https://mermaid.js.org/syntax/mindmap.html#markdown-strings

https://github.com/mermaid-js/mermaid-live-editor/blob/develop/src/lib/util/mermaid.ts

sample code graphviz:

import graphviz

def create_concept_map(): dot = graphviz.Digraph(comment=‘Concept Map’)

# Add nodes (concepts)
dot.node('A', 'Main Concept')
dot.node('B', 'Subconcept 1')
dot.node('C', 'Subconcept 2')
dot

mindmaps

<iframe src=“https://mermaid-js.github.io/mermaid-live-editor/#/edit"mindmap%20root%28%28QGAN%20for%20Geological%20and%20Atmospheric%20Biodetection%29%29%20Objectives%20Detection%20and%20Correlation%20Identify%20specific%20particles%20in%20fossils%20Correlate%20with%20oil%20deposits%20Simulation%20and%20Replication%20Replicate%20conditions%20for%20resource%20creation%20Environmental%20Impact%20Study%20Analyze%20influence%20of%20atmospheric%20pressure%20Study%20weather%2C%20time%2C%20and%20movement%20effects%20Resource%20Creation%20Develop%20strategies%20for%20resource%20enhancement%20Create%20alternative%20resources%20Data%20Collection%20and%20Preprocessing%20Geological%20Data%20Fossil%20particle%20data%20Atmospheric%20Data%20Environmental%20data%20Historical%20Data%20Data%20on%20oil%20deposits%20Model%20Development%20Autoencoder%20Feature%20extraction%20Adversarial%20Network%20Anomaly%20detection%20Quantum%20Components%20Enhanced%20computation%20Simulation%20and%20Analysis%20Environmental%20Impact%20Simulation%20Study%20particle%20changes%20Correlation%20Analysis%20Analyze%20correlations%20with%20oil%20deposits%20Resource%20Optimization%20Alternative%20Resource%20Creation%20Identify%20potential%20Condition%20Replication%20Models%20Develop%20replication%20models%20Steps%20to%20Follow%20Define%20Objectives%20and%20Scope%20Outline%20goals%20and%20outcomes%20Identify%20phenomena%20to%20study%20Data%20Acquisition%20Collect%20comprehensive%20datasets%20Ensure%20data%20quality%20and%20relevance%20Preprocessing%20and%20Feature%20Extraction%20Clean%20and%20prepare%20data%20Use%20autoencoders%20for%20feature%20extraction%20Model%20Development%20Develop%20QGAN%20framework%20Train%20autoencoder%20for%20pattern%20identification%20Use%20adversarial%20network%20for%20anomaly%20detection%20Simulation%20and%20Validation%20Simulate%20environmental%20conditions%20Validate%20model%20predictions%20Analysis%20and%20Insight%20Generation%20Analyze%20detected%20anomalies%20Identify%20key%20influencing%20factors%20Resource%20Optimization%20Develop%20strategies%20for%20resource%20creation%20Explore%20alternative%20resource%20potential%20Implementation%20and%20Monitoring%20Implement%20models%20in%20real-world%20scenarios%20Continuously%20monitor%20and%20refine%20models” style=“width:100%; height:800px;”>

or concept Map 2