Quantifying Divination Variables: From Symbols to Numbers
Share
BY NICOLE LAU
Divination speaks in symbolsβcards, hexagrams, planetary positions, runes. But symbols alone are hard to compare, aggregate, or analyze statistically. How do you measure the "strength" of The Magician versus The Hermit? How do you quantify the difference between Hexagram 1 and Hexagram 63? How do you calculate the average outcome across multiple readings?
In Dynamic Divination Modeling Theory, we quantify divination variablesβconverting symbols into numbers without losing their meaning. This enables statistical analysis, trend tracking, confidence scoring, and data-driven decision-making. This article teaches you how to transform symbolic divination into quantitative modeling while honoring the depth of the symbols.
Why Quantify?
Limitations of Pure Symbolism
Symbolic interpretation is rich and nuanced, but:
β’ Hard to compare across readings (Is today's reading "better" than last month's?)
β’ Difficult to aggregate (What's the average prediction across 10 readings?)
β’ Impossible to apply statistics (What's the confidence interval? The probability distribution?)
β’ Subjective (Two readers may interpret the same card very differently)
Advantages of Quantification
Converting symbols to numbers enables:
β’ Comparison: Track changes over time (Is the situation improving or worsening?)
β’ Aggregation: Combine multiple readings into summary statistics
β’ Probability: Assign confidence levels and probability distributions
β’ Validation: Test predictions against outcomes, measure accuracy
β’ Visualization: Create charts, graphs, dashboards
β’ Machine learning: Train models on historical divination data
Core Quantification Methods
Method 1: Ordinal Scales (Ranking)
Assign each symbol a position on an ordered scale.
Example: Tarot Energy Level (1-10 scale)
1 = Depleted (Ten of Swords, Five of Pentacles)
3 = Low (Four of Cups, Eight of Swords)
5 = Neutral (Two of Pentacles, Temperance)
7 = Moderate (Eight of Pentacles, Six of Wands)
10 = Peak (The Sun, Ace of Wands, The World)
Usage: Track energy levels over time, calculate average energy across readings
Method 2: Binary Encoding (0/1)
Convert symbols to binary values for specific attributes.
Example: I Ching Line Encoding
Yang line = 1
Yin line = 0
Hexagram 1 (Qian, all yang) = 111111 = 63 in decimal
Hexagram 2 (Kun, all yin) = 000000 = 0 in decimal
Usage: Mathematical operations on hexagrams, state-space analysis
Method 3: Categorical Encoding (Nominal)
Assign symbols to categories, then count frequencies.
Example: Tarot Suit Distribution
Pentacles = Material/Financial
Cups = Emotional/Relational
Swords = Mental/Conflict
Wands = Creative/Action
Major Arcana = Archetypal/Transformational
Usage: Analyze which life domains are most active across multiple readings
Method 4: Continuous Scales (Ratio)
Map symbols to continuous numerical values.
Example: Astrological Aspect Strength
Exact aspect (0Β° orb) = 1.0
1Β° orb = 0.9
2Β° orb = 0.8
...
10Β° orb = 0.0 (no aspect)
Usage: Weight aspects by exactness, calculate overall chart tension
Quantifying Tarot: The Comprehensive System
Dimension 1: Polarity (-10 to +10)
Measures whether a card is challenging or supportive.
Highly challenging (-10 to -7):
β’ Ten of Swords = -10 (complete breakdown)
β’ The Tower = -9 (sudden destruction)
β’ Five of Pentacles = -8 (loss, hardship)
β’ Three of Swords = -7 (heartbreak)
Moderately challenging (-6 to -3):
β’ Eight of Swords = -5 (limiting beliefs)
β’ Five of Cups = -4 (disappointment)
β’ Seven of Swords = -3 (deception)
Neutral (-2 to +2):
β’ Two of Pentacles = 0 (balancing)
β’ The Hanged Man = 0 (suspension)
β’ Temperance = +1 (balance)
Moderately supportive (+3 to +6):
β’ Six of Pentacles = +4 (generosity)
β’ Three of Cups = +5 (celebration)
β’ Eight of Pentacles = +6 (mastery)
Highly supportive (+7 to +10):
β’ The Star = +8 (hope, healing)
β’ The Sun = +9 (joy, success)
β’ The World = +10 (completion, integration)
β’ Ace of Wands = +8 (new beginning)
Dimension 2: Energy Level (0-10)
Measures vitality, momentum, activity.
Low energy (0-3):
β’ Four of Swords = 1 (rest, depletion)
β’ The Hermit = 2 (withdrawal)
β’ Four of Cups = 2 (apathy)
Medium energy (4-6):
β’ Two of Pentacles = 5 (balancing)
β’ Six of Pentacles = 5 (exchange)
β’ Temperance = 5 (moderation)
High energy (7-10):
β’ Eight of Wands = 9 (rapid movement)
β’ The Chariot = 8 (directed force)
β’ The Sun = 10 (peak vitality)
Dimension 3: Stability (0-10)
Measures how stable or volatile the situation is.
Unstable (0-3):
β’ The Tower = 0 (chaos)
β’ Five of Pentacles = 2 (crisis)
β’ Seven of Swords = 2 (deception, instability)
Moderate stability (4-6):
β’ Two of Pentacles = 4 (balancing act)
β’ The Hanged Man = 5 (suspended, waiting)
β’ Eight of Pentacles = 6 (steady work)
Highly stable (7-10):
β’ Four of Pentacles = 8 (stuck but stable)
β’ The Emperor = 9 (structure, order)
β’ The World = 10 (complete, integrated)
Dimension 4: Timeframe (Days)
Estimates how long until manifestation.
Immediate (1-7 days):
β’ Aces = 3-7 days (new beginnings manifest quickly)
β’ Eight of Wands = 1-3 days (rapid movement)
Short-term (1-3 months):
β’ Numbered cards (2-7) = 2-8 weeks
β’ Court Pages = 2-4 weeks
Medium-term (3-6 months):
β’ Numbered cards (8-10) = 2-4 months
β’ Court Knights = 1-3 months
Long-term (6+ months):
β’ Court Queens/Kings = 3-6 months
β’ Major Arcana = 6-12 months (archetypal shifts take time)
Quantifying I Ching: Binary to Decimal
Hexagram as 6-Bit Binary Number
Each hexagram is a 6-bit binary number (yin=0, yang=1).
Example conversions:
Hexagram 1 (Qian) = β°β° = 111111β = 63ββ
Hexagram 2 (Kun) = β·β· = 000000β = 0ββ
Hexagram 11 (Peace) = β°β· = 111000β = 56ββ
Hexagram 12 (Standstill) = β·β° = 000111β = 7ββ
Usage: Mathematical distance between hexagrams, state-space coordinates
Changing Lines as Transformation Magnitude
Number of changing lines = magnitude of transformation.
0 changing lines: Stable state, no transformation = 0
1 changing line: Focused transformation = 1
2 changing lines: Moderate transformation = 2
3 changing lines: Significant transformation = 3
4-6 changing lines: Radical transformation = 4-6
Hexagram Polarity Score
Assign polarity based on hexagram meaning:
Highly favorable (+8 to +10):
β’ Hex 1 (Creative) = +10
β’ Hex 11 (Peace) = +9
β’ Hex 14 (Great Possession) = +9
β’ Hex 63 (After Completion) = +8
Challenging (-8 to -10):
β’ Hex 12 (Standstill) = -8
β’ Hex 29 (Abysmal) = -7
β’ Hex 47 (Oppression) = -9
Neutral (0):
β’ Hex 5 (Waiting) = 0
β’ Hex 52 (Keeping Still) = 0
Quantifying Astrology: Aspect Strength Formula
Aspect Strength Calculation
Formula: Strength = Base_Value Γ (1 - Orb/Max_Orb)
Base values:
β’ Conjunction = 1.0
β’ Opposition = 0.9
β’ Trine = 0.8
β’ Square = 0.7
β’ Sextile = 0.5
Example:
Sun trine Moon with 2Β° orb (max orb = 8Β°)
Strength = 0.8 Γ (1 - 2/8) = 0.8 Γ 0.75 = 0.6
Chart Tension Score
Sum of all challenging aspects minus sum of all harmonious aspects.
Formula: Tension = Ξ£(Squares + Oppositions) - Ξ£(Trines + Sextiles)
Example chart:
β’ 3 squares (strength 0.7 each) = 2.1
β’ 2 oppositions (strength 0.9 each) = 1.8
β’ 4 trines (strength 0.8 each) = 3.2
β’ 2 sextiles (strength 0.5 each) = 1.0
Tension = (2.1 + 1.8) - (3.2 + 1.0) = 3.9 - 4.2 = -0.3 (slightly harmonious overall)
Statistical Analysis of Divination Data
Tracking Variables Over Time
Once quantified, you can track how variables change.
Example: Monthly confidence tracking
Month 1: The Magician (polarity +9, energy 8)
Month 2: Eight of Swords (polarity -5, energy 3)
Month 3: Strength (polarity +7, energy 7)
Month 4: The Sun (polarity +9, energy 10)
Trend analysis:
β’ Polarity: +9 β -5 β +7 β +9 (dip in Month 2, recovery)
β’ Energy: 8 β 3 β 7 β 10 (same pattern)
β’ Interpretation: Month 2 was a low point, but system recovered and exceeded initial state by Month 4
Calculating Averages and Confidence Intervals
Example: 5 readings on same question
Reading 1: Polarity +7
Reading 2: Polarity +6
Reading 3: Polarity +8
Reading 4: Polarity +5
Reading 5: Polarity +7
Statistics:
β’ Mean = (7+6+8+5+7)/5 = 6.6
β’ Standard deviation = 1.14
β’ 95% confidence interval = 6.6 Β± 1.0 = [5.6, 7.6]
Interpretation: The true polarity is likely between +5.6 and +7.6 (moderately positive) with 95% confidence. High convergence (low standard deviation) = high confidence in prediction.
Probability Distributions
Assign probabilities to different outcomes based on quantified readings.
Example: Scenario probabilities
Best case (polarity +9): 20%
Good case (polarity +6): 35%
Neutral (polarity 0): 25%
Challenging (polarity -5): 15%
Worst case (polarity -9): 5%
Expected value: E[polarity] = 0.20(9) + 0.35(6) + 0.25(0) + 0.15(-5) + 0.05(-9) = 1.8 + 2.1 + 0 - 0.75 - 0.45 = +2.8 (slightly positive expected outcome)
Case Study: 6-Month Career Tracking
Monthly tarot readings, quantified:
Month 1: Four of Pentacles
Polarity: -2, Energy: 4, Stability: 8
Month 2: Eight of Swords
Polarity: -5, Energy: 3, Stability: 5
Month 3: Ace of Wands
Polarity: +8, Energy: 9, Stability: 3
Month 4: Three of Wands
Polarity: +7, Energy: 7, Stability: 6
Month 5: Eight of Pentacles
Polarity: +6, Energy: 6, Stability: 7
Month 6: Six of Wands
Polarity: +8, Energy: 8, Stability: 7
Quantitative analysis:
Polarity trend: -2 β -5 β +8 β +7 β +6 β +8
β’ Months 1-2: Negative (stuck, limiting beliefs)
β’ Month 3: Breakthrough (sudden shift to positive)
β’ Months 4-6: Sustained positive (stable growth)
β’ Interpretation: Clear inflection point at Month 3
Energy trend: 4 β 3 β 9 β 7 β 6 β 8
β’ Low energy Months 1-2
β’ Spike in Month 3 (breakthrough)
β’ Moderate-high energy Months 4-6
β’ Interpretation: Energy increased and stabilized after breakthrough
Stability trend: 8 β 5 β 3 β 6 β 7 β 7
β’ High stability Month 1 (stuck but stable)
β’ Decreased Month 2-3 (instability during transition)
β’ Recovered Months 4-6 (new stable state)
β’ Interpretation: Temporary instability during breakthrough, then restabilization at higher level
Statistical summary:
β’ Average polarity: +3.7 (moderately positive overall)
β’ Polarity standard deviation: 6.1 (high variability = significant change occurred)
β’ Correlation: Polarity and Energy = 0.89 (strong positive correlationβwhen polarity improves, energy increases)
Why Quantification Changes Divination
Symbolic divination: Rich interpretation, but hard to compare, aggregate, or validate.
Quantified divination: Numerical data, statistical analysis, trend tracking, probability distributions, testable predictions, data-driven decisions.
This transforms divination from art into data scienceβhonoring the symbols while enabling rigorous analysis.
The old way: Interpret symbols, trust intuition, hope for accuracy. The new way: Quantify variables, track trends, calculate statistics, test predictions, measure accuracy. From symbols to numbers. From art to science. From intuition to data. This is quantified divination.
As you begin to translate the symbolic language of divination into measurable patterns, consider deepening your practice with the tarot journaling prompts 100 questions for self discovery to track your numerical insights, or explore the 30 day tarot practice workbook for a structured approach to quantifying your readings, and if you feel drawn to merge astrology with your variable analysis, the jung and the archetype tarot astrology and the bridge of the unconscious offers a profound framework for seeing how symbols become numbers and numbers become pathways.
