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  ## <h1>Spongebob Transcripts Dataset 🧽</h1>
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  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.
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  ## <h3>Dataset Overview 📊</h3>
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  |Column | Description |
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  ## <h3>System Replicas🔍</h3>
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  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.
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- <h5>Replica Format</h5>
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-
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- **The format for a system replica:**
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  `{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.]`
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  |**Spongebob** | I guess so. |s1e3_24|
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  |**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|
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  ## <h3>Data Sources 📝</h3>
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  The transcripts were sourced *Encyclopedia SpongeBobia*.
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  ## <h1>Spongebob Transcripts Dataset 🧽</h1>
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  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.
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+ The number of characters in the dataset: **68**
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+
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+ Total number of words in the dataset: **~56,000 words**, **~2800 rows**, **last updated to Season 1 Episode 30**
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+
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  ## <h3>Dataset Overview 📊</h3>
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  |Column | Description |
 
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  ## <h3>System Replicas🔍</h3>
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  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.
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+ **<h5>Replica Format</h5>**
 
 
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  `{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.]`
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  |**Spongebob** | I guess so. |s1e3_24|
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  |**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|
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+ ## <h3>📊 Interactions with Dataset</h3>
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+ **<h5>Using Pandas to filter rows</h5>**
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+ 1. To find all rows with a specific ep_id, you can use the following code:
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+ ```
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+ import pandas as pd
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+ #Read the CSV file into a Pandas DataFrame
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+ df = pd.read_csv('dataset.csv')
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+ #Define the ep_id you want to filter by
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+ ep_id = 's1e2'
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+ #Filter the DataFrame to get rows with an ep_id that starts with the defined ep_id
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+ filtered_df = df[df['ep_id'].str.startswith(ep_id)]
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+ #Print the filtered DataFrame
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+ print(filtered_df)
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+ ```
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+ 2. To find rows where a specific character says a specific word or phrase, you can use the following code:
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+ ```
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+ #Filter the DataFrame to get rows where a specific character says a specific word or phrase
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+ speaker = 'SpongeBob'
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+ word_or_phrase = 'jellyfish'
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+ filtered_df = df[df['speaker'] == speaker]
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+ filtered_df = filtered_df[filtered_df['replica'].str.contains(word_or_phrase)]
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+ #Print the filtered DataFrame
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+ print(filtered_df)
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+ ```
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+ You can replace `SpongeBob` and `jellyfish` with any other speaker and word/phrase that you want to filter by.
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  ## <h3>Data Sources 📝</h3>
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  The transcripts were sourced *Encyclopedia SpongeBobia*.
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