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genai-tools-platforms-data

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tarekmasryo commited on Feb 9

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@@ -43,7 +43,7 @@ Designed for ecosystem mapping, benchmarking, and analytics workflows.
 ---
-## What’s inside
 **Canonical file:** `data/genai_tools_platforms_2025.csv`
 **Unit of analysis:** 1 row = 1 tool/platform
@@ -60,7 +60,7 @@ Designed for ecosystem mapping, benchmarking, and analytics workflows.
 ---
-## Data dictionary
 | Column | Type | Description |
 |---|---|---|
@@ -89,9 +89,9 @@ Designed for ecosystem mapping, benchmarking, and analytics workflows.
 ---
-## How to use
-### Load with 🤗 Datasets (recommended)
 ```python
 from datasets import load_dataset, get_dataset_config_names
@@ -123,7 +123,7 @@ print(df["modality_count"].describe())
 ---
-## Suggested use cases
 - Ecosystem maps and dashboards for the GenAI landscape
 - Benchmark API and open-source coverage across categories
@@ -133,7 +133,7 @@ print(df["modality_count"].describe())
 ---
-## Notes
 - This is a curated catalog compiled from public sources (official websites, docs, product pages).
 - Coverage is best-effort and may not be exhaustive.
@@ -141,12 +141,12 @@ print(df["modality_count"].describe())
 ---
-## Citation
 Tarek Masryo. (2025). Generative AI Tools & Platforms (2025).
 ---
-## License
 **CC BY 4.0 (Attribution)** — free to share and adapt with attribution.

 ---
+## 📦 What’s inside
 **Canonical file:** `data/genai_tools_platforms_2025.csv`
 **Unit of analysis:** 1 row = 1 tool/platform
 ---
+## 📚 Data dictionary
 | Column | Type | Description |
 |---|---|---|
 ---
+## 🛠️ How to use
+### Load with Datasets (recommended)
 ```python
 from datasets import load_dataset, get_dataset_config_names
 ---
+## 🧭 Suggested use cases
 - Ecosystem maps and dashboards for the GenAI landscape
 - Benchmark API and open-source coverage across categories
 ---
+## 📝 Notes
 - This is a curated catalog compiled from public sources (official websites, docs, product pages).
 - Coverage is best-effort and may not be exhaustive.
 ---
+## 🧾 Citation
 Tarek Masryo. (2025). Generative AI Tools & Platforms (2025).
 ---
+## 📜 License
 **CC BY 4.0 (Attribution)** — free to share and adapt with attribution.