Quick Start Guide

Introduction

Welcome to Beholder, your premier source for cutting-edge geological map layers designed to meet the diverse needs of geologists, students, and industry professionals. At Beholder, we are dedicated to providing high-quality, detailed, and accessible geospatial data that empowers users to explore, analyze, and understand the Earth’s subsurface in unparalleled depth and detail. Whether you’re conducting academic research, planning a mining operation, or simply expanding your geological knowledge, our comprehensive map layers are tailored to support your endeavors with precision and reliability.

Our offerings include both paid and free map layers, ensuring that everyone from budding geologists to seasoned experts can access the information they need. Our free layers provide essential geological insights, perfect for students and educators looking to enhance their curriculum or for professionals requiring quick, foundational data. For those seeking more specialized information, our premium layers offer advanced features, including high-resolution data, intricate geological structures, and specialized overlays that are indispensable for detailed analysis and decision-making in geological and mining projects.

At Beholder, we understand that accurate geospatial data is crucial for effective planning and risk management in geological and mining industries. Our map layers are meticulously curated and continuously updated by a team of experienced geologists and data scientists, ensuring that you receive the most current and precise information available. We leverage state-of-the-art technology and extensive field data to deliver map layers that not only meet but exceed industry standards, providing you with the tools necessary to drive successful outcomes in your projects.

Step 1: Account Setup

Create Your Account

1. Visit the Beholder Portal
2. Click “Sign Up” and choose your account type:
   • Individual: For geologists, researchers, and consultants
   • Team: For exploration companies and organizations
   • Enterprise: For large mining companies and institutions

Complete Your Profile

1. Personal Information: Name, email, and contact details

2. Professional Background: Select your specialization:

   • Geologist
   • Geodesist
   • Mining Engineer
   • Exploration Manager
   • Investor
   • Other

3. Verification: Upload professional credentials for verification (optional but recommended)

Step 2: Platform Tour

Interactive Tutorial

1. Welcome Screen: Complete the 5-minute interactive tour
2. Feature Overview: Learn about key platform features
3. Sample Project: Explore a pre-loaded sample project
4. Tool Introduction: Get familiar with analysis tools

Dashboard Overview

• Recent Projects: Quick access to your recent work
• Data Library: Your uploaded datasets and maps
• AI Predictions: Latest mineral predictions for your areas
• Notifications: Updates and alerts

Step 3: Create Your First Project

Project Setup

1. New Project: Click “Create New Project”
2. Project Details:
   • Name: “My First Exploration Project”
   • Description: Brief description of your exploration goals
   • Area of Interest: Draw or upload your area boundary
   • Mineral Focus: Select minerals of interest

Define Your Area

1. Map Interface: Use the interactive map to define your area
2. Drawing Tools: Draw polygons, circles, or upload shapefiles
3. Coordinate Systems: Choose appropriate coordinate system
4. Area Validation: Confirm your area is correctly defined

Step 4: Explore AI Predictions

View Mineral Predictions

1. Layer Panel: Open the layer control panel
2. Mineral Layers: Enable mineral prediction layers
3. Confidence Settings: Adjust confidence thresholds
4. Visualization: Explore different visualization options

Understanding Predictions

• High Confidence (80-100%): Strong indicators, prioritize for field work
• Medium Confidence (60-80%): Moderate indicators, requires verification
• Low Confidence (40-60%): Weak indicators, low priority
• Very Low Confidence (<40%): Insufficient data

Step 5: Analyze Your Data

Basic Analysis Tools

1. Measurement Tools: Measure distances and areas
2. Annotation Tools: Add notes and markers
3. Cross-Sections: Create geological cross-sections
4. Statistics: View statistical summaries

Data Integration

1. Upload Data: Import your existing geological data
2. Format Support: Shapefile, KML, GeoTIFF, CSV
3. Data Validation: Automatic validation and error checking
4. Layer Management: Organize and manage your data layers

Step 6: Generate Reports

Create Your First Report

1. Report Builder: Access the report generation tool
2. Template Selection: Choose from available templates
3. Content Customization: Add your analysis and findings
4. Export Options: PDF, Word, or PowerPoint formats

Report Contents

• Executive Summary: High-level project overview
• Map Visualizations: Key maps and visualizations
• Statistical Analysis: Data analysis and statistics
• Recommendations: Next steps and recommendations

Step 7: Collaborate and Share

Team Collaboration

1. Invite Team Members: Add colleagues to your project
2. Permission Settings: Control access levels
3. Comment System: Add comments and discussions
4. Version Control: Track changes and updates

Sharing Options

• Public Sharing: Share with external stakeholders
• Secure Links: Generate secure sharing links
• Export Data: Export data for external use
• API Access: Programmatic access to your data

Common Use Cases

For Geologists

1. Mineral Exploration: Identify potential mineral deposits
2. Field Planning: Plan field work and sampling
3. Data Analysis: Analyze geological and geochemical data
4. Report Writing: Generate professional reports

For Geodesists

1. Survey Planning: Plan survey campaigns
2. Coordinate Systems: Work with multiple coordinate systems
3. Precision Mapping: High-precision mapping and measurements
4. Data Integration: Integrate survey data with geological data

For Exploration Companies

1. Project Management: Manage multiple exploration projects
2. Team Coordination: Coordinate team activities
3. Investment Analysis: Analyze investment opportunities
4. Risk Assessment: Assess exploration risks

Tips for Success

Best Practices

1. Start Small: Begin with a small area to learn the platform
2. Use Tutorials: Complete all available tutorials
3. Join Community: Participate in user forums and discussions
4. Regular Updates: Keep your data and analysis updated

Common Mistakes to Avoid

1. Incorrect Area Definition: Ensure your area is properly defined
2. Ignoring Confidence Scores: Always consider prediction confidence
3. Skipping Validation: Validate AI predictions with geological knowledge
4. Poor Data Quality: Ensure your input data is clean and accurate

Getting Help

Support Resources

1. Documentation: Comprehensive online documentation
2. Video Tutorials: Step-by-step video guides
3. Webinars: Regular training webinars
4. Support Team: 24/7 technical support

Community

1. User Forum: Connect with other users
2. Knowledge Base: Searchable knowledge base
3. Case Studies: Learn from successful projects
4. Best Practices: Industry best practices and guidelines

Next Steps

Advanced Features

1. Custom Models: Train custom AI models
2. API Integration: Integrate with external software
3. Advanced Analytics: Use advanced statistical tools
4. 3D Visualization: Explore 3D geological models

Professional Development

1. Certification: Earn professional certifications
2. Training Programs: Advanced training programs
3. Research Collaboration: Participate in research projects
4. Conference Participation: Attend user conferences

Troubleshooting

Common Issues

1. Login Problems: Check your credentials and internet connection
2. Slow Performance: Ensure you have a stable internet connection
3. Data Upload Issues: Check file formats and sizes
4. Map Display Problems: Clear browser cache and refresh

Getting Support

1. Help Center: Search the help center for solutions
2. Contact Support: Submit a support ticket
3. Live Chat: Use live chat for immediate help
4. Phone Support: Call our support team

Conclusion

Congratulations! You’ve completed the quick start guide and should now have a basic understanding of the Beholder Portal. Continue exploring the platform and don’t hesitate to reach out for support if you need help.

Ready to dive deeper? Check out our comprehensive documentation or explore our user guides for your specific role.

Interactive Maps and Visualization

The Beholder Portal’s interactive mapping system is the core of our mineral exploration platform. This guide will help you master all the mapping features and visualization tools available.

Map Interface Overview

Main Map Components

• Map Canvas: The central interactive map display
• Layer Panel: Control which data layers are visible
• Toolbar: Access to mapping and analysis tools
• Info Panel: Display detailed information about selected features
• Scale Bar: Map scale and coordinate information

Navigation Controls

• Zoom: Mouse wheel or zoom buttons
• Pan: Click and drag to move around the map
• Rotation: Ctrl + drag to rotate the map view
• Reset View: Return to default view and orientation

Top Navigation Bar

MAP Button

The Home button is designed to perform one specific function: returning the user to the main screen of the application only from the “Resources” section.

Return from the “Resources” section: The button is activated only when the user is in the “Resources” section. When clicked, it instantly returns the user to the main cartography screen.

RESOURCES Button

• Expands into a dropdown menu
• Provides access to:
  • Geological data library
  • Analytical reports
  • Technical documentation
  • Training materials

Detailed information about the contents and functionality of the Resources section can be found in the Resources documentation.

LOGOUT Button

• Manages user authentication
• Provides account switching options
• Allows secure session termination
• Gives access to account settings

!!! warning “Security Note” The platform automatically logs out inactive sessions after a set period. Always use the LOGOUT button when finishing your work.

Sidebar

Overview

The interface includes a vertical sidebar on the left side with navigation elements and expandable lists, providing essential controls for project navigation and map display settings.

Top Section of the Panel

Zoom to Project

• A dropdown menu for quick navigation between projects
• Currently displays “Demo Project” as the active selection. Depending on your subscription type, lists of projects available to you will be displayed here

Display Settings

• Opens the map display settings panel with various configuration options

Display Settings Panel

When the “Display settings” button is clicked, a panel opens with the following options:

Label Layer

• Controls the visibility of geographical object information
• When OFF: City names and other geographical labels will be hidden under the selected layers
• When ON: City and settlement names will be displayed on the map over selected territories

Measure Unit

• Allows selection of the preferred measurement system:
  • Metric: Kilometers, meters, etc.
  • Imperial: Miles, feet, etc.

Clean Map Data

• Button for resetting the map to its initial state
• Clears all user selections, filters, and displayed data layers
• Returns the map interface to its default configuration

Data Categories Panel

The left side of the interface represents a data categories panel organized as a hierarchical menu with dropdown lists. This panel provides access to various types of geodata with the ability to select and combine them. The main sections of the panel include:

• Geophysics - Geophysical data (magnetic and gravitational anomalies)
• SoilGrids - Physical properties - Physical soil characteristics
• SoilGrids - Chemical properties - Chemical soil characteristics
• Relief - Terrain elevation data

Main capabilities of the categories panel:

• Layer Management: Users can enable and disable individual data layers using checkboxes. Layer activation instantly displays the corresponding geodata on the map.
• Multi-layer Display: The system allows activation of multiple layers simultaneously. Each subsequently activated layer will be displayed on top of previous ones, creating a multi-layered data composition.
• Individual Settings: For each active layer, a separate “Layer settings” panel automatically opens, allowing independent configuration of display parameters.

Layer Settings Panel

When a user activates any layer via checkbox in the categories panel, an additional “Layer settings” panel automatically appears, providing advanced configuration options for the specific data layer. This panel includes:

• Layer title: Displays the name of the active layer

• Opacity regulator: Slider for adjusting layer transparency

• Show legend option: Enables display of map symbols and color scale

• Show info When activated, this option displays additional information in a popup window containing details such as Metadata, Abstract, Distributor, and Data Source

The layer settings panel appears independently for each activated layer, allowing individual display parameter configuration for all active layers simultaneously.

Functional significance and application

This two-panel interface structure provides a convenient and flexible approach to working with geodata:

1. First, users select the types of data they’re interested in from the categories panel
2. Then they configure display parameters for each layer through the layer settings panel
3. When needed, users can create complex combinations of different data types for comprehensive territory analysis

!!! info “Documentation” Complete descriptions of all available data, collection methods, and interpretation guidelines can be found at: geology.data.documentation.

Main Map Area

Sidebar Toolbar

The navigation sidebar is located on the left side of the interface and contains the following controls (from top to bottom). The sidebar provides quick access to the main navigation and map operation functions without cluttering the main cartographic interface.

Zoom Tools

• Zoom in button (+)
• Zoom out button (−)

Main Control Buttons

• Home button – Returns to the initial map view
• Print button – Outputs the current map view for printing
• Import a layer button – Adds custom layers to the map
• Ruler button – Distance measurement tool
• Change Map Layer – basemap selection

Layer Management

Basemap Selection

The application provides the ability to switch between different types of basemaps for optimal information display:

Available Basemaps

• OpenStreet Map - standard cartographic basemap with detailed road network and settlements
• OpenTopo Map - topographic map showing terrain relief and elevations
• ArcGIS Imagery - high-resolution satellite imagery
• ArcGIS Topographic - detailed topographic map from ArcGIS

Selecting a Basemap

• Change the map type through the layers button on the sidebar
• Basemaps can be changed at any time depending on the tasks and needs of the user
• Each type of basemap is optimized for different purposes: satellite imagery for detailed terrain study, topographic maps for relief analysis, standard maps for navigation

Custom Layer Import

The layers button allows users to import their own geospatial data:

Layer Upload Function

• Access this feature through the layers button in the sidebar
• Import your own geographic data to overlay on top of the basemap
• Imported layers overlay on top of the selected basemap
• The application allows uploading vector geodata in various formats, including Shapefiles and GeoJSON
• All main geometry types are supported: point, line, and polygon objects
• Uploaded data must have correct geographic referencing (projection and coordinate system).For correct display, the layer must contain metadata about the coordinate system for proper positioning on the map. With missing or incorrect coordinate system, data may display with offset or not display at all.

Available Layer Types

Satellite Imagery

• Sentinel-2: 10-20m resolution multispectral imagery
• Landsat 8/9: 15-30m resolution thermal and multispectral
• MODIS: 250m-1km resolution vegetation and climate data
• Commercial Imagery: High-resolution commercial satellite data

Geological Data

• Geological Maps: Stratigraphic units and formations
• Structural Features: Faults, folds, and lineaments
• Mineral Occurrences: Known mineral deposits and showings
• Geophysical Data: Magnetic, gravity, and electromagnetic surveys

AI Predictions

• Mineral Probability: AI-predicted mineral potential
• Confidence Maps: Prediction confidence levels
• Mineral Types: Specific mineral predictions (lithium, graphite, etc.)
• Anomaly Detection: Statistical anomalies and hotspots

Environmental Data

• Topography: Digital elevation models and terrain
• Vegetation: NDVI and vegetation indices
• Climate: Temperature, precipitation, and weather data
• Hydrology: Rivers, lakes, and watershed boundaries

Layer Controls

Visibility Toggle

• Show/Hide: Click the eye icon to toggle layer visibility
• Opacity: Adjust layer transparency with the slider
• Order: Drag layers to change their display order
• Grouping: Organize layers into logical groups

Styling Options

• Color Schemes: Choose from multiple color palettes
• Symbols: Customize point and line symbols
• Labels: Control label display and formatting
• Classification: Adjust classification methods and breaks

Visualization Tools

Measurement Tool

Feature Overview

The area measurement tool allows users to determine the size of territories on the map. This functionality is valuable for evaluating land plots, route planning, geographic data analysis, and other tasks requiring precise spatial measurements.

Step-by-Step Instructions

Step 1: Activate the Measurement Tool

1. Locate and click on the measurement icon (ruler symbol) in the side toolbar.
2. The “Measure distances and areas” panel will appear.

Step 2: Create a New Measurement

1. Click on the “Create a new measurement” button.
2. The system will switch to measurement creation mode with the instruction “Start creating a measurement by adding points to the map”.

Step 3: Add Points to the Map

1. Click on desired locations on the map to add polygon vertices.
2. The system automatically connects points with lines.
3. During measurement creation, the following information is displayed:
   • Coordinates of the last point (in degrees and decimal format)
   • Distance covered (in meters and kilometers)
   • Current area of the selected region (in square meters and hectares)

Step 4: Complete the Measurement

1. After adding all necessary points, click the “Finish measurement” button.
2. The measurement will be saved on the map as a highlighted area.

Step 5: View Information About the Measured Area

1. To view detailed information about the measured area, click on the area itself on the map.
2. An information window will appear with the following data:
   • Area in square meters and hectares
   • Perimeter in meters and kilometers
   • Additional options:
     • For convenient viewing of the measured area, use the “Center on this area” option.
     • Select an existing measurement and click the “Delete” button in the information window.
     • At any stage of measurement creation, you can click the “Cancel” button to abort the process.

Notes

!!! tip “Measurement Accuracy” Measurement accuracy depends on the map scale and satellite image resolution.

!!! info “Best Practices” For more precise measurements, it is recommended to increase the map scale when adding points.

!!! note “Automatic Recalculation” The system automatically recalculates the area and perimeter when adding each new point.

Troubleshooting

Common Issues

• Measurement tool not responding: Refresh the page and try again.
• Unable to add points: Ensure you’re in measurement mode and the map is not locked.
• Inaccurate measurements: Zoom in closer to the area you’re measuring for better precision.

Print Function

Automatic Layout Creation

• When clicking the print button on the sidebar, a ready-to-print layout of the current map view is automatically created
• The layout includes all visible layers, measurements, and other elements displayed on the screen
• The system automatically optimizes the layout for standard print formats
• No additional setup is required by the user before sending to print

!!! tip “Print Quality” For higher quality prints, make sure all necessary layers are visible and properly configured before using the print function.

Map Interaction

Basic Operations

Viewing Information

• Left mouse button – clicking on a point displays an information window with detailed data about the selected object, including geographic coordinates, settlement name, administrative affiliation, and other available information
• This function allows users to quickly obtain reference information about objects of interest on the map without the need for additional searches

Map Navigation

• Moving – hold down the left mouse button and drag the map in the desired direction
• Changing scale – use the mouse wheel or the zoom buttons on the sidebar

!!! note “Keyboard Shortcuts” You can also use keyboard shortcuts: arrow keys for panning and +/- keys for zooming.

Layer Management

• Toggle visibility of individual layers
• Adjust layer order to control which features appear on top
• Remove layers when they are no longer needed

!!! danger “Data Loss Warning” Custom layers are not saved.

!!! question “Need Help?” If you have any questions, please refer to the FAQ tab.

Annotation Tools

Text Annotations

1. Text Tool: Click the text icon
2. Click Location: Click where you want to place text
3. Enter Text: Type your annotation
4. Formatting: Change font, size, and color

Point Markers

1. Marker Tool: Click the pin icon
2. Click Location: Place marker on map
3. Add Description: Enter marker description
4. Customize: Change marker style and color

Drawing Tools

1. Freehand Drawing: Draw freehand lines and shapes
2. Geometric Shapes: Draw circles, rectangles, and polygons
3. Line Tools: Draw straight lines and polylines
4. Arrow Tools: Add directional arrows and flow lines

Advanced Visualization

3D Visualization

• Terrain Display: View terrain in 3D perspective
• Layer Integration: Overlay geological data on 3D terrain
• Rotation: Rotate 3D view for different perspectives
• Elevation Exaggeration: Adjust vertical exaggeration

Time-Series Analysis

• Temporal Slider: Animate data over time
• Historical Data: View historical satellite imagery
• Change Detection: Identify changes over time
• Animation Controls: Play, pause, and control speed

Statistical Visualization

• Histograms: View data distribution histograms
• Scatter Plots: Analyze relationships between variables
• Box Plots: View statistical summaries
• Correlation Matrices: Analyze variable correlations

Data Export and Sharing

Export Options

Map Images

• PNG Export: High-resolution PNG images
• PDF Export: Vector-based PDF maps
• SVG Export: Scalable vector graphics
• Print Layout: Professional print layouts

Data Export

• Shapefile: Export vector data as shapefiles
• KML/KMZ: Export for Google Earth
• GeoTIFF: Export raster data as GeoTIFF
• CSV: Export attribute data as CSV

Report Generation

• Map Reports: Automated map reports
• Statistical Reports: Data analysis reports
• Custom Reports: User-defined report templates
• Batch Export: Export multiple maps at once

Sharing Features

• Public Links: Generate shareable map links
• Embed Codes: Embed maps in websites
• Social Sharing: Share on social media platforms
• Email Sharing: Send maps via email

Performance Optimization

Large Dataset Handling

• Data Clipping: Clip data to your area of interest
• Level of Detail: Adjust detail level for performance
• Caching: Enable data caching for faster loading
• Progressive Loading: Load data progressively

Browser Optimization

• Hardware Acceleration: Enable GPU acceleration
• Memory Management: Monitor memory usage
• Cache Settings: Optimize browser cache settings
• Network Optimization: Use stable internet connection

Customization Options

User Interface

• Theme Selection: Choose light or dark themes
• Layout Customization: Customize panel layout
• Toolbar Configuration: Add or remove toolbar tools
• Keyboard Shortcuts: Customize keyboard shortcuts

Map Styling

• Base Map Selection: Choose different base maps
• Color Schemes: Customize color schemes
• Font Settings: Adjust font sizes and styles
• Symbol Libraries: Use custom symbol libraries

Troubleshooting

Common Issues

1. Slow Performance: Reduce data complexity or enable caching
2. Missing Layers: Check layer visibility and data availability
3. Export Problems: Ensure sufficient disk space and permissions
4. Display Issues: Clear browser cache and refresh

Performance Tips

1. Use Appropriate Scale: Zoom to appropriate scale for your data
2. Limit Active Layers: Keep only necessary layers visible
3. Optimize Data: Use compressed data formats when possible
4. Regular Updates: Keep browser and platform updated

Best Practices

Map Design

1. Clear Hierarchy: Use visual hierarchy to guide attention
2. Appropriate Scale: Choose appropriate map scale
3. Color Consistency: Use consistent color schemes
4. Label Readability: Ensure labels are readable at all scales

Data Management

1. Organize Layers: Group related layers logically
2. Metadata: Maintain comprehensive layer metadata
3. Version Control: Keep track of data versions
4. Backup: Regularly backup your work

Collaboration

1. Standardization: Use standard symbols and colors
2. Documentation: Document your mapping decisions
3. Sharing: Use appropriate sharing methods
4. Feedback: Seek feedback from colleagues

Advanced Features

Custom Projections

• Coordinate Systems: Support for all major coordinate systems
• Projection Conversion: Convert between different projections
• Custom Projections: Define custom coordinate systems
• Datum Transformations: Handle datum transformations

Geoprocessing Tools

• Buffer Analysis: Create buffer zones around features
• Intersection Analysis: Find intersections between layers
• Union Operations: Combine multiple layers
• Clip Operations: Clip data to specific areas

Network Analysis

• Routing: Calculate optimal routes
• Service Areas: Define service areas around points
• Network Connectivity: Analyze network connectivity
• Accessibility Analysis: Measure accessibility to features

Integration with External Software

GIS Software

• ArcGIS: Direct integration with ArcGIS
• QGIS: Export data for QGIS analysis
• MapInfo: Support for MapInfo formats
• Global Mapper: Integration with Global Mapper

CAD Software

• AutoCAD: Export data for AutoCAD
• MicroStation: Support for MicroStation formats
• SketchUp: Export 3D data for SketchUp
• Blender: Export for 3D modeling

Database Systems

• PostgreSQL: Direct database connections
• Oracle Spatial: Oracle spatial database support
• SQL Server: Microsoft SQL Server integration
• MySQL: MySQL database connectivity

Conclusion

The interactive mapping system is the heart of the Beholder Portal, providing powerful tools for mineral exploration and geological analysis. By mastering these features, you’ll be able to create compelling visualizations, perform sophisticated analysis, and share your findings effectively.

Continue exploring the platform and don’t hesitate to experiment with different visualization options to find what works best for your specific needs.

AI Models and Machine Learning

The Beholder Portal leverages state-of-the-art machine learning models to predict mineral potential with unprecedented accuracy. This guide explains how our AI systems work and how to interpret their predictions.

Model Architecture

Deep Learning Framework

Our models are built using TensorFlow and PyTorch, utilizing:

• Convolutional Neural Networks (CNNs) for satellite imagery analysis
• Recurrent Neural Networks (RNNs) for temporal data processing
• Ensemble Methods combining multiple models for improved accuracy
• Transfer Learning from pre-trained geological models

Input Data Sources

The models process multiple data types:

1. Satellite Imagery

   • Sentinel-2 multispectral data
   • Landsat 8/9 thermal and multispectral
   • MODIS vegetation indices
   • High-resolution commercial imagery

2. Geological Data

   • Geological survey maps
   • Soil composition data
   • Rock type classifications
   • Mineral occurrence databases

3. Geophysical Data

   • Magnetic field measurements
   • Gravity data
   • Electromagnetic surveys
   • Seismic data

4. Environmental Data

   • Climate variables
   • Vegetation indices
   • Topographic data
   • Hydrological features

Mineral-Specific Models

Lithium Prediction Model

• Accuracy: 94.2% on validation data
• Key Features: Spectral signatures, geological context, environmental factors
• Output: Probability maps with confidence intervals
• Update Frequency: Monthly with new satellite data

Graphite Detection Model

• Accuracy: 91.8% on validation data
• Key Features: Carbon content indicators, geological formations
• Output: Binary classification with confidence scores
• Update Frequency: Bi-weekly

Rare Earth Elements (REE) Model

• Accuracy: 89.5% on validation data
• Key Features: Complex geological indicators, multi-element analysis
• Output: Multi-class predictions for different REE types
• Update Frequency: Monthly

Copper and Base Metals Model

• Accuracy: 92.1% on validation data
• Key Features: Ore deposit indicators, geological structures
• Output: Continuous probability maps
• Update Frequency: Weekly

Model Training Process

Data Preparation

1. Data Collection: Aggregating data from multiple sources
2. Quality Control: Automated and manual data validation
3. Feature Engineering: Creating relevant input features
4. Data Augmentation: Synthetic data generation for rare cases

Training Methodology

1. Cross-Validation: 5-fold cross-validation for robust evaluation
2. Hyperparameter Tuning: Automated optimization using Bayesian methods
3. Regularization: L1/L2 regularization to prevent overfitting
4. Early Stopping: Preventing overtraining with validation monitoring

Validation and Testing

• Holdout Set: 20% of data reserved for final testing
• Temporal Validation: Testing on future data to ensure generalization
• Spatial Validation: Testing across different geographical regions
• Mineral-Specific Validation: Separate validation for each mineral type

Prediction Interpretation

Confidence Scores

• High Confidence (80-100%): Strong geological indicators present
• Medium Confidence (60-80%): Moderate indicators, requires verification
• Low Confidence (40-60%): Weak indicators, high uncertainty
• Very Low Confidence (<40%): Insufficient data or conflicting indicators

Uncertainty Quantification

Our models provide uncertainty estimates through:

• Monte Carlo Dropout: Multiple forward passes with dropout
• Ensemble Variance: Variance across different model predictions
• Bayesian Neural Networks: Probabilistic weight distributions

Feature Importance

Understanding which factors drive predictions:

• Spectral Features: Most important for satellite-based detection
• Geological Context: Critical for understanding mineral formation
• Environmental Factors: Important for surface mineral detection
• Temporal Patterns: Seasonal variations in detection accuracy

Model Performance Metrics

Accuracy Metrics

• Overall Accuracy: 92.3% across all mineral types
• Precision: 89.7% (true positives / predicted positives)
• Recall: 91.2% (true positives / actual positives)
• F1-Score: 90.4% (harmonic mean of precision and recall)

Spatial Performance

• Regional Variation: 88-96% accuracy across different geological regions
• Scale Dependency: Better performance at larger scales (>1km²)
• Terrain Sensitivity: Reduced accuracy in heavily forested areas

Temporal Performance

• Seasonal Variation: 2-5% accuracy variation across seasons
• Weather Impact: Cloud cover reduces accuracy by 3-8%
• Data Freshness: Predictions improve with newer satellite data

Continuous Improvement

Model Updates

• Incremental Learning: Models update with new data
• A/B Testing: New model versions tested against current models
• User Feedback: Incorporating expert geological feedback
• Performance Monitoring: Continuous accuracy tracking

Data Integration

• New Satellite Missions: Integration of new data sources
• Improved Resolution: Higher resolution imagery as available
• Additional Sensors: Integration of new sensor types
• Ground Truth Data: Incorporation of field validation data

Best Practices for Users

Interpreting Predictions

1. Always consider confidence scores
2. Cross-reference with geological knowledge
3. Use multiple mineral models for comprehensive analysis
4. Validate predictions with field data when possible

Optimizing Results

1. Use appropriate spatial resolution for your needs
2. Consider seasonal variations in predictions
3. Combine with traditional geological methods
4. Regularly update your analysis with new data

Technical Specifications

Computational Requirements

• Processing Time: 2-5 minutes per 100km² area
• Memory Usage: 4-8GB RAM for large area analysis
• Storage: 1-2GB per 100km² processed area
• Network: High-speed internet recommended for large datasets

API Access

• RESTful API: Programmatic access to model predictions
• Rate Limits: 1000 requests per hour for standard accounts
• Data Formats: JSON, GeoTIFF, NetCDF output formats
• Authentication: OAuth 2.0 and API key support

Future Developments

Upcoming Features

• Real-time Processing: Sub-minute prediction updates
• Mobile Integration: Smartphone app for field use
• 3D Visualization: Three-dimensional geological models
• Advanced Analytics: Predictive modeling for exploration success

Research Collaborations

• University Partnerships: Ongoing research collaborations
• Industry Cooperation: Joint development with mining companies
• Open Source Components: Contributing to open-source geological AI
• Standards Development: Participating in industry standards

For technical support or questions about our AI models, please contact our data science team through the support portal.

User Guide for Geologists

🌍 Platform Overview

Resources Management

📚 Resources Management Center

Comprehensive data layer management with tabular interface for efficient geospatial resource access and exploration.

The Resources tab serves as your central hub for managing all available data layers, providing a structured tabular view for efficient navigation, metadata access, and resource exploration without cluttering your main workspace.

📋 Main Table Interface

🗃️ Comprehensive Layer Organization

All available layers displayed in a clear tabular structure for streamlined data management and quick access to geospatial resources.

📊 Table Column Structure

Column	Description	Purpose
📁 Project	The name of the project the resource belongs to	Project identification and grouping
🏷️ Tag	Tag name corresponding to folder in layer tree on “Map” tab	Hierarchical organization reference
📝 Name	The descriptive name of the specific layer or resource	Layer identification and description
🔧 Type	Layer type classification: Raster or Vector	Data format identification
👤 Owner	User who owns or created the layer resource	Ownership and access rights
🎛️ Controls	Buttons for additional layer exploration tools	Access to analysis and preview tools

ℹ️ Table Organization Benefits

• Clear project-based resource grouping
• Direct correspondence with Map tab layer tree
• Instant layer type identification
• Quick ownership and access verification
• One-click access to exploration tools

🎛️ Control Buttons System

🔧 Advanced Layer Exploration Tools

Comprehensive control system providing immediate access to layer analysis, preview, and data exploration capabilities.

ℹ️ Layer Info Tool

• Purpose: Access detailed layer metadata and properties
• Features:
  • Complete layer information display
  • Data source and creation details
  • Technical specifications and parameters
  • Usage statistics and access history

👁️ Layer Preview Tool

• Purpose: Visual preview of layer content without full loading
• Features:
  • Quick visual assessment of layer data
  • Thumbnail preview generation
  • Data quality and coverage verification
  • Style and rendering preview

📊 Data Table Tool

• Purpose: Tabular data exploration and analysis
• Features:
  • Attribute table viewing
  • Data filtering and sorting
  • Statistical analysis tools
  • Export capabilities

⚠️ Note: Data Table tool is available only for vector layers. Raster layers will show a “Not available” message as they don’t contain tabular data.

🎯 Resource Management Benefits

🔍 Enhanced Data Discovery

• Quick Resource Identification: Instantly locate and identify relevant data layers
• Efficient Search and Filtering: Find specific resources based on project, type, or ownership
• Metadata Access: Comprehensive information about each layer’s properties and source

📋 Streamlined Workflow

• Centralized Management: All resources in one organized interface
• Project Organization: Clear grouping by project for better resource management
• Access Control: Easy identification of resource ownership and permissions

👁️ Visual Data Assessment

• Preview Capabilities: Quick visual assessment without full data loading
• Quality Verification: Immediate data quality and coverage evaluation
• Style Preview: See how layers will appear before adding to map

⚡ Performance Optimization

• Efficient Loading: Preview and metadata access without heavy data processing
• Resource Planning: Better understanding of data requirements before map integration
• Workflow Efficiency: Reduced time spent on data discovery and assessment

💡 Best Practices

1. Use the table filters to quickly find resources by project or type
2. Preview layers before adding them to your map to ensure they meet your needs
3. Check layer metadata to understand data sources and quality
4. Organize resources by project for better workflow management
5. Use the data table tool for vector layers to explore attribute data

🔗 Related Documentation

• Interactive Maps Guide - Learn about map visualization and layer management
• Quick Start Guide - Get started with the platform
• For Geologists - Professional geological analysis tools