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arhythmia.py

@@ -29,6 +29,7 @@ features_types_per_config = {
         "age": datasets.Value("int8"),
         "is_female": datasets.Value("bool"),
         "height": datasets.Value("float64"),
+        "weight": datasets.Value("float64"),
         "qrs_duration": datasets.Value("float64"),
         "p_r_interval": datasets.Value("float64"),
         "q_t_interval": datasets.Value("float64"),
@@ -349,11 +350,9 @@ class Arrhythmia(datasets.GeneratorBasedBuilder):
 
     def preprocess(self, data: pandas.DataFrame, config: str = DEFAULT_CONFIG) -> pandas.DataFrame:
         data = data[(data.t != "?") & (data.qrst != "?") & (data.p != "?") & (data.j != "?") & (data.heart_rate != "?")]
-        data = data.astype({"t": int, "qrst": int, "p": int, "j": int, "heart_rate": int})
+        data = data.astype({"t": int, "qrst": int, "p": int, "j": int, "heart_rate": int,
+                           "is_female": bool})
         if "type_of_arrhythmia" in data.columns:
             data = data.rename(columns={"type_of_arrhythmia": "type_of_arhythmia"})
 
-        print(list(data.columns))
-        print("type_of_arhythmia" in data.columns)
-
         return data[list(features_types_per_config[config].keys())]

arrhythmia.data

@@ -1,4 +1,4 @@
-age,is_female,height,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
+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
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