| { | |
| "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" | |
| ] | |
| } |