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aai530-group6
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heart-failure-prediction-dataset

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train · 918 rows

Age int64 28 77	Sex stringclasses 2 values	ChestPainType stringclasses 4 values	RestingBP int64 0 200	Cholesterol int64 0 603	FastingBS int64 0 1	RestingECG stringclasses 3 values	MaxHR int64 60 202	ExerciseAngina stringclasses 2 values	Oldpeak float64 -2.6 6.2	ST_Slope stringclasses 3 values	HeartDisease int64 0 1
40	M	ATA	140	289	0	Normal	172	N	0	Up	0
49	F	NAP	160	180	0	Normal	156	N	1	Flat	1
37	M	ATA	130	283	0	ST	98	N	0	Up	0
48	F	ASY	138	214	0	Normal	108	Y	1.5	Flat	1
54	M	NAP	150	195	0	Normal	122	N	0	Up	0
39	M	NAP	120	339	0	Normal	170	N	0	Up	0
45	F	ATA	130	237	0	Normal	170	N	0	Up	0
54	M	ATA	110	208	0	Normal	142	N	0	Up	0
37	M	ASY	140	207	0	Normal	130	Y	1.5	Flat	1
48	F	ATA	120	284	0	Normal	120	N	0	Up	0
37	F	NAP	130	211	0	Normal	142	N	0	Up	0
58	M	ATA	136	164	0	ST	99	Y	2	Flat	1
39	M	ATA	120	204	0	Normal	145	N	0	Up	0
49	M	ASY	140	234	0	Normal	140	Y	1	Flat	1
42	F	NAP	115	211	0	ST	137	N	0	Up	0
54	F	ATA	120	273	0	Normal	150	N	1.5	Flat	0
38	M	ASY	110	196	0	Normal	166	N	0	Flat	1
43	F	ATA	120	201	0	Normal	165	N	0	Up	0
60	M	ASY	100	248	0	Normal	125	N	1	Flat	1
36	M	ATA	120	267	0	Normal	160	N	3	Flat	1
43	F	TA	100	223	0	Normal	142	N	0	Up	0
44	M	ATA	120	184	0	Normal	142	N	1	Flat	0
49	F	ATA	124	201	0	Normal	164	N	0	Up	0
44	M	ATA	150	288	0	Normal	150	Y	3	Flat	1
40	M	NAP	130	215	0	Normal	138	N	0	Up	0
36	M	NAP	130	209	0	Normal	178	N	0	Up	0
53	M	ASY	124	260	0	ST	112	Y	3	Flat	0
52	M	ATA	120	284	0	Normal	118	N	0	Up	0
53	F	ATA	113	468	0	Normal	127	N	0	Up	0
51	M	ATA	125	188	0	Normal	145	N	0	Up	0
53	M	NAP	145	518	0	Normal	130	N	0	Flat	1
56	M	NAP	130	167	0	Normal	114	N	0	Up	0
54	M	ASY	125	224	0	Normal	122	N	2	Flat	1
41	M	ASY	130	172	0	ST	130	N	2	Flat	1
43	F	ATA	150	186	0	Normal	154	N	0	Up	0
32	M	ATA	125	254	0	Normal	155	N	0	Up	0
65	M	ASY	140	306	1	Normal	87	Y	1.5	Flat	1
41	F	ATA	110	250	0	ST	142	N	0	Up	0
48	F	ATA	120	177	1	ST	148	N	0	Up	0
48	F	ASY	150	227	0	Normal	130	Y	1	Flat	0
54	F	ATA	150	230	0	Normal	130	N	0	Up	0
54	F	NAP	130	294	0	ST	100	Y	0	Flat	1
35	M	ATA	150	264	0	Normal	168	N	0	Up	0
52	M	NAP	140	259	0	ST	170	N	0	Up	0
43	M	ASY	120	175	0	Normal	120	Y	1	Flat	1
59	M	NAP	130	318	0	Normal	120	Y	1	Flat	0
37	M	ASY	120	223	0	Normal	168	N	0	Up	0
50	M	ATA	140	216	0	Normal	170	N	0	Up	0
36	M	NAP	112	340	0	Normal	184	N	1	Flat	0
41	M	ASY	110	289	0	Normal	170	N	0	Flat	1
50	M	ASY	130	233	0	Normal	121	Y	2	Flat	1
47	F	ASY	120	205	0	Normal	98	Y	2	Flat	1
45	M	ATA	140	224	1	Normal	122	N	0	Up	0
41	F	ATA	130	245	0	Normal	150	N	0	Up	0
52	F	ASY	130	180	0	Normal	140	Y	1.5	Flat	0
51	F	ATA	160	194	0	Normal	170	N	0	Up	0
31	M	ASY	120	270	0	Normal	153	Y	1.5	Flat	1
58	M	NAP	130	213	0	ST	140	N	0	Flat	1
54	M	ASY	150	365	0	ST	134	N	1	Up	0
52	M	ASY	112	342	0	ST	96	Y	1	Flat	1
49	M	ATA	100	253	0	Normal	174	N	0	Up	0
43	F	NAP	150	254	0	Normal	175	N	0	Up	0
45	M	ASY	140	224	0	Normal	144	N	0	Up	0
46	M	ASY	120	277	0	Normal	125	Y	1	Flat	1
50	F	ATA	110	202	0	Normal	145	N	0	Up	0
37	F	ATA	120	260	0	Normal	130	N	0	Up	0
45	F	ASY	132	297	0	Normal	144	N	0	Up	0
32	M	ATA	110	225	0	Normal	184	N	0	Up	0
52	M	ASY	160	246	0	ST	82	Y	4	Flat	1
44	M	ASY	150	412	0	Normal	170	N	0	Up	0
57	M	ATA	140	265	0	ST	145	Y	1	Flat	1
44	M	ATA	130	215	0	Normal	135	N	0	Up	0
52	M	ASY	120	182	0	Normal	150	N	0	Flat	1
44	F	ASY	120	218	0	ST	115	N	0	Up	0
55	M	ASY	140	268	0	Normal	128	Y	1.5	Flat	1
46	M	NAP	150	163	0	Normal	116	N	0	Up	0
32	M	ASY	118	529	0	Normal	130	N	0	Flat	1
35	F	ASY	140	167	0	Normal	150	N	0	Up	0
52	M	ATA	140	100	0	Normal	138	Y	0	Up	0
49	M	ASY	130	206	0	Normal	170	N	0	Flat	1
55	M	NAP	110	277	0	Normal	160	N	0	Up	0
54	M	ATA	120	238	0	Normal	154	N	0	Up	0
63	M	ASY	150	223	0	Normal	115	N	0	Flat	1
52	M	ATA	160	196	0	Normal	165	N	0	Up	0
56	M	ASY	150	213	1	Normal	125	Y	1	Flat	1
66	M	ASY	140	139	0	Normal	94	Y	1	Flat	1
65	M	ASY	170	263	1	Normal	112	Y	2	Flat	1
53	F	ATA	140	216	0	Normal	142	Y	2	Flat	0
43	M	TA	120	291	0	ST	155	N	0	Flat	1
55	M	ASY	140	229	0	Normal	110	Y	0.5	Flat	0
49	F	ATA	110	208	0	Normal	160	N	0	Up	0
39	M	ASY	130	307	0	Normal	140	N	0	Up	0
52	F	ATA	120	210	0	Normal	148	N	0	Up	0
48	M	ASY	160	329	0	Normal	92	Y	1.5	Flat	1
39	F	NAP	110	182	0	ST	180	N	0	Up	0
58	M	ASY	130	263	0	Normal	140	Y	2	Flat	1
43	M	ATA	142	207	0	Normal	138	N	0	Up	0
39	M	NAP	160	147	1	Normal	160	N	0	Up	0
56	M	ASY	120	85	0	Normal	140	N	0	Up	0
41	M	ATA	125	269	0	Normal	144	N	0	Up	0

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YAML Metadata Warning: empty or missing yaml metadata in repo card (https://huggingface.co/docs/hub/datasets-cards)

language:

en license: odbl tags:
health
heart-disease
medical
machine-learning annotations_creators:
expert-generated language_creators:
expert-generated pretty_name: Heart Failure Prediction Dataset size_categories:
1K<n<10K source_datasets:
original task_categories:
structured-data-classification task_ids:
binary-classification
health-data-analysis paperswithcode_id: heart-failure-prediction configs:
default

dataset_info: features: - name: Age dtype: int32 - name: Sex dtype: string - name: ChestPainType dtype: string - name: RestingBP dtype: int32 - name: Cholesterol dtype: int32 - name: FastingBS dtype: int32 - name: RestingECG dtype: string - name: MaxHR dtype: int32 - name: ExerciseAngina dtype: string - name: Oldpeak dtype: float32 - name: ST_Slope dtype: string - name: HeartDisease dtype: int32 config_name: default splits: - name: total num_bytes: UNKNOWN num_examples: 918 download_size: UNKNOWN dataset_size: UNKNOWN

train-eval-index:

config: default task: structured-data-classification task_id: binary-classification splits: train_split: train eval_split: validation col_mapping: Age: Age Sex: Sex ChestPainType: ChestPainType RestingBP: RestingBP Cholesterol: Cholesterol FastingBS: FastingBS RestingECG: RestingECG MaxHR: MaxHR ExerciseAngina: ExerciseAngina Oldpeak: Oldpeak ST_Slope: ST_Slope HeartDisease: HeartDisease metrics:
- type: accuracy name: Accuracy
- type: f1 name: F1 Score

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Size of downloaded dataset files:

35.9 kB

Size of the auto-converted Parquet files:

13.2 kB

Number of rows:

918