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.gitattributes

@@ -35,3 +35,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 cities.csv filter=lfs diff=lfs merge=lfs -text
 other_indus_knn.sav filter=lfs diff=lfs merge=lfs -text
+bi_phrases.txt filter=lfs diff=lfs merge=lfs -text
+tri_phrases.txt filter=lfs diff=lfs merge=lfs -text

bi_phrases.txt

@@ -0,0 +1,3 @@
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+oid sha256:d203fb9bb58958243c901899937aba09d9a7b89007fc2ac9898af873f3e63d0c
+size 3354015

stopwords_tag.txt

@@ -0,0 +1 @@
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topics_extraction.py

@@ -0,0 +1,305 @@
+from flask import Flask
+from flask_restful import reqparse, abort, Api, Resource, request
+import numpy as np
+import pandas as pd
+from urllib.parse import unquote
+import nltk
+import re
+import math
+import configparser
+from bs4 import BeautifulSoup
+import unicodedata
+import string
+from gensim.models import Word2Vec
+from gensim.models.phrases import Phraser, Phrases
+from nltk.corpus import stopwords
+from nltk.stem import WordNetLemmatizer
+from nltk.corpus import wordnet as wn
+from nltk import pos_tag
+from collections import defaultdict
+from nltk.corpus import wordnet as wn
+tag_map = defaultdict(lambda : wn.NOUN)
+tag_map['J'] = wn.ADJ
+tag_map['V'] = wn.VERB
+tag_map['R'] = wn.ADV
+import spacy
+import en_core_web_md
+nlp = en_core_web_md.load()
+lemmatizer = WordNetLemmatizer()
+evType_stop = set(nltk.corpus.stopwords.words('english'))
+
+# read configuration file
+config = configparser.ConfigParser()
+config.read('C:/Users/harsh/Documents/ML-APIs_origi/myproject.ini')
+
+# initialize flask object
+app = Flask(__name__)
+
+
+### files to be load
+
+tag_similarModel_path = config['path']['tag_similar_model'] #word2vec model
+tag_trigram_path = config['path']['tag_trigram'] # trigram phraser
+tag_bigram_path = config['path']['tag_bigram'] # bigram phraser
+
+tag_similarModel = Word2Vec.load(tag_similarModel_path)
+tag_trigram_phraser = Phraser.load(tag_trigram_path)
+tag_bigram_phraser = Phraser.load(tag_bigram_path)
+
+# load stopword file
+file2 = open(config['path']['tag_stopword'], "r+")
+data2 = file2.read()
+stopword_tag = data2.split(",")
+
+# load vocabulary of single words
+file3 = open(config['path']['tag_vocabSingle'], "r+")
+data3 = file3.read()
+vocab1 = data3.split(",")
+
+# load vocabulary of words of length more than 2
+file4 = open(config['path']['tag_vocabMulti'], "r+")
+data4 = file4.read()
+vocab2 = data4.split(",")
+
+# load vocabulary of words of length 2
+file6 = open(config['path']['tag_vocabDouble'], "r+")
+data6 = file6.read()
+vocab4 = data6.split(",")
+
+
+### preprocess the text string
+### remove any email ids, websites, digits etc
+def pre_process(text):
+    try:
+        soup = BeautifulSoup(text, "html.parser")
+        text = soup.get_text()
+        text = unicodedata.normalize('NFKD', text).encode('ascii', 'ignore').decode('utf-8', 'ignore')
+        convert_IT = re.sub(r'^IT$| IT ', " information technology ",text)
+        remove_urls = re.sub(r'''(?i)\b((?:https?://|www\d{0,3}[.]|[a-z0-9.\-]+[.][a-z]{2,4}/)(?:[^\s()<>]+|\(([^\s()<>]+|(\([^\s()<>]+\)))*\))+(?:\(([^\s()<>]+|(\([^\s()<>]+\)))*\)|[^\s`!()\[\]{};:'".,<>?«»“”‘’]))'''," ",convert_IT.lower())
+        remove_ids = re.sub(r'\S*@\S*\S?'," ",remove_urls)
+        remove_digit_punct = re.sub(r'[^a-zA-z0-9-]|\d+nd|\d+st|\d+th|\d+rd|null|^nan| nan ', '  ', remove_ids)
+        remove_spaces = re.sub(r'\s{2,}', ' ', remove_digit_punct)
+        remove_sufix = re.sub(r'^all\w+', '', remove_spaces)
+        return remove_sufix
+    except Exception:
+        return text
+
+
+# lemmatization of words
+def nlk_lemma(tokns):
+    lema_tokns = []
+    for token, tag in pos_tag(tokns):
+        if token!='media':
+            lema_tokns.append(lemmatizer.lemmatize(token, tag_map[tag[0]]))
+        else:
+            lema_tokns.append(token)
+    return lema_tokns
+
+# tokenize and lemmatize the text string
+def preprocess(text):
+    text = re.sub(r'^information technology$| information technology ',' IT ',text)
+    tokens = text.split(" ")
+    tokens = [w for w in tokens if not w in evType_stop]
+    tokens = [token for token in tokens if len(token) > 1]
+    tokens = nlk_lemma(tokens)
+    return tokens
+
+
+# create bigrams, trigrams
+def phrasers(token_sent):
+    textx = tag_bigram_phraser[token_sent]
+    texty = list(tag_trigram_phraser[textx])
+    phrase_text = " ".join(texty)
+    phrase_text = re.sub(r'^information technology$| information technology ',' IT ',phrase_text)
+    return phrase_text
+
+# identify the part-of-speech(POS) tags for each word
+# select only those words which are having the POS tags as per the below list
+def posTags(text):
+    text = re.sub('-','hyphen',text)
+    doc = nlp(text)
+    tags = [(X, X.tag_) for X in doc]
+    keys1 = []
+    #print(tags)
+    for el in tags:
+        if el[1] in ['NN','PRP','NNP','NNS','NNPS','JJ','JJR','VB','VBD','VBZ','FW','XX','VBG','VBP','VBN']:
+            key_text = re.sub('hyphen','-',str(el[0]))
+            keys1.append(key_text)
+    return keys1
+
+def posTags1(text):
+    text = re.sub('-','hyphen',text)
+    text = re.sub("hyphen | hyphen",' ',text)
+    doc = nlp(text)
+    tags = [(X, X.tag_) for X in doc]
+    keys1 = []
+    
+    for el in tags:
+        #if el[1] in ['NN','NNP','NNS','NNPS','JJ','VBG','VBZ','FW','XX','IN','VBN','DT','VBP','VBN']:
+        key_text = re.sub('hyphen','-',str(el[0]))
+        keys1.append(key_text)
+    return keys1
+
+
+# this function will from given list of words remove words that starts with 'accessory' or words contains stopwords or
+# words contains digits
+def get_keys(keys1):
+    imp_keys =[]
+    for tokens in keys1:        
+        if re.search("^accessory",tokens):
+            pass
+        elif len(tokens)>1:
+            tex_li = tokens.split("_")
+            if tex_li[0] in stopword_tag or tex_li[-1] in stopword_tag or tokens in stopword_tag or tex_li[0].isdigit() or tex_li[-1].isdigit():
+                pass
+            else:
+                imp_keys.append(tokens)
+    return imp_keys
+
+
+# this function will return the topics eligible
+def tags(kys):
+    kys = ['gis' if x=='gi' else x for x in kys]
+    temp = []
+    max_words=[]
+    max_count=(dict( (l, kys.count(l) ) for l in set(kys))) # count the frequency of all the words
+    try:
+        if max_count['business']:
+            max_count['business']=1 # if 'business' word in the list then make it's count ==1 since it is most frequent word
+    except:
+        pass
+
+    itemMaxValue = max(max_count.items(), key=lambda x: x[1]) 
+
+    v = list(max_count.values())
+    if len(max_count)!=sum(v):
+        for key, value in max_count.items():
+            if value == itemMaxValue[1]:
+                max_words.append(key)
+    kys =  list(set(kys))
+    
+    for elem in kys:
+        temp1 = []
+        for ek in kys:
+            try:
+                if 0.99 > tag_similarModel.wv.similarity(elem, ek)>0.15:
+                    temp1.append(1)
+                else:
+                    temp1.append(0)
+            except:
+                temp1.append(0)
+        temp.append(temp1)
+    su = []
+    for val in temp:
+        su.append(sum(val))
+    
+    try:
+        if 0 in list(set(su)):
+            thrhld = math.floor(sum(list(set(su)))/(len(set(su))-1))
+        else:
+            thrhld = math.floor(sum(list(set(su)))/(len(set(su))))
+        final_keys = []
+        for i in range(0,len(temp)):
+            if sum(temp[i])>=thrhld:
+                final_keys.append(kys[i])
+        if final_keys and max_words:
+            for max_word in max_words:
+                final_keys.append(max_word)
+            return final_keys
+        elif final_keys:
+            return final_keys
+        else:
+            return kys
+        
+    except Exception as e:
+        if len(kys)<3:
+            return kys
+        elif max_words:
+            return max_words
+        else:
+            return []
+
+
+# this function will return words which are present in vocabulary contains single words
+def checkSingleWord(single_list):
+    sin_list=[]
+    for word in single_list:
+        if word in vocab1:
+            sin_list.append(word)
+    return sin_list
+
+# this function will identify whether words are present in vocabulary contains words of length 2
+# if no words found in vocabulary then it will call checkSingleWord function
+def checkBigram(word_list):
+    bi_list = []
+    for word in word_list:
+        w2 = word.split("_")
+        singleWord = checkSingleWord(w2)
+        if word in vocab4:
+            bi_list.append(word)
+        elif singleWord:
+            for elem in singleWord:
+                bi_list.append(elem)
+    return bi_list
+
+# this function will 1st identify whether words are in vocabulary contains words of length more than 2
+# if not then call checkBigram function to identify words with length equal to 2
+# if list return empty then call checkSingleWord function
+# return list of words
+def getFinalTags(tags):
+    finalTags= []
+    for element in tags:
+        w1 = element.split("_")
+        if len(w1)>2:
+            if element in vocab2:
+                finalTags.append([element])
+            else:
+                textx = tag_bigram_phraser[w1]
+                bigram_tags = checkBigram(textx)
+                finalTags.append(bigram_tags)
+        elif len(w1)==2:
+            bigram_tags = checkBigram([element])
+            finalTags.append(bigram_tags)
+        else:
+            single_tags= checkSingleWord([element])
+            finalTags.append(single_tags)
+    flat_list = [item for sublist in finalTags for item in sublist]
+    return flat_list
+
+
+# this function will call all the other functions
+# it will return the list of topics extracted from a given list
+def getTags(text):
+    pos_text = posTags(text)
+    text = " ".join(pos_text)
+    text = pre_process(text)
+    text_token = preprocess(text)
+    text = phrasers(text_token)
+    print(text)
+    pos_text1 = posTags1(text) # convert it into list using split(" ")
+    print(pos_text1)
+    filtered_keys = get_keys(pos_text1)
+    finalTagsList = getFinalTags(filtered_keys)
+    tags_list = tags(finalTagsList)
+    tags_list = list(set(tags_list))
+    return tags_list
+
+
+@app.route('/classify/',methods=['POST'])
+def classify():
+    user_query = request.json.get('text')
+    user_query = unquote(unquote(user_query))
+    eventdict = {}
+    eventdict['tags'] = []
+
+    try:
+        #Get Products
+        tags_result = getTags(user_query)
+        eventdict['tags'] = tags_result
+        return eventdict
+    except (ValueError, TypeError, AttributeError) as e:
+        #print(e)
+        return eventdict
+
+if __name__ == '__main__':
+    app.run(host='0.0.0.0')

tri_phrases.txt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:befda0f8b9ec07977c5f698ebdc496fc32f846a30901869f2c6b75210fc6eea6
+size 1653938

vocabDouble.txt

@@ -0,0 +1 @@
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de,turbulent_environment,turbulent_flow,turnkey_solution,two-dimensional_material,two-dimensional_modeling,ubiquitous_compute,ubiquitous_computing,ubiquitous_multimedia,ulcerative_colitis,ultrafast_laser,ultrafast_optic,unani_siddha,undergraduate_student,underground_space,underground_utility,underinsured_motorist,underwater_archaeology,underwater_vehicle,unitary_patent,unman_aircraft,unmanned_aerial,unmanned_aircraft,unmanned_surface,unmanned_system,unsaturated_soil,unstructured_data,unsupervised_learn,upper_airway,upper_limb,upper_respiratory,urantia_book,urban_drainage,urban_ecology,urban_forest,urban_forestry,urban_land,urban_regeneration,urban_slum,urban_transit,urgent_care,urological_association,urological_society,urological_surgery,usb_drive,uterine_bleeding,uterine_disorder,utility-scale_solar,vacant_property,vaccine-preventable_disease,vaccine_adjuvant,value-based_care,value-based_contract,value-based_healthcare,value-based_payment,vaporizer_hookahs,varicose_vein,vascular_access,vascular_anomaly,vascular_dementia,vascular_disease,vascular_malformation,vascular_medicine,vascular_surgeon,vascular_surgery,vascular_surgical,vascular_ultrasound,vector-borne_disease,vedic_astrology,vegetation_management,vehicular_network,vehicular_networking,venous_access,venous_thromboembolism,ventricular_arrhythmia,vernacular_architecture,vertebrate_paleontology,vertebrate_pest,vertical_flight,veterinary_acupuncture,veterinary_dentistry,veterinary_ophthalmology,veterinary_parasitology,vibrational_spectroscopy,video_gaming,video_projection,vintage_jewellery,vintage_linen,vintage_tractor,viral_disease,viral_infection,virtual_currency,virtual_desktop,virtual_instrumentation,visual_analytics,visual_artist,visual_impairment,visual_literacy,visual_perception,visual_search,visual_studio,visually_impair,vitamin_deficiency,vitro_fertilization,vlsi_embed,vocational_rehabilitation,voice_mail,vulnerability_analysis,vulval_disease,wagon_ride,waldenstrom_macroglobulinemia,war_relic,waste_conversion,waste_generator,waste_incineration,waste_minimization,waste_stream,wastewater_reuse,wastewater_utility,water_bottle,water_cooler,water_desalination,water_loss,water_pollution,water_reuse,water_sanitation,water_scarcity,water_tightness,watercolor_painting,watershed_management,wealth_advisor,weather_forecast,weather_forecasting,weather_prediction,web-based_application,web-based_learning,web_app,web_application,web_apps,web_browser,web_search,wedding_ring,wildlife_conservation,wildlife_ecology,wildlife_habitat,wildlife_rehabilitation,wildlife_rehabilitators,wireless_sensor,wood_carve,workplace_bullying,workplace_conflict,workplace_violence,x-ray_diffraction,x-ray_microscopy,year-end_tax,yellow_belt,yin_yoga,yoga_festival,yoga_meditation,yoga_teacher,yoga_therapy,youth_mental,zero_carbon,zika_virus,zoho_solution,zoological_society,zoonotic_disease,agile_certify,membrane-based_electrode,cultural_heritage,architectural_heritage,engrave_machine,digital_signage,animal_husbandry,pet_groom

vocabMulti.txt

@@ -0,0 +1 @@
+accrual_of_employee,act_of_lilly,acute_coronary_syndrome,adaptive_signal_processing,adolescent_mental_health,adoption_of_resolution,adult_congenital_heart_disease,adventure_of_cinderella,adverse_drug_reaction,aerial_uts_function,aesthetic_plastic_surgeon,aesthetic_plastic_surgery,age_of_austerity,air_traffic_control,air_traffic_controller,air_water_management,alternative_asset_class,alternative_dispute_resolution,american_accounting_association,american_association_of_clinical_endocrinologist,american_association_of_orthodontist,american_association_of_petroleum_geologist,american_astronomical_society,american_banker_association,american_fishery_society,american_foundry_society,american_immigration_lawyer,american_industrial_hygiene,american_medical_informatics,american_meteorological_society,american_philosophical_association,american_society_of_anesthesiologist,american_society_of_civil_engineer,american_society_of_mechanical_engineer,ammunition_reload_equipment_gun,analysis_of_algorithms,analysis_of_semi-rigid,antibody_drug_conjugate,antique_tractor_pull,applied_electronics_microprocessor,artificial_neural_network,assembly_of_god,association_of_certified_fraud_examiner,association_of_dermatologist,association_of_gerontology,association_of_multilingualism,association_of_orthodontist,association_of_realtor,association_of_sedimentologists,autism_spectrum_disorder,auto_injury_litigation,automotive_sporting_game,bank_of_lynch,bank_secrecy_act,base_oil_lubricant,basic_applied_science,battery_fuel_cell,battle_of_britain,beautiful_ball_gown,big_data_analytics,big_fake_wedding,bilingual_job_fair,bill_of_lade,billion_of_dollar,biochemistry_molecular_biology,bioinformatics_computational_biology,biomedical_signal_processing,bird_of_prey,board_of_governor,body_of_christ,borderline_personality_disorder,boundary_value_problem,british_geriatrics_society,british_psychological_society,builder_merchant_federation,cancer_stem_cell,career_internship_fair,cell_gene_therapy,certificate_of_completion,characterization_of_nanomaterials,chief_data_analytics_officer,chief_data_officer,chief_financial_officer,chief_investment_officer,chief_of_police,chief_operate_officer,child_sexual_exploitation,chronic_kidney_disease,chronic_obstructive_pulmonary_disease,circulate_tumor_cell,clinical_nurse_specialist,code_of_ethic,commercial_real_estate,communication_data_encryption,computational_fluid_dynamic,condense_matter_physic,condensed_matter_physic,conflict_of_interest,congenital_heart_disease,congestive_heart_failure,coronary_artery_disease,council_of_ophthalmology,credit_reporting_act,criminal_defense_lawyer,data_envelopment_analysis,database_quality_control,department_of_botany,department_of_defense,department_of_english,department_of_mathematics,develop_emotional_intelligence,development_of_cross-national_academic_fraternity,development_of_spin-based_compute,development_of_spin-based_computing,development_of_spintronics,digital_archive_customer,digital_breast_tomosynthesis,digital_signal_processing,dirpub_digital_library,disaster_risk_reduction,disciple_of_jesus,domain_of_airway,domain_of_interest,early_career_researcher,earn_cpd_unit,ecosystem_of_wordpress,electronic_medical_record,emerge_infectious_disease,end_of_life_care,energy_conservation_code,english_language_learner,english_language_teach,environment_waste_management,evolution_of_galaxy,evolution_of_microservices_container_serverless,evolution_of_pedagogy,facial_plastic_surgery,faculty_of_actuary,farm_work_clothes,federal_bar_association,federal_discrimination_law,federal_reserve_bank,federation_of_american_society,federation_of_automatic_control,federation_of_genealogical,federation_of_indian,financial_aid_administrator,financial_crime_prevention,game_of_throne,glory_of_god,gospel_of_jesus,government_finance_officer,greenhouse_gas_emission,history_of_anoint,history_of_cartography,history_of_rhetoric,hormone_replacement_therapy,hospice_palliative_care,hot_air_balloon,human_machine_interface,hybrid_electric_vehicle,hydrogen_fuel_cell,immunotherapy_of_cancer,improvement_of_anti-angiogenic,increase_public_awareness,independent_insurance_agent,independent_scholar_consultant,indoor_air_quality,infant_mental_health,inflammatory_bowel_disease,innovative_digital_strategist,innovative_solution-driven_approach,integrated_network_server,intensive_care_medicine,internal_combustion_engine,internet_of_thing,juried_fine_art,law_of_intestacy,law_of_intestate,letter_of_credit,letter_of_intent,love_of_christ,mechanic_of_composite,mechanism_of_action,mechanism_of_resistance,medical_record_personnel,men_formal_wear,metal_bead_tool,metastatic_breast_cancer,methodology_of_dmiac,micro_scale_fabrication,microservices_container_serverless,million_of_dollar,minimally_invasive_surgery,ministry_of_agriculture,ministry_of_defence,mix_of_case,mix_of_plenary,mixed_signal_circuit,mixture_of_giant,molecular_cell_biology,monster_jam_truck,municipal_solid_waste,natural_language_processing,neuromuscular_neurodegenerative_disorder,neonatal_intensive_care,non_communicable_disease,non_destructive_testing,novel_drug_delivery_system,nuclear_fuel_cycle,nuclear_magnetic_resonance,nuclear_power_plant,occupational_therapy_assistant,numerical_linear_algebra,nurse_certification_preparation,nurse_physician_assistant,offshore_patrol_vessel,offshore_support_vessel,oil_watercolor_photography,old_bank_note_cheque,opal_fine_jewelry_precious,open_access_library,ordinary_differential_equation,original_art_antique_clothe,original_art_piece,partial_differential_equation,philosophy_of_equality,philosophy_of_mind,philosophy_of_religion,physical_therapist_assistant,peace_of_mind,peripheral_vascular_disease,personal_protective_equipment,pediatric_infectious_disease,piece_of_jewellery,plant_cell_wall,plant_genetic_resource,pmp_boot_camp,pmp_certification_training,port_terminal_operating,power_of_attorney_estate_planning,print_circuit_board,private_equity_firm,pulmonary_vascular_disease,python_program_language,quality_improvement_team,real-life_case_study,real-world_case_study,real_estate_property,real_life_case_study,real_world_examples,realm_of_endeavor,renal_replacement_therapy,red_rock_spa,regional_pain_syndrome,residential_real_estate,resolution_of_dispute,respiratory_tract_infection,rite_of_passage,rural_health_clinic,safety_gear_mask,scan_probe_microscopy,scholarship_of_teaching,semi_precious_stone,senior_professor_assistant,service_canary_wood,sexually_transmit_infection,sigma_black_belt_certification,sigma_green_belt_certification,sigma_green_belt_training,sigma_yellow_belt_certification,sigma_yellow_belt_course,signal_image_processing,skull_base_surgery,small_business_owner,small_modular_reactor,society_of_anaesthesiologists,society_of_anaesthesiology,society_of_anesthesiologist,society_of_arboriculture,society_of_australasia,society_of_cardiology,society_of_certified,society_of_certified_public_accountant,society_of_civil,society_of_cpa,society_of_criminology,society_of_electrochemistry,society_of_ethnobiology,society_of_gynecologic,society_of_health-system,society_of_hematology,society_of_laparoendoscopic,society_of_nephrology,society_of_neuroradiology,society_of_orthodontist,society_of_periodontology,society_of_petroleum_engineer,society_of_respirology,society_of_security_analyst,society_of_vertebrate,sociology_of_religion,software_define_radio,solar_photovoltaic_project,solid_state_laser,sovereign_wealth_fund,sphere_of_distinction,spinal_cord_injury,stem_cell_transplantation,stewardship_of_earth,stochastic_differential_equation,strong_interpersonal_skill,structural_heart_disease,study_of_ingestive,suppressor_silencer_machine,synthesis_of_nanomaterials,synthetic_organic_chemistry,teaching_of_english,theory_of_concurrency,therapeutic_drug_monitoring,threat_of_terrorism,traditional_chinese_medicine,traditional_router_solution,transfer_of_wealth,traumatic_brain_injury,treatment_of_spinal,unfinished_pine_furniture,unmanned_aerial_vehicle,urinary_tract_infection,valvular_heart_disease,victim_of_crime,video_game_tournament,walk_of_life,waste_water_treatment,wireless_sensor_network,word_of_god,body_mind_spirit

word2vec.model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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