generate_synthetic_data (n:int=1000)
Generates a sample DataFrame containing age, gender, and value data.
Args: n: The number of rows in the generated DataFrame.
Returns: A pandas DataFrame with columns ‘age’, ‘gender’, and ‘val’.
generate_synthetic_data_like (df:pandas.core.frame.DataFrame, n:int=1000, random_seed:int=42)
Generate a sample DataFrame containing the same columns as df, but with random data.
Args:
df: The DataFrame whose columns should be used.
n: The number of rows in the generated DataFrame.Returns: A pandas DataFrame with the same columns as df.
| date_of_research_stage | age_at_research_stage | sex | val1 | val2 | |
|---|---|---|---|---|---|
| participant_id | |||||
| 0 | 2021-07-06 | 69.788555 | 1 | 162.270810 | 82.273910 |
| 1 | 2021-01-07 | 36.289947 | 1 | 125.240476 | 71.164810 |
| 2 | 2022-02-21 | 61.501970 | 1 | 116.044417 | 68.405992 |
| 3 | 2020-06-27 | 46.299262 | 0 | 84.440308 | 56.924759 |
| 4 | 2021-01-08 | 70.127055 | 1 | 120.693921 | 69.800843 |
| date_of_research_stage | age_at_research_stage | sex | val1 | val2 | |
|---|---|---|---|---|---|
| participant_id | |||||
| 0 | 2022-02-21 | 46.299262 | 1 | 84.440308 | 82.273910 |
| 1 | 2020-06-27 | 36.289947 | 1 | 162.270810 | 69.800843 |
| 2 | 2021-01-08 | 61.501970 | 1 | 120.693921 | 71.164810 |
| 3 | 2021-01-07 | 69.788555 | 1 | 116.044417 | 68.405992 |
| 4 | 2021-07-06 | 70.127055 | 0 | 125.240476 | 56.924759 |