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BCCAch7

BCCA Chapter 7 Team GitHub for systematic review

Code Folder: '001_reshape_flow2columns.R' takes into compiled output from form Jan 9, 2025 with 407 entries from the data folder.

adds four columns to have a binary variable (0 or 1) for each flow group: Biotic, Physical, Sociocultural, Human writes out: reshaped_1_flowtypes.csv

'002_reshape_byFlowEntry.R' takes in reshaped_1_flowtypes.csv, then:

  • rename column names
  • filter out test paper entries
  • convert wide to long data
  • reshape by entries in the form, because there can be multiple rows per paper (vs one per paper)
  • get an additional row for each time a coder selected yes, lets do another entry (Flow entry!)
  • checking characteristics of the data: unique DOIs (175) but 221 DOI by flow entry - meaning some have more than 1 entry
  • added DOI_by_FlowEntry outputs: reshaped_2_byFlowEntry.csv

'003_reshape_byFlow.R' takes in reshaped_2_byFlowEntry.csv, multiple subflows by flow entry and paper.

  • further subdivides entries if it has more than one flow TYPE
  • it creates an DOI_by_Flow column which is the most unique identifier
  • 221 times we entered a flow; but we could have more than one type of flow, so 233 unique entries

MERGE BACK IN THE INTERVENTION EXPANDED DATA 004:

005: NOW we will do the step where we integrate in the data cleaning: **removing rows/papers -

  • new 004 : DOIs to really remove
  • DOIs to remove now, need to be recoded, print out a table for next phase.

** 006: Adding in fixed data by flow group

DOIs to remove forever:

DOIs that have been recoded and need to be swapped:

DOIs to remove now that need to be recode for publications:

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