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{
"original_features": [
"Gender",
"Age",
"Urban/Rural",
"Pregnancy natural /IVF",
"Single/twins",
"Pregnancy evolution, N=normal, AN=abnormal",
"Birth weeks",
"Type of birth",
"Birth Weight g",
"Length at birth ",
"Head circumference at birth ",
"APGAR score",
"Postnatal adaptation N=normal, AN=abnormal",
"Developmental milestones- global delay (G), motor delay (M), cognitive delay (C)",
"Other Chronic diseases",
"Infections",
"allergies",
"Family history psychiatric (P) or Neuro disease (Ne), No=absent",
"Mother age (years)",
"Father age (years)",
"IQ/DQ",
"ICD",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???",
"Weight kg",
"Height ",
"head circumf ",
"Dysmorphysm y=present, no=absent",
"malformations Y= present, N=absent",
"Behaviour disorder- agressivity, agitation, irascibility",
"Language development: delay, normal=N, absent=A",
"Language disorder Y= present, N=absent",
"EEG, N=normal, F=focal discharges, G=bilateral discharges",
"MRI structural anomalies of the brain, N=absent, AN=present"
],
"numeric_features": [
"Age",
"Birth weeks",
"Birth Weight g",
"Length at birth ",
"Head circumference at birth ",
"APGAR score",
"Infections",
"allergies",
"Mother age (years)",
"Father age (years)",
"Weight kg",
"Height ",
"head circumf "
],
"categorical_features": [
"Gender",
"Urban/Rural",
"Pregnancy natural /IVF",
"Single/twins",
"Pregnancy evolution, N=normal, AN=abnormal",
"Type of birth",
"Postnatal adaptation N=normal, AN=abnormal",
"Developmental milestones- global delay (G), motor delay (M), cognitive delay (C)",
"Other Chronic diseases",
"Family history psychiatric (P) or Neuro disease (Ne), No=absent",
"IQ/DQ",
"ICD",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???",
"Dysmorphysm y=present, no=absent",
"malformations Y= present, N=absent",
"Behaviour disorder- agressivity, agitation, irascibility",
"Language development: delay, normal=N, absent=A",
"Language disorder Y= present, N=absent",
"EEG, N=normal, F=focal discharges, G=bilateral discharges",
"MRI structural anomalies of the brain, N=absent, AN=present"
],
"transformed_features": [
"Age",
"Birth weeks",
"Birth Weight g",
"Length at birth ",
"Head circumference at birth ",
"APGAR score",
"Infections",
"allergies",
"Mother age (years)",
"Father age (years)",
"Weight kg",
"Height ",
"head circumf ",
"Gender_F",
"Gender_F ",
"Gender_M",
"Gender_M ",
"Urban/Rural_R",
"Urban/Rural_U",
"Urban/Rural_missing",
"Urban/Rural_u",
"Pregnancy natural /IVF_IVF",
"Pregnancy natural /IVF_N",
"Single/twins_S",
"Single/twins_TWINS",
"Pregnancy evolution, N=normal, AN=abnormal_AN",
"Pregnancy evolution, N=normal, AN=abnormal_N",
"Pregnancy evolution, N=normal, AN=abnormal_missing",
"Type of birth_C",
"Type of birth_N",
"Type of birth_c",
"Type of birth_missing",
"Postnatal adaptation N=normal, AN=abnormal_AN",
"Postnatal adaptation N=normal, AN=abnormal_N",
"Postnatal adaptation N=normal, AN=abnormal_missing",
"Postnatal adaptation N=normal, AN=abnormal_n",
"Developmental milestones- global delay (G), motor delay (M), cognitive delay (C)_C",
"Developmental milestones- global delay (G), motor delay (M), cognitive delay (C)_G",
"Developmental milestones- global delay (G), motor delay (M), cognitive delay (C)_M",
"Developmental milestones- global delay (G), motor delay (M), cognitive delay (C)_N",
"Developmental milestones- global delay (G), motor delay (M), cognitive delay (C)_c",
"Developmental milestones- global delay (G), motor delay (M), cognitive delay (C)_missing",
"Other Chronic diseases_N",
"Other Chronic diseases_Y",
"Other Chronic diseases_missing",
"Family history psychiatric (P) or Neuro disease (Ne), No=absent_NE",
"Family history psychiatric (P) or Neuro disease (Ne), No=absent_NO",
"Family history psychiatric (P) or Neuro disease (Ne), No=absent_P",
"Family history psychiatric (P) or Neuro disease (Ne), No=absent_missing",
"IQ/DQ_20",
"IQ/DQ_22",
"IQ/DQ_25",
"IQ/DQ_30",
"IQ/DQ_32",
"IQ/DQ_33",
"IQ/DQ_34",
"IQ/DQ_35",
"IQ/DQ_36",
"IQ/DQ_38",
"IQ/DQ_39",
"IQ/DQ_40",
"IQ/DQ_41",
"IQ/DQ_42",
"IQ/DQ_43",
"IQ/DQ_44",
"IQ/DQ_45",
"IQ/DQ_46",
"IQ/DQ_47",
"IQ/DQ_48",
"IQ/DQ_49",
"IQ/DQ_50",
"IQ/DQ_51",
"IQ/DQ_52",
"IQ/DQ_53",
"IQ/DQ_54",
"IQ/DQ_55",
"IQ/DQ_56",
"IQ/DQ_57",
"IQ/DQ_59",
"IQ/DQ_60",
"IQ/DQ_61",
"IQ/DQ_62",
"IQ/DQ_65",
"IQ/DQ_66",
"IQ/DQ_67",
"IQ/DQ_68",
"IQ/DQ_69",
"IQ/DQ_70",
"IQ/DQ_72",
"IQ/DQ_74",
"IQ/DQ_75",
"IQ/DQ_76",
"IQ/DQ_77",
"IQ/DQ_78",
"IQ/DQ_79",
"IQ/DQ_80",
"IQ/DQ_82",
"IQ/DQ_83",
"IQ/DQ_84",
"IQ/DQ_85",
"IQ/DQ_86",
"IQ/DQ_87",
"IQ/DQ_88",
"IQ/DQ_89",
"IQ/DQ_90",
"IQ/DQ_91",
"IQ/DQ_92",
"IQ/DQ_94",
"IQ/DQ_95",
"IQ/DQ_96",
"IQ/DQ_97",
"IQ/DQ_98",
"IQ/DQ_100",
"IQ/DQ_101",
"IQ/DQ_102",
"IQ/DQ_103",
"IQ/DQ_104",
"IQ/DQ_105",
"IQ/DQ_106",
"IQ/DQ_107",
"IQ/DQ_108",
"IQ/DQ_110",
"IQ/DQ_112",
"IQ/DQ_113",
"IQ/DQ_114",
"IQ/DQ_115",
"IQ/DQ_120",
"IQ/DQ_122",
"IQ/DQ_124",
"IQ/DQ_126",
"IQ/DQ_127",
"IQ/DQ_128",
"IQ/DQ_130",
"IQ/DQ_132",
"IQ/DQ_135",
"IQ/DQ_136",
"IQ/DQ_138",
"IQ/DQ_150",
"ICD_F70.0",
"ICD_F71",
"ICD_F72",
"ICD_N",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_Convergent squint both eyes",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_Impaired fine motor skills",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_Inability to perform fine movements",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_N",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_N\n",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_cerebral palsy",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_cerebral palsy, tetraparesis",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_convergent strabismus, hypotonia",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_convergent strabysmus of the OA, right eye>left eye; inability of movement",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_difficulty with fine and gross motor skills",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_difficulty with fine and gross motor skills ",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_difficulty with fine and gross motor skills; hypotonia",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_difficulty with fine motor skills",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_difficulty with fine motor skills; hypotonia",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_difficulty with fine motor skills; hypotonia; ",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_difficulty with fine motor skills; mild muscular hypotonia",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_extrapyramidal movements; generalized hypotonia",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_hyotonia\n",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_hypersensitivity to sounds",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_hypotonia",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_hypotonia, fine movements inability, mild tremor when grabbing object",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_hypotonia; difficulty with fine and gross motor skills ",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_hypotonia; inability to walk",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_impaired fine motor skills",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_inability for fine and gross motor skills; hypotonia ",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_inability for fine movements.",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_inability of the fine and gross motor skills; hypotonia",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_inability to perform fine movements",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_inability to perform fine movements; hypotonia ",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_joint hyperlaxity",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_ligamentar hiperlaxity",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_mild motor inability",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_mild muscle hypotonia; no sphincter control",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_mild muscular hypotonia; inability to perform fine movements",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_missing",
"Neurological Examination; N=normal, text = abnormal; free cell = examination not performed ???_muscular hypotnia",
"Dysmorphysm y=present, no=absent_NO",
"Dysmorphysm y=present, no=absent_Y",
"malformations Y= present, N=absent_N",
"malformations Y= present, N=absent_Y",
"malformations Y= present, N=absent_missing",
"Behaviour disorder- agressivity, agitation, irascibility_N",
"Behaviour disorder- agressivity, agitation, irascibility_Y",
"Behaviour disorder- agressivity, agitation, irascibility_Y\n",
"Language development: delay, normal=N, absent=A_A",
"Language development: delay, normal=N, absent=A_N",
"Language development: delay, normal=N, absent=A_Y",
"Language development: delay, normal=N, absent=A_delay",
"Language development: delay, normal=N, absent=A_delay\n",
"Language disorder Y= present, N=absent_N",
"Language disorder Y= present, N=absent_Y",
"Language disorder Y= present, N=absent_missing",
"EEG, N=normal, F=focal discharges, G=bilateral discharges_F",
"EEG, N=normal, F=focal discharges, G=bilateral discharges_G",
"EEG, N=normal, F=focal discharges, G=bilateral discharges_N",
"EEG, N=normal, F=focal discharges, G=bilateral discharges_missing",
"MRI structural anomalies of the brain, N=absent, AN=present_AN",
"MRI structural anomalies of the brain, N=absent, AN=present_AN\n",
"MRI structural anomalies of the brain, N=absent, AN=present_N",
"MRI structural anomalies of the brain, N=absent, AN=present_missing"
],
"excluded_columns": [
"Patient code number",
"ICD Autism",
"Age at diagnosis for autism- months",
"ADI-R description",
"ADI-R score",
"ADOS description",
"ADOS score",
"Diagnosis",
"Explanation",
"gr 1",
"gr2"
]
} |