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@@ -42,8 +42,9 @@ This dataset provides various Python, Javascript & Ruby solutions for advent of
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  More languages and years will be included in future releases.
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  ## Key Features
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- **Enriched solutions**: Each part of every question include at least 5 different solutions.
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- **Test cases**: Each question come with 3 test cases
 
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  ## Statistics:
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  2024 | Javascript | 1 to 25 | 245
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  2024 | Ruby | 1 to 25 | 245
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  ## Data Instance Example:
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  ```json
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  )
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  ```
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- ## Source
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- The dataset is derived from a combination of various websites. We performed data cleaning and validation to ensure the quality of the dataset.
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- For full details on how we cleaned the data, visit our [blog post](https://blog.supa.so/2025/01/24/preparing-code-eval-datasets-data-cleaning-and-automated-code-execution-for-advent-of-code-with-docker-and-python/).
 
 
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  ## Versioning and Maintenance
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  Current Version: 2.0.0
 
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  More languages and years will be included in future releases.
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  ## Key Features
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+ **Multi-language support**: Python, JavaScript & Ruby solutions (more languages will be added in future updates).
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+ **Enriched solutions**: Each part of every question includes at least 5 different solutions for diversity.
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+ **Test cases**: Every problem comes with three test cases for validation.
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  ## Statistics:
 
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  2024 | Javascript | 1 to 25 | 245
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  2024 | Ruby | 1 to 25 | 245
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+ ## Data Fields
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+ • **Year** (String): The year of the Advent of Code challenge.
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+ • **Day** (String): The specific day of the challenge.
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+ • **Part** (String): Indicates whether the solution is for Part 1 or Part 2 of the daily challenge.
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+ • **Question** (String): The full problem statement for the given day and part.
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+ • **Answer** (String): The correct final output for the problem, as computed from the input.
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+ • **Solution** (String): A verified code implementation that solves the problem.
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+ • **Language** (String): The programming language in which the solution is written.
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+
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  ## Data Instance Example:
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  ```json
 
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  )
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  ```
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+ ## Data Preprocessing
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+ Our software engineering team collects and curates existing solutions from multiple sources, followed by thorough data cleaning and validation to ensure high quality.
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+ The data cleaning involves an automated pipeline that utilizes docker containers to execute the codes and a python script to manage the process as well as to validate the correctness.
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+ For full details on how we cleaned the data, visit our
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+ [blog post](https://blog.supa.so/2025/01/24/preparing-code-eval-datasets-data-cleaning-and-automated-code-execution-for-advent-of-code-with-docker-and-python/).
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  ## Versioning and Maintenance
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  Current Version: 2.0.0