Update READMEs
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@ -88,15 +88,15 @@ removed. See `anonymization.R` for details.
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The anonymized data files are saved to `03_data/02_anonymized_data/` as
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The anonymized data files are saved to `03_data/02_anonymized_data/` as
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CSV files with file names `HMC_<wave>_anonymized.csv`.
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CSV files with file names `HMC_<wave>_anonymized.csv`.
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# Data preprocessing
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# Data cleaning
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After data anonymization, some more rudimentary preprocessing was done on the
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After data anonymization, some more rudimentary preprocessing was done on the
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data with the script `03_data/02_anonymized_data/cleaning.R`. Especially,
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data with the script `03_data/02_anonymized_data/cleaning.R`. Especially,
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the original variable names in Qualtrics were harmonized so they all follow the
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the original variable names in Qualtrics were harmonized so they all follow the
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same structure.
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same structure.
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The cleaned data files are saved to `03_data/03_cleaned_data/`as
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The cleaned data files are saved to `03_data/03_cleaned_data/` as CSV files with
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CSV files with file names `HMC_<wave>_cleaned.csv`.
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file names `HMC_<wave>_cleaned.csv`.
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The following section gives an overview of the problems in the data, that needed
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The following section gives an overview of the problems in the data, that needed
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some cleaning.
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some cleaning.
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@ -119,6 +119,15 @@ some cleaning.
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* Three entries in wave 3: `subj1009`
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* Three entries in wave 3: `subj1009`
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* We kept the first entry for each subject
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* We kept the first entry for each subject
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# Data preprocessing
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The final data preprocessing creates scales from the collected items. It was
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done in Python and the code for the preprocessing can be found in a separate
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code repository: https://gitea.iwm-tuebingen.de/HMC/preprocessing. The files
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with the final variables for each scale are then saved in the folder
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`03_data/04_preprocessed_data` as CSV files with file names
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`HMC_<wave>_preprocessed.csv`.
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# TODOs
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# TODOs
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* Add more preprocessing steps like variable renaming?
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* Add more preprocessing steps like variable renaming?
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14
README.md
14
README.md
@ -1,8 +1,9 @@
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Project: Human Machine Communication (HMC)
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Longitudinal Dataset of Psychological Variables Influencing AI Perception and Usage
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================
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====================================================
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This file contains documentation about a collaborative longitudinal study
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This file contains documentation about a collaborative longitudinal study
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conducted at the Leibniz-Institut für Wissensmedien (IWM), Tübingen.
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conducted at the Leibniz-Institut für Wissensmedien (IWM), Tübingen, within the
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project Human Machine Communication (HMC).
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## Abstract
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## Abstract
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@ -74,6 +75,13 @@ The waves were collectec over the following dates:
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| | |-- HMC_wave4_cleaned.csv
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| | |-- HMC_wave4_cleaned.csv
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| | |-- HMC_wave5_cleaned.csv
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| | |-- HMC_wave5_cleaned.csv
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| | |-- HMC_wave6_cleaned.csv
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| | |-- HMC_wave6_cleaned.csv
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| |-- 04_preprocessed_data
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| | |-- HMC_wave1_preprocessed.csv
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| | |-- HMC_wave2_preprocessed.csv
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| | |-- HMC_wave3_preprocessed.csv
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| | |-- HMC_wave4_preprocessed.csv
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| | |-- HMC_wave5_preprocessed.csv
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| | |-- HMC_wave6_preprocessed.csv
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| |-- HMC_codebook.xlsx
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| |-- HMC_codebook.xlsx
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| |-- item_reference.md
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| |-- item_reference.md
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| |-- README.md
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| |-- README.md
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