CEA Digital Twin - Project Analytics

Generated: 2026-01-24 20:10:50

1. Executive Summary

2. Descriptive Statistics

Daily Production Statistics

Production Distribution

3. Time Series Analysis

Production Trend

Seasonal Decomposition

Autocorrelation Analysis

Stationarity Test (Augmented Dickey-Fuller)

Metric Value
ADF Statistic -0.3481
P-Value 0.9184
Conclusion Non-stationary (fail to reject H0)

4. Crop Analytics

Line Utilization

Days to Harvest (Maturity)

Statistic Days
count 2619.0
mean 4.5
std 0.5
min 4.0
25% 4.0
50% 4.0
75% 5.0
max 5.0

5. Capacity Analysis

Carryover Analysis

image

Carryover Pattern

Slot Production Heatmap

Slot Summary

Slot Total Packages Avg/Day Max/Day Total Remaining
Slot 0 46 1.53 2 46
Slot 1 31 1.03 2 15

6. Statistical Tests

Normality Test (Shapiro-Wilk)

Metric Value
W Statistic 0.6054
P-Value 0.0000
Conclusion Not normal (reject H0)

One-Sample T-Test (Mean vs Capacity = 4)

Metric Value
T Statistic -6.4226
P-Value 0.0000
Conclusion Mean significantly differs from capacity

95% Confidence Interval for Mean Daily Production

7. Production Forecast

7-Day Forecast (Exponential Smoothing)

Date Forecast Lower 95% Upper 95%
2025-01-31 1.90 0.00 3.79
2025-02-01 2.92 1.02 4.82
2025-02-02 2.01 0.11 3.90
2025-02-03 3.30 1.41 5.20
2025-02-04 3.34 1.44 5.24
2025-02-05 3.62 1.73 5.52
2025-02-06 2.40 0.50 4.30

CEA Twin Analytics Report | Generated by analytics.py