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Exploring Native American Quilting Aesthetics

Data Visualization + Cultural Analysis + Interaction Design

Overview

Brief

Exploring Native American Quilting Aesthetics is a project aimed at uncovering and visualizing the rich art form of Native American quilting. By examining historical and cultural influences, the project celebrates the intricate beauty and symbolism in these quilts. Using data analysis and visualization, an interactive tool allows users to explore quilting aesthetics, fostering appreciation and understanding. Emphasizing cultural sensitivity and accuracy, the project provides an educational experience for enthusiasts, educators, and Native American community members.

Duration

Sept - Oct 2022

Role

Data Analyst, Developer

Skills

  • Background Research
  • Book Research
  • Interviews
  • Web Scraping

Tools

  • Python
  • RunwayML
  • RawGraphs
  • Figma

Problem

Limited awareness and documentation of Native American quilting culture

Quilts, introduced by European settlers, have been integrated into Native American traditions, yet the art form remains largely unrecognized beyond these communities. Misrepresentation and lack of comprehensive documentation have further obscured its evolution and significance.

Research Question

How might we explore and visualize the evolution and interconnectedness of Native American quilting aesthetics?

This question investigates the evolution of quilting aesthetics across Native American tribes and explores new forms of connection using generative technology.

Value System

Our process and outcome were guided by a set of values that served as a moral compass for the project

Process Value System
Participatory

Collaborating with experts in the field to guide the project focus and research questions.

Accuracy

Fact-checking research with experts and designing ways to navigate data inconsistencies.

Project Value System
Self-initiated Learning

Promoting discovery-led and exploratory learning.

Sensitive

Ensuring that the final product is respectful of Native American history, culture, and tradition.

Transparent

Making data sources and processes openly available to enable others to build on our work.

Research

Deep dive into the history and evolution of Native American quilting

Background Research

Understanding historical context and influences.

Book Research

Utilizing resources from Harvard libraries.

Interviews

Consulting with experts in Native American quilting.

Web Scraping

Collecting data from online resources and databases.

Online Resources and Books on Native American Quilting Culture
Discrepancy in Information Across Different Sources and Key Findings from Expert Interviews

Insight 1

Quilting culture is dynamic and evolving

Native American quilting incorporates cultural symbolism and storytelling, evolving through influences from non-native communities and boarding schools.

Insight 2

Visual relationships reflect cultural connections

Quilting aesthetics, including color and motifs, reveal a blend of influences from various Native American tribes and beyond.

Insight 3

Generative technology offers new perspectives

Using tools like StyleGAN and RunwayML, we can explore alternate quilting aesthetics and hypothetical connections between tribes, revealing new insights into cultural exchange.

Stakeholders

Identifying and addressing the needs of diverse stakeholders

General Audience

Learn about Native American quilting culture.

Educators/Curators

Need accurate, sensitive representation of data.

Native Americans

Honest and accurate inferences.

Data Preparation

Preparing and cleaning data for analysis

Data acquisition faced several challenges. Sources included university departments, heritage centers, missionary boarding schools, and museums. Challenges included the lack of well-documented images of quilts and inconsistent attributes.

list of resources

Standardizing data for accurate analysis

Attributes such as date, location, period, dimensions, technique, primary fabric, and fiber were consistent. Tribe information was mostly consistent, while the quilt maker's name and history were inconsistent. We created 14 color buckets and used edge detection and clustering techniques to standardize the data.

libraries used in pandas
Data Acquisition Process Part 1

Data Acquisition Process Part 1

Data Acquisition Process Part 2

Data Acquisition Process Part 2

Color Extraction Examples

Examples of Color Extractions

Solution

Developing an interactive tool to visualize quilting aesthetics

The solution involved creating a comprehensive digital platform where users can interact with visual data representing Native American quilts. By leveraging advanced data visualization techniques, the tool allows users to explore the evolution of quilting aesthetics across different tribes, understand cultural connections, and appreciate the intricate designs and symbolism. This interactive tool includes features like:

Color and Motif Analysis

Visual representations of color usage and motifs across different tribes and time periods.

Generative Models

Explorations of hypothetical quilting aesthetics using AI to simulate potential future designs.

Detailed Quilt Information

Access to detailed historical and cultural contexts for each quilt, enhancing user understanding and appreciation.

General Model Implementation

Using generative models to explore interconnectedness

Generative models offer new insights. We used StyleGAN and RunwayML to explore potential future designs and cultural exchange between tribes, providing a deeper understanding of their interconnectedness.

Relationship Between Tribes
Generative Training Model Process
StyleGAN Trained Model on All Quilts

StyleGAN Trained Model on All Quilts

StyleGAN Trained Model on Quilts of Hopi and Sioux Tribes

StyleGAN Trained Model on Quilts of Hopi and Sioux Tribes

Initial Designs

Exploring and refining the project’s approach

Color Exploration Pages

Drafts of color explorations by landscapes and locations helped understand visual relationships and informed the final design. These drafts were abandoned due to complexity and the need for streamlined visualizations.

Concept Drafts of Color Explorations By Landscapes

Concept Drafts of Color Explorations By Landscapes

Concept Drafts of Color Explorations By Location

Concept Drafts of Color Explorations By Locations

Generative Models

Using StyleGAN and RunwayML, models were trained on quilts from different tribes, exploring similarities and knowledge exchange between tribes like the Hopi and Sioux. These initial designs provided valuable insights but were refined for clearer and more meaningful visualizations.

Concept Drafts of Color Explorations By Landscapes

Alluvial Diagram of Color Categories and Explorations

Concept Drafts of Color Explorations By Location

Color Extractions According to the Timeline

Visualization Exploration

Creating visual and interactive representations of quilting data

Using RAWGraphs and Figma, we designed visualizations exploring color usage and symbolism across quilts. These visualizations were refined through prototyping and expert feedback to ensure clarity and cultural sensitivity.

Draft of Color Explorations

Implementation of Real Data

Concept Drafts of Influence Explorations By Tribes

Influence Explorations By Tribes

Concept Drafts of Influence Explorations By Motifs

Influence Explorations By Motifs

Description of a Quilt

Influence Explorations By Motifs - Detail

Color Usage Across Tribes

Color Usage Across Tribes

Color Usage Across Landscapes

Color Usage Across Landscapes

Final Prototype

Interactive tool for exploring Native American quilting aesthetics

The final prototype includes visualizations that allow users to explore color usage, motifs, and cultural influences in Native American quilts. This tool promotes discovery and appreciation of this rich art form, ensuring cultural sensitivity and accuracy.

Final Visualizations of Exploring Color Across Quilts

Exploring Color Across Quilts

Final Visualizations of Exploring Influence Across Star Quilts

Exploring Influence Across Star Quilts

Final Visualizations of Generative a Quilt Landing Page

Generative a Quilt Landing Page

Final Visualizations of Generative a Quilt Results Page

Generative a Quilt Results Page

Impact

Promoting cultural awareness and appreciation

The project enhances understanding and appreciation of Native American quilting culture. By providing an interactive and educational tool, it fosters cultural awareness, highlights historical and contemporary influences, and encourages respectful engagement with indigenous art traditions.

Limitations

Acknowledging areas for improvement

The project faced challenges such as the lack of well-documented quilt images and diverse patterns. Future improvements include expanding the dataset, refining visualizations, and ensuring broader representation of different tribes.

Reflection

Learning from the exploration of Native American quilting aesthetics

This project emphasized the importance of cultural sensitivity and accurate representation. Engaging with experts and incorporating feedback were crucial in developing a meaningful tool. The experience underscored the value of iterative design and the potential of technology to reveal new perspectives on cultural heritage.