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All functions

analysis_competitive_intel_matrix()
Competitive Intelligence Matrix
analysis_donor_lifecycle_stage()
Donor Lifecycle Stage Scoring
analysis_donor_network_metrics()
Donor-Destination Network Metrics
analysis_donor_segmentation()
Donor Segmentation (Priority Matrix)
analysis_fit_opportunity_model()
Fit a simple Funding Opportunity Model (logistic)
analysis_funding_forecast()
Aggregate historical amounts by month and forecast future funding for a donor or recipient.
analysis_portfolio_scores()
Compute Portfolio Scores for a Recipient
analysis_prepare_opportunity_dataset()
Prepare Funding Opportunity Dataset
analysis_systemic_network_insights()
Systemic: Network Density and Granularity Insights
analysis_wordcloud_from_flows()
Generate a Word Cloud from Flow Descriptions
clean_llm_response()
Clean LLM Response
fetch_fts_data()
Fetch FTS Flow Data with Pagination
filter_flows_for_indicators()
Filter and Normalize FTS Funding Flows for Indicator Computation
flows
FTS Humanitarian Funding Flows Dataset
generate_plot_story()
Generate Humanitarian Data Story from ggplot
generate_report()
Generate Quarto HTML / PDF Country Factsheets in Batch
indicator_cross_donor_systemic_destination_alignment()
Donors Systemic: Destination Alignment (Optimized)
indicator_destination_dependency()
Destination-Focused: Dependency Index
indicator_destination_donor_diversity()
Destination-Focused: Donor Diversity Index
indicator_destination_donor_retention()
Destination-Focused: Donor Retention Index
indicator_destination_earmarking_flexibility()
Earmarking Flexibility
indicator_destination_funding_diversity()
Destination-Focused: Funding Diversity Index
indicator_destination_funding_stability()
Destination-Focused: Funding Stability Index
indicator_destination_funding_trend()
Destination-Focused: Funding Growth Trend
indicator_destination_funding_volatility()
Destination-Focused: Funding Volatility Index
indicator_destination_modality_balance()
Destination-Focused: Modality Balance
indicator_destination_modality_innovation()
Modality Innovation
indicator_destination_pipeline_visibility()
Pipeline Visibility
indicator_donor_destination_concentration()
Donor→Destination: Portfolio Concentration Index
indicator_donor_destination_coverage()
Donor→Destination: Coverage Index
indicator_donor_destination_earmarking_flexibility()
Donor-Destination Earmarking Flexibility
indicator_donor_destination_risk_tolerance()
Donor Risk Tolerance
indicator_donor_destination_stability()
Donor→Destination: Geographic Stability Index
indicator_donor_destination_trend()
Donor→Destination: Geographic Focus Trend
indicator_donor_funding_consistency()
Funding Consistency Index
indicator_donor_funding_growth()
Funding Growth Trend
indicator_donor_geographic_alignment()
Geographic Alignment
indicator_donor_knowledge_sharing_intensity()
Knowledge Sharing Intensity
indicator_donor_recipient_concentration()
Donor→Recipient: Funding Concentration Index
indicator_donor_recipient_funding_growth()
Donor-Recipient Funding Growth Trend
indicator_donor_recipient_reciprocity()
Donor→Recipient: Reciprocity Ratio
indicator_donor_recipient_relationship_duration()
Donor-Recipient Relationship Duration Index
indicator_donor_recipient_stability()
Donor→Recipient: Relationship Stability Index
indicator_donor_recipient_trend()
Donor→Recipient: Funding Trend Index
indicator_donor_relationship_duration()
Relationship Duration Index
indicator_donor_sector_alignment()
Sector Alignment
indicator_donor_systemic_concentration()
Donor Systemic: Concentration Index
indicator_donor_timing_consistency()
Donor Timing Consistency Index
indicator_recipient_amount_stability()
Amount Stability
indicator_recipient_cofunding_rate()
Co-Funding Rate
indicator_recipient_funding_share()
Funding Volume Share
indicator_recipient_systemic_diversification()
Recipient Systemic: Diversification Index
plot_destination_funding_destination()
Plot Funding by Destination Location
plot_destination_funding_donor()
Plot Destination Funding by Donor
plot_destination_heatmap()
Plot Top Donors Heatmap
plot_donor_cluster_coverage()
Plot Donor Cluster Coverage
plot_donor_earmarking()
Plot Donor Funding by Earmarking Type
plot_donor_flowtype()
Plot Donor Flow Type Distribution
plot_donor_funding_over_time()
Plot Donor Funding Over Time
plot_funding_status_timeline()
Plot Funding Timeline by Status
plot_recipient_cofunding()
Plot Recipient Co-Funding Rate
plot_recipient_contribution_type()
Plot Recipient Funding by Contribution Type
plot_recipient_funding_composition()
Plot Recipient Funding Composition by Donor
plot_recipient_grandbargain()
Plot Grand Bargain Earmarking by Recipient
slugify()
slugify