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Added trend_test_7.ipynb with Autocorrelation & Seasonality Evolution Analysis#180

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YP682 wants to merge 3 commits intoDataBytes-Organisation:mainfrom
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Added trend_test_7.ipynb with Autocorrelation & Seasonality Evolution Analysis#180
YP682 wants to merge 3 commits intoDataBytes-Organisation:mainfrom
YP682:main

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@YP682 YP682 commented Aug 31, 2025

Autocorrelation & Lag Effects (Sales Momentum):

  • Analyzed days-between-sales using ACF & PACF.
  • Found repeating spikes at ~5-day intervals, showing sales momentum.

Seasonality Evolution Over Time:

  • Compared monthly sales patterns across years.
  • Weekly sales breakdown (day-of-week analysis by year).
  • Half-year (H1 vs H2) sales comparison, showing stronger activity in H2 2025.
  • EOFY sales comparison across years.

YP682 added 3 commits August 31, 2025 22:32
- Added autocorrelation & lag effects (sales momentum)
- Added seasonality evolution analysis (monthly, weekly, half-year trends, EOFY comparison)
- Provides insights into year-over-year changes and sales cycles

Signed-off-by: Yasmin Pokia <124057636+YP682@users.noreply.github.com>
- Added sale rate heatmap (month × weekday) normalized by observed days
- Kept raw sales heatmap for comparison
- Added YoY % change with absolute deltas for clearer seasonal pattern detection
- Provides cleaner insight into seasonal patterns vs actual sale frequency


Signed-off-by: Yasmin Pokia <124057636+YP682@users.noreply.github.com>
Signed-off-by: Yasmin Pokia <124057636+YP682@users.noreply.github.com>
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