cols_ml_stage_v1 = ['datetime',
                    'ABPd',
                    'ABPm',
                    'ABPs',
                    'ACE Inhibitors',
                    'ALAT',
                    'AMYL-Drainag',
                    'AMYL-S',
                    'ASAT',
                    'AWPmean',
                    'Acetazolamide_1.0',
                    'Adenosin_1.0',
                    'Administation of antimycotic_1.0',
                    'Administriation of antibiotics_1.0',
                    'AiwayCode_1.0',
                    'AiwayCode_2.0',
                    'AiwayCode_3.0',
                    'AiwayCode_4.0',
                    'AiwayCode_5.0',
                    'AiwayCode_6.0',
                    'Aldosteron Antagonist_1.0',
                    'Alpha 2 Agonisten',
                    'Amiodaron_1.0',
                    'Ammoniak',
                    'Andere_1.0',
                    'Anexate_1.0',
                    'Anti Fibrinolyticum_1.0',
                    'Anti delirant medi_1.0',
                    'Antiepileptica',
                    'Antihelmenticum_1.0',
                    'Antihistaminka_1.0',
                    'Atropin_1.0',
                    'B-Blocker',
                    'BNP',
                    'BSR',
                    'Barbiturate_1.0',
                    'Beh. Pulm. Hypertonie_1.0',
                    'Benzodiacepine',
                    'Bicarbonate_1.0',
                    'Bilirubin, direct',
                    'C-reactive protein',
                    'CO',
                    'Ca Antagonists',
                    'Ca2+ ionizied',
                    'Ca2+ total',
                    'Ca_1.0',
                    'Chemotherapie_1.0',
                    'Cl-',
                    'Cortisol',
                    'Digoxin_1.0',
                    'ETCO2',
                    'Enteral Feeding_1.0',
                    'FFP',
                    'FII',
                    'FIO2',
                    'Factor V',
                    'Factor VII',
                    'Ferritin',
                    'Fibrinogen',
                    'GCS Antwort',
                    'GCS Augen�ffnen',
                    'GCS Motorik',
                    'GCSF_1.0',
                    'Glucose Administration',
                    'Glucose Liquor',
                    'HR',
                    'Haemofiltration_1.0',
                    'Hb',
                    'Heparin',
                    'ICP',
                    'IN',
                    'INR',
                    'Immunoglobulin_1.0',
                    'Immunsuppression_1.0',
                    'Incolloid',
                    'Incrys',
                    'Insulin Kurzwirksam',
                    'Insuling Langwirksam',
                    'K+',
                    'K-sparend_1.0',
                    'Kalium_1.0',
                    'Ketalar',
                    'Laktat Liquor',
                    'Lipase',
                    'Liquor/h',
                    'Loop diuretics',
                    'Lysetherapie_1.0',
                    'MCH',
                    'MCHC',
                    'MCV',
                    'Marcoumar_1.0',
                    'Mg_1.0',
                    'Mg_lab',
                    'Mineralokortikoid_1.0',
                    'Muskelrelaxans_1.0',
                    'NIBPd',
                    'NIBPm',
                    'NIBPs',
                    'NMH_1.0',
                    'NSAR_1.0',
                    'Na+',
                    'Na_1.0',
                    'Naloxon_1.0',
                    'Neutr',
                    'Nimodipin_1.0',
                    'Non-opioide_1.0',
                    'OUT',
                    'OUTurine/h',
                    'Opiate',
                    'Others in Case of HIT_1.0',
                    'PAPd',
                    'PAPm',
                    'PAPs',
                    'PCWP',
                    'Pankreas Enzyme_1.0',
                    'Parenteral Feeding_1.0',
                    'Parkinson Medikaiton_1.0',
                    'Peep',
                    'Peripherial Anesthesia_1.0',
                    'Phosphat_1.0',
                    'Plateaudruck',
                    'Propofol',
                    'Protamin_1.0',
                    'Psychopharma_1.0',
                    'RASS',
                    'RR',
                    'RR set',
                    'Rhythmus_1.0',
                    'Rhythmus_10.0',
                    'Rhythmus_11.0',
                    'Rhythmus_12.0',
                    'Rhythmus_13.0',
                    'Rhythmus_14.0',
                    'Rhythmus_15.0',
                    'Rhythmus_16.0',
                    'Rhythmus_5.0',
                    'Rhythmus_6.0',
                    'Rhythmus_7.0',
                    'Rhythmus_8.0',
                    'Rhythmus_9.0',
                    'ST1',
                    'ST2',
                    'ST3',
                    'Sartane',
                    'Segm. Neut.',
                    'SpO2',
                    'Spitzendruck',
                    'Stabk. Neut.',
                    'Steroids',
                    'SvO2(m)',
                    'T Central',
                    'TOF',
                    'TSH',
                    'TV',
                    'Terlipressin_1.0',
                    'Thiazide_1.0',
                    'Thrombozytenhemmer_1.0',
                    'Thyreostatikum_1.0',
                    'Thyrotardin_1.0',
                    'Thyroxin_1.0',
                    'Trace elements_1.0',
                    'Troponin-T',
                    'Urea',
                    'Ventilator mode_1.0',
                    'Ventilator mode_11.0',
                    'Ventilator mode_12.0',
                    'Ventilator mode_13.0',
                    'Ventilator mode_14.0',
                    'Ventilator mode_15.0',
                    'Ventilator mode_2.0',
                    'Ventilator mode_3.0',
                    'Ventilator mode_4.0',
                    'Ventilator mode_5.0',
                    'Ventilator mode_6.0',
                    'Ventilator mode_7.0',
                    'Ventilator mode_8.0',
                    'VitB Substitution_1.0',
                    'Weight',
                    'ZVD',
                    'Zentral venöse sättigung',
                    'a-BE',
                    'aPTT',
                    'a_COHb',
                    'a_HCO3-',
                    'a_Hb',
                    'a_Lac',
                    'a_MetHb',
                    'a_PO2',
                    'a_SO2',
                    'a_pCO2',
                    'a_pH',
                    'administration of antiviral_1.0',
                    'admissiontime',
                    'age',
                    'albumin',
                    'alkaline phosphatase',
                    'bilirubine, total',
                    'coagulation factors_1.0',
                    'creatine kinase',
                    'creatine kinase-MB',
                    'creatinine',
                    'desmopressin',
                    'dobutamine',
                    'epinephrine',
                    'factor X',
                    'gamma-GT',
                    'glucose',
                    'height',
                    'levosimendan',
                    'lymphocyte',
                    'milrinone',
                    'non-steroids_1.0',
                    'norepinephrine',
                    'pH Drain',
                    'pH Liquor',
                    'packed red blood cells',
                    'phosphate',
                    'platelet count',
                    'platelets',
                    'procalcitonin',
                    'sex_M',
                    'steroids_1.0',
                    'supplemental oxygen',
                    'theophyllin',
                    'total white blood cell count',
                    'urinary Na+',
                    'urinary creatinin',
                    'urinary urea',
                    'v-Lac',
                    'vasodilatators_1.0',
                    'vasopressin']

cols_ml_stage_v1 = ['datetime',
                    'ABPd',
                    'ABPm',
                    'ABPs',
                    'ACE Inhibitors',
                    'ALAT',
                    'AMYL-Drainag',
                    'AMYL-S',
                    'ASAT',
                    'AWPmean',
                    'Acetazolamide_1.0',
                    'Adenosin_1.0',
                    'Administation of antimycotic_1.0',
                    'Administriation of antibiotics_1.0',
                    'AiwayCode_1.0',
                    'AiwayCode_2.0',
                    'AiwayCode_3.0',
                    'AiwayCode_4.0',
                    'AiwayCode_5.0',
                    'AiwayCode_6.0',
                    'Aldosteron Antagonist_1.0',
                    'Alpha 2 Agonisten',
                    'Amiodaron_1.0',
                    'Ammoniak',
                    'Andere_1.0',
                    'Anexate_1.0',
                    'Anti Fibrinolyticum_1.0',
                    'Anti delirant medi_1.0',
                    'Antiepileptica',
                    'Antihelmenticum_1.0',
                    'Antihistaminka_1.0',
                    'Atropin_1.0',
                    'B-Blocker',
                    'BNP',
                    'BSR',
                    'Barbiturate_1.0',
                    'Beh. Pulm. Hypertonie_1.0',
                    'Benzodiacepine',
                    'Bicarbonate_1.0',
                    'Bilirubin, direct',
                    'C-reactive protein',
                    'CO',
                    'Ca Antagonists',
                    'Ca2+ ionizied',
                    'Ca2+ total',
                    'Ca_1.0',
                    'Chemotherapie_1.0',
                    'Cl-',
                    'Cortisol',
                    'Digoxin_1.0',
                    'ETCO2',
                    'Enteral Feeding_1.0',
                    'FFP',
                    'FII',
                    'FIO2',
                    'Factor V',
                    'Factor VII',
                    'Ferritin',
                    'Fibrinogen',
                    'GCS Antwort',
                    'GCS Augen�ffnen',
                    'GCS Motorik',
                    'GCSF_1.0',
                    'Glucose Administration',
                    'Glucose Liquor',
                    'HR',
                    'Haemofiltration_1.0',
                    'Hb',
                    'Heparin',
                    'ICP',
                    'IN',
                    'INR',
                    'Immunoglobulin_1.0',
                    'Immunsuppression_1.0',
                    'Incolloid',
                    'Incrys',
                    'Insulin Kurzwirksam',
                    'Insuling Langwirksam',
                    'K+',
                    'K-sparend_1.0',
                    'Kalium_1.0',
                    'Ketalar',
                    'Laktat Liquor',
                    'Lipase',
                    'Liquor/h',
                    'Loop diuretics',
                    'Lysetherapie_1.0',
                    'MCH',
                    'MCHC',
                    'MCV',
                    'Marcoumar_1.0',
                    'Mg_1.0',
                    'Mg_lab',
                    'Mineralokortikoid_1.0',
                    'Muskelrelaxans_1.0',
                    'NIBPd',
                    'NIBPm',
                    'NIBPs',
                    'NMH_1.0',
                    'NSAR_1.0',
                    'Na+',
                    'Na_1.0',
                    'Naloxon_1.0',
                    'Neutr',
                    'Nimodipin_1.0',
                    'Non-opioide_1.0',
                    'OUT',
                    'OUTurine/h',
                    'Opiate',
                    'Others in Case of HIT_1.0',
                    'PAPd',
                    'PAPm',
                    'PAPs',
                    'PCWP',
                    'Pankreas Enzyme_1.0',
                    'Parenteral Feeding_1.0',
                    'Parkinson Medikaiton_1.0',
                    'Peep',
                    'Peripherial Anesthesia_1.0',
                    'Phosphat_1.0',
                    'Plateaudruck',
                    'Propofol',
                    'Protamin_1.0',
                    'Psychopharma_1.0',
                    'RASS',
                    'RR',
                    'RR set',
                    'Rhythmus_1.0',
                    'Rhythmus_10.0',
                    'Rhythmus_11.0',
                    'Rhythmus_12.0',
                    'Rhythmus_13.0',
                    'Rhythmus_14.0',
                    'Rhythmus_15.0',
                    'Rhythmus_16.0',
                    'Rhythmus_5.0',
                    'Rhythmus_6.0',
                    'Rhythmus_7.0',
                    'Rhythmus_8.0',
                    'Rhythmus_9.0',
                    'ST1',
                    'ST2',
                    'ST3',
                    'Sartane',
                    'Segm. Neut.',
                    'SpO2',
                    'Spitzendruck',
                    'Stabk. Neut.',
                    'Steroids',
                    'SvO2(m)',
                    'T Central',
                    'TOF',
                    'TSH',
                    'TV',
                    'Terlipressin_1.0',
                    'Thiazide_1.0',
                    'Thrombozytenhemmer_1.0',
                    'Thyreostatikum_1.0',
                    'Thyrotardin_1.0',
                    'Thyroxin_1.0',
                    'Trace elements_1.0',
                    'Troponin-T',
                    'Urea',
                    'Ventilator mode_1.0',
                    'Ventilator mode_11.0',
                    'Ventilator mode_12.0',
                    'Ventilator mode_13.0',
                    'Ventilator mode_14.0',
                    'Ventilator mode_15.0',
                    'Ventilator mode_2.0',
                    'Ventilator mode_3.0',
                    'Ventilator mode_4.0',
                    'Ventilator mode_5.0',
                    'Ventilator mode_6.0',
                    'Ventilator mode_7.0',
                    'Ventilator mode_8.0',
                    'VitB Substitution_1.0',
                    'Weight',
                    'ZVD',
                    'Zentral venöse sättigung',
                    'a-BE',
                    'aPTT',
                    'a_COHb',
                    'a_HCO3-',
                    'a_Hb',
                    'a_Lac',
                    'a_MetHb',
                    'a_PO2',
                    'a_SO2',
                    'a_pCO2',
                    'a_pH',
                    'administration of antiviral_1.0',
                    'admissiontime',
                    'age',
                    'albumin',
                    'alkaline phosphatase',
                    'bilirubine, total',
                    'coagulation factors_1.0',
                    'creatine kinase',
                    'creatine kinase-MB',
                    'creatinine',
                    'desmopressin',
                    'dobutamine',
                    'epinephrine',
                    'factor X',
                    'gamma-GT',
                    'glucose',
                    'height',
                    'levosimendan',
                    'lymphocyte',
                    'milrinone',
                    'non-steroids_1.0',
                    'norepinephrine',
                    'pH Drain',
                    'pH Liquor',
                    'packed red blood cells',
                    'phosphate',
                    'platelet count',
                    'platelets',
                    'procalcitonin',
                    'sex_M',
                    'steroids_1.0',
                    'supplemental oxygen',
                    'theophyllin',
                    'total white blood cell count',
                    'urinary Na+',
                    'urinary creatinin',
                    'urinary urea',
                    'v-Lac',
                    'vasodilatators_1.0',
                    'vasopressin']
