ENH: adding function to extract tablenames from fieldnames

db/fields.csv

@@ -0,0 +1,811 @@
+,TableName,FieldName,FieldType,FieldId,FieldClass,FieldReps,ModCount
+0,clinics,pk_clinic_id,decimal,1.0,Normal,1.0,9.0
+1,clinics,clinic_name,varchar,2.0,Normal,1.0,10.0
+2,clinics,creation_date,date,4.0,Normal,1.0,2.0
+3,clinics,creation_acct,varchar,5.0,Normal,1.0,3.0
+4,clinics,modified_date,date,6.0,Normal,1.0,4.0
+5,clinics,modified_acct,varchar,7.0,Normal,1.0,5.0
+6,clinics_from_visits,pk_clinic_id,decimal,1.0,Normal,1.0,9.0
+7,clinics_from_visits,clinic_name,varchar,2.0,Normal,1.0,10.0
+8,clinics_from_visits,creation_date,date,4.0,Normal,1.0,2.0
+9,clinics_from_visits,creation_acct,varchar,5.0,Normal,1.0,3.0
+10,clinics_from_visits,modified_date,date,6.0,Normal,1.0,4.0
+11,clinics_from_visits,modified_acct,varchar,7.0,Normal,1.0,5.0
+12,diagnoses,pk_diagnosis_id,decimal,1.0,Normal,1.0,8.0
+13,diagnoses,diagnosis_name,varchar,4.0,Normal,1.0,5.0
+14,diagnoses,pk_diagnosis_key,varchar,6.0,Normal,1.0,3.0
+15,diagnoses,creation_date,date,9.0,Normal,1.0,1.0
+16,diagnoses,creation_acct,varchar,10.0,Normal,1.0,1.0
+17,diagnoses,modified_date,date,11.0,Normal,1.0,1.0
+18,diagnoses,modified_acct,varchar,12.0,Normal,1.0,1.0
+19,diagnoses_from_visits,pk_diagnosis_id,decimal,1.0,Normal,1.0,8.0
+20,diagnoses_from_visits,diagnosis_name,varchar,4.0,Normal,1.0,5.0
+21,diagnoses_from_visits,pk_diagnosis_key,varchar,6.0,Normal,1.0,3.0
+22,diagnoses_from_visits,creation_date,date,9.0,Normal,1.0,1.0
+23,diagnoses_from_visits,creation_acct,varchar,10.0,Normal,1.0,1.0
+24,diagnoses_from_visits,modified_date,date,11.0,Normal,1.0,1.0
+25,diagnoses_from_visits,modified_acct,varchar,12.0,Normal,1.0,1.0
+26,diagnoses_made,pk_diagnoses_made,decimal,1.0,Normal,1.0,3.0
+27,diagnoses_made,fk_visit_id,decimal,2.0,Normal,1.0,1.0
+28,diagnoses_made,fk_diagnosis_key,varchar,3.0,Normal,1.0,2.0
+29,diagnoses_made,creation_date,date,4.0,Normal,1.0,1.0
+30,diagnoses_made,creation_acct,varchar,5.0,Normal,1.0,1.0
+31,diagnoses_made,modified_date,date,6.0,Normal,1.0,1.0
+32,diagnoses_made,modified_acct,varchar,7.0,Normal,1.0,1.0
+33,diagnoses_made_from_visits,pk_diagnoses_made,decimal,1.0,Normal,1.0,3.0
+34,diagnoses_made_from_visits,fk_visit_id,decimal,2.0,Normal,1.0,1.0
+35,diagnoses_made_from_visits,fk_diagnosis_key,varchar,3.0,Normal,1.0,2.0
+36,diagnoses_made_from_visits,creation_date,date,4.0,Normal,1.0,1.0
+37,diagnoses_made_from_visits,creation_acct,varchar,5.0,Normal,1.0,1.0
+38,diagnoses_made_from_visits,modified_date,date,6.0,Normal,1.0,1.0
+39,diagnoses_made_from_visits,modified_acct,varchar,7.0,Normal,1.0,1.0
+40,geonames,pk_geonameid,decimal,1.0,Normal,1.0,5.0
+41,geonames,name,varchar,2.0,Normal,1.0,1.0
+42,geonames,asciiname,varchar,3.0,Normal,1.0,1.0
+43,geonames,alternatenames,varchar,4.0,Normal,1.0,1.0
+44,geonames,latitude,decimal,5.0,Normal,1.0,2.0
+45,geonames,longitude,decimal,6.0,Normal,1.0,2.0
+46,geonames,feature_class,varchar,7.0,Normal,1.0,1.0
+47,geonames,feature_code,varchar,8.0,Normal,1.0,1.0
+48,geonames,country_code,varchar,9.0,Normal,1.0,1.0
+49,geonames,cc2,varchar,10.0,Normal,1.0,1.0
+50,geonames,admin1_code,varchar,11.0,Normal,1.0,1.0
+51,geonames,admin2_code,varchar,12.0,Normal,1.0,1.0
+52,geonames,admin3_cod,varchar,13.0,Normal,1.0,1.0
+53,geonames,admin4_code,varchar,14.0,Normal,1.0,1.0
+54,geonames,population,decimal,15.0,Normal,1.0,2.0
+55,geonames,elevation,decimal,16.0,Normal,1.0,1.0
+56,geonames,dem,decimal,17.0,Normal,1.0,1.0
+57,geonames,timezone,varchar,18.0,Normal,1.0,1.0
+58,geonames,modification_date,date,19.0,Normal,1.0,1.0
+59,globals,phone_country_code,global varchar,2.0,Normal,1.0,6.0
+60,globals,chi_logo,global binary,3.0,Normal,1.0,1.0
+61,globals,selected_patient,global varchar,4.0,Normal,1.0,2.0
+62,globals,visits_next_serial_number,global decimal,5.0,Normal,1.0,3.0
+63,globals,patients_next_serial_number,global decimal,6.0,Normal,1.0,5.0
+64,globals,meds_dispensed_date_range,global date,8.0,Normal,1.0,4.0
+65,globals,meds_dispensed_show_daily,global varchar,9.0,Normal,1.0,4.0
+66,globals,tests_id_priv_msg_acknowledged,global varchar,10.0,Normal,1.0,2.0
+67,globals,htn_patients_date,global date,11.0,Normal,1.0,5.0
+68,globals,htn_patients_treated_date,global date,12.0,Normal,1.0,6.0
+69,globals,htn_patients_date Copy,global date,13.0,Normal,1.0,5.0
+70,globals,le_5_yrs_old_date,global date,14.0,Normal,1.0,2.0
+71,globals,le_5_yrs_old_weighed_date,global date,15.0,Normal,1.0,2.0
+72,globals,patient_search,global varchar,17.0,Normal,1.0,3.0
+73,meds,pk_med_id,decimal,1.0,Normal,1.0,5.0
+74,meds,med_name,varchar,2.0,Normal,1.0,3.0
+75,meds,creation_date,date,3.0,Normal,1.0,1.0
+76,meds,creation_acct,varchar,4.0,Normal,1.0,1.0
+77,meds,modified_date,date,5.0,Normal,1.0,1.0
+78,meds,modified_acct,varchar,6.0,Normal,1.0,1.0
+79,meds,pk_med_key,varchar,7.0,Normal,1.0,7.0
+80,meds,med_type,varchar,8.0,Normal,1.0,5.0
+81,meds_dispensed,pk_meds_dispensed,decimal,2.0,Normal,1.0,3.0
+82,meds_dispensed,fk_visit_id,decimal,3.0,Normal,1.0,2.0
+83,meds_dispensed,fk_med_key,varchar,4.0,Normal,1.0,2.0
+84,meds_dispensed,creation_date,date,5.0,Normal,1.0,1.0
+85,meds_dispensed,creation_acct,varchar,6.0,Normal,1.0,1.0
+86,meds_dispensed,modified_date,date,7.0,Normal,1.0,1.0
+87,meds_dispensed,modified_acct,varchar,8.0,Normal,1.0,1.0
+88,meds_dispensed,dispensed_total,decimal,9.0,Summary,1.0,1.0
+89,meds_dispensed,med_dosage,varchar,11.0,Normal,1.0,2.0
+90,meds_dispensed_from_visits,pk_meds_dispensed,decimal,2.0,Normal,1.0,3.0
+91,meds_dispensed_from_visits,fk_visit_id,decimal,3.0,Normal,1.0,2.0
+92,meds_dispensed_from_visits,fk_med_key,varchar,4.0,Normal,1.0,2.0
+93,meds_dispensed_from_visits,creation_date,date,5.0,Normal,1.0,1.0
+94,meds_dispensed_from_visits,creation_acct,varchar,6.0,Normal,1.0,1.0
+95,meds_dispensed_from_visits,modified_date,date,7.0,Normal,1.0,1.0
+96,meds_dispensed_from_visits,modified_acct,varchar,8.0,Normal,1.0,1.0
+97,meds_dispensed_from_visits,dispensed_total,decimal,9.0,Summary,1.0,1.0
+98,meds_dispensed_from_visits,med_dosage,varchar,11.0,Normal,1.0,2.0
+99,meds_from_meds_dispensed,pk_med_id,decimal,1.0,Normal,1.0,5.0
+100,meds_from_meds_dispensed,med_name,varchar,2.0,Normal,1.0,3.0
+101,meds_from_meds_dispensed,creation_date,date,3.0,Normal,1.0,1.0
+102,meds_from_meds_dispensed,creation_acct,varchar,4.0,Normal,1.0,1.0
+103,meds_from_meds_dispensed,modified_date,date,5.0,Normal,1.0,1.0
+104,meds_from_meds_dispensed,modified_acct,varchar,6.0,Normal,1.0,1.0
+105,meds_from_meds_dispensed,pk_med_key,varchar,7.0,Normal,1.0,7.0
+106,meds_from_meds_dispensed,med_type,varchar,8.0,Normal,1.0,5.0
+107,meds_from_visits,pk_med_id,decimal,1.0,Normal,1.0,5.0
+108,meds_from_visits,med_name,varchar,2.0,Normal,1.0,3.0
+109,meds_from_visits,creation_date,date,3.0,Normal,1.0,1.0
+110,meds_from_visits,creation_acct,varchar,4.0,Normal,1.0,1.0
+111,meds_from_visits,modified_date,date,5.0,Normal,1.0,1.0
+112,meds_from_visits,modified_acct,varchar,6.0,Normal,1.0,1.0
+113,meds_from_visits,pk_med_key,varchar,7.0,Normal,1.0,7.0
+114,meds_from_visits,med_type,varchar,8.0,Normal,1.0,5.0
+115,patients,pk_patient_id,decimal,1.0,Normal,1.0,26.0
+116,patients,creation_date,date,2.0,Normal,1.0,3.0
+117,patients,creation_acct,varchar,3.0,Normal,1.0,3.0
+118,patients,modified_date,date,4.0,Normal,1.0,3.0
+119,patients,modified_acct,varchar,5.0,Normal,1.0,4.0
+120,patients,last_name,varchar,6.0,Normal,1.0,4.0
+121,patients,first_name,varchar,7.0,Normal,1.0,4.0
+122,patients,gender,varchar,9.0,Normal,1.0,4.0
+123,patients,face_photo,binary,10.0,Normal,1.0,4.0
+124,patients,birthdate,date,11.0,Normal,1.0,5.0
+125,patients,phone,varchar,13.0,Normal,1.0,10.0
+126,patients,town,varchar,14.0,Normal,1.0,3.0
+127,patients,unique_name,varchar,16.0,Calculated,1.0,2.0
+128,patients,unique_ID_name,varchar,17.0,Calculated,1.0,4.0
+129,patients,nickname,varchar,19.0,Normal,1.0,5.0
+130,patients,needs_review,varchar,20.0,Normal,1.0,4.0
+131,patients,notes_modification_status,varchar,21.0,Normal,1.0,1.0
+132,patients,fk_geonameid,decimal,22.0,Normal,1.0,4.0
+133,patients_from_visits,pk_patient_id,decimal,1.0,Normal,1.0,26.0
+134,patients_from_visits,creation_date,date,2.0,Normal,1.0,3.0
+135,patients_from_visits,creation_acct,varchar,3.0,Normal,1.0,3.0
+136,patients_from_visits,modified_date,date,4.0,Normal,1.0,3.0
+137,patients_from_visits,modified_acct,varchar,5.0,Normal,1.0,4.0
+138,patients_from_visits,last_name,varchar,6.0,Normal,1.0,4.0
+139,patients_from_visits,first_name,varchar,7.0,Normal,1.0,4.0
+140,patients_from_visits,gender,varchar,9.0,Normal,1.0,4.0
+141,patients_from_visits,face_photo,binary,10.0,Normal,1.0,4.0
+142,patients_from_visits,birthdate,date,11.0,Normal,1.0,5.0
+143,patients_from_visits,phone,varchar,13.0,Normal,1.0,10.0
+144,patients_from_visits,town,varchar,14.0,Normal,1.0,3.0
+145,patients_from_visits,unique_name,varchar,16.0,Calculated,1.0,2.0
+146,patients_from_visits,unique_ID_name,varchar,17.0,Calculated,1.0,4.0
+147,patients_from_visits,nickname,varchar,19.0,Normal,1.0,5.0
+148,patients_from_visits,needs_review,varchar,20.0,Normal,1.0,4.0
+149,patients_from_visits,notes_modification_status,varchar,21.0,Normal,1.0,1.0
+150,patients_from_visits,fk_geonameid,decimal,22.0,Normal,1.0,4.0
+151,patients_from_visits_for_search,pk_patient_id,decimal,1.0,Normal,1.0,26.0
+152,patients_from_visits_for_search,creation_date,date,2.0,Normal,1.0,3.0
+153,patients_from_visits_for_search,creation_acct,varchar,3.0,Normal,1.0,3.0
+154,patients_from_visits_for_search,modified_date,date,4.0,Normal,1.0,3.0
+155,patients_from_visits_for_search,modified_acct,varchar,5.0,Normal,1.0,4.0
+156,patients_from_visits_for_search,last_name,varchar,6.0,Normal,1.0,4.0
+157,patients_from_visits_for_search,first_name,varchar,7.0,Normal,1.0,4.0
+158,patients_from_visits_for_search,gender,varchar,9.0,Normal,1.0,4.0
+159,patients_from_visits_for_search,face_photo,binary,10.0,Normal,1.0,4.0
+160,patients_from_visits_for_search,birthdate,date,11.0,Normal,1.0,5.0
+161,patients_from_visits_for_search,phone,varchar,13.0,Normal,1.0,10.0
+162,patients_from_visits_for_search,town,varchar,14.0,Normal,1.0,3.0
+163,patients_from_visits_for_search,unique_name,varchar,16.0,Calculated,1.0,2.0
+164,patients_from_visits_for_search,unique_ID_name,varchar,17.0,Calculated,1.0,4.0
+165,patients_from_visits_for_search,nickname,varchar,19.0,Normal,1.0,5.0
+166,patients_from_visits_for_search,needs_review,varchar,20.0,Normal,1.0,4.0
+167,patients_from_visits_for_search,notes_modification_status,varchar,21.0,Normal,1.0,1.0
+168,patients_from_visits_for_search,fk_geonameid,decimal,22.0,Normal,1.0,4.0
+169,settings,today_date,date,1.0,Normal,1.0,2.0
+170,settings,pk_settings_id,decimal,3.0,Normal,1.0,2.0
+171,settings,default_clinic_id,decimal,5.0,Normal,1.0,1.0
+172,settings,default_clinic_trip,varchar,7.0,Normal,1.0,3.0
+173,settings_from_clinics,today_date,date,1.0,Normal,1.0,2.0
+174,settings_from_clinics,pk_settings_id,decimal,3.0,Normal,1.0,2.0
+175,settings_from_clinics,default_clinic_id,decimal,5.0,Normal,1.0,1.0
+176,settings_from_clinics,default_clinic_trip,varchar,7.0,Normal,1.0,3.0
+177,settings_from_diagnoses,today_date,date,1.0,Normal,1.0,2.0
+178,settings_from_diagnoses,pk_settings_id,decimal,3.0,Normal,1.0,2.0
+179,settings_from_diagnoses,default_clinic_id,decimal,5.0,Normal,1.0,1.0
+180,settings_from_diagnoses,default_clinic_trip,varchar,7.0,Normal,1.0,3.0
+181,settings_from_diagnoses 2,today_date,date,1.0,Normal,1.0,2.0
+182,settings_from_diagnoses 2,pk_settings_id,decimal,3.0,Normal,1.0,2.0
+183,settings_from_diagnoses 2,default_clinic_id,decimal,5.0,Normal,1.0,1.0
+184,settings_from_diagnoses 2,default_clinic_trip,varchar,7.0,Normal,1.0,3.0
+185,settings_from_meds,today_date,date,1.0,Normal,1.0,2.0
+186,settings_from_meds,pk_settings_id,decimal,3.0,Normal,1.0,2.0
+187,settings_from_meds,default_clinic_id,decimal,5.0,Normal,1.0,1.0
+188,settings_from_meds,default_clinic_trip,varchar,7.0,Normal,1.0,3.0
+189,settings_from_meds_dispensed,today_date,date,1.0,Normal,1.0,2.0
+190,settings_from_meds_dispensed,pk_settings_id,decimal,3.0,Normal,1.0,2.0
+191,settings_from_meds_dispensed,default_clinic_id,decimal,5.0,Normal,1.0,1.0
+192,settings_from_meds_dispensed,default_clinic_trip,varchar,7.0,Normal,1.0,3.0
+193,settings_from_patients,today_date,date,1.0,Normal,1.0,2.0
+194,settings_from_patients,pk_settings_id,decimal,3.0,Normal,1.0,2.0
+195,settings_from_patients,default_clinic_id,decimal,5.0,Normal,1.0,1.0
+196,settings_from_patients,default_clinic_trip,varchar,7.0,Normal,1.0,3.0
+197,settings_from_visits,today_date,date,1.0,Normal,1.0,2.0
+198,settings_from_visits,pk_settings_id,decimal,3.0,Normal,1.0,2.0
+199,settings_from_visits,default_clinic_id,decimal,5.0,Normal,1.0,1.0
+200,settings_from_visits,default_clinic_trip,varchar,7.0,Normal,1.0,3.0
+201,visits,pk_visit_id,decimal,1.0,Normal,1.0,30.0
+202,visits,creation_date,date,2.0,Normal,1.0,2.0
+203,visits,creation_acct,varchar,3.0,Normal,1.0,2.0
+204,visits,modified_date,date,4.0,Normal,1.0,4.0
+205,visits,modified_acct,varchar,5.0,Normal,1.0,3.0
+206,visits,fk_patient_id,decimal,8.0,Normal,1.0,7.0
+207,visits,fk_clinic_id,decimal,9.0,Normal,1.0,4.0
+208,visits,visit_date,date,10.0,Normal,1.0,4.0
+209,visits,visit_age,decimal,11.0,Normal,1.0,3.0
+210,visits,ob_pregnant,varchar,12.0,Normal,1.0,7.0
+211,visits,ob_last_menstrual_period,date,13.0,Normal,1.0,4.0
+212,visits,bp_systolic_blood_pressure,decimal,14.0,Normal,1.0,3.0
+213,visits,bp_diastolic_blood_pressure,decimal,15.0,Normal,1.0,4.0
+214,visits,bp_mean_arterial_pressure,decimal,16.0,Calculated,1.0,4.0
+215,visits,temp_in_fahrenheit,decimal,17.0,Normal,1.0,4.0
+216,visits,pulse_rate,decimal,18.0,Normal,1.0,4.0
+217,visits,weight_in_lbs,decimal,19.0,Normal,1.0,3.0
+218,visits,height_in_inches,decimal,21.0,Normal,1.0,3.0
+219,visits,glasses_given,varchar,25.0,Normal,1.0,4.0
+220,visits,sunglasses_given,varchar,26.0,Normal,1.0,4.0
+221,visits,dx_surgical_candidate,varchar,27.0,Normal,1.0,6.0
+222,visits,surgical_comments,varchar,28.0,Normal,1.0,2.0
+223,visits,visit_age_unit,varchar,30.0,Normal,1.0,3.0
+224,visits,chief_complaint,varchar,31.0,Normal,1.0,2.0
+225,visits,history_of_present_illness,varchar,32.0,Normal,1.0,3.0
+226,visits,visit_age_years,decimal,33.0,Normal,1.0,5.0
+227,visits,exam_comments,varchar,34.0,Normal,1.0,2.0
+228,visits,tests_comments,varchar,36.0,Normal,1.0,1.0
+229,visits,tests_blood_sugar_result,decimal,37.0,Normal,1.0,2.0
+230,visits,tests_pregnancy_result,varchar,38.0,Normal,1.0,6.0
+231,visits,tests_urine_glucose_result,varchar,42.0,Normal,1.0,9.0
+232,visits,tests_urine_protein_result,varchar,43.0,Normal,1.0,10.0
+233,visits,tests_urine_leukocytes_result,varchar,44.0,Normal,1.0,11.0
+234,visits,tests_urine_nitrites_result,varchar,45.0,Normal,1.0,13.0
+235,visits,ob_gravida,decimal,52.0,Normal,1.0,7.0
+236,visits,ob_para,decimal,53.0,Normal,1.0,7.0
+237,visits,ob_abortus,decimal,54.0,Normal,1.0,8.0
+238,visits,ob_history,varchar,56.0,Calculated,1.0,6.0
+239,visits,ob_wants_planning,varchar,57.0,Normal,1.0,5.0
+240,visits,albendazole_given,varchar,58.0,Normal,1.0,7.0
+241,visits,first_visit,varchar,59.0,Normal,1.0,6.0
+242,visits,known_med_allergies,varchar,60.0,Normal,1.0,2.0
+243,visits,meds_currently_taken,varchar,61.0,Normal,1.0,3.0
+244,visits,tests_pregnancy_given,varchar,63.0,Normal,1.0,3.0
+245,visits,tests_blood_sugar_given,varchar,64.0,Normal,1.0,3.0
+246,visits,tests_eye_exam_given,varchar,65.0,Normal,1.0,4.0
+247,visits,tests_urine_analysis_given,varchar,66.0,Normal,1.0,5.0
+248,visits,dx_asthma,varchar,68.0,Normal,1.0,4.0
+249,visits,dx_allergies,varchar,69.0,Normal,1.0,5.0
+250,visits,dx_anemia,varchar,70.0,Normal,1.0,6.0
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+253,visits,dx_pterygium,varchar,73.0,Normal,1.0,10.0
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+260,visits,dx_gastritis,varchar,80.0,Normal,1.0,13.0
+261,visits,dx_gerd,varchar,81.0,Normal,1.0,14.0
+262,visits,dx_gastroenteritis,varchar,82.0,Normal,1.0,15.0
+263,visits,dx_dysentery,varchar,83.0,Normal,1.0,16.0
+264,visits,dx_possible_cholera,varchar,84.0,Normal,1.0,17.0
+265,visits,dx_headache,varchar,85.0,Normal,1.0,18.0
+266,visits,dx_hernia,varchar,86.0,Normal,1.0,19.0
+267,visits,dx_hernia_type,varchar,87.0,Normal,1.0,21.0
+268,visits,dx_hypertension,varchar,88.0,Normal,1.0,20.0
+269,visits,dx_stroke,varchar,89.0,Normal,1.0,21.0
+270,visits,dx_angina,varchar,90.0,Normal,1.0,22.0
+271,visits,dx_chf,varchar,91.0,Normal,1.0,23.0
+272,visits,dx_musculoskeletal_pain,varchar,92.0,Normal,1.0,24.0
+273,visits,dx_otitis,varchar,93.0,Normal,1.0,25.0
+274,visits,dx_otitis_ear,varchar,94.0,Normal,1.0,28.0
+275,visits,dx_pneumonia,varchar,95.0,Normal,1.0,26.0
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+277,visits,dx_uri,varchar,97.0,Normal,1.0,28.0
+278,visits,dx_pregnant,varchar,98.0,Normal,1.0,29.0
+279,visits,dx_pregnant_weeks,decimal,99.0,Normal,1.0,33.0
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+281,visits,dx_fungal,varchar,101.0,Normal,1.0,32.0
+282,visits,dx_scabies,varchar,102.0,Normal,1.0,33.0
+283,visits,dx_impetigo,varchar,103.0,Normal,1.0,34.0
+284,visits,dx_tinea_capitus,varchar,104.0,Normal,1.0,35.0
+285,visits,dx_possible_std,varchar,105.0,Normal,1.0,18.0
+286,visits,dx_possible_tb,varchar,106.0,Normal,1.0,19.0
+287,visits,dx_vaginitis_candidal,varchar,107.0,Normal,1.0,24.0
+288,visits,dx_vaginitis_trich,varchar,108.0,Normal,1.0,24.0
+289,visits,dx_vaginitis_bv,varchar,109.0,Normal,1.0,25.0
+290,visits,dx_other,varchar,110.0,Normal,1.0,26.0
+291,visits,dx_other_text,varchar,111.0,Normal,1.0,33.0
+292,visits,tx_multivitamin,varchar,112.0,Normal,1.0,26.0
+293,visits,tx_pain_acetaminophen,varchar,113.0,Normal,1.0,28.0
+294,visits,tx_gi_omeprazole,varchar,114.0,Normal,1.0,27.0
+295,visits,tx_gi_pepto_bismol,varchar,115.0,Normal,1.0,28.0
+296,visits,tx_gi_cimetidine,varchar,116.0,Normal,1.0,31.0
+297,visits,tx_gi_tums,varchar,117.0,Normal,1.0,30.0
+298,visits,tx_gi_ors,varchar,118.0,Normal,1.0,31.0
+299,visits,tx_infections_albendazole,varchar,119.0,Normal,1.0,33.0
+300,visits,tx_infections_amoxicillin,varchar,120.0,Normal,1.0,34.0
+301,visits,tx_infections_azithromycin,varchar,121.0,Normal,1.0,35.0
+302,visits,tx_infections_bactrim,varchar,122.0,Normal,1.0,36.0
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+304,visits,tx_infections_doxycycline,varchar,124.0,Normal,1.0,38.0
+305,visits,tx_infections_flagyl,varchar,125.0,Normal,1.0,39.0
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+307,visits,tx_infections_griseofulvin,varchar,127.0,Normal,1.0,41.0
+308,visits,tx_infections_ivermectin,varchar,129.0,Normal,1.0,43.0
+309,visits,tx_infections_keflex,varchar,130.0,Normal,1.0,44.0
+310,visits,tx_infections_rocephin,varchar,131.0,Normal,1.0,46.0
+311,visits,tx_cardiac_amlodipine,varchar,132.0,Normal,1.0,47.0
+312,visits,tx_cardiac_aspirin,varchar,133.0,Normal,1.0,48.0
+313,visits,tx_cardiac_atenolol,varchar,134.0,Normal,1.0,48.0
+314,visits,tx_cardiac_hctz,varchar,135.0,Normal,1.0,49.0
+315,visits,tx_cardiac_lasix,varchar,136.0,Normal,1.0,51.0
+316,visits,tx_cardiac_enalapril,varchar,137.0,Normal,1.0,52.0
+317,visits,tx_topical_clotrimazole,varchar,138.0,Normal,1.0,53.0
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+319,visits,tx_topical_silvadine,varchar,141.0,Normal,1.0,55.0
+320,visits,tx_topical_permethirine,varchar,142.0,Normal,1.0,57.0
+321,visits,tx_im_dexamethasone,varchar,143.0,Normal,1.0,57.0
+322,visits,tx_im_lasix,varchar,144.0,Normal,1.0,58.0
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+325,visits,tx_misc_ferrous_sulfate,varchar,147.0,Normal,1.0,62.0
+326,visits,tx_misc_metformin,varchar,148.0,Normal,1.0,63.0
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+332,visits,tx_multivitamin_varieties,varchar,155.0,Normal,1.0,29.0
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+334,visits,tx_infections_amoxicillin_varieties,varchar,159.0,Normal,1.0,36.0
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+336,visits,dx_comments,varchar,161.0,Normal,1.0,69.0
+337,visits,tx_infections_azithromycin_varieties,varchar,162.0,Normal,1.0,38.0
+338,visits,tx_infections_bactrim_varieties,varchar,163.0,Normal,1.0,40.0
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+340,visits,tx_infections_rocephin_varieties,varchar,165.0,Normal,1.0,44.0
+341,visits,dx_vaginitis_general,varchar,166.0,Normal,1.0,26.0
+342,visits,dx_needs_to_see_dentist,varchar,168.0,Normal,1.0,26.0
+343,visits,dx_needs_to_see_eye_doctor,varchar,169.0,Normal,1.0,27.0
+344,visits,dx_healthy,varchar,170.0,Normal,1.0,8.0
+345,visits,provider,varchar,172.0,Normal,1.0,5.0
+346,visits,tx_saw_dentist,varchar,173.0,Normal,1.0,27.0
+347,visits,tx_saw_eye_doctor,varchar,174.0,Normal,1.0,29.0
+348,visits,tx_outside_referral,varchar,175.0,Normal,1.0,29.0
+349,visits,tx_outside_referral_text,varchar,176.0,Normal,1.0,34.0
+350,visits,tx_gi_zinc,varchar,177.0,Normal,1.0,32.0
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+352,visits,tx_infections_augmentin,varchar,179.0,Normal,1.0,36.0
+353,visits,tx_infections_chloroquine,varchar,180.0,Normal,1.0,37.0
+354,visits,tx_infections_griseofuvin_varieties,varchar,181.0,Normal,1.0,38.0
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+357,visits,tx_misc_fluoxetine,varchar,184.0,Normal,1.0,67.0
+358,visits,tx_misc_ocp,varchar,185.0,Normal,1.0,65.0
+359,visits,tx_misc_phenytoin,varchar,186.0,Normal,1.0,66.0
+360,visits,dx_possible_parasites,varchar,188.0,Normal,1.0,20.0
+361,visits,tx_misc_iud,varchar,189.0,Normal,1.0,67.0
+362,visits,tests_id_test_given,varchar,190.0,Normal,1.0,7.0
+363,visits,tests_id_chlamydia_result,varchar,191.0,Normal,1.0,11.0
+364,visits,tests_id_hiv_result,varchar,192.0,Normal,1.0,13.0
+365,visits,tests_id_syphilis_result,varchar,193.0,Normal,1.0,13.0
+366,visits,tests_id_gonorrhea_result,varchar,194.0,Normal,1.0,14.0
+367,visits,tests_eye_exam_right_sphere,varchar,195.0,Normal,1.0,7.0
+368,visits,tests_eye_exam_right_cylinder,varchar,196.0,Normal,1.0,9.0
+369,visits,tests_eye_exam_right_axis,varchar,197.0,Normal,1.0,10.0
+370,visits,tests_eye_exam_right_bifocal,varchar,198.0,Normal,1.0,11.0
+371,visits,tests_eye_exam_left_sphere,varchar,199.0,Normal,1.0,8.0
+372,visits,tests_eye_exam_left_cylinder,varchar,200.0,Normal,1.0,10.0
+373,visits,tests_eye_exam_left_axis,varchar,201.0,Normal,1.0,11.0
+374,visits,tests_eye_exam_left_bifocal,varchar,202.0,Normal,1.0,12.0
+375,visits,tx_pain_ibuprofen_varieties,varchar,203.0,Normal,1.0,33.0
+376,visits,tx_misc_benadryl_varieties,varchar,204.0,Normal,1.0,35.0
+377,visits,tests_id_tb_result,varchar,209.0,Normal,1.0,15.0
+378,visits,tests_id_confirm_hiv_cd4,decimal,210.0,Normal,1.0,3.0
+379,visits,tests_id_confirm_hiv_result,varchar,211.0,Normal,1.0,14.0
+380,visits,tests_id_confirm_hiv_arvt,varchar,212.0,Normal,1.0,7.0
+381,visits,tests_id_confirm_hiv_enrolled,varchar,213.0,Normal,1.0,7.0
+382,visits,tests_id_confirm_hiv_problems,varchar,214.0,Normal,1.0,5.0
+383,visits,tests_id_confirm_tb_result,varchar,215.0,Normal,1.0,15.0
+384,visits,tests_id_confirm_tb_comments,varchar,216.0,Normal,1.0,6.0
+385,visits,tests_id_confirm_hiv_enrolled_at,varchar,218.0,Normal,1.0,6.0
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+387,visits,clinic_trip,varchar,220.0,Normal,1.0,12.0
+388,visits,tx_chw_referral,varchar,221.0,Normal,1.0,31.0
+389,visits,tx_misc_depo,varchar,222.0,Normal,1.0,5.0
+390,visits,tx_misc_paroxetine,varchar,224.0,Normal,1.0,67.0
+391,visits,tx_misc_keppra,varchar,225.0,Normal,1.0,67.0
+392,visits,dx_totalcount,decimal,226.0,Calculated,1.0,1.0
+393,visits,tx_totalcount,decimal,228.0,Calculated,1.0,3.0
+394,visits,tx_given_glasses,varchar,229.0,Normal,1.0,4.0
+395,visits,tx_misc_labetolol,varchar,230.0,Normal,1.0,3.0
+396,visits,tx_misc_carbamazepine,varchar,231.0,Normal,1.0,66.0
+397,visits,tx_misc_terazosin,varchar,232.0,Normal,1.0,67.0
+398,visits,tx_gi_ranitidine,varchar,233.0,Normal,1.0,28.0
+399,visits,tx_cardiac_lisinopril,varchar,234.0,Normal,1.0,52.0
+400,visits,tx_topical_triple_antibiotic,varchar,235.0,Normal,1.0,55.0
+401,visits,tx_misc_prednisone,varchar,236.0,Normal,1.0,66.0
+402,visits,clinic,varchar,237.0,Normal,1.0,1.0
+403,visits,notes_modification_status,varchar,238.0,Normal,1.0,1.0
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+405,visits_from_meds_dispensed,creation_date,date,2.0,Normal,1.0,2.0
+406,visits_from_meds_dispensed,creation_acct,varchar,3.0,Normal,1.0,2.0
+407,visits_from_meds_dispensed,modified_date,date,4.0,Normal,1.0,4.0
+408,visits_from_meds_dispensed,modified_acct,varchar,5.0,Normal,1.0,3.0
+409,visits_from_meds_dispensed,fk_patient_id,decimal,8.0,Normal,1.0,7.0
+410,visits_from_meds_dispensed,fk_clinic_id,decimal,9.0,Normal,1.0,4.0
+411,visits_from_meds_dispensed,visit_date,date,10.0,Normal,1.0,4.0
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+413,visits_from_meds_dispensed,ob_pregnant,varchar,12.0,Normal,1.0,7.0
+414,visits_from_meds_dispensed,ob_last_menstrual_period,date,13.0,Normal,1.0,4.0
+415,visits_from_meds_dispensed,bp_systolic_blood_pressure,decimal,14.0,Normal,1.0,3.0
+416,visits_from_meds_dispensed,bp_diastolic_blood_pressure,decimal,15.0,Normal,1.0,4.0
+417,visits_from_meds_dispensed,bp_mean_arterial_pressure,decimal,16.0,Calculated,1.0,4.0
+418,visits_from_meds_dispensed,temp_in_fahrenheit,decimal,17.0,Normal,1.0,4.0
+419,visits_from_meds_dispensed,pulse_rate,decimal,18.0,Normal,1.0,4.0
+420,visits_from_meds_dispensed,weight_in_lbs,decimal,19.0,Normal,1.0,3.0
+421,visits_from_meds_dispensed,height_in_inches,decimal,21.0,Normal,1.0,3.0
+422,visits_from_meds_dispensed,glasses_given,varchar,25.0,Normal,1.0,4.0
+423,visits_from_meds_dispensed,sunglasses_given,varchar,26.0,Normal,1.0,4.0
+424,visits_from_meds_dispensed,dx_surgical_candidate,varchar,27.0,Normal,1.0,6.0
+425,visits_from_meds_dispensed,surgical_comments,varchar,28.0,Normal,1.0,2.0
+426,visits_from_meds_dispensed,visit_age_unit,varchar,30.0,Normal,1.0,3.0
+427,visits_from_meds_dispensed,chief_complaint,varchar,31.0,Normal,1.0,2.0
+428,visits_from_meds_dispensed,history_of_present_illness,varchar,32.0,Normal,1.0,3.0
+429,visits_from_meds_dispensed,visit_age_years,decimal,33.0,Normal,1.0,5.0
+430,visits_from_meds_dispensed,exam_comments,varchar,34.0,Normal,1.0,2.0
+431,visits_from_meds_dispensed,tests_comments,varchar,36.0,Normal,1.0,1.0
+432,visits_from_meds_dispensed,tests_blood_sugar_result,decimal,37.0,Normal,1.0,2.0
+433,visits_from_meds_dispensed,tests_pregnancy_result,varchar,38.0,Normal,1.0,6.0
+434,visits_from_meds_dispensed,tests_urine_glucose_result,varchar,42.0,Normal,1.0,9.0
+435,visits_from_meds_dispensed,tests_urine_protein_result,varchar,43.0,Normal,1.0,10.0
+436,visits_from_meds_dispensed,tests_urine_leukocytes_result,varchar,44.0,Normal,1.0,11.0
+437,visits_from_meds_dispensed,tests_urine_nitrites_result,varchar,45.0,Normal,1.0,13.0
+438,visits_from_meds_dispensed,ob_gravida,decimal,52.0,Normal,1.0,7.0
+439,visits_from_meds_dispensed,ob_para,decimal,53.0,Normal,1.0,7.0
+440,visits_from_meds_dispensed,ob_abortus,decimal,54.0,Normal,1.0,8.0
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+442,visits_from_meds_dispensed,ob_wants_planning,varchar,57.0,Normal,1.0,5.0
+443,visits_from_meds_dispensed,albendazole_given,varchar,58.0,Normal,1.0,7.0
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+448,visits_from_meds_dispensed,tests_blood_sugar_given,varchar,64.0,Normal,1.0,3.0
+449,visits_from_meds_dispensed,tests_eye_exam_given,varchar,65.0,Normal,1.0,4.0
+450,visits_from_meds_dispensed,tests_urine_analysis_given,varchar,66.0,Normal,1.0,5.0
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+452,visits_from_meds_dispensed,dx_allergies,varchar,69.0,Normal,1.0,5.0
+453,visits_from_meds_dispensed,dx_anemia,varchar,70.0,Normal,1.0,6.0
+454,visits_from_meds_dispensed,dx_malnutrition,varchar,71.0,Normal,1.0,7.0
+455,visits_from_meds_dispensed,dx_diabetes,varchar,72.0,Normal,1.0,9.0
+456,visits_from_meds_dispensed,dx_pterygium,varchar,73.0,Normal,1.0,10.0
+457,visits_from_meds_dispensed,dx_cataract,varchar,74.0,Normal,1.0,11.0
+458,visits_from_meds_dispensed,dx_dry_eye,varchar,75.0,Normal,1.0,12.0
+459,visits_from_meds_dispensed,dx_conjunctivitis,varchar,76.0,Normal,1.0,13.0
+460,visits_from_meds_dispensed,dx_fever,varchar,77.0,Normal,1.0,10.0
+461,visits_from_meds_dispensed,dx_possible_malaria,varchar,78.0,Normal,1.0,11.0
+462,visits_from_meds_dispensed,dx_filariasis,varchar,79.0,Normal,1.0,12.0
+463,visits_from_meds_dispensed,dx_gastritis,varchar,80.0,Normal,1.0,13.0
+464,visits_from_meds_dispensed,dx_gerd,varchar,81.0,Normal,1.0,14.0
+465,visits_from_meds_dispensed,dx_gastroenteritis,varchar,82.0,Normal,1.0,15.0
+466,visits_from_meds_dispensed,dx_dysentery,varchar,83.0,Normal,1.0,16.0
+467,visits_from_meds_dispensed,dx_possible_cholera,varchar,84.0,Normal,1.0,17.0
+468,visits_from_meds_dispensed,dx_headache,varchar,85.0,Normal,1.0,18.0
+469,visits_from_meds_dispensed,dx_hernia,varchar,86.0,Normal,1.0,19.0
+470,visits_from_meds_dispensed,dx_hernia_type,varchar,87.0,Normal,1.0,21.0
+471,visits_from_meds_dispensed,dx_hypertension,varchar,88.0,Normal,1.0,20.0
+472,visits_from_meds_dispensed,dx_stroke,varchar,89.0,Normal,1.0,21.0
+473,visits_from_meds_dispensed,dx_angina,varchar,90.0,Normal,1.0,22.0
+474,visits_from_meds_dispensed,dx_chf,varchar,91.0,Normal,1.0,23.0
+475,visits_from_meds_dispensed,dx_musculoskeletal_pain,varchar,92.0,Normal,1.0,24.0
+476,visits_from_meds_dispensed,dx_otitis,varchar,93.0,Normal,1.0,25.0
+477,visits_from_meds_dispensed,dx_otitis_ear,varchar,94.0,Normal,1.0,28.0
+478,visits_from_meds_dispensed,dx_pneumonia,varchar,95.0,Normal,1.0,26.0
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+480,visits_from_meds_dispensed,dx_uri,varchar,97.0,Normal,1.0,28.0
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+577,visits_from_meds_dispensed,tests_eye_exam_left_bifocal,varchar,202.0,Normal,1.0,12.0
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+579,visits_from_meds_dispensed,tx_misc_benadryl_varieties,varchar,204.0,Normal,1.0,35.0
+580,visits_from_meds_dispensed,tests_id_tb_result,varchar,209.0,Normal,1.0,15.0
+581,visits_from_meds_dispensed,tests_id_confirm_hiv_cd4,decimal,210.0,Normal,1.0,3.0
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+597,visits_from_meds_dispensed,tx_given_glasses,varchar,229.0,Normal,1.0,4.0
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+603,visits_from_meds_dispensed,tx_topical_triple_antibiotic,varchar,235.0,Normal,1.0,55.0
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+608,visits_from_patients,creation_date,date,2.0,Normal,1.0,2.0
+609,visits_from_patients,creation_acct,varchar,3.0,Normal,1.0,2.0
+610,visits_from_patients,modified_date,date,4.0,Normal,1.0,4.0
+611,visits_from_patients,modified_acct,varchar,5.0,Normal,1.0,3.0
+612,visits_from_patients,fk_patient_id,decimal,8.0,Normal,1.0,7.0
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+617,visits_from_patients,ob_last_menstrual_period,date,13.0,Normal,1.0,4.0
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+620,visits_from_patients,bp_mean_arterial_pressure,decimal,16.0,Calculated,1.0,4.0
+621,visits_from_patients,temp_in_fahrenheit,decimal,17.0,Normal,1.0,4.0
+622,visits_from_patients,pulse_rate,decimal,18.0,Normal,1.0,4.0
+623,visits_from_patients,weight_in_lbs,decimal,19.0,Normal,1.0,3.0
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+626,visits_from_patients,sunglasses_given,varchar,26.0,Normal,1.0,4.0
+627,visits_from_patients,dx_surgical_candidate,varchar,27.0,Normal,1.0,6.0
+628,visits_from_patients,surgical_comments,varchar,28.0,Normal,1.0,2.0
+629,visits_from_patients,visit_age_unit,varchar,30.0,Normal,1.0,3.0
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+631,visits_from_patients,history_of_present_illness,varchar,32.0,Normal,1.0,3.0
+632,visits_from_patients,visit_age_years,decimal,33.0,Normal,1.0,5.0
+633,visits_from_patients,exam_comments,varchar,34.0,Normal,1.0,2.0
+634,visits_from_patients,tests_comments,varchar,36.0,Normal,1.0,1.0
+635,visits_from_patients,tests_blood_sugar_result,decimal,37.0,Normal,1.0,2.0
+636,visits_from_patients,tests_pregnancy_result,varchar,38.0,Normal,1.0,6.0
+637,visits_from_patients,tests_urine_glucose_result,varchar,42.0,Normal,1.0,9.0
+638,visits_from_patients,tests_urine_protein_result,varchar,43.0,Normal,1.0,10.0
+639,visits_from_patients,tests_urine_leukocytes_result,varchar,44.0,Normal,1.0,11.0
+640,visits_from_patients,tests_urine_nitrites_result,varchar,45.0,Normal,1.0,13.0
+641,visits_from_patients,ob_gravida,decimal,52.0,Normal,1.0,7.0
+642,visits_from_patients,ob_para,decimal,53.0,Normal,1.0,7.0
+643,visits_from_patients,ob_abortus,decimal,54.0,Normal,1.0,8.0
+644,visits_from_patients,ob_history,varchar,56.0,Calculated,1.0,6.0
+645,visits_from_patients,ob_wants_planning,varchar,57.0,Normal,1.0,5.0
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+647,visits_from_patients,first_visit,varchar,59.0,Normal,1.0,6.0
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+649,visits_from_patients,meds_currently_taken,varchar,61.0,Normal,1.0,3.0
+650,visits_from_patients,tests_pregnancy_given,varchar,63.0,Normal,1.0,3.0
+651,visits_from_patients,tests_blood_sugar_given,varchar,64.0,Normal,1.0,3.0
+652,visits_from_patients,tests_eye_exam_given,varchar,65.0,Normal,1.0,4.0
+653,visits_from_patients,tests_urine_analysis_given,varchar,66.0,Normal,1.0,5.0
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+655,visits_from_patients,dx_allergies,varchar,69.0,Normal,1.0,5.0
+656,visits_from_patients,dx_anemia,varchar,70.0,Normal,1.0,6.0
+657,visits_from_patients,dx_malnutrition,varchar,71.0,Normal,1.0,7.0
+658,visits_from_patients,dx_diabetes,varchar,72.0,Normal,1.0,9.0
+659,visits_from_patients,dx_pterygium,varchar,73.0,Normal,1.0,10.0
+660,visits_from_patients,dx_cataract,varchar,74.0,Normal,1.0,11.0
+661,visits_from_patients,dx_dry_eye,varchar,75.0,Normal,1.0,12.0
+662,visits_from_patients,dx_conjunctivitis,varchar,76.0,Normal,1.0,13.0
+663,visits_from_patients,dx_fever,varchar,77.0,Normal,1.0,10.0
+664,visits_from_patients,dx_possible_malaria,varchar,78.0,Normal,1.0,11.0
+665,visits_from_patients,dx_filariasis,varchar,79.0,Normal,1.0,12.0
+666,visits_from_patients,dx_gastritis,varchar,80.0,Normal,1.0,13.0
+667,visits_from_patients,dx_gerd,varchar,81.0,Normal,1.0,14.0
+668,visits_from_patients,dx_gastroenteritis,varchar,82.0,Normal,1.0,15.0
+669,visits_from_patients,dx_dysentery,varchar,83.0,Normal,1.0,16.0
+670,visits_from_patients,dx_possible_cholera,varchar,84.0,Normal,1.0,17.0
+671,visits_from_patients,dx_headache,varchar,85.0,Normal,1.0,18.0
+672,visits_from_patients,dx_hernia,varchar,86.0,Normal,1.0,19.0
+673,visits_from_patients,dx_hernia_type,varchar,87.0,Normal,1.0,21.0
+674,visits_from_patients,dx_hypertension,varchar,88.0,Normal,1.0,20.0
+675,visits_from_patients,dx_stroke,varchar,89.0,Normal,1.0,21.0
+676,visits_from_patients,dx_angina,varchar,90.0,Normal,1.0,22.0
+677,visits_from_patients,dx_chf,varchar,91.0,Normal,1.0,23.0
+678,visits_from_patients,dx_musculoskeletal_pain,varchar,92.0,Normal,1.0,24.0
+679,visits_from_patients,dx_otitis,varchar,93.0,Normal,1.0,25.0
+680,visits_from_patients,dx_otitis_ear,varchar,94.0,Normal,1.0,28.0
+681,visits_from_patients,dx_pneumonia,varchar,95.0,Normal,1.0,26.0
+682,visits_from_patients,dx_sinusitis,varchar,96.0,Normal,1.0,27.0
+683,visits_from_patients,dx_uri,varchar,97.0,Normal,1.0,28.0
+684,visits_from_patients,dx_pregnant,varchar,98.0,Normal,1.0,29.0
+685,visits_from_patients,dx_pregnant_weeks,decimal,99.0,Normal,1.0,33.0
+686,visits_from_patients,dx_atopic_derm,varchar,100.0,Normal,1.0,31.0
+687,visits_from_patients,dx_fungal,varchar,101.0,Normal,1.0,32.0
+688,visits_from_patients,dx_scabies,varchar,102.0,Normal,1.0,33.0
+689,visits_from_patients,dx_impetigo,varchar,103.0,Normal,1.0,34.0
+690,visits_from_patients,dx_tinea_capitus,varchar,104.0,Normal,1.0,35.0
+691,visits_from_patients,dx_possible_std,varchar,105.0,Normal,1.0,18.0
+692,visits_from_patients,dx_possible_tb,varchar,106.0,Normal,1.0,19.0
+693,visits_from_patients,dx_vaginitis_candidal,varchar,107.0,Normal,1.0,24.0
+694,visits_from_patients,dx_vaginitis_trich,varchar,108.0,Normal,1.0,24.0
+695,visits_from_patients,dx_vaginitis_bv,varchar,109.0,Normal,1.0,25.0
+696,visits_from_patients,dx_other,varchar,110.0,Normal,1.0,26.0
+697,visits_from_patients,dx_other_text,varchar,111.0,Normal,1.0,33.0
+698,visits_from_patients,tx_multivitamin,varchar,112.0,Normal,1.0,26.0
+699,visits_from_patients,tx_pain_acetaminophen,varchar,113.0,Normal,1.0,28.0
+700,visits_from_patients,tx_gi_omeprazole,varchar,114.0,Normal,1.0,27.0
+701,visits_from_patients,tx_gi_pepto_bismol,varchar,115.0,Normal,1.0,28.0
+702,visits_from_patients,tx_gi_cimetidine,varchar,116.0,Normal,1.0,31.0
+703,visits_from_patients,tx_gi_tums,varchar,117.0,Normal,1.0,30.0
+704,visits_from_patients,tx_gi_ors,varchar,118.0,Normal,1.0,31.0
+705,visits_from_patients,tx_infections_albendazole,varchar,119.0,Normal,1.0,33.0
+706,visits_from_patients,tx_infections_amoxicillin,varchar,120.0,Normal,1.0,34.0
+707,visits_from_patients,tx_infections_azithromycin,varchar,121.0,Normal,1.0,35.0
+708,visits_from_patients,tx_infections_bactrim,varchar,122.0,Normal,1.0,36.0
+709,visits_from_patients,tx_infections_cipro,varchar,123.0,Normal,1.0,37.0
+710,visits_from_patients,tx_infections_doxycycline,varchar,124.0,Normal,1.0,38.0
+711,visits_from_patients,tx_infections_flagyl,varchar,125.0,Normal,1.0,39.0
+712,visits_from_patients,tx_infections_fluconazole,varchar,126.0,Normal,1.0,40.0
+713,visits_from_patients,tx_infections_griseofulvin,varchar,127.0,Normal,1.0,41.0
+714,visits_from_patients,tx_infections_ivermectin,varchar,129.0,Normal,1.0,43.0
+715,visits_from_patients,tx_infections_keflex,varchar,130.0,Normal,1.0,44.0
+716,visits_from_patients,tx_infections_rocephin,varchar,131.0,Normal,1.0,46.0
+717,visits_from_patients,tx_cardiac_amlodipine,varchar,132.0,Normal,1.0,47.0
+718,visits_from_patients,tx_cardiac_aspirin,varchar,133.0,Normal,1.0,48.0
+719,visits_from_patients,tx_cardiac_atenolol,varchar,134.0,Normal,1.0,48.0
+720,visits_from_patients,tx_cardiac_hctz,varchar,135.0,Normal,1.0,49.0
+721,visits_from_patients,tx_cardiac_lasix,varchar,136.0,Normal,1.0,51.0
+722,visits_from_patients,tx_cardiac_enalapril,varchar,137.0,Normal,1.0,52.0
+723,visits_from_patients,tx_topical_clotrimazole,varchar,138.0,Normal,1.0,53.0
+724,visits_from_patients,tx_topical_hydrocortisone,varchar,139.0,Normal,1.0,53.0
+725,visits_from_patients,tx_topical_silvadine,varchar,141.0,Normal,1.0,55.0
+726,visits_from_patients,tx_topical_permethirine,varchar,142.0,Normal,1.0,57.0
+727,visits_from_patients,tx_im_dexamethasone,varchar,143.0,Normal,1.0,57.0
+728,visits_from_patients,tx_im_lasix,varchar,144.0,Normal,1.0,58.0
+729,visits_from_patients,tx_misc_albuterol,varchar,145.0,Normal,1.0,60.0
+730,visits_from_patients,tx_misc_benadryl,varchar,146.0,Normal,1.0,61.0
+731,visits_from_patients,tx_misc_ferrous_sulfate,varchar,147.0,Normal,1.0,62.0
+732,visits_from_patients,tx_misc_metformin,varchar,148.0,Normal,1.0,63.0
+733,visits_from_patients,tx_misc_prednisolone,varchar,149.0,Normal,1.0,65.0
+734,visits_from_patients,tx_misc_other,varchar,150.0,Normal,1.0,64.0
+735,visits_from_patients,tx_misc_other_text,varchar,151.0,Normal,1.0,71.0
+736,visits_from_patients,tx_comments,varchar,152.0,Normal,1.0,68.0
+737,visits_from_patients,dx_uti,varchar,153.0,Normal,1.0,29.0
+738,visits_from_patients,tx_multivitamin_varieties,varchar,155.0,Normal,1.0,29.0
+739,visits_from_patients,tx_pain_acetaminophen_varieties,varchar,156.0,Normal,1.0,30.0
+740,visits_from_patients,tx_infections_amoxicillin_varieties,varchar,159.0,Normal,1.0,36.0
+741,visits_from_patients,tx_pain_ibuprofen,varchar,160.0,Normal,1.0,29.0
+742,visits_from_patients,dx_comments,varchar,161.0,Normal,1.0,69.0
+743,visits_from_patients,tx_infections_azithromycin_varieties,varchar,162.0,Normal,1.0,38.0
+744,visits_from_patients,tx_infections_bactrim_varieties,varchar,163.0,Normal,1.0,40.0
+745,visits_from_patients,tx_infections_keflex_varieties,varchar,164.0,Normal,1.0,42.0
+746,visits_from_patients,tx_infections_rocephin_varieties,varchar,165.0,Normal,1.0,44.0
+747,visits_from_patients,dx_vaginitis_general,varchar,166.0,Normal,1.0,26.0
+748,visits_from_patients,dx_needs_to_see_dentist,varchar,168.0,Normal,1.0,26.0
+749,visits_from_patients,dx_needs_to_see_eye_doctor,varchar,169.0,Normal,1.0,27.0
+750,visits_from_patients,dx_healthy,varchar,170.0,Normal,1.0,8.0
+751,visits_from_patients,provider,varchar,172.0,Normal,1.0,5.0
+752,visits_from_patients,tx_saw_dentist,varchar,173.0,Normal,1.0,27.0
+753,visits_from_patients,tx_saw_eye_doctor,varchar,174.0,Normal,1.0,29.0
+754,visits_from_patients,tx_outside_referral,varchar,175.0,Normal,1.0,29.0
+755,visits_from_patients,tx_outside_referral_text,varchar,176.0,Normal,1.0,34.0
+756,visits_from_patients,tx_gi_zinc,varchar,177.0,Normal,1.0,32.0
+757,visits_from_patients,tx_cardiac_methyldopa,varchar,178.0,Normal,1.0,53.0
+758,visits_from_patients,tx_infections_augmentin,varchar,179.0,Normal,1.0,36.0
+759,visits_from_patients,tx_infections_chloroquine,varchar,180.0,Normal,1.0,37.0
+760,visits_from_patients,tx_infections_griseofuvin_varieties,varchar,181.0,Normal,1.0,38.0
+761,visits_from_patients,tx_infections_nitrofurantoin,varchar,182.0,Normal,1.0,44.0
+762,visits_from_patients,tx_topical_double_antibiotic,varchar,183.0,Normal,1.0,54.0
+763,visits_from_patients,tx_misc_fluoxetine,varchar,184.0,Normal,1.0,67.0
+764,visits_from_patients,tx_misc_ocp,varchar,185.0,Normal,1.0,65.0
+765,visits_from_patients,tx_misc_phenytoin,varchar,186.0,Normal,1.0,66.0
+766,visits_from_patients,dx_possible_parasites,varchar,188.0,Normal,1.0,20.0
+767,visits_from_patients,tx_misc_iud,varchar,189.0,Normal,1.0,67.0
+768,visits_from_patients,tests_id_test_given,varchar,190.0,Normal,1.0,7.0
+769,visits_from_patients,tests_id_chlamydia_result,varchar,191.0,Normal,1.0,11.0
+770,visits_from_patients,tests_id_hiv_result,varchar,192.0,Normal,1.0,13.0
+771,visits_from_patients,tests_id_syphilis_result,varchar,193.0,Normal,1.0,13.0
+772,visits_from_patients,tests_id_gonorrhea_result,varchar,194.0,Normal,1.0,14.0
+773,visits_from_patients,tests_eye_exam_right_sphere,varchar,195.0,Normal,1.0,7.0
+774,visits_from_patients,tests_eye_exam_right_cylinder,varchar,196.0,Normal,1.0,9.0
+775,visits_from_patients,tests_eye_exam_right_axis,varchar,197.0,Normal,1.0,10.0
+776,visits_from_patients,tests_eye_exam_right_bifocal,varchar,198.0,Normal,1.0,11.0
+777,visits_from_patients,tests_eye_exam_left_sphere,varchar,199.0,Normal,1.0,8.0
+778,visits_from_patients,tests_eye_exam_left_cylinder,varchar,200.0,Normal,1.0,10.0
+779,visits_from_patients,tests_eye_exam_left_axis,varchar,201.0,Normal,1.0,11.0
+780,visits_from_patients,tests_eye_exam_left_bifocal,varchar,202.0,Normal,1.0,12.0
+781,visits_from_patients,tx_pain_ibuprofen_varieties,varchar,203.0,Normal,1.0,33.0
+782,visits_from_patients,tx_misc_benadryl_varieties,varchar,204.0,Normal,1.0,35.0
+783,visits_from_patients,tests_id_tb_result,varchar,209.0,Normal,1.0,15.0
+784,visits_from_patients,tests_id_confirm_hiv_cd4,decimal,210.0,Normal,1.0,3.0
+785,visits_from_patients,tests_id_confirm_hiv_result,varchar,211.0,Normal,1.0,14.0
+786,visits_from_patients,tests_id_confirm_hiv_arvt,varchar,212.0,Normal,1.0,7.0
+787,visits_from_patients,tests_id_confirm_hiv_enrolled,varchar,213.0,Normal,1.0,7.0
+788,visits_from_patients,tests_id_confirm_hiv_problems,varchar,214.0,Normal,1.0,5.0
+789,visits_from_patients,tests_id_confirm_tb_result,varchar,215.0,Normal,1.0,15.0
+790,visits_from_patients,tests_id_confirm_tb_comments,varchar,216.0,Normal,1.0,6.0
+791,visits_from_patients,tests_id_confirm_hiv_enrolled_at,varchar,218.0,Normal,1.0,6.0
+792,visits_from_patients,dx_depression,varchar,219.0,Normal,1.0,10.0
+793,visits_from_patients,clinic_trip,varchar,220.0,Normal,1.0,12.0
+794,visits_from_patients,tx_chw_referral,varchar,221.0,Normal,1.0,31.0
+795,visits_from_patients,tx_misc_depo,varchar,222.0,Normal,1.0,5.0
+796,visits_from_patients,tx_misc_paroxetine,varchar,224.0,Normal,1.0,67.0
+797,visits_from_patients,tx_misc_keppra,varchar,225.0,Normal,1.0,67.0
+798,visits_from_patients,dx_totalcount,decimal,226.0,Calculated,1.0,1.0
+799,visits_from_patients,tx_totalcount,decimal,228.0,Calculated,1.0,3.0
+800,visits_from_patients,tx_given_glasses,varchar,229.0,Normal,1.0,4.0
+801,visits_from_patients,tx_misc_labetolol,varchar,230.0,Normal,1.0,3.0
+802,visits_from_patients,tx_misc_carbamazepine,varchar,231.0,Normal,1.0,66.0
+803,visits_from_patients,tx_misc_terazosin,varchar,232.0,Normal,1.0,67.0
+804,visits_from_patients,tx_gi_ranitidine,varchar,233.0,Normal,1.0,28.0
+805,visits_from_patients,tx_cardiac_lisinopril,varchar,234.0,Normal,1.0,52.0
+806,visits_from_patients,tx_topical_triple_antibiotic,varchar,235.0,Normal,1.0,55.0
+807,visits_from_patients,tx_misc_prednisone,varchar,236.0,Normal,1.0,66.0
+808,visits_from_patients,clinic,varchar,237.0,Normal,1.0,1.0
+809,visits_from_patients,notes_modification_status,varchar,238.0,Normal,1.0,1.0

db/fk.py

@@ -1,9 +1,15 @@
-query = "SELECT tc.table_schema, tc.constraint_name, tc.table_name, kcu.column_name, ccu.table_schema AS foreign_table_schema, ccu.table_name AS foreign_table_name, ccu.column_name AS foreign_column_name FROM information_schema.table_constraints AS tc JOIN information_schema.key_column_usage AS kcu ON tc.constraint_name = kcu.constraint_name AND tc.table_schema = kcu.table_schema JOIN information_schema.constraint_column_usage AS ccu ON ccu.constraint_name = tc.constraint_name AND ccu.table_schema = tc.table_schema WHERE tc.constraint_type = 'FOREIGN KEY' AND tc.table_name='patients';"
+query = "SELECT tc.table_schema, tc.constraint_name, tc.table_name, kcu.column_name, ccu.table_schema AS foreign_table_schema, ccu.table_name AS foreign_table_name, ccu.column_name AS foreign_column_name FROM information_schema.table_constraints AS tc JOIN information_schema.key_column_usage AS kcu ON tc.constraint_name = kcu.constraint_name AND tc.table_schema = kcu.table_schema JOIN information_schema.constraint_column_usage AS ccu ON ccu.constraint_name = tc.constraint_name AND ccu.table_schema = tc.table_schema WHERE tc.constraint_type = 'FOREIGN KEY' AND tc.table_name='patients'"
+query = "SELECT * FROM INFORMATION_SCHEMA.REFERENTIAL_CONSTRAINTS WHERE CONSTRAINT_NAME='XYZ'"
+query = "SELECT owner, table_name FROM all_tables"
+query = "SELECT * FROM FileMaker_Fields"
+# query = "EXEC sp_fkeys FileMaker_Fields"
+# query = "SELECT * FROM FileMaker_Tables"
 
 from fmp import FMP
 import pandas as pd
 
-fmp_model = FMP()
+fmp_model = FMP("chifmp", "hjohnson", "hjohnson")
 
 df = pd.read_sql(query, fmp_model.connection)
 print(df)
+df.to_csv("fields.csv")

db/fmp.py

@@ -2,11 +2,13 @@ import json
 from datetime import datetime
 
 import pandas as pd
+import numpy as np
 import pyodbc
 from tqdm import tqdm
 
 from db import DB
 
+from utils import edit_distance
 
 """
 File Maker Pro Connection Object
@@ -60,7 +62,7 @@ class FMP(DB):
         return self.__python_types_to_sql
 
     @property
-    def fmp_table_names(self):
+    def fmp_table_names(self) -> list:
         return self.__fmp_table_names
 
     @property
@@ -73,6 +75,7 @@ class FMP(DB):
 
     def parse_database(self) -> dict():
         self._model = dict()
+
         for tbl in tqdm(self.fmp_table_names):
             query = "select * from {tbl}".format(tbl=tbl)
             df = pd.read_sql(query, self.connection)
@@ -85,11 +88,46 @@ class FMP(DB):
             for elem in zip(df.columns, col_types):
                 self._model[tbl][elem[0]] = {}
                 self._model[tbl][elem[0]]["type"] = elem[1]
-                self._model[tbl][elem[0]]["pk"] = "pk" == elem[0][:2]
-                self._model[tbl][elem[0]]["fk"] = "fk" == elem[0][:2]
+                # get table
+                # convert to singular
+                #
+                # check_str = f"pk_{}_id"
+                # self._model[tbl][elem[0]]["pk"] = "pk" == elem[0][:2]
+                # self._model[tbl][elem[0]]["fk"] = "fk" == elem[0][:2]
+                # foreign key true --> what it points to
+
+            primary_key_field_name = ""
+            for field_name in self._model[tbl].keys():
+                self._model[tbl][field_name]["fk"] = "fk" == field_name[:2]
+
         return self._model
 
-    def write_model(self, model_object=None):
+    def get_tablename_from_fieldname(self, field_name: str):
+        # remove "pk_" or "fk_" --> we only enter this function if this has already matched
+        extracted_field_to_match = field_name[3:]
+        # not all fields that start with "pk_" or "fk_" end in "_id"
+        if field_name[-3:] == "_id":
+            extracted_field_to_match = extracted_field_to_match[:-3]
+        else:
+            print(f"consider fixing fieldname: {field_name}")
+
+        # function that returns the edit distance of the table to the extracted field name
+        matcher = lambda table_name: edit_distance(table_name, extracted_field_to_match)
+
+        try:
+            # map lambda over list of table `names & extract min edit distance
+            index_of_match = int(
+                np.argmin(np.array(list(map(matcher, self.__fmp_table_names))), axis=0)
+            )
+        except TypeError as e:
+            print("FAILURE: to tables have equally close edit_distance")
+            # TODO: potentially add a backup lookup table here
+            # for now we will re-raise the error and crash the program
+            raise (e)
+
+        return self.__fmp_table_names[index_of_match]
+
+    def write_model(self, model_object: dict = None):
         curr_time = datetime.now().strftime(self.datetime_format)
         with open("./models/{time}_model.json".format(time=curr_time), "w") as f:
             if model_object is not None:

db/tables.csv

@@ -0,0 +1,28 @@
+,TableName,TableId,BaseTableName,BaseFileName,ModCount
+0,clinics,1065096.0,clinics,chihaiti (engr-ece-m010),17.0
+1,clinics_from_visits,1065091.0,clinics,chihaiti (engr-ece-m010),17.0
+2,diagnoses,1065112.0,diagnoses,chihaiti (engr-ece-m010),10.0
+3,diagnoses_from_visits,1065106.0,diagnoses,chihaiti (engr-ece-m010),10.0
+4,diagnoses_made,1065118.0,diagnoses_made,chihaiti (engr-ece-m010),4.0
+5,diagnoses_made_from_visits,1065107.0,diagnoses_made,chihaiti (engr-ece-m010),4.0
+6,geonames,1065124.0,geonames,chihaiti (engr-ece-m010),3.0
+7,globals,1065092.0,globals,chihaiti (engr-ece-m010),26.0
+8,meds,1065111.0,meds,chihaiti (engr-ece-m010),6.0
+9,meds_dispensed,1065110.0,meds_dispensed,chihaiti (engr-ece-m010),10.0
+10,meds_dispensed_from_visits,1065101.0,meds_dispensed,chihaiti (engr-ece-m010),10.0
+11,meds_from_meds_dispensed,1065120.0,meds,chihaiti (engr-ece-m010),6.0
+12,meds_from_visits,1065100.0,meds,chihaiti (engr-ece-m010),6.0
+13,patients,1065097.0,patients,chihaiti (engr-ece-m010),77.0
+14,patients_from_visits,1065089.0,patients,chihaiti (engr-ece-m010),77.0
+15,patients_from_visits_for_search,1065123.0,patients,chihaiti (engr-ece-m010),77.0
+16,settings,1065098.0,settings,chihaiti (engr-ece-m010),12.0
+17,settings_from_clinics,1065099.0,settings,chihaiti (engr-ece-m010),12.0
+18,settings_from_diagnoses,1065116.0,settings,chihaiti (engr-ece-m010),12.0
+19,settings_from_diagnoses 2,1065119.0,settings,chihaiti (engr-ece-m010),12.0
+20,settings_from_meds,1065115.0,settings,chihaiti (engr-ece-m010),12.0
+21,settings_from_meds_dispensed,1065117.0,settings,chihaiti (engr-ece-m010),12.0
+22,settings_from_patients,1065114.0,settings,chihaiti (engr-ece-m010),12.0
+23,settings_from_visits,1065093.0,settings,chihaiti (engr-ece-m010),12.0
+24,visits,1065090.0,visits,chihaiti (engr-ece-m010),199.0
+25,visits_from_meds_dispensed,1065113.0,visits,chihaiti (engr-ece-m010),199.0
+26,visits_from_patients,1065122.0,visits,chihaiti (engr-ece-m010),199.0

db/test_edit_distance.py

@@ -0,0 +1,12 @@
+from fmp import FMP
+import pandas as pd
+
+fmp_model = FMP("20200303_chihaiti", "hjohnson", "hjohnson")
+
+pk_visit_id = "pk_visit_id"
+fk_clinic_id = "fk_clinic_id"
+
+print(fmp_model.get_tablename_from_fieldname(pk_visit_id))  # expect this to be "visits"
+print(
+    fmp_model.get_tablename_from_fieldname(fk_clinic_id)
+)  # expect this to be "clinics"

db/utils.py

@@ -0,0 +1,22 @@
+def edit_distance(str1, str2):
+    return edit_distance_helper(str1, str2, len(str1) - 1, len(str2) - 1)
+
+
+def edit_distance_helper(str1, str2, m, n):
+    if m == 0:
+        return n
+
+    if n == 0:
+        return m
+
+    if str1[m] == str2[n]:
+        return edit_distance_helper(str1, str2, m - 1, n - 1)
+
+    return (
+        min(
+            edit_distance_helper(str1, str2, m, n - 1),
+            edit_distance_helper(str1, str2, m - 1, n),
+            edit_distance_helper(str1, str2, m - 1, n - 1),
+        )
+        + 1
+    )