# kr-yan/analysis-of-covid-19-false-news-using-deep-learning architecture

> Architecture diagram of the GitHub repository kr-yan/analysis-of-covid-19-false-news-using-deep-learning, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-09-29). It is an AI-made overview: check details against the source.

- Interactive diagram: https://gitdiagram.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning
- Repository: https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning

## Overview

This repository is a notebook-based analysis of Covid-19 myth discussions. Its documented workflow explores topic distributions, applies LDA and deep-learning text summarization, then compares findings through visualizations. The README describes the dataset and analysis capabilities, but no notebook source was available to verify implementation details or internal call structure; the graph therefore represents only documented relationships. The listed PDF is not connected because the README does not establish how it relates to the notebook.

Main entry points: [`data_350_covid_19_myths_lab.ipynb`](https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb) (Topic Exploration)

## Diagram (Mermaid)

```mermaid
flowchart TD

subgraph group_exploration["Data Exploration"]
  node_topic_exploration["Topic Exploration"]
  node_heatmap["Truth Heatmap"]
  node_waffle["Waffle Chart"]
end

subgraph group_modeling["Topic Analysis"]
  node_lda["LDA Topics"]
  node_summarization["Text Summarization"]
  node_comparison["Method Comparison"]
end

subgraph group_presentation["Results Views"]
  node_visualizations["Analysis Visualizations"]
  node_findings["Topic Findings"]
end

node_analyst(("Analyst"))
node_dataset[("Covid Discussions")]
node_notebook["Analysis Notebook"]

node_analyst -->|"runs"| node_notebook
node_dataset -->|"analyzed by"| node_topic_exploration
node_dataset -->|"modeled by"| node_lda
node_dataset -->|"summarized by"| node_summarization
node_topic_exploration -->|"compares labels"| node_heatmap
node_topic_exploration -->|"categorizes topics"| node_waffle
node_lda -->|"compared with"| node_comparison
node_summarization -->|"compared with"| node_comparison
node_lda -->|"visualized by"| node_visualizations
node_summarization -->|"visualized by"| node_visualizations
node_comparison -->|"informs"| node_findings

click node_notebook "https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb"
click node_topic_exploration "https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb"
click node_heatmap "https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb"
click node_waffle "https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb"
click node_lda "https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb"
click node_summarization "https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb"
click node_comparison "https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb"
click node_visualizations "https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb"
click node_findings "https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb"

classDef toneNeutral fill:#f8fafc,stroke:#334155,stroke-width:1.5px,color:#0f172a
classDef toneBlue fill:#dbeafe,stroke:#2563eb,stroke-width:1.5px,color:#172554
classDef toneAmber fill:#fef3c7,stroke:#d97706,stroke-width:1.5px,color:#78350f
classDef toneMint fill:#dcfce7,stroke:#16a34a,stroke-width:1.5px,color:#14532d
classDef toneRose fill:#ffe4e6,stroke:#e11d48,stroke-width:1.5px,color:#881337
classDef toneIndigo fill:#e0e7ff,stroke:#4f46e5,stroke-width:1.5px,color:#312e81
classDef toneTeal fill:#ccfbf1,stroke:#0f766e,stroke-width:1.5px,color:#134e4a
class node_topic_exploration,node_heatmap,node_waffle toneBlue
class node_lda,node_summarization,node_comparison,node_dataset toneAmber
class node_visualizations,node_findings toneMint
class node_analyst toneIndigo
class node_notebook toneTeal
```

## Components

### Data Exploration

- [Topic Exploration](https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb): `data_350_covid_19_myths_lab.ipynb`
- [Truth Heatmap](https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb): `data_350_covid_19_myths_lab.ipynb`
- [Waffle Chart](https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb): `data_350_covid_19_myths_lab.ipynb`

### Topic Analysis

- [LDA Topics](https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb): `data_350_covid_19_myths_lab.ipynb`
- [Text Summarization](https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb): `data_350_covid_19_myths_lab.ipynb`
- [Method Comparison](https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb): `data_350_covid_19_myths_lab.ipynb`

### Results Views

- [Analysis Visualizations](https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb): `data_350_covid_19_myths_lab.ipynb`
- [Topic Findings](https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb): `data_350_covid_19_myths_lab.ipynb`

### Other components

- **Analyst**
- **Covid Discussions**
- [Analysis Notebook](https://github.com/kr-yan/analysis-of-covid-19-false-news-using-deep-learning/blob/main/data_350_covid_19_myths_lab.ipynb): `data_350_covid_19_myths_lab.ipynb`

## Connections

- Analyst → Analysis Notebook: runs
- Covid Discussions → Topic Exploration: analyzed by
- Covid Discussions → LDA Topics: modeled by
- Covid Discussions → Text Summarization: summarized by
- Topic Exploration → Truth Heatmap: compares labels
- Topic Exploration → Waffle Chart: categorizes topics
- LDA Topics → Method Comparison: compared with
- Text Summarization → Method Comparison: compared with
- LDA Topics → Analysis Visualizations: visualized by
- Text Summarization → Analysis Visualizations: visualized by
- Method Comparison → Topic Findings: informs