diff --git a/tableqa/clauses.py b/tableqa/clauses.py
index b32d2e5..aa61850 100755
--- a/tableqa/clauses.py
+++ b/tableqa/clauses.py
@@ -1,28 +1,15 @@
 
-from tensorflow.keras.models import load_model
-from sentence_transformers import SentenceTransformer
-from numpy import asarray
-
-
-class Clause:
-    def __init__(self):
-        self.bert_model = SentenceTransformer('bert-base-nli-mean-tokens')
-        self.model=load_model("Question_Classifier.h5")
-        self.types={0:'SELECT {} FROM {}', 1:'SELECT MAX({}) FROM {}', 2:'SELECT MIN({}) FROM {}', 3:'SELECT COUNT({}) FROM {}', 4:'SELECT SUM({}) FROM {}', 5:'SELECT AVG({}) FROM {}'}
-
-    def adapt(self,q,inttype=False,priority=False):
-        emb=asarray(self.bert_model.encode(q))
-        self.clause=self.types[self.model.predict_classes(emb)[0]]
+#from nlp import qa
+# class Clause:
+#     def __init__(self):
         
-        if priority and inttype  and "COUNT" in self.clause:
-            self.clause= '''SELECT SUM({}) FROM {}'''
-        return self.clause
-    
-    
-
-
-                
-                
-
+#         self.base_q="what is {} here"
+#         self.types={"the entity":'SELECT {} FROM {}', "the maximum":'SELECT MAX({}) FROM {}', "the minimum":'SELECT MIN({}) FROM {}', "counted":'SELECT COUNT({}) FROM {}', "summed":'SELECT SUM({}) FROM {}', "averaged":'SELECT AVG({}) FROM {}'}
+
+#     def adapt(self,q,inttype=False,priority=False):
+#         scores={}
+#         for k,v in self.types.items():
+#             scores[k]=qa(q,self.base_q.format(k),return_score=True)[1]
+#         return self.types[max(scores, key=scores.get)]
             
-
+            
\ No newline at end of file
diff --git a/tableqa/nlp.py b/tableqa/nlp.py
index 19ab897..48c5bff 100644
--- a/tableqa/nlp.py
+++ b/tableqa/nlp.py
@@ -2,12 +2,10 @@
 from data_utils import data_utils
 import os
 from transformers import TFBertForQuestionAnswering, BertTokenizer
-from transformers import TFAutoModelForSequenceClassification, AutoTokenizer
 import tensorflow as tf
 from rake_nltk import Rake
 import column_types
 import json
-from clauses import Clause
 from conditionmaps import conditions
 
 
@@ -15,6 +13,7 @@
 qa_tokenizer = BertTokenizer.from_pretrained('bert-large-uncased-whole-word-masking-finetuned-squad')
 
 
+
 import nltk
 from nltk.stem import WordNetLemmatizer 
 from nltk.corpus import stopwords
@@ -159,6 +158,22 @@ def _find(lst, sublst):
 
 def _window_overlap(s1, e1, s2, e2):
     return s2 <= e1 if s1 <s2 else s1 <= e2
+  
+
+class Clause:
+    def __init__(self):
+        
+        self.base_q="what is {} here"
+        self.types={"the entity":'SELECT {} FROM {}', "the maximum":'SELECT MAX({}) FROM {}', "the minimum":'SELECT MIN({}) FROM {}', "counted":'SELECT COUNT({}) FROM {}', "summed":'SELECT SUM({}) FROM {}', "averaged":'SELECT AVG({}) FROM {}'}
+
+    def adapt(self,q,inttype=False,priority=False):
+        scores={}
+        for k,v in self.types.items():
+            scores[k]=qa(q,self.base_q.format(k),return_score=True)[1]
+        return self.types[max(scores, key=scores.get)]
+            
+            
+
 class Nlp:
     def __init__(self,data_dir,schema_dir):
         self.data_dir=data_dir
@@ -262,7 +277,6 @@ def _is_numeric(typ):
     
         return ret
     
-    
     def cond_map(self,s):
         data=conditions
         
diff --git a/tableqa/values.json b/tableqa/values.json
index 1f326ca..a35f86b 100644
--- a/tableqa/values.json
+++ b/tableqa/values.json
@@ -1 +1,5 @@
-{"Activity_Type_Chapter": ["Anaesthesia", "Perdiem - Short Stay", "Dentures, Partial  (Fabricated In Conjunction With A Denturist)", "Professional Services", "Special Care Unit (SCU) or Adult Special-Care Unit (ASCU)", "Room and Board: First Class Room", "Diseases & Disorders Of The Digestive System", "Medical Ambulatory Visits", "Restorative Procedures, Overdentures", "Coronary Care Unit (CCU)", "Diseases & Disorders Of The Ear, Nose, Mouth & Throat", "Breast Mammography", "Space Maintainers\n(Includes The Design, Separation, Fabrication, Insertion And Where Applicable Initial Cementation And Removal)", "Perdiem - Non- Medical Escort accommodation - Daily Rate", "Diseases & Disorders Of The Skin, Subcutaneous Tissue & Breast", "Polishing", "Per Diem- Bundled Base Payment of home care  (Level 4- Complex )                                                                                                                     *-A bundled payment that includes all medical services and transportation", "Drugs Other Than Chemotherapy", "General", "Surgical Excisions (Not In Conjunction With Tooth Removal, Including Biopsy)", "Dentures, Adjustments\n(After Three Months Insertion Or By Other Than The Dentist Providing Prosthesis.)", "Digestive System", "Oral Surgery Procedures, Other", "Appliances", "Various", "Antineoplastic and immunomodulating agents", "Perdiem - ICU/CCU - Daily Rate (Day 22 and more)", "Restorative Services, Other", "Perdiem - PICU - Daily Rate (Day 1 to 7)", "Administrative, Miscellaneous and Investigational", "Perdiem - Long Term Stay - Daily Rate - Intermediate Cases", "Day Stay (Day care) Room - Daily Rate", "Diagnostic Ultrasound", "Alcohol/Drug Abuse & Dependence", "Sensory organs", "Perdiem - SCU - Daily Rate (Day 1 to 3)", "Perdiem - ICU/CCU - Daily Rate (Day 1 to 7)", "Bone/Joint Studies", "Fractures, Treatment Of", "Recontouring Of Retainer/Pontics,\n(Of Existing Bridgework)", "Restoration", "Behavioural Health and/or Substance Abuse Treatment Services", "Pulp Chamber, Treatment Of, (Excluding Final Restoration)", "Perdiem - Long Term Stay - Daily Rate - Severe Cases", "Mental Diseases & Disorders", "Cardiovascular system", "Enteral and Parenteral Therapy", "Perdiem - NICU - Daily Rate (Day 1 to 7)", "Outlier Payment", "Orthodontic Services, Miscellaneous", "Systemic hormonal preparations, excluding sex hormones and insulins", "Case Presentation/ Treatment Planning", "Emergency Room - Hourly Rate", "Tele-consultation resulting in Emergency Management", "Non-surgical cleansing of a wound without debridement, with or without local anesthesia, with or without the application of a surgical dressing: 16 sq inches / 100 sq centimeters or less.", "Restorations, Inlays, Onlays, Pins And Posts", "Appliances, Active, For Tooth Guidance Or Minor Tooth Movement", "Temporary Codes assigned to DME Regional Carriers", "Perdiem - Long Term Stay - Daily Rate - Intensive Cases", "Removals, (Extractions), Erupted Teeth", "Surgical Incisions", "Pontics, Bridge", "Perdiem - SCBU  - Daily Rate (Day 1 to 3)", "Perdiem - SCBU  - Daily Rate  (Day 9 and more)", "Nuclear Medicine", "Per Diem-  Bundled Base Payment of home care  (Level 3- Intensive)                                                                                                                              * -A bundled payment that includes all medical services and tra", "Consultation - Specialist", "Diseases & Disorders Of The Nervous System", "Diseases & Disorders Of The Musculoskeletal System & Connective Tissue", "Room Rate difference - Daily Rate  (Day 1 and more  ) - Isolation Room", "Diseases & Disorders Of The Female Reproductive System", "Fixed Prosthetics, Other Services", "Operating Room Services - Every Additional 1/2 hr.", "Delivery Room", "Endocrine System", "Diseases & Disorders Of The Circulatory System", "Paediatric intensive care Unit (PICU)", "Room Rate difference - Daily Rate  (Day 1 and more ) - VIP Room", "Perdiem - Day Stay (Day care) Medical Case - Inclusive.", "Newborns & Other Neonates", "Perdiem - Medical Escort accommodation  - Daily Rate", "Operating Room Services - General Classification", "Gradient Compression Stockings", "Injuries, Poisonings & Toxic Effects Of Drugs", "Periodontal Procedures, Adjunctive (When Per Joint Is Designated, The Corresponding Tooth Code Is Represented By The Mesial Of The Tooth Involved, Except At The Midline, Where The Tooth To The Right Of The Joint Is Utilized.)", "Perdiem - Long Term Stay - Daily Rate - Simple Cases", "Perdiem  - Ward or Shared Room - Daily Rate (Day 1 to 3)", "Diseases & Disorders Of The Hepatobiliary System & Pancreas", "Diseases & Disorders Of The Urinary Tract", "Alimentary tract and metabolism", "Mediastinum & Diaphragm", "Orthotics", "Special Care Baby Unit (SCBU)", "Consultation - Consultant - Follow Up within one week", "Perdiem - SCU - Daily Rate (Day 9 and more)", "Perdiem - Continuous  Ambulatory Peritoneal Dialysis (CAPD).", "Prosthondics, Removable, Fabricated In Conjunction With A Denturist", "Laboratory Services", "Recovery Room  - Hourly Rate", "Anesthesia", "Tele-consultation resulting in Prescription", "Repairs", "Musculo-skeletal system", "Mixed Dentition", "Perdiem  - Ward or Shared Room - Daily Rate (Day 4 to 8)", "Crowns, Single Units\n(Only)", "Restorations, Foil, Gold", "Tele-consultation resulting in Referral", "Male Genital System", "Catheterization Lab", "Prosthetics", "Other Medical Services", "Radiology", "Nervous System", "Frequent Preventative Services Billed On A Time Unit Basis. Services Covered Under This Code Are: Polishing, Scaling, Root Planing, Nutritional Counselling, Oral Hygiene Instruction/Plaque Control And Application Of An Antimicrobial Agent\n***Provinces Usi", "Test/Analysis/Laboratory Procedures/Interpretation And/Or Reports", "Tele-consultation resulting in Self Care", "Radiation Oncology", "Cardiovascular System", "Mesostructures\n(A Separate Component Positioned Between The Head Of An Implant And The Final Restoration, Retained By Either A Cemented Post Or Screw)", "Vision Services", "Maternity Care & Delivery", "Blood and blood forming organs", "Evaluation & Management", "Perdiem - PICU - Daily Rate (Day 8 to 14)", "Perdiem - Automated Peritoneal Dialysis (APD).", "Consultation - GP", "Temporary National Codes Established Medicaid", "Respiratory Durable Medical Equipment, Inexpensive and Routinely Purchased", "Urinary System", "Dentures, Complete (Includes: Impressions, Initial And Final Jaw Relation Records, Try-In Evaluation And Check Records, Insertion And Adjustments, Including Three Months Post Insertion Care.)", "Room and Board:  Suite", "Perdiem - NICU - Daily Rate (Day 22 and more)", "Restorations, Amalgam", "Diseases & Disorders Of The Myeloproliferative System & Poorly Differentiated Neoplasms", "Antiparasitic products, insecticides and repellents", "Root Canal Therapy\nTo Include: Treatment Plan, Clinical Procedures (I.E. Pulpectomy, Biomechanical Preparation, Chemotherapeutic Treatment And Obturation), With Appropriate Radiographs And Excluding Final Restoration.", "Consultation - Specialist - Follow Up within one week", "Durable Medical Equipment", "Template, Surgical (Includes Diagnostic Wax-Up.  Also Used To Locate And Orient Osseo-Integrated Implants)", "Perdiem - ICU/CCU - Daily Rate (Day 8 to 14)", "Appliances, Retention, Orthodontic Retaining Appliances", "Infectious & Parasitic Diseases Of Systemic Or Unspecified Sites", "Perdiem - New-born Nursery  -  Daily Rate (Day 1 to 3)", "Room and Board: Private Room Standard Suite", "Dentures, Partial, Cast With Acrylic Base", "Diseases & Disorders Of The Endocrine, Nutritional & Metabolic Systems", "Perdiem - Companion Accommodation", "Perdiem - PICU - Daily Rate (Day 15 to 21)", "Perdiem - SCBU  - Daily Rate (Day 4 to 8)", "Dentures, Repairs/Additions", "Hearing Services", "Transport Services Including Ambulance", "Room and Board: Isolation Room", "Perdiem  - Ward or Shared Room - Daily Rate  (Day 8 and more)", "Removals, (Extractions), Surgical", "Perdiem - Day Stay (Day Care) Room  - NOT inclusive of Laboratory and Radiology", "Perdiem - Day Stay (Day care) Surgical Case - Inclusive.", "Radiographs (Including Radiographic Examination And Diagnosis And Interpretation)", "Perdiem - Haemodialysis  (HD)", "Respiratory system", "Unclassified Treatments", "Bleaching Vital", "0", "Auditory System", "Perdiem - NICU - Daily Rate (Day 15 to 21)", "Dermatologicals", "Restorations, Pre-Fabricated, Full Coverage", "Childbirth", "Comprehensive screening by a non-physician clinician of an individual, including vital signs, an age and gender appropriate history, coordination for ordering of laboratory/diagnostic procedures and questionnaire filling, new or established patient; 30-40", "Room and Board:  VIP Room", "Operating Room Services - Minor Surgery", "Remodelling And Recontouring Oral Tissues In Preparation For Removable Prostheses (To Include Codes 73110, 73120, 73140, 73150, 73160, 73170, 73180)", "Diseases & Disorders Of The Respiratory System", "Per Diem- Bundled Base Payment of home care (Level 1- SIMPLE )                                                                                                                    * -A bundled payment that includes all medical services and transportation -", "Helmets", "Radiologic Guidance", "Per Diem- Bundled Base Payment of home care  (Level 2- Intermediate )                                                                                                           * -A bundled payment that includes all medical services and transportation - Su", "Perdiem - PICU - Daily Rate  (Day 22 and more)", "Dentures, Partial, Acrylic", "Anatomic Modifications (Reshaping, Recontouring, Or Occlusal Modifications Of A Natural Tooth Or Teeth, Single Or Multiple Restorations, Or The Inter-Articulation Of The Teeth)", "Medical and Surgical Supplies", "CMS Hospital Outpatient Payment System", "Temporary Procedures/Professional Services", "Room Rate difference - Daily Rate   (Day 1 and more  ) - First Class Room", "Perdiem - SCU - Daily Rate (Day 4 to 8)", "Restorations, Tooth Coloured/Plastic With/Without Silver Filings", "Periodontal Services, Surgical (Includes Local Anaesthetic, Suturing And The Placement And Removal Of Initial Surgical Dressing. A Surgical Site Is An Area That Lends Itself To One Or More Procedures. It Is Considered To Include A Full Quadrant, Sextant O", "Master Cast Techniques", "Temporary Codes Assigned by CMS", "Neonatal Intensive Care Unit (NICU)", "Musculoskeletal", "Endodontic, Procedures, Miscellaneous", "Intensive Care Unit (ICU)", "Room Rate difference - Daily Rate   (Day 1 and more  ) - Royal Suite", "DRG Add-on Payment for High Cost Consumables", "Primary Dentition", "Perdiem - Day Stay (Day care) - Inclusive.", "Operating Room Services - First Hour", "Prosthesis, Maxillofacial", "Nervous system", "Perdiem - New-born Nursery  -  Daily Rate (Day 4 to 8)", "Nursery - General Classification", "Perdiem - ICU/CCU - Daily Rate (Day 15 to 21)", "Perdiem - Treatment or Observation Room - NOT inclusive of Laboratory and Radiology", "Pathology & Laboratory", "Hemic & Lymphatic Systems", "Periodontal Services, Miscellaneous", "Undefined services", "Non-surgical cleansing of a wound without debridement, with or without local anesthesia, with or without the application of a surgical dressing: between 16 sq inches / 100 sq centimeters  and 48 sq inches / 300 sq centimeters .", "Chemotherapy Drugs", "Short Stay  Room - Daily Rate", "Diseases & Disorders Of Blood, Blood Forming Organs, Immunological System", "Consultation - Consultant", "Maxillofacial Deformities, Treatment Of", "Professional Visits", "Periapical Services", "Diseases & Disorders Of The Male Reproductive System", "Antiinfectives for systemic use", "Temporary National Codes Established by Private Payers", "Room and Board: Ward", "Periodontal Services, Non Surgical", "Dentures, Replication, Relining And Rebasing", "Temporomandibular Joint Dysfunctions, Treatment Of", "Perdiem - New-born Nursery  -  Daily Rate (Day 9 and more)", "Room and Board: Shared Room", "Laboratory And Expense Procedures (This Code Is Used In Conjunction With The \"+ L\" And \"+ E\" Designation Following Specific Codes In The Guide. The Addition Of These Codes Are To Facilitate Computer Or Manual Input For Third Party Claims Processing, Perso", "Preventive Services, Other", "Eye & Ocular Adnexa", "Operating Microscope", "Short Stay Room - Hourly Rate", "Non-surgical cleansing of a wound without debridement, with or without local anesthesia, with or without the application of a surgical dressing: more than 48 sq inches / 300 sq centimeters.", "Female Genital System", "Educational services rendered by Clinician (Physician or Non-Physician) to patient opting out of the  Comprehensive Screening, new or established patient; 10-15 minutes.", "Fixed Bridge Retainers", "Dental Procedures", "Consultation - GP - Follow Up within one week", "Perdiem - NICU - Daily Rate (Day 8 to 14)", "Drugs/Medication, Dispensing", "Genito-urinary system and sex hormones", "Permanent Dentition", "Radiographs, Specialty Use Only", "Room and Board: Royal Suite", "Factors Influencing Health Status & Other Contacts With Health Services", "Room Rate difference - Daily Rate  (Day 1 and more ) - Suite", "Diseases & Disorders Of The Eye", "Respiratory System", "Examination And Diagnosis, Clinical Oral", "Comprehensive screening evaluation and management by clinician of an individual, including an age and gender appropriate history, questionnaire filling, examination, and ordering of laboratory/diagnostic procedures, new or established patient; 30-40 minut", "Integumentary"], "Activity_Type": ["Drug", "DRG", "Dental", "CPT", "Service", "HCPCS"], "Unit_Type": ["O +", "B -", "AB +", "B +", "A +", "A -", "O -", "AB -"], "Blood_Bank_Center": ["SKMC Blood Bank", "Tawam Blood Bank"], "district": ["Alappuzha", "Thiruvananthapuram", "Idukki", "Kozhikode", "Palakkad", "Kollam", "Ernakulam", "Thrissur", "Wayanad", "Kasaragode", "Malappuram", "Kannur", "Kottayam", "Pathanamthitta"], "Disease": ["Other Food Poisoning", "Viral Hepatitis B", "Chickenpox", "Other STD", "Typhoid Fever", "Viral Meningitis", "Acute Flaccid Paralysis", "Viral Hepatitis C", "Seasonal Influenza", "Gonorrhoea", "Pulmonary Tuberculosis", "Measles", "Malaria", "Acute Encephalitis", "Mumps", "Corona Virus", "Syphilis", "Whooping Cough", "Viral Hepatitis A", "Other Viral Hepatitis", "Rubella", "Other", "Tetanus", "Other STIs", "Giardia Lambia", "Brucellosis", "Scabies", "Extra Pulmonary Tuberculosis", "Scarlet  Fever"], "Cancer_site": ["Base Of Tongue", "Leukaemia Of Unspecified Cell Type", "Other Malignant Neoplasms Of Skin", "Lymphoma", "Gallbladder and extrahepatic ducts", "Eye And Adnexa", "Other And Unspecified Parts Of Mouth", "Parotid Gland", "Renal Pelvis", "Gallbladder", "Secondary Other Sites", "Connective And Soft Tissue", "Corpus Uteri", "Melanoma of skin", "Breast", "Rectum", "Bladder", "Floor Of Mouth", "Other And Ill-Defined Digestive Organs", "Uterus, Part Unspecified", "Cervix uteri", "Thyroid Gland", "Kidney, renal pelvis and ureter", "Follicular-Non-Hodgkin'S Lymphoma", "Pancreas", " Non-Hodgkin'S Lymphoma", "Secondary Respiratory And Digestive Organs", "Other And Ill-Defined Sites In The Respiratory System And Intrathoracic Organs", "Accessory Sinuses", "Prostate", "Meninges", "Retroperitoneum And Peritoneum", "Anus And Anal Canal", "Colon", "Ureter", "Penis", "Larynx", "Adrenal Gland", "Corpus uteri", "Stomach", "Liver and intrahepatic bile ducts", "Endocrine Gland", "Bronchus And Lung", "Other And Unspecified Parts Of Biliary Tract", "Follicular [Nodular] Non-Hodgkin'S Lymphoma", "Ovary", "Peripheral Nerves And Autonomic Nervous System", "Other Cancer", "Hodgkin'S Disease", "Monocytic Leukaemia", "Salivary Glands", "Lymphoid Leukaemia", "Bone And Articular Cartilage Of Other And Unspecified Sites", "Spinal Cord, Cranial Nerves And Other Parts Of Central Nervous System", "Biliary Tract", "Mouth", "Urinary Organs", "Multiple myeloma", "Cervix Uteri", "Myeloid Leukaemia", "Skin", "Oesophagus", "Other And Unspecified Types Of Non-Hodgkin'S Lymphoma", "Other And Unspecified Major Salivary Glands", "Bone", "Liver And Intrahepatic Bile Ducts", "Malignant Neoplasm Without Specification Of Site", "Other And Unspecified Malignant Neoplasms Of Lymphoid, Haematopoietic And Related Tissue", " Independent (Primary) Multiple Sites", "Mesothelioma", "Kaposi sarcoma", "Oropharynx", "Other And Ill-Defined Sites", "Tongue", "Without Specification Of Site", "Malignant Melanoma Of Skin", "Small Intestine", "Heart, Mediastinum And Pleura", "Other And Unspecified Urinary Organs", "Nasopharynx", "Other And Ill-Defined Sites In The Lip, Oral Cavity And Pharynx", "Non-melanoma skin cancer", "Diffuse Non-Hodgkin'S Lymphoma", "Malignant Neoplasms Of Independent (Primary) Multiple Sites", "Secondary", "Diffuse", "Piriform Sinus", "Other Connective And Soft Tissue", "Kidney, Except Renal Pelvis", "Colorectum", "Brain", "Thyroid", "Other Leukaemias Of Specified Cell Type", "Trachea, bronchus and lung", "Other pharynx", "Lip, oral cavity", "Multiple Myeloma And Malignant Plasma Cell Neoplasms", "Testis", "Bone And Articular Cartilage Of Limbs", "Brain, nervous system", "Leukaemia", "Rectosigmoid Junction", "Hypopharynx"]}
\ No newline at end of file
+
+{"Activity_Type_Chapter": ["Room Rate difference - Daily Rate   (Day 1 and more  ) - First Class Room", "Tele-consultation resulting in Self Care", "Dermatologicals", "Medical and Surgical Supplies", "Helmets", "Surgical Excisions (Not In Conjunction With Tooth Removal, Including Biopsy)", "Endocrine System", "Antiparasitic products, insecticides and repellents", "Non-surgical cleansing of a wound without debridement, with or without local anesthesia, with or without the application of a surgical dressing: more than 48 sq inches / 300 sq centimeters.", "Perdiem  - Ward or Shared Room - Daily Rate  (Day 8 and more)", "Various", "Perdiem - Continuous  Ambulatory Peritoneal Dialysis (CAPD).", "Dentures, Partial, Acrylic", "Drugs/Medication, Dispensing", "Perdiem - ICU/CCU - Daily Rate (Day 1 to 7)", "Dental Procedures", "Alimentary tract and metabolism", "Pathology & Laboratory", "Fixed Bridge Retainers", "Breast Mammography", "Dentures, Replication, Relining And Rebasing", "Restoration", "Integumentary", "Durable Medical Equipment", "0", "Perdiem - New-born Nursery  -  Daily Rate (Day 1 to 3)", "Perdiem - Haemodialysis  (HD)", "Comprehensive screening evaluation and management by clinician of an individual, including an age and gender appropriate history, questionnaire filling, examination, and ordering of laboratory/diagnostic procedures, new or established patient; 30-40 minut", "Vision Services", "Pontics, Bridge", "Educational services rendered by Clinician (Physician or Non-Physician) to patient opting out of the  Comprehensive Screening, new or established patient; 10-15 minutes.", "Maxillofacial Deformities, Treatment Of", "Primary Dentition", "Room and Board:  Suite", "Newborns & Other Neonates", "Restorations, Inlays, Onlays, Pins And Posts", "Crowns, Single Units\n(Only)", "Mesostructures\n(A Separate Component Positioned Between The Head Of An Implant And The Final Restoration, Retained By Either A Cemented Post Or Screw)", "General", "Perdiem - Long Term Stay - Daily Rate - Intermediate Cases", "Respiratory system", "Prosthesis, Maxillofacial", "Urinary System", "Preventive Services, Other", "Systemic hormonal preparations, excluding sex hormones and insulins", "Pulp Chamber, Treatment Of, (Excluding Final Restoration)", "Dentures, Partial, Cast With Acrylic Base", "Temporary National Codes Established by Private Payers", "Evaluation & Management", "Temporary Codes assigned to DME Regional Carriers", "Short Stay  Room - Daily Rate", "Room and Board:  VIP Room", "Male Genital System", "Mental Diseases & Disorders", "Diagnostic Ultrasound", "Cardiovascular System", "Root Canal Therapy\nTo Include: Treatment Plan, Clinical Procedures (I.E. Pulpectomy, Biomechanical Preparation, Chemotherapeutic Treatment And Obturation), With Appropriate Radiographs And Excluding Final Restoration.", "Dentures, Repairs/Additions", "Laboratory Services", "Surgical Incisions", "CMS Hospital Outpatient Payment System", "Administrative, Miscellaneous and Investigational", "Musculoskeletal", "Alcohol/Drug Abuse & Dependence", "Perdiem  - Ward or Shared Room - Daily Rate (Day 1 to 3)", "Room and Board: Shared Room", "Perdiem - ICU/CCU - Daily Rate (Day 22 and more)", "Consultation - Consultant", "Perdiem - NICU - Daily Rate (Day 1 to 7)", "Diseases & Disorders Of The Eye", "Perdiem - SCBU  - Daily Rate (Day 1 to 3)", "Perdiem - SCU - Daily Rate (Day 9 and more)", "Eye & Ocular Adnexa", "Diseases & Disorders Of The Ear, Nose, Mouth & Throat", "Perdiem - Non- Medical Escort accommodation - Daily Rate", "Factors Influencing Health Status & Other Contacts With Health Services", "Enteral and Parenteral Therapy", "Room and Board: Royal Suite", "Day Stay (Day care) Room - Daily Rate", "Recontouring Of Retainer/Pontics,\n(Of Existing Bridgework)", "Unclassified Treatments", "Comprehensive screening by a non-physician clinician of an individual, including vital signs, an age and gender appropriate history, coordination for ordering of laboratory/diagnostic procedures and questionnaire filling, new or established patient; 30-40", "Delivery Room", "Perdiem - Day Stay (Day care) Medical Case - Inclusive.", "Consultation - Consultant - Follow Up within one week", "Room Rate difference - Daily Rate  (Day 1 and more  ) - Isolation Room", "Non-surgical cleansing of a wound without debridement, with or without local anesthesia, with or without the application of a surgical dressing: 16 sq inches / 100 sq centimeters or less.", "Behavioural Health and/or Substance Abuse Treatment Services", "Radiation Oncology", "Emergency Room - Hourly Rate", "Transport Services Including Ambulance", "Master Cast Techniques", "Perdiem - PICU - Daily Rate (Day 15 to 21)", "Diseases & Disorders Of The Nervous System", "Bone/Joint Studies", "Anaesthesia", "Drugs Other Than Chemotherapy", "Cardiovascular system", "Nuclear Medicine", "Restorations, Amalgam", "Sensory organs", "Operating Room Services - General Classification", "Dentures, Partial  (Fabricated In Conjunction With A Denturist)", "Fractures, Treatment Of", "Orthotics", "Temporomandibular Joint Dysfunctions, Treatment Of", "Tele-consultation resulting in Emergency Management", "Outlier Payment", "Female Genital System", "Injuries, Poisonings & Toxic Effects Of Drugs", "Temporary Procedures/Professional Services", "Room Rate difference - Daily Rate  (Day 1 and more ) - VIP Room", "Permanent Dentition", "Removals, (Extractions), Surgical", "Genito-urinary system and sex hormones", "Diseases & Disorders Of The Circulatory System", "Diseases & Disorders Of The Female Reproductive System", "Perdiem - SCU - Daily Rate (Day 1 to 3)", "Perdiem - Automated Peritoneal Dialysis (APD).", "Anatomic Modifications (Reshaping, Recontouring, Or Occlusal Modifications Of A Natural Tooth Or Teeth, Single Or Multiple Restorations, Or The Inter-Articulation Of The Teeth)", "Perdiem - ICU/CCU - Daily Rate (Day 15 to 21)", "Nursery - General Classification", "Perdiem - SCBU  - Daily Rate  (Day 9 and more)", "Childbirth", "Coronary Care Unit (CCU)", "Perdiem - Medical Escort accommodation  - Daily Rate", "Laboratory And Expense Procedures (This Code Is Used In Conjunction With The \"+ L\" And \"+ E\" Designation Following Specific Codes In The Guide. The Addition Of These Codes Are To Facilitate Computer Or Manual Input For Third Party Claims Processing, Perso", "Per Diem- Bundled Base Payment of home care  (Level 4- Complex )                                                                                                                     *-A bundled payment that includes all medical services and transportation", "Endodontic, Procedures, Miscellaneous", "Blood and blood forming organs", "Room and Board: Private Room Standard Suite", "Consultation - Specialist - Follow Up within one week", "Radiology", "Diseases & Disorders Of The Respiratory System", "Restorative Procedures, Overdentures", "Operating Room Services - First Hour", "Diseases & Disorders Of The Urinary Tract", "Professional Visits", "Space Maintainers\n(Includes The Design, Separation, Fabrication, Insertion And Where Applicable Initial Cementation And Removal)", "Room and Board: Ward", "Perdiem - Long Term Stay - Daily Rate - Intensive Cases", "Diseases & Disorders Of The Male Reproductive System", "Perdiem - ICU/CCU - Daily Rate (Day 8 to 14)", "Nervous system", "Digestive System", "Perdiem - SCBU  - Daily Rate (Day 4 to 8)", "Anesthesia", "Maternity Care & Delivery", "Operating Room Services - Minor Surgery", "Diseases & Disorders Of The Digestive System", "Per Diem- Bundled Base Payment of home care (Level 1- SIMPLE )                                                                                                                    * -A bundled payment that includes all medical services and transportation -", "Infectious & Parasitic Diseases Of Systemic Or Unspecified Sites", "Hearing Services", "Auditory System", "Perdiem - New-born Nursery  -  Daily Rate (Day 4 to 8)", "Dentures, Adjustments\n(After Three Months Insertion Or By Other Than The Dentist Providing Prosthesis.)", "Room and Board: First Class Room", "Diseases & Disorders Of The Hepatobiliary System & Pancreas", "Recovery Room  - Hourly Rate", "Perdiem - Treatment or Observation Room - NOT inclusive of Laboratory and Radiology", "Room Rate difference - Daily Rate   (Day 1 and more  ) - Royal Suite", "Other Medical Services", "Special Care Unit (SCU) or Adult Special-Care Unit (ASCU)", "Periodontal Services, Surgical (Includes Local Anaesthetic, Suturing And The Placement And Removal Of Initial Surgical Dressing. A Surgical Site Is An Area That Lends Itself To One Or More Procedures. It Is Considered To Include A Full Quadrant, Sextant O", "Non-surgical cleansing of a wound without debridement, with or without local anesthesia, with or without the application of a surgical dressing: between 16 sq inches / 100 sq centimeters  and 48 sq inches / 300 sq centimeters .", "Polishing", "Removals, (Extractions), Erupted Teeth", "Periapical Services", "Perdiem - SCU - Daily Rate (Day 4 to 8)", "Perdiem - PICU - Daily Rate (Day 8 to 14)", "Examination And Diagnosis, Clinical Oral", "Prosthondics, Removable, Fabricated In Conjunction With A Denturist", "Restorations, Pre-Fabricated, Full Coverage", "Respiratory System", "Temporary National Codes Established Medicaid", "Perdiem - Short Stay", "Tele-consultation resulting in Referral", "Template, Surgical (Includes Diagnostic Wax-Up.  Also Used To Locate And Orient Osseo-Integrated Implants)", "Radiologic Guidance", "Antiinfectives for systemic use", "Repairs", "Orthodontic Services, Miscellaneous", "Diseases & Disorders Of Blood, Blood Forming Organs, Immunological System", "Per Diem-  Bundled Base Payment of home care  (Level 3- Intensive)                                                                                                                              * -A bundled payment that includes all medical services and tra", "Room Rate difference - Daily Rate  (Day 1 and more ) - Suite", "Perdiem - NICU - Daily Rate (Day 15 to 21)", "Periodontal Procedures, Adjunctive (When Per Joint Is Designated, The Corresponding Tooth Code Is Represented By The Mesial Of The Tooth Involved, Except At The Midline, Where The Tooth To The Right Of The Joint Is Utilized.)", "Perdiem - Day Stay (Day care) - Inclusive.", "DRG Add-on Payment for High Cost Consumables", "Medical Ambulatory Visits", "Restorative Services, Other", "Perdiem  - Ward or Shared Room - Daily Rate (Day 4 to 8)", "Perdiem - Day Stay (Day Care) Room  - NOT inclusive of Laboratory and Radiology", "Frequent Preventative Services Billed On A Time Unit Basis. Services Covered Under This Code Are: Polishing, Scaling, Root Planing, Nutritional Counselling, Oral Hygiene Instruction/Plaque Control And Application Of An Antimicrobial Agent\n***Provinces Usi", "Intensive Care Unit (ICU)", "Periodontal Services, Non Surgical", "Respiratory Durable Medical Equipment, Inexpensive and Routinely Purchased", "Operating Microscope", "Special Care Baby Unit (SCBU)", "Professional Services", "Appliances, Active, For Tooth Guidance Or Minor Tooth Movement", "Perdiem - New-born Nursery  -  Daily Rate (Day 9 and more)", "Prosthetics", "Hemic & Lymphatic Systems", "Gradient Compression Stockings", "Radiographs, Specialty Use Only", "Perdiem - NICU - Daily Rate (Day 8 to 14)", "Fixed Prosthetics, Other Services", "Tele-consultation resulting in Prescription", "Dentures, Complete (Includes: Impressions, Initial And Final Jaw Relation Records, Try-In Evaluation And Check Records, Insertion And Adjustments, Including Three Months Post Insertion Care.)", "Radiographs (Including Radiographic Examination And Diagnosis And Interpretation)", "Short Stay Room - Hourly Rate", "Diseases & Disorders Of The Endocrine, Nutritional & Metabolic Systems", "Perdiem - Long Term Stay - Daily Rate - Severe Cases", "Diseases & Disorders Of The Myeloproliferative System & Poorly Differentiated Neoplasms", "Appliances", "Temporary Codes Assigned by CMS", "Catheterization Lab", "Perdiem - Day Stay (Day care) Surgical Case - Inclusive.", "Test/Analysis/Laboratory Procedures/Interpretation And/Or Reports", "Paediatric intensive care Unit (PICU)", "Perdiem - PICU - Daily Rate  (Day 22 and more)", "Nervous System", "Oral Surgery Procedures, Other", "Antineoplastic and immunomodulating agents", "Perdiem - Long Term Stay - Daily Rate - Simple Cases", "Undefined services", "Mixed Dentition", "Perdiem - NICU - Daily Rate (Day 22 and more)", "Perdiem - Companion Accommodation", "Consultation - GP - Follow Up within one week", "Consultation - GP", "Consultation - Specialist", "Diseases & Disorders Of The Musculoskeletal System & Connective Tissue", "Mediastinum & Diaphragm", "Perdiem - PICU - Daily Rate (Day 1 to 7)", "Diseases & Disorders Of The Skin, Subcutaneous Tissue & Breast", "Bleaching Vital", "Restorations, Tooth Coloured/Plastic With/Without Silver Filings", "Case Presentation/ Treatment Planning", "Chemotherapy Drugs", "Per Diem- Bundled Base Payment of home care  (Level 2- Intermediate )                                                                                                           * -A bundled payment that includes all medical services and transportation - Su", "Musculo-skeletal system", "Neonatal Intensive Care Unit (NICU)", "Appliances, Retention, Orthodontic Retaining Appliances", "Room and Board: Isolation Room", "Operating Room Services - Every Additional 1/2 hr.", "Restorations, Foil, Gold", "Periodontal Services, Miscellaneous", "Remodelling And Recontouring Oral Tissues In Preparation For Removable Prostheses (To Include Codes 73110, 73120, 73140, 73150, 73160, 73170, 73180)"], "Activity_Type": ["Dental", "Service", "CPT", "HCPCS", "Drug", "DRG"], "Unit_Type": ["A -", "O -", "O +", "B +", "AB -", "AB +", "B -", "A +"], "Blood_Bank_Center": ["Tawam Blood Bank", "SKMC Blood Bank"], "Disease": ["Mumps", "Other Viral Hepatitis", "Viral Meningitis", "Viral Hepatitis C", "Gonorrhoea", "Brucellosis", "Pulmonary Tuberculosis", "Viral Hepatitis B", "Rubella", "Whooping Cough", "Seasonal Influenza", "Malaria", "Acute Flaccid Paralysis", "Chickenpox", "Acute Encephalitis", "Giardia Lambia", "Other", "Typhoid Fever", "Viral Hepatitis A", "Measles", "Tetanus", "Other STIs", "Scarlet  Fever", "Scabies", "Other STD", "Syphilis", "Other Food Poisoning", "Corona Virus", "Extra Pulmonary Tuberculosis"], "Cancer_site": ["Corpus Uteri", "Thyroid", "Other And Unspecified Types Of Non-Hodgkin'S Lymphoma", "Colorectum", "Ovary", "Kidney, Except Renal Pelvis", "Other Malignant Neoplasms Of Skin", "Secondary", "Pancreas", "Salivary Glands", "Thyroid Gland", "Uterus, Part Unspecified", "Spinal Cord, Cranial Nerves And Other Parts Of Central Nervous System", "Malignant Melanoma Of Skin", "Malignant Neoplasm Without Specification Of Site", " Non-Hodgkin'S Lymphoma", "Peripheral Nerves And Autonomic Nervous System", "Tongue", "Stomach", "Melanoma of skin", "Gallbladder and extrahepatic ducts", "Diffuse", "Eye And Adnexa", "Small Intestine", "Without Specification Of Site", "Other And Unspecified Malignant Neoplasms Of Lymphoid, Haematopoietic And Related Tissue", "Heart, Mediastinum And Pleura", "Bone And Articular Cartilage Of Limbs", "Piriform Sinus", "Bone", "Secondary Other Sites", "Oesophagus", "Renal Pelvis", "Biliary Tract", "Other pharynx", "Other And Unspecified Parts Of Mouth", "Other And Unspecified Major Salivary Glands", "Other Leukaemias Of Specified Cell Type", "Mouth", "Follicular [Nodular] Non-Hodgkin'S Lymphoma", "Secondary Respiratory And Digestive Organs", "Testis", "Liver And Intrahepatic Bile Ducts", "Floor Of Mouth", "Breast", "Colon", "Ureter", "Liver and intrahepatic bile ducts", "Hypopharynx", "Diffuse Non-Hodgkin'S Lymphoma", "Rectum", "Endocrine Gland", "Lip, oral cavity", "Parotid Gland", "Larynx", "Monocytic Leukaemia", "Multiple Myeloma And Malignant Plasma Cell Neoplasms", "Leukaemia", "Bronchus And Lung", "Other And Unspecified Urinary Organs", "Penis", "Accessory Sinuses", "Cervix Uteri", "Connective And Soft Tissue", "Corpus uteri", "Other And Unspecified Parts Of Biliary Tract", "Trachea, bronchus and lung", "Skin", "Hodgkin'S Disease", "Adrenal Gland", " Independent (Primary) Multiple Sites", "Myeloid Leukaemia", "Nasopharynx", "Multiple myeloma", "Other Connective And Soft Tissue", "Retroperitoneum And Peritoneum", "Kaposi sarcoma", "Anus And Anal Canal", "Lymphoma", "Other And Ill-Defined Sites In The Lip, Oral Cavity And Pharynx", "Other And Ill-Defined Digestive Organs", "Follicular-Non-Hodgkin'S Lymphoma", "Leukaemia Of Unspecified Cell Type", "Cervix uteri", "Brain", "Malignant Neoplasms Of Independent (Primary) Multiple Sites", "Other Cancer", "Lymphoid Leukaemia", "Prostate", "Gallbladder", "Rectosigmoid Junction", "Meninges", "Kidney, renal pelvis and ureter", "Base Of Tongue", "Urinary Organs", "Mesothelioma", "Oropharynx", "Non-melanoma skin cancer", "Brain, nervous system", "Bladder", "Other And Ill-Defined Sites In The Respiratory System And Intrathoracic Organs", "Other And Ill-Defined Sites", "Bone And Articular Cartilage Of Other And Unspecified Sites"]}
+
+{"Activity_Type_Chapter": ["Anaesthesia", "Perdiem - Short Stay", "Dentures, Partial  (Fabricated In Conjunction With A Denturist)", "Professional Services", "Special Care Unit (SCU) or Adult Special-Care Unit (ASCU)", "Room and Board: First Class Room", "Diseases & Disorders Of The Digestive System", "Medical Ambulatory Visits", "Restorative Procedures, Overdentures", "Coronary Care Unit (CCU)", "Diseases & Disorders Of The Ear, Nose, Mouth & Throat", "Breast Mammography", "Space Maintainers\n(Includes The Design, Separation, Fabrication, Insertion And Where Applicable Initial Cementation And Removal)", "Perdiem - Non- Medical Escort accommodation - Daily Rate", "Diseases & Disorders Of The Skin, Subcutaneous Tissue & Breast", "Polishing", "Per Diem- Bundled Base Payment of home care  (Level 4- Complex )                                                                                                                     *-A bundled payment that includes all medical services and transportation", "Drugs Other Than Chemotherapy", "General", "Surgical Excisions (Not In Conjunction With Tooth Removal, Including Biopsy)", "Dentures, Adjustments\n(After Three Months Insertion Or By Other Than The Dentist Providing Prosthesis.)", "Digestive System", "Oral Surgery Procedures, Other", "Appliances", "Various", "Antineoplastic and immunomodulating agents", "Perdiem - ICU/CCU - Daily Rate (Day 22 and more)", "Restorative Services, Other", "Perdiem - PICU - Daily Rate (Day 1 to 7)", "Administrative, Miscellaneous and Investigational", "Perdiem - Long Term Stay - Daily Rate - Intermediate Cases", "Day Stay (Day care) Room - Daily Rate", "Diagnostic Ultrasound", "Alcohol/Drug Abuse & Dependence", "Sensory organs", "Perdiem - SCU - Daily Rate (Day 1 to 3)", "Perdiem - ICU/CCU - Daily Rate (Day 1 to 7)", "Bone/Joint Studies", "Fractures, Treatment Of", "Recontouring Of Retainer/Pontics,\n(Of Existing Bridgework)", "Restoration", "Behavioural Health and/or Substance Abuse Treatment Services", "Pulp Chamber, Treatment Of, (Excluding Final Restoration)", "Perdiem - Long Term Stay - Daily Rate - Severe Cases", "Mental Diseases & Disorders", "Cardiovascular system", "Enteral and Parenteral Therapy", "Perdiem - NICU - Daily Rate (Day 1 to 7)", "Outlier Payment", "Orthodontic Services, Miscellaneous", "Systemic hormonal preparations, excluding sex hormones and insulins", "Case Presentation/ Treatment Planning", "Emergency Room - Hourly Rate", "Tele-consultation resulting in Emergency Management", "Non-surgical cleansing of a wound without debridement, with or without local anesthesia, with or without the application of a surgical dressing: 16 sq inches / 100 sq centimeters or less.", "Restorations, Inlays, Onlays, Pins And Posts", "Appliances, Active, For Tooth Guidance Or Minor Tooth Movement", "Temporary Codes assigned to DME Regional Carriers", "Perdiem - Long Term Stay - Daily Rate - Intensive Cases", "Removals, (Extractions), Erupted Teeth", "Surgical Incisions", "Pontics, Bridge", "Perdiem - SCBU  - Daily Rate (Day 1 to 3)", "Perdiem - SCBU  - Daily Rate  (Day 9 and more)", "Nuclear Medicine", "Per Diem-  Bundled Base Payment of home care  (Level 3- Intensive)                                                                                                                              * -A bundled payment that includes all medical services and tra", "Consultation - Specialist", "Diseases & Disorders Of The Nervous System", "Diseases & Disorders Of The Musculoskeletal System & Connective Tissue", "Room Rate difference - Daily Rate  (Day 1 and more  ) - Isolation Room", "Diseases & Disorders Of The Female Reproductive System", "Fixed Prosthetics, Other Services", "Operating Room Services - Every Additional 1/2 hr.", "Delivery Room", "Endocrine System", "Diseases & Disorders Of The Circulatory System", "Paediatric intensive care Unit (PICU)", "Room Rate difference - Daily Rate  (Day 1 and more ) - VIP Room", "Perdiem - Day Stay (Day care) Medical Case - Inclusive.", "Newborns & Other Neonates", "Perdiem - Medical Escort accommodation  - Daily Rate", "Operating Room Services - General Classification", "Gradient Compression Stockings", "Injuries, Poisonings & Toxic Effects Of Drugs", "Periodontal Procedures, Adjunctive (When Per Joint Is Designated, The Corresponding Tooth Code Is Represented By The Mesial Of The Tooth Involved, Except At The Midline, Where The Tooth To The Right Of The Joint Is Utilized.)", "Perdiem - Long Term Stay - Daily Rate - Simple Cases", "Perdiem  - Ward or Shared Room - Daily Rate (Day 1 to 3)", "Diseases & Disorders Of The Hepatobiliary System & Pancreas", "Diseases & Disorders Of The Urinary Tract", "Alimentary tract and metabolism", "Mediastinum & Diaphragm", "Orthotics", "Special Care Baby Unit (SCBU)", "Consultation - Consultant - Follow Up within one week", "Perdiem - SCU - Daily Rate (Day 9 and more)", "Perdiem - Continuous  Ambulatory Peritoneal Dialysis (CAPD).", "Prosthondics, Removable, Fabricated In Conjunction With A Denturist", "Laboratory Services", "Recovery Room  - Hourly Rate", "Anesthesia", "Tele-consultation resulting in Prescription", "Repairs", "Musculo-skeletal system", "Mixed Dentition", "Perdiem  - Ward or Shared Room - Daily Rate (Day 4 to 8)", "Crowns, Single Units\n(Only)", "Restorations, Foil, Gold", "Tele-consultation resulting in Referral", "Male Genital System", "Catheterization Lab", "Prosthetics", "Other Medical Services", "Radiology", "Nervous System", "Frequent Preventative Services Billed On A Time Unit Basis. Services Covered Under This Code Are: Polishing, Scaling, Root Planing, Nutritional Counselling, Oral Hygiene Instruction/Plaque Control And Application Of An Antimicrobial Agent\n***Provinces Usi", "Test/Analysis/Laboratory Procedures/Interpretation And/Or Reports", "Tele-consultation resulting in Self Care", "Radiation Oncology", "Cardiovascular System", "Mesostructures\n(A Separate Component Positioned Between The Head Of An Implant And The Final Restoration, Retained By Either A Cemented Post Or Screw)", "Vision Services", "Maternity Care & Delivery", "Blood and blood forming organs", "Evaluation & Management", "Perdiem - PICU - Daily Rate (Day 8 to 14)", "Perdiem - Automated Peritoneal Dialysis (APD).", "Consultation - GP", "Temporary National Codes Established Medicaid", "Respiratory Durable Medical Equipment, Inexpensive and Routinely Purchased", "Urinary System", "Dentures, Complete (Includes: Impressions, Initial And Final Jaw Relation Records, Try-In Evaluation And Check Records, Insertion And Adjustments, Including Three Months Post Insertion Care.)", "Room and Board:  Suite", "Perdiem - NICU - Daily Rate (Day 22 and more)", "Restorations, Amalgam", "Diseases & Disorders Of The Myeloproliferative System & Poorly Differentiated Neoplasms", "Antiparasitic products, insecticides and repellents", "Root Canal Therapy\nTo Include: Treatment Plan, Clinical Procedures (I.E. Pulpectomy, Biomechanical Preparation, Chemotherapeutic Treatment And Obturation), With Appropriate Radiographs And Excluding Final Restoration.", "Consultation - Specialist - Follow Up within one week", "Durable Medical Equipment", "Template, Surgical (Includes Diagnostic Wax-Up.  Also Used To Locate And Orient Osseo-Integrated Implants)", "Perdiem - ICU/CCU - Daily Rate (Day 8 to 14)", "Appliances, Retention, Orthodontic Retaining Appliances", "Infectious & Parasitic Diseases Of Systemic Or Unspecified Sites", "Perdiem - New-born Nursery  -  Daily Rate (Day 1 to 3)", "Room and Board: Private Room Standard Suite", "Dentures, Partial, Cast With Acrylic Base", "Diseases & Disorders Of The Endocrine, Nutritional & Metabolic Systems", "Perdiem - Companion Accommodation", "Perdiem - PICU - Daily Rate (Day 15 to 21)", "Perdiem - SCBU  - Daily Rate (Day 4 to 8)", "Dentures, Repairs/Additions", "Hearing Services", "Transport Services Including Ambulance", "Room and Board: Isolation Room", "Perdiem  - Ward or Shared Room - Daily Rate  (Day 8 and more)", "Removals, (Extractions), Surgical", "Perdiem - Day Stay (Day Care) Room  - NOT inclusive of Laboratory and Radiology", "Perdiem - Day Stay (Day care) Surgical Case - Inclusive.", "Radiographs (Including Radiographic Examination And Diagnosis And Interpretation)", "Perdiem - Haemodialysis  (HD)", "Respiratory system", "Unclassified Treatments", "Bleaching Vital", "0", "Auditory System", "Perdiem - NICU - Daily Rate (Day 15 to 21)", "Dermatologicals", "Restorations, Pre-Fabricated, Full Coverage", "Childbirth", "Comprehensive screening by a non-physician clinician of an individual, including vital signs, an age and gender appropriate history, coordination for ordering of laboratory/diagnostic procedures and questionnaire filling, new or established patient; 30-40", "Room and Board:  VIP Room", "Operating Room Services - Minor Surgery", "Remodelling And Recontouring Oral Tissues In Preparation For Removable Prostheses (To Include Codes 73110, 73120, 73140, 73150, 73160, 73170, 73180)", "Diseases & Disorders Of The Respiratory System", "Per Diem- Bundled Base Payment of home care (Level 1- SIMPLE )                                                                                                                    * -A bundled payment that includes all medical services and transportation -", "Helmets", "Radiologic Guidance", "Per Diem- Bundled Base Payment of home care  (Level 2- Intermediate )                                                                                                           * -A bundled payment that includes all medical services and transportation - Su", "Perdiem - PICU - Daily Rate  (Day 22 and more)", "Dentures, Partial, Acrylic", "Anatomic Modifications (Reshaping, Recontouring, Or Occlusal Modifications Of A Natural Tooth Or Teeth, Single Or Multiple Restorations, Or The Inter-Articulation Of The Teeth)", "Medical and Surgical Supplies", "CMS Hospital Outpatient Payment System", "Temporary Procedures/Professional Services", "Room Rate difference - Daily Rate   (Day 1 and more  ) - First Class Room", "Perdiem - SCU - Daily Rate (Day 4 to 8)", "Restorations, Tooth Coloured/Plastic With/Without Silver Filings", "Periodontal Services, Surgical (Includes Local Anaesthetic, Suturing And The Placement And Removal Of Initial Surgical Dressing. A Surgical Site Is An Area That Lends Itself To One Or More Procedures. It Is Considered To Include A Full Quadrant, Sextant O", "Master Cast Techniques", "Temporary Codes Assigned by CMS", "Neonatal Intensive Care Unit (NICU)", "Musculoskeletal", "Endodontic, Procedures, Miscellaneous", "Intensive Care Unit (ICU)", "Room Rate difference - Daily Rate   (Day 1 and more  ) - Royal Suite", "DRG Add-on Payment for High Cost Consumables", "Primary Dentition", "Perdiem - Day Stay (Day care) - Inclusive.", "Operating Room Services - First Hour", "Prosthesis, Maxillofacial", "Nervous system", "Perdiem - New-born Nursery  -  Daily Rate (Day 4 to 8)", "Nursery - General Classification", "Perdiem - ICU/CCU - Daily Rate (Day 15 to 21)", "Perdiem - Treatment or Observation Room - NOT inclusive of Laboratory and Radiology", "Pathology & Laboratory", "Hemic & Lymphatic Systems", "Periodontal Services, Miscellaneous", "Undefined services", "Non-surgical cleansing of a wound without debridement, with or without local anesthesia, with or without the application of a surgical dressing: between 16 sq inches / 100 sq centimeters  and 48 sq inches / 300 sq centimeters .", "Chemotherapy Drugs", "Short Stay  Room - Daily Rate", "Diseases & Disorders Of Blood, Blood Forming Organs, Immunological System", "Consultation - Consultant", "Maxillofacial Deformities, Treatment Of", "Professional Visits", "Periapical Services", "Diseases & Disorders Of The Male Reproductive System", "Antiinfectives for systemic use", "Temporary National Codes Established by Private Payers", "Room and Board: Ward", "Periodontal Services, Non Surgical", "Dentures, Replication, Relining And Rebasing", "Temporomandibular Joint Dysfunctions, Treatment Of", "Perdiem - New-born Nursery  -  Daily Rate (Day 9 and more)", "Room and Board: Shared Room", "Laboratory And Expense Procedures (This Code Is Used In Conjunction With The \"+ L\" And \"+ E\" Designation Following Specific Codes In The Guide. The Addition Of These Codes Are To Facilitate Computer Or Manual Input For Third Party Claims Processing, Perso", "Preventive Services, Other", "Eye & Ocular Adnexa", "Operating Microscope", "Short Stay Room - Hourly Rate", "Non-surgical cleansing of a wound without debridement, with or without local anesthesia, with or without the application of a surgical dressing: more than 48 sq inches / 300 sq centimeters.", "Female Genital System", "Educational services rendered by Clinician (Physician or Non-Physician) to patient opting out of the  Comprehensive Screening, new or established patient; 10-15 minutes.", "Fixed Bridge Retainers", "Dental Procedures", "Consultation - GP - Follow Up within one week", "Perdiem - NICU - Daily Rate (Day 8 to 14)", "Drugs/Medication, Dispensing", "Genito-urinary system and sex hormones", "Permanent Dentition", "Radiographs, Specialty Use Only", "Room and Board: Royal Suite", "Factors Influencing Health Status & Other Contacts With Health Services", "Room Rate difference - Daily Rate  (Day 1 and more ) - Suite", "Diseases & Disorders Of The Eye", "Respiratory System", "Examination And Diagnosis, Clinical Oral", "Comprehensive screening evaluation and management by clinician of an individual, including an age and gender appropriate history, questionnaire filling, examination, and ordering of laboratory/diagnostic procedures, new or established patient; 30-40 minut", "Integumentary"], "Activity_Type": ["Drug", "DRG", "Dental", "CPT", "Service", "HCPCS"], "Unit_Type": ["O +", "B -", "AB +", "B +", "A +", "A -", "O -", "AB -"], "Blood_Bank_Center": ["SKMC Blood Bank", "Tawam Blood Bank"], "district": ["Alappuzha", "Thiruvananthapuram", "Idukki", "Kozhikode", "Palakkad", "Kollam", "Ernakulam", "Thrissur", "Wayanad", "Kasaragode", "Malappuram", "Kannur", "Kottayam", "Pathanamthitta"], "Disease": ["Other Food Poisoning", "Viral Hepatitis B", "Chickenpox", "Other STD", "Typhoid Fever", "Viral Meningitis", "Acute Flaccid Paralysis", "Viral Hepatitis C", "Seasonal Influenza", "Gonorrhoea", "Pulmonary Tuberculosis", "Measles", "Malaria", "Acute Encephalitis", "Mumps", "Corona Virus", "Syphilis", "Whooping Cough", "Viral Hepatitis A", "Other Viral Hepatitis", "Rubella", "Other", "Tetanus", "Other STIs", "Giardia Lambia", "Brucellosis", "Scabies", "Extra Pulmonary Tuberculosis", "Scarlet  Fever"], "Cancer_site": ["Base Of Tongue", "Leukaemia Of Unspecified Cell Type", "Other Malignant Neoplasms Of Skin", "Lymphoma", "Gallbladder and extrahepatic ducts", "Eye And Adnexa", "Other And Unspecified Parts Of Mouth", "Parotid Gland", "Renal Pelvis", "Gallbladder", "Secondary Other Sites", "Connective And Soft Tissue", "Corpus Uteri", "Melanoma of skin", "Breast", "Rectum", "Bladder", "Floor Of Mouth", "Other And Ill-Defined Digestive Organs", "Uterus, Part Unspecified", "Cervix uteri", "Thyroid Gland", "Kidney, renal pelvis and ureter", "Follicular-Non-Hodgkin'S Lymphoma", "Pancreas", " Non-Hodgkin'S Lymphoma", "Secondary Respiratory And Digestive Organs", "Other And Ill-Defined Sites In The Respiratory System And Intrathoracic Organs", "Accessory Sinuses", "Prostate", "Meninges", "Retroperitoneum And Peritoneum", "Anus And Anal Canal", "Colon", "Ureter", "Penis", "Larynx", "Adrenal Gland", "Corpus uteri", "Stomach", "Liver and intrahepatic bile ducts", "Endocrine Gland", "Bronchus And Lung", "Other And Unspecified Parts Of Biliary Tract", "Follicular [Nodular] Non-Hodgkin'S Lymphoma", "Ovary", "Peripheral Nerves And Autonomic Nervous System", "Other Cancer", "Hodgkin'S Disease", "Monocytic Leukaemia", "Salivary Glands", "Lymphoid Leukaemia", "Bone And Articular Cartilage Of Other And Unspecified Sites", "Spinal Cord, Cranial Nerves And Other Parts Of Central Nervous System", "Biliary Tract", "Mouth", "Urinary Organs", "Multiple myeloma", "Cervix Uteri", "Myeloid Leukaemia", "Skin", "Oesophagus", "Other And Unspecified Types Of Non-Hodgkin'S Lymphoma", "Other And Unspecified Major Salivary Glands", "Bone", "Liver And Intrahepatic Bile Ducts", "Malignant Neoplasm Without Specification Of Site", "Other And Unspecified Malignant Neoplasms Of Lymphoid, Haematopoietic And Related Tissue", " Independent (Primary) Multiple Sites", "Mesothelioma", "Kaposi sarcoma", "Oropharynx", "Other And Ill-Defined Sites", "Tongue", "Without Specification Of Site", "Malignant Melanoma Of Skin", "Small Intestine", "Heart, Mediastinum And Pleura", "Other And Unspecified Urinary Organs", "Nasopharynx", "Other And Ill-Defined Sites In The Lip, Oral Cavity And Pharynx", "Non-melanoma skin cancer", "Diffuse Non-Hodgkin'S Lymphoma", "Malignant Neoplasms Of Independent (Primary) Multiple Sites", "Secondary", "Diffuse", "Piriform Sinus", "Other Connective And Soft Tissue", "Kidney, Except Renal Pelvis", "Colorectum", "Brain", "Thyroid", "Other Leukaemias Of Specified Cell Type", "Trachea, bronchus and lung", "Other pharynx", "Lip, oral cavity", "Multiple Myeloma And Malignant Plasma Cell Neoplasms", "Testis", "Bone And Articular Cartilage Of Limbs", "Brain, nervous system", "Leukaemia", "Rectosigmoid Junction", "Hypopharynx"]}
+
diff --git a/tableqa/vocab.json b/tableqa/vocab.json
index 9c2cf05..bcf5461 100644
--- a/tableqa/vocab.json
+++ b/tableqa/vocab.json
@@ -1 +1,5 @@
-{"Activities - Data.csv": ["activities", "index", "percentage", "type", "value", "percent", "activity", "per", "year", "chapter"], "Blood Banks - Data.csv": ["center", "type", "group", "count", "bank", "unit", "year", "blood", "units", "banks"], "GDP at current prices (AED)-Production Approach.csv": ["domestic", "gdp", "gross", "value", "product", "price", "current", "year"], "district_wise_details.csv": ["damaged", "rainfall", "fatalities", "full", "district", "camps", "mm", "houses", "disrict", "information", "level", "wise", "normal", "landslides", "actual", "details"], "Communicable Diseases - Data.csv": ["sickness", "number", "index", "diseases", "cases", "disease", "communicable", "age", "year", "total", "occurances", "nationality", "illness"], "Cancer Death - Data.csv": ["index", "type", "location", "site", "died", "count", "dead", "age", "gender", "end", "year", "cancer", "death", "nationality"]}
\ No newline at end of file
+
+{"Activities - Data.csv": ["activities", "percent", "percentage", "type", "per", "year", "value", "index", "activity", "chapter"], "Blood Banks - Data.csv": ["unit", "bank", "group", "type", "blood", "year", "banks", "units", "count", "center"], "GDP at current prices (AED)-Production Approach.csv": ["current", "price", "year", "product", "gdp", "domestic", "value", "gross"], "Communicable Diseases - Data.csv": ["sickness", "total", "number", "disease", "communicable", "diseases", "year", "nationality", "cases", "occurances", "index", "illness", "age"], "Cancer Death - Data.csv": ["location", "cancer", "type", "dead", "death", "year", "nationality", "index", "end", "gender", "site", "count", "died", "age"]}
+
+{"Activities - Data.csv": ["activities", "index", "percentage", "type", "value", "percent", "activity", "per", "year", "chapter"], "Blood Banks - Data.csv": ["center", "type", "group", "count", "bank", "unit", "year", "blood", "units", "banks"], "GDP at current prices (AED)-Production Approach.csv": ["domestic", "gdp", "gross", "value", "product", "price", "current", "year"], "district_wise_details.csv": ["damaged", "rainfall", "fatalities", "full", "district", "camps", "mm", "houses", "disrict", "information", "level", "wise", "normal", "landslides", "actual", "details"], "Communicable Diseases - Data.csv": ["sickness", "number", "index", "diseases", "cases", "disease", "communicable", "age", "year", "total", "occurances", "nationality", "illness"], "Cancer Death - Data.csv": ["index", "type", "location", "site", "died", "count", "dead", "age", "gender", "end", "year", "cancer", "death", "nationality"]}
+