Dataset research report
Fertility research report
A reproducible data report with schema notes, generated chart evidence, suggested follow-up questions, and export-ready Helix queries.
Executive Summary
Fertility The Fertility dataset from the UCI ML repository. Classify fertility abnormalities of patients. Configurations and tasks Configuration Task Description encoding Encoding dictionary fertility Binary classification Does the patient have fertility issues? Usage from datasets import load_dataset dataset = load_dataset("mstz/fertility", "fertility")["train"] Features Feature Type season_of_sampling… See the full description on the dataset page: https://huggingface.co/datasets/mstz/fertility.
Research Context
Fertility: 99 rows by 10 columns. These exploratory charts are generated automatically from the data - open the dataset in Helix to ask your own questions.
Data Profile
Chart Evidence
These views are generated from the dataset profile. Each chart is paired with a Helix query so it can be opened, adjusted, and exported.
Total age_at_time_of_sampling by season_of_sampling
Top season_of_sampling values ranked by summed age_at_time_of_sampling.
Open and export this chartage_at_time_of_sampling vs frequency_of_alcohol_consumption
age_at_time_of_sampling vs frequency_of_alcohol_consumption, coloured by season_of_sampling.
Open and export this chartDistribution of age_at_time_of_sampling
Histogram of age_at_time_of_sampling values.
Open and export this chartCorrelation of numeric columns
Pearson correlation between numeric columns.
Open and export this chartage_at_time_of_sampling by season_of_sampling
Spread of age_at_time_of_sampling across season_of_sampling groups.
Open and export this chartFollow-Up Queries
- line chart of frequency_of_alcohol_consumption over age_at_time_of_sampling
- average frequency_of_alcohol_consumption by season_of_sampling
- top 10 season_of_sampling by total frequency_of_alcohol_consumption
- scatter frequency_of_alcohol_consumption vs has_fertility_issues coloured by season_of_sampling
- histogram of frequency_of_alcohol_consumption
- boxplot of frequency_of_alcohol_consumption by season_of_sampling
Preview Rows
| # | season_of_samplingtext | age_at_time_of_samplinginteger | has_had_childhood_diseasesboolean | has_had_serious_traumaboolean | has_had_surgical_interventionsboolean | has_had_high_fevers_in_the_past_yeartext | frequency_of_alcohol_consumptionfloat | smoking_frequencytext |
|---|---|---|---|---|---|---|---|---|
| 1 | spring | 34 | True | False | True | more than three months ago | 0.8 | daily |
| 2 | spring | 27 | True | False | False | more than three months ago | 1 | never |
| 3 | spring | 31 | False | True | True | more than three months ago | 1 | never |
| 4 | spring | 30 | True | True | False | more than three months ago | 0.8 | never |
| 5 | spring | 30 | True | False | True | more than three months ago | 0.8 | occasionally |
| 6 | spring | 30 | False | False | False | less than three months ago | 0.8 | never |
Data Dictionary
- season_of_sampling categorical
- age_at_time_of_sampling datetime
- has_had_childhood_diseases bool
- has_had_serious_trauma bool
- has_had_surgical_interventions bool
- has_had_high_fevers_in_the_past_year datetime
- frequency_of_alcohol_consumption numeric
- smoking_frequency categorical
- number_of_sitting_hours_per_day datetime
- has_fertility_issues numeric
Method And Limits
- Load the catalog entry and preview rows from the processed dataset file.
- Infer numeric, categorical, time, and location fields from real columns.
- Generate a small set of defensive Plotly chart specifications from that profile.
- Expose each chart idea as a query link so the report can be rerun or exported in Helix.
This report is intentionally reproducible. It uses the local catalog metadata and generated chart specifications rather than claiming external conclusions beyond the dataset.