Datasets:

abdkar
/

nfc-synthetic-ssc-320

patient_id string	capillary_density float64	giant_loops float64	avascular_areas float64	loop_irregularity float64	image_quality float64	device_type float64	fitzpatrick_type float64	site_id float64	label int64
P0126	4.351156	0.322	0.533	0.896764	4	0	3	0	1
P0199	3.487811	0.28	0.193	0.527731	3	0	1	1	1
P0010	7.614198	0.082	0.03	0.474969	2	1	2	2	0
P0040	6.316779	0.034	0.149	0.342747	3	1	1	0	0
P0018	6.890008	0.251	0.059	0.289827	2	1	3	0	0
P0081	6.961853	0.101	0.023	0.38886	3	1	1	0	0
P0157	6.700266	0.011	0.012	0.269322	3	0	3	0	0
P0291	6.720091	0.032	0.042	0.466234	3	0	2	1	0
P0008	6.821148	0.266	0.219	0.35117	4	0	2	2	0
P0013	4.088011	0.437	0.346	0.600225	2	0	2	1	1
P0228	4.412685	0.357	0.153	0.523953	5	1	2	0	1
P0177	8.096565	0.575	0.016	0.140388	2	2	2	2	0
P0277	8.13867	0.156	0.182	0.247559	5	0	3	0	0
P0110	4.653078	0.773	0.34	0.655254	2	0	3	0	1
P0149	2.593753	0.439	0.516	0.635935	2	0	2	0	1
P0074	5.647506	0.917	0.459	0.688591	4	0	3	2	1
P0279	2.436507	0.486	0.355	0.526836	4	0	2	2	1
P0233	6.027061	0.012	0.043	0.479486	2	1	3	1	0
P0012	7.478198	0.085	0.012	0.482589	null	1	2	2	0
P0176	3.846752	0.842	0.348	0.460049	3	0	1	0	1
P0006	5.88502	0.746	0.391	0.813299	5	1	2	1	1
P0047	2.708846	0.65	0.332	0.547843	3	0	2	2	1
P0173	6.489583	0.235	0.004	0.174496	5	0	1	0	0
P0187	3.993402	0.53	0.248	0.522104	5	1	4	0	1
P0189	6.55434	0.358	0.07	0.379392	2	0	1	0	0
P0079	2.706642	0.709	0.418	0.734608	4	1	2	0	1
P0073	6.183302	0.634	0.325	0.70033	4	0	2	0	1
P0113	7.455711	0.023	0.021	0.30313	2	2	4	0	0
P0302	7.567025	0.216	0.145	0.399434	null	0	1	0	0
P0160	5.842588	0.063	0.163	0.367103	2	0	3	1	0
P0130	2.783939	0.685	0.196	0.756011	4	0	2	0	1
P0238	3.170435	0.487	0.484	0.598383	4	1	2	0	1
P0007	3.475696	0.87	0.551	0.39265	3	1	4	0	1
P0005	6.890446	0.008	0.003	0.247352	null	0	1	2	0
P0153	6.95169	0.101	0.023	0.287599	5	0	4	2	0
P0125	4.78086	0.804	0.261	1	4	2	2	0	1
P0032	7.065257	0.007	0.034	0.357511	4	0	3	0	0
P0209	3.984781	0.749	0.373	0.586587	3	2	2	0	1
P0026	3.617222	0.764	0.3	0.665836	4	1	3	0	1
P0288	6.32642	0.152	0.357	0.309941	4	1	1	1	0
P0034	6.610287	0.072	0.073	0.45327	4	0	2	1	0
P0114	4.029165	0.678	0.534	0.602125	2	1	1	0	1
P0103	5.299125	0.171	0.034	0.335787	4	0	1	0	0
P0095	4.259338	0.954	0.815	0.938289	5	0	3	0	1
P0054	6.459387	0.092	0.221	0.292708	3	0	1	0	0
P0203	2.778312	0.82	0.706	0.886112	3	1	3	1	1
P0248	4.44255	0.823	0.587	0.555618	null	0	1	0	1
P0271	4.355004	0.63	0.624	0.781091	2	0	4	1	1
P0312	4.741398	0.554	0.303	0.319604	3	1	5	1	1
P0050	7.53159	0.027	0.02	0.230267	2	0	1	0	0
P0200	3.288759	0.686	0.591	0.724266	2	1	5	1	1
P0308	4.740618	0.784	0.162	0.637759	2	0	2	1	1
P0179	4.797889	0.882	0.189	0.718056	4	1	3	1	1
P0014	4.255634	0.576	0.528	0.51021	2	1	3	2	1
P0036	4.22749	0.468	0.316	0.572569	2	1	2	1	1
P0243	4.081499	0.767	0.442	0.549119	2	0	3	1	1
P0275	3.845972	0.791	0.551	0.873	5	1	3	2	1
P0259	3.633122	0.8	0.747	0.581422	3	0	2	0	1
P0065	4.233709	0.856	0.175	0.594458	4	0	2	2	1
P0107	8.004481	0.214	0.006	0.299306	5	0	2	2	0
P0253	4.392408	0.217	0.105	0.730503	2	0	3	0	1
P0300	4.357708	0.146	0.554	0.600853	4	0	2	1	1
P0004	3.613204	0.66	0.757	0.840797	4	0	4	0	1
P0127	6.568789	0.08	0.055	0.252882	4	0	5	0	0
P0198	3.829455	0.396	0.461	0.771699	4	0	1	1	1
P0270	4.621101	0.301	0.747	0.605447	3	1	4	1	1
P0070	3.054374	0.813	0.194	0.660957	5	1	4	2	1
P0205	5.093503	0.433	0.233	0.561161	3	1	5	0	1
P0229	6.606003	0.039	0.293	0.350219	2	0	2	1	0
P0120	4.788192	0.66	0.441	0.673799	3	1	2	0	1
P0211	3.64155	0.583	0.307	0.617228	5	0	4	0	1
P0202	7.519346	0.082	0.166	0.216447	3	0	1	2	0
P0072	7.79431	0.179	0.018	0.533344	3	1	2	2	0
P0299	5.344319	0.544	0.553	0.791707	2	0	2	2	1
P0315	6.806874	0.242	0.253	0.21853	4	0	3	0	0
P0106	3.705511	0.36	0.182	0.697355	4	0	3	1	1
P0051	4.74607	0.346	0.697	0.593029	5	0	2	0	1
P0263	4.267313	0.344	0.517	0.778618	5	1	3	0	1
P0247	7.326782	0.365	0.088	0.277936	4	1	2	1	0
P0135	7.005161	0.089	0.033	0.306842	4	1	4	2	0
P0080	4.60699	0.318	0.437	0.761072	2	0	2	1	1
P0039	2.746839	0.92	0.288	0.872787	2	1	3	2	1
P0163	4.370985	0.855	0.377	0.65811	5	0	1	1	1
P0245	7.808025	0.154	0.277	0.36726	2	2	1	2	0
P0117	5.655692	0.268	0.002	0.412305	2	0	4	0	0
P0089	4.596822	0.616	0.447	0.684554	3	0	2	0	1
P0285	4.833683	0.765	0.457	0.8533	5	0	5	1	1
P0311	2.801203	0.63	0.118	0.694121	3	0	2	0	1
P0155	5.067425	0.541	0.135	0.629336	2	2	1	1	1
P0265	3.839753	0.628	0.024	0.416609	2	2	1	1	1
P0101	9.100935	0.051	0.04	0.153726	2	0	2	1	0
P0206	2.597248	0.428	0.204	0.912664	3	0	4	2	1
P0147	4.651636	0.695	0.224	0.591446	3	0	3	2	1
P0021	6.435455	0.149	0.076	0.331354	3	2	3	1	0
P0280	6.290129	0.107	0.035	0.321808	4	0	5	1	0
P0281	3.919598	0.692	0.385	0.74179	2	0	2	0	1
P0092	6.60788	0.099	0.087	0.478644	3	0	2	2	0
P0188	4.541099	0.905	0.179	0.672412	2	1	4	1	1
P0096	5.521997	0.737	0.286	0.76121	4	0	2	0	1
P0165	3.351361	0.246	0.683	0.677618	4	1	2	0	1

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Synthetic NFC/SSc Tabular Dataset

This dataset is a small synthetic tabular dataset designed for testing connector workflows.

Dataset purpose

The dataset simulates nailfold capillaroscopy-inspired features for binary classification of systemic sclerosis-like status.

It is intended for:

educational examples
connector testing
MLflow logging demonstrations
DataFrameConnector testing
Hugging Face metadata/provenance connector testing

Important limitation

This dataset is synthetic. It does not contain real patient data and must not be used for clinical decision-making, diagnostic validation, or regulatory performance claims.

Files

data/nfc_synthetic_full.csv: full synthetic dataset
data/train.csv: training split
data/test.csv: test split

Columns

patient_id: synthetic patient identifier
capillary_density: simulated capillary density
giant_loops: simulated abnormality score
avascular_areas: simulated abnormality score
loop_irregularity: simulated irregularity score
image_quality: simulated image-quality score with missingness
device_type: synthetic device/site acquisition variable
fitzpatrick_type: synthetic skin-type variable
site_id: synthetic acquisition-site variable
label: binary class label; 0 = non-SSc-like, 1 = SSc-like

Citation

This dataset was generated for demonstration workflows.

Ethical note

No real patient data are included. All records are synthetic and generated by simulation.

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