diff --git a/.github/workflows/github-actions-seizure-pipline.yml b/.github/workflows/github-actions-seizure-pipline.yml index fcbd22c..cbfef30 100644 --- a/.github/workflows/github-actions-seizure-pipline.yml +++ b/.github/workflows/github-actions-seizure-pipline.yml @@ -46,4 +46,4 @@ jobs: flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics - name: Test with pytest run: | - pytest -s -vvv ./tests + pytest -s -vvv ./tests --cov=src --cov-fail-under=80 \ No newline at end of file diff --git a/Makefile b/Makefile index cda8357..c52d48d 100644 --- a/Makefile +++ b/Makefile @@ -109,7 +109,7 @@ train: train_ml: . $(FOLDER_PATH)/env/bin/activate; \ - python3 src/usecase/train_model.py --ml-dataset-path /home/DATA/DetecTeppe-2022-04-08/ML_ready/ML/train/df_ml_train.csv --ml-dataset-path-test /home/DATA/DetecTeppe-2022-04-08/ML_ready/ML/test/df_ml_test.csv + python3 src/usecase/train_model.py --ml-dataset-path /home/DATA/DetecTeppe-2022-04-08/ml_dataset_2022_04_08/train/df_ml_train.csv --ml-dataset-path-test /home/DATA/DetecTeppe-2022-04-08/ml_dataset_2022_04_08/test/df_ml_test.csv ## VISUALIZATION diff --git a/dags/config.py b/dags/config.py new file mode 100644 index 0000000..13a5635 --- /dev/null +++ b/dags/config.py @@ -0,0 +1,61 @@ +import os +import sys +from datetime import datetime as dt +from sklearn.ensemble import RandomForestClassifier +import datetime +import xgboost as xgb +import numpy as np + +PROJECT_FOLDER = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) +DATA_FOLDER = os.path.join(PROJECT_FOLDER, 'data') + +ML_DATASET_OUTPUT_FOLDER = "/opt/airflow/output" +AIRFLOW_PREFIX_TO_DATA = '/opt/airflow/data/' +MLRUNS_DIR = '/mlruns' + +TRAIN_DATA = os.path.join(AIRFLOW_PREFIX_TO_DATA, "train/df_ml_train.csv") +TEST_DATA = os.path.join(AIRFLOW_PREFIX_TO_DATA , "test/df_ml_test.csv") +FEATURE_TRAIN_PATH= os.path.join(ML_DATASET_OUTPUT_FOLDER, "ml_train.csv") +FEATURE_TEST_PATH= os.path.join(ML_DATASET_OUTPUT_FOLDER, "ml_test.csv") + +COL_TO_DROP = ['interval_index', 'interval_start_time', 'set'] + +START_DATE = dt(2021, 8, 1) +CONCURRENCY = 4 +SCHEDULE_INTERVAL = datetime.timedelta(hours=2) +DEFAULT_ARGS = {'owner': 'airflow'} + +TRACKING_URI = 'http://mlflow:5000' + +MODEL_PARAM = { + 'model': xgb.XGBClassifier(), + 'grid_parameters': { + 'nthread':[4], + 'learning_rate': [0.1, 0.01, 0.05], + 'max_depth': np.arange(3, 5, 2), + 'scale_pos_weight':[1], + 'n_estimators': np.arange(15, 25, 2), + 'missing':[-999]} + } + +MODELS_PARAM = { + 'xgboost': { + 'model': xgb.XGBClassifier(), + 'grid_parameters': { + 'nthread':[4], + 'learning_rate': [0.1, 0.01, 0.05], + 'max_depth': np.arange(3, 5, 2), + 'scale_pos_weight':[1], + 'n_estimators': np.arange(15, 25, 2), + 'missing':[-999] + } + }, + 'random_forest': { + 'model': RandomForestClassifier(), + 'grid_parameters': { + 'min_samples_leaf': np.arange(1, 5, 1), + 'max_depth': np.arange(1, 7, 1), + 'max_features': ['auto'], + 'n_estimators': np.arange(10, 20, 2)} + } +} \ No newline at end of file diff --git a/dags/predict.py b/dags/predict.py new file mode 100644 index 0000000..1f4f5bc --- /dev/null +++ b/dags/predict.py @@ -0,0 +1,28 @@ +import os +import sys +from datetime import datetime, timedelta, datetime + +from airflow.decorators import dag, task +from airflow.utils.dates import days_ago + +sys.path.append('.') +from dags.config import (DEFAULT_ARGS, START_DATE, CONCURRENCY, SCHEDULE_INTERVAL) + + +@dag(default_args=DEFAULT_ARGS, + start_date=START_DATE, + schedule_interval=timedelta(minutes=2), + concurrency=CONCURRENCY) +def predict(): + @task + def prepare_features_with_io_task() -> str: + pass + + @task + def predict_with_io_task(feature_path: str) -> None: + pass + + feature_path = prepare_features_with_io_task() + predict_with_io_task(feature_path) + +predict_dag = predict() \ No newline at end of file diff --git a/dags/train.py b/dags/train.py new file mode 100644 index 0000000..40d5489 --- /dev/null +++ b/dags/train.py @@ -0,0 +1,69 @@ +from src.usecase.data_processing.prepare_features import prepare_features_with_io +from src.usecase.train_model import (train_pipeline_with_io) +from dags.config import ( + DEFAULT_ARGS, + START_DATE, + CONCURRENCY, + SCHEDULE_INTERVAL, + MODELS_PARAM, + MLRUNS_DIR, + TEST_DATA, + TRACKING_URI, + TRAIN_DATA, + FEATURE_TRAIN_PATH, + FEATURE_TEST_PATH, + COL_TO_DROP) +import sys + +from airflow.decorators import dag, task + +@dag(default_args=DEFAULT_ARGS, + start_date=START_DATE, + schedule_interval=SCHEDULE_INTERVAL, + catchup=False, + concurrency=CONCURRENCY) +def train_pipeline(): + + @task + def prepare_features_task( + dataset_path: str, + col_to_drop: list, + feature_path: str) -> str: + + prepare_features_with_io( + dataset_path=dataset_path, + col_to_drop=col_to_drop, + features_path=feature_path) + + return feature_path + + @task + def train_model_task( + feature_tain_path: str, + feature_test_path: str, + tracking_uri: str = TRACKING_URI, + model_param: dict = MODELS_PARAM['xgboost'], + mlruns_dir: str = MLRUNS_DIR) -> None: + + train_pipeline_with_io(feature_tain_path, feature_test_path, + tracking_uri=tracking_uri, model_param=model_param, mlruns_dir=mlruns_dir) + + # Orchestration + features_train_path = FEATURE_TRAIN_PATH + features_test_path = FEATURE_TEST_PATH + + ml_train_path = prepare_features_task( + dataset_path=TRAIN_DATA, + col_to_drop=COL_TO_DROP, + feature_path=features_train_path) + + ml_test_path = prepare_features_task( + dataset_path=TEST_DATA, + col_to_drop=COL_TO_DROP, + feature_path=features_test_path) + + train_model_task(feature_tain_path=ml_train_path, feature_test_path=ml_test_path, tracking_uri=TRACKING_URI, + model_param=MODELS_PARAM['xgboost'], mlruns_dir=MLRUNS_DIR) + + +train_pipeline_dag = train_pipeline() \ No newline at end of file diff --git a/data/PL b/data/PL new file mode 120000 index 0000000..218cd47 --- /dev/null +++ b/data/PL @@ -0,0 +1 @@ +/home/DATA/lateppe/DetecTeppe-2022-4-7/PL \ No newline at end of file diff --git a/data/ml_dataset_2022_04_08 b/data/ml_dataset_2022_04_08 new file mode 120000 index 0000000..f7c9f98 --- /dev/null +++ b/data/ml_dataset_2022_04_08 @@ -0,0 +1 @@ +../../../DATA/DetecTeppe-2022-04-08/ml_dataset_2022_04_08 \ No newline at end of file diff --git a/data/test_data/test_data_feat_contextual.csv b/data/test_data/test_data_feat_contextual.csv new file mode 100644 index 0000000..dbc9cda --- /dev/null +++ b/data/test_data/test_data_feat_contextual.csv @@ -0,0 +1,106 @@ +nterval_index,interval_start_time,mean_nni,sdnn,sdsd,nni_50,pnni_50,nni_20,pnni_20,rmssd,median_nni,range_nni,cvsd,cvnni,mean_hr,max_hr,min_hr,std_hr,lf,hf,vlf,lf_hf_ratio,csi,cvi,Modified_csi,sampen,sd1,sd2,ratio_sd2_sd1,timestamp,filename,label +1.0,1000.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,2017-01-05 14:43:56.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 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14:45:24.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 +90.0,90000.0,964.4886363636364,31.611895978089407,41.67805833859106,2.0,20.0,6.0,60.0,41.743906273101715,972.65625,93.75,0.04328086894884183,0.03277580967389535,62.27103265212017,66.20689655172414,60.0,1.98146761727032,,,,,1.3997094144597633,4.238025392366587,217.80584072590898,1.4816045409242156,27.7928934851823,38.901974666287096,1.3997094144597633,2017-01-05 14:45:25.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 +91.0,91000.0,954.1903409090908,39.221975600782905,49.10080113272084,3.0,30.0,7.0,70.0,50.47987493484408,968.75,121.09375,0.0529033598126241,0.04110498075616102,62.97959862682788,68.26666666666667,60.0,2.5294326540046006,,,,,1.305570143987503,4.238036814743477,196.2089087470866,1.5260563034950494,28.777847778545087,37.57149886788556,1.305570143987503,2017-01-05 14:45:26.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 +92.0,92000.0,951.5625,36.9754986443726,45.58324948998654,2.0,22.222222222222218,6.0,66.66666666666667,45.59151406253018,953.125,121.09375,0.04791226436784783,0.038857666884069726,63.14181399884474,68.26666666666667,60.0,2.379079068084482,,,,,1.281656725058102,4.23269785530408,189.67343469036797,1.5260563034950494,28.867094636257463,36.997705973448035,1.281656725058102,2017-01-05 14:45:27.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 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14:45:29.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 +95.0,95000.0,937.890625,39.85523731463972,46.10919585840045,2.0,22.222222222222218,5.0,55.555555555555564,46.76636717726034,943.359375,121.09375,0.04986334859383027,0.042494547074334726,64.08025201500541,69.18918918918921,60.71146245059288,2.653987384601157,,,,,1.373271512742273,4.266815018080846,218.79738427917383,1.5686159179138452,29.00476239830165,39.8314139354459,1.373271512742273,2017-01-05 14:45:30.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 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14:45:32.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 +98.0,98000.0,941.015625,48.87411029045978,53.969744208496635,4.0,44.444444444444436,7.0,77.77777777777777,54.11092384161497,949.21875,156.25,0.057502683700512376,0.05193761824141846,63.91657861087718,69.18918918918921,58.62595419847328,3.1638441009772618,,,,,1.4130628940641854,4.303038394805875,238.10111867450027,1.5686159179138452,29.811131476634344,42.125003719700864,1.4130628940641854,2017-01-05 14:45:33.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 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14:45:35.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 +101.0,101000.0,945.703125,43.124323792001206,49.070098737264395,4.0,44.444444444444436,8.0,88.8888888888889,49.4448894428321,949.21875,156.25,0.052283732744176026,0.04560027629389636,63.56467025352745,69.18918918918921,58.62595419847328,2.774326274492268,,,,,1.2975296257291178,4.282377357327377,204.5806728326989,1.5686159179138452,30.3787602213423,39.417341380112894,1.2975296257291178,2017-01-05 14:45:36.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 +102.0,102000.0,951.5625,43.50595375523651,48.490829612619144,4.0,44.444444444444436,7.0,77.77777777777777,48.6149862046731,955.078125,156.25,0.051089640674861714,0.0457205425342387,63.17571758960687,69.18918918918921,58.62595419847328,2.8064156878411657,,,,,1.3119108260552192,4.282172127541251,207.9421536675873,1.6863989535702288,30.20465742927165,39.625817078750686,1.3119108260552192,2017-01-05 14:45:37.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 +103.0,103000.0,952.7698863636364,45.569534506532385,53.771627643703745,5.0,50.0,8.0,80.0,53.886432045495006,960.9375,156.25,0.056557656593408084,0.04782847900499261,63.10802954489858,69.18918918918921,58.62595419847328,2.936773908830552,,,,,1.2921189742203378,4.295387974556202,206.37056026631183,2.120263536200091,30.90172646770904,39.92870710509367,1.2921189742203378,2017-01-05 14:45:38.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 +104.0,104000.0,954.1903409090908,45.69113454794496,48.921785172386386,5.0,50.0,8.0,80.0,49.8869571741327,964.84375,156.25,0.052281976703519785,0.04788471711463081,63.014971206226214,69.18918918918921,58.62595419847328,2.948267984873368,,,,,1.2568900242572092,4.293354559906021,197.52551324586673,2.03688192726104,31.25853708525693,39.28854343533345,1.2568900242572092,2017-01-05 14:45:39.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 +105.0,105000.0,964.4886363636364,35.82074041518469,48.254442395882066,5.0,50.0,7.0,70.0,48.882781909252046,972.65625,121.09375,0.05068258978514498,0.03713961892826218,62.28824665480045,66.49350649350649,58.62595419847328,2.2359915605680825,,,,,1.2592625707076828,4.290496435139802,197.43432531309298,1.9924301646902065,31.126484900223677,39.19641739254953,1.2592625707076828,2017-01-05 14:45:40.757812500,/home/aura-sakhite/seizure_detection_pipeline/output/feats-v0_6/PAT_6//feats_EEG_35_s1.csv,0.0 \ No newline at end of file diff --git a/data/test_data/test_data_feat_eng.csv b/data/test_data/test_data_feat_eng.csv new file mode 100644 index 0000000..ddb350e --- /dev/null +++ b/data/test_data/test_data_feat_eng.csv @@ -0,0 +1,11 @@ +mean_hr,sdsd,lf,hf,set,timestamp,label +,1.3,1.6,1.9,train,2022-06-13,1 +1.0,1.3,1.6,1.9,train,2022-06-13,1 +1.0,1.3,inf,1.9,train,2022-06-13,1 +1.0,1.3,1.6,1.9,train,2022-06-13,1 +1.0,,1.6,1.9,train,2022-06-13,1 +1.0,1.3,1.6,1.9,train,2022-06-13,1 +1.0,1.3,1.6,inf,train,2022-06-13,1 +1.0,1.3,1.6,1.9,train,2022-06-13,1 +1.0,1.3,1.6,1.9,train,2022-06-13,1 +1.0,1.3,1.6,1.9,train,2022-06-13,1 \ No newline at end of file diff --git a/docker-compose.yml b/docker-compose.yml index a4198a6..e676cdf 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -25,6 +25,7 @@ x-airflow-common: - ./output:/opt/airflow/output - ./models:/opt/airflow/models - ./src:/opt/airflow/src + - ./mlruns:/mlruns - ./great_expectations:/opt/airflow/great_expectations user: "${AIRFLOW_UID}:0" depends_on: @@ -227,6 +228,8 @@ services: - '${MLFLOW_PORT}:5000' volumes: - ./mlruns:/mlruns + environment: + - PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION=python ge_data_docs: image: flashspys/nginx-static diff --git a/docker/mlflow/Dockerfile b/docker/mlflow/Dockerfile index ef73a1f..ee90c58 100644 --- a/docker/mlflow/Dockerfile +++ b/docker/mlflow/Dockerfile @@ -1,3 +1,3 @@ FROM python:3.7-slim-buster -RUN pip install mlflow==1.19.0 psycopg2-binary==2.9.1 +RUN pip install mlflow==1.28 psycopg2-binary==2.9.3 diff --git a/env.sh b/env.sh index f15f12e..6f700c8 100644 --- a/env.sh +++ b/env.sh @@ -35,5 +35,5 @@ export REDIS_PORT=6379 export FLOWER_PORT=5555 # DATA PATH -export SYMLINK_FOLDER='test_airflow' -export DATA_PATH='/home/DATA/lateppe/DetecTeppe-2022-4-7/PL' +export SYMLINK_FOLDER='' +export DATA_PATH='/home/DATA/DetecTeppe-2022-04-08/ml_dataset_2022_04_08' diff --git a/output/ml_test.csv b/output/ml_test.csv new file mode 100644 index 0000000..16c3767 --- /dev/null +++ b/output/ml_test.csv @@ -0,0 +1,9282 @@ +mean_nni,sdnn,sdsd,nni_50,pnni_50,nni_20,pnni_20,rmssd,median_nni,range_nni,cvsd,cvnni,mean_hr,max_hr,min_hr,std_hr,lf,hf,vlf,lf_hf_ratio,csi,cvi,Modified_csi,sampen,sd1,sd2,ratio_sd2_sd1,timestamp,filename,label,patient_id,second,month,hour,mean_hr_p30,mean_hr_p60,mean_hr_p120,mean_nni_p30,mean_nni_p60,mean_nni_p120 +710.1004464285713,9.711819494118105,9.261439307345217,0.0,0.0,1.0,7.6923076923076925,9.382509012016824,710.9375,39.0625,0.01321293214108774,0.01367668411273842,84.50961068249278,86.29213483146067,81.70212765957447,1.1021196052951177,,,,,,,,,,,,2017-02-08 13:16:36.425781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s1.csv,0.0,22,36,2,13,,,,,, 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18:23:23.933593750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s9.csv,0.0,22,23,2,18,68.41204700283662,70.22050809232812,70.24640676205591,878.7730823863636,856.4035790598294,855.5586096845867 +867.1875,48.12779009769201,38.09144591575811,1.0,10.0,8.0,80.0,38.80776314693685,882.8125,144.53125,0.04475129443971096,0.05549871290544663,69.38656791459003,76.03960396039605,64.26778242677824,3.7336805639498327,,,,,1.7606296461510182,4.433509453556289,384.8192088340691,1.6582280766035324,31.03564176185684,54.64227097324778,1.7606296461510182,2017-02-08 18:23:24.933593750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s9.csv,0.0,22,24,2,18,68.33184530832293,70.17219135472354,70.24377776154184,879.7713462752525,857.0166432959405,855.6047251359756 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05:11:14.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,14,2,5,74.95082354025683,75.95781393010795,78.46869154771717,801.8254206730768,791.6909913003667,768.0759557553991 +824.21875,21.524690995300766,11.550749976768888,0.0,0.0,1.0,9.090909090909092,12.575235234109213,832.03125,66.40625,0.015257157440435822,0.02611526490425117,72.84287452253153,76.8,70.78341013824884,1.8668238406660207,,,,,4.10513821610242,3.943499871988068,779.3662804626997,1.3240520522426695,11.561815977102398,47.4628526151466,4.10513821610242,2017-02-09 05:11:15.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,15,2,5,74.91921476822236,75.83902622280432,78.44265762893306,802.1859975961538,792.9179544413923,768.3614124861684 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05:11:17.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,17,2,5,74.79832650498518,75.56432090686322,78.37428407142555,803.5443072552447,795.7642075806143,769.1110209506205 +835.6119791666665,8.567614787183889,8.78502619094672,0.0,0.0,0.0,0.0,8.813688669027599,833.984375,27.34375,0.01054758534914405,0.010253101919060731,71.81058250475904,73.14285714285714,70.78341013824884,0.7050308195404287,,,,,4.203646808298795,3.931835183165554,796.8139349718797,1.1895840668738362,11.273129359917245,47.38825425335556,4.203646808298795,2017-02-09 05:11:18.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,18,2,5,74.7351295841856,75.40950017944812,78.33680110215218,804.2496023941336,797.3538343167254,769.5214693347018 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05:11:20.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,20,2,5,74.60288723811982,75.07061919140489,78.242353001353,805.7319741890054,800.8122248844909,770.5330879244453 +840.4947916666665,9.830513587592122,9.54192389385256,0.0,0.0,0.0,0.0,9.568319307746787,839.84375,27.34375,0.011384150624863724,0.01169610292063633,71.39545245505441,72.45283018867924,70.13698630136986,0.7975200237183921,,,,,4.204645163178608,3.932982616828377,798.1515009969397,1.157452788691043,11.286691163475428,47.4565314087977,4.204645163178608,2017-02-09 05:11:21.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,21,2,5,74.53473958439059,74.89721180168618,78.18092369905351,806.502373494561,802.5858960917559,771.1745308998727 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05:11:23.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,23,2,5,74.413440106464,74.58825493006884,78.05127368614947,807.8794252622378,805.7613772945809,772.5204560250947 +842.1223958333335,8.88553170664276,9.09534692817166,0.0,0.0,0.0,0.0,9.123034501892848,843.75,27.34375,0.010833383065255057,0.010551354233786841,71.25583337858846,72.45283018867924,70.13698630136986,0.7209756834903301,,,,,4.248868094328518,3.926582790405104,804.8246478023967,1.0369187196627698,11.1453774148779,47.35523849732438,4.248868094328518,2017-02-09 05:11:24.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,24,2,5,74.35267740540911,74.44747766141933,77.98408259399498,808.5738697066822,807.2166223533417,773.2180304775519 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05:11:26.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,26,2,5,74.2294791570639,74.1804574516602,77.85068119696858,809.98445998446,809.9827147678715,774.6035806912272 +840.4947916666665,11.519775435702519,12.734674060398511,0.0,0.0,1.0,9.090909090909092,12.739624371201774,843.75,35.15625,0.015157291273559971,0.013705945057505088,71.39886051514877,73.14285714285714,70.13698630136986,0.9403223546405453,,,,,4.207429858378613,3.9282756168942665,794.6266667673883,1.116469906068116,11.22197701404921,47.21568115894912,4.207429858378613,2017-02-09 05:11:27.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,27,2,5,74.1734840272277,74.07023881261128,77.78472775873394,810.6246509566823,811.1353923853928,775.2879494908303 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05:11:31.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,31,2,5,73.23353393417145,73.74086310985899,77.50983500011291,820.5421856789046,814.7457522945808,778.1729822098474 +844.7265625,11.312194912071359,13.735141765492694,0.0,0.0,2.0,18.181818181818183,13.735141765492694,843.75,42.96875,0.016259867246086152,0.013391546346775808,71.04065152026705,73.14285714285714,69.50226244343891,0.9165788163880664,,,,,4.2609796753419,3.934893903364694,816.0394334229852,1.3350010667323402,11.236530346644725,47.87862742841566,4.2609796753419,2017-02-09 05:11:32.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,32,2,5,72.99739026476344,73.67554023133486,77.44408349420927,823.0386800699303,815.4831821824014,778.8672179870911 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05:11:38.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,38,2,5,71.89749281389645,73.33536594862655,76.99751475030297,835.0030503350819,819.3549072455327,783.5300329282264 +846.6796875,9.586423996230888,12.504841521064638,0.0,0.0,2.0,18.181818181818183,12.630269349274672,845.703125,35.15625,0.0149174115497777,0.011322373900969351,70.87340010823303,72.45283018867924,69.50226244343891,0.7701767475432597,,,,,4.494659918092609,3.920644923276268,869.6964898053067,1.3022112439093492,10.762521989269883,48.37387620276166,4.494659918092609,2017-02-09 05:11:39.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,39,2,5,71.76868720441307,73.29330963565026,76.93121478251898,836.4528700466202,819.8377631483104,784.2230167022648 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05:11:41.507812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s23.csv,0.0,22,41,2,5,71.53106722227987,73.22718552419653,76.81431314936309,839.1112901855091,820.5973117594215,785.446432500876 +815.7552083333335,20.388388976726137,12.157132648170235,0.0,0.0,0.0,0.0,13.272891754993436,816.40625,62.5,0.01627067975711885,0.02499326853012877,73.59359105513691,76.41791044776119,70.78341013824884,1.7604096908942033,,,,,4.821429349469357,4.941870343880948,3131.1140199156707,0.3700631810572485,33.673423859356326,162.35403409262233,4.821429349469357,2017-02-09 05:12:51.355468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s24.csv,0.0,22,51,2,5,71.51675585460659,73.23439300914468,76.78442610966857,839.2598612325177,820.5213568983104,785.7540079549358 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05:12:53.355468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s24.csv,0.0,22,53,2,5,71.4657419044783,73.20828272236714,76.72963656580586,839.8132466491843,820.8193336611309,786.3499614805768 +833.3333333333335,15.7429262012749,11.229679190938848,0.0,0.0,0.0,0.0,12.011033043528242,833.984375,46.875,0.014413239652233891,0.018891511441529882,72.02374133964993,74.5631067961165,70.45871559633028,1.3127765975654515,,,,,4.94781026520577,4.944952068177223,3266.597234232788,0.3647409178815957,33.35873121812413,165.05267275527473,4.94781026520577,2017-02-09 05:12:54.355468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s24.csv,0.0,22,54,2,5,71.43843746504892,73.17882611663521,76.69638948358413,840.1170660936288,821.1515318448916,786.7138770788673 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05:12:57.355468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s24.csv,0.0,22,57,2,5,71.40254112356051,73.0688353538726,76.56375377982614,840.5343246163559,822.391963505245,788.1562416804115 +848.6328125,15.812528774003644,14.940116454518911,0.0,0.0,2.0,18.181818181818183,15.356355334119073,847.65625,54.6875,0.018095406055394628,0.018632945298710853,70.7242130945505,72.45283018867924,67.96460176991151,1.2479049365372272,,,,,5.2079106075877855,4.9715134993581165,3637.0731121062777,0.3869030902481049,33.524707535010855,174.59367998786118,5.2079106075877855,2017-02-09 05:12:58.355468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s24.csv,0.0,22,58,2,5,71.370126466021,73.02027278332362,76.50224277854537,840.9249496163559,822.9491049315271,788.8229333871423 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05:13:00.355468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s24.csv,0.0,22,0,2,5,71.31065705630674,72.9226983203482,76.31653010701982,841.6410954496893,824.0717344721254,790.6925467924003 +850.2604166666665,14.552439544131632,14.880913948691024,0.0,0.0,2.0,18.181818181818183,14.89785295696238,849.609375,54.6875,0.01752151771967398,0.017115273460785747,70.58534529292663,72.45283018867924,67.96460176991151,1.143253661717169,,,,,5.334947909201207,4.990201572889862,3852.973849232298,0.35667494393873245,33.84353376276493,180.5534896876433,5.334947909201207,2017-02-09 05:13:01.355468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s24.csv,0.0,22,1,2,5,71.28080577729743,72.87713376828272,76.20577527007354,842.0001547931237,824.5979931526809,791.7787013062892 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05:13:03.355468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s24.csv,0.0,22,3,2,5,71.22818837414746,72.79043288977782,75.93728192826936,842.6383729118105,825.6061213092465,794.3465674679054 +853.8411458333335,17.346431807061258,17.295164292451588,0.0,0.0,3.0,27.272727272727273,17.90068630842125,853.515625,54.6875,0.020964890712722103,0.020315760011929918,70.29718272645367,72.45283018867924,67.96460176991151,1.3626797411710416,,,,,5.456904787681342,5.003003087831063,4045.024052031115,0.34955747616986843,33.96005339883604,185.31677798202244,5.456904787681342,2017-02-09 05:13:04.355468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s24.csv,0.0,22,4,2,5,71.19989164501588,72.74407402838146,75.79141543708903,842.9855951340327,826.1486560314687,795.7398644514124 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05:13:06.355468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s24.csv,0.0,22,6,2,5,71.11010558295276,72.64179480508977,75.48099057119258,844.070664578477,827.3476577675799,798.7075971988081 +855.46875,16.404558895527128,16.473598728328408,0.0,0.0,2.0,18.181818181818183,17.10822367961066,853.515625,50.78125,0.01999865416429374,0.01917610537559336,70.16058119513116,72.11267605633803,67.96460176991151,1.285375929511115,,,,,5.14393837570764,5.057242090723395,3940.621123468261,0.304776505811081,37.23172648314651,191.51770665050773,5.14393837570764,2017-02-09 05:13:07.355468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s24.csv,0.0,22,7,2,5,71.07719388097439,72.5155665711625,75.32628985508681,844.4721402729214,828.6998212291184,800.1856652326622 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15:40:42.238281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s1.csv,0.0,22,42,2,15,83.04572507440756,83.05074834916368,88.02975358297041,757.3652370307642,744.52682639084,722.3230881562482 +849.2838541666665,32.70148009081864,46.810389355920684,4.0,36.36363636363637,10.0,90.9090909090909,47.346117365053864,853.515625,109.375,0.05574828384263912,0.038504770731696,70.74493090324226,75.66502463054188,66.49350649350649,2.637714224841152,,,,,2.6581070310733304,4.8056446388881415,1095.673141388388,0.902401619713488,38.768240950462896,103.05013385277044,2.6581070310733304,2017-02-09 15:40:43.238281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s1.csv,0.0,22,43,2,15,82.44438761441639,82.62042242384172,87.84071059343303,762.2092970506055,747.7223559047288,724.0308024919825 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15:49:18.468750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s2.csv,0.0,22,18,2,15,79.5948643891192,81.65444862157842,87.30637276971183,783.4838273705461,756.7775704384588,729.0490597949038 +929.6875,30.05528759636148,32.83109592101671,3.0,30.0,5.0,50.0,33.28345063146999,929.6875,105.46875,0.03580068639351393,0.03232837657423755,64.59940177749506,68.26666666666667,60.95238095238096,1.9994041818729973,,,,,1.4436623598500713,3.956978452362464,165.077421377568,1.5260563034950494,19.80142376777556,28.586570164978145,1.4436623598500713,2017-02-09 15:49:19.468750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s2.csv,0.0,22,19,2,15,78.43077561129226,81.33826472312666,87.09340212790926,792.8327857038795,760.2908702896493,731.2374351450438 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15:49:21.468750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s2.csv,0.0,22,21,2,15,76.44155417006786,80.88880529621002,86.70113019980937,809.4956475815851,765.6330541474581,735.3680504593515 +928.515625,29.523142442330546,33.37219233809216,2.0,22.222222222222207,5.0,55.55555555555557,33.37501463014661,927.734375,105.46875,0.03594448357306492,0.031796064220599995,64.67789846191529,68.26666666666667,60.95238095238096,1.945240206893304,,,,,1.4366055262545747,3.9576060219931604,163.98695815359102,1.4508328822574619,19.864345180947,28.53722806237689,1.4366055262545747,2017-02-09 15:49:22.468750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s2.csv,0.0,22,22,2,15,75.57133958409639,80.64355339180437,86.51082724100505,817.0737725815851,768.4981382820735,737.3933918459061 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15:49:25.468750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s2.csv,0.0,22,25,2,15,73.0216576378166,79.87247561200954,85.91949197270753,839.2152769105894,777.4394118522533,743.6319526111212 +930.7528409090908,27.292972333155817,32.590862318150236,2.0,20.0,6.0,60.0,32.705368263960125,925.78125,89.84375,0.035138617715113216,0.02932354448308538,64.51385784898065,67.07423580786026,60.95238095238096,1.7860254990015512,,,,,1.4185584334685062,3.952500765022585,159.96362140902303,1.3143208614948014,19.873153002752442,28.191228791664443,1.4185584334685062,2017-02-09 15:49:26.468750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s2.csv,0.0,22,26,2,15,72.17980799893094,79.60646869274053,85.75980728176661,846.5331543456545,780.5170633674047,745.3418197966317 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15:49:28.468750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s2.csv,0.0,22,28,2,15,70.93715399643861,79.05838670970813,85.35235438785284,858.4260791292041,786.8283952646742,749.3107369089312 +921.5198863636364,20.85034225179638,27.621358640099512,1.0,10.0,4.0,40.0,27.896204798995512,921.875,58.59375,0.030271950949507263,0.022626036139136264,65.14017678390714,67.36842105263158,63.20987654320986,1.4070682936584582,,,,,1.381634266547378,3.9621250063217963,155.47198622485874,1.3862943611198906,20.361321619786466,28.13189966208894,1.381634266547378,2017-02-09 15:49:29.468750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s2.csv,0.0,22,29,2,15,70.32697764380724,78.78520490540954,85.14297476703496,864.1806110556112,789.9124206143246,751.3154262345276 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07:14:05.410156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s17.csv,0.0,22,5,2,7,79.9360469826087,92.01852601906208,89.81534401179665,759.739400150418,671.9073297572448,687.7576979208076 +739.6763392857142,36.147456519816046,17.562066341589492,0.0,0.0,4.0,30.76923076923077,18.289877155688945,750.0,97.65625,0.02472686523047498,0.048869288633353714,81.30100175311303,87.77142857142857,76.8,3.918217915812768,,,,,3.9738880640120353,4.209916477343387,1008.7456695778196,1.3545456628053103,15.969467410477867,63.46087593112718,3.9738880640120353,2017-02-10 07:14:06.410156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s17.csv,0.0,22,6,2,7,79.33343710672943,91.69914649374105,89.91687963214068,764.2536765641084,674.2784002557568,686.683267793643 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07:14:08.410156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s17.csv,0.0,22,8,2,7,77.93567602300458,91.01074743454868,90.09240988671347,774.7269043167479,679.4728879065863,684.7855534203426 +770.1322115384613,32.323919932143866,21.541019865319925,0.0,0.0,5.0,41.66666666666666,24.36844696902721,769.53125,136.71875,0.03164190070734396,0.04197191007966242,78.03241027921486,84.39560439560441,70.78341013824884,3.074514292181004,,,,,3.752738533526003,4.221478923284946,938.1276181099244,1.3350010667323402,16.65349216241288,62.4962017556601,3.752738533526003,2017-02-10 07:14:09.410156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s17.csv,0.0,22,9,2,7,77.1186757705141,90.6395406316161,90.16173442518526,780.8594942384003,682.3359982949725,684.0228748012188 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07:14:12.410156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s17.csv,0.0,22,12,2,7,77.50412059980745,89.4768295912197,90.3469173349383,776.8096812042124,691.4119904706889,681.9507525874949 +786.7838541666665,27.49341817650064,26.82459867616656,1.0,9.090909090909092,4.0,36.36363636363637,26.90908581033045,777.34375,97.65625,0.03420137013212045,0.03494405487720727,76.34288511628691,80.0,70.78341013824884,2.4842720049893443,,,,,3.2182458488339583,4.180957767990103,711.0623938501276,1.4170660197866445,17.16363553353494,55.236798806697855,3.2182458488339583,2017-02-10 07:14:13.410156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s17.csv,0.0,22,13,2,7,77.59188429526925,88.87674480259918,90.40219272291742,775.8923801892553,695.200691280874,681.328070690399 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13:49:46.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,46,2,13,76.33566622408738,75.02534321163674,76.19095600211179,807.8782220383787,812.8400791451849,794.4944185178565 +699.609375,147.53566209227753,116.76055570552201,7.0,50.0,7.0,50.0,116.76588964289179,765.625,539.0625,0.16690155080167668,0.21088291175668927,90.64356555789892,155.15151515151516,64.81012658227849,24.507732833701855,,,,,3.0311708470787115,4.884179165569793,1460.5122563292864,0.7342272063034101,39.73968165619985,120.45776450846165,3.0311708470787115,2017-02-08 13:49:47.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,47,2,13,76.9722967889512,75.29934711244836,76.30200358085986,803.2274171141363,810.8535755636904,793.8915620556251 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13:49:51.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,51,2,13,78.01242780646385,75.5432788053761,76.3556428659668,793.2314235243928,808.1568670045231,793.6384543806422 +764.7235576923077,7.673543884098527,11.481244849315365,0.0,0.0,1.0,8.333333333333334,11.499688628031054,765.625,31.25,0.015037706779602096,0.010034402375748486,78.46700095532479,80.0,76.8,0.7547976268613944,,,,,2.9831343746782024,4.869846101250552,1402.5949644908758,0.6234138425452702,39.40276069168391,117.54372987658134,2.9831343746782024,2017-02-08 13:49:52.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,52,2,13,78.24482418971719,75.55239364758538,76.3574195441441,790.7274171141364,808.0166426455487,793.619505142943 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13:49:54.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,54,2,13,78.44373073981605,75.44680957058624,76.30214745165158,789.0689302017433,809.2986939275999,794.336643555394 +808.1430288461537,86.9457085051582,82.30593271977662,4.0,33.333333333333336,5.0,41.66666666666666,82.30593271977662,765.625,285.15625,0.10184574980160499,0.10758703026776968,74.9224242942502,79.17525773195877,57.528089887640455,6.581495677611125,,,,,2.7008566888466286,4.950979524693333,1326.606354191933,0.6567795363890705,45.46518899459907,122.79495980573904,2.7008566888466286,2017-02-08 13:49:55.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,55,2,13,78.55228133723296,75.39577973294432,76.2752531404175,788.0881943577261,809.8971514596511,794.6763763170018 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13:50:01.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,1,2,13,79.30801080408118,75.43095247273878,76.13226476041284,781.1061898171278,810.0123357545231,796.5415227133983 +803.7860576923077,83.85791481609644,56.294402505204445,2.0,16.666666666666668,4.0,33.333333333333336,59.27340197458405,761.71875,300.78125,0.07374275954071616,0.10432865065718464,75.28061416686452,80.84210526315789,57.528089887640455,6.353927343890232,,,,,2.7200533400761056,4.950932484493382,1340.7023578325598,0.6241543090729939,45.302017198621705,123.22390319329617,2.7200533400761056,2017-02-08 13:50:02.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,2,2,13,79.44677760005167,75.4856474686259,76.11107405940133,779.763207712427,809.5144558132837,796.8176401770158 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13:50:04.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,4,2,13,79.85091745304766,75.65935171592896,76.09144081273298,775.3863562652629,807.6619084040956,797.0363298488305 +796.875,46.54834096801947,18.42488887936484,0.0,0.0,3.0,27.272727272727273,20.77035343166159,791.015625,136.71875,0.026064757247575333,0.05841360435202444,75.52489298540435,80.84210526315789,68.26666666666667,4.130573066658105,,,,,2.7279354714771067,4.953539747733827,1350.5821742616279,0.6584616225720552,45.37251323965085,123.7732882965082,2.7279354714771067,2017-02-08 13:50:05.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,5,2,13,80.01676567755287,75.72652962685245,76.06528228932534,773.5851409874851,806.9511879179845,797.3205684143192 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13:50:07.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,7,2,13,80.29176379645219,75.83518648397914,75.99882524433734,770.5678132631261,805.7951716252496,798.0359021374654 +821.2890625,34.09969332258873,25.523754014298877,0.0,0.0,5.0,45.45454545454545,26.49347649658308,818.359375,125.0,0.032258406578479275,0.04151972171501885,73.17290717005123,79.58549222797927,68.26666666666667,2.947873638001933,,,,,2.7187570286802187,4.952277843858087,1341.8207931731758,0.6488743568819573,45.383055483258076,123.38550107809223,2.7187570286802187,2017-02-08 13:50:08.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,8,2,13,80.05584839709717,75.8646009138086,75.95339643877504,771.7171522054339,805.4750761391385,798.5211379742636 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13:50:10.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,10,2,13,78.99575117240407,75.90214008104901,75.85540148448702,777.8264508928576,805.0573244030275,799.5644739785373 +829.4270833333335,23.633961944561246,24.720602676075448,0.0,0.0,4.0,36.36363636363637,24.8452686785679,824.21875,78.125,0.029954735235698818,0.0284943214653423,72.39182227138419,74.92682926829268,68.26666666666667,1.9336569227529865,,,,,2.7072824093815493,4.950941604208345,1331.2853235705882,0.6312717768418579,45.40921874789058,122.93557913992304,2.7072824093815493,2017-02-08 13:50:11.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,11,2,13,78.48287170072338,75.91908782095818,75.80427265922987,780.9437003968258,804.8674372502497,800.1094901485535 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13:50:13.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,13,2,13,77.43163022889105,75.94162706699345,75.69914921632663,787.8100198412703,804.612939144189,801.2374209639844 +827.7994791666665,18.05180389860927,23.36744868801435,0.0,0.0,5.0,45.45454545454545,23.584999882557288,828.125,54.6875,0.02849119922894848,0.021806976632531533,72.51256450881249,74.20289855072464,69.50226244343891,1.496726932263855,,,,,2.707629568693587,4.945212344323124,1322.787384633418,0.6337237600891445,45.10779071126417,122.1351879082608,2.707629568693587,2017-02-08 13:50:14.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,14,2,13,76.84657873960303,75.96538480467821,75.6541222378519,791.710069444445,804.3362464358557,801.7183706636841 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13:50:21.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,21,2,13,74.30370289324745,76.15806534985573,75.39111865822503,811.0167935363253,802.1241085303585,804.5079691564075 +804.3619791666665,19.81038694251141,19.22867382198989,1.0,9.090909090909092,2.0,18.181818181818183,19.28106812570771,798.828125,58.59375,0.023970635889184168,0.02462869635264875,74.63424570497675,76.8,71.44186046511628,1.7375491092757915,,,,,2.6942227270349406,4.934053768572271,1296.2152517765107,0.6803538291000357,44.64266837708761,120.27729173703352,2.6942227270349406,2017-02-08 13:50:22.324218750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s3.csv,0.0,22,22,2,13,74.17594438490252,76.21038428730995,75.3667497361841,812.3380742521372,801.5327456831362,804.7622047622057 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22:10:31.964843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s11.csv,0.0,22,31,2,22,69.43663275375727,70.4597994309621,75.01941640217562,864.6139125631322,852.676747782446,803.2822915635421 +877.1306818181819,24.35468631985713,30.095875444153474,1.0,10.0,5.0,50.0,30.458732327528008,878.90625,85.9375,0.03472542114749752,0.02776631444401525,68.45275963527871,71.77570093457943,65.08474576271186,1.8103953549412093,,,,,1.957256762811196,3.9200101846427273,249.7334954009221,1.6650077635889111,16.297507884802066,31.898407524497642,1.957256762811196,2017-02-08 22:10:32.964843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s11.csv,0.0,22,32,2,22,69.37218289749197,70.18748799046658,74.92388382600731,865.4227825126271,855.5743556892452,804.3436949686954 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22:10:37.964843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s11.csv,0.0,22,37,2,22,69.16970403423176,70.03728169808178,74.45527144341392,867.9914378156576,857.4377282873374,809.5524970524976 +861.328125,28.486666101820177,23.964251163072422,1.0,9.090909090909092,3.0,27.272727272727273,25.20556466451045,857.421875,101.5625,0.02926360342002121,0.03307295474859848,69.72857893407078,73.14285714285714,65.08474576271186,2.171722672956,,,,,1.9989751573979024,3.9175322666601513,257.0261012845706,1.916922612182061,16.08060719923612,32.14473430714686,1.9989751573979024,2017-02-08 22:10:38.964843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s11.csv,0.0,22,38,2,22,69.18970993542739,70.03186586011668,74.3739719627957,867.7527225378799,857.5059808612438,810.4444647413403 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22:10:44.964843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s11.csv,0.0,22,44,2,22,69.5639016580592,70.06655622276774,73.8961238686002,863.1175031565667,857.0805713383836,815.5617110695241 +853.515625,26.36225490478333,26.654821029538645,1.0,9.090909090909092,5.0,45.45454545454545,26.67610232716388,849.609375,82.03125,0.031254380758599334,0.030886669362126005,70.3581248994765,73.14285714285714,66.49350649350649,2.051354099211512,,,,,1.953182999282557,3.9338302941824312,252.94701010821515,2.110213200346589,16.576150761266483,32.376255860450314,1.953182999282557,2017-02-08 22:10:45.964843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s11.csv,0.0,22,45,2,22,69.60900184981728,70.06141797190801,73.817463082404,862.5641177399,857.1456755050502,816.3995380792261 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22:10:49.964843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s11.csv,0.0,22,49,2,22,69.62350987353311,69.97246788484475,73.50838358952369,862.4299636994959,858.2465277777776,819.7519330331834 +869.6732954545455,22.928904058747055,31.347504137092,2.0,20.0,5.0,50.0,31.58994784243083,875.0,66.40625,0.03632392532637208,0.026364962772328183,69.03541837819608,71.77570093457943,66.49350649350649,1.750489708693221,,,,,1.7946224977257847,3.931168444452613,222.0976094273988,2.0281482472922856,17.240016493390712,30.93932146020256,1.7946224977257847,2017-02-08 22:10:50.964843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s11.csv,0.0,22,50,2,22,69.58277453919472,69.92627829666672,73.43375976443812,862.9468513257584,858.8087910353534,820.57560963811 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22:11:13.964843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s11.csv,0.0,22,13,2,22,69.75514607369001,69.63189261186265,71.71521254983745,860.6869476010112,862.241556186868,839.4774010008391 +869.3181818181819,14.653763236405736,19.200321449132048,0.0,0.0,3.0,30.0,19.216209181638817,871.09375,46.875,0.022104920365806743,0.016856616533381764,69.03757852308165,71.1111111111111,67.36842105263158,1.1182534574116352,,,,,1.4757600036285994,3.849222522577576,150.70749978786998,1.7749523509116738,17.29989240356266,25.530489276256013,1.4757600036285994,2017-02-08 22:11:14.964843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s11.csv,0.0,22,14,2,22,69.71053752508126,69.63721959157014,71.62446305760842,861.2196180555566,862.16856060606,840.4738355910238 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22:49:15.718750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s12.csv,0.0,22,15,2,22,87.30378400958078,94.99889449540848,82.01249946675328,742.6303545224052,688.0573783227326,775.9838680069621 +669.25048828125,144.39337400184817,148.81829924367045,8.0,53.33333333333334,10.0,66.66666666666667,148.82034988986263,753.90625,439.453125,0.22236868331924392,0.21575385678488654,95.26796961935526,163.40425531914894,74.3825665859564,27.5109202004013,,,,,2.897373367520002,5.502684971672855,2781.9491120306084,0.6729444732424258,82.84766308313111,240.04061257833413,2.897373367520002,2017-02-08 22:49:16.718750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s12.csv,0.0,22,16,2,22,87.84369218105763,95.00397138453955,82.24709967899202,739.5143236143317,687.7025313408178,774.2187014239155 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22:49:20.718750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s12.csv,0.0,22,20,2,22,89.86538417245316,94.696150585655,83.02994485427189,725.3815240268414,688.5197530769519,768.078727601329 +725.4464285714287,129.27611720636432,111.0295755856271,4.0,30.76923076923077,7.0,53.84615384615386,111.12102236110377,767.578125,449.21875,0.15317605543930612,0.17820215541061912,86.5242996920724,160.0,72.79620853080569,22.76575824791432,,,,,3.2325049264800474,5.430281570128293,3016.1266791985345,0.7278901290038183,72.16243777483315,233.265435613958,3.2325049264800474,2017-02-08 22:49:21.718750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s12.csv,0.0,22,21,2,22,90.4241357537432,94.55525660473117,83.18483813255396,720.6173742936722,689.1564198958222,766.8231472441862 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00:29:40.605468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s14.csv,1.0,22,40,2,0,75.41499237623219,72.9680524266139,70.81381744178061,799.7117140671832,826.184877405581,850.9243519009145 +741.2860576923077,9.978646196145677,4.4633167971360965,0.0,0.0,0.0,0.0,5.524271728019904,742.1875,39.0625,0.0074522806286381185,0.013461262481059104,80.95377734279654,82.58064516129029,78.36734693877553,1.0334619310325466,,,,,6.609425138876227,4.2261824705132405,2204.635351995813,0.3134462093879123,12.616805264819336,83.38982988960284,6.609425138876227,2017-02-09 00:29:41.605468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s14.csv,1.0,22,41,2,0,75.88343334396505,73.1812488680134,70.9406926718209,794.497006899351,823.8675332913618,849.5149715852842 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00:29:52.605468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s14.csv,1.0,22,52,2,0,80.06642662422114,75.48044828664769,72.39193612823327,749.9209449404766,799.4770474750944,833.6707721473349 +720.1450892857142,14.176151886994774,6.402426608372152,0.0,0.0,0.0,0.0,7.347968305671565,718.75,46.875,0.0102034554077981,0.01968513303486605,83.34660044966755,86.29213483146067,80.84210526315789,1.5847633407490391,,,,,7.7166503853342725,4.233842258029647,2805.849453738293,0.2377423507353624,11.780038925723336,90.9024419154357,7.7166503853342725,2017-02-09 00:29:53.605468750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s14.csv,1.0,22,53,2,0,80.30615440889717,75.66495461512709,72.54825627092012,747.613681891026,797.6177034770786,831.965358332546 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00:37:13.351562500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s15.csv,0.0,22,13,2,0,87.10756279889246,91.80174016916861,96.70723455867453,696.5435504964242,666.9001729620165,639.4284074614868 +705.9151785714287,5.614592783908808,6.583203816167861,0.0,0.0,0.0,0.0,6.590057752241981,705.078125,19.53125,0.00933548102135781,0.007953636576098487,85.00103956952789,86.29213483146067,83.93442622950819,0.6513754158606659,,,,,4.886379816935348,4.652291796864087,2288.899534038062,0.0937623249936118,23.96582017635394,117.10610000603779,4.886379816935348,2017-02-09 00:37:14.351562500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s15.csv,0.0,22,14,2,0,86.07482038393218,91.73396532761272,96.52958447182793,701.7157617357294,667.4374005649221,640.567943694558 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00:37:16.351562500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s15.csv,0.0,22,16,2,0,85.0502051306813,91.59201336759212,96.20336493720308,706.6499255952386,668.5600927562053,642.768624473368 +706.1941964285713,5.122671530313677,5.524271728019904,0.0,0.0,0.0,0.0,5.524271728019904,705.078125,15.625,0.007822595761842485,0.007253913379946351,84.96660535770367,85.81005586592178,83.93442622950819,0.592274033864237,,,,,4.9106706251219645,4.659668973319835,2325.657170679509,0.0865591952048506,24.110382069610854,118.39814498970532,4.9106706251219645,2017-02-09 00:37:17.351562500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s15.csv,0.0,22,17,2,0,84.96273837614919,91.51554198684983,96.04160237694799,707.0647321428577,669.1638432606444,643.8669195348942 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00:37:19.351562500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s15.csv,0.0,22,19,2,0,84.66686079877154,91.36700293369832,95.70919909304871,708.74007936508,670.3357182606444,646.1114380896403 +704.7991071428571,6.628114225022457,4.436545390695132,0.0,0.0,0.0,0.0,4.596471917301189,705.078125,19.53125,0.006521676702932485,0.009404260246429331,85.13762860976391,86.29213483146067,83.93442622950819,0.7710638015711049,,,,,4.927475723390708,4.660928450354659,2340.997581906065,0.08261208216002244,24.10415920901217,118.77265933515206,4.927475723390708,2017-02-09 00:37:20.351562500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s15.csv,0.0,22,20,2,0,84.66063136095462,91.2952005430659,95.53932727305668,708.7865823412706,670.902581658546,647.254671807057 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00:37:22.351562500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s15.csv,0.0,22,22,2,0,84.68053658220009,91.15975091673806,95.19470946502572,708.6191716269848,671.9741993946235,649.5684437416718 +704.1666666666665,6.344614942207364,4.99122316406203,0.0,0.0,0.0,0.0,5.114481802406072,703.125,19.53125,0.00726316942353525,0.009010104059939452,85.21354203067003,86.29213483146067,83.93442622950819,0.7400317706044727,,,,,4.953756672650933,4.663356570840515,2366.357141280636,0.06704450262899704,24.10743247230116,119.42235447014365,4.953756672650933,2017-02-09 00:37:23.351562500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s15.csv,0.0,22,23,2,0,84.7009445495233,91.09037421023193,95.02207250940403,708.449280753969,672.5215157788042,650.7257847839755 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00:37:28.351562500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s15.csv,0.0,22,28,2,0,84.94505462301892,90.74618212892388,94.14565264364268,706.4068700396834,675.2082843421617,656.4615620137473 +699.7767857142858,5.703483683963842,6.5003929245144025,0.0,0.0,0.0,0.0,6.5003929245144025,699.21875,19.53125,0.009289237735829195,0.008150432824292828,85.7469335396751,87.27272727272727,84.86187845303867,0.6757081209206272,,,,,4.972481302276259,4.6708047772312185,2400.2812175200306,0.07199063567677204,24.269219963913997,120.67824249139208,4.972481302276259,2017-02-09 00:37:29.351562500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s15.csv,0.0,22,29,2,0,85.00077894448536,90.67804155354294,93.90259644290647,705.9418402777787,675.7385759079405,657.8511275273019 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00:37:31.351562500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s15.csv,0.0,22,31,2,0,85.11914181406425,90.54069814781714,93.20627622060317,704.9541170634928,676.8070408998694,661.3981953653315 +699.4791666666665,4.999534948610816,6.170017965261155,0.0,0.0,0.0,0.0,6.176323555016366,699.21875,19.53125,0.008829889222361447,0.007147510872176298,85.78221492458115,87.27272727272727,84.86187845303867,0.5946906867129362,,,,,4.997662188692301,4.666853812847658,2407.5607369288896,0.06223323442588495,24.098136859825665,120.43434740228294,4.997662188692301,2017-02-09 00:37:32.351562500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s15.csv,0.0,22,32,2,0,85.17831188003763,90.46904462934651,92.84401604344838,704.4605654761913,677.363184967666,663.2376653849908 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02:05:38.917968750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s16.csv,0.0,22,38,2,2,72.67666489982018,72.34839425401728,79.01860529428814,825.8346688034197,829.7006650033984,778.8313480286736 +831.7057291666665,10.980325722450925,12.882355928421203,0.0,0.0,1.0,9.090909090909092,12.901919122574535,833.984375,35.15625,0.015512600995909582,0.013202176367659194,72.15247678634606,73.84615384615384,70.78341013824884,0.9159206244839756,,,,,2.066685027349449,3.5927400306090402,185.9008840182281,,10.881101899741836,22.487810377260104,2.066685027349449,2017-02-09 02:05:39.917968750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s16.csv,0.0,22,39,2,2,72.67652347857243,72.35584195711962,78.98614727923761,825.8346688034197,829.6138594478429,779.1870096799082 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02:05:41.917968750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s16.csv,0.0,22,41,2,2,72.67620157764465,72.36254409017994,78.92252747933924,825.8346688034197,829.5324792395095,779.8844218356537 +830.7291666666665,10.177171051233275,13.540963043279556,0.0,0.0,2.0,18.181818181818183,13.58280646229068,832.03125,27.34375,0.016350462951472168,0.012250889290512785,72.23561845088304,73.14285714285714,70.78341013824884,0.8451905904334199,,,,,2.071851916002567,3.5697686284187817,181.72822352941628,,10.583881463236539,21.92823508835068,2.071851916002567,2017-02-09 02:05:42.917968750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s16.csv,0.0,22,42,2,2,72.67890025004625,72.36413329228071,78.89319813605374,825.8021167200864,829.5107778506206,780.206928587197 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02:05:44.917968750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s16.csv,0.0,22,44,2,2,72.6838806075235,72.37476519105533,78.83717437937437,825.7403512286334,829.3876642021163,780.8201783052646 +822.265625,17.74502521114913,15.290518566485071,0.0,0.0,2.0,18.181818181818183,15.491260022150025,820.3125,62.5,0.01883972715282853,0.021580648237787062,73.00070128058907,76.41791044776119,70.78341013824884,1.5288776968332105,,,,,2.1488703509296694,3.5906714222353355,196.63056708138043,,10.645611497559802,22.87603891462225,2.1488703509296694,2017-02-09 02:05:45.917968750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s16.csv,0.0,22,45,2,2,72.6849026920002,72.37999822120247,78.81078189004417,825.729500534189,829.3279853826718,781.1081390424441 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02:05:50.917968750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s16.csv,0.0,22,50,2,2,72.65673918071758,72.37227723597566,78.68719247275024,826.0483440170949,829.3997668997661,782.454274340402 +826.8229166666665,25.27883680938674,18.574853452588094,0.0,0.0,2.0,18.181818181818183,19.53125,828.125,101.5625,0.023622047244094488,0.03057345932221892,72.62800316335996,76.41791044776119,67.66519823788546,2.0886279444528424,,,,,1.981357219390776,3.559792240196137,168.01199649270373,2.251291798606496,10.699284552552752,21.19910469051661,1.981357219390776,2017-02-09 02:05:51.917968750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s16.csv,0.0,22,51,2,2,72.62714740074401,72.37667184488508,78.6651184638981,826.3955662393171,829.3480174339542,782.7014290471923 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02:20:14.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,14,2,2,73.07787632697905,73.33980999853071,72.7060778954798,821.2131076388897,818.2749261563592,825.620788511414 +828.4505208333335,13.37267302886848,12.136368956416948,0.0,0.0,1.0,9.090909090909092,12.464438050272904,824.21875,46.875,0.015045482786026857,0.016141788426201953,72.44163203751873,74.5631067961165,70.45871559633028,1.117678771733816,,,,,,,,,,,,2017-02-09 02:20:15.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,15,2,2,73.03799329733839,73.32534257993743,72.69590629393777,821.6646634615391,818.440877953745,825.7351606960987 +825.1953125,15.900012311718006,11.926744050956438,0.0,0.0,1.0,9.090909090909092,12.183037498869634,824.21875,54.6875,0.014763822957210062,0.01926818060023578,72.73483343022535,75.29411764705883,70.45871559633028,1.3432570888194053,,,,,,,,,,,,2017-02-09 02:20:16.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,16,2,2,73.00748003645398,73.31073310132479,72.6909924893294,822.0118856837614,818.6073207327796,825.7908804783809 +823.6177884615387,15.774524937988806,12.283829599032035,0.0,0.0,1.0,8.333333333333334,12.352647110032732,820.3125,54.6875,0.0149980334119624,0.01915272491558801,72.8739053418892,75.29411764705883,70.45871559633028,1.3360808538691422,,,,,,,,,,,,2017-02-09 02:20:17.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,17,2,2,72.98550997823592,73.2971560144632,72.69029723363978,822.2631209935904,818.7614889705875,825.799001580252 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02:20:22.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,22,2,2,72.96625453910171,73.2766727382049,72.7185097427767,822.4926549145307,818.9935715326333,825.4797971594851 +819.9869791666665,13.16357600991633,14.043835179890044,0.0,0.0,1.0,9.090909090909092,14.084184669781209,820.3125,50.78125,0.017176107703679187,0.016053396388433096,73.18910125372474,75.29411764705883,70.78341013824884,1.1198393984166768,,,,,1.6536875609730013,3.3192052854809853,97.11422131047873,2.302585092994045,8.878015963382962,14.681464564766145,1.6536875609730013,2017-02-09 02:20:23.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,23,2,2,72.96833568347196,73.27510896169632,72.72601156161767,822.4709535256419,819.0113109546695,825.3947511760017 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02:20:56.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,56,2,2,74.40257561864713,73.69829474400049,73.38247846223905,806.6773504273514,814.4335102831187,817.9756529365911 +801.1067708333335,9.04029861198427,9.905060852969713,0.0,0.0,0.0,0.0,10.062945536438038,800.78125,31.25,0.01256130381468413,0.011284761209270895,74.90512570014639,76.41791044776119,73.49282296650719,0.8091883189476659,,,,,2.4321418250087548,3.4458463371505514,200.40405874962937,2.3978952727983707,8.469713678587695,20.599544883541892,2.4321418250087548,2017-02-09 02:20:57.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,57,2,2,74.47249319885597,73.7298318401252,73.42177504417019,805.9069511217957,814.0862880608965,817.5274952618709 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02:20:59.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,59,2,2,74.5800394035786,73.77043114563207,73.48882367256672,804.7192174145307,813.637653579059,816.7577952734208 +808.59375,10.211189545155026,10.017371454055416,0.0,0.0,0.0,0.0,10.14873520059889,808.59375,31.25,0.012551092808470126,0.012628331031689307,74.21385186665808,75.66502463054188,72.79620853080569,0.9028343452662942,,,,,2.459415568238668,3.4447434200933773,203.52585448863,2.6390573296152597,8.41193212613071,20.68843682997285,2.459415568238668,2017-02-09 02:21:00.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,0,2,2,74.62133263050183,73.78271008114912,73.51650964990267,804.263488247864,813.5020198985035,816.4381396803278 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02:21:02.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,2,2,2,74.68639237097182,73.79823784911264,73.55982757140526,803.5414997329067,813.3284087873924,815.9390610562492 +812.1744791666665,7.533795287703702,9.54192389385256,0.0,0.0,0.0,0.0,9.568319307746787,812.5,27.34375,0.01178111299134194,0.009276079809148607,73.88160215847184,75.29411764705883,72.79620853080569,0.6588101378850668,,,,,2.497865877487458,3.4259249959432103,203.85256055085875,2.772588722239781,8.168041751274362,20.402672776401133,2.497865877487458,2017-02-09 02:21:03.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,3,2,2,74.70472113279077,73.80495058500803,73.5787273280373,803.3353365384623,813.2528712606829,815.7220471673604 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02:21:08.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,8,2,2,74.74745325303647,73.87738386820827,73.65745480946205,802.8478899572657,812.4461638621785,814.8221839628098 +805.0130208333335,10.057200205946039,9.686208591609272,0.0,0.0,0.0,0.0,10.19986265365417,806.640625,35.15625,0.012670431893257424,0.012493214327806805,74.543631691972,76.03960396039605,72.79620853080569,0.8926285986744737,,,,,2.2256418389184733,3.3899755648366736,164.501816389743,2.8332133440562166,8.30233307775859,18.47801985849629,2.2256418389184733,2017-02-09 02:21:09.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,9,2,2,74.74146075181686,73.91251511822098,73.67496304887987,802.9088207799152,812.0555388621785,814.6256984147618 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02:21:11.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,11,2,2,74.73656139793376,74.00331410280154,73.71729345621839,802.9580662393168,811.0493456196571,814.1551256785641 +797.7764423076923,10.230329561098504,12.075024082676695,0.0,0.0,0.0,0.0,12.145024808709396,796.875,31.25,0.01522359418583234,0.012823554342499368,75.22050420539209,76.8,73.84615384615384,0.9305990083700328,,,,,2.230650671149629,3.3754065075632456,162.31198866407885,2.6390573296152597,8.155066011027234,18.191103470767427,2.230650671149629,2017-02-09 02:21:12.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,12,2,2,74.73175485959077,74.05158277768851,73.73894810184348,803.0098157051289,810.5164095886743,813.9169066903451 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02:21:17.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,17,2,2,74.70533496821469,74.26628827638005,73.8210112911754,803.2986111111117,808.1455328525632,813.0231343121976 +801.1067708333335,13.78135280273276,13.268140406441338,0.0,0.0,0.0,0.0,13.272891754993436,800.78125,42.96875,0.016568193202494853,0.017202891430310858,74.91670138890909,76.8,72.79620853080569,1.2337454261204448,,,,,2.1371082528087646,3.3648190221201983,150.3658775400653,2.7080502011022096,8.230690270184716,17.589876102724556,2.1371082528087646,2017-02-09 02:21:18.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,18,2,2,74.69423055074853,74.2978865518432,73.83236542029162,803.4196380876074,807.7983106303411,812.8999642671525 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02:21:20.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,20,2,2,74.67780737205219,74.35430046161112,73.84971001250197,803.6007612179493,807.1781517094008,812.7105138132524 +803.0598958333335,11.831645276957635,11.756353236681,0.0,0.0,0.0,0.0,11.777786897568893,804.6875,35.15625,0.014666137555464791,0.014733204009247602,74.72905114472991,76.03960396039605,72.79620853080569,1.0509424780150844,,,,,2.102978734460656,3.3250941896716264,140.2165949658489,2.5649493574615367,7.92628461784235,16.668807994605068,2.102978734460656,2017-02-09 02:21:21.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,21,2,2,74.66622068661667,74.37901233523056,73.85742353120573,803.7267962072655,806.9068843482897,812.6258592695689 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02:21:23.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,23,2,2,74.67061618623617,74.44292384486025,73.87915114264352,803.6917401175218,806.212857238247,812.3914211013491 +792.96875,19.003280624122947,10.67787725706818,0.0,0.0,0.0,0.0,11.163039192371254,789.0625,58.59375,0.014077527257374588,0.02396472827475603,75.70518330153462,78.36734693877553,72.79620853080569,1.7446181129803302,,,,,2.413752257950883,3.369893308933809,181.54558594242195,2.5649493574615367,7.790051281398465,18.803253870028712,2.413752257950883,2017-02-09 02:21:24.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,24,2,2,74.69219069410211,74.48534000206271,73.89475825511266,803.4747262286329,805.7571280715804,812.2254153654401 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02:21:32.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,32,2,2,75.54843698703372,75.11741467900266,74.13420023061869,794.7539873321131,799.1477435325085,809.7676818624091 +777.0182291666665,32.53136177589012,14.3722346199205,0.0,0.0,2.0,18.181818181818183,14.99067536875386,767.578125,89.84375,0.019292565870469985,0.04186692223524694,77.34085001185146,81.26984126984127,72.45283018867924,3.0591795957743617,,,,,3.0803913659280133,3.5312947308960534,315.178229522387,2.302585092994045,8.303944261538124,25.579398206389516,3.0803913659280133,2017-02-09 02:21:33.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,33,2,2,75.66374524881306,75.18423319080179,74.16251720511154,793.5821123321131,798.4587244352862,809.4801384596313 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02:21:35.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,35,2,2,75.84990026967716,75.29125107594106,74.21239572353092,791.6849101419422,797.3523709363545,808.9682778159347 +791.3411458333335,24.84294223362825,16.404558895527128,0.0,0.0,3.0,27.272727272727273,16.86322453207921,791.015625,78.125,0.02130967740129467,0.03139346710888768,75.88988683812475,80.0,72.45283018867924,2.304504662514784,,,,,2.9128945366007684,3.5509026581009264,296.44113712141973,2.3978952727983707,8.734317145689236,25.442144694616605,2.9128945366007684,2017-02-09 02:21:36.382812500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s17.csv,0.0,22,36,2,2,75.90877774316986,75.32696761715948,74.23071373780563,791.0772712530531,796.9780219780212,808.7769299927509 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02:39:14.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,14,2,2,72.34396408664078,72.26356780934238,72.24911599186973,830.1156092171728,830.9151081123729,831.0294218497351 +773.4375,34.38831418292775,16.735063716180928,0.0,0.0,3.0,25.0,19.88609941315269,765.625,128.90625,0.02571132045336913,0.04446165874156315,77.71315250211126,83.02702702702703,70.45871559633028,3.2207794598004744,,,,,3.3435147693927805,3.955208651328815,580.6429998385868,1.810108607896252,12.985022645304882,43.41561499547659,3.3435147693927805,2017-02-09 02:39:15.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,15,2,2,72.53399912348904,72.34649079022373,72.29300463867158,828.1082307449506,830.0524779040395,830.5748657311163 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02:39:29.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,29,2,2,81.22878714469307,76.63404302778027,74.44819786072898,752.0929737580137,792.6703957392426,812.2630330149865 +607.3069852941177,20.066762456366472,4.759176926176252,0.0,0.0,0.0,0.0,5.859375,609.375,62.5,0.009648127128263335,0.03304220590620768,98.89736146176901,103.08724832214763,93.0909090909091,3.1375048253395907,,,,,8.559666613738845,4.5928898709345285,4955.9875908986,0.3670188146883019,16.910502742740153,144.74826574857204,8.559666613738845,2017-02-09 02:39:30.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,30,2,2,82.1285726165124,77.06888647833806,74.6817134893721,744.5153593789288,789.0497743135891,810.3264686933118 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02:39:35.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,35,2,2,86.72882338368677,79.28368389790651,75.8626691627056,705.8836957759875,770.7004889864774,800.6035192874582 +625.0,47.242483143264884,9.353273435452067,0.0,0.0,3.0,20.0,12.186832246664155,601.5625,128.90625,0.01949893159466265,0.07558797302922382,96.48823811536714,103.08724832214763,84.39560439560441,6.677442773094403,,,,,8.713797915343122,4.596939104080863,5114.236151116714,0.3870677429684483,16.838593733197825,146.72810296964897,8.713797915343122,2017-02-09 02:39:36.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,36,2,2,87.5650737538465,79.6847856264349,76.07135141971776,698.7005360537653,767.3042216253664,798.8615429361068 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02:39:38.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,38,2,2,89.05215103571531,80.42268900333629,76.44834869075747,685.7860395259873,760.9076386076897,795.6585352409115 +671.3541666666666,65.07774761580968,9.203360771467992,0.0,0.0,4.0,28.57142857142857,15.343445407218216,675.78125,179.6875,0.022854472600356068,0.09693504687537208,90.16114733146748,102.4,78.36734693877553,8.449733138020452,,,,,8.553408632273904,4.5802431545245055,4878.995394447741,0.35825472309825074,16.6721640747304,142.6038321154859,8.553408632273904,2017-02-09 02:39:39.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,39,2,2,89.636225116881,80.73181257287887,76.60080353912076,680.6037478593207,758.1266056215785,794.325366134305 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02:39:41.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,41,2,2,90.53508586451258,81.24827407740469,76.85477952537238,672.4034130378919,753.2994416830865,792.0102526863791 +709.5424107142858,39.43950113618608,17.208919547207156,0.0,0.0,6.0,46.153846153846146,17.86787109052705,707.03125,136.71875,0.025182245374930773,0.05558441685886389,84.81198549126941,95.40372670807452,78.36734693877553,4.685116941608119,,,,,8.411834147249394,4.571134044035366,4708.722251822967,0.3853205420156969,16.636489109210615,139.9433871792005,8.411834147249394,2017-02-09 02:39:42.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,42,2,2,90.86119332930744,81.46679174622074,76.95825497832654,669.3320703181118,751.1711554727689,791.0299196747961 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02:39:44.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,44,2,2,91.392814803393,81.86838944501677,77.14818484407724,664.2963941886857,747.2060017029276,789.2003836655726 +717.6339285714287,27.12518119780467,14.080978983004785,0.0,0.0,3.0,23.07692307692308,14.084184669781209,707.03125,78.125,0.01962586230812436,0.03779807519942922,83.71710603391362,87.27272727272727,78.36734693877553,2.994287468320127,,,,,8.330336639451842,4.556869941913941,4564.8740481154855,0.4870980626050356,16.445372065594007,136.9954854674356,8.330336639451842,2017-02-09 02:39:45.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,45,2,2,91.5929465877864,82.0634728556376,77.23868489310415,662.4362751410665,745.272252943007,788.3267851357242 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02:39:47.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,47,2,2,91.85336892132156,82.43362523247951,77.34489545160294,660.0603307729347,741.5930924767373,787.1496596718808 +722.9352678571429,29.04900292533958,13.945674742634967,0.0,0.0,3.0,23.07692307692308,13.958617366991508,722.65625,78.125,0.019308253432380386,0.04018202488784911,83.11908094124139,87.27272727272727,78.36734693877553,3.2060427238939764,,,,,8.009443296965049,4.541930092091222,4230.274435175629,0.4563047848875737,16.485567015623108,132.04021422995064,8.009443296965049,2017-02-09 02:39:48.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,48,2,2,91.92221534759759,82.61646155858128,77.39554620151205,659.4371908919823,739.7748261076897,786.5863755331551 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02:39:51.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,51,2,2,91.40189599801178,83.16664250376373,77.53542445176163,662.6501888315426,734.274895265962,785.0174004795672 +734.6540178571429,29.92473396987725,8.719121471482516,0.0,0.0,1.0,7.6923076923076925,10.105271466827066,751.953125,74.21875,0.01375514353859028,0.040733097815434896,81.80053129279635,87.27272727272727,78.76923076923076,3.298197790327664,,,,,7.700056169289187,4.514296490952448,3862.6831518252393,0.44963632642130186,16.287007919180194,125.41087580734532,7.700056169289187,2017-02-09 02:39:52.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,52,2,2,91.09610761026123,83.33479242684818,77.57156942499074,664.8265281172568,732.570561188581,784.5905921522585 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02:40:11.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,11,2,2,81.44371729244065,85.98940157847656,79.03559629923923,740.8869667658731,706.6451899018822,769.7458608126842 +867.5426136363636,27.756623198653784,31.259764099597746,1.0,10.0,4.0,40.0,31.878446504848696,871.09375,101.5625,0.0367456837321547,0.03199453578690506,69.22720908979994,74.5631067961165,66.20689655172414,2.176541676171792,,,,,6.977196363430281,4.542436284286937,3441.434917135248,0.5413411676919412,17.67330115459628,123.31009254565737,6.977196363430281,2017-02-09 02:40:12.707031250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s18.csv,0.0,22,12,2,2,80.92422474572501,85.89270903751616,79.01536782349861,746.1536401966091,707.7428552573599,769.9929607179873 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03:27:17.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,17,2,3,71.12766723414929,70.8284797622327,72.12626794017929,844.3764568764575,847.7361885076724,833.9553300490797 +830.7291666666665,11.459409384735748,11.572564443750231,0.0,0.0,0.0,0.0,11.659414175697446,830.078125,35.15625,0.014035156876074671,0.013794398757801026,72.2382324644261,73.49282296650719,70.45871559633028,0.9485922953866238,,,,,2.3808552899877173,3.7941012307193818,289.83452323445204,1.3470736479666092,12.782744968177006,30.43386597804809,2.3808552899877173,2017-02-09 03:27:18.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,18,2,3,71.22357229814283,70.85327882345725,72.12752260275461,843.2203647047404,847.4432197576724,833.9406669484792 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03:27:20.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,20,2,3,71.34236114210076,70.89826963180535,72.1220659165373,841.7604530885789,846.9115357298946,834.0051845911219 +839.5182291666665,16.358691666142974,10.594058160636576,0.0,0.0,0.0,0.0,11.173389717721784,835.9375,46.875,0.013309287790942741,0.019485808762462663,71.4943902684186,73.49282296650719,69.50226244343891,1.3309728818147766,,,,,2.4415653432487368,3.7818940223172097,296.790187905172,1.3694872428035094,12.446660506886179,30.38933493279605,2.4415653432487368,2017-02-09 03:27:21.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,21,2,3,71.35502141009171,70.91864749011876,72.11382167241894,841.5759912830234,846.6693679584299,834.1019610550858 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03:27:23.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,23,2,3,71.31149450812508,70.93312047395321,72.09673456555687,842.0208697552456,846.4903315000968,834.3013792232539 +837.890625,19.74316849988301,13.047708146927441,0.0,0.0,2.0,18.181818181818183,13.220533003541396,839.84375,62.5,0.0157783517431543,0.023562942358834733,71.6451447911716,74.92682926829268,69.50226244343891,1.6295327531148358,,,,,2.4953281084943058,3.7730847316340896,303.55252788608493,1.4384801142904609,12.187609906204012,30.412085574314524,2.4953281084943058,2017-02-09 03:27:24.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,24,2,3,71.29356372967666,70.94045076542584,72.09178935920058,842.2061662296045,846.4035259445411,834.3600316256563 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03:27:26.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,26,2,3,71.24948337470754,70.96020382875803,72.07947243907752,842.6766917977864,846.1712224407532,834.5047964188586 +834.6354166666665,22.36746132736258,12.063414596209535,0.0,0.0,2.0,18.181818181818183,12.575235234109213,835.9375,62.5,0.015066740498901525,0.026799080030287768,71.93515581841633,74.92682926829268,69.50226244343891,1.8507591668934225,,,,,2.7182532547032054,3.774976948934741,345.87832690830965,1.852384091044489,11.702631362130065,31.810715788701845,2.7182532547032054,2017-02-09 03:27:27.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,27,2,3,71.22966119932121,70.97281798991396,72.07656188942953,842.8937056866754,846.0247380657532,834.5399878603 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03:27:29.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,29,2,3,71.25098719225511,71.01530552453151,72.07595126703765,842.6007369366754,845.5256061213089,834.5485601344974 +825.1953125,17.399662256101998,11.947872046349945,0.0,0.0,2.0,18.181818181818183,12.464438050272904,820.3125,58.59375,0.015104833802934259,0.021085507870116503,72.73927344930135,74.92682926829268,69.81818181818181,1.4474015395579034,,,,,2.815722055398419,3.74930769345985,354.0287410566544,1.7404661748405046,11.163463688262308,31.43321092167956,2.815722055398419,2017-02-09 03:27:30.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,30,2,3,71.3129265665701,71.04474012108376,72.07658225844553,841.8520390200086,845.1783838990866,834.539762274137 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03:27:32.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,32,2,3,71.52235618109984,71.13296023512463,72.0899227877359,839.3847580371025,844.1513998154619,834.3861380970754 +805.3385416666665,27.61298726283796,17.967486705502157,0.0,0.0,2.0,18.181818181818183,18.95455418335585,812.5,93.75,0.02353613195281697,0.034287427999772926,74.58821078327621,81.70212765957447,72.45283018867924,2.6020056954373767,,,,,3.1531855644204274,3.8678545689373847,480.8964586888851,1.6964492894237302,12.091843797216306,38.127827308609135,3.1531855644204274,2017-02-09 03:27:33.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,33,2,3,71.67366500422273,71.20495557271836,72.10719778575022,837.6594976204359,843.3375977321285,834.1984504093878 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03:27:35.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,35,2,3,72.15023396803186,71.42053883904319,72.1820681460079,832.5194553710186,841.0501878763592,833.4470229001479 +758.3705357142858,70.20988008956385,15.292080108172446,0.0,0.0,4.0,30.76923076923077,20.4127978657197,789.0625,179.6875,0.026916654728013027,0.09257991546762208,79.77906810035836,92.53012048192772,72.45283018867924,7.4327725546534955,,,,,5.708366157839369,4.138262915342594,1599.1867831558002,0.997516171796741,12.269180479286613,70.03697463238309,5.708366157839369,2017-02-09 03:27:36.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,36,2,3,72.47230178146927,71.57687989337568,72.24794992538224,829.2591739857372,839.4807124299307,832.8156716828593 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03:28:20.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,20,2,3,97.69298779935535,90.21165589725848,80.55496276453205,614.5172717524517,676.9969107275224,761.9542232287099 +630.126953125,13.050909275225088,7.1032196338468,0.0,0.0,0.0,0.0,7.479899279346392,625.0,46.875,0.011870463947385827,0.020711555362774886,95.2561994750286,97.21518987341771,90.35294117647058,1.859990478394521,,,,,14.507533010807233,4.089184109540505,6123.255847894327,0.178447558677441,7.27336328102569,105.51855789907341,14.507533010807233,2017-02-09 03:28:21.859375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s19.csv,0.0,22,21,2,3,97.50451547821085,90.60768605070197,80.76316677041049,615.6991996017165,673.5070561268279,760.0882120426304 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03:47:34.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,34,2,3,68.74400324139678,68.48401539649034,69.52368412972235,873.3556265782834,876.8521613190727,863.7941919191925 +856.7708333333335,13.255461817395279,14.624474632083807,0.0,0.0,3.0,27.272727272727273,14.66322643612399,861.328125,42.96875,0.017114525688363563,0.015471420479877774,70.0459301345705,72.11267605633803,68.57142857142857,1.0488555388692735,,,,,2.8804420866175486,3.792867885575666,385.14358141712717,1.7346010553881064,11.604979497838585,33.427471359908026,2.8804420866175486,2017-02-09 03:47:35.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,35,2,3,68.82166037912083,68.48839647087759,69.51968623884507,872.3682133838389,876.7947164661315,863.8411138411143 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03:47:37.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,37,2,3,68.94289016217346,68.54391436014966,69.50987984944194,870.8303740530308,876.0770663593478,863.9560192294573 +860.0260416666665,10.773081007050383,14.693296069301988,0.0,0.0,3.0,27.272727272727273,14.710451120176122,863.28125,31.25,0.017104657774860352,0.012526459066487049,69.77541454730611,71.1111111111111,68.57142857142857,0.8409537096030748,,,,,2.8830527692459245,3.787633793445204,383.3502792187608,1.7117167615545186,11.530034576379256,33.24169811493147,2.8830527692459245,2017-02-09 03:47:38.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,38,2,3,68.98588961461856,68.56671991917108,69.50228241277092,870.283893623738,875.7798251613351,864.0469304531811 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03:47:40.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,40,2,3,69.03872740014569,68.60848146540843,69.48491415332286,869.6141098484854,875.234628652597,864.2551464817095 +858.7239583333335,11.758140867381925,14.710451120176122,0.0,0.0,3.0,27.272727272727273,14.710451120176122,863.28125,31.25,0.01713059357133474,0.013692573443744228,69.88315865505021,71.1111111111111,68.57142857142857,0.9187576964939091,,,,,2.8606546085611915,3.787321097921545,378.75527168202973,1.6357552207514738,11.57091878154833,33.10040213772348,2.8606546085611915,2017-02-09 03:47:41.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,41,2,3,69.06232692209241,68.63084422312144,69.48072980373925,869.3211410984854,874.9449677698029,864.3036680146059 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03:47:46.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,46,2,3,69.24189286385959,68.70652150424286,69.48825057257805,867.0858980429298,873.9711568813129,864.2007597085726 +851.8880208333335,15.929066721169855,11.594337867410871,0.0,0.0,2.0,18.181818181818183,12.352647110032732,855.46875,46.875,0.014500317891486644,0.018698545268411845,70.454651936977,72.79620853080569,68.87892376681614,1.2770729707941644,,,,,2.999336728909149,3.8147519802414163,419.67570512545234,1.5712166996139023,11.662814977625947,34.980709324865245,2.999336728909149,2017-02-09 03:47:47.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,47,2,3,69.31880539511734,68.71168779967091,69.4950561661966,866.1142676767682,873.9114780618686,864.1173133360637 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03:48:37.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,37,2,3,69.73366612130977,70.06052356906467,69.34919358612261,860.9473642676774,856.8679963699492,865.8775601702872 +878.2552083333335,25.141276364285464,19.733585212286656,0.0,0.0,4.0,36.36363636363637,19.813304310459266,882.8125,82.03125,0.022559848347565185,0.02862639028579872,68.36909963892161,71.77570093457943,65.36170212765957,1.8917867648257565,,,,,2.5842878672334857,3.7110953901762564,297.89212883988966,1.4294665329850993,11.151088419132874,28.817622508012924,2.5842878672334857,2017-02-09 03:48:38.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,38,2,3,69.68028207526602,70.03708498725827,69.34059627079628,861.6092566287884,857.1718158143938,865.9861360313665 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03:48:40.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,40,2,3,69.62208889993259,69.99951929696196,69.3279837920744,862.3480902777784,857.665522411616,866.1471599072624 +865.0568181818181,29.458597197823877,15.896085897949849,0.0,0.0,3.0,30.0,18.07036485346934,867.1875,85.9375,0.020889223081843048,0.03405394487236125,69.43197982667733,72.11267605633803,65.36170212765957,2.2297947485580885,,,,,2.666842046690739,3.713498880756237,313.1449274512223,1.318240897874875,11.00755342935628,29.355406316602174,2.666842046690739,2017-02-09 03:48:41.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,41,2,3,69.63683951448276,69.9919996498224,69.32887264707101,862.1823705808088,857.7710700757574,866.1378407472159 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03:48:43.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,43,2,3,69.7270776956526,70.0091869571523,69.34696510214866,861.1002604166674,857.5801964962118,865.9160041857655 +844.0755208333335,26.46510036531351,11.274508427832064,0.0,0.0,1.0,9.090909090909092,13.325044772225652,835.9375,85.9375,0.01578655516400972,0.03135394844668072,71.14599510005048,73.84615384615384,66.78260869565217,2.0763841356879733,,,,,2.8418228965004744,3.74634710656944,357.7412884620549,1.3217558399823195,11.074268716616453,31.47111040087956,2.8418228965004744,2017-02-09 03:48:44.359375000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s20.csv,0.0,22,44,2,3,69.77503466569753,70.02846654158846,69.36195701879784,860.5360243055562,857.3577572601007,865.7340001578285 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04:56:42.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,42,2,4,66.49888701012149,66.37477828301157,66.89786295353709,902.6781486742431,904.3933475378782,897.4544324153703 +918.359375,14.897335661420392,12.860705199678,0.0,0.0,1.0,11.111111111111107,13.718299157360336,919.921875,42.96875,0.014937833195594413,0.016221684088998812,65.3494082628384,66.78260869565217,63.7344398340249,1.0077945763451848,,,,,1.7372083338220723,3.72338185033912,166.52091222245096,,13.794468817180569,23.963866189854787,1.7372083338220723,2017-02-09 04:56:43.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,43,2,4,66.43579523108706,66.37265955806998,66.87510140669872,903.531605113637,904.417613636363,897.7586784227412 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04:56:45.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,45,2,4,66.30226209563128,66.36958871985622,66.83350674780006,905.34761679293,904.4531249999993,898.3217414858044 +923.6505681818179,13.905771186853904,20.29747040119778,0.0,0.0,3.0,30.0,20.29747040119778,929.6875,46.875,0.02197526976154285,0.015055229397224378,64.97322618934487,67.07423580786026,63.7344398340249,0.9471968354847948,,,,,1.7055846569242044,3.7403479401489372,165.19005238119888,1.6677068205580758,14.196370936009247,24.213112452462077,1.7055846569242044,2017-02-09 04:56:46.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,46,2,4,66.2337953312635,66.36382308486064,66.81264507802358,906.2827493686875,904.5282907196962,898.6064722392852 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04:56:51.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,51,2,4,65.96104251253568,66.2717681109849,66.66969329718694,910.0469539141419,905.8007812499992,900.5225395850401 +923.6505681818179,18.10104461215254,23.892076067770358,0.0,0.0,4.0,40.0,23.92079826936697,929.6875,50.78125,0.02589810377798439,0.019597286285206288,64.98251542631792,67.07423580786026,63.47107438016529,1.224846254159474,,,,,1.7388990432486444,3.757179699123839,173.38095962834518,2.178532444324067,14.334834193684511,24.926829464525948,1.7388990432486444,2017-02-09 04:56:52.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,52,2,4,65.94110583691133,66.24831734917262,66.63120881277382,910.3310448232328,906.1263020833325,901.0312158749664 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04:57:00.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,0,2,4,65.56369602485634,66.00920276774784,66.35977405017749,915.5926452020207,909.4628906249989,904.6601999727004 +937.1448863636364,19.952836346420664,21.3096589015404,0.0,0.0,5.0,50.0,21.32397509993153,937.5,62.5,0.02275419245221948,0.021291090243092302,64.05060362747277,66.20689655172414,61.935483870967744,1.2983965466429737,,,,,2.0196725153502286,3.8423177820102974,239.37584487579122,1.8325814637483104,14.670956248882025,29.630527109772714,2.0196725153502286,2017-02-09 04:57:01.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,1,2,4,65.46468667002245,65.97071850982348,66.33139009590091,916.9775883838388,910.0073982007565,905.0569034944039 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04:57:03.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,3,2,4,65.26083387956591,65.89110157232402,66.27458545159006,919.8342803030307,911.1319247159079,905.8527099542729 +938.9204545454544,18.177517468984238,19.76423537605237,0.0,0.0,4.0,40.0,19.76423537605237,937.5,54.6875,0.02104995719325397,0.0193600186053932,63.92487548655322,65.64102564102564,61.935483870967744,1.1756952326506114,,,,,2.085583489597936,3.832364537664398,248.32682678720425,1.871802176901592,14.272777232923348,29.76706854769423,2.085583489597936,2017-02-09 04:57:04.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,4,2,4,65.16243689312152,65.85173673017447,66.24431225012135,921.2192234848491,911.6882694128776,906.2760736588866 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04:57:06.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,6,2,4,64.98713595849047,65.7953938185461,66.19115022156748,923.6931818181824,912.493193655302,907.0214923730554 +926.4914772727273,25.183541449589292,20.357522219992784,0.0,0.0,4.0,40.0,21.537576175140966,933.59375,85.9375,0.023246383483785733,0.02718162235417533,64.80412368998864,67.96460176991151,61.935483870967744,1.6860669785182842,,,,,2.019288297456688,3.826126152361713,234.88785868876084,1.852384091044489,14.401373721838867,29.08052542380949,2.019288297456688,2017-02-09 04:57:07.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,7,2,4,64.92481982833144,65.77447223912613,66.1693461132993,924.5691287878794,912.789121685605,907.3254184582314 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04:57:09.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,9,2,4,64.8805298724845,65.74139078530696,66.13958978064032,925.191761363637,913.2424834280293,907.7336391789522 +910.15625,19.53125,15.823928984788356,0.0,0.0,2.0,20.0,16.618787020455194,906.25,54.6875,0.01825926814264605,0.02145922746781116,65.95024263184649,67.96460176991151,64.0,1.3440560322304584,,,,,2.0239210267621783,3.8085552364854993,230.976588080984,1.712978591374941,14.09680998283237,28.53083013452541,2.0239210267621783,2017-02-09 04:57:10.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,10,2,4,64.87836722186965,65.72791325541665,66.12859168748737,925.2272727272734,913.4259588068172,907.8840026105656 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04:57:12.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,12,2,4,64.91744446412521,65.708165737123,66.1188649154738,924.6946022727279,913.6863754734838,908.0175701269457 +900.2130681818181,11.370292794762864,16.737722879397303,0.0,0.0,2.0,20.0,16.755945773068138,902.34375,35.15625,0.01861331096527017,0.012630668445779977,66.66057618509463,67.96460176991151,65.36170212765957,0.8045575214223903,,,,,1.9472195771117389,3.7679350716690574,208.0127361817236,1.745239453593162,13.715134813586511,26.70637901174242,1.9472195771117389,2017-02-09 04:57:13.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,13,2,4,64.96115006153374,65.69847264631004,66.11450562528539,924.0897253787886,913.810665246211,908.0751561220317 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04:57:15.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,15,2,4,65.0506639897117,65.67646304267113,66.09919456905949,922.8468276515158,914.097222222221,908.2767071048327 +902.6988636363636,11.247632326607473,12.651667766173162,0.0,0.0,0.0,0.0,12.657696676577851,902.34375,39.0625,0.014022058946201113,0.012460004969207964,66.47669701947773,67.66519823788546,64.81012658227849,0.7869985160259775,,,,,1.959679575582032,3.773691321927224,211.4088970253516,1.8971199848858813,13.762367048432973,26.96982961647727,1.959679575582032,2017-02-09 04:57:16.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,16,2,4,65.10077968404946,65.66728750765611,66.08926550376785,922.1484375000007,914.2155934343423,908.4078752047508 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04:57:18.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,18,2,4,65.19361296050074,65.6479675245766,66.06169150800224,920.8463541666675,914.4700915404029,908.7757857289114 +913.3522727272727,18.800240455727735,10.510643786776336,0.0,0.0,0.0,0.0,11.848242881330547,910.15625,54.6875,0.012972259702109959,0.020583778041729898,65.71737604233067,67.66519823788546,63.7344398340249,1.2897136039898849,,,,,2.022002121021304,3.769442099565196,220.4923164032592,1.7764919970972666,13.482494600900507,27.26163267967909,2.022002121021304,2017-02-09 04:57:19.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,19,2,4,65.22320890661773,65.63495582583273,66.04199583946435,920.4320549242433,914.6476483585848,909.0421209561841 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04:57:21.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,21,2,4,65.26148172332138,65.61126211792818,66.00209852428341,919.8875473484858,914.967250631312,909.5819896601154 +918.6789772727273,13.283338739495495,15.50736971974938,0.0,0.0,1.0,10.0,15.527036651837337,917.96875,39.0625,0.016901482493843812,0.014459173517750027,65.32350717789632,66.49350649350649,63.7344398340249,0.8948551834191225,,,,,2.050554864975477,3.7583625186679814,222.32502513238742,1.7764919970972666,13.218603354981385,27.105471417738233,2.050554864975477,2017-02-09 04:57:22.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,22,2,4,65.27284811504066,65.60697697597564,65.98080319749873,919.7218276515162,915.0264362373726,909.8699196355453 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04:57:24.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,24,2,4,65.27787830129806,65.5838069507673,65.94041102998315,919.6460700757585,915.3460385101001,910.4233850327606 +925.4261363636364,14.869893245818727,14.869426805214285,0.0,0.0,2.0,20.0,15.279380637193706,929.6875,39.0625,0.01651064308301515,0.016068157858873958,64.85029535234236,66.49350649350649,63.7344398340249,0.9986651564307152,,,,,2.047339159283604,3.733591951517862,215.56619977606,1.4508328822574619,12.857042746179356,26.32272708683621,2.047339159283604,2017-02-09 04:57:25.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,25,2,4,65.26945555437298,65.56451660794873,65.9180925873783,919.7644412878798,915.6123737373729,910.7305103398859 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04:57:30.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,30,2,4,65.39975152065173,65.48172377275368,65.87413614500477,917.9083806818193,916.7505129419185,911.3362240829351 +911.2215909090908,20.67664204551621,17.664717272804705,0.0,0.0,2.0,20.0,17.77236432199582,914.0625,54.6875,0.01950388851548723,0.022691123928360743,65.87633363917085,67.66519823788546,63.7344398340249,1.4172924577480333,,,,,1.926694289328559,3.720504166037693,193.85245180240972,1.6739764335716716,13.055264847275105,25.153504226916823,1.926694289328559,2017-02-09 04:57:31.464843750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s21.csv,0.0,22,31,2,4,65.46060918770833,65.46264792886504,65.8741552536497,917.0442708333344,917.0109296085851,911.3352272727277 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05:02:18.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,18,2,5,86.78505726657362,80.03792419850267,74.07069514434077,709.4242197614714,770.6511437174667,827.7622900152646 +733.7740384615387,10.91494067725431,7.0345647086504925,0.0,0.0,0.0,0.0,7.220401371360299,730.46875,35.15625,0.009840088355400107,0.014875070669083678,81.78567053890332,83.47826086956522,79.58549222797927,1.16364580825205,,,,,2.6592713117933484,5.230030852131121,1787.1433880972238,0.2902298445305796,63.1791982729635,168.0106294693957,2.6592713117933484,2017-02-09 05:02:19.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,19,2,5,86.67322693222096,80.26429371899107,74.21100415805681,709.0571299547264,768.2213701012524,826.2072399516918 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05:02:21.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,21,2,5,86.426119638809,80.703748515425,74.47678193681726,708.6300426741909,763.4793618005841,823.2680626517191 +738.8822115384613,8.565019719795206,6.734427365096747,0.0,0.0,0.0,0.0,6.765823467065928,738.28125,31.25,0.009156836314922895,0.011591860767579685,81.21383926099453,83.02702702702703,79.58549222797927,0.9067673957283056,,,,,2.571210495480925,5.214604426011911,1669.2010962938675,0.2335006894141569,63.12093241392493,162.29720390722588,2.571210495480925,2017-02-09 05:02:22.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,22,2,5,86.30840312886407,80.91846508630468,74.60706654125627,708.4262683594252,761.1612460356993,821.8272449466969 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05:02:24.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,24,2,5,85.77553111751709,81.33367722115459,74.79226658457166,709.522875147034,756.670955693979,819.6750739963636 +743.3894230769231,5.6121034941460595,8.13150781041458,0.0,0.0,0.0,0.0,8.13150781041458,742.1875,15.625,0.010938422794284449,0.007549345363184351,80.71561931517356,81.26984126984127,79.58549222797927,0.5819331027450305,,,,,2.501282889379541,5.1973947738990525,1570.1516694198472,0.20026746965023606,62.741657769980534,156.9346350313592,2.501282889379541,2017-02-09 05:02:25.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,25,2,5,85.4164769688065,81.53768275976167,74.84515366252346,710.6419069772727,754.4583245750978,818.9939521131544 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05:02:27.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,27,2,5,84.67457946068035,81.95194956434301,74.94829071315883,713.5536932984407,749.9582893878274,817.666238968794 +737.4441964285713,13.196008571278494,9.992962228555225,0.0,0.0,1.0,7.6923076923076925,10.278023663754249,738.28125,46.875,0.013937357855049272,0.01789424696158234,81.38687256762839,84.86187845303867,79.58549222797927,1.4375592526896064,,,,,2.397313396285624,5.171976623329599,1430.7887938693334,0.2502945403801606,62.23947407700192,149.20752498256854,2.397313396285624,2017-02-09 05:02:28.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,28,2,5,84.15686969287182,82.17474969830103,75.00427838145855,717.153264188219,747.5495928583682,816.9686559901834 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05:02:30.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,30,2,5,83.17110786635087,82.66949337244567,75.13076351919584,723.9170418975788,742.2395835262456,815.4637926704488 +717.3549107142858,34.040354496482884,10.657540775822236,0.0,0.0,1.0,7.6923076923076925,12.541248049705052,736.328125,101.5625,0.017482626608379195,0.04745259841127758,83.82216837440423,91.97604790419165,79.58549222797927,3.973067134164698,,,,,2.245099606194097,5.13714022109148,1245.7288747866678,0.2606906239094613,61.78631758313148,138.7164372740719,2.245099606194097,2017-02-09 05:02:31.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,31,2,5,82.73196088557239,82.94810265105879,75.20441949254507,726.8575533661749,739.2907646015261,814.6323614674304 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05:02:33.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,33,2,5,82.60522334756843,83.57745702459795,75.45191762030025,727.432415674604,732.7492217517206,812.0217008213912 +691.9270833333335,36.72903857883561,9.637229932572847,0.0,0.0,1.0,7.142857142857142,10.999109009166864,675.78125,97.65625,0.01589634121008685,0.05308223866869732,86.93796673306852,91.97604790419165,80.0,4.363164583640423,,,,,2.1285773826470384,5.1018591038806465,1104.2406147568843,0.2469188168078681,60.92911065033778,129.6923268751078,2.1285773826470384,2017-02-09 05:02:34.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,34,2,5,82.63109335883233,83.91565841438536,75.62507442877636,727.1633184523818,729.2791395740113,810.2326045010448 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05:02:36.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,36,2,5,82.75847057619154,84.59647980585385,75.98731558615204,726.058407738096,722.4000668017976,806.5233082825574 +677.34375,19.797295173971552,9.72968514183186,0.0,0.0,0.0,0.0,9.793487039500137,671.875,58.59375,0.014458665986805275,0.02922784062593262,88.65151174446812,91.97604790419165,84.39560439560441,2.486713415961583,,,,,2.091789016161674,5.091106043708892,1062.5022029703357,0.26452876747706405,60.706345797502955,126.98486735052909,2.091789016161674,2017-02-09 05:02:37.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,37,2,5,82.89743361606939,84.92127340190152,76.17512685287976,724.8828125000007,719.1603069147919,804.6086787943984 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05:02:39.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,39,2,5,83.30413832810005,85.44779572947776,76.55601836733335,721.5085565476198,714.0104569854134,800.7421179655214 +676.8973214285714,17.363376492920093,6.528113275961669,0.0,0.0,0.0,0.0,7.186454773498436,679.6875,42.96875,0.010616757587888869,0.02565141852869976,88.69433200681536,91.97604790419165,86.29213483146067,2.2089907854380764,,,,,2.091818154421408,5.09099496834187,1062.3885365654382,0.25384090907286605,60.6981603956839,126.9695138556741,2.091818154421408,2017-02-09 05:02:40.363281250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s22.csv,1.0,22,40,2,5,83.54067560440188,85.65396164805648,76.74200033566389,719.5525698260082,712.0321100322254,798.8535784588096 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05:15:16.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,16,2,5,70.89396299775552,70.91080172082918,71.43859607240744,848.3894686043126,847.6710843410056,841.469057289371 +889.2045454545455,13.674411290718416,18.75406856899657,0.0,0.0,2.0,20.0,18.855497478354952,890.625,46.875,0.021204904512399186,0.015378251675184924,67.49051624741371,69.18918918918922,65.64102564102564,0.9875566069525624,,,,,4.3313930836245795,3.994034595437375,895.2796146309144,1.8382794848629485,11.930084150379868,51.67388397601458,4.3313930836245795,2017-02-09 05:15:17.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,17,2,5,70.595957355219,70.89015709313796,71.37499977859942,851.837713068182,847.9374195682782,842.2169369435006 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05:15:19.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,19,2,5,69.99178264900925,70.82697609187284,71.25622135809121,858.8516626602566,848.7492487980762,843.6411239145625 +889.6484375,16.83234890435034,21.44839328201917,0.0,0.0,3.0,27.272727272727273,21.68520545564208,892.578125,58.59375,0.024375027866715138,0.01892022533266164,67.4647752896509,70.13698630136986,65.64102564102564,1.2370505148274265,,,,,4.333818617781082,4.023177982544049,926.6059565876982,1.6341305250244718,12.333707209409205,53.45204993039839,4.333818617781082,2017-02-09 05:15:20.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,20,2,5,69.7153619729519,70.79921323327966,71.19363922411551,862.0634682158122,849.1073217147429,844.3860094250731 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05:15:22.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,22,2,5,69.21731192067215,70.73632509624832,71.06128996788158,867.8573596542349,849.9161916642378,845.9530539608677 +884.5880681818181,21.914280884303192,20.009763241977648,0.0,0.0,2.0,20.0,20.743621948987123,894.53125,62.5,0.02345003589255228,0.024773430337293373,67.86629077861859,70.45871559633028,65.64102564102564,1.6136291218902632,,,,,4.414061717735882,4.015498340973817,944.0755978838839,1.540445040947149,12.11350934148534,53.46977785168643,4.414061717735882,2017-02-09 05:15:23.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,23,2,5,68.99443250472753,70.70740640262449,70.99206776689137,870.4505997474749,850.2890609824195,846.7667227432866 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05:15:25.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,25,2,5,68.68667837377753,70.68375743705676,70.87248623018948,874.0530303030304,850.6037311213084,848.1642290236053 +863.9322916666665,29.033299826514522,16.180093394736527,0.0,0.0,2.0,18.181818181818183,17.14871657336596,859.375,82.03125,0.01984960712636784,0.03360598985194145,69.52178893286737,73.14285714285714,66.49350649350649,2.2354417735838528,,,,,4.404744260149824,4.010885691243458,936.1035518295488,1.871802176901592,12.062088348923984,53.13041442034299,4.404744260149824,2017-02-09 05:15:26.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,26,2,5,68.60381388282711,70.68516117943342,70.82505797958635,875.0512941919193,850.5983057740863,848.7169151231665 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05:15:28.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,28,2,5,68.54240462619197,70.70463836784216,70.74636302310476,875.8325441919193,850.3763597513589,849.6318926006438 +852.8645833333335,20.35434210246655,18.232240984365674,0.0,0.0,3.0,27.272727272727273,18.807617438729206,853.515625,78.125,0.022052290370906915,0.02386585455678521,70.3874745379325,73.14285714285714,66.78260869565217,1.5907897850209176,,,,,4.3738595431347065,4.011805185405631,927.2564041160643,1.580450375560848,12.117420668343465,52.99989602841179,4.3738595431347065,2017-02-09 05:15:29.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,29,2,5,68.54313189992178,70.72154371979026,70.74315866163,875.8325441919193,850.1731558372176,849.6607559107571 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05:15:31.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,31,2,5,68.56965094712133,70.7476718170521,70.74140375904726,875.5178740530305,849.8530603511065,849.6598544912702 +847.9817708333335,15.665637259786413,16.350659706280307,0.0,0.0,3.0,27.272727272727273,16.446784342200868,849.609375,46.875,0.019395209788576225,0.018474025973920862,70.77851917717234,73.14285714285714,69.18918918918922,1.2598585591772826,,,,,4.547394319904674,3.997542051361627,966.9743366952043,1.637608789400797,11.690409571571347,53.16090208312278,4.547394319904674,2017-02-09 05:15:32.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,32,2,5,68.60504231878522,70.7627828298511,70.74172650181357,875.0907512626264,849.668598545551,849.645262459462 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05:15:34.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,34,2,5,68.70883110846742,70.78138944229286,70.7444648891768,873.8281250000001,849.4422136023692,849.5917866410666 +848.9583333333335,13.768765173859231,14.070747696135616,0.0,0.0,2.0,18.181818181818183,14.182333485593649,849.609375,35.15625,0.016705570731496814,0.016218422781478354,70.69189790755439,72.11267605633803,69.18918918918922,1.098171019306353,,,,,4.592896970641037,3.9938979755179607,977.4150967948323,1.4759065198095778,11.583655813024595,53.202537692589104,4.592896970641037,2017-02-09 05:15:35.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,35,2,5,68.76096116568316,70.77400352052074,70.7440194062817,873.1879340277778,849.5290191579247,849.5864183926959 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05:15:37.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,37,2,5,68.88367563113817,70.74729585317216,70.73988509632777,871.667850378788,849.845662150349,849.6149141656965 +849.609375,13.785546124844938,16.663875293537025,0.0,0.0,2.0,18.181818181818183,16.69789480896129,849.609375,39.0625,0.01965361411997283,0.01622574624349565,70.63777574571533,72.45283018867924,69.18918918918922,1.0999304033054051,,,,,4.480944370652155,3.9959660741075487,944.1421042923216,1.3633048428951922,11.755423228133807,52.67539753873978,4.480944370652155,2017-02-09 05:15:38.992187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s25.csv,0.0,22,38,2,5,68.95685674082675,70.72945303153664,70.72665835812155,870.7623106060606,850.0572506920157,849.7695365615298 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05:35:19.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,19,2,5,70.3617353340162,70.75510646125899,70.05581330770397,854.5136612519428,849.9332644352166,858.0539059054687 +799.8046875,19.996240435882,12.514922007603762,0.0,0.0,0.0,0.0,12.519959207247295,796.875,66.40625,0.015653770730428854,0.02500140440334941,75.06137243887356,78.36734693877553,72.11267605633803,1.7993025316247404,,,,,5.089790056524398,4.030653804048135,1189.5335771345747,0.9013650816574794,11.479341507425387,58.42743825994154,5.089790056524398,2017-02-09 05:35:20.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,20,2,5,70.62707216370558,70.7798058001294,70.11196632211097,851.3561091686095,849.6565717268834,857.4028642388021 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05:35:43.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,43,2,5,89.98031296870215,79.34694853038333,75.05386427768775,702.2407816391602,787.5246166562074,820.2336222649989 +649.658203125,29.910033217581397,31.9644883523106,1.0,6.666666666666668,1.0,6.666666666666668,32.30636426271145,648.4375,125.0,0.04972824803459831,0.04603964526840038,92.52733602517985,97.21518987341771,80.84210526315789,3.847165296255801,,,,,4.497329070266312,5.1453440914345085,3565.3653945546503,0.29165822083142035,44.06915480485899,198.19349100595863,4.497329070266312,2017-02-09 05:35:44.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,44,2,5,90.62506610007766,79.75446755620871,75.28090714378291,696.6143224078384,783.6811886660302,818.0607707024989 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05:35:46.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,46,2,5,91.87198038270607,80.56261998004004,75.72338938392716,685.6692672160833,775.9666709384366,813.8046127092139 +673.583984375,37.02962236006338,9.827063679225633,0.0,0.0,2.0,13.333333333333336,12.393754202386244,660.15625,113.28125,0.01839971627871477,0.054974024351873735,89.31667443113483,94.8148148148148,80.41884816753927,4.530241638707326,,,,,4.332104046244716,5.125612203050611,3294.992418339802,0.29888952547217,43.893142080385395,190.14965840883167,4.332104046244716,2017-02-09 05:35:47.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,47,2,5,92.39356231282781,80.92854060839619,75.92137760274501,681.0025332002787,772.3597345860354,811.8476540960941 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05:35:50.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,50,2,5,94.65190426974166,82.43588794463828,76.71827099207391,663.7458593883053,759.1409016494758,804.9092831656583 +635.986328125,95.9641821057892,71.4372805175495,4.0,26.66666666666667,8.0,53.33333333333334,71.51745307091129,660.15625,324.21875,0.11245124290919488,0.1508903224204655,96.8506843252616,142.22222222222226,80.41884816753927,17.354075292063882,,,,,4.051724420043777,5.177197613734601,3162.704782418128,0.2910098625444556,48.163591699713315,195.14560064674615,4.051724420043777,2017-02-09 05:35:51.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,51,2,5,95.40219402736572,82.94107580784997,76.98356026244237,658.1081753006616,754.7467465791754,802.6269382319462 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05:35:59.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,59,2,5,98.19626179016991,86.41891449101472,78.83778427079042,629.7369562269911,723.7299487803992,786.1469595813356 +726.2834821428571,19.945386161452586,6.402426608372152,0.0,0.0,0.0,0.0,7.347968305671565,718.75,54.6875,0.010117217982146327,0.02746226046970652,82.66974101576771,85.33333333333333,79.17525773195877,2.168254277155347,,,,,3.665351669773477,5.117207107350468,2539.6684703450346,0.3622431689052492,47.259131678782616,173.2213372108705,3.665351669773477,2017-02-09 05:36:00.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,0,2,5,97.60671496254983,86.66491315994647,78.87230640362806,632.1320953171099,721.1130278305864,785.6076489737818 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05:36:05.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,5,2,5,92.95236029515183,87.6832833367718,78.96746982460047,658.3294546578662,710.2086669196046,783.6655962636574 +759.2075892857142,18.614742945292033,10.982972886116023,0.0,0.0,1.0,7.6923076923076925,12.112767049727388,755.859375,66.40625,0.0159544862573403,0.024518647084133274,79.07346531666153,82.13903743315508,75.29411764705883,1.8500297223409143,,,,,3.4852591077357205,5.095836055865816,2297.5799575281767,0.4105284100647112,47.28686270000335,164.80696890143508,3.4852591077357205,2017-02-09 05:36:06.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,6,2,5,91.84786602565752,87.82534452916109,78.96837576897705,665.3357905406766,708.6819505656904,783.4565534689741 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05:36:08.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,8,2,5,90.26071231692131,88.05445193640195,78.95481455478242,677.0751118698063,706.2140188240563,783.1997893188816 +774.6394230769231,23.727835790608676,10.618168248893287,0.0,0.0,1.0,8.333333333333334,11.826759195693324,773.4375,66.40625,0.01526743778249317,0.030630813619528963,77.52238397322513,80.84210526315789,74.20289855072464,2.2770270282886327,,,,,3.4843073485281466,5.0956152359315405,2296.0550859933082,0.4344032976005189,47.28129882806606,164.74257695458581,3.4843073485281466,2017-02-09 05:36:09.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,9,2,5,89.36613604314412,88.1471457749975,79.03735101503032,683.503500740275,705.219206785812,782.2609303836991 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05:36:11.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,11,2,5,88.15302800618015,88.26686749777352,79.18384538641114,692.8759118581329,703.9391926615182,780.5767230469182 +792.96875,21.454761788130323,10.268105661189782,0.0,0.0,1.0,8.333333333333334,11.986948333022115,796.875,74.21875,0.015116545681052519,0.027056251319021483,75.71711242201549,80.41884816753927,73.14285714285714,2.0047054729400293,,,,,3.494158247902224,5.096756352613308,2308.830395731597,0.4174824201121817,47.27667230721402,165.19217447562247,3.494158247902224,2017-02-09 05:36:12.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,12,2,5,87.43667811271449,88.29983562409399,79.24861552855593,698.6213545664663,703.5916026191453,779.8247176993248 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05:36:20.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,20,2,5,81.89656790272375,88.16614001532551,79.39992108329457,745.0547764952064,705.0893765613046,777.9803993338668 +845.0520833333335,21.15635001207281,13.661494361982491,0.0,0.0,1.0,9.090909090909092,15.08292654942848,841.796875,74.21875,0.017848517087767447,0.0250355574873219,71.04177940190759,73.49282296650719,67.36842105263158,1.6794095147071515,,,,,3.6849434855187777,5.120419709675356,2569.544257452064,0.3797973613595865,47.307984700327864,174.32725003449514,3.6849434855187777,2017-02-09 05:36:21.050781250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s26.csv,0.0,22,21,2,5,81.03627107194528,88.09748743986354,79.37574916123137,752.0236350021509,705.8617988776888,778.2539462526343 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05:52:18.429687500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s27.csv,0.0,22,18,2,5,82.14860723919077,89.04620274582544,86.04819124083542,735.0674650869968,691.4226548366731,727.3476647223738 +774.6394230769231,13.473695289102752,15.250920280107396,0.0,0.0,2.0,16.666666666666668,15.337524725767901,777.34375,39.0625,0.019799566441953284,0.017393505788259878,77.47720137613629,80.0,76.03960396039605,1.3052471102060252,,,,,3.784952078031553,4.764585211300292,1775.755561165596,0.5885222294810729,30.98863321950127,117.29049169950895,3.784952078031553,2017-02-09 05:52:19.429687500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_304_s27.csv,0.0,22,19,2,5,82.04971892306472,88.69580273035608,86.14010438676155,736.0189875228941,693.8515410546219,726.2933506305023 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20:37:12.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,12,2,20,77.77673485199513,76.69973150070477,71.52458669479685,772.3816439636756,784.2818116830049,846.1554039047154 +771.6346153846154,21.01253805013791,22.65587583503296,0.0,0.0,4.0,33.333333333333336,22.8885362386028,769.53125,58.59375,0.02966240210360985,0.02723120195905724,77.8103331310925,81.26984126984127,75.29411764705883,2.0384920076347752,,,,,,,,,,,,2017-02-09 20:37:13.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,13,2,20,77.79447219556106,76.94309786045854,71.48225468287251,772.2021901709406,781.4125149258405,846.2054840329205 +769.8317307692308,20.20086123588483,24.191695658523717,0.0,0.0,5.0,41.66666666666666,24.21139841378523,765.625,58.59375,0.03145024743211445,0.026240619122960468,77.98851718186116,81.26984126984127,75.29411764705883,1.9601199053973528,,,,,,,,,,,,2017-02-09 20:37:14.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,14,2,20,77.80336823555055,77.18783247992646,71.42997544870575,772.1120459401714,778.5357195398541,846.3645620872193 +768.9302884615387,19.32483068566572,21.303591499942936,0.0,0.0,4.0,33.333333333333336,21.425107645708767,765.625,58.59375,0.02786352412853411,0.025132097116801685,78.07582297951177,81.26984126984127,75.29411764705883,1.8782515619904168,,,,,1.7759021462928608,3.893295617347487,209.3034354733044,1.5656352897757075,16.591219204371328,29.46438179465837,1.7759021462928608,2017-02-09 20:37:15.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,15,2,20,77.80960472093857,77.43274624709426,71.49449824026696,772.0519497863253,775.6621378519341,845.6127730228922 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20:37:17.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,17,2,20,77.86597331772232,77.47252619772603,71.62768712976352,771.4989220848599,775.2594852572727,844.0771362813783 +758.4134615384613,16.09373055139477,20.577448736040505,0.0,0.0,4.0,33.333333333333336,20.669932117692113,753.90625,46.875,0.02725417356881116,0.021220259617686924,79.14541056820387,81.70212765957447,76.8,1.613538347452859,,,,,1.7920398795556924,3.9113887178164135,216.62863543580602,1.5656352897757075,16.863997631198572,30.220956283840565,1.7920398795556924,2017-02-09 20:37:18.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,18,2,20,77.90523436103804,77.50350553792006,71.69860904899409,771.098281059219,774.9475218550724,843.2689884064451 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20:37:20.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,20,2,20,77.90926807771487,77.54154141966826,71.82582944117696,771.0081368284497,774.5662830937648,841.8060967051862 +770.7331730769231,24.57031329618645,26.220091882294607,0.0,0.0,6.0,50.0,26.34909680318758,777.34375,82.03125,0.0341870542538044,0.03187914333321968,77.92104726863566,81.70212765957447,73.49282296650719,2.3878787772143766,,,,,1.8120883789685007,3.9198564662110167,222.43201490597755,1.5939337258981352,16.934740814331846,30.68724703049431,1.8120883789685007,2017-02-09 20:37:21.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,21,2,20,77.89831506612545,77.54819941701857,71.88174887078668,771.0882650335777,774.4990355496097,841.1540515342847 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20:37:24.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,24,2,20,77.85756774068273,77.54423689313582,72.09601121307101,771.3887458028087,774.5361030028984,838.6101938836322 +777.9447115384613,26.14787037791952,23.78530633090048,0.0,0.0,6.0,50.0,24.576283968980302,777.34375,82.03125,0.03159129897596232,0.03361147648424725,77.20771891084493,81.70212765957447,73.49282296650719,2.5223159680420086,,,,,1.7827221316667616,3.910126958988728,214.62927749851798,1.5824092400461809,16.883468042616123,30.098532138860264,1.7827221316667616,2017-02-09 20:37:25.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,25,2,20,77.84912655426989,77.54628648840806,72.2021739720539,771.4388259310138,774.5189922924284,837.3522352037986 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20:37:27.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,27,2,20,77.74869010014739,77.53074850518583,72.3976937761702,772.3653083028087,774.6750753586676,835.0064262173646 +784.8557692307692,21.71757542710261,22.79575703126509,0.0,0.0,5.0,41.66666666666666,23.38318358863017,785.15625,66.40625,0.02979296898275697,0.027670785230244056,76.50180496209269,80.0,73.49282296650719,2.05580799966373,,,,,1.777563815796135,3.9084631079387187,213.2894408491006,1.5939337258981352,16.87558986795312,29.99743791948935,1.777563815796135,2017-02-09 20:37:28.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,28,2,20,77.72630463787094,77.53468969128976,72.49684994333124,772.5656288156292,774.6350112561034,833.8200070621954 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20:37:33.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,33,2,20,77.76645690086008,77.6189924301402,73.02430086974705,772.1449557387061,773.7807277358044,827.5975203709586 +773.4375,20.669932117692113,16.769487149314767,0.0,0.0,2.0,18.181818181818183,16.904304311664635,771.484375,58.59375,0.021856070221142155,0.026724760717824148,77.62610237519424,80.0,74.20289855072464,1.9680486244037865,,,,,1.79600228251149,3.907575612472957,216.39545384932325,1.4190841839428814,16.77159524121981,30.12182333458962,1.79600228251149,2017-02-09 20:37:34.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,34,2,20,77.74850943364294,77.63620351708869,73.12986267275089,772.3252442002446,773.610455299907,826.3594214766098 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20:37:36.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,36,2,20,77.75383523362953,77.6977701230826,73.35514074350668,772.2651480463984,772.9894617101634,823.7284305643689 +765.0240384615387,13.135512616823554,15.420207398863294,0.0,0.0,2.0,16.666666666666668,15.543406753012139,761.71875,35.15625,0.020317540327582245,0.017170065195910758,78.45013460705117,80.0,76.41791044776119,1.2868144799509442,,,,,1.7623046752320777,3.894585027649005,207.21157123000663,1.3596261140377293,16.679845585295887,29.394969857116074,1.7623046752320777,2017-02-09 20:37:37.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,37,2,20,77.76620338060678,77.72358845686647,73.46768459614516,772.134939713065,772.7290450434967,822.4209331631214 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20:37:39.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,39,2,20,77.81380363105224,77.77464426467996,73.70288977429556,771.6541704822959,772.2232357486249,819.6806765166147 +760.2163461538463,16.992446533171506,17.74611089900913,0.0,0.0,2.0,16.666666666666668,17.758049084617,757.8125,58.59375,0.023359204487591056,0.0223521193922509,78.96143611629337,82.58064516129029,76.41791044776119,1.7018419728137073,,,,,1.838170184670688,3.900805405638358,222.321405367448,1.4152818979931432,16.44939209384317,30.23678210286025,1.838170184670688,2017-02-09 20:37:40.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,40,2,20,77.84694534459916,77.79980135029705,73.82682521401026,771.323641636142,771.9728351075993,818.233889913578 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20:37:42.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,42,2,20,77.92625555869958,77.8514952053471,74.07352167735283,770.542391636142,771.462017799907,815.3656643891024 +758.7139423076923,18.40184072007524,22.326078384742512,0.0,0.0,4.0,33.333333333333336,22.326078384742512,757.8125,58.59375,0.0294262134116527,0.024253990461944708,79.12425422641606,82.58064516129029,76.41791044776119,1.8486747192700144,,,,,1.8277290183089456,3.905450600034584,221.61186601565063,1.4008931605410433,16.584768171682157,30.312462049310074,1.8277290183089456,2017-02-09 20:37:43.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,43,2,20,77.97005292854371,77.88226256205212,74.20087760558894,770.1117025335778,771.1569463522575,813.8797488406868 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20:37:45.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,45,2,20,78.02375093325442,77.91667782709622,74.45609592823615,769.5915846306475,770.8217672084846,810.8795641998772 +760.8173076923077,20.617813008202056,22.430251532489862,0.0,0.0,4.0,33.333333333333336,22.439697838039173,761.71875,66.40625,0.029494200001972493,0.02709955832989591,78.91601404962776,82.58064516129029,75.66502463054188,2.053801172502129,,,,,1.7964397015574274,3.902680732862419,215.25801599642503,1.4000876832522264,16.675315241784258,29.956198336326928,1.7964397015574274,2017-02-09 20:37:46.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,46,2,20,78.04633003192087,77.93571089682995,74.58244739915953,769.3712320665451,770.6364707341256,809.3998010013639 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20:37:48.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,48,2,20,78.03317095936343,77.96920266020045,74.8347278934233,769.5028712606842,770.3005761599499,806.4324277214907 +763.2211538461537,19.435864839190348,22.408982785801715,0.0,0.0,4.0,33.333333333333336,22.41134697663868,765.625,58.59375,0.02936415855836753,0.025465574088513968,78.6611714973218,81.70212765957447,75.66502463054188,1.921340720662452,,,,,1.670487296350992,3.8446746491586654,180.5519114369438,1.3987168811184478,16.175426649266793,27.020844730657483,1.670487296350992,2017-02-09 20:37:49.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,49,2,20,78.03265188587628,77.97031714133709,74.95858936090887,769.5028712606842,770.2755360958473,804.9784797831678 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20:37:51.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,51,2,20,78.06839245238902,77.98335375925697,75.20442086552985,769.1394326159956,770.113848824785,802.10185190654 +760.5168269230769,22.003934068324533,17.03628139079365,0.0,0.0,3.0,25.0,17.722210402104427,753.90625,66.40625,0.023302851133229368,0.028932869450566594,78.95477550167068,82.58064516129029,75.66502463054188,2.1971752608554818,,,,,1.7605688006686282,3.806340835225358,186.9174810352057,1.5198257537444133,15.075923519335635,26.542200589408694,1.7605688006686282,2017-02-09 20:37:52.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,52,2,20,78.10971012554185,77.99786408363363,75.33007237985854,768.7287755647136,769.9535924145287,800.6353777838159 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20:38:18.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,18,2,20,78.4400421684339,78.2366065638984,77.88934818317261,765.6831883394389,767.5930298000595,771.0767365629627 +743.8616071428571,16.972699348658274,14.665185507106285,0.0,0.0,1.0,7.6923076923076925,14.77558996772145,740.234375,58.59375,0.019863358756306702,0.022817012177641132,80.69849013973818,83.02702702702703,76.8,1.7435915895753116,,,,,2.184055006050915,3.8357667964205775,267.1645038724609,1.929909807708872,14.002049894840276,30.581247167800587,2.184055006050915,2017-02-09 20:38:19.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,19,2,20,78.50795278984779,78.27030233786175,77.91377550453407,765.0378701159957,767.2703706883378,770.8400832636574 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20:38:21.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,21,2,20,78.64645615748886,78.35742430493865,77.96318653902965,763.7250553266184,766.432243971305,770.3622193556096 +742.7455357142858,16.703827619526525,18.05386885312476,0.0,0.0,2.0,15.384615384615385,18.06386822739079,740.234375,66.40625,0.02432039959690781,0.022489300596687856,80.81821069516073,83.02702702702703,76.03960396039605,1.7009834923399023,,,,,2.022205569870775,3.8376054844177743,238.5287298489703,2.063693184711697,14.58243669493933,29.48868470679429,2.022205569870775,2017-02-09 20:38:22.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,22,2,20,78.70857066393852,78.40914039473991,77.98738165899687,763.132678952992,765.9307272588507,770.1281796637339 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20:38:26.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,26,2,20,78.77302049733524,78.60296860780274,78.07246881640656,762.547456883395,764.0344789758838,769.2992716918505 +756.9110576923077,19.60622628336517,23.280998757732714,0.0,0.0,4.0,33.333333333333336,23.30147157314229,750.0,58.59375,0.03078495331298832,0.025902946038522938,79.31815099950252,82.13903743315508,76.03960396039605,1.95330422223166,,,,,1.9677513737676915,3.805607056903229,220.67791135693784,1.749199854809259,14.248148241396162,28.03681327565301,1.9677513737676915,2017-02-09 20:38:27.421875000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s3.csv,0.0,22,27,2,20,78.78431530851581,78.65809903845074,78.09442377181905,762.4172485500617,763.4877709096444,769.0814231341582 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22:32:46.558593750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s4.csv,0.0,22,46,2,22,62.116451636151865,63.405158588307295,73.08550533304263,967.5331439393938,948.3451704545438,861.2963817326325 +990.0568181818179,36.65901209271244,44.462666484788116,5.0,50.0,6.0,60.0,44.57234945498723,992.1875,128.90625,0.04501999141508035,0.03702718007642691,60.67997214080144,65.36170212765957,57.3134328358209,2.194129283515649,,,,,2.086035609996712,4.4071713370639785,481.4689063742148,1.9459101490553128,27.66080520677608,57.701424662517354,2.086035609996712,2017-02-09 22:32:47.558593750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s4.csv,0.0,22,47,2,22,61.939528101233286,63.32719725227356,72.87204900367628,970.1609848484845,949.5348011363619,863.7901237860337 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22:32:49.558593750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s4.csv,0.0,22,49,2,22,61.70001177010209,63.17322815501508,72.46390278746158,973.7239583333329,951.8371212121195,868.5355026968956 +982.8125,31.74520824514745,40.3855792168511,2.0,22.222222222222207,5.0,55.55555555555557,40.469453822708466,984.375,105.46875,0.041177186719449005,0.032300370869466404,61.108009868407876,65.36170212765957,58.62595419847328,1.9176749806434343,,,,,1.9715388490998,4.391666231902828,434.55137137580255,1.8971199848858813,27.94926908980905,55.103069814502746,1.9715388490998,2017-02-09 22:32:50.558593750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s4.csv,0.0,22,50,2,22,61.59680189114688,63.09472041987046,72.26572595512377,975.2817234848482,953.012547348483,870.8623165080844 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22:33:00.558593750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s4.csv,0.0,22,0,2,22,60.78871978415378,62.443339253979154,70.62014984941618,988.1753735269357,963.0744291877088,891.7569352258564 +1023.0034722222224,35.18035439090181,27.326305819596136,1.0,12.5,4.0,50.0,27.48290484271541,1031.25,105.46875,0.026864918437681927,0.034389281508968084,58.71363140168053,62.4390243902439,56.263736263736256,1.9380593556693293,,,,,2.4628587976824243,4.4519324358486,650.3175701500293,2.169053700369523,26.803189073962088,66.01247001675296,2.4628587976824243,2017-02-09 22:33:01.558593750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s4.csv,0.0,22,1,2,22,60.66832971258848,62.37290958370856,70.44999121343415,990.1530934343431,964.2213147095943,894.009326931373 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22:33:23.558593750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s4.csv,0.0,22,23,2,22,59.848345769112186,60.630683800173045,65.02778401870006,1003.8033985690233,990.9778119739043,940.0912963718149 +967.3295454545456,33.34174772466535,41.96992505801029,2.0,20.0,5.0,50.0,42.035315788483146,980.46875,121.09375,0.04345501074169182,0.03446782731007988,62.094412056941465,66.49350649350649,58.62595419847328,2.070281437006724,,,,,1.6395574299038225,4.2633607196916286,284.29571260529065,,26.439732182782144,43.34945934494768,1.6395574299038225,2017-02-09 22:33:24.558593750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s4.csv,0.0,22,24,2,22,59.88947076555258,60.61292405015421,64.51978409587326,1003.1701125841748,991.2536168981467,943.5527665422694 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23:24:25.777343750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s5.csv,0.0,22,25,2,23,64.95981748700692,64.97731747369284,63.28735398638489,926.8392913510095,925.2384193497468,950.8819366241246 +989.0625,23.56734863905993,25.581878521339195,0.0,0.0,3.0,33.333333333333336,25.71408549235873,992.1875,62.5,0.02599844346778765,0.023827967028433424,60.69467597921013,62.95081967213114,59.07692307692307,1.378985697177529,,,,,2.8770666098216013,4.314201483858219,700.6895122245587,1.5475625087160132,21.162442553599274,60.88575685322825,2.8770666098216013,2017-02-09 23:24:26.777343750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s5.csv,0.0,22,26,2,23,64.78127845890322,64.9228042035839,63.291532467023025,929.481336805555,926.0859572285347,950.8115537412417 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23:24:28.777343750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s5.csv,0.0,22,28,2,23,64.39165044920577,64.81123961269897,63.30699558657351,935.2018229166661,927.8118095012618,950.5546562187192 +983.984375,23.757223179736425,19.81373647658565,0.0,0.0,2.0,22.222222222222207,20.99546288619414,986.328125,62.5,0.02133719134126916,0.024143902874206133,61.008562557357216,62.95081967213114,59.07692307692307,1.3966339571131214,,,,,2.9366569512458085,4.328155367944681,734.2729159733963,1.5475625087160132,21.28585425478261,62.50925186051251,2.9366569512458085,2017-02-09 23:24:29.777343750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s5.csv,0.0,22,29,2,23,64.1856004927358,64.7591639407485,63.319343295142744,938.2161458333327,928.6161418876254,950.3505458583588 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23:24:31.777343750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s5.csv,0.0,22,31,2,23,63.790477787160555,64.66619581782297,63.353292228334624,943.9334753787873,930.0365964330799,949.7910019394399 +952.4147727272727,40.36191034649106,24.082910377809924,0.0,0.0,5.0,50.0,26.29112292259975,964.84375,128.90625,0.027604698788233,0.04237850094545817,63.10671765767904,69.81818181818181,60.71146245059288,2.6986740218993326,,,,,2.9625489530105718,4.3405434082844465,754.6924532153894,1.5869650565820417,21.497053888681044,63.68607449072389,2.9625489530105718,2017-02-09 23:24:32.777343750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s5.csv,0.0,22,32,2,23,63.64452171090258,64.6478779153909,63.383801371938134,946.0286458333327,930.332524463383,949.3130381802262 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23:24:34.777343750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s5.csv,0.0,22,34,2,23,63.46136015403942,64.65461212723353,63.46263250798221,948.7866950757568,930.3561987058072,948.1478815463196 +912.9971590909092,73.28963898484156,22.96396633859229,0.0,0.0,7.0,70.0,29.64635306407856,941.40625,187.5,0.03247146255482117,0.08027367692777669,66.11670166736769,74.92682926829268,60.71146245059288,5.220190301520667,,,,,3.28841231549036,4.40054868720634,945.7007699768789,1.5841201044498106,21.86357714606684,71.89645634779973,3.28841231549036,2017-02-09 23:24:35.777343750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s5.csv,0.0,22,35,2,23,63.43449457655138,64.68274715525415,63.512955514009455,949.3193655303023,930.048433554292,947.4379741957872 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23:24:37.777343750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s5.csv,0.0,22,37,2,23,63.552750027224405,64.7943494640457,63.64854681419318,948.0656171085851,928.6918008207062,945.5433416370922 +868.4895833333335,59.83146656711642,27.694310523217677,0.0,0.0,8.0,72.72727272727273,28.87359949624082,847.65625,175.78125,0.033245763737800534,0.0688914037834264,69.3751625393799,74.92682926829268,61.44,4.397580779320531,,,,,3.5428359786403085,4.442242044972522,1109.5518251013157,2.525728644308256,22.099655713533526,78.29545537747043,3.5428359786403085,2017-02-09 23:24:38.777343750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s5.csv,0.0,22,38,2,23,63.6606963956285,64.86882026409742,63.732760480112205,946.759588068181,927.7546953914133,944.3515248202754 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01:00:30.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,30,2,1,71.2815816551297,71.61351274685536,73.06935898231212,842.028685290404,838.2800467761393,822.889356092482 +843.0989583333335,16.134565043942057,15.27401503381148,0.0,0.0,2.0,18.181818181818183,15.311122966839562,843.75,58.59375,0.01816052886259889,0.019137213828181468,71.18980057615586,73.49282296650719,68.57142857142857,1.298070753178039,,,,,1.828162573697619,3.694649648580072,173.91900613632126,,13.009404760627394,23.78330688946263,1.828162573697619,2017-02-10 01:00:31.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,31,2,1,71.24393452061804,71.60607920000098,73.04832400641668,842.4627130681818,838.3645890841603,823.1239657020915 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01:00:33.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,33,2,1,71.18752477206019,71.59306803807293,72.99229518862909,843.1206597222221,838.512035281102,823.7455171048929 +842.1223958333335,15.665637259786413,15.274015033811484,0.0,0.0,2.0,18.181818181818183,15.311122966839562,841.796875,54.6875,0.01818158861775459,0.01860256577582677,71.27107976787178,73.49282296650719,68.87892376681614,1.2652219714962822,,,,,1.8572632332615373,3.7103182537615833,181.32985699327503,,13.14202850482058,24.408206352478363,1.8572632332615373,2017-02-10 01:00:34.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,34,2,1,71.16709452894412,71.58770156690292,72.96064943255993,843.3593749999998,838.5722079569726,824.0963035884918 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01:00:39.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,39,2,1,71.04246217248432,71.56042338006141,72.69064350053516,844.8419744318179,838.8992084304574,827.03913660945 +849.609375,17.10822367961066,17.57005238189344,0.0,0.0,2.0,18.181818181818183,17.627377338055197,849.609375,54.6875,0.020747625740423586,0.020136575917150942,70.64718802377159,73.49282296650719,68.87892376681614,1.374728101902964,,,,,1.8651698904483776,3.7025542177734887,180.86507086879482,,12.997442941328053,24.24243922698588,1.8651698904483776,2017-02-10 01:00:40.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,40,2,1,71.01610971427644,71.55732298732264,72.60709209560589,845.1566445707068,838.9371858610131,827.9094480266364 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01:00:42.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,42,2,1,70.95304647707475,71.56513088480051,72.43739780090054,845.9053424873734,838.8410092511645,829.669052325303 +846.0286458333335,15.487528537085135,15.737585089602511,0.0,0.0,1.0,9.090909090909092,15.801559276482234,843.75,54.6875,0.018677333627300282,0.01830615146822837,70.9414589894236,73.49282296650719,68.87892376681614,1.2483398549442044,,,,,1.8380195255120468,3.6612817946144,168.71981023521857,,12.485497316862693,22.94858785412189,1.8380195255120468,2017-02-10 01:00:43.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,43,2,1,70.93191554132831,71.569310508753,72.35036567243316,846.1549084595956,838.7867557789424,830.5666596682228 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01:00:48.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,48,2,1,70.91712447958092,71.55867042289177,71.94361524142126,846.3235874368683,838.87898668172,834.7506706881712 +837.2395833333335,14.83564870633835,19.993875369686425,0.0,0.0,2.0,18.181818181818183,20.022237725867114,837.890625,54.6875,0.0239145856508024,0.017719717272889353,71.68491987654822,74.5631067961165,69.81818181818181,1.2290205222398771,,,,,1.517989279487395,3.6370572733743662,123.14922791140104,,13.360856302528699,20.28163663201016,1.517989279487395,2017-02-10 01:00:49.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,49,2,1,70.94557345269756,71.54619022572034,71.87743814033115,845.9872159090904,839.0146203622755,835.4418666918672 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01:00:51.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,51,2,1,70.99144236384663,71.50009177896713,71.76349553759592,845.4505997474741,839.5383750364209,836.6593552140431 +842.1223958333335,18.280880718557228,19.695205431622227,0.0,0.0,2.0,18.181818181818183,19.70800699646535,845.703125,62.5,0.0234027821774803,0.02170810420077612,71.27970438428942,74.5631067961165,69.18918918918922,1.4993300222924972,,,,,1.5609298510465288,3.6002859788457484,123.0886670236599,,12.629649701632808,19.713997227539533,1.5609298510465288,2017-02-10 01:00:52.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,52,2,1,71.01945890231131,71.46329197346695,71.71443196044946,845.1240924873731,839.9615521197542,837.1901594557849 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01:00:54.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,54,2,1,71.08192223987956,71.39478095342957,71.63346466674713,844.3901909722216,840.7502003205117,838.0649210727339 +843.4244791666665,17.42621650620459,20.88841075263174,0.0,0.0,3.0,27.272727272727273,20.936651950260906,849.609375,62.5,0.0248233866426868,0.02066126480396006,71.16690598310605,74.5631067961165,69.18918918918922,1.4334973913765168,,,,,1.5092017501249744,3.5848048513851984,114.9538115700365,,12.61736841683556,19.042154496659805,1.5092017501249744,2017-02-10 01:00:55.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,55,2,1,71.10317283587379,71.36038323321823,71.5959812481896,844.1406249999995,841.1462506677339,838.4666900291904 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01:00:57.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,57,2,1,71.13789403278027,71.28877078733635,71.53710347539673,843.7352035984843,841.9704861111098,839.0942707348962 +842.7734375,18.482121106726176,19.835568243989968,0.0,0.0,3.0,27.272727272727273,19.848279279093926,847.65625,62.5,0.023551144822470654,0.02193011820774925,71.22557917943077,74.5631067961165,69.18918918918922,1.5276392824491185,,,,,1.52033015723581,3.549053757171952,111.54079715215259,,12.064183439027202,18.34154190477788,1.52033015723581,2017-02-10 01:00:58.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,58,2,1,71.147540134272,71.26010024319218,71.52431597443213,843.62669665404,842.3014322916655,839.237969120782 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01:01:00.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,0,2,1,71.16622329310175,71.22390247411553,71.51499260106486,843.4175741792925,842.7231297348474,839.3486088798593 +833.984375,19.95283634642066,14.520630895071642,0.0,0.0,2.0,18.181818181818183,15.036871704360886,835.9375,58.59375,0.018030159982746544,0.02392471243411564,71.98153036692116,74.20289855072464,69.18918918918922,1.64770840965837,,,,,1.7727330286225018,3.5894706008666684,147.12968491557262,,11.704520886051016,20.748990758904547,1.7727330286225018,2017-02-10 01:01:01.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,1,2,1,71.19261428612727,71.21827440337248,71.51536268162228,843.113754734848,842.788233901514,839.3456762597392 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01:01:03.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,3,2,1,71.26505844081738,71.2262916064386,71.5186677662897,842.2713462752522,842.6960029987363,839.3073266120145 +826.8229166666665,17.495729660254153,13.268140406441338,0.0,0.0,1.0,9.090909090909092,13.735141765492694,822.265625,46.875,0.016611950985666757,0.021160189573346755,72.596607858534,74.5631067961165,70.45871559633028,1.4650596428691425,,,,,1.854324599241564,3.6076840082694175,160.73877107127225,,11.686625655119554,21.670797434415736,1.854324599241564,2017-02-10 01:01:04.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,4,2,1,71.30924271050611,71.23816861972495,71.52227052388018,841.7613636363634,842.5603693181806,839.2662699303329 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01:01:06.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,6,2,1,71.39190715093564,71.26045049932985,71.52059507406898,840.8173532196967,842.3108033459583,839.292663511414 +835.9375,33.019840045762294,16.015585630368864,0.0,0.0,2.0,18.181818181818183,17.97801144722605,822.265625,97.65625,0.021506406217242386,0.03950036940053807,71.87482903492976,74.5631067961165,66.49350649350649,2.6222767281850703,,,,,2.00907147579154,3.679750707244689,196.9556461045731,,12.19881565539511,24.50829257169359,2.00907147579154,2017-02-10 01:01:07.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,7,2,1,71.42458894821173,71.26689603924423,71.51578096818147,840.45928030303,842.251124526514,839.3571811540565 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01:01:12.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,12,2,1,71.45653398205228,71.20479022956332,71.47290054257532,840.1830808080807,843.044211647726,839.8967832561588 +855.46875,25.47924874240355,24.0378096601853,0.0,0.0,4.0,36.36363636363637,24.16599826825154,855.46875,97.65625,0.028248838158321438,0.02978396200025255,70.19417979201724,74.5631067961165,66.49350649350649,2.007450429839323,,,,,1.924238362100149,3.6850110442720654,185.735032036837,,12.540535920982881,24.13098030045019,1.924238362100149,2017-02-10 01:01:13.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,13,2,1,71.43162467547207,71.1817701084,71.46108534481596,840.4977509469696,843.3263297032815,840.0434142621648 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01:01:15.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,15,2,1,71.38863455647922,71.1441772354507,71.44353842912095,841.0511363636363,843.7929095643926,840.266293391294 +843.75,27.77161192616073,20.356407170406985,0.0,0.0,4.0,36.36363636363637,21.23270728533629,845.703125,97.65625,0.025164690115954118,0.0329145030235979,71.18109301904023,74.5631067961165,66.49350649350649,2.222495570215433,,,,,2.056770496822536,3.7156606877175484,212.62243859552902,1.425008873300581,12.565432326856179,25.844210489697947,2.056770496822536,2017-02-10 01:01:16.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,16,2,1,71.38654752644747,71.13641487699309,71.44234803230668,841.094539141414,843.8935250946957,840.2868217321347 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01:01:20.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,20,2,1,71.45202867473783,71.20850251783146,71.46767865439958,840.3783933080808,843.068872316918,840.0082228207235 +833.3333333333335,24.441863905484833,20.331612511789253,0.0,0.0,5.0,45.45454545454545,20.331612511789253,832.03125,58.59375,0.024397935014147103,0.0293302366865818,72.05651598138581,74.5631067961165,69.50226244343891,2.0128906276065024,,,,,2.0680263050123493,3.747399773147853,222.34838252057446,1.6691571471357227,12.997561047826025,26.87929814790809,2.0680263050123493,2017-02-10 01:01:21.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,21,2,1,71.47258372263572,71.23201304324097,71.47263136464233,840.1505287247475,842.80056423611,839.9554356585613 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01:01:23.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,23,2,1,71.54281768639353,71.29817936760561,71.49036561011731,839.3475773358585,842.0350970643929,839.7573504995387 +831.0546875,21.597070134344243,19.73358521228665,0.0,0.0,4.0,36.36363636363637,19.813304310459266,828.125,58.59375,0.023841155833032063,0.02598754385143185,72.24155248538352,74.5631067961165,69.50226244343891,1.7742751361570503,,,,,2.018269954314041,3.7488808613152163,214.73820233433025,1.7764919970972666,13.179253506624725,26.59929137270865,2.018269954314041,2017-02-10 01:01:24.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,24,2,1,71.5724273896078,71.32717481474347,71.49847549634728,839.00726010101,841.6987255366151,839.666439275815 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01:01:26.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,26,2,1,71.62954162780373,71.37607236917655,71.50803220446599,838.3453677398988,841.1290640782819,839.5575778388285 +834.6354166666665,20.35434210246655,19.48276523344489,0.0,0.0,4.0,36.36363636363637,19.495706294475575,830.078125,58.59375,0.023358350131290548,0.024387105670349938,71.92662517484861,74.5631067961165,69.50226244343891,1.668515664426009,,,,,2.0209840175312905,3.7570880319931823,217.2142607330639,1.7346010553881064,13.295436041351865,26.86986374568161,2.0209840175312905,2017-02-10 01:01:27.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,27,2,1,71.65582634241585,71.39686018759785,71.51173656703574,838.0415482954544,840.8883759469686,839.5140188904023 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01:01:30.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,30,2,1,71.67257233139152,71.41939781224642,71.51310847033456,837.8383443813129,840.627959280302,839.4944842782942 +832.6822916666665,14.214899162192035,18.079434746246953,0.0,0.0,3.0,27.272727272727273,18.093379549512786,830.078125,46.875,0.021729031265091188,0.01707121588203829,72.07543068184575,73.84615384615384,69.81818181818181,1.170994428501508,,,,,1.967154626313968,3.7625417338672213,209.90781830627688,1.8405496333974871,13.56099720084869,26.676578381080265,1.967154626313968,2017-02-10 01:01:31.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,31,2,1,71.67570234188901,71.4341583140079,71.51791464308252,837.7949416035352,840.4543481691908,839.4362604098187 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01:01:33.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,33,2,1,71.62918917889515,71.44712380985604,71.51948271292261,838.3374763257575,840.3044113005038,839.4157542824829 +845.703125,23.16963405994128,22.549016855664124,0.0,0.0,4.0,36.36363636363637,23.16963405994128,845.703125,78.125,0.0273968883110622,0.0273968883110622,70.99526823724335,73.84615384615384,67.36842105263158,1.8453511168919223,,,,,2.00733800204876,3.7967006425965963,225.05106948303035,1.791759469228055,13.963043039795865,28.028546918024677,2.00733800204876,2017-02-10 01:01:34.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,34,2,1,71.5758111915188,71.44252695101223,71.51511425895862,838.9668166035352,840.3640901199483,839.4681490384622 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01:01:36.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,36,2,1,71.45705263128488,71.42447989111002,71.50431712597879,840.3665561868686,840.5919547032815,839.6027962922501 +854.4921875,19.92674851262773,21.618226214807414,0.0,0.0,3.0,27.272727272727273,21.62114267029655,849.609375,70.3125,0.02530291439358133,0.023319989116492336,70.25205614897756,73.14285714285714,67.36842105263158,1.5642495097821811,,,,,1.969295881444439,3.799429055761761,219.37189499538457,1.6964492894237302,14.141616324317749,27.84902678444639,1.969295881444439,2017-02-10 01:01:37.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,37,2,1,71.40296020175315,71.4137745749822,71.49627433592013,840.9850457702019,840.7221630366149,839.7004525422501 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01:01:39.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,39,2,1,71.31234242183585,71.395951947532,71.4781876637978,842.0267124368686,840.9411497790392,839.9201791047501 +854.4921875,21.273500228390482,21.873385787549,0.0,0.0,3.0,27.272727272727273,21.87626822622364,855.46875,70.3125,0.025601484187032,0.024896073410139254,70.25710376420741,73.14285714285714,67.36842105263158,1.6769887966734918,,,,,1.9811689626417144,3.8020901803192135,222.0380290472553,1.4321038971511848,14.142439873583728,28.01856293357069,1.9811689626417144,2017-02-10 01:01:40.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,40,2,1,71.29427395074013,71.38945054320592,71.47338676526537,842.2309027777776,841.0225299873725,839.9798579241944 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01:01:42.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,42,2,1,71.30059230120345,71.37856314162761,71.47184701321515,842.1519886363634,841.167534722221,840.0042719866944 +848.3072916666665,25.141276364285464,20.633294099906177,0.0,0.0,5.0,45.45454545454545,20.936651950260906,849.609375,93.75,0.02468050452463603,0.02963699193825209,70.78672496164863,75.29411764705883,67.36842105263158,2.032807954260352,,,,,1.9801707059645983,3.8228582266773774,227.23909994623156,1.4321038971511848,14.488312551917485,28.689332094166197,1.9801707059645983,2017-02-10 01:01:43.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,43,2,1,71.32034380685784,71.37598424116469,71.47264737495995,841.9132733585856,841.2055121527766,839.9961339658611 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01:01:46.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,46,2,1,71.40293319251627,71.39474035948163,71.4843255862749,840.8933080808079,840.9939236111098,839.8550749380835 +832.3567708333335,20.36285915790692,19.050779234377355,0.0,0.0,4.0,36.36363636363637,19.3170067740897,828.125,66.40625,0.02320760454047851,0.02446409985650765,72.1240858210815,75.29411764705883,69.50226244343891,1.6916880280913824,,,,,2.0579854124793617,3.8270248266095535,241.92227137816647,1.413693335308005,14.280100895855913,29.388239332404947,2.0579854124793617,2017-02-10 01:01:47.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,47,2,1,71.41492374015931,71.40766608209067,71.48682117690082,840.75224905303,840.8474392361098,839.8252355283613 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01:01:52.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,52,2,1,71.41283242214337,71.45975294309818,71.46152245828371,840.7305476641412,840.2452256944431,840.1033889071007 +830.7291666666665,12.50147955258848,12.021527613501954,0.0,0.0,0.0,0.0,12.068640247135248,828.125,46.875,0.014527767570219232,0.015048802972394913,72.24062094576874,74.20289855072464,70.13698630136986,1.0354129897281463,,,,,2.091795771097495,3.7985685585087214,239.9182032090152,1.4000876832522264,13.707701782926373,28.673712620990983,2.091795771097495,2017-02-10 01:01:53.261718750,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s9.csv,0.0,22,53,2,1,71.40693949135776,71.4748785888754,71.4518734462054,840.7848011363635,840.0661892361097,840.2118958515453 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02:26:53.593750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s10.csv,0.0,22,53,2,2,71.42608716242465,71.51672775282802,71.49854787275581,840.4434974747475,839.4550978535335,839.6668494324757 +833.984375,14.182333485593649,11.873759586150912,0.0,0.0,1.0,9.090909090909092,12.296370520724988,833.984375,54.6875,0.014744125776607013,0.017005514624412056,71.96313405773299,74.92682926829268,70.13698630136986,1.1881831742640605,,,,,1.6641572823334392,3.748092517145552,160.63412548904608,1.413693335308005,14.500703828838455,24.13145187572189,1.6641572823334392,2017-02-10 02:26:54.593750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s10.csv,0.0,22,54,2,2,71.44148660639395,71.51329764613291,71.49864879469413,840.2590356691919,839.4930752840891,839.6639168123556 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02:26:56.593750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s10.csv,0.0,22,56,2,2,71.44249193297354,71.50469396023013,71.4903660586544,840.2254971590908,839.5744554924225,839.7548280360794 +841.9744318181819,10.240580830140267,8.941814954890312,0.0,0.0,0.0,0.0,9.077304717673632,843.75,31.25,0.010780974308295636,0.012162579341069173,71.27067660024714,72.79620853080569,70.13698630136986,0.8283426107256183,,,,,1.6520015586165615,3.7018045654776937,150.63224951989224,,13.798664807710324,22.79541576916496,1.6520015586165615,2017-02-10 02:26:57.593750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s10.csv,0.0,22,57,2,2,71.42999889474979,71.49812799549504,71.4884045456329,840.3616240530301,839.6425189393923,839.774645926991 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02:26:59.593750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s10.csv,0.0,22,59,2,2,71.40553948940722,71.50175881535004,71.48494813196618,840.6328914141412,839.585799400251,839.8101236300262 +839.5182291666665,16.77731860126612,12.931208420478072,0.0,0.0,1.0,9.090909090909092,13.167966063735195,843.75,54.6875,0.015685146082898227,0.019984460156296832,71.49613660999528,74.5631067961165,69.81818181818181,1.3891671453235297,,,,,1.7165869904358189,3.710298802280063,161.11950774043203,,13.669621875123356,23.46509507501363,1.7165869904358189,2017-02-10 02:27:00.593750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s10.csv,0.0,22,0,2,2,71.40350528765534,71.51286295912388,71.48504542307947,840.6545928030301,839.4501657196954,839.8075854173013 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02:27:02.593750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s10.csv,0.0,22,2,2,2,71.40213021831964,71.53541373350559,71.48666912484,840.6654434974746,839.173473011362,839.7859457805383 +835.9375,17.705896111247032,16.934117922679494,0.0,0.0,2.0,18.181818181818183,17.026948998205754,839.84375,54.6875,0.020368686652059226,0.021180885067660003,71.80544229055718,74.5631067961165,69.81818181818181,1.4668177456483245,,,,,1.5735877022837712,3.6919798472781817,138.46064582065716,,13.979268802802364,21.997605475008978,1.5735877022837712,2017-02-10 02:27:03.593750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s10.csv,0.0,22,3,2,2,71.40757817913978,71.54542027612165,71.48937059234609,840.6003393308079,839.048690025251,839.7533318332456 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02:27:05.593750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s10.csv,0.0,22,5,2,2,71.44013136279794,71.55126890025704,71.49841881873628,840.2205650252523,838.9727351641397,839.6463318582471 +830.7291666666665,17.495729660254153,17.577228225517867,0.0,0.0,2.0,18.181818181818183,17.66668034635334,826.171875,54.6875,0.021266474147334426,0.02106069024933416,72.2549051551226,74.5631067961165,69.81818181818181,1.4483369402908417,,,,,1.5638513815444601,3.6893123560350083,136.75694645153902,,13.979719183301572,21.862203158409766,1.5638513815444601,2017-02-10 02:27:06.593750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s10.csv,0.0,22,6,2,2,71.46631916028771,71.5511208805626,71.51393937299758,839.9167455808079,838.9727351641397,839.463842906227 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02:27:11.593750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s10.csv,0.0,22,11,2,2,71.60223527236758,71.51961364110802,71.58170458317842,838.3239698669383,839.3191227175588,838.6550488357141 +833.8068181818181,15.562731036072572,15.174159843402364,0.0,0.0,1.0,10.0,15.576095341700691,832.03125,46.875,0.01868070037573644,0.01866467231583491,71.98171054922362,73.49282296650719,69.50226244343891,1.269915117538531,,,,,1.4904634722943133,3.6591140605127497,122.89636446407171,,13.830451894940785,20.61378335473291,1.4904634722943133,2017-02-10 02:27:12.593750000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s10.csv,0.0,22,12,2,2,71.63308589539557,71.52044136187989,71.59000235651878,837.9599783896657,839.3053127428113,838.5544333054112 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02:56:58.531250000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s11.csv,0.0,22,58,2,2,69.3197374937927,69.13183656919348,69.61035013197164,866.3510101010095,868.5837870896453,862.6800628753757 +844.8153409090909,29.131874371612433,29.45012003901682,1.0,10.0,3.0,30.0,29.49154076277637,832.03125,85.9375,0.03490886035644315,0.03448312662062237,71.09541813415069,73.14285714285714,66.20689655172414,2.2507992191232566,,,,,1.8496343002634184,3.9463975003312286,236.49804551027447,2.151762203259462,17.282072534407572,31.96551413928057,1.8496343002634184,2017-02-10 02:56:59.531250000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s11.csv,0.0,22,59,2,2,69.37434844445161,69.17482173817794,69.62286074526722,865.6920770202015,868.062953756312,862.5328986657114 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02:57:01.531250000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s11.csv,0.0,22,1,2,2,69.46161642698051,69.23946036167027,69.64058325163148,864.6395596590904,867.2891019570695,862.3276152573029 +854.1666666666665,30.68258539304527,25.110326036454104,0.0,0.0,6.0,54.54545454545455,25.911131174651562,845.703125,93.75,0.03033498283861646,0.03592107558210179,70.32528426653381,73.14285714285714,65.64102564102564,2.367343013769525,,,,,1.7855554516153211,3.972162099171675,231.06866895655747,2.4849066497880004,18.11900676889201,32.352491314050035,1.7855554516153211,2017-02-10 02:57:02.531250000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s11.csv,0.0,22,2,2,2,69.48498641423102,69.25837196061636,69.64487730239821,864.3594144570703,867.0666627209583,862.280693335381 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02:57:04.531250000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s11.csv,0.0,22,4,2,2,69.45957023120903,69.2620196576454,69.63113152364632,864.6977588383836,867.0464409722209,862.458516755392 +878.5511363636364,31.70828729140925,26.461780553812407,0.0,0.0,6.0,60.0,27.704098791401787,890.625,93.75,0.03153384890727059,0.03609156710291368,68.37618851879235,72.79620853080569,65.36170212765957,2.381770982272831,,,,,1.9229197366456925,3.997317474212753,265.8278462537442,1.871802176901592,17.972900386590915,34.56044487814266,1.9229197366456925,2017-02-10 02:57:05.531250000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s11.csv,0.0,22,5,2,2,69.41932404959911,69.24427837493441,69.6068072438925,865.2176057449492,867.2831833964634,862.7603100259353 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02:57:07.531250000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s11.csv,0.0,22,7,2,2,69.33965453234732,69.19649888572326,69.54685639829015,866.2434895833331,867.900686553029,863.5009299071801 +884.1145833333335,24.385044307734024,29.84222538942399,1.0,9.090909090909092,6.0,54.54545454545455,29.84222538942399,890.625,74.21875,0.033753798378612115,0.027581316683858208,67.9121490205683,71.1111111111111,65.36170212765957,1.804646508055024,,,,,1.8283645132884576,3.9927554950573767,245.17259439747482,2.0281482472922856,18.335230095890484,33.52348405030469,1.8283645132884576,2017-02-10 02:57:08.531250000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s11.csv,0.0,22,8,2,2,69.29111264721165,69.17457557199663,69.51191413876994,866.8669113005049,868.1828046085847,863.9320250648377 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02:57:10.531250000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s11.csv,0.0,22,10,2,2,69.2102874328485,69.14480297145285,69.44760071456295,867.9085779671715,868.5615924873725,864.720366673492 +877.8409090909091,25.73924781031701,22.57866565096629,1.0,10.0,3.0,30.0,23.14267694312285,875.0,78.125,0.026363178912554186,0.029321084884244626,68.40297640251416,71.44186046511628,65.36170212765957,1.912893638099874,,,,,1.9035433811510047,3.963543895996272,251.8350161660626,1.717651497074333,17.37523020657966,33.074504455709715,1.9035433811510047,2017-02-10 02:57:11.531250000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s11.csv,0.0,22,11,2,2,69.1796881654622,69.13167299603535,69.4204380699561,868.3070943813128,868.7273121843423,865.0509529415783 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02:57:13.531250000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s11.csv,0.0,22,13,2,2,69.15511404980784,69.1331020843949,69.37397633891109,868.642479482323,868.7095565025242,865.6137494028123 +867.8385416666665,20.114400411892078,25.195556498674367,1.0,9.090909090909092,4.0,36.36363636363637,25.397453190253863,867.1875,66.40625,0.02926518237076515,0.023177583670417282,69.171127754905,71.44186046511628,66.20689655172414,1.5255420379522253,,,,,1.8133211335542707,3.955600632908752,232.01304351270042,1.717651497074333,17.640178018650825,31.98730760087903,1.8133211335542707,2017-02-10 02:57:14.531250000,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s11.csv,0.0,22,14,2,2,69.16443837519266,69.14482802945192,69.3558338861815,868.5231218434342,868.5546874999987,865.8307632917013 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03:00:52.585937500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s12.csv,0.0,22,52,2,3,68.07456534988317,68.02648229773858,68.41947311675392,882.6970880681816,882.9565183080795,877.750797672673 +832.03125,49.4947393755364,20.52298760909075,0.0,0.0,4.0,36.36363636363637,23.289065954644308,822.265625,144.53125,0.027990614480699262,0.059486635118015566,72.3411870002016,77.1859296482412,65.08474576271186,4.016395270737362,,,,,2.8860307268059717,4.141924535959608,577.3161329041816,2.7408400239252013,17.32813414441599,50.009527579000256,2.8860307268059717,2017-02-10 03:00:53.585937500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s12.csv,0.0,22,53,2,3,68.18978605144899,68.09200617959897,68.44729515036417,881.3831676136361,882.1930239898976,877.4340746997 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03:00:55.585937500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s12.csv,0.0,22,55,2,3,68.51602942638829,68.27313839796179,68.53418670533738,877.6071259469695,880.0593828914128,876.425786582037 +802.8846153846154,27.465103879099807,17.578125,0.0,0.0,2.0,16.666666666666668,18.528970665049094,796.875,85.9375,0.02307799939119888,0.03420803357396863,74.80930701507123,77.57575757575758,69.81818181818181,2.3976905171432734,,,,,3.4623822528092787,4.173781917384623,786.9614856040275,1.6486586255873816,16.411318000807118,56.822256191204005,3.4623822528092787,2017-02-10 03:00:56.585937500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s12.csv,0.0,22,56,2,3,68.71486475701725,68.3882447830752,68.59269364762716,875.3009360431234,878.6976586781261,875.7409069909073 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03:01:01.585937500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s12.csv,0.0,22,1,2,3,70.14802527640994,69.17990581829547,69.02095877551237,859.4812305749804,869.8058180968327,870.935573084011 +745.7932692307692,39.5626039576651,17.766997459629152,0.0,0.0,3.0,25.0,18.42574439854805,742.1875,121.09375,0.02470623584140529,0.053047681696659715,80.66017658690784,87.27272727272727,74.20289855072464,4.102739975882227,,,,,5.404094505074669,4.362018361543319,1905.8713588902813,1.1512560221535315,16.315024182069145,88.16793253248021,5.404094505074669,2017-02-10 03:01:02.585937500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s12.csv,0.0,22,2,2,3,70.53189183619614,69.39229816984826,69.12786524043304,855.4022041326728,867.5004628617899,869.7891442032071 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03:01:04.585937500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s12.csv,0.0,22,4,2,3,71.34148446605494,69.81490663498313,69.34115115850098,846.7395560168995,862.9481792079438,867.5190706440711 +744.4196428571429,38.233827012053574,20.25962479692016,0.0,0.0,5.0,38.46153846153846,20.268536002451985,738.28125,121.09375,0.0272272987379265,0.0513605832125937,80.795603128132,87.27272727272727,74.20289855072464,3.9622214326634815,,,,,5.558888964731868,4.383734509881181,2038.6808994195906,1.2729656758128869,16.493516677019773,91.68562784550623,5.558888964731868,2017-02-10 03:01:05.585937500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s12.csv,0.0,22,5,2,3,71.75285839692789,70.02152330331884,69.44377855803825,842.3040175969861,860.7304099979871,866.4306496337751 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03:01:07.585937500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s12.csv,0.0,22,7,2,3,72.64044805086459,70.45956164703485,69.64900375866056,832.6966978334165,856.0273656465052,864.2787685756441 +739.6763392857142,33.449037834932724,17.710531284004055,0.0,0.0,3.0,23.07692307692308,17.83499549489387,738.28125,113.28125,0.02411189130656342,0.04522118129022968,81.26946259116639,87.27272727272727,74.92682926829268,3.512374059337576,,,,,5.728243133213304,4.400885451365909,2175.078274045968,1.2580400255962119,16.57188888860114,94.92780873050337,5.728243133213304,2017-02-10 03:01:08.585937500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s12.csv,0.0,22,8,2,3,73.09248476928013,70.68059652544771,69.75321299688896,827.7834470217281,853.6476815285399,863.1812069312075 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03:10:55.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,55,2,3,74.38681326236954,73.6332843015165,80.45397382593403,809.2861457119268,816.5633953719879,757.6584767991023 +851.8880208333335,15.397701611050124,12.270704931229401,0.0,0.0,0.0,0.0,12.352647110032732,847.65625,46.875,0.014500317891486644,0.0180747953187413,70.45264776216985,72.11267605633803,68.26666666666667,1.2053182040210813,,,,,4.991166324565863,3.9660829749203694,1072.369741264692,1.4781019103730135,10.761689932008073,53.71338438405817,4.991166324565863,2017-02-10 03:10:56.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,56,2,3,74.26091516713339,73.59813732575962,80.26354478218035,810.707586684149,816.9757217608768,759.4209814912945 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03:10:58.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,58,2,3,73.86245064580253,73.52511438039836,79.8877257986042,815.0108355186477,817.8373655424424,762.9384193837324 +852.5390625,15.812528774003644,13.771817776750936,0.0,0.0,1.0,9.090909090909092,13.885805963080365,847.65625,54.6875,0.016287589125079372,0.01854757097890004,70.40010712743455,72.79620853080569,68.26666666666667,1.2448393466037435,,,,,4.982384560293243,3.971233087472254,1075.9012481678728,1.5621850275835547,10.835224893585622,53.985257217105996,4.982384560293243,2017-02-10 03:10:59.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,59,2,3,73.60469486853643,73.49683373127316,79.70871511160533,817.727682473776,818.1737370702201,764.6270220488975 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03:11:01.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,1,2,3,73.04149688066862,73.44552061471238,79.33722370787251,823.6596736596733,818.7868013063312,768.0963116509996 +854.1666666666665,18.572590296508714,16.10196597834465,0.0,0.0,3.0,27.272727272727273,16.105881350068987,851.5625,58.59375,0.01885566597081248,0.021743520347132155,70.27425541593108,72.79620853080569,67.96460176991151,1.4583686374526126,,,,,4.929246322199912,3.997013518133041,1090.6302536658218,1.0310189975355817,11.221644525803754,55.31425000785293,4.929246322199912,2017-02-10 03:11:02.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,2,2,3,72.74192233053226,73.41847998862292,79.13625427001274,826.8314151126649,819.1123221396646,769.9431291716453 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03:11:04.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,4,2,3,72.14709727005759,73.356250441713,78.69679878162319,833.153272508741,819.8585539894121,773.8958478704576 +852.8645833333335,20.892435106922548,19.5860543084342,0.0,0.0,4.0,36.36363636363637,19.63749511746945,849.609375,74.21875,0.02302533778659013,0.024496778873460325,70.38915596175366,72.79620853080569,66.78260869565217,1.6213402242315245,,,,,4.902503704703305,4.00878924100608,1096.5325204095666,1.001448540214462,11.405797686857625,55.916965414915886,4.902503704703305,2017-02-10 03:11:05.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,5,2,3,71.85762797920646,73.30873995498787,78.45753042067636,836.2215150301084,820.406096724455,775.9926712563434 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03:11:07.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,7,2,3,71.39752189714326,73.21097946961912,77.97481866333239,841.1285329254076,821.5237182522327,780.1709217724847 +839.5182291666665,33.414822009996605,20.424437279188076,0.0,0.0,5.0,45.45454545454545,21.200016415624003,839.84375,113.28125,0.025252598072429987,0.03980237813676215,71.57341596739342,76.41791044776119,66.78260869565217,2.7277886100565683,,,,,4.86605696339488,4.010842211831915,1086.8932429201848,1.0231047361599646,11.47552385992967,55.840552787214854,4.86605696339488,2017-02-10 03:11:08.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,8,2,3,71.24426798757268,73.16929428498115,77.73338305326098,842.8103905642965,822.0011488077882,782.2318636886656 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03:11:11.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,11,2,3,71.11886403495154,73.106306834974,77.01332763032393,844.362039869852,822.7644534285148,788.22933059491 +807.3918269230769,41.74952948404836,15.66225484859298,0.0,0.0,4.0,33.333333333333336,19.757800658194686,796.875,144.53125,0.024471142757898003,0.05170913067469778,74.49037291016614,79.58549222797927,66.78260869565217,3.5676075419725968,,,,,4.996863902427315,4.030051497250817,1156.3040052587598,1.1210851445201682,11.577558839595733,57.85148584380418,4.996863902427315,2017-02-10 03:11:12.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,12,2,3,71.16497209802827,73.11163603729466,76.78227835297022,843.9013026903649,822.7227199883438,790.1034440412891 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03:11:16.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,16,2,3,71.89208284763434,73.40530887232647,75.95944658681961,836.2615791326726,819.6799348654804,796.5006429936352 +760.2163461538463,29.77212024916279,19.947283463350953,0.0,0.0,4.0,33.333333333333336,19.949939382870518,765.625,89.84375,0.0262424499075862,0.03916269414593429,79.03939450744718,84.86187845303867,75.29411764705883,3.0444375260333665,,,,,5.386864268142184,4.108565061564488,1416.7283351097985,1.1557707025080584,12.205470433891218,65.7492125561945,5.386864268142184,2017-02-10 03:11:17.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,17,2,3,72.1489632928467,73.5174014614658,75.77105490180584,833.5530788655785,818.5155718847111,797.9382372621118 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03:11:22.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,22,2,3,73.29523554284374,73.9750500468227,74.811946697186,821.4507606109165,813.8113785086427,805.4993413880137 +791.015625,47.39004449746371,16.769487149314767,0.0,0.0,4.0,36.36363636363637,19.3170067740897,812.5,144.53125,0.024420512267491173,0.05991037724123807,76.11168187589249,84.86187845303867,70.45871559633028,4.5349163683272335,,,,,5.1478676692404415,4.128703712432074,1354.5433792128315,1.0498221244986778,12.778449990990907,65.7817695716279,5.1478676692404415,2017-02-10 03:11:23.867187500,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s13.csv,0.0,22,23,2,3,73.48308769611344,74.03536125984446,74.61781825401306,819.4325314442499,813.1983142725317,807.0851557179686 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03:42:47.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,47,2,3,73.85344738000295,76.14569644457589,79.53937673759553,812.8756009615382,789.8334954975561,771.6816718251794 +807.9427083333335,12.556836928376244,16.686562676805018,0.0,0.0,2.0,18.181818181818183,16.78076328225946,808.59375,42.96875,0.020769744078606392,0.015541741758248115,74.2791837343755,76.41791044776119,72.45283018867924,1.1084933470828586,,,,,3.373721511679124,4.11096057591627,704.1158707864528,0.9028677115420144,15.465561113429072,52.17649621856381,3.373721511679124,2017-02-10 03:42:48.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,48,2,3,73.8163478118079,76.11337812668758,79.23249826477398,813.2553752670937,790.1752923725561,773.7154304260968 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03:42:54.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,54,2,3,73.79462895871532,75.85691730871493,78.0003711994716,813.4031116452988,792.862508585163,782.0749694928238 +808.59375,9.712211882938453,11.594337867410871,0.0,0.0,1.0,9.090909090909092,11.599774837401332,808.59375,27.34375,0.014345615257848991,0.012011237884213741,74.21272637448378,75.66502463054188,73.14285714285714,0.8546377569270348,,,,,3.3963318893493493,4.104373500035783,705.8329596083777,1.029619417181158,15.297543514940493,51.95553486850172,3.3963318893493493,2017-02-10 03:42:55.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,55,2,3,73.79204006417571,75.81284312262503,77.94900651383125,813.4248130341878,793.3236630990519,782.1432605767399 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03:42:57.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,57,2,3,73.83777171616235,75.73135728214282,77.84685277927525,812.9148303952988,794.1700172657186,782.2442988613719 +807.3918269230769,14.821856746030159,16.249979133266518,0.0,0.0,3.0,25.0,16.572815184059706,804.6875,58.59375,0.020526359855806,0.01835769975838793,74.33633377495978,76.8,71.44186046511628,1.3029223146825977,,,,,3.3760696445399523,4.104521325819263,699.6450381653908,1.1977031913123406,15.345992197551405,51.80913842350025,3.3760696445399523,2017-02-10 03:42:58.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,58,2,3,73.87158369812333,75.67996995745865,77.79817264618735,812.5342214209398,794.7058746375135,782.3265896174909 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03:43:03.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,3,2,3,73.98723623713377,75.26435008613184,77.47143484145393,811.2396501068371,798.921786763582,782.9041480693026 +819.6614583333335,21.05776953780236,23.04684764146016,0.0,0.0,4.0,36.36363636363637,23.049583334702806,812.5,70.3125,0.02812085782534035,0.02569081335191773,73.24539617611025,76.8,70.45871559633028,1.8074665349130041,,,,,1.7984367806737251,3.8457815708025858,201.945206673464,1.1631508098056809,15.609292041297858,28.07232492734772,1.7984367806737251,2017-02-10 03:43:04.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,4,2,3,73.99317308244771,75.12358463769618,77.32393373004852,811.1745459401703,800.3060253548518,783.7567689471991 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03:43:06.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,6,2,3,74.00495615058722,74.80717210596715,77.0998138065923,811.0443376068371,803.4178495115979,785.5289489566838 +828.7259615384613,14.775589967721453,20.01092824128084,0.0,0.0,3.0,25.0,20.14024518002347,828.125,42.96875,0.02430265988365413,0.017829283325807466,72.42158620091953,74.20289855072464,70.45871559633028,1.243328328895806,,,,,1.5881281533569382,3.7539320993983103,150.7628597493923,1.2459370034249682,14.943877058447855,23.73279187682591,1.5881281533569382,2017-02-10 03:43:07.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,7,2,3,73.97164767039827,74.64916058611759,76.89999355868991,811.414930555555,804.9810649420009,787.0563928669403 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03:43:12.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,12,2,3,73.76778790123844,73.96627603691523,75.87834688104236,813.7019230769224,811.7254273504259,794.8839281847099 +824.21875,15.713527620623285,20.590467349892364,0.0,0.0,2.0,18.181818181818183,20.60271264823905,824.21875,46.875,0.024996656104024625,0.01906475389042446,72.82053966504691,74.92682926829268,70.78341013824884,1.3331741963366026,,,,,1.4024984571070236,3.702173316115084,117.88003233239212,2.0149030205422647,14.98219587417751,21.01250659760918,1.4024984571070236,2017-02-10 03:43:13.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,13,2,3,73.72788444548043,73.87627415237834,75.79921183273406,814.1468015491447,812.6418936965798,795.2845692103509 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03:43:17.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,17,2,3,73.52267349693169,73.68806043846747,75.68327910255688,816.4312900641021,814.6534455128191,794.5910523163599 +823.5677083333335,14.882326269099336,20.063134789524906,0.0,0.0,3.0,27.272727272727273,20.09139937473812,824.21875,50.78125,0.024395564774385568,0.01807055584927793,72.8757030079282,75.29411764705883,70.78341013824884,1.2688351203235355,,,,,1.4284119238548525,3.647413563468648,113.75931859827715,2.0149030205422647,13.938628942406087,19.910103783521198,1.4284119238548525,2017-02-10 03:43:18.285156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s15.csv,0.0,22,18,2,3,73.4758908060501,73.64611930892916,75.65843329640973,816.9521233974355,815.1037493322636,794.8474829005808 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07:13:27.410156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s17.csv,0.0,22,27,2,7,77.8695373023859,82.73904589093337,77.5735134321628,773.6881987370268,730.1648411267541,781.1568021528967 +819.6614583333335,20.72578180640582,22.31289498921166,0.0,0.0,5.0,45.45454545454545,22.315720658188887,820.3125,66.40625,0.027225533702127186,0.025285783045781843,73.24368602933512,76.03960396039605,70.13698630136986,1.7658089842240217,,,,,6.1628153481587375,4.266915288182731,2080.301955517224,0.9624801143435298,13.693298486850724,84.3892700816825,6.1628153481587375,2017-02-10 07:13:28.410156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s17.csv,0.0,22,28,2,7,77.66148729645079,82.52827617038214,77.59592824854825,775.7698627327533,732.1629190037384,780.8987315823261 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07:13:30.410156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s17.csv,0.0,22,30,2,7,77.33166518620214,82.05437131571816,77.6483631185251,779.165295425061,736.5771842090192,780.2927866404438 +819.9869791666665,21.425107645708767,22.986580018014568,0.0,0.0,5.0,45.45454545454545,22.989322883010672,818.359375,66.40625,0.0280362048021472,0.026128594953401085,73.21747409028707,76.03960396039605,70.13698630136986,1.822561990365215,,,,,5.825382683927798,4.272511273212399,1924.165073979917,1.169229855882063,14.17533773597877,82.576766985999,5.825382683927798,2017-02-10 07:13:31.410156250,/home/aura-alexis/github/seizure_detection_pipeline/output/feats-v0_6/PAT_22//feats_EEG_311_s17.csv,0.0,22,31,2,7,77.20052714751178,81.7876518240673,77.67372594215084,780.5487589667277,739.027116004654,779.9995246284318 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pandas==1.1.5 +seaborn==0.11.2 psycopg2-binary==2.8.6 py-ecg-detectors==1.0.2 pyEDFlib==0.1.22 diff --git a/src/usecase/constants.py b/src/usecase/constants.py new file mode 100644 index 0000000..8e8ae8d --- /dev/null +++ b/src/usecase/constants.py @@ -0,0 +1,25 @@ +from enum import Enum + +class SeasonalFeature(Enum): + month = "month" + dayOfWeek = "dayOfWeek" + hour = "hour" + minute = "minute" + second = "second" + +class TempFeaturesOperation(Enum): + mean = 1 + std = 2 + sum = 3 + + +class TempFeaturesPeriod(Enum): + """ + This class define lags for contextuals operations on features. + p30 = period 30 seconds + p60 = period 60 seconds + p120 = period 120 seconds + """ + p30 = 30 + p60 = 60 + p120 = 120 \ No newline at end of file diff --git a/src/usecase/data_processing/data_cleaning.py b/src/usecase/data_processing/data_cleaning.py new file mode 100644 index 0000000..49a3cdc --- /dev/null +++ b/src/usecase/data_processing/data_cleaning.py @@ -0,0 +1,116 @@ +from typing import Tuple +import numpy as np +import pandas as pd +from sklearn.impute import SimpleImputer +from sklearn.neighbors import LocalOutlierFactor +from scipy.stats import zscore +from sklearn.decomposition import PCA + + +def replace_infinite_values_by_nan(dataframe: pd.DataFrame) -> pd.DataFrame: + + """ + This is a simple function that replace infinite values by nan. + parameters + ---------- + dataframe : pd.Dataframe + Dataframe that will be used to draft infinite values + + returns + ------- + dataframe: pd.Dataframe + Dataframe without infinite values + """ + + dataframe.replace([np.inf, -np.inf], np.nan, inplace=True, regex=True) + + return dataframe + + +def impute_nan_values_by_median(dataframe: pd.DataFrame) -> Tuple[np.ndarray, pd.DataFrame]: + + """ + This function will replace nan values by median. + Because of many nan values can follow one another in an entire window, + we choose to impute nan values by global median in order to avoid extrems values. + parameters + ---------- + dataframe: pd.Dataframe + Dataframe that will be imputed by median + + returns + ------- + X_imputed: np.ndarray + X matrix imputted + y : pd.Dataframe + y vector + """ + + if dataframe.isin([np.inf, -np.inf]).values.any(): + dataframe = replace_infinite_values_by_nan(dataframe) + + X = dataframe.drop(['label'], axis=1) + y = dataframe['label'] + + imputer = SimpleImputer(missing_values=np.nan, strategy='median') + X_imputed = imputer.fit_transform(X) + + return X_imputed, y + + +def outlier_detection(X: np.ndarray) -> pd.DataFrame: + + """ + This function detect outlier based on local density of points. + parameters + ---------- + X: np.ndarray + X imputted will be use to detect outlier + + returns + ------- + outlier_score: pd.Dataframe + every point of data has outlier score which is saved + """ + + LOF = LocalOutlierFactor() + y_pred = LOF.fit_predict(X) + X_score = LOF.negative_outlier_factor_ + + outlier_score = pd.DataFrame() + outlier_score['score'] = X_score + + return outlier_score + + +def remove_outlier( + X_imputed_df: pd.DataFrame, + outlier_score: pd.DataFrame, + y: pd.DataFrame, + threshold: float) -> Tuple[pd.DataFrame, pd.DataFrame]: + + """ + This function will remove outlier on the dataset + parameters + ---------- + X_imputed_df: pd.DataFrame + outlier_score: pd.DataFrame + y: pd.DataFrame + threshold: float + threshold: float + threshold is the limit for removing outliers + + returns + ------- + X_result_outlier: pd.DataFrame + Dataset without outlier points (cleaned data) + y_result_outlier: pd.DataFrame + y vector cleaned + """ + + filt = outlier_score["score"] < threshold + outlier_index = outlier_score[filt].index.tolist() + X_result_outlier = pd.DataFrame(X_imputed_df).drop(outlier_index) + y_result_outlier = y.drop(outlier_index).values + + return X_result_outlier, y_result_outlier \ No newline at end of file diff --git a/src/usecase/data_processing/data_loading.py b/src/usecase/data_processing/data_loading.py new file mode 100644 index 0000000..63995dd --- /dev/null +++ b/src/usecase/data_processing/data_loading.py @@ -0,0 +1,32 @@ + + +from typing import Tuple + +import pandas as pd + + +def get_dataset(dataset_path: str, col_to_drop: list) -> Tuple[pd.DataFrame, pd.DataFrame]: + + """ + This function will get the dataset by using path. It will also do some + preparation about dataset before feature engineering. + + parameters + ---------------- + dataset_path : str + Path of dataset to load + col_to_drop : list + List of columns that we need to remove + + returns + ------- + Tuple of dataframes : + Dataframe origine and dataframe clean + """ + + dataframe_origine: pd.DataFrame = pd.read_csv(dataset_path, index_col=False) + + sorted_dataframe = dataframe_origine.sort_values(by='timestamp', inplace=False).reset_index(drop=True, inplace=False) + dataframe_without_cols = sorted_dataframe.drop(col_to_drop, axis=1, inplace=False) + + return dataframe_origine, dataframe_without_cols \ No newline at end of file diff --git a/src/usecase/data_processing/prepare_features.py b/src/usecase/data_processing/prepare_features.py new file mode 100644 index 0000000..086bc81 --- /dev/null +++ b/src/usecase/data_processing/prepare_features.py @@ -0,0 +1,89 @@ +""" +Prepare Features process. + +This script prepare data before training model. Data are loaded, cleaned before giving them to machine +learning model. Some transformation can be done by using time series aspects. +""" +import pandas as pd + +from src.usecase.data_processing.time_series_processing import (compute_contextuals_features, + compute_time_features) +from src.usecase.data_processing.data_cleaning import replace_infinite_values_by_nan +from src.usecase.data_processing.data_loading import get_dataset + + +def prepare_features_with_io(dataset_path: str, + col_to_drop: list, features_path: str) -> None: + """ + This function prepare features by making artefact. It is used on airflow pipeline + parameteres + ----------- + dataset_path: str + col_to_drop: list + features_path: str + return + ------ + None + """ + + data = prepare_features( + dataset_path=dataset_path, + col_to_drop=col_to_drop) + + data.to_csv(features_path, index=False) + + +def prepare_features( + dataset_path: str, + col_to_drop: list) -> pd.DataFrame: + + """ + This function prepare feature before training model + parameters + ---------- + dataset_path: str + col_to_drop: list + + return + ------ + dataframe: pd.DataFrame + """ + + _, dataframe = get_dataset(dataset_path, col_to_drop) + + + dataframe = replace_infinite_values_by_nan(dataframe=dataframe) + + dataframe['patient_id'] = dataframe.filename.apply(extract_patient_id) + + dataframe = dataframe[dataframe.patient_id==22] + + list_time = ["dayOfTheWeek", "month", "hour"] + dataframe = compute_time_features(dataframe=dataframe, list_time=list_time) + + list_feat = ["mean_hr", "mean_nni"] + dataframe = compute_contextuals_features( + dataframe=dataframe, + operation="mean", + list_feat=list_feat + ) + + return dataframe + + +def extract_patient_id(path): + if path == 'output/feats-v0_6/feats_EEG_297_s1.csv': + return 12 + return int(path.split('PAT_')[1].split('//')[0]) + + +def extract_session_id(path): + return int(path.split('_s')[0].split('_')[-1]) + + +def extract_segment_id(path): + return int(path.split('_s')[1].split('.csv')[0]) + + +def convert_timestamp(timestamp): + return pd.to_datetime(timestamp) \ No newline at end of file diff --git a/src/usecase/data_processing/time_series_processing.py b/src/usecase/data_processing/time_series_processing.py new file mode 100644 index 0000000..4c63d9e --- /dev/null +++ b/src/usecase/data_processing/time_series_processing.py @@ -0,0 +1,155 @@ +import pandas as pd +import numpy as np + +from src.usecase.constants import SeasonalFeature, TempFeaturesOperation, TempFeaturesPeriod + + +def compute_time_features(dataframe: pd.DataFrame, list_time: list) -> pd.DataFrame: + """ + This function compute seasoner information from timestamp. These informations + are used to let know the model weither of seasonality informations is in time series. + parameters + ---------- + dataframe: pd.DataFrame + dataframe constructed from dataset + list_time: list + list of time used to compute seasonal information + + return + ------ + dataframe: pd.DataFrame + new dataframe with seasonal informations + """ + dataframe.timestamp = dataframe.timestamp.apply(convert_timestamp) + dataframe = dataframe.sort_values(by='timestamp').reset_index(drop=True) + + for time in list_time: + if time == SeasonalFeature.dayOfWeek.name: + dataframe[SeasonalFeature.dayOfWeek.name] = dataframe.timestamp.dt.dayofweek + elif time == SeasonalFeature.month.name: + dataframe[SeasonalFeature.month.name] = dataframe.timestamp.dt.month + elif time == SeasonalFeature.hour.name: + dataframe[SeasonalFeature.hour.name] = dataframe.timestamp.dt.hour + elif time == SeasonalFeature.minute.name: + dataframe[SeasonalFeature.minute.name] = dataframe.timestamp.dt.minute + else: + dataframe[SeasonalFeature.second.name] = dataframe.timestamp.dt.second + + return dataframe + + +def compute_contextuals_features( + dataframe: pd.DataFrame, + operation: str, + list_feat: list) -> pd.DataFrame: + """ + This function will create contextuals features from time domaine features. + new features will be generated by doing operations like : rolling, diff, etc. + parameters + ---------- + dataframe: pd.DataFrame + dataframe constructed from dataset + operation: str + type of operation to use on feature + list_feat: list + list of features that we want to use to compute contextuals time domaine features + + return + ------ + dataframe: pd.DataFrame + new dataframe with contextuals time domaine features + """ + + dataframe = perform_op_on_features( + dataframe=dataframe, + list_feat=list_feat, + operation=operation) + + return dataframe + + +def perform_op_on_features(dataframe: pd.DataFrame, list_feat: list, operation: str) -> pd. DataFrame: + """ + This functioncompute operation on features by iterating over list of features. + parameters + ---------- + dataframe: pd.DataFrame + dataframe from dataset + list_feat: str + list of features that we want to use + operation: str + operation performed on features : mean, std, etc. + list_period: list + list of periods which is used to compute new features + + return + ------ + dataframe: pd.Dataframe + """ + + [ + create_rolling_variables_given_feature( + dataframe=dataframe, + feature=feature, + operation=operation + ) for feature in list_feat + ] + + return dataframe + + +def create_rolling_variables_given_feature(dataframe: pd.DataFrame, feature: str, operation: str) -> None: + + if operation == TempFeaturesOperation.mean.name: + dataframe[feature+'_%s' % (TempFeaturesPeriod.p30.name)] = dataframe[feature].rolling( + window=TempFeaturesPeriod.p30.value, min_periods=10).mean() + dataframe[feature+'_%s' % (TempFeaturesPeriod.p60.name)] = dataframe[feature].rolling( + window=TempFeaturesPeriod.p60.value, min_periods=10).mean() + dataframe[feature+'_%s' % (TempFeaturesPeriod.p120.name)] = dataframe[feature].rolling( + window=TempFeaturesPeriod.p120.value, min_periods=10).mean() + elif operation == TempFeaturesOperation.std.name: + dataframe[feature+'_%s' % (TempFeaturesPeriod.p30.name)] = dataframe[feature].rolling( + window=TempFeaturesPeriod.p30.value, min_periods=10).std() + dataframe[feature+'_%s' % (TempFeaturesPeriod.p60.name)] = dataframe[feature].rolling( + window=TempFeaturesPeriod.p60.value, min_periods=10).std() + dataframe[feature+'_%s' % (TempFeaturesPeriod.p120.name)] = dataframe[feature].rolling( + window=TempFeaturesPeriod.p120.value, min_periods=10).std() + elif operation == TempFeaturesOperation.sum.name: + dataframe[feature+'_%s' % (TempFeaturesPeriod.p30.name)] = dataframe[feature].rolling( + window=TempFeaturesPeriod.p30.value, min_periods=10).sum() + dataframe[feature+'_%s' % (TempFeaturesPeriod.p60.name)] = dataframe[feature].rolling( + window=TempFeaturesPeriod.p60.value, min_periods=10).sum() + dataframe[feature+'_%s' % (TempFeaturesPeriod.p120.name)] = dataframe[feature].rolling( + window=TempFeaturesPeriod.p120.value, min_periods=10).sum() + else: + pass + + +def diff_operation_from_features(dataframe: pd.DataFrame, list_feat: list) -> pd.DataFrame: + """ + This function will compute difference from chosen features. It aims + to know the variability of features. + parameters + ---------- + dataframe: pd.DataFrame + dataframe constructed from dataset + list_feat: list + list of features that we want to use to compute difference operation. + + return + ------ + dataframe: pd.DataFrame + new dataframe with variability informations. + """ + + [compute_diff_for_feature(dataframe=dataframe, feature=feat) for feat in list_feat] + + return dataframe + + +def compute_diff_for_feature(dataframe: pd.DataFrame, feature: str) -> None: + dataframe[feature+'_diff'] = dataframe[feature].diff().shift(-1) + + +def convert_timestamp(timestamp): + return pd.to_datetime(timestamp) diff --git a/src/usecase/interpretability/interpretability_xgboost.py b/src/usecase/interpretability/interpretability_xgboost.py new file mode 100644 index 0000000..e69de29 diff --git a/src/usecase/train_model.py b/src/usecase/train_model.py index 871054c..0bb7705 100644 --- a/src/usecase/train_model.py +++ b/src/usecase/train_model.py @@ -16,9 +16,10 @@ import pandas as pd import numpy as np -import matplotlib.pyplot as plt +import seaborn as sns import argparse import mlflow +import matplotlib.pyplot as plt import os import sys @@ -26,20 +27,26 @@ from sklearn.metrics import accuracy_score, f1_score, recall_score,\ roc_auc_score, precision_score, confusion_matrix, ConfusionMatrixDisplay from sklearn.ensemble import RandomForestClassifier -from imblearn.over_sampling import RandomOverSampler +# from imblearn.over_sampling import RandomOverSampler from typing import List +import xgboost as xgb +from src.usecase.data_processing.prepare_features import extract_patient_id sys.path.append('.') from src.usecase.utilities import convert_args_to_dict -TRACKING_URI = 'http://localhost:5000' +TRACKING_URI = 'http://mlflow:5000' MODEL_PARAM = { - 'model': RandomForestClassifier(), + 'model': xgb.XGBClassifier(), 'grid_parameters': { - 'min_samples_leaf': np.arange(1, 3, 2), - 'max_depth': np.arange(5, 16, 3), - 'max_features': ['auto'], - 'n_estimators': np.arange(15, 20, 2)}} + 'nthread':[4], + 'learning_rate': [0.1, 0.01, 0.05], + 'max_depth': np.arange(3, 5, 2), + 'scale_pos_weight':[1], + 'n_estimators': np.arange(15, 25, 2), + 'missing':[-999]} + } + MLRUNS_DIR = f'{os.getcwd()}/mlruns' @@ -98,8 +105,8 @@ def compute_metrics(prefix: str, print('cannot compute ROC_AUC_score') try: - titles_options = [(f'{prefix} - Confusion Matrix', None), - (f'{prefix} - Normalized Confusion Matrix', 'true')] + titles_options = [(f'{prefix}-Confusion Matrix', None), + (f'{prefix}-Normalized Confusion Matrix', 'true')] for title, normalize in titles_options: if normalize is None: @@ -113,12 +120,12 @@ def compute_metrics(prefix: str, disp.ax_.set_title(title) temp_name = f'{mlruns_dir}/{title}.png' plt.savefig(temp_name) - mlflow.log_artifact(temp_name, "confusion-matrix-plots") + mlflow.log_artifact(temp_name) if total_seconds is not None: titles_options = [ - (f'{prefix} - Confusion Matrix Minutes', None, 'minutes'), - (f'{prefix} - Confusion Matrix Seconds', None, 'seconds')] + (f'{prefix}-Confusion Matrix Minutes', None, 'minutes'), + (f'{prefix}-Confusion Matrix Seconds', None, 'seconds')] for title, normalize, time_unit in titles_options: @@ -135,7 +142,7 @@ def compute_metrics(prefix: str, disp.ax_.set_title(title) temp_name = f'{mlruns_dir}/{title}.png' plt.savefig(temp_name) - mlflow.log_artifact(temp_name, "confusion-matrix-plots") + mlflow.log_artifact(temp_name) except ValueError: print('cannot generate confusion matrices') @@ -160,7 +167,7 @@ def clean_ml_dataset(df_ml: pd.DataFrame, """ print(f'Lines before Nan removal : {df_ml.shape[0]}') df_ml.replace([np.inf, -np.inf], np.nan, inplace=True) - df_ml = df_ml.dropna() + df_ml = df_ml.fillna(-999) print(f'Lines after Nan removal : {df_ml.shape[0]}') df_ml['label'] = df_ml['label'].apply( @@ -169,7 +176,97 @@ def clean_ml_dataset(df_ml: pd.DataFrame, return df_ml -def train_model(ml_dataset_path: str, +def plot_feature_importance(importance: np.array, feat_names: list, model_type: str, mlruns_dir: str) -> None: + + """ + Plot features importances of model for feature selection + + parameters + ---------- + importance : np.array + Array importance of all features used for training + feat_names : list + List of features names used in the train set + model_type : str + Name of model used + mtruns_dir: str + Directory to store ML runs + + returns + ------- + None + """ + + #Create arrays from feature importance and feature names + feature_importance = np.array(importance) + feature_names = np.array(feat_names) + + #Create a DataFrame using a Dictionary + data={'feature_names':feature_names,'feature_importance':feature_importance} + fi_df = pd.DataFrame(data) + + #Sort the DataFrame in order decreasing feature importance + fi_df.sort_values(by=['feature_importance'], ascending=False,inplace=True) + + #Define size of bar plot + plt.figure(figsize=(10,8)) + sns.barplot(x=fi_df['feature_importance'], y=fi_df['feature_names']) + #Add chart labels + plt.title(model_type + 'FEATURE IMPORTANCE') + plt.xlabel('FEATURE IMPORTANCE') + plt.ylabel('FEATURE NAMES') + temp_name = f'{mlruns_dir}/{"Feature importances"}.png' + plt.savefig(temp_name) + mlflow.log_artifact(temp_name, "Feature importances") + + +def train_pipeline_with_io(ml_dataset_cleaned_path: str, + ml_dataset_path_cleaned_test: str = None, + tracking_uri: str = TRACKING_URI, + model_param: dict = MODEL_PARAM, + mlruns_dir: str = MLRUNS_DIR) -> None: + """ + This function is used in airflow for training orchestration. + parameters + ---------- + ml_dataset_cleaned_path : str + The path to ML cleaned dataset for train + ml_dataset_path_cleaned_test : str + The path to ML cleaned dataset for validation. If none is inputed, + ml_dataset_path will be used for train and test after a + train_test_split + tracking_uri : str + URI for MLFlow tracking + model_param: dict + Parameters for the grisearch: model and hyper-parameters + mlruns_dir: str + Directory to store ML runs + """ + + df_ml = pd.read_csv(ml_dataset_cleaned_path) + df_ml_test = pd.read_csv(ml_dataset_path_cleaned_test) + + df_ml = clean_ml_dataset(df_ml) + df_ml_test = clean_ml_dataset(df_ml_test) + + df_ml['patient_id'] = df_ml['filename'].apply(extract_patient_id) + df_ml_test['patient_id'] = df_ml_test['filename'].apply(extract_patient_id) + + df_ml = df_ml[(df_ml['patient_id'] == 22) | (df_ml['patient_id'] == 45)\ + | (df_ml['patient_id'] == 39) | (df_ml['patient_id'] == 34)] + df_ml_test = df_ml_test[(df_ml_test['patient_id'] == 22) | (df_ml_test['patient_id'] == 45) \ + | (df_ml_test['patient_id'] == 39) | (df_ml_test['patient_id'] == 34)] + + train_model( + df_ml=df_ml, + df_ml_test=df_ml_test, + tracking_uri=tracking_uri, + model_param=model_param, + mlruns_dir=mlruns_dir) + + + +def train_pipeline(ml_dataset_path: str, ml_dataset_path_test: str = None, tracking_uri: str = TRACKING_URI, model_param: dict = MODEL_PARAM, @@ -192,30 +289,56 @@ def train_model(ml_dataset_path: str, mlruns_dir: str Directory to store ML runs """ - mlflow.set_tracking_uri(tracking_uri) + df_ml = pd.read_csv(ml_dataset_path) + df_ml_test = pd.read_csv(ml_dataset_path_test) + + df_ml = clean_ml_dataset(df_ml, target_treshold=0.5) + df_ml = df_ml.dropna() + + df_ml_test = clean_ml_dataset(df_ml_test, target_treshold=0.5) + df_ml_test = df_ml_test.dropna() + + train_model( + df_ml=df_ml, + df_ml_test=df_ml_test, + tracking_uri=TRACKING_URI, + model_param=MODEL_PARAM, + mlruns_dir=MLRUNS_DIR) + +def train_model( + df_ml: pd.DataFrame, + df_ml_test: pd.DataFrame, + tracking_uri: str = TRACKING_URI, + model_param: dict = MODEL_PARAM, + mlruns_dir: str = MLRUNS_DIR) -> None: + + mlflow.xgboost.autolog() + + + mlflow.set_tracking_uri(tracking_uri) with mlflow.start_run(): - df_ml = pd.read_csv(ml_dataset_path) - df_ml = clean_ml_dataset(df_ml, target_treshold=0.5) + print(mlflow.get_artifact_uri()) + + feature_names = [] # Making train and test variables - if ml_dataset_path_test is not None: + if df_ml_test is not None: y_train = df_ml['label'] X_train = df_ml.\ drop('label', 1).\ drop('timestamp', 1).\ drop('filename', 1).\ - drop('set', 1) + drop('patient_id', 1) - df_ml_test = pd.read_csv(ml_dataset_path_test) - df_ml_test = clean_ml_dataset(df_ml_test, target_treshold=0.5) + feature_names = X_train.columns y_test = df_ml_test['label'] X_test = df_ml_test.\ drop('label', 1).\ drop('timestamp', 1).\ drop('filename', 1).\ - drop('set', 1) + drop('patient_id', 1) else: y = df_ml['label'] @@ -227,21 +350,23 @@ def train_model(ml_dataset_path: str, # Convertion of pandas DataFrames to numpy arrays # before using scikit-learn + feature_names = X_train.columns + X_train = X_train.values X_test = X_test.values y_train = y_train.values y_test = y_test.values - ros = RandomOverSampler(random_state=42) - X, y = ros.fit_resample(X_train, y_train) + # ros = RandomOverSampler(random_state=42) + # X, y = ros.fit_resample(X_train, y_train) # Model Training grid_search = GridSearchCV(estimator=model_param['model'], - param_grid=model_param['grid_parameters'], - scoring='f1', - cv=5, - verbose=5, - n_jobs=-1) + param_grid=model_param['grid_parameters'], + scoring='roc_auc', + cv=5, + verbose=5, + n_jobs=-1) grid_search.fit(X_train, y_train) # Preparing data for performance assessement @@ -249,9 +374,10 @@ def train_model(ml_dataset_path: str, y_test_pred = grid_search.predict(X_test) # Model and performance logging - mlflow.sklearn.log_model(grid_search, 'model') + mlflow.sklearn.log_model(grid_search, 'xgboost') mlflow.log_param('best_param', grid_search.best_params_) + mlflow.log_param("Description", "Xgboost model sur les patients {22, 34, 39, 45}") # mlflow.log_param('algorith', 'rfc') compute_metrics('train', @@ -266,6 +392,11 @@ def train_model(ml_dataset_path: str, tracking_uri=tracking_uri, mlruns_dir=mlruns_dir) + # log features importances + # plot_feature_importance(grid_search.best_estimator_.feature_importances_, + # feature_names, "RandomForest ", mlruns_dir) + + def parse_train_model_args(args_to_parse: List[str]) -> argparse.Namespace: """ diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 0000000..c7b0cd2 --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,41 @@ +from pytest import fixture +import numpy as np +import pandas as pd +import datetime +from freezegun import freeze_time + +DATASET_FILE_PATH = "data/test_data/test_data_feat_eng.csv" +DATASET_FILE_PATH_FEAT = "data/test_data/test_data_feat_contextual.csv" + +COL_TO_DROP = ['timestamp', 'set'] + +THRESHOLD = -1.5 + +LIST_TIME = ["dayOfWeek", "month", "hour", "minute"] + +LIST_FEAT = ["mean_hr"] +OPERATION_TYPE = "std" +LIST_PERIOD = [30, 60] + + +@fixture +@freeze_time("2022-06-13") +def dataframe(): + data ={ + "mean_hr": 10*[1.], + "sdsd": 10*[1.3], + "lf": 10*[1.6], + "hf": 10*[1.9], + "set": 10*["train"], + "timestamp": 10*[datetime.date.today()], + "label": 10*[1] + } + + data["mean_hr"][0] = np.nan + data["sdsd"][4] = np.nan + data["lf"][2] = np.inf + data["hf"][6] = np.inf + + dataframe = pd.DataFrame(data) + + return dataframe \ No newline at end of file diff --git a/tests/test_src_usecase/test_data_processing/test_data_cleaning.py b/tests/test_src_usecase/test_data_processing/test_data_cleaning.py new file mode 100644 index 0000000..2d223ff --- /dev/null +++ b/tests/test_src_usecase/test_data_processing/test_data_cleaning.py @@ -0,0 +1,127 @@ +import pandas as pd +import pytest +import sys +from pandas.testing import assert_frame_equal + +import numpy as np + +sys.path.append('.') +from src.usecase.data_processing.data_loading import get_dataset +from src.usecase.data_processing.data_cleaning import ( + impute_nan_values_by_median, + outlier_detection, remove_outlier, + replace_infinite_values_by_nan) +from tests.conftest import (COL_TO_DROP, DATASET_FILE_PATH, THRESHOLD) + + +def test_replace_infinite_values_by_nan_when_data_has_infinite_values_check_no_exist_infinite_values(dataframe): + # Given + expected_response = False + + # When + dataframe = replace_infinite_values_by_nan(dataframe) + actual_response = dataframe.isin([np.inf, -np.inf]).values.any() + + # Then + assert actual_response == expected_response + + +def test_replace_infinite_values_by_nan_when_data_hasnt_infinite_values_check_any_operation_done(dataframe): + # Given + expected_response = False + dataframe_without_nan = dataframe.replace([np.inf, -np.inf], np.nan) + + # When + returned_dataframe = replace_infinite_values_by_nan(dataframe_without_nan) + actual_response = dataframe_without_nan.isin([np.inf, -np.inf]).values.any() + + # Then + assert actual_response == expected_response + assert_frame_equal(dataframe_without_nan, returned_dataframe) + + +def test_impute_values_by_median_when_inf_values_exist_check_imputation_done(dataframe): + # Given + expected_response = False + col_to_drop = COL_TO_DROP + dataframe_wihtout_col = dataframe.drop(col_to_drop, 1) + + # When + X_imputed, y = impute_nan_values_by_median(dataframe_wihtout_col) + actual_response = pd.DataFrame(X_imputed).isna().values.any() + + # Then + assert actual_response == expected_response + assert dataframe.shape[0] == y.shape[0] + + +def test_impute_values_by_median_when_inf_values_not_exist_check_imputation_done(dataframe): + # Given + expected_response = False + col_to_drop = COL_TO_DROP + dataframe_wihtout_col = dataframe.drop(col_to_drop, 1) + dataframe_without_infinite = replace_infinite_values_by_nan( + dataframe_wihtout_col) + + # When + X_imputed, y = impute_nan_values_by_median(dataframe_without_infinite) + actual_response = pd.DataFrame(X_imputed).isna().values.any() + + # Then + assert actual_response == expected_response + assert dataframe_without_infinite.shape[0] == y.shape[0] + + +def test_outlier_detection_when_dataframe_is_imputed_check_score_column_created(dataframe): + # Given + expected_response = False + col_to_drop = COL_TO_DROP + dataframe_wihtout_col = dataframe.drop(col_to_drop, 1) + X_imputed, y = impute_nan_values_by_median(dataframe_wihtout_col) + dataframe_imputed = pd.DataFrame(X_imputed) + + # When + outlier_score = outlier_detection(X_imputed) + actual_response = dataframe_imputed.isna().values.any() + + # Then + assert 'score' in outlier_score + assert actual_response == expected_response + + +def test_outlier_detection_when_dataframe_is_not_imputed_check_raise_exception(): + # Given + dataset_path = DATASET_FILE_PATH + col_to_drop = COL_TO_DROP + _, dataframe = get_dataset(dataset_path, col_to_drop) + + # When + X = dataframe.drop(['label'], axis=1) + y = dataframe['label'] + + # Then + with pytest.raises(Exception) as excep: + outlier_score = outlier_detection(X) + + +def test_remove_outlier_given_imputed_dataframe_without_outlier_check_shape_are_identic(): + # Given + dataset_path = DATASET_FILE_PATH + col_to_drop = COL_TO_DROP + threshold = THRESHOLD + _, dataframe = get_dataset(dataset_path, col_to_drop) + X_imputed, y = impute_nan_values_by_median(dataframe) + dataframe_imputed = pd.DataFrame(X_imputed) + outlier_score = outlier_detection(X_imputed) + + # When + X_result_outlier, y_result_outlier = remove_outlier( + dataframe_imputed, + outlier_score, + y, + threshold + ) + + # Then + assert X_result_outlier.shape[0] == dataframe_imputed.shape[0] + assert y_result_outlier.shape[0] == y.shape[0] \ No newline at end of file diff --git a/tests/test_src_usecase/test_data_processing/test_data_loading.py b/tests/test_src_usecase/test_data_processing/test_data_loading.py new file mode 100644 index 0000000..8aa7aae --- /dev/null +++ b/tests/test_src_usecase/test_data_processing/test_data_loading.py @@ -0,0 +1,42 @@ +import pytest +import sys +from pandas.testing import assert_frame_equal +import pandas as pd + +sys.path.append('.') +from tests.conftest import DATASET_FILE_PATH, DATASET_FILE_PATH_FEAT, COL_TO_DROP +from src.usecase.data_processing.data_loading import get_dataset + + +def test_get_dataset_given_path_col_to_drop_return_dataframe_without_col_to_drop(dataframe): + # Given + dataset_path = DATASET_FILE_PATH + col_to_drop = COL_TO_DROP + expected_reponse = False + expected_dataframe = dataframe.drop(col_to_drop, axis=1) + + # When + df_init, df_cleaned = get_dataset(dataset_path, col_to_drop) + + #Then + assert (df_init.empty == expected_reponse and df_cleaned.empty == expected_reponse) + assert_frame_equal(df_cleaned, expected_dataframe) + assert 'timestamp' not in df_cleaned.columns + assert 'set' not in df_cleaned.columns + + +def test_get_dataset_given_path_col_to_drop_return_df_origin_and_df_without_col_to_drop(dataframe): + # Given + dataset_path = DATASET_FILE_PATH + col_to_drop = COL_TO_DROP + expected_dataframe = dataframe + expected_dataframe['timestamp'] = pd.to_datetime(expected_dataframe['timestamp'], format="%Y-%m-%d") + + # When + df_init, df_cleaned = get_dataset(dataset_path, col_to_drop) + + #Then + assert 'timestamp' in df_init.columns + assert 'set' in df_init.columns + assert 'timestamp' not in df_cleaned.columns + assert 'set' not in df_cleaned.columns diff --git a/tests/test_src_usecase/test_data_processing/test_prepare_features.py b/tests/test_src_usecase/test_data_processing/test_prepare_features.py new file mode 100644 index 0000000..32899d6 --- /dev/null +++ b/tests/test_src_usecase/test_data_processing/test_prepare_features.py @@ -0,0 +1,25 @@ +import sys +import pandas as pd + +sys.path.append('.') +from tests.conftest import DATASET_FILE_PATH_FEAT +from src.usecase.data_processing.prepare_features import prepare_features_with_io + + +def test_prepare_features_with_io_check_output_dataframe_is_created(): + # Given + expected_response = False + dataset_path = DATASET_FILE_PATH_FEAT, + col_to_drop= ['interval_index', 'interval_start_time', 'filename'] + features_path = "data/test_data/ml.csv" + + # When + prepare_features_with_io( + dataset_path=dataset_path, + col_to_drop=col_to_drop, + features_path=features_path) + + actual_response = pd.read_csv(features_path) + + # Then + assert actual_response.empty == expected_response \ No newline at end of file diff --git a/tests/test_src_usecase/test_data_processing/test_time_series_processing.py b/tests/test_src_usecase/test_data_processing/test_time_series_processing.py new file mode 100644 index 0000000..f28ba64 --- /dev/null +++ b/tests/test_src_usecase/test_data_processing/test_time_series_processing.py @@ -0,0 +1,151 @@ +import pytest +import sys +from pandas.testing import assert_frame_equal +from src.usecase.constants import TempFeaturesOperation + +sys.path.append('.') +from src.usecase.data_processing.time_series_processing import (compute_time_features, create_rolling_variables_given_feature, + diff_operation_from_features, compute_diff_for_feature, + perform_op_on_features) +from src.usecase.data_processing.data_loading import get_dataset +from tests.conftest import DATASET_FILE_PATH_FEAT, LIST_TIME, LIST_FEAT, OPERATION_TYPE, LIST_PERIOD + + +def test_compute_time_features_given_list_time_check_seasonals_features_are_created(): + # Given + dataset_path = DATASET_FILE_PATH_FEAT + col_to_drop = [] + list_time = LIST_TIME + _, dataframe_without_cols = get_dataset(dataset_path, col_to_drop) + + # When + dataframe_with_seasonal_informations = compute_time_features( + dataframe=dataframe_without_cols, + list_time=list_time + ) + + # Then + assert "dayOfWeek" in dataframe_with_seasonal_informations.columns + assert "month" in dataframe_with_seasonal_informations.columns + assert "hour" in dataframe_with_seasonal_informations.columns + assert "minute" in dataframe_with_seasonal_informations.columns + + +def test_compute_time_feature_not_given_list_time_check_seasonals_features_not_created(): + # Given + dataset_path = DATASET_FILE_PATH_FEAT + col_to_drop = [] + list_time = [] + _, dataframe_without_cols = get_dataset(dataset_path, col_to_drop) + + # When + dataframe_with_seasonal_informations = compute_time_features( + dataframe=dataframe_without_cols, + list_time=list_time + ) + + # Then + assert "dayOfWeek" not in dataframe_with_seasonal_informations.columns + assert "month" not in dataframe_with_seasonal_informations.columns + assert "hour" not in dataframe_with_seasonal_informations.columns + assert "minute" not in dataframe_with_seasonal_informations.columns + + +def test_perform_operations_on_features_given_list_features_and_list_period_check_periods_features_are_created(): + # Given + dataset_path = DATASET_FILE_PATH_FEAT + col_to_drop = [] + list_feat = LIST_FEAT + operation = OPERATION_TYPE + list_period = LIST_PERIOD + _, dataframe_without_cols = get_dataset(dataset_path, col_to_drop) + + # When + df_with_operation_result = perform_op_on_features( + dataframe=dataframe_without_cols.copy(), + list_feat=list_feat, + operation=operation + ) + + # Then + assert "mean_hr_p30" in df_with_operation_result.keys() + assert "mean_nni_p30" not in dataframe_without_cols.keys() + + +def test_diff_operation_from_features_given_list_feat_check_diff_feature_created(): + # Given + dataset_path = DATASET_FILE_PATH_FEAT + col_to_drop = [] + list_feat = LIST_FEAT + _, dataframe_without_cols = get_dataset(dataset_path, col_to_drop) + + # When + df_with_diff_features = diff_operation_from_features( + dataframe=dataframe_without_cols, + list_feat=list_feat) + + # Then + assert "mean_hr_diff" in df_with_diff_features.columns + assert "mean_nni_diff" not in df_with_diff_features.columns + + +def test_diff_operation_from_features_not_given_list_feat_check_dataframes_are_identic(): + # Given + dataset_path = DATASET_FILE_PATH_FEAT + col_to_drop = [] + list_feat = [] + _, dataframe_with_cols = get_dataset(dataset_path, col_to_drop) + + # When + df_with_diff_features = diff_operation_from_features( + dataframe=dataframe_with_cols, + list_feat=list_feat) + + # Then + assert_frame_equal(dataframe_with_cols, df_with_diff_features) + + +def test_create_rolling_variables_given_feature_and_operation_check_all_periods_created(): + # Given + dataset_path = DATASET_FILE_PATH_FEAT + col_to_drop = [] + feature_name = "mean_hr" + operation = TempFeaturesOperation.mean.name + _, df_with_rolling_variables = get_dataset(dataset_path, col_to_drop) + + # When + create_rolling_variables_given_feature(dataframe=df_with_rolling_variables, + feature=feature_name, operation=operation) + + # Then + assert "mean_hr_p30" in df_with_rolling_variables.columns + assert "mean_hr_p60" in df_with_rolling_variables.columns + assert "mean_hr_p120" in df_with_rolling_variables.columns + + +def test_compute_diff_for_feature_given_featuer_check_feature_diff_created(): + # Given + dataset_path = DATASET_FILE_PATH_FEAT + col_to_drop = [] + feature_name = "mean_hr" + _, df_with_diff_variables = get_dataset(dataset_path, col_to_drop) + + # When + compute_diff_for_feature(dataframe=df_with_diff_variables, feature=feature_name) + + # Then + assert "mean_hr_diff" in df_with_diff_variables.columns + + +def test_perform_op_on_features_given_two_features_check_feature_period_are_created_for_both_features(): + # Given + dataset_path = DATASET_FILE_PATH_FEAT + col_to_drop = [] + list_features = ["mean_hr", "mean_nni"] + _, df_with_period_variables = get_dataset(dataset_path, col_to_drop) + # When + perform_op_on_features(dataframe=df_with_period_variables, list_feat=list_features, operation=TempFeaturesOperation.mean.name) + + # Then + assert "mean_hr_p30" in df_with_period_variables.columns + assert "mean_nni_p30" in df_with_period_variables.columns \ No newline at end of file