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Datasets:
mstz
/
arhythmia

Tasks:
Tabular Classification
Modalities:
Tabular
Formats:
csv
Languages:
English
Size:
< 1K
Tags:
tabular_classification
binary_classification
multiclass_classification
Libraries:
Datasets
pandas
License:
Dataset card Data Studio Files
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Community
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mstz commited on
Commit
1b23243
·
1 Parent(s): 86e4a91

updated to datasets 4.*

Browse files
Files changed (5) hide show
  1. README.md +16 -12
  2. arhythmia.py +0 -662
  3. arhythmia/train.csv +69 -0
  4. arrhythmia.data +0 -0
  5. has_arhythmia/train.csv +69 -0
README.md CHANGED
@@ -1,21 +1,25 @@
1
  ---
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- language:
3
- - en
 
 
 
 
 
 
 
 
 
 
 
 
 
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  tags:
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- - arrhythmia
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  - tabular_classification
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- - multiclass_classification
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  - binary_classification
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- - UCI
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- pretty_name: Arhythmia
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- size_categories:
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- - n<1K
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  task_categories:
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  - tabular-classification
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- configs:
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- - arhytmia
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- - has_arhytmia
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- license: cc
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  ---
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  # Arhythmia
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  The [Arrhythmia dataset](https://archive.ics.uci.edu/ml/datasets/Arrhythmia) from the [UCI ML repository](https://archive.ics.uci.edu/ml/datasets).
 
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  ---
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+ configs:
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+ - config_name: has_arhythmia
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+ data_files:
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+ - path: has_arhythmia/train.csv
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+ split: train
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+ default: true
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+ - config_name: arhythmia
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+ data_files:
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+ - path: arhythmia/train.csv
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+ split: train
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+ default: false
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+ language: en
14
+ license: cc
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+ pretty_name: Arhythmia
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+ size_categories: 1M<n<10M
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  tags:
 
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  - tabular_classification
 
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  - binary_classification
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+ - multiclass_classification
 
 
 
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  task_categories:
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  - tabular-classification
 
 
 
 
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  ---
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  # Arhythmia
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  The [Arrhythmia dataset](https://archive.ics.uci.edu/ml/datasets/Arrhythmia) from the [UCI ML repository](https://archive.ics.uci.edu/ml/datasets).
arhythmia.py DELETED
@@ -1,662 +0,0 @@
1
- from typing import List
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-
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- import datasets
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-
5
- import pandas
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-
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-
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- VERSION = datasets.Version("1.0.0")
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-
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- DESCRIPTION = "Arhythmia dataset from the UCI ML repository."
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- _HOMEPAGE = "https://archive-beta.ics.uci.edu/dataset/5/arrhythmia"
12
- _URLS = ("https://archive-beta.ics.uci.edu/dataset/5/arrhythmia")
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- _CITATION = """
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- @misc{misc_arrhythmia_5,
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- author = {Guvenir,H., Acar,Burak & Muderrisoglu,Haldun},
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- title = {{Arrhythmia}},
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- year = {1998},
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- howpublished = {UCI Machine Learning Repository},
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- note = {{DOI}: \\url{10.24432/C5BS32}}
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- }"""
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-
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- # Dataset info
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- urls_per_split = {
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- "train": "https://huggingface.co/datasets/mstz/arhythmia/raw/main/arrhythmia.data"
25
- }
26
- features_types_per_config = {
27
- "arhythmia": {
28
- "age": datasets.Value("int8"),
29
- "is_female": datasets.Value("bool"),
30
- "height": datasets.Value("float64"),
31
- "weight": datasets.Value("float64"),
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- "qrs_duration": datasets.Value("float64"),
33
- "p_r_interval": datasets.Value("float64"),
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- "q_t_interval": datasets.Value("float64"),
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- "t_interval": datasets.Value("float64"),
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- "p_interval": datasets.Value("float64"),
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- "qrs": datasets.Value("float64"),
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- "t": datasets.Value("float64"),
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- "p": datasets.Value("float64"),
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- "qrst": datasets.Value("float64"),
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- "j": datasets.Value("float64"),
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- "heart_rate": datasets.Value("float64"),
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- "average_witdth_of_wave_q_on_DI": datasets.Value("float64"),
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- "average_witdth_of_wave_r_on_DI": datasets.Value("float64"),
45
- "average_witdth_of_wave_s_on_DI": datasets.Value("float64"),
46
- "average_witdth_of_wave_rprime_on_DI": datasets.Value("float64"),
47
- "average_witdth_of_wave_sprime_on_DI": datasets.Value("float64"),
48
- "number_of_deflections_on_DI": datasets.Value("float64"),
49
- "type_of_ragged_r_wave_on_DI": datasets.Value("float64"),
50
- "type_of_diphasic_derivation_of_r_wave_on_DI": datasets.Value("float64"),
51
- "type_of_ragged_p_wave_on_DI": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_p_wave_on_DI": datasets.Value("float64"),
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- "type_of_ragged_t_wave_on_DI": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_t_wave_on_DI": datasets.Value("float64"),
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- "average_witdth_of_wave_q_on_DII": datasets.Value("float64"),
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- "average_witdth_of_wave_r_on_DII": datasets.Value("float64"),
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- "average_witdth_of_wave_s_on_DII": datasets.Value("float64"),
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- "average_witdth_of_wave_rprime_on_DII": datasets.Value("float64"),
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- "average_witdth_of_wave_sprime_on_DII": datasets.Value("float64"),
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- "number_of_deflections_on_DII": datasets.Value("float64"),
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- "type_of_ragged_r_wave_on_DII": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_r_wave_on_DII": datasets.Value("float64"),
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- "type_of_ragged_p_wave_on_DII": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_p_wave_on_DII": datasets.Value("float64"),
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- "type_of_ragged_t_wave_on_DII": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_t_wave_on_DII": datasets.Value("float64"),
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- "average_witdth_of_wave_q_on_DIII": datasets.Value("float64"),
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- "average_witdth_of_wave_r_on_DIII": datasets.Value("float64"),
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- "average_witdth_of_wave_s_on_DIII": datasets.Value("float64"),
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- "average_witdth_of_wave_rprime_on_DIII": datasets.Value("float64"),
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- "average_witdth_of_wave_sprime_on_DIII": datasets.Value("float64"),
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- "number_of_deflections_on_DIII": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_r_wave_on_DIII": datasets.Value("float64"),
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- "type_of_ragged_p_wave_on_DIII": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_p_wave_on_DIII": datasets.Value("float64"),
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- "type_of_ragged_t_wave_on_DIII": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_t_wave_on_DIII": datasets.Value("float64"),
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- "average_witdth_of_wave_q_on_AVR": datasets.Value("float64"),
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- "average_witdth_of_wave_r_on_AVR": datasets.Value("float64"),
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- "average_witdth_of_wave_s_on_AVR": datasets.Value("float64"),
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- "average_witdth_of_wave_rprime_on_AVR": datasets.Value("float64"),
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- "average_witdth_of_wave_sprime_on_AVR": datasets.Value("float64"),
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- "number_of_deflections_on_AVR": datasets.Value("float64"),
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- "type_of_ragged_r_wave_on_AVR": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_r_wave_on_AVR": datasets.Value("float64"),
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- "type_of_ragged_p_wave_on_AVR": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_p_wave_on_AVR": datasets.Value("float64"),
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- "type_of_ragged_t_wave_on_AVR": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_t_wave_on_AVR": datasets.Value("float64"),
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- "average_witdth_of_wave_q_on_AVL": datasets.Value("float64"),
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- "average_witdth_of_wave_r_on_AVL": datasets.Value("float64"),
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- "average_witdth_of_wave_s_on_AVL": datasets.Value("float64"),
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- "average_witdth_of_wave_rprime_on_AVL": datasets.Value("float64"),
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- "average_witdth_of_wave_sprime_on_AVL": datasets.Value("float64"),
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- "number_of_deflections_on_AVL": datasets.Value("float64"),
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- "type_of_ragged_r_wave_on_AVL": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_r_wave_on_AVL": datasets.Value("float64"),
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- "type_of_ragged_p_wave_on_AVL": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_p_wave_on_AVL": datasets.Value("float64"),
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- "type_of_ragged_t_wave_on_AVL": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_t_wave_on_AVL": datasets.Value("float64"),
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- "average_witdth_of_wave_q_on_AVF": datasets.Value("float64"),
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- "average_witdth_of_wave_r_on_AVF": datasets.Value("float64"),
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- "average_witdth_of_wave_s_on_AVF": datasets.Value("float64"),
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- "average_witdth_of_wave_rprime_on_AVF": datasets.Value("float64"),
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- "average_witdth_of_wave_sprime_on_AVF": datasets.Value("float64"),
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- "number_of_deflections_on_AVF": datasets.Value("float64"),
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- "type_of_ragged_r_wave_on_AVF": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_r_wave_on_AVF": datasets.Value("float64"),
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- "type_of_ragged_p_wave_on_AVF": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_p_wave_on_AVF": datasets.Value("float64"),
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- "type_of_ragged_t_wave_on_AVF": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_t_wave_on_AVF": datasets.Value("float64"),
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- "average_witdth_of_wave_q_on_V1": datasets.Value("float64"),
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- "average_witdth_of_wave_r_on_V1": datasets.Value("float64"),
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- "average_witdth_of_wave_s_on_V1": datasets.Value("float64"),
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- "average_witdth_of_wave_rprime_on_V1": datasets.Value("float64"),
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- "average_witdth_of_wave_sprime_on_V1": datasets.Value("float64"),
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- "number_of_deflections_on_V1": datasets.Value("float64"),
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- "type_of_ragged_r_wave_on_V1": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_r_wave_on_V1": datasets.Value("float64"),
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- "type_of_ragged_p_wave_on_V1": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_p_wave_on_V1": datasets.Value("float64"),
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- "type_of_ragged_t_wave_on_V1": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_t_wave_on_V1": datasets.Value("float64"),
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- "average_witdth_of_wave_q_on_V2": datasets.Value("float64"),
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- "average_witdth_of_wave_r_on_V2": datasets.Value("float64"),
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- "average_witdth_of_wave_s_on_V2": datasets.Value("float64"),
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- "average_witdth_of_wave_rprime_on_V2": datasets.Value("float64"),
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- "average_witdth_of_wave_sprime_on_V2": datasets.Value("float64"),
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- "number_of_deflections_on_V2": datasets.Value("float64"),
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- "type_of_ragged_r_wave_on_V2": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_r_wave_on_V2": datasets.Value("float64"),
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- "type_of_ragged_p_wave_on_V2": datasets.Value("float64"),
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- "type_of_ragged_t_wave_on_V2": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_t_wave_on_V2": datasets.Value("float64"),
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- "average_witdth_of_wave_q_on_V3": datasets.Value("float64"),
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- "average_witdth_of_wave_s_on_V3": datasets.Value("float64"),
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- "average_witdth_of_wave_rprime_on_V3": datasets.Value("float64"),
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- "average_witdth_of_wave_sprime_on_V3": datasets.Value("float64"),
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- "number_of_deflections_on_V3": datasets.Value("float64"),
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- "type_of_ragged_r_wave_on_V3": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_r_wave_on_V3": datasets.Value("float64"),
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- "type_of_ragged_p_wave_on_V3": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_p_wave_on_V3": datasets.Value("float64"),
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- "type_of_ragged_t_wave_on_V3": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_t_wave_on_V3": datasets.Value("float64"),
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- "average_witdth_of_wave_q_on_V4": datasets.Value("float64"),
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- "average_witdth_of_wave_r_on_V4": datasets.Value("float64"),
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- "average_witdth_of_wave_s_on_V4": datasets.Value("float64"),
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- "average_witdth_of_wave_rprime_on_V4": datasets.Value("float64"),
155
- "average_witdth_of_wave_sprime_on_V4": datasets.Value("float64"),
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- "number_of_deflections_on_V4": datasets.Value("float64"),
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- "type_of_ragged_r_wave_on_V4": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_r_wave_on_V4": datasets.Value("float64"),
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- "type_of_ragged_p_wave_on_V4": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_p_wave_on_V4": datasets.Value("float64"),
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- "type_of_ragged_t_wave_on_V4": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_t_wave_on_V4": datasets.Value("float64"),
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- "average_witdth_of_wave_r_on_V5": datasets.Value("float64"),
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- "average_witdth_of_wave_s_on_V5": datasets.Value("float64"),
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- "average_witdth_of_wave_rprime_on_V5": datasets.Value("float64"),
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- "average_witdth_of_wave_sprime_on_V5": datasets.Value("float64"),
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- "number_of_deflections_on_V5": datasets.Value("float64"),
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- "type_of_ragged_r_wave_on_V5": datasets.Value("float64"),
170
- "type_of_diphasic_derivation_of_r_wave_on_V5": datasets.Value("float64"),
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- "type_of_ragged_p_wave_on_V5": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_p_wave_on_V5": datasets.Value("float64"),
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- "type_of_ragged_t_wave_on_V5": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_t_wave_on_V5": datasets.Value("float64"),
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- "average_witdth_of_wave_q_on_V6": datasets.Value("float64"),
176
- "average_witdth_of_wave_r_on_V6": datasets.Value("float64"),
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- "average_witdth_of_wave_s_on_V6": datasets.Value("float64"),
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- "average_witdth_of_wave_rprime_on_V6": datasets.Value("float64"),
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- "average_witdth_of_wave_sprime_on_V6": datasets.Value("float64"),
180
- "number_of_deflections_on_V6": datasets.Value("float64"),
181
- "type_of_ragged_r_wave_on_V6": datasets.Value("float64"),
182
- "type_of_diphasic_derivation_of_r_wave_on_V6": datasets.Value("float64"),
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- "type_of_ragged_p_wave_on_V6": datasets.Value("float64"),
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- "type_of_diphasic_derivation_of_p_wave_on_V6": datasets.Value("float64"),
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- "type_of_ragged_t_wave_on_V6": datasets.Value("float64"),
186
- "type_of_diphasic_derivation_of_t_wave_on_V6": datasets.Value("float64"),
187
- "amplitude_of_jj_wave_on_DI": datasets.Value("float64"),
188
- "amplitude_of_q_wave_on_DI": datasets.Value("float64"),
189
- "amplitude_of_r_wave_on_DI": datasets.Value("float64"),
190
- "amplitude_of_s_wave_on_DI": datasets.Value("float64"),
191
- "amplitude_of_rprime_wave_on_DI": datasets.Value("float64"),
192
- "amplitude_of_sprime_wave_on_DI": datasets.Value("float64"),
193
- "amplitude_of_p_wave_on_DI": datasets.Value("float64"),
194
- "amplitude_of_t_wave_on_DI": datasets.Value("float64"),
195
- "qrsa_on_DI": datasets.Value("float64"),
196
- "qrsta_on_DI": datasets.Value("float64"),
197
- "amplitude_of_jj_wave_on_DII": datasets.Value("float64"),
198
- "amplitude_of_q_wave_on_DII": datasets.Value("float64"),
199
- "amplitude_of_r_wave_on_DII": datasets.Value("float64"),
200
- "amplitude_of_s_wave_on_DII": datasets.Value("float64"),
201
- "amplitude_of_rprime_wave_on_DII": datasets.Value("float64"),
202
- "amplitude_of_sprime_wave_on_DII": datasets.Value("float64"),
203
- "amplitude_of_p_wave_on_DII": datasets.Value("float64"),
204
- "amplitude_of_t_wave_on_DII": datasets.Value("float64"),
205
- "qrsa_on_DII": datasets.Value("float64"),
206
- "qrsta_on_DII": datasets.Value("float64"),
207
- "amplitude_of_jj_wave_on_DIII": datasets.Value("float64"),
208
- "amplitude_of_q_wave_on_DIII": datasets.Value("float64"),
209
- "amplitude_of_r_wave_on_DIII": datasets.Value("float64"),
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- "amplitude_of_p_wave_on_DIII": datasets.Value("float64"),
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215
- "qrsa_on_DIII": datasets.Value("float64"),
216
- "qrsta_on_DIII": datasets.Value("float64"),
217
- "amplitude_of_jj_wave_on_AVR": datasets.Value("float64"),
218
- "amplitude_of_q_wave_on_AVR": datasets.Value("float64"),
219
- "amplitude_of_r_wave_on_AVR": datasets.Value("float64"),
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- "amplitude_of_s_wave_on_AVR": datasets.Value("float64"),
221
- "amplitude_of_rprime_wave_on_AVR": datasets.Value("float64"),
222
- "amplitude_of_sprime_wave_on_AVR": datasets.Value("float64"),
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- "amplitude_of_p_wave_on_AVR": datasets.Value("float64"),
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- "amplitude_of_t_wave_on_AVR": datasets.Value("float64"),
225
- "qrsa_on_AVR": datasets.Value("float64"),
226
- "qrsta_on_AVR": datasets.Value("float64"),
227
- "amplitude_of_jj_wave_on_AVL": datasets.Value("float64"),
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- "amplitude_of_s_wave_on_AVL": datasets.Value("float64"),
231
- "amplitude_of_rprime_wave_on_AVL": datasets.Value("float64"),
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- "amplitude_of_sprime_wave_on_AVL": datasets.Value("float64"),
233
- "amplitude_of_p_wave_on_AVL": datasets.Value("float64"),
234
- "amplitude_of_t_wave_on_AVL": datasets.Value("float64"),
235
- "qrsa_on_AVL": datasets.Value("float64"),
236
- "qrsta_on_AVL": datasets.Value("float64"),
237
- "amplitude_of_jj_wave_on_AVF": datasets.Value("float64"),
238
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239
- "amplitude_of_r_wave_on_AVF": datasets.Value("float64"),
240
- "amplitude_of_s_wave_on_AVF": datasets.Value("float64"),
241
- "amplitude_of_rprime_wave_on_AVF": datasets.Value("float64"),
242
- "amplitude_of_sprime_wave_on_AVF": datasets.Value("float64"),
243
- "amplitude_of_p_wave_on_AVF": datasets.Value("float64"),
244
- "amplitude_of_t_wave_on_AVF": datasets.Value("float64"),
245
- "qrsa_on_AVF": datasets.Value("float64"),
246
- "qrsta_on_AVF": datasets.Value("float64"),
247
- "amplitude_of_jj_wave_on_V1": datasets.Value("float64"),
248
- "amplitude_of_q_wave_on_V1": datasets.Value("float64"),
249
- "amplitude_of_r_wave_on_V1": datasets.Value("float64"),
250
- "amplitude_of_s_wave_on_V1": datasets.Value("float64"),
251
- "amplitude_of_rprime_wave_on_V1": datasets.Value("float64"),
252
- "amplitude_of_sprime_wave_on_V1": datasets.Value("float64"),
253
- "amplitude_of_p_wave_on_V1": datasets.Value("float64"),
254
- "amplitude_of_t_wave_on_V1": datasets.Value("float64"),
255
- "qrsa_on_V1": datasets.Value("float64"),
256
- "qrsta_on_V1": datasets.Value("float64"),
257
- "amplitude_of_jj_wave_on_V2": datasets.Value("float64"),
258
- "amplitude_of_q_wave_on_V2": datasets.Value("float64"),
259
- "amplitude_of_r_wave_on_V2": datasets.Value("float64"),
260
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- "amplitude_of_q_wave_on_V2": datasets.Value("float64"),
541
- "amplitude_of_r_wave_on_V2": datasets.Value("float64"),
542
- "amplitude_of_s_wave_on_V2": datasets.Value("float64"),
543
- "amplitude_of_rprime_wave_on_V2": datasets.Value("float64"),
544
- "amplitude_of_sprime_wave_on_V2": datasets.Value("float64"),
545
- "amplitude_of_p_wave_on_V2": datasets.Value("float64"),
546
- "amplitude_of_t_wave_on_V2": datasets.Value("float64"),
547
- "qrsa_on_V2": datasets.Value("float64"),
548
- "qrsta_on_V2": datasets.Value("float64"),
549
- "amplitude_of_jj_wave_on_V3": datasets.Value("float64"),
550
- "amplitude_of_q_wave_on_V3": datasets.Value("float64"),
551
- "amplitude_of_r_wave_on_V3": datasets.Value("float64"),
552
- "amplitude_of_s_wave_on_V3": datasets.Value("float64"),
553
- "amplitude_of_rprime_wave_on_V3": datasets.Value("float64"),
554
- "amplitude_of_sprime_wave_on_V3": datasets.Value("float64"),
555
- "amplitude_of_p_wave_on_V3": datasets.Value("float64"),
556
- "amplitude_of_t_wave_on_V3": datasets.Value("float64"),
557
- "qrsa_on_V3": datasets.Value("float64"),
558
- "qrsta_on_V3": datasets.Value("float64"),
559
- "amplitude_of_jj_wave_on_V4": datasets.Value("float64"),
560
- "amplitude_of_q_wave_on_V4": datasets.Value("float64"),
561
- "amplitude_of_r_wave_on_V4": datasets.Value("float64"),
562
- "amplitude_of_s_wave_on_V4": datasets.Value("float64"),
563
- "amplitude_of_rprime_wave_on_V4": datasets.Value("float64"),
564
- "amplitude_of_sprime_wave_on_V4": datasets.Value("float64"),
565
- "amplitude_of_p_wave_on_V4": datasets.Value("float64"),
566
- "amplitude_of_t_wave_on_V4": datasets.Value("float64"),
567
- "qrsa_on_V4": datasets.Value("float64"),
568
- "qrsta_on_V4": datasets.Value("float64"),
569
- "amplitude_of_jj_wave_on_V5": datasets.Value("float64"),
570
- "amplitude_of_q_wave_on_V5": datasets.Value("float64"),
571
- "amplitude_of_r_wave_on_V5": datasets.Value("float64"),
572
- "amplitude_of_s_wave_on_V5": datasets.Value("float64"),
573
- "amplitude_of_rprime_wave_on_V5": datasets.Value("float64"),
574
- "amplitude_of_sprime_wave_on_V5": datasets.Value("float64"),
575
- "amplitude_of_p_wave_on_V5": datasets.Value("float64"),
576
- "amplitude_of_t_wave_on_V5": datasets.Value("float64"),
577
- "qrsa_on_V5": datasets.Value("float64"),
578
- "qrsta_on_V5": datasets.Value("float64"),
579
- "amplitude_of_jj_wave_on_V6": datasets.Value("float64"),
580
- "amplitude_of_q_wave_on_V6": datasets.Value("float64"),
581
- "amplitude_of_r_wave_on_V6": datasets.Value("float64"),
582
- "amplitude_of_s_wave_on_V6": datasets.Value("float64"),
583
- "amplitude_of_rprime_wave_on_V6": datasets.Value("float64"),
584
- "amplitude_of_sprime_wave_on_V6": datasets.Value("float64"),
585
- "amplitude_of_p_wave_on_V6": datasets.Value("float64"),
586
- "amplitude_of_t_wave_on_V6": datasets.Value("float64"),
587
- "qrsa_on_V6": datasets.Value("float64"),
588
- "qrsta_on_V6": datasets.Value("float64"),
589
- "has_arhythmia": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
590
- }
591
- }
592
- features_per_config = {k: datasets.Features(features_types_per_config[k]) for k in features_types_per_config}
593
-
594
-
595
- class ArhythmiaConfig(datasets.BuilderConfig):
596
- def __init__(self, **kwargs):
597
- super(ArhythmiaConfig, self).__init__(version=VERSION, **kwargs)
598
- self.features = features_per_config[kwargs["name"]]
599
-
600
-
601
- class Arhythmia(datasets.GeneratorBasedBuilder):
602
- # dataset versions
603
- DEFAULT_CONFIG = "arhythmia"
604
- BUILDER_CONFIGS = [
605
- ArhythmiaConfig(name="arhythmia",
606
- description="Multiclass classification of arhythmia type."),
607
- ArhythmiaConfig(name="has_arhythmia",
608
- description="Binary classification of arhythmia."),
609
- ]
610
-
611
-
612
- def _info(self):
613
- info = datasets.DatasetInfo(description=DESCRIPTION, citation=_CITATION, homepage=_HOMEPAGE,
614
- features=features_per_config[self.config.name])
615
-
616
- return info
617
-
618
- def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
619
- downloads = dl_manager.download_and_extract(urls_per_split)
620
-
621
- return [
622
- datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloads["train"]})
623
- ]
624
-
625
- def _generate_examples(self, filepath: str):
626
- data = pandas.read_csv(filepath)
627
- data = self.preprocess(data, config=self.config.name)
628
-
629
- for row_id, row in data.iterrows():
630
- data_row = dict(row)
631
-
632
- yield row_id, data_row
633
-
634
- def preprocess(self, data: pandas.DataFrame, config: str = DEFAULT_CONFIG) -> pandas.DataFrame:
635
- data = data[(data.t != "?") & (data.qrst != "?") & (data.p != "?") & (data.j != "?") & (data.heart_rate != "?")]
636
- data = data.astype({"t": int, "qrst": int, "p": int, "j": int, "heart_rate": int,
637
- "is_female": bool})
638
- if "type_of_arrhythmia" in data.columns:
639
- data = data.rename(columns={"type_of_arrhythmia": "type_of_arhythmia"})
640
-
641
- label_encoding = {
642
- 1: 0,
643
- 2: 1,
644
- 3: 2,
645
- 4: 3,
646
- 5: 4,
647
- 6: 5,
648
- 7: 6,
649
- 8: 7,
650
- 9: 8,
651
- 10: 9,
652
- 14: 10,
653
- 15: 11,
654
- 16: 12,
655
- }
656
- data.loc[:, "type_of_arhythmia"] = data["type_of_arhythmia"].apply(lambda x: label_encoding[x])
657
-
658
- if config == "has_arhythmia":
659
- data.loc[:, "type_of_arhythmia"] = data["type_of_arhythmia"].apply(lambda x: 0 if x == 0 else 1)
660
- data = data.rename(columns={"type_of_arhythmia": "has_arhythmia"})
661
-
662
- return data[list(features_types_per_config[config].keys())]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
arhythmia/train.csv ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ age,is_female,height,weight,qrs_duration,p_r_interval,q_t_interval,t_interval,p_interval,qrs,t,p,qrst,j,heart_rate,average_witdth_of_wave_q_on_DI,average_witdth_of_wave_r_on_DI,average_witdth_of_wave_s_on_DI,average_witdth_of_wave_rprime_on_DI,average_witdth_of_wave_sprime_on_DI,number_of_deflections_on_DI,type_of_ragged_r_wave_on_DI,type_of_diphasic_derivation_of_r_wave_on_DI,type_of_ragged_p_wave_on_DI,type_of_diphasic_derivation_of_p_wave_on_DI,type_of_ragged_t_wave_on_DI,type_of_diphasic_derivation_of_t_wave_on_DI,average_witdth_of_wave_q_on_DII,average_witdth_of_wave_r_on_DII,average_witdth_of_wave_s_on_DII,average_witdth_of_wave_rprime_on_DII,average_witdth_of_wave_sprime_on_DII,number_of_deflections_on_DII,type_of_ragged_r_wave_on_DII,type_of_diphasic_derivation_of_r_wave_on_DII,type_of_ragged_p_wave_on_DII,type_of_diphasic_derivation_of_p_wave_on_DII,type_of_ragged_t_wave_on_DII,type_of_diphasic_derivation_of_t_wave_on_DII,average_witdth_of_wave_q_on_DIII,average_witdth_of_wave_r_on_DIII,average_witdth_of_wave_s_on_DIII,average_witdth_of_wave_rprime_on_DIII,average_witdth_of_wave_sprime_on_DIII,number_of_deflections_on_DIII,type_of_ragged_r_wave_on_DIII,type_of_diphasic_derivation_of_r_wave_on_DIII,type_of_ragged_p_wave_on_DIII,type_of_diphasic_derivation_of_p_wave_on_DIII,type_of_ragged_t_wave_on_DIII,type_of_diphasic_derivation_of_t_wave_on_DIII,average_witdth_of_wave_q_on_AVR,average_witdth_of_wave_r_on_AVR,average_witdth_of_wave_s_on_AVR,average_witdth_of_wave_rprime_on_AVR,average_witdth_of_wave_sprime_on_AVR,number_of_deflections_on_AVR,type_of_ragged_r_wave_on_AVR,type_of_diphasic_derivation_of_r_wave_on_AVR,type_of_ragged_p_wave_on_AVR,type_of_diphasic_derivation_of_p_wave_on_AVR,type_of_ragged_t_wave_on_AVR,type_of_diphasic_derivation_of_t_wave_on_AVR,average_witdth_of_wave_q_on_AVL,average_witdth_of_wave_r_on_AVL,average_witdth_of_wave_s_on_AVL,average_witdth_of_wave_rprime_on_AVL,average_witdth_of_wave_sprime_on_AVL,number_of_deflections_on_AVL,type_of_ragged_r_wave_on_AVL,type_of_diphasic_derivation_of_r_wave_on_AVL,type_of_ragged_p_wave_on_AVL,type_of_diphasic_derivation_of_p_wave_on_AVL,type_of_ragged_t_wave_on_AVL,type_of_diphasic_derivation_of_t_wave_on_AVL,average_witdth_of_wave_q_on_AVF,average_witdth_of_wave_r_on_AVF,average_witdth_of_wave_s_on_AVF,average_witdth_of_wave_rprime_on_AVF,average_witdth_of_wave_sprime_on_AVF,number_of_deflections_on_AVF,type_of_ragged_r_wave_on_AVF,type_of_diphasic_derivation_of_r_wave_on_AVF,type_of_ragged_p_wave_on_AVF,type_of_diphasic_derivation_of_p_wave_on_AVF,type_of_ragged_t_wave_on_AVF,type_of_diphasic_derivation_of_t_wave_on_AVF,average_witdth_of_wave_q_on_V1,average_witdth_of_wave_r_on_V1,average_witdth_of_wave_s_on_V1,average_witdth_of_wave_rprime_on_V1,average_witdth_of_wave_sprime_on_V1,number_of_deflections_on_V1,type_of_ragged_r_wave_on_V1,type_of_diphasic_derivation_of_r_wave_on_V1,type_of_ragged_p_wave_on_V1,type_of_diphasic_derivation_of_p_wave_on_V1,type_of_ragged_t_wave_on_V1,type_of_diphasic_derivation_of_t_wave_on_V1,average_witdth_of_wave_q_on_V2,average_witdth_of_wave_r_on_V2,average_witdth_of_wave_s_on_V2,average_witdth_of_wave_rprime_on_V2,average_witdth_of_wave_sprime_on_V2,number_of_deflections_on_V2,type_of_ragged_r_wave_on_V2,type_of_diphasic_derivation_of_r_wave_on_V2,type_of_ragged_p_wave_on_V2,type_of_diphasic_derivation_of_p_wave_on_V2,type_of_ragged_t_wave_on_V2,type_of_diphasic_derivation_of_t_wave_on_V2,average_witdth_of_wave_q_on_V3,average_witdth_of_wave_r_on_V3,average_witdth_of_wave_s_on_V3,average_witdth_of_wave_rprime_on_V3,average_witdth_of_wave_sprime_on_V3,number_of_deflections_on_V3,type_of_ragged_r_wave_on_V3,type_of_diphasic_derivation_of_r_wave_on_V3,type_of_ragged_p_wave_on_V3,type_of_diphasic_derivation_of_p_wave_on_V3,type_of_ragged_t_wave_on_V3,type_of_diphasic_derivation_of_t_wave_on_V3,average_witdth_of_wave_q_on_V4,average_witdth_of_wave_r_on_V4,average_witdth_of_wave_s_on_V4,average_witdth_of_wave_rprime_on_V4,average_witdth_of_wave_sprime_on_V4,number_of_deflections_on_V4,type_of_ragged_r_wave_on_V4,type_of_diphasic_derivation_of_r_wave_on_V4,type_of_ragged_p_wave_on_V4,type_of_diphasic_derivation_of_p_wave_on_V4,type_of_ragged_t_wave_on_V4,type_of_diphasic_derivation_of_t_wave_on_V4,average_witdth_of_wave_q_on_V5,average_witdth_of_wave_r_on_V5,average_witdth_of_wave_s_on_V5,average_witdth_of_wave_rprime_on_V5,average_witdth_of_wave_sprime_on_V5,number_of_deflections_on_V5,type_of_ragged_r_wave_on_V5,type_of_diphasic_derivation_of_r_wave_on_V5,type_of_ragged_p_wave_on_V5,type_of_diphasic_derivation_of_p_wave_on_V5,type_of_ragged_t_wave_on_V5,type_of_diphasic_derivation_of_t_wave_on_V5,average_witdth_of_wave_q_on_V6,average_witdth_of_wave_r_on_V6,average_witdth_of_wave_s_on_V6,average_witdth_of_wave_rprime_on_V6,average_witdth_of_wave_sprime_on_V6,number_of_deflections_on_V6,type_of_ragged_r_wave_on_V6,type_of_diphasic_derivation_of_r_wave_on_V6,type_of_ragged_p_wave_on_V6,type_of_diphasic_derivation_of_p_wave_on_V6,type_of_ragged_t_wave_on_V6,type_of_diphasic_derivation_of_t_wave_on_V6,amplitude_of_jj_wave_on_DI,amplitude_of_q_wave_on_DI,amplitude_of_r_wave_on_DI,amplitude_of_s_wave_on_DI,amplitude_of_rprime_wave_on_DI,amplitude_of_sprime_wave_on_DI,amplitude_of_p_wave_on_DI,amplitude_of_t_wave_on_DI,qrsa_on_DI,qrsta_on_DI,amplitude_of_jj_wave_on_DII,amplitude_of_q_wave_on_DII,amplitude_of_r_wave_on_DII,amplitude_of_s_wave_on_DII,amplitude_of_rprime_wave_on_DII,amplitude_of_sprime_wave_on_DII,amplitude_of_p_wave_on_DII,amplitude_of_t_wave_on_DII,qrsa_on_DII,qrsta_on_DII,amplitude_of_jj_wave_on_DIII,amplitude_of_q_wave_on_DIII,amplitude_of_r_wave_on_DIII,amplitude_of_s_wave_on_DIII,amplitude_of_rprime_wave_on_DIII,amplitude_of_sprime_wave_on_DIII,amplitude_of_p_wave_on_DIII,amplitude_of_t_wave_on_DIII,qrsa_on_DIII,qrsta_on_DIII,amplitude_of_jj_wave_on_AVR,amplitude_of_q_wave_on_AVR,amplitude_of_r_wave_on_AVR,amplitude_of_s_wave_on_AVR,amplitude_of_rprime_wave_on_AVR,amplitude_of_sprime_wave_on_AVR,amplitude_of_p_wave_on_AVR,amplitude_of_t_wave_on_AVR,qrsa_on_AVR,qrsta_on_AVR,amplitude_of_jj_wave_on_AVL,amplitude_of_q_wave_on_AVL,amplitude_of_r_wave_on_AVL,amplitude_of_s_wave_on_AVL,amplitude_of_rprime_wave_on_AVL,amplitude_of_sprime_wave_on_AVL,amplitude_of_p_wave_on_AVL,amplitude_of_t_wave_on_AVL,qrsa_on_AVL,qrsta_on_AVL,amplitude_of_jj_wave_on_AVF,amplitude_of_q_wave_on_AVF,amplitude_of_r_wave_on_AVF,amplitude_of_s_wave_on_AVF,amplitude_of_rprime_wave_on_AVF,amplitude_of_sprime_wave_on_AVF,amplitude_of_p_wave_on_AVF,amplitude_of_t_wave_on_AVF,qrsa_on_AVF,qrsta_on_AVF,amplitude_of_jj_wave_on_V1,amplitude_of_q_wave_on_V1,amplitude_of_r_wave_on_V1,amplitude_of_s_wave_on_V1,amplitude_of_rprime_wave_on_V1,amplitude_of_sprime_wave_on_V1,amplitude_of_p_wave_on_V1,amplitude_of_t_wave_on_V1,qrsa_on_V1,qrsta_on_V1,amplitude_of_jj_wave_on_V2,amplitude_of_q_wave_on_V2,amplitude_of_r_wave_on_V2,amplitude_of_s_wave_on_V2,amplitude_of_rprime_wave_on_V2,amplitude_of_sprime_wave_on_V2,amplitude_of_p_wave_on_V2,amplitude_of_t_wave_on_V2,qrsa_on_V2,qrsta_on_V2,amplitude_of_jj_wave_on_V3,amplitude_of_q_wave_on_V3,amplitude_of_r_wave_on_V3,amplitude_of_s_wave_on_V3,amplitude_of_rprime_wave_on_V3,amplitude_of_sprime_wave_on_V3,amplitude_of_p_wave_on_V3,amplitude_of_t_wave_on_V3,qrsa_on_V3,qrsta_on_V3,amplitude_of_jj_wave_on_V4,amplitude_of_q_wave_on_V4,amplitude_of_r_wave_on_V4,amplitude_of_s_wave_on_V4,amplitude_of_rprime_wave_on_V4,amplitude_of_sprime_wave_on_V4,amplitude_of_p_wave_on_V4,amplitude_of_t_wave_on_V4,qrsa_on_V4,qrsta_on_V4,amplitude_of_jj_wave_on_V5,amplitude_of_q_wave_on_V5,amplitude_of_r_wave_on_V5,amplitude_of_s_wave_on_V5,amplitude_of_rprime_wave_on_V5,amplitude_of_sprime_wave_on_V5,amplitude_of_p_wave_on_V5,amplitude_of_t_wave_on_V5,qrsa_on_V5,qrsta_on_V5,amplitude_of_jj_wave_on_V6,amplitude_of_q_wave_on_V6,amplitude_of_r_wave_on_V6,amplitude_of_s_wave_on_V6,amplitude_of_rprime_wave_on_V6,amplitude_of_sprime_wave_on_V6,amplitude_of_p_wave_on_V6,amplitude_of_t_wave_on_V6,qrsa_on_V6,qrsta_on_V6,type_of_arhythmia
2
+ 54,False,172.0,95.0,138.0,163.0,386.0,185.0,102.0,96.0,34.0,70.0,66.0,23.0,75.0,0.0,40.0,80.0,0.0,0.0,24.0,0.0,0.0,0.0,0.0,0.0,0.0,20.0,56.0,52.0,0.0,0.0,40.0,0.0,0.0,0.0,0.0,0.0,0.0,28.0,116.0,0.0,0.0,0.0,52.0,0.0,0.0,0.0,0.0,0.0,0.0,52.0,64.0,0.0,0.0,0.0,88.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.0,92.0,0.0,0.0,24.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,128.0,0.0,0.0,0.0,24.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,24.0,36.0,76.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.0,28.0,60.0,0.0,96.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,48.0,20.0,56.0,24.0,32.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.0,88.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.0,76.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.0,72.0,0.0,0.0,24.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,4.5,-2.8,0.0,0.0,0.3,2.5,-2.2,19.8,0.8,-0.4,6.4,-1.3,0.0,0.0,0.7,2.7,14.2,37.9,-0.2,-0.6,4.4,0.0,0.0,0.0,0.5,0.2,24.7,26.2,-1.0,-5.3,1.8,0.0,0.0,0.0,-0.5,-2.5,-8.0,-28.5,0.5,0.0,1.7,-2.7,0.0,0.0,-0.2,1.0,-9.4,-1.2,0.4,0.0,4.9,0.0,0.0,0.0,0.6,1.4,31.3,42.7,-0.8,0.0,0.7,-3.8,6.5,0.0,0.3,-3.3,18.7,-13.6,-0.9,0.0,2.2,-4.1,7.4,0.0,0.5,-2.4,20.9,-2.6,0.0,0.0,5.8,-4.1,4.0,-0.5,0.4,0.3,20.4,23.3,0.7,0.0,10.0,-5.7,0.0,0.0,0.5,2.2,-3.0,20.7,1.3,0.0,11.1,-3.4,0.0,0.0,0.4,3.4,11.5,48.2,0.9,0.0,9.5,-2.4,0.0,0.0,0.3,3.4,12.3,49.0,9
3
+ 44,False,168.0,56.0,84.0,118.0,354.0,160.0,63.0,61.0,69.0,78.0,66.0,84.0,64.0,0.0,40.0,0.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.0,12.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.0,8.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,0.0,0.0,40.0,12.0,0.0,0.0,0.0,44.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.0,12.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,20.0,56.0,0.0,0.0,12.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,24.0,48.0,0.0,0.0,12.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.0,44.0,0.0,0.0,16.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.0,32.0,0.0,0.0,32.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.0,28.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.0,24.0,0.0,0.0,24.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1,0.0,2.3,0.0,0.0,0.0,0.4,1.0,4.6,11.6,1.2,0.0,5.4,-0.7,0.0,0.0,1.8,2.8,11.4,31.0,1.1,0.0,3.0,-0.4,0.0,0.0,1.4,1.8,5.3,17.9,-0.7,-3.9,0.5,0.0,0.0,0.0,-1.1,-1.9,-7.5,-20.4,-0.5,0.0,0.0,0.0,0.0,0.0,-0.6,-0.5,0.0,-3.4,1.1,0.0,4.2,-0.5,0.0,0.0,1.6,2.3,7.2,22.8,0.5,0.0,0.9,-5.5,0.0,0.0,-0.7,1.0,-14.5,-5.3,0.7,0.0,1.2,-6.4,0.0,0.0,-0.5,2.6,-13.9,10.0,1.5,0.0,2.4,-10.3,0.0,0.0,0.3,6.8,-19.3,43.2,0.8,0.0,7.9,-7.3,0.0,0.0,0.9,6.5,5.7,62.9,0.1,0.0,9.3,-3.8,0.0,0.0,0.8,3.8,15.1,48.5,0.1,0.0,7.0,-1.3,0.0,0.0,0.6,2.1,12.5,30.9,0
4
+ 51,True,160.0,83.0,96.0,147.0,400.0,301.0,82.0,-37.0,172.0,-5.0,-67.0,160.0,71.0,0.0,60.0,0.0,0.0,0.0,40.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.0,56.0,0.0,0.0,24.0,0.0,0.0,0.0,0.0,0.0,0.0,84.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,48.0,48.0,0.0,0.0,0.0,56.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,64.0,0.0,0.0,0.0,40.0,0.0,0.0,0.0,0.0,0.0,0.0,88.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,20.0,52.0,0.0,0.0,8.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.0,48.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.0,52.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,44.0,68.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.0,68.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.0,64.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,0.0,0.0,-1.7,0.0,12.7,0.0,0.0,0.0,0.3,-1.7,38.1,12.3,-0.3,0.0,4.5,-4.7,0.0,0.0,0.1,-0.8,-4.1,-16.2,1.3,-10.6,0.0,0.0,0.0,0.0,-0.7,1.1,-44.5,-27.8,0.9,-8.0,3.0,0.0,0.0,0.0,-0.5,1.2,-12.0,6.7,-1.4,0.0,11.2,0.0,0.0,0.0,0.4,-1.4,35.8,14.0,0.4,-5.5,0.0,0.0,0.0,0.0,0.3,0.5,-24.2,-16.4,1.1,0.0,0.6,-13.2,0.0,0.0,-0.5,1.8,-33.7,-5.7,0.4,0.0,0.9,-8.8,0.0,0.0,0.2,1.3,-19.5,-0.3,-1.7,0.0,4.1,-6.6,0.0,0.0,0.2,-1.6,-8.1,-33.0,-0.7,0.0,7.3,-7.4,0.0,0.0,0.2,-1.3,-9.1,-20.8,-0.6,0.0,6.8,-6.0,0.0,0.0,0.4,-1.2,-5.5,-16.3,-0.7,0.0,7.3,-3.9,0.0,0.0,0.5,-1.1,3.6,-6.3,1
5
+ 38,True,160.0,63.0,79.0,0.0,376.0,165.0,0.0,34.0,14.0,55.0,26.0,-93.0,70.0,0.0,76.0,0.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,52.0,28.0,0.0,0.0,32.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.0,36.0,0.0,0.0,32.0,0.0,0.0,0.0,0.0,0.0,0.0,52.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,64.0,0.0,0.0,0.0,32.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,48.0,32.0,0.0,0.0,32.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.0,56.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.0,52.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.0,48.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,48.0,40.0,0.0,0.0,36.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,48.0,36.0,0.0,0.0,32.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,52.0,0.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.1,0.0,0.0,0.0,0.6,1.6,23.1,35.5,-1.0,0.0,9.9,-2.0,0.0,0.0,0.5,1.4,22.9,30.7,-1.0,0.0,3.8,-3.4,0.0,0.0,0.3,-0.8,2.2,-2.4,0.3,-7.9,0.0,0.0,0.0,0.0,-0.3,-1.5,-20.5,-29.8,0.1,0.0,2.6,0.0,0.0,0.0,-0.1,1.0,8.3,15.1,-0.4,0.0,6.6,-2.2,0.0,0.0,0.3,0.6,12.3,14.9,1.1,0.0,2.0,-15.7,0.0,0.0,0.0,-0.5,-41.1,-46.4,1.8,0.0,3.1,-16.6,0.0,0.0,0.0,4.1,-38.8,4.6,0.9,0.0,2.6,-8.7,0.0,0.0,0.0,6.2,-16.2,49.5,-0.4,0.0,11.1,-5.2,0.0,0.0,-0.1,2.5,16.2,35.7,-0.1,0.0,11.2,-1.9,0.0,0.0,-0.1,2.0,23.4,38.2,-0.4,0.0,10.1,0.0,0.0,0.0,0.0,1.5,26.2,37.0,0
6
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arrhythmia.data DELETED
The diff for this file is too large to render. See raw diff
 
has_arhythmia/train.csv ADDED
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1
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age,is_female,height,weight,qrs_duration,p_r_interval,q_t_interval,t_interval,p_interval,qrs,t,p,qrst,j,heart_rate,average_witdth_of_wave_q_on_DI,average_witdth_of_wave_r_on_DI,average_witdth_of_wave_s_on_DI,average_witdth_of_wave_rprime_on_DI,average_witdth_of_wave_sprime_on_DI,number_of_deflections_on_DI,type_of_ragged_r_wave_on_DI,type_of_diphasic_derivation_of_r_wave_on_DI,type_of_ragged_p_wave_on_DI,type_of_diphasic_derivation_of_p_wave_on_DI,type_of_ragged_t_wave_on_DI,type_of_diphasic_derivation_of_t_wave_on_DI,average_witdth_of_wave_q_on_DII,average_witdth_of_wave_r_on_DII,average_witdth_of_wave_s_on_DII,average_witdth_of_wave_rprime_on_DII,average_witdth_of_wave_sprime_on_DII,number_of_deflections_on_DII,type_of_ragged_r_wave_on_DII,type_of_diphasic_derivation_of_r_wave_on_DII,type_of_ragged_p_wave_on_DII,type_of_diphasic_derivation_of_p_wave_on_DII,type_of_ragged_t_wave_on_DII,type_of_diphasic_derivation_of_t_wave_on_DII,average_witdth_of_wave_q_on_DIII,average_witdth_of_wave_r_on_DIII,average_witdth_of_wave_s_on_DIII,average_witdth_of_wave_rprime_on_DIII,average_witdth_of_wave_sprime_on_DIII,number_of_deflections_on_DIII,type_of_ragged_r_wave_on_DIII,type_of_diphasic_derivation_of_r_wave_on_DIII,type_of_ragged_p_wave_on_DIII,type_of_diphasic_derivation_of_p_wave_on_DIII,type_of_ragged_t_wave_on_DIII,type_of_diphasic_derivation_of_t_wave_on_DIII,average_witdth_of_wave_q_on_AVR,average_witdth_of_wave_r_on_AVR,average_witdth_of_wave_s_on_AVR,average_witdth_of_wave_rprime_on_AVR,average_witdth_of_wave_sprime_on_AVR,number_of_deflections_on_AVR,type_of_ragged_r_wave_on_AVR,type_of_diphasic_derivation_of_r_wave_on_AVR,type_of_ragged_p_wave_on_AVR,type_of_diphasic_derivation_of_p_wave_on_AVR,type_of_ragged_t_wave_on_AVR,type_of_diphasic_derivation_of_t_wave_on_AVR,average_witdth_of_wave_q_on_AVL,average_witdth_of_wave_r_on_AVL,average_witdth_of_wave_s_on_AVL,average_witdth_of_wave_rprime_on_AVL,average_witdth_of_wave_sprime_on_AVL,number_of_deflections_on_AVL,type_of_ragged_r_wave_on_AVL,type_of_diphasic_derivation_of_r_wave_on_AVL,type_of_ragged_p_wave_on_AVL,type_of_diphasic_derivation_of_p_wave_on_AVL,type_of_ragged_t_wave_on_AVL,type_of_diphasic_derivation_of_t_wave_on_AVL,average_witdth_of_wave_q_on_AVF,average_witdth_of_wave_r_on_AVF,average_witdth_of_wave_s_on_AVF,average_witdth_of_wave_rprime_on_AVF,average_witdth_of_wave_sprime_on_AVF,number_of_deflections_on_AVF,type_of_ragged_r_wave_on_AVF,type_of_diphasic_derivation_of_r_wave_on_AVF,type_of_ragged_p_wave_on_AVF,type_of_diphasic_derivation_of_p_wave_on_AVF,type_of_ragged_t_wave_on_AVF,type_of_diphasic_derivation_of_t_wave_on_AVF,average_witdth_of_wave_q_on_V1,average_witdth_of_wave_r_on_V1,average_witdth_of_wave_s_on_V1,average_witdth_of_wave_rprime_on_V1,average_witdth_of_wave_sprime_on_V1,number_of_deflections_on_V1,type_of_ragged_r_wave_on_V1,type_of_diphasic_derivation_of_r_wave_on_V1,type_of_ragged_p_wave_on_V1,type_of_diphasic_derivation_of_p_wave_on_V1,type_of_ragged_t_wave_on_V1,type_of_diphasic_derivation_of_t_wave_on_V1,average_witdth_of_wave_q_on_V2,average_witdth_of_wave_r_on_V2,average_witdth_of_wave_s_on_V2,average_witdth_of_wave_rprime_on_V2,average_witdth_of_wave_sprime_on_V2,number_of_deflections_on_V2,type_of_ragged_r_wave_on_V2,type_of_diphasic_derivation_of_r_wave_on_V2,type_of_ragged_p_wave_on_V2,type_of_diphasic_derivation_of_p_wave_on_V2,type_of_ragged_t_wave_on_V2,type_of_diphasic_derivation_of_t_wave_on_V2,average_witdth_of_wave_q_on_V3,average_witdth_of_wave_r_on_V3,average_witdth_of_wave_s_on_V3,average_witdth_of_wave_rprime_on_V3,average_witdth_of_wave_sprime_on_V3,number_of_deflections_on_V3,type_of_ragged_r_wave_on_V3,type_of_diphasic_derivation_of_r_wave_on_V3,type_of_ragged_p_wave_on_V3,type_of_diphasic_derivation_of_p_wave_on_V3,type_of_ragged_t_wave_on_V3,type_of_diphasic_derivation_of_t_wave_on_V3,average_witdth_of_wave_q_on_V4,average_witdth_of_wave_r_on_V4,average_witdth_of_wave_s_on_V4,average_witdth_of_wave_rprime_on_V4,average_witdth_of_wave_sprime_on_V4,number_of_deflections_on_V4,type_of_ragged_r_wave_on_V4,type_of_diphasic_derivation_of_r_wave_on_V4,type_of_ragged_p_wave_on_V4,type_of_diphasic_derivation_of_p_wave_on_V4,type_of_ragged_t_wave_on_V4,type_of_diphasic_derivation_of_t_wave_on_V4,average_witdth_of_wave_q_on_V5,average_witdth_of_wave_r_on_V5,average_witdth_of_wave_s_on_V5,average_witdth_of_wave_rprime_on_V5,average_witdth_of_wave_sprime_on_V5,number_of_deflections_on_V5,type_of_ragged_r_wave_on_V5,type_of_diphasic_derivation_of_r_wave_on_V5,type_of_ragged_p_wave_on_V5,type_of_diphasic_derivation_of_p_wave_on_V5,type_of_ragged_t_wave_on_V5,type_of_diphasic_derivation_of_t_wave_on_V5,average_witdth_of_wave_q_on_V6,average_witdth_of_wave_r_on_V6,average_witdth_of_wave_s_on_V6,average_witdth_of_wave_rprime_on_V6,average_witdth_of_wave_sprime_on_V6,number_of_deflections_on_V6,type_of_ragged_r_wave_on_V6,type_of_diphasic_derivation_of_r_wave_on_V6,type_of_ragged_p_wave_on_V6,type_of_diphasic_derivation_of_p_wave_on_V6,type_of_ragged_t_wave_on_V6,type_of_diphasic_derivation_of_t_wave_on_V6,amplitude_of_jj_wave_on_DI,amplitude_of_q_wave_on_DI,amplitude_of_r_wave_on_DI,amplitude_of_s_wave_on_DI,amplitude_of_rprime_wave_on_DI,amplitude_of_sprime_wave_on_DI,amplitude_of_p_wave_on_DI,amplitude_of_t_wave_on_DI,qrsa_on_DI,qrsta_on_DI,amplitude_of_jj_wave_on_DII,amplitude_of_q_wave_on_DII,amplitude_of_r_wave_on_DII,amplitude_of_s_wave_on_DII,amplitude_of_rprime_wave_on_DII,amplitude_of_sprime_wave_on_DII,amplitude_of_p_wave_on_DII,amplitude_of_t_wave_on_DII,qrsa_on_DII,qrsta_on_DII,amplitude_of_jj_wave_on_DIII,amplitude_of_q_wave_on_DIII,amplitude_of_r_wave_on_DIII,amplitude_of_s_wave_on_DIII,amplitude_of_rprime_wave_on_DIII,amplitude_of_sprime_wave_on_DIII,amplitude_of_p_wave_on_DIII,amplitude_of_t_wave_on_DIII,qrsa_on_DIII,qrsta_on_DIII,amplitude_of_jj_wave_on_AVR,amplitude_of_q_wave_on_AVR,amplitude_of_r_wave_on_AVR,amplitude_of_s_wave_on_AVR,amplitude_of_rprime_wave_on_AVR,amplitude_of_sprime_wave_on_AVR,amplitude_of_p_wave_on_AVR,amplitude_of_t_wave_on_AVR,qrsa_on_AVR,qrsta_on_AVR,amplitude_of_jj_wave_on_AVL,amplitude_of_q_wave_on_AVL,amplitude_of_r_wave_on_AVL,amplitude_of_s_wave_on_AVL,amplitude_of_rprime_wave_on_AVL,amplitude_of_sprime_wave_on_AVL,amplitude_of_p_wave_on_AVL,amplitude_of_t_wave_on_AVL,qrsa_on_AVL,qrsta_on_AVL,amplitude_of_jj_wave_on_AVF,amplitude_of_q_wave_on_AVF,amplitude_of_r_wave_on_AVF,amplitude_of_s_wave_on_AVF,amplitude_of_rprime_wave_on_AVF,amplitude_of_sprime_wave_on_AVF,amplitude_of_p_wave_on_AVF,amplitude_of_t_wave_on_AVF,qrsa_on_AVF,qrsta_on_AVF,amplitude_of_jj_wave_on_V1,amplitude_of_q_wave_on_V1,amplitude_of_r_wave_on_V1,amplitude_of_s_wave_on_V1,amplitude_of_rprime_wave_on_V1,amplitude_of_sprime_wave_on_V1,amplitude_of_p_wave_on_V1,amplitude_of_t_wave_on_V1,qrsa_on_V1,qrsta_on_V1,amplitude_of_jj_wave_on_V2,amplitude_of_q_wave_on_V2,amplitude_of_r_wave_on_V2,amplitude_of_s_wave_on_V2,amplitude_of_rprime_wave_on_V2,amplitude_of_sprime_wave_on_V2,amplitude_of_p_wave_on_V2,amplitude_of_t_wave_on_V2,qrsa_on_V2,qrsta_on_V2,amplitude_of_jj_wave_on_V3,amplitude_of_q_wave_on_V3,amplitude_of_r_wave_on_V3,amplitude_of_s_wave_on_V3,amplitude_of_rprime_wave_on_V3,amplitude_of_sprime_wave_on_V3,amplitude_of_p_wave_on_V3,amplitude_of_t_wave_on_V3,qrsa_on_V3,qrsta_on_V3,amplitude_of_jj_wave_on_V4,amplitude_of_q_wave_on_V4,amplitude_of_r_wave_on_V4,amplitude_of_s_wave_on_V4,amplitude_of_rprime_wave_on_V4,amplitude_of_sprime_wave_on_V4,amplitude_of_p_wave_on_V4,amplitude_of_t_wave_on_V4,qrsa_on_V4,qrsta_on_V4,amplitude_of_jj_wave_on_V5,amplitude_of_q_wave_on_V5,amplitude_of_r_wave_on_V5,amplitude_of_s_wave_on_V5,amplitude_of_rprime_wave_on_V5,amplitude_of_sprime_wave_on_V5,amplitude_of_p_wave_on_V5,amplitude_of_t_wave_on_V5,qrsa_on_V5,qrsta_on_V5,amplitude_of_jj_wave_on_V6,amplitude_of_q_wave_on_V6,amplitude_of_r_wave_on_V6,amplitude_of_s_wave_on_V6,amplitude_of_rprime_wave_on_V6,amplitude_of_sprime_wave_on_V6,amplitude_of_p_wave_on_V6,amplitude_of_t_wave_on_V6,qrsa_on_V6,qrsta_on_V6,has_arhythmia
2
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3
+ 44,False,168.0,56.0,84.0,118.0,354.0,160.0,63.0,61.0,69.0,78.0,66.0,84.0,64.0,0.0,40.0,0.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.0,12.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.0,8.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,0.0,0.0,40.0,12.0,0.0,0.0,0.0,44.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.0,12.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,20.0,56.0,0.0,0.0,12.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,24.0,48.0,0.0,0.0,12.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.0,44.0,0.0,0.0,16.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.0,32.0,0.0,0.0,32.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.0,28.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.0,24.0,0.0,0.0,24.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1,0.0,2.3,0.0,0.0,0.0,0.4,1.0,4.6,11.6,1.2,0.0,5.4,-0.7,0.0,0.0,1.8,2.8,11.4,31.0,1.1,0.0,3.0,-0.4,0.0,0.0,1.4,1.8,5.3,17.9,-0.7,-3.9,0.5,0.0,0.0,0.0,-1.1,-1.9,-7.5,-20.4,-0.5,0.0,0.0,0.0,0.0,0.0,-0.6,-0.5,0.0,-3.4,1.1,0.0,4.2,-0.5,0.0,0.0,1.6,2.3,7.2,22.8,0.5,0.0,0.9,-5.5,0.0,0.0,-0.7,1.0,-14.5,-5.3,0.7,0.0,1.2,-6.4,0.0,0.0,-0.5,2.6,-13.9,10.0,1.5,0.0,2.4,-10.3,0.0,0.0,0.3,6.8,-19.3,43.2,0.8,0.0,7.9,-7.3,0.0,0.0,0.9,6.5,5.7,62.9,0.1,0.0,9.3,-3.8,0.0,0.0,0.8,3.8,15.1,48.5,0.1,0.0,7.0,-1.3,0.0,0.0,0.6,2.1,12.5,30.9,0
4
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