Data Mining Fruitful and Fun

Open source machine learning and data visualization for qualitative sociology research. No coding needed.

auto_fix_high Quick Analysis (Wizard) account_tree Visual Canvas
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Datasets
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Analyses Run
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Visual Programming

Place widgets on the canvas, connect them, load your datasets, and harvest the insight. No coding needed.

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Interactive Visualization

Explore scatter plots, box plots, histograms, heatmaps, word clouds, and hierarchical clustering.

psychology

Qualitative Analysis

Text coding, sentiment analysis, topic modeling, and interview transcript analysis built for sociology.

widgets Available Widgets (58+)

DATA & TRANSFORM

  • Select Columns
  • Select Rows (Filter)
  • Data Sampler
  • Merge Data
  • Concatenate
  • Transpose
  • Impute
  • Group By
  • Preprocess (Scale)
  • Discretize
  • One-Hot Encode
  • Formula

VISUALIZE

  • Scatter Plot
  • Box Plot
  • Histogram
  • Violin Plot
  • Distributions
  • Line Plot
  • Bar Plot
  • Heat Map
  • Venn Diagram
  • Silhouette Plot
  • Mosaic Display
  • Word Cloud

MODEL & EVALUATE

  • K-Means
  • Decision Tree
  • Random Forest
  • Logistic Regression
  • Naive Bayes
  • kNN
  • SVM
  • Gradient Boosting
  • Neural Network
  • AdaBoost
  • Test & Score (CV)
  • Confusion Matrix
  • ROC Analysis
  • Feature Importance

TEXT & NETWORK

  • Text Frequency
  • Sentiment Analysis
  • Topic Modeling (LDA)
  • Bag of Words / TF-IDF
  • Concordance (KWIC)
  • Collocations
  • Duplicate Detection
  • Document Embedding
  • Extract Keywords
  • Network Analysis
  • Network Clustering
  • Association Rules
  • Explain Model
  • ICE Plot