Data & Analysis

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Overview

Devin excels at data manipulation, analysis, and visualization tasks. Whether you need to process datasets, create visualizations, or automate data workflows, Devin can help streamline your data operations.

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Use Cases

1. Hosting and populating Jupyter notebooks with data analysis
2. Creating custom data visualizations
3. Analyzing and visualizing financial/economic data
4. Statistical modeling and data processing
5. Time series analysis and forecasting

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Example Prompts

Hi Devin, please go to https://beta.data.gov.sg/ and visualize how the distribution of flat prices has been changing over time. Then report back with any interesting insights.

Hey Devin! Can you create a plot showing average real estate price by city? Only include the top 20 most expensive cities. Here's the dataset: https://www.kaggle.com/datasets/kanchana1990/real-estate-dataset-california

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Example Sessions

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Data Analysis & Visualization

Netflix Shows/Movies Analysis

An interactive analysis of Netflix’s content library, exploring trends in genres, release dates, and ratings using Python and Pandas.

https://app.devin.ai/devin/4f803558dc1e45ddb489fb93848015ae

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Code Repository Analysis

Repository Visualization with Gource

Visual representation of repository commit history using Gource, demonstrating code evolution over time.

https://app.devin.ai/devin/8fe32e3a349a4842b2d787e5ccac931b

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Advanced Jupyter Notebook Examples

Each notebook demonstrates specialized data analysis techniques:

• Audio Analysis: Visualization of audio waveforms and spectrograms for sound processing
• Image Processing: Implementation of CAPTCHA solving techniques using computer vision
• Data Visualization: Advanced techniques for visualizing data series with color gradients
• Statistical Analysis: Mathematical modeling and optimization of probability-based strategies

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Additional Visualizations

Repository Analysis

• Drawdb Visualization: Visual analysis of database schema and relationships