Update README.md

README.md

@@ -25,22 +25,24 @@ The dataset was created to address the challenge where **humming is mistakenly d
 
 ## 📜 Dataset Creation Strategy
 To build this dataset, the following methodology was used:
-1. **Humming Audio Collection**: Various humming recordings were sourced from the "MLEnd-Hums-and-Whistles" dataset.
-2. **Speech Insertion**: Short speech segments were extracted from "Global Recordings Network" datasets.
+1. **Humming Audio Collection**: Various humming recordings were sourced from the ["MLEnd-Hums-and-Whistles"](https://www.kaggle.com/datasets/jesusrequena/mlend-hums-and-whistles?resource=download) dataset.
+2. **Speech Insertion**: Short speech segments were extracted from ["Global Recordings Network"](https://models.silero.ai/vad_datasets/globalrecordings.feather) datasets.
 3. **Mixing Strategy**:
-   - Humming is the dominant sound in each sample.
+   - Speech can be **longer or shorter than the humming segment**.
    - Speech is **randomly inserted** at different timestamps in the humming audio.
+   - In some cases, speech can **overlap entirely with the humming**, or be **longer than the entire humming segment**.
    - Speech timestamps were carefully annotated to facilitate supervised learning.
 
+
 ### 🔹 Metadata Explanation
 The dataset includes the following metadata columns:
 
 | Column Name                      | Description |
 |----------------------------------|-------------|
 | `humming_song`                  | The song or source from which the humming was derived. |
-| `humming_Interpreter`           | The individual or source providing the humming. |
-| `humming_audio_used`            | Index of the humming audio in the original dataset. |
-| `humming_transcript`            | Transcription of the humming (if available). |
+| `humming_Interpreter`           | The individual or source providing the humming. More data in [`MLEndHWD_Interpreter_Demographics.csv`](https://huggingface.co/datasets/CuriousMonkey7/HumSpeechBlend/blob/main/MLEndHWD_Interpreter_Demographics.csv) |
+| `humming_audio_used`            | humming audio path in the original dataset. |
+| `humming_transcript`            | Transcription of the humming from whisper-large-v3-turbo. |
 | `globalrecordings_audio_used`   | Speech segment sourced from Global Recordings Network. |
 | `globalrecordings_audio_ts_used` | The start and end timestamps of the speech segment in the original recording. |
 | `mixed_audio_path`              | The path to the final mixed audio file (humming + speech). |