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README.md

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+---
+license: cc-by-4.0
+task_categories:
+  - video-classification
+  - other
+language:
+  - en
+tags:
+  - egocentric
+  - first-person-video
+  - action-recognition
+  - skilled-trades
+  - commercial-work
+  - construction
+  - electrician
+  - carpentry
+  - fabrication
+  - vocational
+  - industrial
+  - video
+pretty_name: Skilled Commercial Work Egocentric Video Dataset Sample
+size_categories:
+  - n<1K
+configs:
+  - config_name: default
+    data_files:
+      - split: train
+        path: metadata.csv
+---
+
+# 🛠️ Skilled Commercial Work — Egocentric Video Dataset (Sample)
+
+**This dataset is part of a larger collection of egocentric activity datasets by Verbose Tech Labs LLP. If you want the full dataset, or want access to more categories? Get in touch with us:**
+
+- 📞 **Phone:** [+91 7672 000 500](tel:+917672000500)
+- 💬 **WhatsApp:** [+91 7672 000 500](https://wa.me/917672000500)
+- 📧 **Email:** [Hello@VerboseTechLabs.com](mailto:Hello@VerboseTechLabs.com)
+- 🌐 **Website:** [VerboseTechLabs.com](https://VerboseTechLabs.com)
+- 🔗 **More datasets:** [kaggle.com/verbosetechlabsllp](https://www.kaggle.com/verbosetechlabsllp)
+
+---
+
+## Dataset Summary
+
+First-person point-of-view (POV) video recordings of skilled commercial work across multiple trades — brick work, electrical work, metal fabrication, frame manufacturing, furniture assembly, and carpentry. This is a **sample release** showcasing the quality and variety of our larger skilled trades dataset collection.
+
+## Dataset Statistics
+
+| Metric | Value |
+|---|---|
+| Total clips | 8 |
+| Total duration | ~100 minutes (~1 hour 40 minutes) |
+| Total size | ~4.7 GB |
+| Trade categories | 6 |
+| View type | Egocentric (first-person) |
+| Video format | MP4 |
+| Frame rate | 30 fps |
+| Resolution | 1080p |
+
+## Supported Tasks
+
+- **Video classification** — classify skilled trade activities
+- **Action recognition** — recognize commercial work actions
+- **Fine-grained skill classification** — identify specific trade techniques
+- **Worker training** — AI-powered tutorial systems
+- **Ergonomics research** — repetitive motion analysis
+- **Assistive robotics** — training robots for construction & workshops
+- **Safety monitoring** — detect risky worker actions
+- **Vocational education** — video-based curriculum content
+
+## Dataset Structure
+
+### Folder Structure
+
+```
+skilled-commercial-work-egocentric-sample/
+├── videos/
+│   ├── brick_work/
+│   │   └── brick_work_01.mp4
+│   ├── electrician/
+│   │   ├── electrician_01.mp4
+│   │   └── electrician_02.mp4
+│   ├── fabrication/
+│   │   ├── fabrication_01.mp4
+│   │   └── fabrication_02.mp4
+│   ├── frames_manufacturing/
+│   │   └── frames_manufacturing_01.mp4
+│   ├── furniture_assembly/
+│   │   └── furniture_assembly_01.mp4
+│   └── wood_work/
+│       └── wood_work_01.mp4
+├── metadata.csv
+└── README.md
+```
+
+### Data Fields
+
+The `metadata.csv` file contains the following columns:
+
+| Column | Type | Description |
+|---|---|---|
+| `file_name` | string | Relative path to the video file |
+| `clip_id` | string | Unique identifier (e.g., `SCW_001`) |
+| `activity` | string | Main trade category |
+| `sub_activity` | string | Fine-grained label |
+| `duration` | string | Human-readable duration (HH:MM:SS) |
+| `duration_seconds` | integer | Duration in seconds |
+| `file_size_mb` | float | File size in megabytes |
+| `recording_date` | date | Recording date (YYYY-MM-DD) |
+| `resolution` | string | Video resolution |
+| `fps` | integer | Frames per second |
+| `view_type` | string | Camera view type (`egocentric`) |
+| `notes` | string | Additional context |
+
+### Activity Breakdown
+
+| Clip ID | File | Trade | Sub-activity | Duration |
+|---|---|---|---|---|
+| SCW_001 | brick_work_01.mp4 | brick_work | masonry_construction | 00:09:00 |
+| SCW_002 | electrician_01.mp4 | electrician | electrical_wiring | 00:42:10 |
+| SCW_003 | electrician_02.mp4 | electrician | electrical_wiring | 00:16:34 |
+| SCW_004 | fabrication_01.mp4 | fabrication | metal_fabrication | 00:00:30 |
+| SCW_005 | fabrication_02.mp4 | fabrication | metal_fabrication | 00:00:30 |
+| SCW_006 | frames_manufacturing_01.mp4 | frames_manufacturing | frame_assembly | 00:01:31 |
+| SCW_007 | furniture_assembly_01.mp4 | furniture_assembly | furniture_making | 00:15:03 |
+| SCW_008 | wood_work_01.mp4 | wood_work | carpentry | 00:14:16 |
+
+### Trade Categories
+
+- 🧱 **Brick Work** — Masonry construction, bricklaying, mortar application
+- ⚡ **Electrician** — Electrical wiring, installation, and repair work
+- 🔩 **Fabrication** — Metal fabrication, welding preparation
+- 🪟 **Frames Manufacturing** — Window/door frame assembly
+- 🪑 **Furniture Assembly** — Furniture making, joinery, assembly
+- 🪵 **Wood Work** — Carpentry and woodworking shop activities
+
+### Duration Breakdown by Trade
+
+- **Electrician** — 2 clips • ~58 min (longest coverage — extensive wiring work)
+- **Wood Work** — 1 clip • ~14 min (carpentry shop)
+- **Furniture Assembly** — 1 clip • ~15 min (joinery work)
+- **Brick Work** — 1 clip • ~9 min (masonry)
+- **Frames Manufacturing** — 1 clip • ~1.5 min (sample)
+- **Fabrication** — 2 clips • ~1 min (short samples)
+
+## Usage
+
+### Load with 🤗 datasets library
+
+```python
+from datasets import load_dataset
+
+dataset = load_dataset("verbosetechlabsllp/skilled-commercial-work-egocentric-sample")
+print(dataset)
+```
+
+### Load metadata directly with Pandas
+
+```python
+import pandas as pd
+
+df = pd.read_csv("hf://datasets/verbosetechlabsllp/skilled-commercial-work-egocentric-sample/metadata.csv")
+print(df.head())
+print(df['activity'].value_counts())
+```
+
+### Download a specific video
+
+```python
+from huggingface_hub import hf_hub_download
+
+video_path = hf_hub_download(
+    repo_id="verbosetechlabsllp/skilled-commercial-work-egocentric-sample",
+    filename="videos/electrician/electrician_01.mp4",
+    repo_type="dataset"
+)
+print(f"Video downloaded to: {video_path}")
+```
+
+### Extract sample frames
+
+```python
+import cv2, os
+
+def extract_frames(video_path, out_dir, every_n_seconds=10):
+    os.makedirs(out_dir, exist_ok=True)
+    cap = cv2.VideoCapture(video_path)
+    fps = cap.get(cv2.CAP_PROP_FPS)
+    frame_interval = int(fps * every_n_seconds)
+    count, saved = 0, 0
+    while True:
+        ret, frame = cap.read()
+        if not ret: break
+        if count % frame_interval == 0:
+            cv2.imwrite(f"{out_dir}/frame_{saved:04d}.jpg", frame)
+            saved += 1
+        count += 1
+    cap.release()
+    return saved
+```
+
+## Data Collection
+
+- **Camera view**: First-person / egocentric (head-mounted or chest-mounted)
+- **Environment**: Real construction sites, workshops, and commercial work settings
+- **Lighting**: Mixed natural and workshop lighting
+- **Audio**: Included in MP4 (includes ambient tool and machine sounds — usable for multimodal research)
+- **Recording period**: May 2026 – June 2026
+
+## Licensing Information
+
+**CC BY 4.0** — Free for research and commercial use with attribution.
+
+## Citation
+
+```bibtex
+@dataset{skilled_commercial_work_egocentric_2026,
+  title  = {Skilled Commercial Work — Egocentric Video Dataset (Sample)},
+  author = {Verbose Tech Labs LLP},
+  year   = {2026},
+  url    = {https://huggingface.co/datasets/verbosetechlabsllp/skilled-commercial-work-egocentric-sample}
+}
+```
+
+## More Datasets from Verbose Tech Labs
+
+This dataset is part of a larger collection of egocentric activity datasets covering:
+- 👕 Clothing industry manufacturing
+- 🍳 Cooking & food preparation
+- 🧹 Household cleaning tasks
+- 🏭 Manufacturing unit workflows (sample)
+- 🛠️ Skilled commercial work (this — sample)
+- ...and more categories in development
+
+🔗 Browse all our datasets: [kaggle.com/verbosetechlabsllp](https://www.kaggle.com/verbosetechlabsllp) | [huggingface.co/verbosetechlabsllp](https://huggingface.co/verbosetechlabsllp)

metadata.csv

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+file_name,clip_id,activity,sub_activity,duration,duration_seconds,file_size_mb,recording_date,resolution,fps,view_type,notes
+videos/brick_work/brick_work_01.mp4,SCW_001,brick_work,masonry_construction,00:09:00,540,834.29,2026-06-05,1080p,30,egocentric,Construction brick laying and masonry work
+videos/electrician/electrician_01.mp4,SCW_002,electrician,electrical_wiring,00:42:10,2530,1225.79,2026-06-07,1080p,30,egocentric,Extended electrical installation and wiring work
+videos/electrician/electrician_02.mp4,SCW_003,electrician,electrical_wiring,00:16:34,994,599.68,2026-06-07,1080p,30,egocentric,Electrical installation and repair work
+videos/fabrication/fabrication_01.mp4,SCW_004,fabrication,metal_fabrication,00:00:30,30,36.97,2026-05-28,1080p,30,egocentric,Short metal fabrication clip
+videos/fabrication/fabrication_02.mp4,SCW_005,fabrication,metal_fabrication,00:00:30,30,36.06,2026-05-28,1080p,30,egocentric,Short metal fabrication clip
+videos/frames_manufacturing/frames_manufacturing_01.mp4,SCW_006,frames_manufacturing,frame_assembly,00:01:31,91,676.90,2026-06-11,1080p,30,egocentric,Frame manufacturing sample clip
+videos/furniture_assembly/furniture_assembly_01.mp4,SCW_007,furniture_assembly,furniture_making,00:15:03,903,346.72,2026-06-07,1080p,30,egocentric,Furniture assembly and joinery work
+videos/wood_work/wood_work_01.mp4,SCW_008,wood_work,carpentry,00:14:16,856,1005.48,2026-06-05,1080p,30,egocentric,Woodworking and carpentry shop activity