13, fontweight='bold')\n",
+ "axes[0].set_ylabel('Minutes')\n",
+ "axes[0].set_xlabel('')\n",
+ "axes[0].tick_params(axis='x', rotation=30)\n",
+ "\n",
+ "exp_success = (sessions.groupby('experience_level')['outcome']\n",
+ " .apply(lambda x: (x=='fixed').mean()) * 100).sort_values()\n",
+ "exp_success.plot(kind='bar', ax=axes[1], color=sns.color_palette('Set2', len(exp_success)))\n",
+ "axes[1].set_title('Resolution Rate by Experience Level', fontsize=13, fontweight='bold')\n",
+ "axes[1].set_ylabel('% Sessions Resolved')\n",
+ "axes[1].set_xlabel('')\n",
+ "axes[1].tick_params(axis='x', rotation=30)\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('experience_vs_debugging.png', dpi=150, bbox_inches='tight')\n",
+ "plt.show()\n",
+ "print('Insight: Senior devs spend less time AND resolve more bugs.')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c4e7b078",
+ "metadata": {
+ "papermill": {
+ "duration": 0.005712,
+ "end_time": "2026-06-27T14:39:35.687666+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:35.681954+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "---\n",
+ "## 3. Language-wise Error Distribution\n",
+ "**Question:** Which languages have the most complex errors?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "c70744ea",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:35.700860Z",
+ "iopub.status.busy": "2026-06-27T14:39:35.700518Z",
+ "iopub.status.idle": "2026-06-27T14:39:36.423304Z",
+ "shell.execute_reply": "2026-06-27T14:39:36.422235Z"
+ },
+ "papermill": {
+ "duration": 0.732403,
+ "end_time": "2026-06-27T14:39:36.425589+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:35.693186+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(1, 2, figsize=(15, 5))\n",
+ "\n",
+ "lang_counts = sessions['programming_language'].value_counts()\n",
+ "lang_counts.plot(kind='bar', ax=axes[0], color=sns.color_palette('tab10', len(lang_counts)))\n",
+ "axes[0].set_title('Debugging Sessions per Language', fontsize=13, fontweight='bold')\n",
+ "axes[0].set_ylabel('Count')\n",
+ "axes[0].tick_params(axis='x', rotation=45)\n",
+ "\n",
+ "lang_time = sessions.groupby('programming_language')['resolution_time_minutes'].mean().sort_values(ascending=False)\n",
+ "lang_time.plot(kind='bar', ax=axes[1], color=sns.color_palette('coolwarm', len(lang_time)))\n",
+ "axes[1].set_title('Avg Debugging Time per Language', fontsize=13, fontweight='bold')\n",
+ "axes[1].set_ylabel('Minutes')\n",
+ "axes[1].tick_params(axis='x', rotation=45)\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('language_distribution.png', dpi=150, bbox_inches='tight')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "59e407e9",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:36.439744Z",
+ "iopub.status.busy": "2026-06-27T14:39:36.439367Z",
+ "iopub.status.idle": "2026-06-27T14:39:36.932470Z",
+ "shell.execute_reply": "2026-06-27T14:39:36.931498Z"
+ },
+ "papermill": {
+ "duration": 0.502654,
+ "end_time": "2026-06-27T14:39:36.934695+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:36.432041+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "top_errors = sessions['error_type'].value_counts().head(10)\n",
+ "\n",
+ "plt.figure(figsize=(10, 5))\n",
+ "sns.barplot(x=top_errors.values, y=top_errors.index, palette='viridis')\n",
+ "plt.title('Top 10 Most Frequent Error Types', fontsize=13, fontweight='bold')\n",
+ "plt.xlabel('Count')\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('top_errors.png', dpi=150, bbox_inches='tight')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "85f68949",
+ "metadata": {
+ "papermill": {
+ "duration": 0.00708,
+ "end_time": "2026-06-27T14:39:36.948471+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:36.941391+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "---\n",
+ "## 4. Event Trajectory Visualization\n",
+ "**Question:** What does a typical debugging session look like step by step?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "f4fd9b33",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:36.963613Z",
+ "iopub.status.busy": "2026-06-27T14:39:36.963257Z",
+ "iopub.status.idle": "2026-06-27T14:39:37.095354Z",
+ "shell.execute_reply": "2026-06-27T14:39:37.094445Z"
+ },
+ "papermill": {
+ "duration": 0.14219,
+ "end_time": "2026-06-27T14:39:37.097371+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:36.955181+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Session: DBG_0004306\n",
+ "Total events: 247\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " event_sequence | \n",
+ " event_type | \n",
+ " event_detail | \n",
+ " event_duration_seconds | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 57145 | \n",
+ " 0 | \n",
+ " compile_error | \n",
+ " Memory_Leak: line 5 | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " | 57146 | \n",
+ " 1 | \n",
+ " edit_code | \n",
+ " applied suggestion | \n",
+ " 22 | \n",
+ "
\n",
+ " \n",
+ " | 57147 | \n",
+ " 2 | \n",
+ " pause_think | \n",
+ " general | \n",
+ " 28 | \n",
+ "
\n",
+ " \n",
+ " | 57148 | \n",
+ " 3 | \n",
+ " file_open | \n",
+ " opened cpp file #2 | \n",
+ " 7 | \n",
+ "
\n",
+ " \n",
+ " | 57149 | \n",
+ " 4 | \n",
+ " file_open | \n",
+ " opened cpp file #5 | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " | 57150 | \n",
+ " 5 | \n",
+ " pause_think | \n",
+ " general | \n",
+ " 8 | \n",
+ "
\n",
+ " \n",
+ " | 57151 | \n",
+ " 6 | \n",
+ " console_log_added | \n",
+ " logged variable: v_debug | \n",
+ " 21 | \n",
+ "
\n",
+ " \n",
+ " | 57152 | \n",
+ " 7 | \n",
+ " compile_error | \n",
+ " Memory_Leak: line 455 | \n",
+ " 15 | \n",
+ "
\n",
+ " \n",
+ " | 57153 | \n",
+ " 8 | \n",
+ " compile_error | \n",
+ " Memory_Leak: line 150 | \n",
+ " 10 | \n",
+ "
\n",
+ " \n",
+ " | 57154 | \n",
+ " 9 | \n",
+ " cursor_move | \n",
+ " jumped to line 86 | \n",
+ " 4 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " event_sequence event_type event_detail \\\n",
+ "57145 0 compile_error Memory_Leak: line 5 \n",
+ "57146 1 edit_code applied suggestion \n",
+ "57147 2 pause_think general \n",
+ "57148 3 file_open opened cpp file #2 \n",
+ "57149 4 file_open opened cpp file #5 \n",
+ "57150 5 pause_think general \n",
+ "57151 6 console_log_added logged variable: v_debug \n",
+ "57152 7 compile_error Memory_Leak: line 455 \n",
+ "57153 8 compile_error Memory_Leak: line 150 \n",
+ "57154 9 cursor_move jumped to line 86 \n",
+ "\n",
+ " event_duration_seconds \n",
+ "57145 1 \n",
+ "57146 22 \n",
+ "57147 28 \n",
+ "57148 7 \n",
+ "57149 1 \n",
+ "57150 8 \n",
+ "57151 21 \n",
+ "57152 15 \n",
+ "57153 10 \n",
+ "57154 4 "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sample_id = events['session_id'].value_counts().index[0]\n",
+ "traj = events[events['session_id'] == sample_id].sort_values('event_sequence')\n",
+ "\n",
+ "print(f'Session: {sample_id}')\n",
+ "print(f'Total events: {len(traj)}')\n",
+ "display(traj[['event_sequence', 'event_type', 'event_detail', 'event_duration_seconds']].head(10))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "3e941d35",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:37.113266Z",
+ "iopub.status.busy": "2026-06-27T14:39:37.112437Z",
+ "iopub.status.idle": "2026-06-27T14:39:37.677618Z",
+ "shell.execute_reply": "2026-06-27T14:39:37.676479Z"
+ },
+ "papermill": {
+ "duration": 0.575524,
+ "end_time": "2026-06-27T14:39:37.679831+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:37.104307+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "event_freq = events['event_type'].value_counts()\n",
+ "\n",
+ "plt.figure(figsize=(12, 5))\n",
+ "event_freq.plot(kind='bar', color=sns.color_palette('Set1', len(event_freq)))\n",
+ "plt.title('Overall Event Type Frequency', fontsize=13, fontweight='bold')\n",
+ "plt.ylabel('Count')\n",
+ "plt.xlabel('Event Type')\n",
+ "plt.xticks(rotation=45)\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('event_frequency.png', dpi=150, bbox_inches='tight')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "9e5b5638",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:37.698348Z",
+ "iopub.status.busy": "2026-06-27T14:39:37.698004Z",
+ "iopub.status.idle": "2026-06-27T14:39:38.943602Z",
+ "shell.execute_reply": "2026-06-27T14:39:38.942579Z"
+ },
+ "papermill": {
+ "duration": 1.258848,
+ "end_time": "2026-06-27T14:39:38.947204+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:37.688356+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "merged = events.merge(sessions[['session_id', 'experience_level']], on='session_id')\n",
+ "heatmap_data = merged.groupby(['experience_level', 'event_type']).size().unstack(fill_value=0)\n",
+ "\n",
+ "plt.figure(figsize=(14, 5))\n",
+ "sns.heatmap(heatmap_data, annot=True, fmt='d', cmap='YlOrRd')\n",
+ "plt.title('Event Count by Experience Level & Event Type', fontsize=13, fontweight='bold')\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('event_heatmap.png', dpi=150, bbox_inches='tight')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7d6fb876",
+ "metadata": {
+ "papermill": {
+ "duration": 0.009404,
+ "end_time": "2026-06-27T14:39:38.966366+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:38.956962+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "---\n",
+ "## 5. Predict Debugging Success (Classification)\n",
+ "**Question:** Can we predict whether a bug will be resolved based on early session features?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "90e41ddc",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:38.988581Z",
+ "iopub.status.busy": "2026-06-27T14:39:38.987446Z",
+ "iopub.status.idle": "2026-06-27T14:39:43.136904Z",
+ "shell.execute_reply": "2026-06-27T14:39:43.135512Z"
+ },
+ "papermill": {
+ "duration": 4.162856,
+ "end_time": "2026-06-27T14:39:43.139114+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:38.976258+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "=== Classification Report ===\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " Unresolved 0.07 0.00 0.00 1114\n",
+ " Resolved 0.89 1.00 0.94 8886\n",
+ "\n",
+ " accuracy 0.89 10000\n",
+ " macro avg 0.48 0.50 0.47 10000\n",
+ "weighted avg 0.80 0.89 0.84 10000\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "df = sessions.copy()\n",
+ "le = LabelEncoder()\n",
+ "\n",
+ "for col in ['programming_language', 'experience_level', 'error_type']:\n",
+ " df[col] = le.fit_transform(df[col].astype(str))\n",
+ "\n",
+ "feature_cols = ['programming_language', 'experience_level', 'error_type',\n",
+ " 'error_severity', 'stack_trace_depth', 'codebase_size_loc',\n",
+ " 'files_modified', 'compile_attempts', 'num_web_searches']\n",
+ "feature_cols = [c for c in feature_cols if c in df.columns]\n",
+ "\n",
+ "X = df[feature_cols].fillna(0)\n",
+ "y = (sessions['outcome'] == 'fixed').astype(int)\n",
+ "\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+ "\n",
+ "clf = RandomForestClassifier(n_estimators=100, random_state=42, n_jobs=-1)\n",
+ "clf.fit(X_train, y_train)\n",
+ "y_pred = clf.predict(X_test)\n",
+ "\n",
+ "print('=== Classification Report ===')\n",
+ "print(classification_report(y_test, y_pred, target_names=['Unresolved', 'Resolved']))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "05ad17de",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:43.161474Z",
+ "iopub.status.busy": "2026-06-27T14:39:43.161075Z",
+ "iopub.status.idle": "2026-06-27T14:39:43.584736Z",
+ "shell.execute_reply": "2026-06-27T14:39:43.583600Z"
+ },
+ "papermill": {
+ "duration": 0.437574,
+ "end_time": "2026-06-27T14:39:43.586904+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:43.149330+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "importances = pd.Series(clf.feature_importances_, index=feature_cols).sort_values(ascending=False)\n",
+ "\n",
+ "plt.figure(figsize=(9, 4))\n",
+ "importances.plot(kind='bar', color=sns.color_palette('Blues_r', len(importances)))\n",
+ "plt.title('Feature Importance - Debugging Success Prediction', fontsize=13, fontweight='bold')\n",
+ "plt.ylabel('Importance')\n",
+ "plt.xticks(rotation=30)\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('feature_importance_clf.png', dpi=150, bbox_inches='tight')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "181fd920",
+ "metadata": {
+ "papermill": {
+ "duration": 0.010363,
+ "end_time": "2026-06-27T14:39:43.608082+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:43.597719+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "---\n",
+ "## 6. Predict Debugging Time (Regression)\n",
+ "**Question:** How long will this session take?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "3a8ca2be",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:43.631178Z",
+ "iopub.status.busy": "2026-06-27T14:39:43.630792Z",
+ "iopub.status.idle": "2026-06-27T14:39:54.924881Z",
+ "shell.execute_reply": "2026-06-27T14:39:54.923914Z"
+ },
+ "papermill": {
+ "duration": 11.309257,
+ "end_time": "2026-06-27T14:39:54.927768+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:43.618511+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Mean Absolute Error: 2.71 minutes\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "X_reg = df[feature_cols].fillna(0)\n",
+ "y_reg = sessions['resolution_time_minutes'].fillna(sessions['resolution_time_minutes'].median())\n",
+ "\n",
+ "X_train_r, X_test_r, y_train_r, y_test_r = train_test_split(X_reg, y_reg, test_size=0.2, random_state=42)\n",
+ "\n",
+ "reg = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=-1)\n",
+ "reg.fit(X_train_r, y_train_r)\n",
+ "y_pred_r = reg.predict(X_test_r)\n",
+ "\n",
+ "mae = mean_absolute_error(y_test_r, y_pred_r)\n",
+ "print(f'Mean Absolute Error: {mae:.2f} minutes')\n",
+ "\n",
+ "plt.figure(figsize=(7, 5))\n",
+ "plt.scatter(y_test_r, y_pred_r, alpha=0.3, color='steelblue', s=10)\n",
+ "plt.plot([y_test_r.min(), y_test_r.max()], [y_test_r.min(), y_test_r.max()], 'r--', lw=2)\n",
+ "plt.xlabel('Actual Time (min)')\n",
+ "plt.ylabel('Predicted Time (min)')\n",
+ "plt.title(f'Actual vs Predicted Debugging Time | MAE = {mae:.1f} min', fontsize=12, fontweight='bold')\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('regression_actual_vs_predicted.png', dpi=150, bbox_inches='tight')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "844641c0",
+ "metadata": {
+ "papermill": {
+ "duration": 0.011469,
+ "end_time": "2026-06-27T14:39:54.951945+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:54.940476+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "---\n",
+ "## 7. Next-Action Prediction (Sequence Modeling)\n",
+ "**Question:** Given the last 3 events, what action comes next?\n",
+ "This is the core task for AI coding assistant research."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "916c9777",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:54.976640Z",
+ "iopub.status.busy": "2026-06-27T14:39:54.976040Z",
+ "iopub.status.idle": "2026-06-27T14:39:58.705941Z",
+ "shell.execute_reply": "2026-06-27T14:39:58.704684Z"
+ },
+ "papermill": {
+ "duration": 3.744882,
+ "end_time": "2026-06-27T14:39:58.708117+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:54.963235+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Sequence samples: 518,415\n",
+ "Unique event types: 15\n"
+ ]
+ }
+ ],
+ "source": [
+ "event_le = LabelEncoder()\n",
+ "events['event_code'] = event_le.fit_transform(events['event_type'])\n",
+ "\n",
+ "WINDOW = 3\n",
+ "X_seq, y_seq = [], []\n",
+ "\n",
+ "for sid, grp in events.sort_values('event_sequence').groupby('session_id'):\n",
+ " codes = grp['event_code'].tolist()\n",
+ " for i in range(len(codes) - WINDOW):\n",
+ " X_seq.append(codes[i:i+WINDOW])\n",
+ " y_seq.append(codes[i+WINDOW])\n",
+ "\n",
+ "X_seq = np.array(X_seq)\n",
+ "y_seq = np.array(y_seq)\n",
+ "print(f'Sequence samples: {len(X_seq):,}')\n",
+ "print(f'Unique event types: {len(event_le.classes_)}')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "9beb268b",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-06-27T14:39:58.733497Z",
+ "iopub.status.busy": "2026-06-27T14:39:58.732929Z",
+ "iopub.status.idle": "2026-06-27T14:40:06.205851Z",
+ "shell.execute_reply": "2026-06-27T14:40:06.204815Z"
+ },
+ "papermill": {
+ "duration": 7.490129,
+ "end_time": "2026-06-27T14:40:06.209793+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:39:58.719664+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Next-Action Prediction Accuracy: 14.5%\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from sklearn.metrics import confusion_matrix\n",
+ "\n",
+ "X_tr, X_te, y_tr, y_te = train_test_split(X_seq, y_seq, test_size=0.2, random_state=42)\n",
+ "\n",
+ "seq_clf = RandomForestClassifier(n_estimators=50, random_state=42, n_jobs=-1)\n",
+ "seq_clf.fit(X_tr, y_tr)\n",
+ "acc = seq_clf.score(X_te, y_te)\n",
+ "print(f'Next-Action Prediction Accuracy: {acc*100:.1f}%')\n",
+ "\n",
+ "cm = confusion_matrix(y_te, seq_clf.predict(X_te))\n",
+ "plt.figure(figsize=(10, 7))\n",
+ "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues',\n",
+ " xticklabels=event_le.classes_,\n",
+ " yticklabels=event_le.classes_)\n",
+ "plt.title('Next-Action Prediction Confusion Matrix', fontsize=13, fontweight='bold')\n",
+ "plt.xlabel('Predicted')\n",
+ "plt.ylabel('Actual')\n",
+ "plt.xticks(rotation=45)\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('next_action_confusion.png', dpi=150, bbox_inches='tight')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f7c45ab2",
+ "metadata": {
+ "papermill": {
+ "duration": 0.014381,
+ "end_time": "2026-06-27T14:40:06.239060+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:40:06.224679+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "source": [
+ "---\n",
+ "## Summary\n",
+ "\n",
+ "| Example | Task | Model |\n",
+ "|---------|------|-------|\n",
+ "| 2 | Experience vs Time | Visualization |\n",
+ "| 3 | Error & Language Analysis | Visualization |\n",
+ "| 4 | Event Trajectory | Heatmap |\n",
+ "| 5 | Predict Bug Resolution | Random Forest Classifier |\n",
+ "| 6 | Predict Debugging Time | Random Forest Regressor |\n",
+ "| 7 | Next-Action Prediction | Sequence Classifier |\n",
+ "\n",
+ "### Ideas to go deeper:\n",
+ "- Replace RF with **XGBoost or LightGBM** for better accuracy\n",
+ "- Use **LSTM or Transformer** for sequence modeling (Example 7)\n",
+ "- Build a **clustering model** to find debugging personality types\n",
+ "- Create an **anomaly detector** for unusually long sessions\n",
+ "\n",
+ "---\n",
+ "*DebugTraj-50K | Abhishek Singh | BGIEM Jabalpur | 2026*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "01ac9736",
+ "metadata": {
+ "papermill": {
+ "duration": 0.01355,
+ "end_time": "2026-06-27T14:40:06.266536+00:00",
+ "exception": false,
+ "start_time": "2026-06-27T14:40:06.252986+00:00",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kaggle": {
+ "accelerator": "none",
+ "dataSources": [],
+ "dockerImageVersionId": 28755,
+ "isGpuEnabled": false,
+ "isInternetEnabled": false,
+ "language": "python",
+ "sourceType": "notebook"
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.13"
+ },
+ "papermill": {
+ "default_parameters": {},
+ "duration": 41.370314,
+ "end_time": "2026-06-27T14:40:07.102370+00:00",
+ "environment_variables": {},
+ "exception": null,
+ "input_path": "__notebook__.ipynb",
+ "output_path": "__notebook__.ipynb",
+ "parameters": {},
+ "start_time": "2026-06-27T14:39:25.732056+00:00",
+ "version": "2.7.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}