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pacmann-wrangling-product-survey's Introduction

Mini Project Wrangling Data Product Survey - Pacmann AI

Instruction

Full instruction see here.

There are two data sources/input:

  • conjoint_survey_organic.xlsx - Sheet1.csv (source)
  • conjoint_survey_ads.csv (source)

The data are generated from this survey. See that survey to find out each question's list of program details.

Need to:

  • Filter invalid data: those that answers both "D" ("none of the above") and A-C at the same time.
  • Clean and transform data into the following format:
user_phone choice skill bentuk_program harga_program
05xx61268xxx 0 Design AB Test Experimentation Tutorial Based Rp 300.000,0
05xx61268xxx 1 Perform Customer Segmentation Mentoring Based Rp 350.000,0
05xx61268xxx 0 Design Data Pipeline Mentoring Based Rp 550.000,0
08xx0007xxx 0 Perform Churn Analytics Mentoring Based Rp 450.000,0
08xx0007xxx 0 Design AB Test Experimentation Mentoring Based Rp 500.000,0
... ... ... ... ...

In other words, each question is turned into 3 lines (since there's 3 choice for each line), where the chosen option is set to "1" in column "choice".

Submit here.

Data Wrangling

The data wrangling is done in clean_data.py in this repo.

pacmann-wrangling-product-survey's People

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