| --- |
| license: cc-by-sa-4.0 |
| task_categories: |
| - text-generation |
| - conversational |
| language: |
| - en |
| size_categories: |
| - 10K<n<100K |
| tags: |
| - cartoons |
| --- |
| ## <h1>Spongebob Transcripts Dataset 🧽</h1> |
| The Spongebob Transcripts Dataset is a collection of transcripts from the beloved animated television series, Spongebob Squarepants. This dataset includes information on each line of dialogue spoken by a character, including the character's name, their replica, and the episode ID. |
|
|
| The number of characters in the dataset: **84** |
|
|
| Total number of words in the dataset: **~80,800 words**, **~4000 rows**, **Updated to full Season 1** |
|
|
| ## <h3>Dataset Overview 📊</h3> |
|
|
| |Column | Description | |
| |------------|-------------------------------------| |
| |**Speaker** | The character speaking the dialogue.| |
| |**Replica** | The line of dialogue spoken. | |
| |**EP_ID** | The episode ID of the transcript. | |
| |
| ## <h3>System Replicas🔍</h3> |
| The system replicas describe the actions and events that occur in each episode. These replicas are written in a specific format, using brackets to indicate actions and events. |
| |
| **<h5>Replica Format</h5>** |
| |
| `{system} : [The episode opens with a bubble transition, and we see a coral reef under the sea. The camera zooms to initiate parallax scrolling, which reveals the city of Bikini Bottom. It continues zooming to show a brown rock, a Moai head, and a pineapple, which each contain inhabitants.]` |
| |
| ## <h3>Sample Data 💬</h3> |
| |
| |Speaker |Replica |EP_ID | |
| |---------------|--------------------------------------------------------------------------------------------------------------------------------------------------|-------| |
| |**Spongebob** | I just met this girl. She wears a hat full of... air. |s1e3_22| |
| |**Patrick** | Do you mean she puts on "airs"? |s1e3_23| |
| |**Spongebob** | I guess so. |s1e3_24| |
| |**Patrick** | That's just fancy talk. If you wanna be fancy, hold your pinky up like this. The higher you hold it, the fancier you are. |s1e3_25| |
|
|
| ## <h3>📊 Interactions with Dataset</h3> |
|
|
| **<h5>Using Pandas to filter rows</h5>** |
|
|
| 1. To find all rows with a specific ep_id, you can use the following code: |
| |
| ``` |
| import pandas as pd |
| #Read the CSV file into a Pandas DataFrame |
| df = pd.read_csv('dataset.csv') |
| #Define the ep_id you want to filter by |
| ep_id = 's1e2' |
| #Filter the DataFrame to get rows with an ep_id that starts with the defined ep_id |
| filtered_df = df[df['ep_id'].str.startswith(ep_id)] |
| #Print the filtered DataFrame |
| print(filtered_df) |
| ``` |
| |
| 2. To find rows where a specific character says a specific word or phrase, you can use the following code: |
| |
| ``` |
| #Filter the DataFrame to get rows where a specific character says a specific word or phrase |
| speaker = 'SpongeBob' |
| word_or_phrase = 'jellyfish' |
| filtered_df = df[df['speaker'] == speaker] |
| filtered_df = filtered_df[filtered_df['replica'].str.contains(word_or_phrase)] |
| #Print the filtered DataFrame |
| print(filtered_df) |
| ``` |
| |
| You can replace `SpongeBob` and `jellyfish` with any other speaker and word/phrase that you want to filter by. |
| |
| ## <h3>Data Sources 📝</h3> |
| The transcripts were sourced *Encyclopedia SpongeBobia*. |
| |
| ## <h3>Potential Uses 🧐</h3> |
| This Dataset could be used for a variety of natural language processing (NLP) tasks, including dialogue generation. It could also be used for educational purposes, such as studying the language and communication styles of different characters. |
