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SCS Assessments

  • MixPanel_Assessments notebook upload the csvs files with the original data to a pandas dataframe, process it and generate new dataframes filtering and arranging data of interest, save each generated dataframe to a new csvs file.

  • MixPanel_Assessments_Analysis notebook retrives csvs files generated on previous notebook, upload them into pandas dataframe, print and visualize some information of interest.

  • Tables notebook, prints tables with statistics of interest.

Note: A folder named csvs must be created locally. Inside of it there must be two folders:

  • aggregated, with the original data in csv format
  • processed, new generated csvs files will be save to this folder

Questionnaire (25 items)

PHQ (Patient Health Questionnaire for Anxiety and Depression)

  • Item 1: suicidality

    • phq_suicide
  • Items 2, 3: gad2 anxiety

    • phq_gad_1
    • phq_gad_2
  • Items 4, 5: phq2 depression

    • phq_dep_1
    • phq_dep_2

wemwbs

  • Items 6 to 19:
    • wemwbs_1
    • wemwbs_2
    • wemwbs_3
    • wemwbs_4
    • wemwbs_5
    • wemwbs_6
    • wemwbs_7
    • wemwbs_8
    • wemwbs_9
    • wemwbs_10
    • wemwbs_11
    • wemwbs_12
    • wemwbs_13
    • wemwbs_14

Retired

  • Item 20: "Are you retired or choose not to have a job for reasons unrelated to your mental health?"
    • retired

WSAS

  • Items 21 to 25:

    • wsas_1: "Because of my mental health, my ability to work is impaired."
    • wsas_2: "Because of my mental health, my home management (cleaning, tidying, cooking, looking after home or children, paying bills) is impaired."
    • wsas_3: "Because of my mental health, my social leisure activities (with other people) are impaired."
    • wsas_4: "Because of my mental health, my private leisure activities (done alone, such as reading, gardening, collecting, sewing, walking alone) are impaired."
    • wsas_5: "Because of my mental health, my ability to form and maintain close relationships with others, including those I live with, is impaired."

Answers

  • Items 1 to 5 (PHQ):

    • English:
      • 'Nearly every day': 3
      • 'More than half the days': 2
      • 'Several days': 1
      • 'Not at all': 0
      • 'undefined': nan
    • French:
      • 'Presque tous les jours': 3
      • 'Plus de la moitié des jours': 2
      • 'Plus de sept jours': 2
      • 'Plusieurs jours': 1
      • 'Jamais': 0
  • Items 6 to 19 (wemwbs):

  • Item 20 (retired):

    • 'false': 0
    • 'true': 1
    • 'undefined': nan
  • Items 21 to 25 (WSAS):

    • 0 not at all to 8 very severely (impaired)

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