🧠 Writing Analytics & Self-Discovery
Objective analysis of writing patterns through balanced metrics and quantitative content analysis. This section provides unbiased assessment of cognitive patterns, emotional processing, and intellectual evolution using data-driven methodologies that include positive, neutral, and negative signal analysis.
⚖️ Objective Analysis
Balanced assessment showing strengths, challenges, and neutral metrics without bias toward positive outcomes.
Sentiment Distribution
Consistency Metrics
Challenge Areas
Improvement Opportunities
🔬 Analytics & Insights
Personal Insights
Discover patterns in your emotional processing and creative energy
Intellectual Growth
See how your thinking style and knowledge areas have evolved
Core Themes
Understand what truly matters to you and how your interests connect
Creative Rhythms
Discover your natural creative cycles and productive patterns
Hidden Patterns
Uncover subconscious patterns and creative correlations
Self-Reflection
Explore how you think about thinking and your relationship with writing
What Matters Most to You
Your Life Areas Focus
📊 Formulas & Metrics Glossary
📈 Sentiment Analysis
Formula: Word frequency analysis using predefined emotional lexicons
Classification: Post is classified based on highest word frequency category
Positive Words
love, joy, excited, happy, grateful, inspired, confident, proud, accomplished, fulfilled, peaceful, content, optimistic, hopeful, energized, motivated, successful, achieved, breakthrough, transformation, growth, improvement, better, stronger, wiser
Negative Words
hate, fear, sadness, anger, anxiety, despair, frustration, worried, confused, overwhelmed, restless, pain, hurt, broken, struggle, difficult, challenge, failure, disappointed, defeated, hopeless, lost, stuck, trapped, suffering
Neutral Words
think, believe, understand, realize, observe, notice, consider, reflect, analyze, examine, study, learn, discover, explore, investigate, research, find, determine, conclude, decide
📅 Posting Regularity
Formula: Consistency = 100 - (Variance / 10)
Calculation: Analyze intervals between consecutive posts, calculate variance from mean interval
Score Range: 0-100 (higher = more consistent)
Interpretation: Lower variance in posting intervals indicates more regular writing habits
🏷️ Topic Consistency
Formula: (Most Frequent Tag Count / Total Posts) × 100
Calculation: Count posts per tag, find highest frequency, divide by total posts
Score Range: 0-100 (higher = more focused on single topic)
Interpretation: Higher scores indicate concentrated focus, lower scores show topic diversity
📊 Quality Variance
Formula: Variance = Σ(word_count - avg_word_count)² / n
Calculation: Calculate variance in word count across all posts
Score Range: 0-100 (lower = more consistent quality)
Normalization: Variance / 10, capped at 100
Interpretation: Lower scores indicate consistent post lengths, higher scores show irregular content depth
📈 Writing Streaks
Definition: Consecutive posts within 7 days of each other
Average Streak: Σ(streak_lengths) / number_of_streaks
Consistency Ratio: Streaks / (Streaks + Dry Spells)
Interpretation: Higher ratios indicate more predictable creative cycles