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Methods for extracting device data and Data analysis with Shapiro-Wilk, Paired T Test + Cohen's D, Wilcoxon + Rank bisserial Correlation.

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CharlesO55/CAPIET-Framework

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File Extractor.ipnyb

Extract

  1. Copy all defined filetypes from device
  2. Dump into Dump/[DeviceSerialNumber]/ with filename [Month]_[Date]_[ImageName].[ImageType]

Wipe

  1. Nuke - Delete all device data from /sdcard/

Data

Prep - Imputation

Impute.ipnyb

  • Mean Impute
  • Median Impute
  • Knn Impute - Recommended for correlational pretest posttest scores.

Analysis

Data Analysis.ipnyb

  1. Compute difference in Posttest - Pretest
  2. Compute Normality with Shapiro-Wilk test
  3. If normal
    1. Paired t test to measure signifigance
    2. Cohen's D to measure effect
  4. Else not normal
    1. Wilcoxon to measure signifigance
    2. Rank bisserial correaltion to measure effect

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Methods for extracting device data and Data analysis with Shapiro-Wilk, Paired T Test + Cohen's D, Wilcoxon + Rank bisserial Correlation.

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