Importing Libraries import pandas as pd import matplotlib.pyplot as plt import numpy as np import seaborn as sns Mounting Google Drive from google.colab import drive drive.mount('/content/drive') Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount("/content/drive", force_remount=True). Loading Data pip install python-docx Collecting python-docx Downloading https://files.pythonhosted.org/packages/e4/83/c66a1934ed5ed8ab1dbb9931f1779079f8bca0f6bbc5793c06c4b5e7d671/python-docx-0.8.10.tar.gz (5.5MB) |████████████████████████████████| 5.5MB 5.3MB/s Requirement already satisfied: lxml>=2.3.2 in /usr/local/lib/python3.6/dist-packages (from python-docx) (4.2.6) Building wheels for collected packages: python-docx Building wheel for python-docx (setup.py) ... done Created wheel for python-docx: filename=python_docx-0.8.10-cp36-none-any.whl size=184491 sha256=4e75886d596b3b01d6b65053e8be54253201ecef1c2079c2d68e3dfba6074725 Stored in directory: /root/.cache/pip/wheels/18/0b/a0/1dd62ff812c857c9e487f27d80d53d2b40531bec1acecfa47b Successfully built python-docx Installing collected packages: python-docx Successfully installed python-docx-0.8.10 import docx # open connection to Word Document doc = docx.Document("drive/My Drive/AllPatents.docx") # read in each paragraph in file result = [p.text for p in doc.paragraphs] Preprocessing #importing libraries for preprocessing import re import ast import nltk from nltk.corpus import stopwords from nltk.tokenize import word_tokenize nltk.download('punkt') nltk.download('stopwords') nltk.download('averaged_perceptron_tagger') nltk.download('sentiwordnet') from nltk.stem import WordNetLemmatizer nltk.download('wordnet') [nltk_data] Downloading package punkt to /root/nltk_data... [nltk_data] Unzipping tokenizers/punkt.zip. [nltk_data] Downloading package stopwords to /root/nltk_data... [nltk_data] Unzipping corpora/stopwords.zip. [nltk_data] Downloading package averaged_perceptron_tagger to [nltk_data] /root/nltk_data... [nltk_data] Unzipping taggers/averaged_perceptron_tagger.zip. [nltk_data] Downloading package sentiwordnet to /root/nltk_data... [nltk_data] Unzipping corpora/sentiwordnet.zip. [nltk_data] Downloading package wordnet to /root/nltk_data... [nltk_data] Unzipping corpora/wordnet.zip. True import nltk from nltk.stem.porter import PorterStemmer from nltk.stem.lancaster import LancasterStemmer from nltk.stem import SnowballStemmer sb_stemmer = SnowballStemmer("english",) stop_words=set(stopwords.words('english')) porter_stemmer = PorterStemmer() lemmatizer = nltk.stem.WordNetLemmatizer() w_tokenizer = nltk.tokenize.WhitespaceTokenizer() fcorpus=[] for i in range(0,len(result)): #removing punctuations text= re.sub('[/(){}\[\]\|@!,;]', ' ',result[i]) #converting into tokens tokens=nltk.word_tokenize(text) #lemmatization lemma=[lemmatizer.lemmatize(w) for w in tokens] #Converting into Lowercase words=[lemma.lower() for lemma in lemma if lemma.isalpha()] #Removing Stopwords wordd=[w for w in words if not w in stop_words] #removing words with length less than 3 wor = [w for w in wordd if len(w) > 3 if not w in stopwords.words('english')] review=' '.join(wor) fcorpus.append(review) fcorpus ['abstract disclosure', 'system among purpose detecting health care fraud comprises data import component importing health care data data source health care provider insurer pharmacy data repositor data import component creates health care object provider object describe health care provider patient object represent health care recipient health care event object describe health care claim prescription medical procedure diagnosis correlation component identifies correlation health care object graph generator component generates graph network identified based least correlation identified correlation component graph comprising linked node represent health care object identified network interface generator generates interface display graph generated graph generator', '', '', '', '', '', '', '', '', 'fraud detection healthcare', 'benefit claim', 'application claim benefit provisional application filed march entire content hereby incorporated reference fully forth herein', 'technical field', 'present invention relates data processing technique fraud detection context health insurance', 'mere reference background herein construed admission constitutes common general knowledge relation invention', 'background', 'approach described section approach could pursued necessarily approach previously conceived pursued therefore unless otherwise indicated assumed approach described section qualify prior merely virtue inclusion section', 'healthcare fraud account estimated billion dollar year waste estimate damage constitute healthcare expenditure source fraud prescription drug fraud examples prescription fraud include forging prescription altering prescription stealing prescription calling prescription using online pharmacy doctor pharmacy shopping example going multiple doctor emergency room pharmacy seeking prescription faking symptom migraine headache toothache cancer psychiatric disorder attention deficit disorder', 'deliberately injured oneself going across state line seek fulfillment multiple pharmacy refilling prescription ninety forth prescription fraud primarily occurs retailer pharmacy primarily narcotic medication muscle relaxant hypnotic', 'source fraud include insurance claim fraud provider charging peer service provider billing test patient peer provider billing unlikely unnecessary medical procedure upcoding service billing expensive option upcoding equipment billing expensive item delivering lower cost item consistently billing high cost medical equipment durable medical equipment billing procedure service provided filing duplicate claim bill service separate occasion unbundling group service service billed time yield compensation bundled together kickback referral transportation fraud collecting money multiple insurance provider using surgical modifier increase reimbursement fraud involving viatical health life insurance nursing home fraud lack service rendered service rendered professional forth', 'summary invention', 'according aspect present invention provided system computing device comprising', 'data import component importing health care data data source data source including health care provider insurer pharmacy', 'data repository data import component creates health care object representing health care data accordance defined ontology health care object including provider object provider object type describes health care provider patient object patient object type represent health care recipient health care event object event object type describe health care claim prescription medical procedure diagnosis fraud object representing known instance health care fraud', 'correlation component identifies correlation health care event object provider object patient object fraud object', 'graph generator component generates graph network identified based least correlation identified correlation component graph comprising linked node', 'representing particular health care object identified network including particular patient node representing particular patient object particular provider node representing particular provider object graph linking particular provider node particular patient node fraud node within graph fraud node representing particular fraud object', 'interface generator generates interface display graph generated graph generator', 'according another aspect present invention provided method comprising', 'generating provider object describe health care provider generating patient object describe health care recipient', 'generating health care event object health care event object including least object prescription event type object medical claim event type object diagnosis event type', 'generating fraud object representing known instance health care fraud storing provider object patient object health care event object fraud', 'object digital storage medium', 'correlating health care event object provider object patient', 'object', 'receiving input specifying particular object wherein particular object particular provider object particular patient object', 'based correlating identifying network comprising provider object patient object associated particular object', 'generating graph network graph comprising linked node linked node including patient node represent patient object provider node represent provider object', 'linking particular provider node particular patient node fraud node within graph fraud node representing particular fraud object', 'wherein method performed computing device', 'brief description wings', 'information graph manner highlight event occurred show example composite representation includes graph timeline concurrently displayed', 'illustrates example process graphically arranging utilizing information member related suspect doctor', 'illustrates example process graphically arranging utilizing information doctor related suspect member', 'illustrates flow automatically identifying lead metric generated using data organized accordance health care data model', 'illustrates flow investigating health care fraud lead using', 'interface visually depicts network entity associated lead', 'illustrates another graph node representing particular patient', 'object connected various edge pharmacy node representing pharmacy object', 'illustrates example system technique described', 'practiced', 'block diagram illustrates computer system upon embodiment invention implemented', 'detailed description', 'following description purpose explanation numerous specific detail forth order provide thorough understanding present invention apparent however present invention practiced without specific detail instance structure device shown block diagram form order avoid unnecessarily obscuring present invention', 'general overview', 'embodiment system computing device utilized among purpose detecting health care fraud system comprises data import component importing health care data data source data source including health care provider insurer pharmacy data repository data import component creates health care object representing health care data accordance defined ontology health care object including provider object provider object type describes health care provider patient object patient object type represent health care recipient health care event object event object type describe health care claim prescription medical procedure diagnosis correlation component identifies correlation health care event object provider object patient object graph generator component generates graph network identified based least correlation identified correlation component graph comprising linked node representing particular health care object identified network including particular patient node representing particular patient object particular provider node representing particular provider object interface generator generates interface display graph generated graph generator', 'embodiment system comprises object presentation component generating presentation particular health care object display interface embodiment system comprises input handler receiving input selecting particular control associated particular node graph displayed interface object presentation component generating presentation information particular object associated particular node selected input embodiment system comprises filtering component identifies network graph generator graph input handler receiving input selecting particular control associated particular node graph displayed interface filtering component configured identify network related particular node selected input', 'embodiment system comprises filtering component identifies network graph generator graph metric calculator configured calculate metric associated health care object based least identified correlation lead identifier component configured identify health care object lead fraud investigation based least calculated metric filtering component configured', 'identify network related health care object lead fraud investigation embodiment system comprises metric calculator configured calculate metric associated health care object based least identified correlation wherein interface generator configured depict different node different edge graph differently based calculated metric', 'embodiment system comprises workflow module accepts input generated user automated lead identifier component identify particular health care object lead fraud investigation workflow module configured generate workflow ticket based input send workflow ticket analyst investigation embodiment data repository store pharmacy object pharmacy object type describes pharmacy wherein linked node include pharmacy node represent pharmacy object embodiment system comprises mapping component generating health care event correlated particular health care object represented particular graph embodiment linked node graph generated graph generator connected edge representative relationship wherein least relationship derived health care event object based correlation embodiment component system provide functionality described herein', 'embodiment method performed various system described herein comprises generating provider object describe health care provider generating patient object describe health care recipient identifying relationship health care event object provider object pharmacy object based relationship identifying network provider object patient object generating graph network graph comprising linked node linked node including patient node represent patient object provider node represent provider object embodiment method comprises generating pharmacy object describe pharmacy wherein linked node include pharmacy node represent pharmacy object embodiment method comprises generating health care event object describe health care event linked node include event node represent health care event object edge represent health care event object', 'embodiment method comprises generating provider object describe health care provider generating patient object describe health care recipient generating health care event object describe health care claim prescription medical procedure diagnosis correlating health care event object provider object patient object receiving input specifying particular object wherein particular object particular provider object particular patient object based correlating identifying network provider object patient object associated particular object generating graph network graph comprising linked node linked node including patient node represent patient object provider node represent provider object embodiment generating health care event object comprises generating separate health care event object entry collected provider data source insurer data source pharmacy data source embodiment method comprises generating fraud object representing known instance health care fraud linking particular provider node particular patient node fraud node within graph fraud node representing particular fraud object embodiment health care event object include least object prescription event type object medical claim event type object diagnosis event type embodiment method comprises generating pharmacy object describe pharmacy linked node include pharmacy node represent pharmacy object', 'embodiment method comprises correlating multiple object different type single entity multiple object comprising provider object patient object representing multiple object within graph single node representing logical object corresponds merger multiple object multiple node linked relationship', 'embodiment correlating comprises deriving relationship construct based health care event object relationship construct define link provider object patient object embodiment graph comprises edge depict link particular linked node edge representing relationship construct embodiment edge comprise first edge graphically represents first relationship type second edge graphically represents second relationship type embodiment edge graphically depict', '', '', '', '', '', '', '', '', 'summary particular health care event object relationship construct derived', 'embodiment method comprises computing value metric associated provider object metric associated patient object based least part correlating embodiment method comprises depicting within graph linked node edge linked linked node differently based computed value embodiment method comprises generating visualization value particular object selected part based selection particular value calculated association particular object visualization embodiment method comprises comparing value defined trigger define threshold unusual value selecting particular object least partly responsive particular object associated particular metric value unusual value according particular defined trigger embodiment method comprises determining size network based least part metric value embodiment particular object selected based part metric value associated particular object indicates doctor writing significantly prescription normal sudden increase prescription filled patient previously filling many prescription patient receiving significant amount emergency room visit specific time period patient receiving prescription certain number provider within certain time period', 'embodiment network comprises object represents particular', 'practitioner object represent patient prescription written particular practitioner object represent practitioner patient visited embodiment network comprises object represents pharmacy customer object represent pharmacy visited pharmacy customer object represent pharmacist employed pharmacy object represent instance fraud associated pharmacist pharmacy', 'embodiment method comprises presenting graph part interactive interface investigating health care data interface embedding control selecting least particular linked node generating presentation comprising data associated first object particular linked node represents responsive selection control presentation including list timeline data health care', 'event object correlated first object aggregated statistic calculated association', 'first object demographic information associated first object depicting location health care event related first object', '', 'embodiment method comprises presenting graph part', 'interactive interface investigating health care data interface embedding control', 'selecting particular edge particular linked node generating presentation data', '', 'associated particular relationship particular edge represents responsive', '', 'selection control particular relationship derived particular health', '', 'care event object presentation including list particular health care', '', 'event particular health care event', '', 'embodiment method comprises presenting graph part interactive interface investigating health care data interface embedding control selecting particular linked node responsive selection control flagging first object associated particular linked node subsequent investigation generating worktlow ticket identifying first object lead', 'embodiment method comprises generating health care event object describe health care claim prescription medical procedure diagnosis generating provider object describe health care provider generating patient object describe health care recipient generating pharmacy object describe pharmacy correlating event object provider object member object pharmacy object computing metric provider object member object pharmacy object based correlating identifying unusual metric value metric identifying lead object investigation based unusual metric value wherein lead object include particular provider object particular pharmacy object particular patient object', 'structural overview', 'illustrates example system technique described practiced according embodiment system system various component system implemented least partially hardware computing device hardware processor executing instruction stored memory performing various function described herein system illustrates many possible arrangement component configured perform functionality', 'described herein arrangement include fewer different component division work component vary depending arrangement', 'system comprises data import component collect data variety source including provider source insurer source public source source described herein data collected source multiple occasion depending factor size data source accessibility data source frequently data source change depending form data collected data import component option perform extract transform load operation collected data generate object conform defined ontology ontologies example dynamic ontology static schema data structure definition', 'data import component cause collected data stored repository data repository data store among object type provider object patient object pharmacy object health care event object object corresponds different discrete object type defined ontology object include category object type deemed desirable example another object type administrative event object thus embodiment data obtained healthcare provider insurer public source source represented computer storage using oriented data representation technique represent provider patient pharmacy event item object capable connection graph based relationship event transaction examples repository corresponding object described subsequent section', 'system comprises correlation identification component correlate object accordance technique forth herein correlations produced correlation identification component used graph generator produce object graph accordance technique described subsequently graph describe relationship various network object based least part correlation', 'graphs produced graph generator provided interface generator generates visual presentation graph display user interface visual presentation graph depict various object relationship', 'object accordingly object presentation generator generates various presentation object object presentation used visual presentation generated interface generator examples visual presentation graph object provided subsequent section', 'assist user navigating understanding graphed data filtering component coupled graph generator filtering component reduces simplifies filter otherwise manipulates network object relationship depicted graph accordance technique described subsequently filtering component response various input received input handler receives input associated various control embedded within visual presentation displayed interface examples input described subsequently', 'metric calculator calculates various metric based object data correlations produced correlation identification component used generate metric example metric described section metric used variety reporting purpose example object presentation generator interface generator utilize metric adjust visual presentation graph object shown within', 'certain relationship correlation object suggest fraudulent activity embodiment optional lead identification component identifies lead suspected fraudulent activity accordance technique described subsequently lead example particular object within repository relationship plural object lead identified based metric value calculated metric calculator deemed unusual based various fraud detection pattern recognition process lead filtering component manipulates graph draw attention identified lead accordance technique described subsequently', 'functional overview', 'techniques described herein modeling data related health care using model combination detection process identify fraud general technique described herein utilize data obtained extracted various source health care data data transformed various stored data object relationship graph conform common model health care data dynamic ontology schema data type defined common model provide least data object describing patient', 'health care plan member data object describing health care provider individual doctor data object describing health care event prescription claim treatment procedure embodiment data object describing variety health care entity place event also exist various example described herein', 'fraud investigations', 'embodiments useful number different purpose embodiment data object used various point workflow identifying fraud first stage lead generation stage involves identifying suspected case health care fraud investigation lead described herein particular individual organization event suspected consisting relating indicating actual possible fraud increased probability consisting relating indicating fraud term lead also used herein refer data object represents suspicious individual organization event identify lead receive concerning potentially fraudulent activity another identify lead review network individual organization connected instance fraud described medium report indictment publication another identify lead apply business rule various data object relationship described herein flag potentially fraudulent activity male receiving treatment ovarian cancer another identify lead deploy algorithm analytical process calculate metric based various data object described herein metric indicates number prescription written doctor commonly abused drug data object associated unusual value metric investigated lead', 'next stage lead prioritization many possible lead investigate limited resource investigate lead lead prioritization enables focusing limited resource lead given higher priority lead prioritization comprise instance filtering lead based lead involve certain type fraud lead involve least certain threshold amount money lead constitute obvious case fraud lead easiest investigate lead closely clustered embodiment various metric consider factor used rank lead lead investigated order rank embodiment primary metric ranking lead configured quantify likeliness', 'fraud impact fraud fraud fact occurred however variety metric ranking lead created different investigator responsible investigating lead prioritized based different factor metric', 'next stage investigation prioritized lead stage investigator seek answer question implicated doctor prescribing', 'pick prescription involved medical treatment doctor performing', '', 'medical treatment suspect larger network provider suspect', 'interact provider suspect provider refer people', '', 'prescribe drug supposed prescribed based fact involved forth', 'embodiment various data visualization interfacing technique depicting data', '', 'object described herein simplify investigation example network doctor patient pharmacy depicted navigable graph interconnected node connection determined based various health care event', 'fourth stage take action upon positive investigation lead patient example involve making intervention providing treatment addiction depression patient fraudulent provider action involve turning finding insurer enforcement', 'workflow provided example workflow investigation fraud include different element varying arrangement data object described herein likewise useful workflow', 'automated identification leads metrics illustrates flow automatically identifying lead metric generated using data organized accordance health care data model according embodiment embodiment process described connection functional block implemented using computer program', 'software element digital logic computer computer performing data retrieval transformation storage operation involve interacting transforming physical state memory computer', 'block comprises generating provider object describe different health care provider data provider object obtained example claim submission provider insurer provide data computer system implement technique herein health care provider entity provides health care service', 'health care provider include organizational entity also referred facility institution hospital clinic health care provider also include individual practitioner also referred health care worker doctor dentist case case solo practitioner individual practitioner also function organizational entity', 'embodiment different type provider object represent individual practitioner opposed organizational entity embodiment different type provider object comprise data collected concerning provider different source embodiment different type provider object comprise data collected concerning provider provider functioning different role example single doctor correspond prescriber object store data collected concerning doctor capacity prescriber drug specialist object store data collected concerning doctor capacity perform certain specialized procedure evaluation practitioner object represents data collected doctor role provider generally alternatively doctor represented prescriber object associated facility object facility doctor employed embodiment type provider object data related role doctor practitioner instead collected umbrella single type provider object', 'block comprises generating patient object describe recipient health care embodiment different type patient object comprise data collected concerning provider different source example single person represented member object comprised data collected insurer sponsor health plan person member also represented separate patient object comprised data collected association different provider customer object comprised data collected pharmacist embodiment different type patient object necessarily correlate source rather role associated patient data collected plan member pharmacist customer embodiment data related role patient instead collected umbrella single type patient object', 'block comprises generating health care event object describe', 'health care claim prescription medical procedure diagnosis example event', 'object generated entry provider insurer pharmacy based claim submission insurer multiple type event object claim prescription procedure diagnosis example different event object type medical claim prescription claim single event object type comprising type field classifies event event type also modeled instance fraud different embodiment feature different combination event', 'block optional embodiment comprises generating pharmacy object describe pharmacy depending embodiment different type pharmacy object represent different type pharmacy data pharmacy object obtained directly pharmacy owner claim data insurer', 'block comprises correlating event object provider object patient object pharmacy object convenience term entity subsequently used refer provider patient pharmacy term entity object thus used refer object comprising data represents entity correlated event object resolved least provider object patient object pharmacy object generated comparing attribute event object identifier entity involved event corresponding attribute provider object patient object pharmacy object example prescription event object comprise field identify object representing practitioner wrote prescription associated facility another example claim event comprise field identify member object facility object', 'embodiment different type provider object patient object exist entity block also comprise correlating object using suitable entity resolution technique example practitioner object correlated prescriber object using government identifier unique combination attribute name location object correlated entity unique system identifier entity created added attribute object correlated entity purpose subsequent analysis object resolved single entity temporarily merged logical provider patient object object remain separated linked relationship', '', '', '', '', '', '', '', '', '', 'relationship data construct link object association defined relationship type embodiment block comprises generating relationship based correlating least event object correlated multiple entity object example prescription object correlated prescriber object representing doctor wrote prescription patient object representing patient prescription written event object thus used derive relationship entity reflect service rendered first entity relationship behalf second entity relationship wrote prescription filled prescription received diagnosis embodiment relationship include attribute link relationship specific event relationship derived count number associated event', 'block comprises computing value metric associated provider object patient object pharmacy object based correlating first example type metric particular entity object involves counting correlated event object certain type certain quality second example type metric involves summing averaging certain attribute certain type correlated event object correlated event object certain quality third example type metric involves computing standard deviation metric value across group entity geographic area fourth example type metric involves calculating various function certain attribute certain correlated event object fifth example type metric involves calculating percentage correlated event object certain type certain attribute value variety type metric varying complexity also possible example various metric formulated attempt identify fraudulent behavior described herein', 'metric example metric pertain event recent time period last month year others pertain designated time period metric particular entity also based metric attribute associated entity particular entity related example metric practitioner count number practitioner patient certain quality history drug abuse', 'block comprises identifying unusual metric value identifying comprise example identifying individual value metric outside certain number standard deviation metric value metric', 'threshold value metric identifying also instead comprise ranking individual value metric much vary average value metric selecting certain number value highest variance unusual combination metric value single metric value would unusual also identified pattern recognition technique based transaction history heuristic used identify value metric', 'embodiment identifying automated certain metric monitored associated trigger individual value monitored metric reach threshold defined trigger trigger identifies value unusual monitoring ongoing monitoring occur various interval upon request embodiment rather monitoring predefined metric unusual value various algorithm trained locate unusual value embodiment different user define different type trigger example prescription fraud specialist define trigger examine metric indicative possible prescription fraud whereas claim fraud specialist define trigger related claim fraud', 'embodiment identifying done manually personnel trained look unusual value assist personnel analysis application provide various visualization various metric example application present histogram various metric personnel select value long tail', 'embodiment identifying based risk score take account factor geography hospital physician patient forth example certain value certain metric alarming context state whose regulate drug closely context state change certain metric alarming specific entity linked past instance fraud change would otherwise thus ensure metric considered view overall risk metric actually suggest certain metric weighted otherwise adjusted based risk score risk score entered manually linked certain type attribute event learned various feedback mechanism time', 'specific example unusual metric value could include without limitation doctor writing significantly prescription normal based historical average peer average sudden significant spike prescription filled patient previously filling many prescription patient receiving significant amount', 'emergency room visit specific time period visit five patient receiving prescription certain number provider within certain time period five different prescription five different provider provider file claim block comprises based unusual metric value identifying lead object investigation lead object unusual metric value calculated lead object include particular provider object', 'particular pharmacy object particular member object lead object necessarily', 'include object selected based identified unusual metric value example', '', 'certain potential lead object filtered based business rule potential lead', 'object filtered based ranking process prioritize investigation', '', 'embodiment lead object flagged within database investigative analyst later look object flagged different object flagged differently indicate investigated investigator different specialty example different object type unusual metric value better suited investigation different type analyst embodiment email identifying lead object generated suitable mechanism used identifying lead object analyst embodiment block occur response request analyst analysis module analysis module visually report lead user interface area investigator immediately launch investigation using technique described herein', 'flow example technique identifying lead metric generated using data organized accordance health care data model flow include fewer additional element varying arrangement example embodiment data model provides provider group object provider specialty object object group number practitioner together various reason identifying problem within certain specialty group single facility within geographic area', 'fraud events', 'embodiment identifying lead based least part data mining fraud indictment news article concerning fraud embodiment data entry personnel read data enter name involved entity within data model named entity within source parsed automatically using natural language', 'processing technique example data mining module monitor feed news article match certain category search automatically parse article indictment government site like website attorney general collected parsed event named entity identified fraud event object potentially linked corresponding publication generated fraud event correlated entity block embodiment fraud event used generate lead example entity object correlated fraud event object become lead related network entity analyzed according embodiment identifying lead fraud event occurs separately identifying lead metric embodiment fraud event', 'used generate metric metric utilized prioritize filter fraud event', 'generating graph investigating leads', 'illustrates flow investigating health care fraud lead using based interface visually depicts network entity associated lead according embodiment', 'block comprises generating provider object describe health care provider described respect block', 'block comprises generating patient object describe health care recipient described respect block', 'block comprises generating health care event object describe health care claim prescription medical procedure diagnosis described respect block', 'block comprises correlating health care event object provider object member object similar manner block', 'block comprises generating relationship provider object patient object based least event object similar manner optional relationship building feature block', 'block comprises receiving input specifying particular object wherein particular object particular provider object particular patient object input input selects lead object list lead object example input input click particular object various presentation information various data object described herein histogram graph metric value provider member drag drop operation icon representing particular object', 'forth input search object matching certain criterion input instead input suitable selecting particular object input also comprise selection particular object among plurality object received identified result executing search query database', 'block comprises based relationship identifying network provider object member object associated particular object example block comprise identifying entity object within certain number relationship particular object network constitute object represent example particular practitioner patient prescription written practitioner practitioner patient visited another example network constitute facility practitioner employed formerly facility patient facility network extended object arbitrary number ofrelationships particular object exact extent configurable modifiable analyst using suitable interface technique', 'embodiment network filtered contain object connected certain relationship type possible relationship embodiment network filtered contain object certain type object certain attribute embodiment network filtered contain object connected particular object relationship pertaining event collected certain date certain region certain attribute common exact filtering performed configurable modifiable analyst using suitable interface technique example embodiment interface present menu element ontology allow user select element graph graph', 'embodiment filtering network size determined based metric indicating level significance certain object relationship particular type fraud example medical relationship significant context prescription drug fraud thus particular object flagged lead drug fraud medical relationship filtered least limited extent small number degree embodiment group significant object collapsed single node relationship within network subsequently separated requested user', 'block comprises generating graph network comprising linked node embodiment block also comprise causing graph displayed visually graphical user interface computer display device linked node include patient node represent patient object provider node represent provider object node represent respective object using suitable technique example patient node depicted person icon facility node building icon practitioner node doctor icon forth representation node instead include various attribute selected corresponding object name gender location picture metric value forth', 'graph includes representation relationship edge object different type edge different type relationship example embodiment relationship represented single line embodiment multiple different line would edge contain label identifying type relationship edge also contain quantity indicator indicating number event based upon relationship generated edges otherwise differentiated based relationship type various highlighting technique utilized emphasize node corresponding object unusual metric example circle drawn around provider history fraud another example facility unusual number certain type prescription written represented larger icon facility highlighting technique also used emphasize deemphasize certain node edge based relationship strength example strength relationship provider object patient object reflected width line connecting corresponding provider node patient node patient particular provider interacted shown using much smaller icon patient particular provider frequently interacted', 'embodiment graph block presented part interactive interface investigating health care data interface embed variety control within graph activated selecting various graph element including node edge analyst control instance manipulate presentation information order search investigate type fraud described herein', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'particular interface action selecting graph node edge information object represented node edge embodiment block comprises optionally generating presentation based value metric related first object represented first node selected graph first input presentation provided suitable location including popup window separate area interface separate screen presentation include data value metric associated first object example information contain list timeline event correlated first object aggregated statistic first object demographic information graph forth embodiment first input select multiple object presentation contains information multiple object averaged summarized statistic depicting location event related selected object forth', 'embodiment input select edge graph presentation', 'information event list event event generated embodiment interface feature control navigating graph zooming graph filtering extending network covered graph embodiment interface configured change emphasis highlighting based currently selected element graph example patient node loosely related particular node small initially grow response user selecting different node graph patient node clearly related', 'variety technique generating interactive interface also utilized examples interface described example filed september filed november describe various example interactive interface entire content application hereby incorporated reference purpose forth entirety herein', 'flow example technique identifying lead metric generated using data organized accordance health care data model flow include fewer additional element varying arrangement example embodiment correlating graphing involve type node node representing pharmacy object publication object drug object medical procedure object owner object employee object pharmacist object forth', 'embodiment certain relationship connect entity object indirectly mean event object example prescriber object relationship event event relationship patient object embodiment event represented node graph combination event relationship connecting entity object event abstracted single relationship represented single edge embodiment user switch representation style embodiment arbitrary chain relationship object temporarily reduced single relationship purpose presentation graph calculation metric', 'embodiment comprise performing step arbitrary combination different entity type based arbitrary event type regardless whether entity type event type include specifically stated', 'embodiment interface feature various control optimized certain type investigative task verification provider facility detail screening history investigative action reviewing claim source data verifying member status searching related entity determining likelihood doctor actually participating fraud based factor doctor recently number stolen forth embodiment particular object provider charged fraud network includes plurality former patient provider provider embodiment relationship also based data status ownership likely relationship familial relationship social network forth', 'data architecture', 'embodiment health care event object maintained health care event repository comprising database store health care event object provider object maintained provider repository comprising database store provider object patient object maintained patient repository comprising database store patient object pharmacy object maintained pharmacy repository comprising database store pharmacy object repository exist type data object database constitute repository overlap repository repository maintained separately', 'embodiment object described object described herein generated import operation data various source insurer database provider health care record pharmacy record government record public record import operation repeated periodically occasion update object object import operation involve various operation normalize source data data model described herein', 'embodiment object described herein necessarily stored permanent repository rather generated source data demand purpose various analysis described herein', 'logical object types', 'embodiment data object logical data structure comprising value various defined field data object stored variety underlying structure file portion file element database table group ofrelated database table forth application read underlying structure interpret underlying structure data object data object processed using various step algorithm described herein', 'embodiment modeled object type conceptually include without limitation claim object medical physician claim medical outpatient claim medical inpatient claim pharmacy claim patient object provider prescriber object prescription object pharmacy object fraud object many variation combination object possible', 'sources', 'embodiment health care data object generated source data hosted variety source example source include provider insurer source claim processing database policy administration database provider network database membership eligibility database claim account database pharmacy benefit database utilization gateway database pharmacy claim database authentication call list hotline database billing account receivable database example source include government public data repository public health record repository usps code national drug codes logical observation identifiers names codes national provider identifiers exclusion list list excluded individuals entities course many source data also possible', 'databases', 'embodiment data various data source passed layer form database example database include product organization geography customer member provider claim statistics claim aggregation claim financial pharmacy claims results revenue database store various data object described herein data object instead arranged variety configuration', 'example ontology', 'embodiment ontology preventing health care fraud comprises following data object type claim object drug object member object pharmacy object plan benefit object prescriber object provider object', 'claim object represents health care claim request reimbursement insurer health care expense multiple type claim object including claim object prescription claim object laboratory test claim object medical procedure claim object type service embodiment claim object comprises among element value following type attribute unique system identifier associated member identifier allowed amount claim status paid rejected reversed date submitted covered medicare plan amount date service estimated number prescription last paid dispensing prescribed drug identifier ingredient cost paid mail order identifier covered plan paid amount number authorized refill payer amount member plan type amount paid patient deductible amount pharmacy system identifier prescriber system identifier prescription written date quantity dispensed prescription claim number service contractually agreed upon service rendered total amount billed processor different field specific different type provider claim', 'drug object represents specific drug embodiment drug object comprises among element value following type attribute unique system identifier american hospital formulary service therapeutic class code generic status indicator brand name generic drug name trademark status trademarked branded generic generic dosage form class code generic class name indicator drug strength generic code number generic code sequence generic product index maintenance drug code product identifier qualifier product service identifier unit measure national drug code forth', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'member object represents specific member health care plan multiple collection member different insurer type plan collection different structure embodiment member object comprises among element value following type attribute unique system identifier maximum service month number month enrolled particular year covered data different field forth first name last name gender date birth address city state code county telephone social security number additional address contact field different type contact information work temporary emergency plan benefit system identifier enrollment source system forth', 'embodiment member object include associated tracking data change value attribute time example separate member detail object exist value attribute month year member covered plan member detail object include month year attribute member identifier back associated member object', 'pharmacy object represents specific pharmacy embodiment pharmacy object comprises among element value following type attribute unique system identifier pharmacy dispenser class independent chain clinic franchise government alternate pharmacy dispenser type community retail long term mail order home infusion therapy indian health service department veterans affairs institutional managed care medical equipment supplier clinic specialty nuclear military coast guard compounding affiliate code service provider identifier service provider identifier qualifier forth', 'plan benefit object represents specific plan benefit embodiment plan benefit object comprises among element value following type attribute unique system identifier contract number provider identifier start date date package forth', 'prescriber object represents specific prescriber drug embodiment plan benefit object comprises among element value following type attribute unique system identifier first name last name prescriber identifier prescriber identifier qualifier specified medicaid upin ncpdp state license number federal state issued specialty code forth prescriber object', 'provider object case represent associated real world entity prescriber object reflect data different source provider object embodiment attribute prescriber object provider object combined single object embodiment object logically separate correlated together fact represent entity', 'provider object represents specific provider health care service embodiment provider object comprises among element value following type attribute medical provider identification number text numeric provider type medical professional healthcare organization provider status active contract activate contract various contract line indicator process exception hold effective date process exception type code date medical provider identification number created date provider record became inactive organization type code indicate provided service specialty medicare identifier provider medical degree provider primary specialty last name first name middle initial name suffix middle name gender social security number federal identifier date birth graduation date medical school credential status code credential description current credential cycle current credential type initial delegated alliance discontinued empire initial excluded process terminated credential indicator credential organization identifier credential organization accreditation date credential organization indicator universal provider identifier bill type hcfa composite provider information source provider claim classifier email last update type address forth', 'additional data object health care ontology forth attached appendix', 'metrics', 'various example metric automatically identifying prioritizing investigating lead described', 'metrics related member object include without limitation average standard deviation schedule prescription month count drug abuse diagnosis count average standard deviation visit year count distinct provider written prescription member count distinct pharmacy filled prescription member amount paid insurer behalf member average standard deviation amount paid month number pill dispensed', 'month average prescription average standard deviation prescription month member average standard deviation member medical claim month count total schedule prescription count total schedule prescription count total prescription average standard deviation amount paid diagnosis category count durable medical equipment claim count methadone overdoses count opiate poisoning methadone dependence indicator amount paid', 'metrics related provider object include without limitation average total billed provider amount paid provider average standard deviation amount paid month standard deviation amount paid month specialty standard deviation amount paid month specialty geography average prescription pill quantity average prescription number refill count prescription claim paid count prescription claim count medical claim average standard deviation prescription claim patient average standard deviation medical claim patient percentage schedule drug percentage schedule drug percentage schedule drug specialty percentage schedule drug specialty count distinct patient provider count distinct pharmacy patient provider sent standard deviation distinct diagnosis made provider specialty count distinct procedure performed provider', 'count clinic ownership standard deviation amount paid provider diagnosis count durable medical equipment prescription made percentage claim attributed provider estimated total business', 'metrics related provider object include without limitation average claim average amount paid claim average amount paid month average patient count average pharmacy count distinct count diagnosis histogram diagnosis distinct count procedure histogram procedure', 'metrics related pharmacy object include without limitation average amount paid insurer maximum average amount paid prescriber count claim percentage filled prescription involved schedule category', 'drug percentage filled prescription involved schedule category drug average dispensing business percentage filled prescription involved brand name drug count distinct drug name prescription percentage filled', 'prescription involved high reimbursement drug percentage filled prescription involved drug potential abuse percentage claim refill average standard deviation distance traveled customer pharmacy count pharmacy percentage filled prescription involved small refill percentage claim reversed count claim paid average billed patient average billed prescriber average claim patient average claim prescriber', 'metrics related diagnosis object include without limitation', 'histogram hcpcs procedure histogram', '', 'diagnosis average amount paid year patient average total amount paid', 'patient histogram drug name prescribed indicator drug abuse indicator', '', 'behavior', 'metrics related procedure object include without limitation histogram diagnosis histogram procedure date patient total average minimum maximum procedure count patient diagnosis metrics related drug object include without limitation maximum drug quantity patient year minimum maximum average amount paid', 'metrics related prescription claim object include without limitation distance traveled pharmacy distance traveled prescriber indicator whether prescript drug abuse standard deviation amount paid indicator whether prescribed patient gender appropriate prescription indicator whether prescription claim expensive branded drug indicator whether prescription claim schedule commonly abused drug', 'metrics related medical claim object include without limitation distance traveled physician indicator whether claim indicative drug abuse standard deviation amount paid procedure', 'embodiment various trigger generated based metric trigger monitored function metric monitored function value within particular range trigger identifies lead object associated metric', 'example embodiment trigger include member visiting three independent pharmacy member obtaining prescription three state within', 'month member receiving multiple subsequent home rental medical equipment trigger would produce member lead object another example trigger multiple patient office visit patient three year period trigger would produce member lead object', 'additional example trigger pharmacies drugs commonly abused trigger month trigger list pharmacy dispensed amount commonly abused drug additional example trigger patients receiving drugs commonly abused trigger month trigger list patient receiving amount commonly abused drug additional example trigger prescribers drugs commonly abused trigger trigger list provider prescribed amount commonly abused drug additional example trigger mailbox matching trigger region interest denoted city state trigger list provider practice address match location drop additional example trigger frequent npis trigger region interest denoted city state trigger list provider location receiving multiple npis short time frame', 'example interfaces', 'illustrates example graph node represent data object described herein presented display graph merely example include type node shown graph generated based node related lead object represent member suspect doctor shown graph includes node representing member health plan received subscription script multiple doctor criminally charged related offense node representing member connected edge node representing doctor connected edge node representing criminal event type event node representing organization', 'edge member node doctor node node representing', 'organization represent prescription written doctor anonymous doctor organization information prescription appear pharmacy claim health plan example claim reimbursement expense pharmaceutical edges also represent document object relationship shared', '', '', '', '', '', '', '', '', 'characteristic member node doctor node organization node edge graphically labeled information document object relationship share characteristic connects node edge edge label configurable represent different document object relationship shared characteristic node endpoint edge', 'embodiment illustrated different edge different thickness based strength association node endpoint edge example node several item relating thick edge node item relating thin edge', 'edges node also convey information edge node example doctor charged criminal event colored doctor charged colored blue green another example edge reflect suspect prescription colored edge reflect regular prescription colored blue green shade edge redder bluer greener based many suspect prescription regular prescription represented edge color coding node edge customized color represent different property', 'shown doctor wrote prescription member doctor wrote', 'prescription member doctor wrote prescription member doctor wrote prescription member anonymous doctor organization wrote prescription member anonymous doctor organization wrote prescription member prescription written different time different medication', 'shown least prescription written doctor organization suspect script suspect prescription include prescription written drug commonly abused drug used making illegal drug drug otherwise identified drug interest suspect prescription also include prescription flagged unusual example drug typically female prescribed male identified investigation investigative agency enforcement agency', 'also shown least prescription written doctor regular script regular prescription prescription suspect example edge label', 'identify different type suspect drug identify prescription regular prescription', 'graph doctor belong organization doctor belong organization doctor belongs organization example doctor shown edge label owner organization', 'also shown graph criminal event associated doctor criminal event associated doctor example doctor arrested different time charge although edge node labeled figure edge labeled suspect prescription', 'graph automatically generated combination hardware software stored instruction running computing device graph stored storage device sent network displayed display display mobile electronic device laptop desktop computer', 'analyst viewing graph node suspect prescription written organization member potentially suspect prescription written member members also received potentially suspect prescription doctor criminally charged light relationship brought light graph doctor owns organization subject investigation even though doctor known personally written prescription member particular doctor questioned wrote suspect prescription member', 'analyst also alternatively analyze graph determine doctor removed graph although doctor wrote prescription member also received potentially suspect prescription doctor prescription doctor regular prescription would normally raise concern member also removed graph edge member zand doctor band suspect prescription', 'another embodiment process running machine highlight node likely suspect interesting node likely interesting example process mark interesting node many direct interesting connection many direct connection interesting node process mark interesting node direct interesting connection direct connection interesting node number interesting connection', 'connection interesting node relative total number connection connected node', 'illustrates example timeline displaying display information information graph manner highlight event occurred example different timeline represent number regular prescription suspect prescription arrest occurred period covered timeline illustrated timeline includes date along bottom spanning example year year time also includes number item along side indicating item occurred given period time given date covered individual timeline', 'timeline also include legend display information interpret graphical indicator timeline example legend indicate correspond event illustrated color green correspond regular prescription color yellow correspond suspect prescription color correspond arrest', 'timeline also include label summary timeline section', 'suspect prescription doctor suspect prescription doctor label significant event doctor arrested doctor arrested label example user elect graphical interface highlight period timeline doctor wrote suspect prescription period timeline doctor wrote suspect prescription another example user elect graphical interface highlight period timeline doctor arrested', 'timeline automatically generated combination hardware software stored instruction running computing device graph stored storage device sent network displayed display display mobile electronic device laptop desktop computer', 'show example composite representation includes graph timeline concurrently displayed shown graph identifies member doctor event organization example different entity represented node graph entities associated based stored', 'information connected edge timeline includes arranged time order label legend', 'graph timeline represent data example prescription represented timeline represent edge graph removing edge node graph cause removal corresponding edge node', 'represented timeline similarly removing edge node timeline', '', 'cause removal corresponding edge node represented graph graph', 'timeline also include similar mapping example node edge', '', 'graph colored based certain criterion criterion used color', 'timeline', '', 'illustrates example process graphically arranging utilizing information member related suspect doctor process performed combination hardware software stored instruction running computing device stored instruction part module graphically arranging utilizing information member related suspect doctor', 'step module determines member related suspect doctor example doctor suspected charged convicted offense step module graphically arranges information related determined member optionally filtering information based certain criterion step include module generates graph member doctor wrote script member criminal event event related doctor member medical organization related doctor member generated graph also includes connection entity reflect association entity step also include module generates timeline distinguishes general script suspect script arrest time optionally including label significant event summary summary prescription represented timeline', 'graph timeline generated module module support analysis node edge graph period timeline step module user interface receives selection node graph response step step module store indication selected node marked', 'analysis display additional information selected node example clicking touching node display trigger display additional detail node previously displayed', 'step module user interface receives selection period time', 'timeline response step step module filter graph exclude node graph script event outside', 'selected period timeline example selection trigger filtering select', 'multiple period timeline response item adjacent', '', 'period filtered graph', 'illustrates example process graphically arranging utilizing', '', 'information doctor related suspect member process performed combination hardware software stored instruction running computing device stored instruction part module graphically arranging utilizing information member related suspect doctor', 'step module determines doctor related suspect', 'member example member suspected charged convicted offense step module graphically arranges information related determined member optionally filtering information based certain criterion step include module generates graph doctor member doctor wrote script criminal event event related doctor member medical organization related doctor member generated graph also includes connection entity reflect association entity step also include module generates timeline distinguishes general script suspect script arrest time optionally including label significant event summary summary prescription represented timeline', 'process analyze graph timeline', 'similar mentioned graph timeline generated according process herein generally used analyzed detect potentially fraudulent activity member doctor purpose cutting health care expense caused fraudulent activity analysis graph timeline partially based user input', 'user interface automated statistical relational correlative processing performed automatically without user input', 'illustrate example graph interface', 'useful practicing technique described herein graph interface include fewer additional element varying arrangement embodiment example', 'illustrates another example graph node representing particular patient', '', 'object connected various edge pharmacy node representing', 'pharmacy object according embodiment edge patient node', '', 'connected pharmacy node represent various relationship formed', 'various event pharmacy claim relationship described label', '', 'associated edge pharmacy node whether associated instance fraud certain pharmacy node linked owner node representing owner object pharmacist node representing pharmacist object indicated label associated corresponding edge link established phone record relationship employer employee relationship address relationship various owner node pharmacist node turn related pharmacist node indicated edge representing possible familial relationship possible identity relationship various pharmacist node related arrest event relationship specific fraud node representing fraud event object another pharmacy node immediately related patient node identified related owner node indicate edge', 'embodiment graph comprehensive network entity relationship rather filtered entity relationship likely interest analyst using technique described herein zoomed graph control zoom permit zooming graph', 'disclosure sometimes describes graphical interface feature term represented item opposed graphical representation item common describing graphical interface literal description graphical interface comprising interface component interpreted description graphical interface comprising graphical representation component example', '', '', '', '', '', '', '', '', '', '', 'description describe step selecting node fact selected representation node workspace', 'example cases', 'following example illustrate user utilize technique described herein simplify various objective related identifying investigating health care fraud', 'example given illustrative purpose limitation type', '', 'objective technique described herein applied', '', 'example case involves identifying expensive facility possible lead', '', 'analysis module generates histogram cost everything facility module', '', 'filter diagnosis link code module show aggregated metric', '', 'diagnosis average percentile cost facility module creates dynamic group expensive facility module compare histogram cost readmission rate identify suspect facility', 'another example case involves investigating particular provider investigative analyst receives workflow ticket indicating particular provider lead analyst instructs interface described herein show graph linked entity analyst filter graph show provider related particular provider', 'analyst creates workflow ticket identifying provider lead analyst return unfiltered graph particular member analyst instructs interface show pharmaceutical claim related particular provider linked member making claim analyst identifies member risk fraud create workflow ticket analyst instructs interface expand graph include provider pharmacy member connected analyst filter pharmacy include pharmacy metric indicative risk factor volume prescription certain drug analyst graph identify member visit pharmacy high amount oxycodone prescription investigation thus identified list doctor investigate list member list pharmacy avoid closer attention', 'hardware overview', 'according embodiment technique described herein implemented computing device computing device perform technique include digital electronic device', 'integrated circuit asics field programmable gate array fpgas persistently programmed perform technique include general purpose hardware processor programmed perform technique pursuant program instruction firmware memory storage combination computing device also combine custom logic asics fpgas custom programming accomplish technique computing device desktop computer system portable computer system handheld device networking device device incorporates program logic implement technique example block diagram illustrates computer system upon embodiment invention implemented computer system includes communication mechanism communicating information hardware processor coupled processing information hardware processor example general purpose microprocessor', 'computer system also includes main memory random access memory dynamic storage device coupled storing information instruction executed processor main memory also used storing temporary variable intermediate information execution instruction executed processor instruction stored storage medium accessible processor render computer system machine customized perform operation specified instruction', 'computer system includes read memory static storage device coupled storing static information instruction processor storage device magnetic disk optical disk provided coupled storing information instruction', 'computer system coupled display cathode tube displaying information computer user input device including alphanumeric coupled communicating information command selection processor another type user input device cursor control mouse trackball cursor direction communicating direction information command selection processor controlling cursor movement display input device typically degree freedom first axis second axis allows device specify position plane', 'computer system implement technique described herein using customized logic asics fpgas firmware program logic combination computer system cause program computer system machine according embodiment technique herein performed computer system response processor executing sequence instruction contained main memory instruction read main memory another storage medium storage device execution sequence instruction contained main memory cause processor perform process step described herein alternative embodiment circuitry used place combination software instruction', 'term storage medium used herein refers medium store data instruction cause machine operation specific fashion storage medium comprise medium volatile medium medium includes example optical magnetic disk storage device volatile medium includes dynamic memory main memory common form storage medium include example floppy disk flexible disk hard disk solid state drive magnetic tape magnetic data storage medium optical data storage medium physical medium pattern hole prom eprom nvram memory chip cartridge', 'storage medium distinct used conjunction transmission medium transmission medium participates transferring information storage medium example transmission medium includes coaxial cable copper wire fiber optic including wire comprise transmission medium also take form acoustic light wave generated data communication', 'various form medium involved carrying sequence instruction processor execution example instruction initially carried magnetic disk solid state drive remote computer remote computer load instruction dynamic memory send instruction telephone line using modem modem local computer system receive data telephone line transmitter convert data signal detector receive data carried signal appropriate circuitry place data carry data main memory processor', 'retrieves executes instruction instruction received main memory optionally stored storage device either execution processor computer system also includes communication interface coupled communication interface provides data communication coupling network link connected local network example communication interface integrated service digital network isdn card cable modem satellite modem modem provide data communication connection corresponding type telephone line another example communication interface local area network card provide data communication connection compatible wireless link also implemented implementation communication interface sends receives electrical electromagnetic optical signal carry digital data stream representing various type information', 'network link typically provides data communication', 'network data device example network link provide connection local network host computer data equipment operated internet service provider turn provides data communication service', 'world wide packet data communication network commonly referred internet local network internet electrical electromagnetic optical signal carry digital data stream signal various network signal network link communication interface carry digital data computer system example form transmission medium', 'computer system send message receive data including program code network network link communication interface internet example server might transmit requested code application program internet local network communication interface', 'received code executed processor received stored storage device storage later execution', 'foregoing specification embodiment invention described reference numerous specific detail vary implementation implementation specification drawing accordingly regarded illustrative rather restrictive sense sole exclusive indicator scope invention intended applicant scope invention literal', 'equivalent scope claim issue application specific form claim issue including subsequent correction', 'throughout specification including claim context permit term comprise variant thereof comprises comprising interpreted including stated integer integer without necessarily excluding integer', 'claims', 'claimed', 'system computing device comprising', 'data import component importing health care data data source', 'data source including health care provider insurer pharmacy', 'data repository data import component creates health care object representing health care data accordance defined ontology health care object including provider object provider object type describes health care provider patient object patient object type represent health care recipient health care event object event object type describe health care claim prescription medical procedure diagnosis fraud object representing known instance health care fraud', 'correlation component identifies correlation health care event object provider object patient object fraud object', 'graph generator component generates graph network identified based least correlation identified correlation component graph comprising linked node representing particular health care object identified network including particular patient node representing particular patient object particular provider node representing particular provider object graph linking particular provider node particular patient node fraud node within graph fraud node representing particular fraud object', 'interface generator generates interface display graph generated graph generator', 'system claim comprising object presentation component generating presentation particular health care object display interface', 'system claims comprising', 'input handler receiving input selecting particular control associated particular node graph displayed interface', 'object presentation component generating presentation information particular object associated particular node selected input', 'system claims comprising', 'filtering component identifies network graph generator graph input handler receiving input selecting particular control associated', 'particular node graph displayed interface', 'wherein filtering component configured identify network related particular node selected input', 'system claims comprising', 'filtering component identifies network graph generator graph', 'metric calculator configured calculate metric associated health care object based least identified correlation', 'lead identifier component configured identify health care object lead fraud investigation based least calculated metric', 'wherein filtering component configured identify network related health care object lead fraud investigation', 'system claims comprising', 'metric calculator configured calculate metric associated health care object based least identified correlation', 'wherein interface generator configured depict different node different edge graph differently based calculated metric', 'system claims comprising workflow module accepts input generated user automated lead identifier component identify particular health care object lead fraud investigation workflow module', 'configured generate workflow ticket based input send workflow ticket analyst investigation', 'system claims wherein data repository store pharmacy object pharmacy object type describes pharmacy wherein linked node include pharmacy node represent pharmacy object', 'system claims including mapping component generating health care event correlated particular health care object represented particular graph', 'system claims wherein linked node graph generated graph generator connected edge representative ofrelationships wherein least relationship derived health care event object based correlation', 'method comprising', 'generating provider object describe health care provider generating patient object describe health care recipient', 'generating health care event object health care event object including least object prescription event type object medical claim event type object diagnosis event type', 'generating fraud object representing known instance health care fraud', 'storing provider object patient object health care event object fraud object digital storage medium', 'correlating health care event object provider object patient object receiving input specifying particular object wherein particular object', 'particular provider object particular patient object', 'based correlating identifying network comprising provider object patient object associated particular object', 'generating graph network graph comprising linked node linked node including patient node represent patient object provider node represent provider object', 'linking particular provider node particular patient node fraud node within graph fraud node representing particular fraud object', 'wherein method performed computing device', 'method claim wherein generating health care event object comprises generating separate health care event object entry collected provider data source insurer data source pharmacy data source', 'method claims comprising generating pharmacy object describe pharmacy', 'wherein linked node include pharmacy node represent pharmacy object', 'method claims comprising', 'correlating multiple object different type single entity multiple object comprising provider object patient object', 'representing multiple object within graph single node representing logical object corresponds merger multiple object multiple node linked relationship', 'method claims', 'wherein correlating comprises deriving relationship construct based health care event object', 'wherein relationship construct define link provider object patient object', 'method claims', 'wherein correlating comprises deriving relationship construct based provider object', 'wherein relationship construct define link provider object patient object', 'wherein graph comprises edge depict link particular linked node edge representing relationship construct', 'method claims', 'wherein correlating comprises deriving relationship construct based health care event object', 'wherein relationship construct define link provider object patient object', 'wherein graph comprises edge depict particular link particular linked node edge representing relationship', 'wherein edge comprise first edge graphically represents first relationship type second edge graphically represents second relationship type', 'method claims', 'wherein correlating comprises deriving relationship construct based provider object', 'wherein relationship construct define link provider object patient object', 'wherein graph comprises edge depict particular link particular linked node edge representing relationship construct', '', '', '', '', '', '', '', '', '', '', '', '', '', 'wherein edge graphically depict summary particular health care event object relationship construct derived', 'method claims comprising', 'computing value metric associated provider object metric associated patient object based least part correlating', 'depicting within graph linked node edge linked linked node differently based computed value', 'method claims comprising', 'computing value metric associated provider object metric associated patient object based least part correlating', 'generating visualization value', 'wherein particular object selected part based selection particular value calculated association particular object visualization', 'method claims comprising', 'computing value metric associated provider object metric associated patient object based least part correlating', 'comparing value defined trigger define threshold unusual value selecting particular object least partly responsive particular object', 'associated particular metric value unusual value according particular defined trigger', 'method claims wherein network comprises object represents particular practitioner object represent patient prescription', 'written particular practitioner object represent practitioner patient visited', 'method claims wherein network comprises object', 'represents pharmacy customer object represent pharmacy visited pharmacy', '', 'customer object represent pharmacist employed pharmacy object', '', '', '', 'represent instance fraud associated pharmacist pharmacy', 'method claims comprising', 'computing value metric associated provider object metric associated patient object based least part correlating', 'determining size network based least part metric value', 'method claims comprising', 'presenting graph part interactive interface investigating health care data interface embedding first control selecting least particular linked node', 'responsive selection first control generating presentation comprising data associated first object particular linked node represents', 'wherein presentation includes list timeline data health care event object correlated first object aggregated statistic calculated association first object demographic information associated first object depicting location health care event related particular object', 'method claims comprising', 'presenting graph part interactive interface investigating health care data interface embedding first control selecting particular edge particular linked node', 'generating presentation data associated particular relationship particular edge represents responsive selection second control particular relationship derived particular health care event object presentation including list particular health care event particular health care event', 'method claims comprising', 'presenting graph part interactive interface investigating health care data interface embedding first control selecting least particular linked node', 'responsive selection second control flagging first object associated particular linked node subsequent investigation generating worktlow ticket identifying first object lead', 'method claims comprising', 'computing value metric associated provider object metric associated patient object based least part correlating', 'wherein particular object selected based part metric value associated particular object indicates doctor writing significantly prescription normal sudden increase prescription filled patient previously filling many prescription patient receiving significant amount emergency room visit specific time period patient', '', '', '', '', '', 'receiving prescription certain number provider within certain time period', '', '', '', '', '', '', '', '', '', 'method claims comprising', 'performing import operation data plurality source health care data plurality source including provider data source insurer data source pharmacy data source', 'wherein generating provider object patient object health care event object occurs part import operation', 'method claims comprising', 'automatically parsing named entity electronic news article indictment concerning instance fraud', 'generating least fraud object based parsing', 'method claims comprising correlating fraud object patient object provider object', 'medium storing instruction executed computing device cause performance method recited claims', '', '', '', '', 'doctor', '', '', '', '', 'determine member related suspect doctor', '', '', 'graphically arrange information related determined member optionally filtering information based certain criteria', '', 'generate graph member generate timeline distinguishes doctor wrote script general script suspect script member criminal event arrest time', 'event related optionally including label', 'doctor member significant event', 'medical organization related summary summaries', 'doctor member', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'female', '', '', 'pharmacy', 'pharmacy palperidone claims claims', '', '', 'employee', '', 'retail pharmacy', '', 'phone number', '', 'retail pharmacy retail pharmacy retail pharmacy retail pharmacy', '', 'employee phone number phone number address', 'employee phone number', '', '', 'emtployee', '', '', '', '', 'pharmacist', 'spouse owner pharmacist', 'owner owner pharmo', 'possibly related famil', '', '', 'dddd arrest involving', 'pharmacist michael', 'mini graph', 'selecting forging graph area prescriptions', 'possibly', '', 'pharmacist', '', 'arrest involving paul', 'possess', '', '', '', '', '', '', '', 'interface', '', '', '', '', '', '', '', '', 'data processing technique', 'abstract', 'system detecting healthcare fraud among purpose includes data import component importing health data data source health care provider insurer pharmacy data store data import component generates health object service provider object describing health care provider patient object represent health recipient health event object describe following health claim prescription medical procedure diagnosis correlation component identifies correlation health object graph generator component generates graph network identified based least correlation identified correlation component graph comprising connected node representing health object identified network interface generator generates interface display graph generated graph generator', 'images', 'classifications', 'health insurance management payment protection fraud', '', 'germany', 'language', 'inventor', '', 'current assignee', 'palantir technologies', 'worldwide application', '', 'application event', 'priority', '', 'priority', 'priority', '', '', 'status', 'pending', 'info', '', '', 'external link', '', 'discuss', 'description', 'claim priority', '', 'application claim priority provisional application filed entire content hereby incorporated reference fully forth herein', 'technical area', '', 'present invention relates data processing technique fraud detection context health insurance', 'background', '', 'approach described section approach could followed necessarily approach previously devised pursued therefore unless otherwise indicated assumed approach described section considered prior included section', '', 'healthcare fraud estimated cost billion year loss estimated loss account healthcare cost source fraud prescription drug fraud', 'examples recipe fraud include counterfeiting recipe changing prescription stealing prescription block ordering prescription using online pharmacy changing doctor pharmacy example visiting several doctor emergency room pharmacy pursuit prescription symptom mimicked migraine headache toothache cancer psychiatric disorder attention deficit syndrome intentionally injured oneself crossing border state multiple pharmacy achieve success renewal recipe recipe fraud occurs mainly retail pharmacy especially painkiller anxiolytic relaxant hypnotic', '', 'source fraud include fraud insurance claim service provider charge competition service service provider charge test patient competition service provider calculates unusual unnecessary medical procedure upcoding service billing expensive option upcoding equipment billing expensive device delivering cheaper device continuous billing medical device durable medical equipment billing procedure service provided submitting duplicate claim service unbundling group service service calculated individually provide higher remuneration bundled reimbursement transfers fund transportation fraud collecting fund several insurance company using surgical modifier increase compensation fraud affecting viaticals health life insurance cheating nursing home failure provide service service unauthorized personnel', 'summary invention', '', 'appended claim serve summarize invention', 'brief description drawings', '', 'drawing', '', 'show example graph node representing data object', '', 'show exemplary timeline displaying information information graph emphasizes event occurred', '', 'show exemplary composite representation including graph timeline shown simultaneously', '', 'show exemplary method graphing using information multiple participant associated suspected physician', '', 'show exemplary method graphing using information physician contact suspected subscriber', '', 'flowchart automatically identifying clue metric generated data organized accordance health data model', '', 'flowchart examining health fraud alert interface showing network item associated alert', '', 'figure show another graph node representing particular patient object connected various edge pharmacy node representing pharmacy object', '', 'show exemplary system described technique applied', '', 'figure block diagram showing computer system embodiment invention implemented', 'detailed description', '', 'following description purpose explanation many specific detail forth order provide thorough understanding present invention however understood present invention practiced without specific detail instance structure device shown block diagram avoid unnecessarily obscuring present invention', 'general overview', '', 'embodiment system computing device used inter alia detect healthcare fraud system includes data import component importing health data data source data source comprising health care provider insurer pharmacy data store data import component generates health object representing health data accordance defined ontology health object comprising service object service provider object type describing health service provider patient object patient object type representing health recipient health event object event object type describing following health claim prescription medical procedure diagnosis correlation component identifies correlation health event object service provider object patient object graph generator component generates graph network characterized based least correlation identified correlation component graph comprising connected node representing particular health object identified network including certain patient node representing particular patient object certain service provider node representing particular service provider object interface generator generates interface display graph generated graph generator', '', 'embodiment system comprises object presentation component generating presentation particular health object displayed interface embodiment system includes input handler receive input select particular control associated particular node graph displayed interface object presentation component generating presentation information particular object associated particular account selected input embodiment system comprises filter component selects network displayed graph generator input handler receive input select particular control associated particular node graph displayed interface filter component configured identify network associated particular node selected input', '', 'embodiment system comprises filter component identifies network graph generator display metric calculation unit configured calculate metric associated health object based least identified correlation alert identification component configured identify health object indicative fraud investigation based least calculated metric filter component configured identify network belong health object evidence fraud investigation embodiment system comprises metric calculation unit configured calculate metric associated health object based least identified correlation wherein interface generator configured display different node different edge graph differently based calculated metric', '', 'embodiment system comprises workflow module accepts input generated user automated alert identification component identifies particular health object indicia fraud investigation wherein workflow module configured based input generate workflow message send workflow message analyst investigation embodiment data store store pharmacy object pharmacy object type describing pharmacy wherein connected node comprise pharmacy node represent pharmacy object embodiment system includes schedule component generating health event plan correlated particular health object represented particular graph embodiment connected node graph generated graph generator connected edge representing relationship least relationship derived health event object based correlation embodiment component system include functionality described', '', 'embodiment method employed various system described herein includes generating service provider object describe healthcare provider generating patient object describing health recipient identifying relationship health event object service provider object pharmacy object identifying based relationship network service provider object patient object generating graph network wherein graph comprises connected node linked node comprising patient node representing patient object service provider node representing service provider object embodiment method comprises generating pharmacy object describing pharmacy wherein connected node comprise pharmacy node represent pharmacy object embodiment method comprises generating health event object describing health event connected node include event node represent health event object edge representing health event object', '', 'embodiment method includes generating service provider object describe healthcare provider generating patient object describing health recipient generating health event object describing following health claim prescription medical procedure diagnosis correlating health event object service provider object patient object receiving input indicating particular object wherein particular object either particular service provider object particular patient object identifying based correlating network service provider object patient object associated particular object generating graph network wherein graph comprises connected node connected node comprising patient node representing patient object service provider node containing service provider object represent', '', 'embodiment generating health event object comprises generating separate health event object entry collected service provider data source insurer data source pharmacy source embodiment method comprises generating fraudulent object represent known case healthcare fraud associating particular service provider node patient node', 'fraudulent node graph fraudulent node representing particular fraudulent object embodiment health event object include least object recipe event type object medical claim event type object diagnostic event type embodiment method comprises generating pharmacy object describing pharmacy linked node comprise pharmacy node represent pharmacy object', '', 'embodiment method comprises correlating plurality different type object single element plurality object including service provider object patient object representing plurality object graph either single node representing logical object belonging merge multiple object multiple node connected relationship', '', 'embodiment correlating comprises deriving relationship structure based health event object relationship structure define connection service provider object patient object embodiment graph includes edge show connection particular connected node wherein edge represent relationship structure embodiment edge include first edge graphically represents first relationship type second edge graphically represents second relationship type embodiment edge graphically show summary particular health event object relationship structure derived', '', 'embodiment method comprises calculating value metric associated service provider object metric associated patient object based least part correlating embodiment method comprises mapping connected node edge connecting connected node based calculated value differently graph embodiment method comprises generating visualization value particular object selected based part selection particular value visualization calculated association particular object embodiment method comprises comparing value define trigger define unusual value threshold selecting particular object least part response particular object associated particular value metric unusual value according particular defined trigger embodiment method comprises determining size network based least part value metric embodiment particular object selected based part value metric associated particular object indicates following physician writing substantially prescription usual sudden increase prescription issued patient many prescription previously issued patient make high number visit given period patient receives prescription certain number service provider given period time', '', 'embodiment network includes object represents particular practitioner object represent patient recipe issued particular practitioner object represent practitioner visited patient embodiment network comprises object representing pharmacy customer object representing pharmacy visited pharmacy customer object representing pharmacist', 'employed pharmacy object representing fraud case associated pharmacy pharmacists pharmacy connected', '', 'embodiment method comprises presenting graph part interactive interface examining health data wherein interface embedded interface select least particular connected node generate presentation comprising data associated first object representing particular connected node response selection control presentation comprising list timeline health event data objects correlated first object aggregated statistic calculated relation first object demographic information associated first object showing location health event associated first object connection', '', 'embodiment method comprises presenting graph part interactive interface examining health data wherein control embedded interface select particular edge particular connected node generating presentation data associated particular relationship representing particular edge response selection control wherein particular relationship derived particular health event object wherein presentation list includes certain health event plan particular health event', '', 'embodiment method comprises presenting graph part interactive interface examining health data wherein control selecting particular connected node embedded interface response selection control marking first object associated particular connected node subsequent examination generating workflow message identifying first object hint', '', 'embodiment method includes generating health event object describing following health claim prescription medical procedure diagnosis generating service provider object describing healthcare provider generating patient object describing health recipient creating pharmacy object describe pharmacy correlating event object service provider object participant object pharmacy object calculating metric service provider object subscriber object pharmacy object based correlating identifying unusual metric value metric identifying hint object investigation based unusual metric value hint object comprising particular provider object particular pharmacy object particular patient object', 'structural overview', '', 'show exemplary system described technique applied according embodiment system computer based system different component system implemented least part hardware computing device hardware processor execute instruction stored memory perform various function described herein system figure show many possible arrangement component configured perform functionality described', 'herein arrangement include fewer different component allocation task component vary depending arrangement', '', 'system includes data import component collect data variety source including service provider source insurer source public source source described data source point time depending factor size data source accessibility data source frequently data source change', 'depending data collected data import component', 'optionally perform extract transform load operation collected data create object correspond defined ontology correspond ontology example dynamic ontology static scheme definition data structure', '', 'data import component cause collected data stored data store saved data store save among object type following service provider object patient object pharmacy object health event object object belonging different object type ontology defined object include type object type considered desirable example another object type management event object thus embodiment data obtained healthcare provider insurer public source source represented computer memory data representation technique represent service provider patient pharmacy event element depicted graph based relationship event transaction practice examples saving associated object described following section', '', 'system includes correlation identification component', 'object correlate accordance technique described herein correlations made correlation identification component generated graph', 'generator used generate object graph accordance technique described graph describe relationship different network object based least part correlation', '', 'graph used graph generator generated become interface', 'generator creates visual presentation graph user interface displayed visual presentation graph show different object relationship objects thus object presentation generator generates different presentation object object presentation used visual presentation made interface builder generated examples visual presentation graph object given subsequent section', '', 'help user navigate understand data graph form filter component graph generator connected filter component otherwise reduces simplifies filter otherwise manipulates network object relationship represented graph accordance technique described filter component operate response various input input handler receive input belong various control embedded visual presentation interface displayed', 'examples input described', '', 'metric calculation unit calculates different metric based object data correlations made correlation identification component used generate metric exemplary metric described section metric used variety reporting purpose object presentation', 'generator interface generator example metric used customize visual presentation graph object shown therein', '', 'certain relationship correlation object indicate fraudulent activity embodiment optional hint identification component identifies cues suspected fraudulent activity accordance technique described example hint contain certain object store relationship multiple object hint identified based metric value provided metric calculation unit calculated unusual based various fraud detection structural hint found filter component process graph draw attention identified indicia accordance technique described', 'functional overview', '', 'techniques described model data model along investigative procedure identify fraud general technique described herein data obtained extracted various source health data data converted various stored data object relationship graph correspond common health data model dynamic ontology schema data type defined common model provide least following data object describing patient participant health plan data object describing healthcare provider individual physician multiple data object describing health event prescription claim treatment procedure embodiment data object also exist describe variety health element location event various example described', 'fraud investigations', '', 'embodiments useful number different fraud related purpose embodiment data object used identify fraud different time workflow first step generation clue level includes identifying suspected case healthcare fraud investigation note described herein particular individual organization event suspected consisting connected displaying real potential fraud increased probability consists fraud associated indicates term hint also used denote data object represents suspect individual suspected organization suspicious event identify clue possible fraudulent activity another identify clue review network individual', 'organization involved fraud case described medium report conviction publication another identify clue apply business rule different data object relationship described herein mark possible fraudulent activity receiving treatment ovarian cancer another identify clue implemented algorithm analytical method compute metric based various data object described herein metric indicates number prescription physician issued commonly abused drug data object associated unusual value metric tracked hint', '', 'next level hint prioritization many possible track limited resource track note prioritization allows focus limited resource hint given high priority example hint prioritization include filtering based following include certain type fraud include least certain threshold amount money constitute obvious instance fraud hint easiest investigate clue heaped embodiment various metric take account factor used sort clue clue examined sort order embodiment primary metric sorting clue configured quantify likelihood fraud effect fraud fraud indeed occurred however variety metric generated sort hint different investigator responsible investigating evidence prioritized based different factor metric', '', 'next step examining prioritized hint stage investigator search answer question physician concerned issue prescription pick recipe medical treatment doctor perform medical treatment suspicious larger network service provider suspects interact service provider suspicious whether service provider transferring people prescribe medicine prescribed based relevant fact embodiment various data visualization processing technique facilitate mapping data object described investigation example network physician patient pharmacy depicted navigable graph interconnected node connection determined based various health event', '', 'fourth step take action positive determination indication example patient include causing intervention providing treatment addiction depression patient fraudulent service provider include handing result insurer enforcement agency', '', 'operation provided example fraud investigation workflow include element divergent order data object described also useful operation', 'automated identification information metrics', '', 'show flowchart automatically identifying indicia metric generated data organized accordance health data model according embodiment embodiment method associated functional block implemented mean computer program software element digital logic computer special computer data acquisition processing memory operation performed interacting editing physical state memory computer', '', 'block involves creating service provider object describe different healthcare provider example data service provider object obtained claim submitted service provider insurer transmit data computer system implementing technique described herein health care provider entity providing health care service healthcare provider include organizational unit also referred institution institution hospital clinic healthcare provider also include individual practitioner also referred health worker doctor dentist case case single practitioner single practitioner also organizational unit', '', 'embodiment different type service provider object represent individual practitioner opposed organizational unit embodiment different type service provider object include data different source concerning service provider embodiment different type service provider object include data collected association service provider service provider perform different function example single physician belong prescriber object store data collected association physician role prescriber drug specialist object store data related physician performing role performing certain specialized procedure assessment practitioner object representing data collected physician generally performing role service provider alternatively physician represented prescriber object linked facility object facility physician employed embodiment type service provider object data associated role physician practitioner instead collected umbrella single type service provider object', '', 'block includes creating patient object describe recipient healthcare service embodiment different type patient object include data collected service provider different source example single person represented participant object consisting data collected insurer finance health plan subject participant also represented separate patient object consist data collected connection service provider customer object consist data collected pharmacist embodiment different type patient object necessarily correlate source instead correlate role associated patient collecting data participant plan customer pharmacy embodiment data associated role patient instead collected screen single type patient object', '', 'block includes generating health event object describe following health claim prescription medical procedure diagnosis example event object generated entry service provider insurer pharmacy based insurer submission claim several type event object claim prescription procedure diagnosis example different event object type medical claim prescription claim single event object type includes type field classifies event type event also modeled case fraud various embodiment different combination event', '', 'block optional embodiment includes creating pharmacy object describe pharmacy depending embodiment different type pharmacy object represent different type pharmacy data pharmacy object obtained directly pharmacy owner claim data insurer', '', 'block includes correlating event object service provider object patient object pharmacy object convenience term unit used hereinafter refer service provider patient pharmacy term unitary object therefore used refer object includes data representing unit correlated event object assigned least service provider object patient object pharmacy object created attribute event object identifier unit involved event compared associated attribute service provider object patient object pharmacy object example recipe event object include field identify object represent practitioner prescribed prescription associated device another example claim event include field identifying participant object facility object', '', 'embodiment different type service provider object patient object unit block also correlate object suitable unit allocation technique example practitioner object correlated prescriber object using state identifier unique combination attribute name location object correlated unit unique system identifier unit created added attribute object correlate unit purpose subsequent analysis object assigned single entity temporarily merged logical service provider patient object object kept separate connected relationship', '', 'relationship data structure connects object together defined relationship type embodiment block continue create relationship based correlating least event object correlated multiple unit object example recipe object correlated prescriber object represents doctor issued prescription patient object represents patient prescription issued event object thus used derive relationship entity render service rendered first entity relationship behalf second entity relationship issued prescription recipe submitted received diagnosis embodiment relationship include attribute', 'associate relationship specific event relationship derived count number associated event', '', 'block includes calculating value metric associated service provider object patient object pharmacy object based correlating first example metric particular entity object includes counting correlated event object particular type particular property second type example metric involves summing averaging certain attribute certain type correlated event object correlated event object particular property third type example metric includes calculating standard deviation metric value across group unit geographic region fourth type example metric involves computing different function particular attribute certain correlated event object fifth example metric involves calculating proportion correlated event object particular type particular attribute value variety type metric varying complexity also possible example various metric formulated identify fraudulent behavior described herein', '', 'metric example metric refer recent event last month year others refer fixed time period metric given unit also based metric attribute unit belong particular unit connected example metric practitioner include number patient practitioner particular characteristic history drug abuse', '', 'block involves identifying uncommon metric value example identifying include identifying individual value metric outside certain number standard deviation metric value metric threshold metric identifying also came instead involves sorting individual value metric much deviate average metric selecting certain number value highest variance unusual combination metric value single metric value alone uncommon also identified pattern recognition technique based transaction history heuristic used identify value metric', '', 'embodiment identification automated certain predefined metric monitored associated trigger single value monitored metric reach threshold defined trigger trigger identifies value unusual monitoring continuous monitoring done certain time interval request embodiment rather monitoring previously defined uncommon metric metric various algorithm trained find uncommon value embodiment different user define different type trigger example recipe fraud specialist define trigger examine metric indicative potential recipe fraud claim fraud specialist define trigger related claim fraud', '', 'embodiment identification performed manually personnel trained search unusual value assist personnel analysis application provide various visualization different metric example application display histogram various metric staff select value distribution', '', 'embodiment identification based risk assessment take account factor geography hospital physician patient certain value certain metric alarming example context state whose regulate drug strictly context state change certain metric worrying certain initiation associated past case fraud change would otherwise thus order ensure metric assessed overall risk metric actually indicate certain metric truncated weighted otherwise adjusted based risk assessment risk assessment entered manually associated particular type attribute event learned time various feedback mechanism', '', 'specific example uncommon metric value could include without limitation following doctor writes many prescription usual based average past colleague average sudden significant spike prescription submitted patient previously submitted many prescription patients make significant number visit emergency department given period visit five patients receive prescription certain number service provider given period time five different prescription five different service provider service provider fail submit claim', '', 'block includes based unusual metric value identifying hint object examination hint object fair calculating unusual metric value notification object comprise following particular service provider object particular pharmacy object particular subscriber object hint object necessarily include object selected based identified metric value example certain possible hint object filtered based business rule possible hint object filtered based sorting method prioritize investigation', '', 'embodiment hint object highlighted database discovering analyst later search object tagged different object marked differently indicate examined investigator specialty example different type object unusual metric value suitable studied different type analyst embodiment email identifying hint object generated suitable method used identify hint object analyst embodiment block become executed response request analyst analysis module analysis module visually display clue section investigator immediately start investigation using technique described herein', '', 'flowchart example technique identifying clue metric generated using data organized accordance health data model flowchart include fewer additional element different arrangement example embodiment data model provides service provider group object object service provider specialty object group number practitioner specific reason identify problem particular specialty group single facility geographic region', 'fraud events', '', 'embodiment identifying clue based least part data mining fraud conviction press article concerning fraud embodiment data entry personnel read data enters name affected unit data model named unit source automatically parsed using natural language data processing technique example data mining module monitor feed press article meet certain category search query automatically parse article conviction government website prosecutor website collected parsed case named unit identified fraud event object created possibly linked related publication fraud event blocked unit correlated embodiment fraud event used generate clue example unitized object correlate fraudulent event object become clue associated network unit parsed accordingly embodiment identifying clue fraud event separate identifying clue metric embodiment fraud event used generate metric metric used prioritize filter fraud event', 'creating graph investigation information', '', 'show flowchart investigating fraud scam healthcare environment using interface visually depicts network entity belong clue according embodiment', '', 'block includes generating service provider object describe healthcare provider described respect block described', '', 'block includes creating patient object describe healthcare recipient described respect block described', '', 'block includes generating health event object describe following health claim prescription medical procedure diagnosis described respect block described', '', 'block involves correlating health event object service provider object participant object similar block', '', 'block includes generating relationship service provider object patient object based least event object similar manner optional relationship building feature block', '', 'block includes receiving input indicating particular object wherein particular object either particular service provider object particular patient object example input input select hint object list hint object input input click particular object various presentation information various data object described herein histogram graph metric value plan service provider participant dropping icon represents particular object input query object meet certain criterion input instead input suitable selecting particular object input also include selection particular plurality object received identified result performing query database', '', 'block comprises based relationship identifying network service provider object subscriber object associated particular object', 'block example include identifying entity object certain number relationship particular object network include object represent example particular practitioner patient prescription issued practitioner practitioner visited patient another example network include facility practitioner currently formerly employed facility patient facility network extended object number relationship particular object exact scope configurable modifiable analyst using suitable interface technique', '', 'embodiment network filtered contain object linked certain relationship type possible relationship embodiment network filtered contain object particular type object particular attribute embodiment network filtered contain object associated particular object relationship associated event collected particular specific region share certain attribute exact filtering performed configurable modifiable analyst using appropriate interface technique example embodiment interface display menu item ontology allow user select item graph mapped mapped', '', 'embodiment filtering network size determined based metric indicate level significance particular object relationship particular type fraud relationships based medical procedure example significant context prescription drug fraud therefore particular object flagged indication drug fraud relationship based medical procedure filtered least limited scope small number degree embodiment group significant object folded single node single relationship network subsequently separated desired user', '', 'block includes generating graph network connected node embodiment block also includes graphically displaying graph graphical user interface display device computer connected node include patient node represent patient object service provider node represent service provider object node represent associated object suitable technique example patient node mapped person icon device node building icon practitioner node doctor icon representing node instead include various attribute selected associated object name gender location image metric value graph includes representation relationship edge object different type edge different type relationship example embodiment relationship represented single line several different line shown embodiment edge contain label identifies type type relationship edge also include indicator indicates need number event based relationship generated edges otherwise distinguished based relationship type', '', 'various highlighting technique used highlight node belong object unusual metric example circle drawn around service provider fraud history another example device unusually large number particular type recipe issued represented larger icon device highlighting technique also used highlight highlight certain node edge based strength relationship example strength relationship service provider object patient object mirrored width line connecting associated service provider node patient node patient particular service provider interacted displayed using much smaller icon patient particular service provider frequently interacted', '', 'embodiment graph block presented part interactive interface health data analysis interface embed variety control graph activated selecting different element graph including node edge example analyst control change presentation information search investigate type fraud described herein', '', 'particular interface operation consists selecting graph node graph edge drill information object represented node edge embodiment includes block optionally generating presentation based value metric relating first object represented first node selected graph first input presentation provided convenient location including window separate area interface separate screen presentation include data value metric associated first object information include example list timeline event correlated first object aggregated statistic first object demographic information graph embodiment first input select multiple object include presentation information multiple object average summation statistic plan show location event belong selected object', '', 'embodiment input select edge graph presentation information event generated list event schedule event embodiment interface includes control navigate graph zoom graph filter expand mesh covered graph embodiment interface configured change weight highlight based currently selected element graph example patient node poorly connected particular node initially small grow response user selecting another node graph patient node clearly connected', '', 'variety technique creating interactive interface also used examples interface example described', 'filed november describes various example interactive based interface entire content application hereby incorporated reference purpose presented entirety', '', 'flowchart example technique identifying clue metric generated data organized accordance health data model flowchart include fewer additional element different arrangement example embodiment correlating mapping graph include type node node pharmacy object publication object drug object medical procedure object owner object employee object pharmacist object forth represent', '', 'embodiment certain relationship indirectly associate entity object event object example prescriber object relationship event event relationship patient object embodiment event represented node graph combination event relationship connect event object event grouped single relationship represented single edge embodiment user switch representation style embodiment chain relationship object temporarily single relationship purposes reduced presentation calculation metric', '', 'embodiment include carrying step combination different type unit based event type regardless whether unit type event type include specifically described indicated', '', 'embodiment interface provide various control optimized certain type discovery task verifying service provider facility detail examining history discovery action assessing claim source data verifying subscriber status searching associated unit determining likelihood doctor really involved fraud based factor whether doctor recently stolen number', '', 'embodiment particular object service provider accused fraud network comprises plurality service provider previous patient service provider embodiment relationship also based data status ownership probable relationship shared residence family relationship social network', 'data architecture', '', 'embodiment health event object managed health event object store includes database storing health event object service provider object managed service provider store includes database store service provider object manage patient object patient memory includes database storing patient object manage pharmacy object pharmacy store containing database includes store pharmacy object memory present type data object database forming memory overlap memory store managed separately', '', 'embodiment object described object described herein generated import operation data various source insurer database healthcare provider health record pharmacy record governmental record publicly available document import process repeated periodically specific time update object object import process include various operation normalize source data correspond data model described herein', '', 'embodiment object described herein necessarily stored persistent storage instead generated source data demand purpose various analyzes described herein', 'logical object types', '', 'embodiment data object logical data structure includes value various defined field data object stored plurality underlying structure file part file element table database group linked database table application read underlying structure interprets underlying structure data object data object processed various step algorithm described herein', '', 'embodiment modeled object type include without limitation claim object medical claim physician outpatient medical claim inpatient medical claim pharmacy claim patients object prescriber object recipe object pharmacies object fraud object many variant combination object possible', 'sources', '', 'embodiment health data object generated source data offered variety source exemplary source include service provider insurer source claim processing database contract management database service provider network database membership authorization database claim account database pharmacy service database utilization gateway database pharmacy claim database list authentication call database hotline invoicing receivables database', 'exemplary source include governmental publicly available data store public health record usps code storage national drug codes logical observation identifiers names codes national provider identifiers exclusion list list excluded person organization course many data source possible', 'databases', '', 'embodiment data various data source passed layer form database database include example product organization geography customer subscriber service provider claim statistic claim aggregation claim finance pharmacy claim laboratory result sale database store various data object described data object instead arranged variety configuration', '', '', 'embodiment ontology preventing fraud healthcare following data object type claim object drug object participant object pharmacy object plan performance object prescriber object service provider object', '', 'claim object represents health claim request reimbursement health expense insurer several type claim object including claim object prescription claim object laboratory test claim object medical procedure claim object type service embodiment claim object includes among element value type attribute unique system identifier associated subscriber identifier allowed amount claim status paid declined canceled submission date amount covered medicare plan date service estimated number prescription sufficient prescription paid prescribed drug name cost content paid shipping identifier amount paid unfunded plan number authorized renewals payer amount participant plan type amount paid patient deductible amount pharmacy system identifier prescription system identifier date prescription issued amount dispensed prescription claim number processing contractually agreed service rendered total amount deducted processor expected different field belong different type service provider claim', '', 'drug object represents particular drug embodiment drug object includes among element value following type attribute unique system identifier american hospital formulary service therapeutic class code generic status indicator brand name generic brand status drug name protected registered generic generic dosage form class code generic class name prescription freedom indicator', 'drug dosage generic code number generic code sequence generic product index administration drug code product identifier note product service name identifier dosage unit national drug code', '', 'participant object represents particular participant health plan several group participant different insurer type plan group came different structure embodiment participant object includes among element value type attribute unique system identifier last month performance number month logged particular year data covered different field first name name gender date birth address city state code country phone number social security number additional address contact field different type contact information work temporary emergency plan performance system identifier login source system', '', 'embodiment subscriber object comprise associated tracking data record change value attribute period time example separate participant detail object includes value attribute month year participant covered plan participant detail object include month year attribute participant identifier associate associated participant object', '', 'pharmacy object represents particular pharmacy embodiment pharmacy object includes among element value type attribute unique system identifier pharmacy distribution class independent chain clinic franchise governmental alternative pharmacy distributor type community retail long term shipped home infusion therapy indian health service department veterans affairs institutional managed care medical device providers clinic specialty nuclear military coast guard mixture manufacturing branch office code service provider identifier service provider identifier', '', 'plan performance object represents specific plan performance embodiment plan performance object includes among element value following type attribute unique system identifier contract number service provider identifier start date date packet', '', 'prescriber object represents particular prescriber drug embodiment prescriber object includes among element value following type attribute unique system identifier first name name prescriber identifier prescriber identifier specified medicaid upin ncpdp state license number federal government issued specialty code recipient object service provider object case represent linked physical entity prescriber object return data another source service provider object embodiment attribute prescriber object service provider object combined', 'single object embodiment object logically separated correlated indeed represent unit', '', 'service provider object represents particular provider healthcare service embodiment service provider object includes among element value following type attribute medical service provider identification number text numeric service provider type health professional healthcare organization service provider status active contract active contract various contact line indicator effective data regarding whether process exception true process exception type code date medical service provider identification number created date service provider file become inactive organization type code indicate service specialty offered medicare identifier provider medical qualification service provider main specialty name first name middle initial suffix middle name gender social security ummer federal code date birth date degree medical college proof entitlement description proof entitlement current credentials cycle current proof claim type original reissued hospital based transfer association interrupted empire initial excluded practice completed proof entitlement indicator proof entitlement organizational identifier proof entitlement organization approval date proof entitlement organizational indicator universal service provider identifier invoice type hfca assembled service provider information source service provider claim classifier email last updating type address', '', 'additional data object health ontology given appended appendix', 'metrics', '', 'various example metric automatically identifying prioritizing examining clue described', '', 'metrics relating subscriber object include without limitation average standard deviation schedule prescription month count diagnosis drug abuse count average standard deviation emergency room visit year count individual service provider issued recipe subscriber count different pharmacy redeemed recipe participant grand total insurer paid participant average standard deviation amount paid month total number pill spent month average number recipe average standard deviation recipe month participant average standard deviation medical claim participant month count schedule prescription count schedule recipe count recipe average standard deviation amount paid category diagnosis count claim durable medical device count methadone overdoses count poisoning opiate methadone dependence indicator amount paid', '', 'metrics relating service provider object include without limitation following average invoice service provider amount paid service provider average standard deviation amount paid month standard deviation amount paid month area specialty standard deviation amount paid month specialty location average amount prescription pill average recipe number repeat order count prescription claim paid count recipe claim count medical claim average standard deviation prescription claim patient average standard deviation medical claim patient proportion schedule medicine share schedule medicine proportion schedule medicine specialty proportion schedule medicine specialty count patient service provider count individual pharmacy service provider patient sent standard deviation individual diagnosis made service provider specialty count different procedure performed service provider count clinic possession standard deviation amount paid service provider diagnosis count prescription durable medical device issued proportion network entitlement attributed service provider estimated', '', 'metrics relating service provider object include without limitation following average claim average amount paid claim average amount paid month average number patient average number pharmacy number different diagnosis histogram diagnosis number different procedure histogram procedure', '', 'metrics relating pharmacy property include without limitation following average amount paid insurer maximum average amount paid prescriber number claim proportion dispensed prescription containing schedule category drug proportion dispensed prescription included schedule category drug average total issue operation proportion issued prescription concerning branded drug count different drug name recipe proportion issued prescription relating drug high reimbursement proportion issued prescription concerning drug possible abuse share claim repeat order average standard deviation journey path traveled customer pharmacy counting pharmacy area proportion issued prescription concerning small reorder proportion claim canceled proportion claim paid average invoice amount patient average invoice amount prescriber average claim patient average claim prescriber', '', 'metrics relating diagnostic object include without limitation following histogram hcpcs procedure histogram diagnosis average amount paid year patient average total amount paid patient histogram drug name prescribed indicator drug abuse indicator drug addiction', '', 'metrics relating procedure object include without limitation following histogram diagnosis histogram procedure patient total average minimum maximum procedure count patient diagnosis', '', 'metrics relating drug object include without limitation following maximum drug amount patient year minimum maximum average amount paid', '', 'metrics relate recipe claim object include without limitation following directions pharmacy arrival prescriber indicator whether prescription abuse drug standard deviation amount paid indicator whether gender patient compatible prescription indicator whether prescription claim expensive branded drug indicator whether prescription claim frequently abused schedule drug', '', 'metrics relating medical claim object include without limitation following route doctor indicator whether claim drug abuse characteristic standard deviation amount paid procedure', '', 'embodiment various trigger generated based metric trigger monitored function metric monitored function value within certain range trigger identifies multiple hint object associated metric', '', 'example embodiment trigger include subscriber visiting three independent pharmacy subscriber receiving prescription three state month subscriber receiving medical home loan device multiple time consecutively', 'trigger generates participant hint object another exemplary trigger several visit office patient patient period trigger generates participant hint object', '', 'additional example trigger trigger pharmacy drug commonly abused month trigger list pharmacy spent largest amount drug commonly abused additional example trigger trigger patient receiving medication commonly abused month trigger list patient receives largest amount medication commonly abused additional example trigger trigger prescribers drug commonly abused trigger list service provider prescribed largest amount commonly misused drug additional example trigger trigger matching postal address region interest identified city state trigger list service provider practice address match location drop', 'additional example trigger trigger frequent npis region interest identified city state trigger list service provider location receive multiple npis short period time', 'exemplary interfaces', '', 'show exemplary graph node representing data object described herein displayed display represented graph example include type node shown graph generated based node associated hint object representing participant suspected physician shown graph includes node participant health plan received subscription script several physician prosecuted offense node participant represent edge', 'associated node representing physician connected edge associated node criminal incident type event node hosting organization represent', '', 'edge participant node doctor node node make organization represent prescription issued doctor anonymous physician organization information prescription appear pharmacy claim health plan example claim reimbursement drug cost edges also contain document object relationship shared characteristic subscriber node physician node organization node represent edge graphically labeled information document object relationship shared characteristic connects node edge edge label configurable represent various document object relationship shared characteristic node endpoint edge', '', 'embodiment shown different edge different thickness based strength connection node point edge example node multiple member joining thick edge node member joining thin edge', '', 'edges node also color coded convey information edge node example doctor charged criminal activity dyed doctor charged blue green another example edge representing suspect recipe colored edge representing normal recipe colored blue green edge redder bluer greener based many suspect recipe normal recipe represented edge color coding node edge configurable user adjusted color represent different property', '', 'shown doctor issued prescription participant doctor issued prescription participant doctor issued prescription participant doctor issued prescription participant anonymous doctor organization issued prescription participant anonymous doctor organization issued recipe participant prescription issued different time different medication', '', 'shown least prescription issued doctor organization suspicious script suspected prescription include prescription issued drug commonly abused drug used make illicit drug drug otherwise identified medication interest suspected prescription also include prescription marked unusual example drug commonly used woman prescribed identified investigation investigative agency enforcement agency shown least prescription issued physician normal prescription normal prescription prescription suspicious example edge label refer different type suspicious drug label recipe normal recipe', '', 'graph physician belong organization doctors belong organization physician belongs organization example doctor edge label shown owner organization', '', 'addition shown graph criminal event connected doctor criminal event connected doctor example doctors arrested various time charge although edge node figure labeled edge could labeled suspect recipe', '', 'graph automatically generated combination hardware software stored instruction running computing device graph stored memory device sent network displayed display display mobile electronic device laptop desktop computer', '', 'analyst graph node suspicious recipe issued organization participant possibly suspicious recipe issued participant participants also received suspicious prescription doctor charged criminal charge respect relationship illustrated graph physician owns organization subject investigation although known physician personally receives prescription participant issued particular doctor questioned issued suspicious prescription participant', '', 'analyst also alternatively analyze graph determine physician removed graph although doctor issued prescription participant also received potentially suspicious prescription doctor prescription doctor normal prescription would normally raise concern participant also removed graph edge participant physician suspect recipe', '', 'another embodiment method running device highlight node likely suspicious node likely suspicious uninteresting example method mark node many link many direct link node interest interesting method mark node direct interesting link direct link node interest uninteresting number interesting link link node interest considered compared total number link linked node', '', 'show exemplary timeline display information information graph emphasizes event occurred different example timeline represent number normal recipe suspect recipe arrival occurred time period covered timeline shown timeline includes date along bottom ranging example year year timeline also includes number element page indicate item occurred given time period given date individual timeline covered', '', 'timeline also legend display information interpret graphic element timeline example legend indicate belong event shown color include green normal recipe color yellow suspicious recipe color arrest', '', 'timeline also allows caption summary timeline section include example suspicious prescription doctor suspect prescription doctor label important event doctor arrested doctor arrested', 'label configurable user example user decide graphical user interface highlight period timeline physician issued suspicious prescription period timeline physician issued suspicious prescription broad example user graphical user interface highlight period timeline doctor arrested', '', 'timeline generated combination hardware software stored instruction running computing device graph stored storage device sent network displayed display display mobile device laptop desktop computer', '', 'show exemplary composite representation graph', 'timeline displayed simultaneously shown graph identifies participant doctors events organization different element example represented node graph elements connected another based stored information edge connected timeline includes arranged chronological order label legend', '', 'graph timeline represent data recipe', 'timeline example edge graph represented represent remove edge node graph result removal corresponding edge node timeline shown similarly removing edge node', 'timeline remove corresponding edge node present graph shown graph timeline also include similar color coded image nodes edge graph example colored based certain criterion criterion used represent timeline color', '', 'show exemplary method graphing using information participant associated suspected physician method performed combination hardware software stored instruction running computing device stored instruction part special module graphically arrange information participant communication suspected physician', '', 'step module determines participant contact suspected doctor example doctor suspected charged convicted related offense step module graphically information associated identified subscriber optionally information filtered based specific criterion step module includes graph participant physician issued recipe participant criminal event event associated physician participant medical organization communicate physician participant generated graph also includes connection unit represent connection unit', 'step also module generates timeline distinguishes general recipe suspect recipe arrival time optionally includes annotation significant event summary recipe included timeline represented', '', 'graph timeline generated module module support analysis node edge graph period timeline step module receives user interface selection node graph response step save step module sends message selected node node marked analysis display additional information selected node example clicking touching node display trigger display additional detail node previously displayed', '', 'step module receives selection time period timeline user interface response step step module filter graph exclude node graph script event outside selected period timeline example selection trigger filtering select multiple period timeline response element adjacent period filtered graph', '', 'show example method graphing using information physician communication suspected participant method performed combination hardware software stored instruction running computing device stored command part special module arrange information participant associated suspected physician', '', 'step module determines physician associated suspected participant example participant suspected charged convicted offense step module graphically information associated identified participant optionally information filtered based certain criterion step also module contains graph physician participant script issued physician criminal event event associated physician participant medical organization communicate physician participant generated generated graph also includes link unit represent link unit', 'step also module generates timeline distinguishes common script suspicious script arrival time optionally includes label significant event summary recipe represented timeline', '', ...] while("" in fcorpus) : fcorpus.remove("") # Printing modified list fcorpus ['abstract disclosure', 'system among purpose detecting health care fraud comprises data import component importing health care data data source health care provider insurer pharmacy data repositor data import component creates health care object provider object describe health care provider patient object represent health care recipient health care event object describe health care claim prescription medical procedure diagnosis correlation component identifies correlation health care object graph generator component generates graph network identified based least correlation identified correlation component graph comprising linked node represent health care object identified network interface generator generates interface display graph generated graph generator', 'fraud detection healthcare', 'benefit claim', 'application claim benefit provisional application filed march entire content hereby incorporated reference fully forth herein', 'technical field', 'present invention relates data processing technique fraud detection context health insurance', 'mere reference background herein construed admission constitutes common general knowledge relation invention', 'background', 'approach described section approach could pursued necessarily approach previously conceived pursued therefore unless otherwise indicated assumed approach described section qualify prior merely virtue inclusion section', 'healthcare fraud account estimated billion dollar year waste estimate damage constitute healthcare expenditure source fraud prescription drug fraud examples prescription fraud include forging prescription altering prescription stealing prescription calling prescription using online pharmacy doctor pharmacy shopping example going multiple doctor emergency room pharmacy seeking prescription faking symptom migraine headache toothache cancer psychiatric disorder attention deficit disorder', 'deliberately injured oneself going across state line seek fulfillment multiple pharmacy refilling prescription ninety forth prescription fraud primarily occurs retailer pharmacy primarily narcotic medication muscle relaxant hypnotic', 'source fraud include insurance claim fraud provider charging peer service provider billing test patient peer provider billing unlikely unnecessary medical procedure upcoding service billing expensive option upcoding equipment billing expensive item delivering lower cost item consistently billing high cost medical equipment durable medical equipment billing procedure service provided filing duplicate claim bill service separate occasion unbundling group service service billed time yield compensation bundled together kickback referral transportation fraud collecting money multiple insurance provider using surgical modifier increase reimbursement fraud involving viatical health life insurance nursing home fraud lack service rendered service rendered professional forth', 'summary invention', 'according aspect present invention provided system computing device comprising', 'data import component importing health care data data source data source including health care provider insurer pharmacy', 'data repository data import component creates health care object representing health care data accordance defined ontology health care object including provider object provider object type describes health care provider patient object patient object type represent health care recipient health care event object event object type describe health care claim prescription medical procedure diagnosis fraud object representing known instance health care fraud', 'correlation component identifies correlation health care event object provider object patient object fraud object', 'graph generator component generates graph network identified based least correlation identified correlation component graph comprising linked node', 'representing particular health care object identified network including particular patient node representing particular patient object particular provider node representing particular provider object graph linking particular provider node particular patient node fraud node within graph fraud node representing particular fraud object', 'interface generator generates interface display graph generated graph generator', 'according another aspect present invention provided method comprising', 'generating provider object describe health care provider generating patient object describe health care recipient', 'generating health care event object health care event object including least object prescription event type object medical claim event type object diagnosis event type', 'generating fraud object representing known instance health care fraud storing provider object patient object health care event object fraud', 'object digital storage medium', 'correlating health care event object provider object patient', 'object', 'receiving input specifying particular object wherein particular object particular provider object particular patient object', 'based correlating identifying network comprising provider object patient object associated particular object', 'generating graph network graph comprising linked node linked node including patient node represent patient object provider node represent provider object', 'linking particular provider node particular patient node fraud node within graph fraud node representing particular fraud object', 'wherein method performed computing device', 'brief description wings', 'information graph manner highlight event occurred show example composite representation includes graph timeline concurrently displayed', 'illustrates example process graphically arranging utilizing information member related suspect doctor', 'illustrates example process graphically arranging utilizing information doctor related suspect member', 'illustrates flow automatically identifying lead metric generated using data organized accordance health care data model', 'illustrates flow investigating health care fraud lead using', 'interface visually depicts network entity associated lead', 'illustrates another graph node representing particular patient', 'object connected various edge pharmacy node representing pharmacy object', 'illustrates example system technique described', 'practiced', 'block diagram illustrates computer system upon embodiment invention implemented', 'detailed description', 'following description purpose explanation numerous specific detail forth order provide thorough understanding present invention apparent however present invention practiced without specific detail instance structure device shown block diagram form order avoid unnecessarily obscuring present invention', 'general overview', 'embodiment system computing device utilized among purpose detecting health care fraud system comprises data import component importing health care data data source data source including health care provider insurer pharmacy data repository data import component creates health care object representing health care data accordance defined ontology health care object including provider object provider object type describes health care provider patient object patient object type represent health care recipient health care event object event object type describe health care claim prescription medical procedure diagnosis correlation component identifies correlation health care event object provider object patient object graph generator component generates graph network identified based least correlation identified correlation component graph comprising linked node representing particular health care object identified network including particular patient node representing particular patient object particular provider node representing particular provider object interface generator generates interface display graph generated graph generator', 'embodiment system comprises object presentation component generating presentation particular health care object display interface embodiment system comprises input handler receiving input selecting particular control associated particular node graph displayed interface object presentation component generating presentation information particular object associated particular node selected input embodiment system comprises filtering component identifies network graph generator graph input handler receiving input selecting particular control associated particular node graph displayed interface filtering component configured identify network related particular node selected input', 'embodiment system comprises filtering component identifies network graph generator graph metric calculator configured calculate metric associated health care object based least identified correlation lead identifier component configured identify health care object lead fraud investigation based least calculated metric filtering component configured', 'identify network related health care object lead fraud investigation embodiment system comprises metric calculator configured calculate metric associated health care object based least identified correlation wherein interface generator configured depict different node different edge graph differently based calculated metric', 'embodiment system comprises workflow module accepts input generated user automated lead identifier component identify particular health care object lead fraud investigation workflow module configured generate workflow ticket based input send workflow ticket analyst investigation embodiment data repository store pharmacy object pharmacy object type describes pharmacy wherein linked node include pharmacy node represent pharmacy object embodiment system comprises mapping component generating health care event correlated particular health care object represented particular graph embodiment linked node graph generated graph generator connected edge representative relationship wherein least relationship derived health care event object based correlation embodiment component system provide functionality described herein', 'embodiment method performed various system described herein comprises generating provider object describe health care provider generating patient object describe health care recipient identifying relationship health care event object provider object pharmacy object based relationship identifying network provider object patient object generating graph network graph comprising linked node linked node including patient node represent patient object provider node represent provider object embodiment method comprises generating pharmacy object describe pharmacy wherein linked node include pharmacy node represent pharmacy object embodiment method comprises generating health care event object describe health care event linked node include event node represent health care event object edge represent health care event object', 'embodiment method comprises generating provider object describe health care provider generating patient object describe health care recipient generating health care event object describe health care claim prescription medical procedure diagnosis correlating health care event object provider object patient object receiving input specifying particular object wherein particular object particular provider object particular patient object based correlating identifying network provider object patient object associated particular object generating graph network graph comprising linked node linked node including patient node represent patient object provider node represent provider object embodiment generating health care event object comprises generating separate health care event object entry collected provider data source insurer data source pharmacy data source embodiment method comprises generating fraud object representing known instance health care fraud linking particular provider node particular patient node fraud node within graph fraud node representing particular fraud object embodiment health care event object include least object prescription event type object medical claim event type object diagnosis event type embodiment method comprises generating pharmacy object describe pharmacy linked node include pharmacy node represent pharmacy object', 'embodiment method comprises correlating multiple object different type single entity multiple object comprising provider object patient object representing multiple object within graph single node representing logical object corresponds merger multiple object multiple node linked relationship', 'embodiment correlating comprises deriving relationship construct based health care event object relationship construct define link provider object patient object embodiment graph comprises edge depict link particular linked node edge representing relationship construct embodiment edge comprise first edge graphically represents first relationship type second edge graphically represents second relationship type embodiment edge graphically depict', 'summary particular health care event object relationship construct derived', 'embodiment method comprises computing value metric associated provider object metric associated patient object based least part correlating embodiment method comprises depicting within graph linked node edge linked linked node differently based computed value embodiment method comprises generating visualization value particular object selected part based selection particular value calculated association particular object visualization embodiment method comprises comparing value defined trigger define threshold unusual value selecting particular object least partly responsive particular object associated particular metric value unusual value according particular defined trigger embodiment method comprises determining size network based least part metric value embodiment particular object selected based part metric value associated particular object indicates doctor writing significantly prescription normal sudden increase prescription filled patient previously filling many prescription patient receiving significant amount emergency room visit specific time period patient receiving prescription certain number provider within certain time period', 'embodiment network comprises object represents particular', 'practitioner object represent patient prescription written particular practitioner object represent practitioner patient visited embodiment network comprises object represents pharmacy customer object represent pharmacy visited pharmacy customer object represent pharmacist employed pharmacy object represent instance fraud associated pharmacist pharmacy', 'embodiment method comprises presenting graph part interactive interface investigating health care data interface embedding control selecting least particular linked node generating presentation comprising data associated first object particular linked node represents responsive selection control presentation including list timeline data health care', 'event object correlated first object aggregated statistic calculated association', 'first object demographic information associated first object depicting location health care event related first object', 'embodiment method comprises presenting graph part', 'interactive interface investigating health care data interface embedding control', 'selecting particular edge particular linked node generating presentation data', 'associated particular relationship particular edge represents responsive', 'selection control particular relationship derived particular health', 'care event object presentation including list particular health care', 'event particular health care event', 'embodiment method comprises presenting graph part interactive interface investigating health care data interface embedding control selecting particular linked node responsive selection control flagging first object associated particular linked node subsequent investigation generating worktlow ticket identifying first object lead', 'embodiment method comprises generating health care event object describe health care claim prescription medical procedure diagnosis generating provider object describe health care provider generating patient object describe health care recipient generating pharmacy object describe pharmacy correlating event object provider object member object pharmacy object computing metric provider object member object pharmacy object based correlating identifying unusual metric value metric identifying lead object investigation based unusual metric value wherein lead object include particular provider object particular pharmacy object particular patient object', 'structural overview', 'illustrates example system technique described practiced according embodiment system system various component system implemented least partially hardware computing device hardware processor executing instruction stored memory performing various function described herein system illustrates many possible arrangement component configured perform functionality', 'described herein arrangement include fewer different component division work component vary depending arrangement', 'system comprises data import component collect data variety source including provider source insurer source public source source described herein data collected source multiple occasion depending factor size data source accessibility data source frequently data source change depending form data collected data import component option perform extract transform load operation collected data generate object conform defined ontology ontologies example dynamic ontology static schema data structure definition', 'data import component cause collected data stored repository data repository data store among object type provider object patient object pharmacy object health care event object object corresponds different discrete object type defined ontology object include category object type deemed desirable example another object type administrative event object thus embodiment data obtained healthcare provider insurer public source source represented computer storage using oriented data representation technique represent provider patient pharmacy event item object capable connection graph based relationship event transaction examples repository corresponding object described subsequent section', 'system comprises correlation identification component correlate object accordance technique forth herein correlations produced correlation identification component used graph generator produce object graph accordance technique described subsequently graph describe relationship various network object based least part correlation', 'graphs produced graph generator provided interface generator generates visual presentation graph display user interface visual presentation graph depict various object relationship', 'object accordingly object presentation generator generates various presentation object object presentation used visual presentation generated interface generator examples visual presentation graph object provided subsequent section', 'assist user navigating understanding graphed data filtering component coupled graph generator filtering component reduces simplifies filter otherwise manipulates network object relationship depicted graph accordance technique described subsequently filtering component response various input received input handler receives input associated various control embedded within visual presentation displayed interface examples input described subsequently', 'metric calculator calculates various metric based object data correlations produced correlation identification component used generate metric example metric described section metric used variety reporting purpose example object presentation generator interface generator utilize metric adjust visual presentation graph object shown within', 'certain relationship correlation object suggest fraudulent activity embodiment optional lead identification component identifies lead suspected fraudulent activity accordance technique described subsequently lead example particular object within repository relationship plural object lead identified based metric value calculated metric calculator deemed unusual based various fraud detection pattern recognition process lead filtering component manipulates graph draw attention identified lead accordance technique described subsequently', 'functional overview', 'techniques described herein modeling data related health care using model combination detection process identify fraud general technique described herein utilize data obtained extracted various source health care data data transformed various stored data object relationship graph conform common model health care data dynamic ontology schema data type defined common model provide least data object describing patient', 'health care plan member data object describing health care provider individual doctor data object describing health care event prescription claim treatment procedure embodiment data object describing variety health care entity place event also exist various example described herein', 'fraud investigations', 'embodiments useful number different purpose embodiment data object used various point workflow identifying fraud first stage lead generation stage involves identifying suspected case health care fraud investigation lead described herein particular individual organization event suspected consisting relating indicating actual possible fraud increased probability consisting relating indicating fraud term lead also used herein refer data object represents suspicious individual organization event identify lead receive concerning potentially fraudulent activity another identify lead review network individual organization connected instance fraud described medium report indictment publication another identify lead apply business rule various data object relationship described herein flag potentially fraudulent activity male receiving treatment ovarian cancer another identify lead deploy algorithm analytical process calculate metric based various data object described herein metric indicates number prescription written doctor commonly abused drug data object associated unusual value metric investigated lead', 'next stage lead prioritization many possible lead investigate limited resource investigate lead lead prioritization enables focusing limited resource lead given higher priority lead prioritization comprise instance filtering lead based lead involve certain type fraud lead involve least certain threshold amount money lead constitute obvious case fraud lead easiest investigate lead closely clustered embodiment various metric consider factor used rank lead lead investigated order rank embodiment primary metric ranking lead configured quantify likeliness', 'fraud impact fraud fraud fact occurred however variety metric ranking lead created different investigator responsible investigating lead prioritized based different factor metric', 'next stage investigation prioritized lead stage investigator seek answer question implicated doctor prescribing', 'pick prescription involved medical treatment doctor performing', 'medical treatment suspect larger network provider suspect', 'interact provider suspect provider refer people', 'prescribe drug supposed prescribed based fact involved forth', 'embodiment various data visualization interfacing technique depicting data', 'object described herein simplify investigation example network doctor patient pharmacy depicted navigable graph interconnected node connection determined based various health care event', 'fourth stage take action upon positive investigation lead patient example involve making intervention providing treatment addiction depression patient fraudulent provider action involve turning finding insurer enforcement', 'workflow provided example workflow investigation fraud include different element varying arrangement data object described herein likewise useful workflow', 'automated identification leads metrics illustrates flow automatically identifying lead metric generated using data organized accordance health care data model according embodiment embodiment process described connection functional block implemented using computer program', 'software element digital logic computer computer performing data retrieval transformation storage operation involve interacting transforming physical state memory computer', 'block comprises generating provider object describe different health care provider data provider object obtained example claim submission provider insurer provide data computer system implement technique herein health care provider entity provides health care service', 'health care provider include organizational entity also referred facility institution hospital clinic health care provider also include individual practitioner also referred health care worker doctor dentist case case solo practitioner individual practitioner also function organizational entity', 'embodiment different type provider object represent individual practitioner opposed organizational entity embodiment different type provider object comprise data collected concerning provider different source embodiment different type provider object comprise data collected concerning provider provider functioning different role example single doctor correspond prescriber object store data collected concerning doctor capacity prescriber drug specialist object store data collected concerning doctor capacity perform certain specialized procedure evaluation practitioner object represents data collected doctor role provider generally alternatively doctor represented prescriber object associated facility object facility doctor employed embodiment type provider object data related role doctor practitioner instead collected umbrella single type provider object', 'block comprises generating patient object describe recipient health care embodiment different type patient object comprise data collected concerning provider different source example single person represented member object comprised data collected insurer sponsor health plan person member also represented separate patient object comprised data collected association different provider customer object comprised data collected pharmacist embodiment different type patient object necessarily correlate source rather role associated patient data collected plan member pharmacist customer embodiment data related role patient instead collected umbrella single type patient object', 'block comprises generating health care event object describe', 'health care claim prescription medical procedure diagnosis example event', 'object generated entry provider insurer pharmacy based claim submission insurer multiple type event object claim prescription procedure diagnosis example different event object type medical claim prescription claim single event object type comprising type field classifies event event type also modeled instance fraud different embodiment feature different combination event', 'block optional embodiment comprises generating pharmacy object describe pharmacy depending embodiment different type pharmacy object represent different type pharmacy data pharmacy object obtained directly pharmacy owner claim data insurer', 'block comprises correlating event object provider object patient object pharmacy object convenience term entity subsequently used refer provider patient pharmacy term entity object thus used refer object comprising data represents entity correlated event object resolved least provider object patient object pharmacy object generated comparing attribute event object identifier entity involved event corresponding attribute provider object patient object pharmacy object example prescription event object comprise field identify object representing practitioner wrote prescription associated facility another example claim event comprise field identify member object facility object', 'embodiment different type provider object patient object exist entity block also comprise correlating object using suitable entity resolution technique example practitioner object correlated prescriber object using government identifier unique combination attribute name location object correlated entity unique system identifier entity created added attribute object correlated entity purpose subsequent analysis object resolved single entity temporarily merged logical provider patient object object remain separated linked relationship', 'relationship data construct link object association defined relationship type embodiment block comprises generating relationship based correlating least event object correlated multiple entity object example prescription object correlated prescriber object representing doctor wrote prescription patient object representing patient prescription written event object thus used derive relationship entity reflect service rendered first entity relationship behalf second entity relationship wrote prescription filled prescription received diagnosis embodiment relationship include attribute link relationship specific event relationship derived count number associated event', 'block comprises computing value metric associated provider object patient object pharmacy object based correlating first example type metric particular entity object involves counting correlated event object certain type certain quality second example type metric involves summing averaging certain attribute certain type correlated event object correlated event object certain quality third example type metric involves computing standard deviation metric value across group entity geographic area fourth example type metric involves calculating various function certain attribute certain correlated event object fifth example type metric involves calculating percentage correlated event object certain type certain attribute value variety type metric varying complexity also possible example various metric formulated attempt identify fraudulent behavior described herein', 'metric example metric pertain event recent time period last month year others pertain designated time period metric particular entity also based metric attribute associated entity particular entity related example metric practitioner count number practitioner patient certain quality history drug abuse', 'block comprises identifying unusual metric value identifying comprise example identifying individual value metric outside certain number standard deviation metric value metric', 'threshold value metric identifying also instead comprise ranking individual value metric much vary average value metric selecting certain number value highest variance unusual combination metric value single metric value would unusual also identified pattern recognition technique based transaction history heuristic used identify value metric', 'embodiment identifying automated certain metric monitored associated trigger individual value monitored metric reach threshold defined trigger trigger identifies value unusual monitoring ongoing monitoring occur various interval upon request embodiment rather monitoring predefined metric unusual value various algorithm trained locate unusual value embodiment different user define different type trigger example prescription fraud specialist define trigger examine metric indicative possible prescription fraud whereas claim fraud specialist define trigger related claim fraud', 'embodiment identifying done manually personnel trained look unusual value assist personnel analysis application provide various visualization various metric example application present histogram various metric personnel select value long tail', 'embodiment identifying based risk score take account factor geography hospital physician patient forth example certain value certain metric alarming context state whose regulate drug closely context state change certain metric alarming specific entity linked past instance fraud change would otherwise thus ensure metric considered view overall risk metric actually suggest certain metric weighted otherwise adjusted based risk score risk score entered manually linked certain type attribute event learned various feedback mechanism time', 'specific example unusual metric value could include without limitation doctor writing significantly prescription normal based historical average peer average sudden significant spike prescription filled patient previously filling many prescription patient receiving significant amount', 'emergency room visit specific time period visit five patient receiving prescription certain number provider within certain time period five different prescription five different provider provider file claim block comprises based unusual metric value identifying lead object investigation lead object unusual metric value calculated lead object include particular provider object', 'particular pharmacy object particular member object lead object necessarily', 'include object selected based identified unusual metric value example', 'certain potential lead object filtered based business rule potential lead', 'object filtered based ranking process prioritize investigation', 'embodiment lead object flagged within database investigative analyst later look object flagged different object flagged differently indicate investigated investigator different specialty example different object type unusual metric value better suited investigation different type analyst embodiment email identifying lead object generated suitable mechanism used identifying lead object analyst embodiment block occur response request analyst analysis module analysis module visually report lead user interface area investigator immediately launch investigation using technique described herein', 'flow example technique identifying lead metric generated using data organized accordance health care data model flow include fewer additional element varying arrangement example embodiment data model provides provider group object provider specialty object object group number practitioner together various reason identifying problem within certain specialty group single facility within geographic area', 'fraud events', 'embodiment identifying lead based least part data mining fraud indictment news article concerning fraud embodiment data entry personnel read data enter name involved entity within data model named entity within source parsed automatically using natural language', 'processing technique example data mining module monitor feed news article match certain category search automatically parse article indictment government site like website attorney general collected parsed event named entity identified fraud event object potentially linked corresponding publication generated fraud event correlated entity block embodiment fraud event used generate lead example entity object correlated fraud event object become lead related network entity analyzed according embodiment identifying lead fraud event occurs separately identifying lead metric embodiment fraud event', 'used generate metric metric utilized prioritize filter fraud event', 'generating graph investigating leads', 'illustrates flow investigating health care fraud lead using based interface visually depicts network entity associated lead according embodiment', 'block comprises generating provider object describe health care provider described respect block', 'block comprises generating patient object describe health care recipient described respect block', 'block comprises generating health care event object describe health care claim prescription medical procedure diagnosis described respect block', 'block comprises correlating health care event object provider object member object similar manner block', 'block comprises generating relationship provider object patient object based least event object similar manner optional relationship building feature block', 'block comprises receiving input specifying particular object wherein particular object particular provider object particular patient object input input selects lead object list lead object example input input click particular object various presentation information various data object described herein histogram graph metric value provider member drag drop operation icon representing particular object', 'forth input search object matching certain criterion input instead input suitable selecting particular object input also comprise selection particular object among plurality object received identified result executing search query database', 'block comprises based relationship identifying network provider object member object associated particular object example block comprise identifying entity object within certain number relationship particular object network constitute object represent example particular practitioner patient prescription written practitioner practitioner patient visited another example network constitute facility practitioner employed formerly facility patient facility network extended object arbitrary number ofrelationships particular object exact extent configurable modifiable analyst using suitable interface technique', 'embodiment network filtered contain object connected certain relationship type possible relationship embodiment network filtered contain object certain type object certain attribute embodiment network filtered contain object connected particular object relationship pertaining event collected certain date certain region certain attribute common exact filtering performed configurable modifiable analyst using suitable interface technique example embodiment interface present menu element ontology allow user select element graph graph', 'embodiment filtering network size determined based metric indicating level significance certain object relationship particular type fraud example medical relationship significant context prescription drug fraud thus particular object flagged lead drug fraud medical relationship filtered least limited extent small number degree embodiment group significant object collapsed single node relationship within network subsequently separated requested user', 'block comprises generating graph network comprising linked node embodiment block also comprise causing graph displayed visually graphical user interface computer display device linked node include patient node represent patient object provider node represent provider object node represent respective object using suitable technique example patient node depicted person icon facility node building icon practitioner node doctor icon forth representation node instead include various attribute selected corresponding object name gender location picture metric value forth', 'graph includes representation relationship edge object different type edge different type relationship example embodiment relationship represented single line embodiment multiple different line would edge contain label identifying type relationship edge also contain quantity indicator indicating number event based upon relationship generated edges otherwise differentiated based relationship type various highlighting technique utilized emphasize node corresponding object unusual metric example circle drawn around provider history fraud another example facility unusual number certain type prescription written represented larger icon facility highlighting technique also used emphasize deemphasize certain node edge based relationship strength example strength relationship provider object patient object reflected width line connecting corresponding provider node patient node patient particular provider interacted shown using much smaller icon patient particular provider frequently interacted', 'embodiment graph block presented part interactive interface investigating health care data interface embed variety control within graph activated selecting various graph element including node edge analyst control instance manipulate presentation information order search investigate type fraud described herein', 'particular interface action selecting graph node edge information object represented node edge embodiment block comprises optionally generating presentation based value metric related first object represented first node selected graph first input presentation provided suitable location including popup window separate area interface separate screen presentation include data value metric associated first object example information contain list timeline event correlated first object aggregated statistic first object demographic information graph forth embodiment first input select multiple object presentation contains information multiple object averaged summarized statistic depicting location event related selected object forth', 'embodiment input select edge graph presentation', 'information event list event event generated embodiment interface feature control navigating graph zooming graph filtering extending network covered graph embodiment interface configured change emphasis highlighting based currently selected element graph example patient node loosely related particular node small initially grow response user selecting different node graph patient node clearly related', 'variety technique generating interactive interface also utilized examples interface described example filed september filed november describe various example interactive interface entire content application hereby incorporated reference purpose forth entirety herein', 'flow example technique identifying lead metric generated using data organized accordance health care data model flow include fewer additional element varying arrangement example embodiment correlating graphing involve type node node representing pharmacy object publication object drug object medical procedure object owner object employee object pharmacist object forth', 'embodiment certain relationship connect entity object indirectly mean event object example prescriber object relationship event event relationship patient object embodiment event represented node graph combination event relationship connecting entity object event abstracted single relationship represented single edge embodiment user switch representation style embodiment arbitrary chain relationship object temporarily reduced single relationship purpose presentation graph calculation metric', 'embodiment comprise performing step arbitrary combination different entity type based arbitrary event type regardless whether entity type event type include specifically stated', 'embodiment interface feature various control optimized certain type investigative task verification provider facility detail screening history investigative action reviewing claim source data verifying member status searching related entity determining likelihood doctor actually participating fraud based factor doctor recently number stolen forth embodiment particular object provider charged fraud network includes plurality former patient provider provider embodiment relationship also based data status ownership likely relationship familial relationship social network forth', 'data architecture', 'embodiment health care event object maintained health care event repository comprising database store health care event object provider object maintained provider repository comprising database store provider object patient object maintained patient repository comprising database store patient object pharmacy object maintained pharmacy repository comprising database store pharmacy object repository exist type data object database constitute repository overlap repository repository maintained separately', 'embodiment object described object described herein generated import operation data various source insurer database provider health care record pharmacy record government record public record import operation repeated periodically occasion update object object import operation involve various operation normalize source data data model described herein', 'embodiment object described herein necessarily stored permanent repository rather generated source data demand purpose various analysis described herein', 'logical object types', 'embodiment data object logical data structure comprising value various defined field data object stored variety underlying structure file portion file element database table group ofrelated database table forth application read underlying structure interpret underlying structure data object data object processed using various step algorithm described herein', 'embodiment modeled object type conceptually include without limitation claim object medical physician claim medical outpatient claim medical inpatient claim pharmacy claim patient object provider prescriber object prescription object pharmacy object fraud object many variation combination object possible', 'sources', 'embodiment health care data object generated source data hosted variety source example source include provider insurer source claim processing database policy administration database provider network database membership eligibility database claim account database pharmacy benefit database utilization gateway database pharmacy claim database authentication call list hotline database billing account receivable database example source include government public data repository public health record repository usps code national drug codes logical observation identifiers names codes national provider identifiers exclusion list list excluded individuals entities course many source data also possible', 'databases', 'embodiment data various data source passed layer form database example database include product organization geography customer member provider claim statistics claim aggregation claim financial pharmacy claims results revenue database store various data object described herein data object instead arranged variety configuration', 'example ontology', 'embodiment ontology preventing health care fraud comprises following data object type claim object drug object member object pharmacy object plan benefit object prescriber object provider object', 'claim object represents health care claim request reimbursement insurer health care expense multiple type claim object including claim object prescription claim object laboratory test claim object medical procedure claim object type service embodiment claim object comprises among element value following type attribute unique system identifier associated member identifier allowed amount claim status paid rejected reversed date submitted covered medicare plan amount date service estimated number prescription last paid dispensing prescribed drug identifier ingredient cost paid mail order identifier covered plan paid amount number authorized refill payer amount member plan type amount paid patient deductible amount pharmacy system identifier prescriber system identifier prescription written date quantity dispensed prescription claim number service contractually agreed upon service rendered total amount billed processor different field specific different type provider claim', 'drug object represents specific drug embodiment drug object comprises among element value following type attribute unique system identifier american hospital formulary service therapeutic class code generic status indicator brand name generic drug name trademark status trademarked branded generic generic dosage form class code generic class name indicator drug strength generic code number generic code sequence generic product index maintenance drug code product identifier qualifier product service identifier unit measure national drug code forth', 'member object represents specific member health care plan multiple collection member different insurer type plan collection different structure embodiment member object comprises among element value following type attribute unique system identifier maximum service month number month enrolled particular year covered data different field forth first name last name gender date birth address city state code county telephone social security number additional address contact field different type contact information work temporary emergency plan benefit system identifier enrollment source system forth', 'embodiment member object include associated tracking data change value attribute time example separate member detail object exist value attribute month year member covered plan member detail object include month year attribute member identifier back associated member object', 'pharmacy object represents specific pharmacy embodiment pharmacy object comprises among element value following type attribute unique system identifier pharmacy dispenser class independent chain clinic franchise government alternate pharmacy dispenser type community retail long term mail order home infusion therapy indian health service department veterans affairs institutional managed care medical equipment supplier clinic specialty nuclear military coast guard compounding affiliate code service provider identifier service provider identifier qualifier forth', 'plan benefit object represents specific plan benefit embodiment plan benefit object comprises among element value following type attribute unique system identifier contract number provider identifier start date date package forth', 'prescriber object represents specific prescriber drug embodiment plan benefit object comprises among element value following type attribute unique system identifier first name last name prescriber identifier prescriber identifier qualifier specified medicaid upin ncpdp state license number federal state issued specialty code forth prescriber object', 'provider object case represent associated real world entity prescriber object reflect data different source provider object embodiment attribute prescriber object provider object combined single object embodiment object logically separate correlated together fact represent entity', 'provider object represents specific provider health care service embodiment provider object comprises among element value following type attribute medical provider identification number text numeric provider type medical professional healthcare organization provider status active contract activate contract various contract line indicator process exception hold effective date process exception type code date medical provider identification number created date provider record became inactive organization type code indicate provided service specialty medicare identifier provider medical degree provider primary specialty last name first name middle initial name suffix middle name gender social security number federal identifier date birth graduation date medical school credential status code credential description current credential cycle current credential type initial delegated alliance discontinued empire initial excluded process terminated credential indicator credential organization identifier credential organization accreditation date credential organization indicator universal provider identifier bill type hcfa composite provider information source provider claim classifier email last update type address forth', 'additional data object health care ontology forth attached appendix', 'metrics', 'various example metric automatically identifying prioritizing investigating lead described', 'metrics related member object include without limitation average standard deviation schedule prescription month count drug abuse diagnosis count average standard deviation visit year count distinct provider written prescription member count distinct pharmacy filled prescription member amount paid insurer behalf member average standard deviation amount paid month number pill dispensed', 'month average prescription average standard deviation prescription month member average standard deviation member medical claim month count total schedule prescription count total schedule prescription count total prescription average standard deviation amount paid diagnosis category count durable medical equipment claim count methadone overdoses count opiate poisoning methadone dependence indicator amount paid', 'metrics related provider object include without limitation average total billed provider amount paid provider average standard deviation amount paid month standard deviation amount paid month specialty standard deviation amount paid month specialty geography average prescription pill quantity average prescription number refill count prescription claim paid count prescription claim count medical claim average standard deviation prescription claim patient average standard deviation medical claim patient percentage schedule drug percentage schedule drug percentage schedule drug specialty percentage schedule drug specialty count distinct patient provider count distinct pharmacy patient provider sent standard deviation distinct diagnosis made provider specialty count distinct procedure performed provider', 'count clinic ownership standard deviation amount paid provider diagnosis count durable medical equipment prescription made percentage claim attributed provider estimated total business', 'metrics related provider object include without limitation average claim average amount paid claim average amount paid month average patient count average pharmacy count distinct count diagnosis histogram diagnosis distinct count procedure histogram procedure', 'metrics related pharmacy object include without limitation average amount paid insurer maximum average amount paid prescriber count claim percentage filled prescription involved schedule category', 'drug percentage filled prescription involved schedule category drug average dispensing business percentage filled prescription involved brand name drug count distinct drug name prescription percentage filled', 'prescription involved high reimbursement drug percentage filled prescription involved drug potential abuse percentage claim refill average standard deviation distance traveled customer pharmacy count pharmacy percentage filled prescription involved small refill percentage claim reversed count claim paid average billed patient average billed prescriber average claim patient average claim prescriber', 'metrics related diagnosis object include without limitation', 'histogram hcpcs procedure histogram', 'diagnosis average amount paid year patient average total amount paid', 'patient histogram drug name prescribed indicator drug abuse indicator', 'behavior', 'metrics related procedure object include without limitation histogram diagnosis histogram procedure date patient total average minimum maximum procedure count patient diagnosis metrics related drug object include without limitation maximum drug quantity patient year minimum maximum average amount paid', 'metrics related prescription claim object include without limitation distance traveled pharmacy distance traveled prescriber indicator whether prescript drug abuse standard deviation amount paid indicator whether prescribed patient gender appropriate prescription indicator whether prescription claim expensive branded drug indicator whether prescription claim schedule commonly abused drug', 'metrics related medical claim object include without limitation distance traveled physician indicator whether claim indicative drug abuse standard deviation amount paid procedure', 'embodiment various trigger generated based metric trigger monitored function metric monitored function value within particular range trigger identifies lead object associated metric', 'example embodiment trigger include member visiting three independent pharmacy member obtaining prescription three state within', 'month member receiving multiple subsequent home rental medical equipment trigger would produce member lead object another example trigger multiple patient office visit patient three year period trigger would produce member lead object', 'additional example trigger pharmacies drugs commonly abused trigger month trigger list pharmacy dispensed amount commonly abused drug additional example trigger patients receiving drugs commonly abused trigger month trigger list patient receiving amount commonly abused drug additional example trigger prescribers drugs commonly abused trigger trigger list provider prescribed amount commonly abused drug additional example trigger mailbox matching trigger region interest denoted city state trigger list provider practice address match location drop additional example trigger frequent npis trigger region interest denoted city state trigger list provider location receiving multiple npis short time frame', 'example interfaces', 'illustrates example graph node represent data object described herein presented display graph merely example include type node shown graph generated based node related lead object represent member suspect doctor shown graph includes node representing member health plan received subscription script multiple doctor criminally charged related offense node representing member connected edge node representing doctor connected edge node representing criminal event type event node representing organization', 'edge member node doctor node node representing', 'organization represent prescription written doctor anonymous doctor organization information prescription appear pharmacy claim health plan example claim reimbursement expense pharmaceutical edges also represent document object relationship shared', 'characteristic member node doctor node organization node edge graphically labeled information document object relationship share characteristic connects node edge edge label configurable represent different document object relationship shared characteristic node endpoint edge', 'embodiment illustrated different edge different thickness based strength association node endpoint edge example node several item relating thick edge node item relating thin edge', 'edges node also convey information edge node example doctor charged criminal event colored doctor charged colored blue green another example edge reflect suspect prescription colored edge reflect regular prescription colored blue green shade edge redder bluer greener based many suspect prescription regular prescription represented edge color coding node edge customized color represent different property', 'shown doctor wrote prescription member doctor wrote', 'prescription member doctor wrote prescription member doctor wrote prescription member anonymous doctor organization wrote prescription member anonymous doctor organization wrote prescription member prescription written different time different medication', 'shown least prescription written doctor organization suspect script suspect prescription include prescription written drug commonly abused drug used making illegal drug drug otherwise identified drug interest suspect prescription also include prescription flagged unusual example drug typically female prescribed male identified investigation investigative agency enforcement agency', 'also shown least prescription written doctor regular script regular prescription prescription suspect example edge label', 'identify different type suspect drug identify prescription regular prescription', 'graph doctor belong organization doctor belong organization doctor belongs organization example doctor shown edge label owner organization', 'also shown graph criminal event associated doctor criminal event associated doctor example doctor arrested different time charge although edge node labeled figure edge labeled suspect prescription', 'graph automatically generated combination hardware software stored instruction running computing device graph stored storage device sent network displayed display display mobile electronic device laptop desktop computer', 'analyst viewing graph node suspect prescription written organization member potentially suspect prescription written member members also received potentially suspect prescription doctor criminally charged light relationship brought light graph doctor owns organization subject investigation even though doctor known personally written prescription member particular doctor questioned wrote suspect prescription member', 'analyst also alternatively analyze graph determine doctor removed graph although doctor wrote prescription member also received potentially suspect prescription doctor prescription doctor regular prescription would normally raise concern member also removed graph edge member zand doctor band suspect prescription', 'another embodiment process running machine highlight node likely suspect interesting node likely interesting example process mark interesting node many direct interesting connection many direct connection interesting node process mark interesting node direct interesting connection direct connection interesting node number interesting connection', 'connection interesting node relative total number connection connected node', 'illustrates example timeline displaying display information information graph manner highlight event occurred example different timeline represent number regular prescription suspect prescription arrest occurred period covered timeline illustrated timeline includes date along bottom spanning example year year time also includes number item along side indicating item occurred given period time given date covered individual timeline', 'timeline also include legend display information interpret graphical indicator timeline example legend indicate correspond event illustrated color green correspond regular prescription color yellow correspond suspect prescription color correspond arrest', 'timeline also include label summary timeline section', 'suspect prescription doctor suspect prescription doctor label significant event doctor arrested doctor arrested label example user elect graphical interface highlight period timeline doctor wrote suspect prescription period timeline doctor wrote suspect prescription another example user elect graphical interface highlight period timeline doctor arrested', 'timeline automatically generated combination hardware software stored instruction running computing device graph stored storage device sent network displayed display display mobile electronic device laptop desktop computer', 'show example composite representation includes graph timeline concurrently displayed shown graph identifies member doctor event organization example different entity represented node graph entities associated based stored', 'information connected edge timeline includes arranged time order label legend', 'graph timeline represent data example prescription represented timeline represent edge graph removing edge node graph cause removal corresponding edge node', 'represented timeline similarly removing edge node timeline', 'cause removal corresponding edge node represented graph graph', 'timeline also include similar mapping example node edge', 'graph colored based certain criterion criterion used color', 'timeline', 'illustrates example process graphically arranging utilizing information member related suspect doctor process performed combination hardware software stored instruction running computing device stored instruction part module graphically arranging utilizing information member related suspect doctor', 'step module determines member related suspect doctor example doctor suspected charged convicted offense step module graphically arranges information related determined member optionally filtering information based certain criterion step include module generates graph member doctor wrote script member criminal event event related doctor member medical organization related doctor member generated graph also includes connection entity reflect association entity step also include module generates timeline distinguishes general script suspect script arrest time optionally including label significant event summary summary prescription represented timeline', 'graph timeline generated module module support analysis node edge graph period timeline step module user interface receives selection node graph response step step module store indication selected node marked', 'analysis display additional information selected node example clicking touching node display trigger display additional detail node previously displayed', 'step module user interface receives selection period time', 'timeline response step step module filter graph exclude node graph script event outside', 'selected period timeline example selection trigger filtering select', 'multiple period timeline response item adjacent', 'period filtered graph', 'illustrates example process graphically arranging utilizing', 'information doctor related suspect member process performed combination hardware software stored instruction running computing device stored instruction part module graphically arranging utilizing information member related suspect doctor', 'step module determines doctor related suspect', 'member example member suspected charged convicted offense step module graphically arranges information related determined member optionally filtering information based certain criterion step include module generates graph doctor member doctor wrote script criminal event event related doctor member medical organization related doctor member generated graph also includes connection entity reflect association entity step also include module generates timeline distinguishes general script suspect script arrest time optionally including label significant event summary summary prescription represented timeline', 'process analyze graph timeline', 'similar mentioned graph timeline generated according process herein generally used analyzed detect potentially fraudulent activity member doctor purpose cutting health care expense caused fraudulent activity analysis graph timeline partially based user input', 'user interface automated statistical relational correlative processing performed automatically without user input', 'illustrate example graph interface', 'useful practicing technique described herein graph interface include fewer additional element varying arrangement embodiment example', 'illustrates another example graph node representing particular patient', 'object connected various edge pharmacy node representing', 'pharmacy object according embodiment edge patient node', 'connected pharmacy node represent various relationship formed', 'various event pharmacy claim relationship described label', 'associated edge pharmacy node whether associated instance fraud certain pharmacy node linked owner node representing owner object pharmacist node representing pharmacist object indicated label associated corresponding edge link established phone record relationship employer employee relationship address relationship various owner node pharmacist node turn related pharmacist node indicated edge representing possible familial relationship possible identity relationship various pharmacist node related arrest event relationship specific fraud node representing fraud event object another pharmacy node immediately related patient node identified related owner node indicate edge', 'embodiment graph comprehensive network entity relationship rather filtered entity relationship likely interest analyst using technique described herein zoomed graph control zoom permit zooming graph', 'disclosure sometimes describes graphical interface feature term represented item opposed graphical representation item common describing graphical interface literal description graphical interface comprising interface component interpreted description graphical interface comprising graphical representation component example', 'description describe step selecting node fact selected representation node workspace', 'example cases', 'following example illustrate user utilize technique described herein simplify various objective related identifying investigating health care fraud', 'example given illustrative purpose limitation type', 'objective technique described herein applied', 'example case involves identifying expensive facility possible lead', 'analysis module generates histogram cost everything facility module', 'filter diagnosis link code module show aggregated metric', 'diagnosis average percentile cost facility module creates dynamic group expensive facility module compare histogram cost readmission rate identify suspect facility', 'another example case involves investigating particular provider investigative analyst receives workflow ticket indicating particular provider lead analyst instructs interface described herein show graph linked entity analyst filter graph show provider related particular provider', 'analyst creates workflow ticket identifying provider lead analyst return unfiltered graph particular member analyst instructs interface show pharmaceutical claim related particular provider linked member making claim analyst identifies member risk fraud create workflow ticket analyst instructs interface expand graph include provider pharmacy member connected analyst filter pharmacy include pharmacy metric indicative risk factor volume prescription certain drug analyst graph identify member visit pharmacy high amount oxycodone prescription investigation thus identified list doctor investigate list member list pharmacy avoid closer attention', 'hardware overview', 'according embodiment technique described herein implemented computing device computing device perform technique include digital electronic device', 'integrated circuit asics field programmable gate array fpgas persistently programmed perform technique include general purpose hardware processor programmed perform technique pursuant program instruction firmware memory storage combination computing device also combine custom logic asics fpgas custom programming accomplish technique computing device desktop computer system portable computer system handheld device networking device device incorporates program logic implement technique example block diagram illustrates computer system upon embodiment invention implemented computer system includes communication mechanism communicating information hardware processor coupled processing information hardware processor example general purpose microprocessor', 'computer system also includes main memory random access memory dynamic storage device coupled storing information instruction executed processor main memory also used storing temporary variable intermediate information execution instruction executed processor instruction stored storage medium accessible processor render computer system machine customized perform operation specified instruction', 'computer system includes read memory static storage device coupled storing static information instruction processor storage device magnetic disk optical disk provided coupled storing information instruction', 'computer system coupled display cathode tube displaying information computer user input device including alphanumeric coupled communicating information command selection processor another type user input device cursor control mouse trackball cursor direction communicating direction information command selection processor controlling cursor movement display input device typically degree freedom first axis second axis allows device specify position plane', 'computer system implement technique described herein using customized logic asics fpgas firmware program logic combination computer system cause program computer system machine according embodiment technique herein performed computer system response processor executing sequence instruction contained main memory instruction read main memory another storage medium storage device execution sequence instruction contained main memory cause processor perform process step described herein alternative embodiment circuitry used place combination software instruction', 'term storage medium used herein refers medium store data instruction cause machine operation specific fashion storage medium comprise medium volatile medium medium includes example optical magnetic disk storage device volatile medium includes dynamic memory main memory common form storage medium include example floppy disk flexible disk hard disk solid state drive magnetic tape magnetic data storage medium optical data storage medium physical medium pattern hole prom eprom nvram memory chip cartridge', 'storage medium distinct used conjunction transmission medium transmission medium participates transferring information storage medium example transmission medium includes coaxial cable copper wire fiber optic including wire comprise transmission medium also take form acoustic light wave generated data communication', 'various form medium involved carrying sequence instruction processor execution example instruction initially carried magnetic disk solid state drive remote computer remote computer load instruction dynamic memory send instruction telephone line using modem modem local computer system receive data telephone line transmitter convert data signal detector receive data carried signal appropriate circuitry place data carry data main memory processor', 'retrieves executes instruction instruction received main memory optionally stored storage device either execution processor computer system also includes communication interface coupled communication interface provides data communication coupling network link connected local network example communication interface integrated service digital network isdn card cable modem satellite modem modem provide data communication connection corresponding type telephone line another example communication interface local area network card provide data communication connection compatible wireless link also implemented implementation communication interface sends receives electrical electromagnetic optical signal carry digital data stream representing various type information', 'network link typically provides data communication', 'network data device example network link provide connection local network host computer data equipment operated internet service provider turn provides data communication service', 'world wide packet data communication network commonly referred internet local network internet electrical electromagnetic optical signal carry digital data stream signal various network signal network link communication interface carry digital data computer system example form transmission medium', 'computer system send message receive data including program code network network link communication interface internet example server might transmit requested code application program internet local network communication interface', 'received code executed processor received stored storage device storage later execution', 'foregoing specification embodiment invention described reference numerous specific detail vary implementation implementation specification drawing accordingly regarded illustrative rather restrictive sense sole exclusive indicator scope invention intended applicant scope invention literal', 'equivalent scope claim issue application specific form claim issue including subsequent correction', 'throughout specification including claim context permit term comprise variant thereof comprises comprising interpreted including stated integer integer without necessarily excluding integer', 'claims', 'claimed', 'system computing device comprising', 'data import component importing health care data data source', 'data source including health care provider insurer pharmacy', 'data repository data import component creates health care object representing health care data accordance defined ontology health care object including provider object provider object type describes health care provider patient object patient object type represent health care recipient health care event object event object type describe health care claim prescription medical procedure diagnosis fraud object representing known instance health care fraud', 'correlation component identifies correlation health care event object provider object patient object fraud object', 'graph generator component generates graph network identified based least correlation identified correlation component graph comprising linked node representing particular health care object identified network including particular patient node representing particular patient object particular provider node representing particular provider object graph linking particular provider node particular patient node fraud node within graph fraud node representing particular fraud object', 'interface generator generates interface display graph generated graph generator', 'system claim comprising object presentation component generating presentation particular health care object display interface', 'system claims comprising', 'input handler receiving input selecting particular control associated particular node graph displayed interface', 'object presentation component generating presentation information particular object associated particular node selected input', 'system claims comprising', 'filtering component identifies network graph generator graph input handler receiving input selecting particular control associated', 'particular node graph displayed interface', 'wherein filtering component configured identify network related particular node selected input', 'system claims comprising', 'filtering component identifies network graph generator graph', 'metric calculator configured calculate metric associated health care object based least identified correlation', 'lead identifier component configured identify health care object lead fraud investigation based least calculated metric', 'wherein filtering component configured identify network related health care object lead fraud investigation', 'system claims comprising', 'metric calculator configured calculate metric associated health care object based least identified correlation', 'wherein interface generator configured depict different node different edge graph differently based calculated metric', 'system claims comprising workflow module accepts input generated user automated lead identifier component identify particular health care object lead fraud investigation workflow module', 'configured generate workflow ticket based input send workflow ticket analyst investigation', 'system claims wherein data repository store pharmacy object pharmacy object type describes pharmacy wherein linked node include pharmacy node represent pharmacy object', 'system claims including mapping component generating health care event correlated particular health care object represented particular graph', 'system claims wherein linked node graph generated graph generator connected edge representative ofrelationships wherein least relationship derived health care event object based correlation', 'method comprising', 'generating provider object describe health care provider generating patient object describe health care recipient', 'generating health care event object health care event object including least object prescription event type object medical claim event type object diagnosis event type', 'generating fraud object representing known instance health care fraud', 'storing provider object patient object health care event object fraud object digital storage medium', 'correlating health care event object provider object patient object receiving input specifying particular object wherein particular object', 'particular provider object particular patient object', 'based correlating identifying network comprising provider object patient object associated particular object', 'generating graph network graph comprising linked node linked node including patient node represent patient object provider node represent provider object', 'linking particular provider node particular patient node fraud node within graph fraud node representing particular fraud object', 'wherein method performed computing device', 'method claim wherein generating health care event object comprises generating separate health care event object entry collected provider data source insurer data source pharmacy data source', 'method claims comprising generating pharmacy object describe pharmacy', 'wherein linked node include pharmacy node represent pharmacy object', 'method claims comprising', 'correlating multiple object different type single entity multiple object comprising provider object patient object', 'representing multiple object within graph single node representing logical object corresponds merger multiple object multiple node linked relationship', 'method claims', 'wherein correlating comprises deriving relationship construct based health care event object', 'wherein relationship construct define link provider object patient object', 'method claims', 'wherein correlating comprises deriving relationship construct based provider object', 'wherein relationship construct define link provider object patient object', 'wherein graph comprises edge depict link particular linked node edge representing relationship construct', 'method claims', 'wherein correlating comprises deriving relationship construct based health care event object', 'wherein relationship construct define link provider object patient object', 'wherein graph comprises edge depict particular link particular linked node edge representing relationship', 'wherein edge comprise first edge graphically represents first relationship type second edge graphically represents second relationship type', 'method claims', 'wherein correlating comprises deriving relationship construct based provider object', 'wherein relationship construct define link provider object patient object', 'wherein graph comprises edge depict particular link particular linked node edge representing relationship construct', 'wherein edge graphically depict summary particular health care event object relationship construct derived', 'method claims comprising', 'computing value metric associated provider object metric associated patient object based least part correlating', 'depicting within graph linked node edge linked linked node differently based computed value', 'method claims comprising', 'computing value metric associated provider object metric associated patient object based least part correlating', 'generating visualization value', 'wherein particular object selected part based selection particular value calculated association particular object visualization', 'method claims comprising', 'computing value metric associated provider object metric associated patient object based least part correlating', 'comparing value defined trigger define threshold unusual value selecting particular object least partly responsive particular object', 'associated particular metric value unusual value according particular defined trigger', 'method claims wherein network comprises object represents particular practitioner object represent patient prescription', 'written particular practitioner object represent practitioner patient visited', 'method claims wherein network comprises object', 'represents pharmacy customer object represent pharmacy visited pharmacy', 'customer object represent pharmacist employed pharmacy object', 'represent instance fraud associated pharmacist pharmacy', 'method claims comprising', 'computing value metric associated provider object metric associated patient object based least part correlating', 'determining size network based least part metric value', 'method claims comprising', 'presenting graph part interactive interface investigating health care data interface embedding first control selecting least particular linked node', 'responsive selection first control generating presentation comprising data associated first object particular linked node represents', 'wherein presentation includes list timeline data health care event object correlated first object aggregated statistic calculated association first object demographic information associated first object depicting location health care event related particular object', 'method claims comprising', 'presenting graph part interactive interface investigating health care data interface embedding first control selecting particular edge particular linked node', 'generating presentation data associated particular relationship particular edge represents responsive selection second control particular relationship derived particular health care event object presentation including list particular health care event particular health care event', 'method claims comprising', 'presenting graph part interactive interface investigating health care data interface embedding first control selecting least particular linked node', 'responsive selection second control flagging first object associated particular linked node subsequent investigation generating worktlow ticket identifying first object lead', 'method claims comprising', 'computing value metric associated provider object metric associated patient object based least part correlating', 'wherein particular object selected based part metric value associated particular object indicates doctor writing significantly prescription normal sudden increase prescription filled patient previously filling many prescription patient receiving significant amount emergency room visit specific time period patient', 'receiving prescription certain number provider within certain time period', 'method claims comprising', 'performing import operation data plurality source health care data plurality source including provider data source insurer data source pharmacy data source', 'wherein generating provider object patient object health care event object occurs part import operation', 'method claims comprising', 'automatically parsing named entity electronic news article indictment concerning instance fraud', 'generating least fraud object based parsing', 'method claims comprising correlating fraud object patient object provider object', 'medium storing instruction executed computing device cause performance method recited claims', 'doctor', 'determine member related suspect doctor', 'graphically arrange information related determined member optionally filtering information based certain criteria', 'generate graph member generate timeline distinguishes doctor wrote script general script suspect script member criminal event arrest time', 'event related optionally including label', 'doctor member significant event', 'medical organization related summary summaries', 'doctor member', 'female', 'pharmacy', 'pharmacy palperidone claims claims', 'employee', 'retail pharmacy', 'phone number', 'retail pharmacy retail pharmacy retail pharmacy retail pharmacy', 'employee phone number phone number address', 'employee phone number', 'emtployee', 'pharmacist', 'spouse owner pharmacist', 'owner owner pharmo', 'possibly related famil', 'dddd arrest involving', 'pharmacist michael', 'mini graph', 'selecting forging graph area prescriptions', 'possibly', 'pharmacist', 'arrest involving paul', 'possess', 'interface', 'data processing technique', 'abstract', 'system detecting healthcare fraud among purpose includes data import component importing health data data source health care provider insurer pharmacy data store data import component generates health object service provider object describing health care provider patient object represent health recipient health event object describe following health claim prescription medical procedure diagnosis correlation component identifies correlation health object graph generator component generates graph network identified based least correlation identified correlation component graph comprising connected node representing health object identified network interface generator generates interface display graph generated graph generator', 'images', 'classifications', 'health insurance management payment protection fraud', 'germany', 'language', 'inventor', 'current assignee', 'palantir technologies', 'worldwide application', 'application event', 'priority', 'priority', 'priority', 'status', 'pending', 'info', 'external link', 'discuss', 'description', 'claim priority', 'application claim priority provisional application filed entire content hereby incorporated reference fully forth herein', 'technical area', 'present invention relates data processing technique fraud detection context health insurance', 'background', 'approach described section approach could followed necessarily approach previously devised pursued therefore unless otherwise indicated assumed approach described section considered prior included section', 'healthcare fraud estimated cost billion year loss estimated loss account healthcare cost source fraud prescription drug fraud', 'examples recipe fraud include counterfeiting recipe changing prescription stealing prescription block ordering prescription using online pharmacy changing doctor pharmacy example visiting several doctor emergency room pharmacy pursuit prescription symptom mimicked migraine headache toothache cancer psychiatric disorder attention deficit syndrome intentionally injured oneself crossing border state multiple pharmacy achieve success renewal recipe recipe fraud occurs mainly retail pharmacy especially painkiller anxiolytic relaxant hypnotic', 'source fraud include fraud insurance claim service provider charge competition service service provider charge test patient competition service provider calculates unusual unnecessary medical procedure upcoding service billing expensive option upcoding equipment billing expensive device delivering cheaper device continuous billing medical device durable medical equipment billing procedure service provided submitting duplicate claim service unbundling group service service calculated individually provide higher remuneration bundled reimbursement transfers fund transportation fraud collecting fund several insurance company using surgical modifier increase compensation fraud affecting viaticals health life insurance cheating nursing home failure provide service service unauthorized personnel', 'summary invention', 'appended claim serve summarize invention', 'brief description drawings', 'drawing', 'show example graph node representing data object', 'show exemplary timeline displaying information information graph emphasizes event occurred', 'show exemplary composite representation including graph timeline shown simultaneously', 'show exemplary method graphing using information multiple participant associated suspected physician', 'show exemplary method graphing using information physician contact suspected subscriber', 'flowchart automatically identifying clue metric generated data organized accordance health data model', 'flowchart examining health fraud alert interface showing network item associated alert', 'figure show another graph node representing particular patient object connected various edge pharmacy node representing pharmacy object', 'show exemplary system described technique applied', 'figure block diagram showing computer system embodiment invention implemented', 'detailed description', 'following description purpose explanation many specific detail forth order provide thorough understanding present invention however understood present invention practiced without specific detail instance structure device shown block diagram avoid unnecessarily obscuring present invention', 'general overview', 'embodiment system computing device used inter alia detect healthcare fraud system includes data import component importing health data data source data source comprising health care provider insurer pharmacy data store data import component generates health object representing health data accordance defined ontology health object comprising service object service provider object type describing health service provider patient object patient object type representing health recipient health event object event object type describing following health claim prescription medical procedure diagnosis correlation component identifies correlation health event object service provider object patient object graph generator component generates graph network characterized based least correlation identified correlation component graph comprising connected node representing particular health object identified network including certain patient node representing particular patient object certain service provider node representing particular service provider object interface generator generates interface display graph generated graph generator', 'embodiment system comprises object presentation component generating presentation particular health object displayed interface embodiment system includes input handler receive input select particular control associated particular node graph displayed interface object presentation component generating presentation information particular object associated particular account selected input embodiment system comprises filter component selects network displayed graph generator input handler receive input select particular control associated particular node graph displayed interface filter component configured identify network associated particular node selected input', 'embodiment system comprises filter component identifies network graph generator display metric calculation unit configured calculate metric associated health object based least identified correlation alert identification component configured identify health object indicative fraud investigation based least calculated metric filter component configured identify network belong health object evidence fraud investigation embodiment system comprises metric calculation unit configured calculate metric associated health object based least identified correlation wherein interface generator configured display different node different edge graph differently based calculated metric', 'embodiment system comprises workflow module accepts input generated user automated alert identification component identifies particular health object indicia fraud investigation wherein workflow module configured based input generate workflow message send workflow message analyst investigation embodiment data store store pharmacy object pharmacy object type describing pharmacy wherein connected node comprise pharmacy node represent pharmacy object embodiment system includes schedule component generating health event plan correlated particular health object represented particular graph embodiment connected node graph generated graph generator connected edge representing relationship least relationship derived health event object based correlation embodiment component system include functionality described', 'embodiment method employed various system described herein includes generating service provider object describe healthcare provider generating patient object describing health recipient identifying relationship health event object service provider object pharmacy object identifying based relationship network service provider object patient object generating graph network wherein graph comprises connected node linked node comprising patient node representing patient object service provider node representing service provider object embodiment method comprises generating pharmacy object describing pharmacy wherein connected node comprise pharmacy node represent pharmacy object embodiment method comprises generating health event object describing health event connected node include event node represent health event object edge representing health event object', 'embodiment method includes generating service provider object describe healthcare provider generating patient object describing health recipient generating health event object describing following health claim prescription medical procedure diagnosis correlating health event object service provider object patient object receiving input indicating particular object wherein particular object either particular service provider object particular patient object identifying based correlating network service provider object patient object associated particular object generating graph network wherein graph comprises connected node connected node comprising patient node representing patient object service provider node containing service provider object represent', 'embodiment generating health event object comprises generating separate health event object entry collected service provider data source insurer data source pharmacy source embodiment method comprises generating fraudulent object represent known case healthcare fraud associating particular service provider node patient node', 'fraudulent node graph fraudulent node representing particular fraudulent object embodiment health event object include least object recipe event type object medical claim event type object diagnostic event type embodiment method comprises generating pharmacy object describing pharmacy linked node comprise pharmacy node represent pharmacy object', 'embodiment method comprises correlating plurality different type object single element plurality object including service provider object patient object representing plurality object graph either single node representing logical object belonging merge multiple object multiple node connected relationship', 'embodiment correlating comprises deriving relationship structure based health event object relationship structure define connection service provider object patient object embodiment graph includes edge show connection particular connected node wherein edge represent relationship structure embodiment edge include first edge graphically represents first relationship type second edge graphically represents second relationship type embodiment edge graphically show summary particular health event object relationship structure derived', 'embodiment method comprises calculating value metric associated service provider object metric associated patient object based least part correlating embodiment method comprises mapping connected node edge connecting connected node based calculated value differently graph embodiment method comprises generating visualization value particular object selected based part selection particular value visualization calculated association particular object embodiment method comprises comparing value define trigger define unusual value threshold selecting particular object least part response particular object associated particular value metric unusual value according particular defined trigger embodiment method comprises determining size network based least part value metric embodiment particular object selected based part value metric associated particular object indicates following physician writing substantially prescription usual sudden increase prescription issued patient many prescription previously issued patient make high number visit given period patient receives prescription certain number service provider given period time', 'embodiment network includes object represents particular practitioner object represent patient recipe issued particular practitioner object represent practitioner visited patient embodiment network comprises object representing pharmacy customer object representing pharmacy visited pharmacy customer object representing pharmacist', 'employed pharmacy object representing fraud case associated pharmacy pharmacists pharmacy connected', 'embodiment method comprises presenting graph part interactive interface examining health data wherein interface embedded interface select least particular connected node generate presentation comprising data associated first object representing particular connected node response selection control presentation comprising list timeline health event data objects correlated first object aggregated statistic calculated relation first object demographic information associated first object showing location health event associated first object connection', 'embodiment method comprises presenting graph part interactive interface examining health data wherein control embedded interface select particular edge particular connected node generating presentation data associated particular relationship representing particular edge response selection control wherein particular relationship derived particular health event object wherein presentation list includes certain health event plan particular health event', 'embodiment method comprises presenting graph part interactive interface examining health data wherein control selecting particular connected node embedded interface response selection control marking first object associated particular connected node subsequent examination generating workflow message identifying first object hint', 'embodiment method includes generating health event object describing following health claim prescription medical procedure diagnosis generating service provider object describing healthcare provider generating patient object describing health recipient creating pharmacy object describe pharmacy correlating event object service provider object participant object pharmacy object calculating metric service provider object subscriber object pharmacy object based correlating identifying unusual metric value metric identifying hint object investigation based unusual metric value hint object comprising particular provider object particular pharmacy object particular patient object', 'structural overview', 'show exemplary system described technique applied according embodiment system computer based system different component system implemented least part hardware computing device hardware processor execute instruction stored memory perform various function described herein system figure show many possible arrangement component configured perform functionality described', 'herein arrangement include fewer different component allocation task component vary depending arrangement', 'system includes data import component collect data variety source including service provider source insurer source public source source described data source point time depending factor size data source accessibility data source frequently data source change', 'depending data collected data import component', 'optionally perform extract transform load operation collected data create object correspond defined ontology correspond ontology example dynamic ontology static scheme definition data structure', 'data import component cause collected data stored data store saved data store save among object type following service provider object patient object pharmacy object health event object object belonging different object type ontology defined object include type object type considered desirable example another object type management event object thus embodiment data obtained healthcare provider insurer public source source represented computer memory data representation technique represent service provider patient pharmacy event element depicted graph based relationship event transaction practice examples saving associated object described following section', 'system includes correlation identification component', 'object correlate accordance technique described herein correlations made correlation identification component generated graph', 'generator used generate object graph accordance technique described graph describe relationship different network object based least part correlation', 'graph used graph generator generated become interface', 'generator creates visual presentation graph user interface displayed visual presentation graph show different object relationship objects thus object presentation generator generates different presentation object object presentation used visual presentation made interface builder generated examples visual presentation graph object given subsequent section', 'help user navigate understand data graph form filter component graph generator connected filter component otherwise reduces simplifies filter otherwise manipulates network object relationship represented graph accordance technique described filter component operate response various input input handler receive input belong various control embedded visual presentation interface displayed', 'examples input described', 'metric calculation unit calculates different metric based object data correlations made correlation identification component used generate metric exemplary metric described section metric used variety reporting purpose object presentation', 'generator interface generator example metric used customize visual presentation graph object shown therein', 'certain relationship correlation object indicate fraudulent activity embodiment optional hint identification component identifies cues suspected fraudulent activity accordance technique described example hint contain certain object store relationship multiple object hint identified based metric value provided metric calculation unit calculated unusual based various fraud detection structural hint found filter component process graph draw attention identified indicia accordance technique described', 'functional overview', 'techniques described model data model along investigative procedure identify fraud general technique described herein data obtained extracted various source health data data converted various stored data object relationship graph correspond common health data model dynamic ontology schema data type defined common model provide least following data object describing patient participant health plan data object describing healthcare provider individual physician multiple data object describing health event prescription claim treatment procedure embodiment data object also exist describe variety health element location event various example described', 'fraud investigations', 'embodiments useful number different fraud related purpose embodiment data object used identify fraud different time workflow first step generation clue level includes identifying suspected case healthcare fraud investigation note described herein particular individual organization event suspected consisting connected displaying real potential fraud increased probability consists fraud associated indicates term hint also used denote data object represents suspect individual suspected organization suspicious event identify clue possible fraudulent activity another identify clue review network individual', 'organization involved fraud case described medium report conviction publication another identify clue apply business rule different data object relationship described herein mark possible fraudulent activity receiving treatment ovarian cancer another identify clue implemented algorithm analytical method compute metric based various data object described herein metric indicates number prescription physician issued commonly abused drug data object associated unusual value metric tracked hint', 'next level hint prioritization many possible track limited resource track note prioritization allows focus limited resource hint given high priority example hint prioritization include filtering based following include certain type fraud include least certain threshold amount money constitute obvious instance fraud hint easiest investigate clue heaped embodiment various metric take account factor used sort clue clue examined sort order embodiment primary metric sorting clue configured quantify likelihood fraud effect fraud fraud indeed occurred however variety metric generated sort hint different investigator responsible investigating evidence prioritized based different factor metric', 'next step examining prioritized hint stage investigator search answer question physician concerned issue prescription pick recipe medical treatment doctor perform medical treatment suspicious larger network service provider suspects interact service provider suspicious whether service provider transferring people prescribe medicine prescribed based relevant fact embodiment various data visualization processing technique facilitate mapping data object described investigation example network physician patient pharmacy depicted navigable graph interconnected node connection determined based various health event', 'fourth step take action positive determination indication example patient include causing intervention providing treatment addiction depression patient fraudulent service provider include handing result insurer enforcement agency', 'operation provided example fraud investigation workflow include element divergent order data object described also useful operation', 'automated identification information metrics', 'show flowchart automatically identifying indicia metric generated data organized accordance health data model according embodiment embodiment method associated functional block implemented mean computer program software element digital logic computer special computer data acquisition processing memory operation performed interacting editing physical state memory computer', 'block involves creating service provider object describe different healthcare provider example data service provider object obtained claim submitted service provider insurer transmit data computer system implementing technique described herein health care provider entity providing health care service healthcare provider include organizational unit also referred institution institution hospital clinic healthcare provider also include individual practitioner also referred health worker doctor dentist case case single practitioner single practitioner also organizational unit', 'embodiment different type service provider object represent individual practitioner opposed organizational unit embodiment different type service provider object include data different source concerning service provider embodiment different type service provider object include data collected association service provider service provider perform different function example single physician belong prescriber object store data collected association physician role prescriber drug specialist object store data related physician performing role performing certain specialized procedure assessment practitioner object representing data collected physician generally performing role service provider alternatively physician represented prescriber object linked facility object facility physician employed embodiment type service provider object data associated role physician practitioner instead collected umbrella single type service provider object', 'block includes creating patient object describe recipient healthcare service embodiment different type patient object include data collected service provider different source example single person represented participant object consisting data collected insurer finance health plan subject participant also represented separate patient object consist data collected connection service provider customer object consist data collected pharmacist embodiment different type patient object necessarily correlate source instead correlate role associated patient collecting data participant plan customer pharmacy embodiment data associated role patient instead collected screen single type patient object', 'block includes generating health event object describe following health claim prescription medical procedure diagnosis example event object generated entry service provider insurer pharmacy based insurer submission claim several type event object claim prescription procedure diagnosis example different event object type medical claim prescription claim single event object type includes type field classifies event type event also modeled case fraud various embodiment different combination event', 'block optional embodiment includes creating pharmacy object describe pharmacy depending embodiment different type pharmacy object represent different type pharmacy data pharmacy object obtained directly pharmacy owner claim data insurer', 'block includes correlating event object service provider object patient object pharmacy object convenience term unit used hereinafter refer service provider patient pharmacy term unitary object therefore used refer object includes data representing unit correlated event object assigned least service provider object patient object pharmacy object created attribute event object identifier unit involved event compared associated attribute service provider object patient object pharmacy object example recipe event object include field identify object represent practitioner prescribed prescription associated device another example claim event include field identifying participant object facility object', 'embodiment different type service provider object patient object unit block also correlate object suitable unit allocation technique example practitioner object correlated prescriber object using state identifier unique combination attribute name location object correlated unit unique system identifier unit created added attribute object correlate unit purpose subsequent analysis object assigned single entity temporarily merged logical service provider patient object object kept separate connected relationship', 'relationship data structure connects object together defined relationship type embodiment block continue create relationship based correlating least event object correlated multiple unit object example recipe object correlated prescriber object represents doctor issued prescription patient object represents patient prescription issued event object thus used derive relationship entity render service rendered first entity relationship behalf second entity relationship issued prescription recipe submitted received diagnosis embodiment relationship include attribute', 'associate relationship specific event relationship derived count number associated event', 'block includes calculating value metric associated service provider object patient object pharmacy object based correlating first example metric particular entity object includes counting correlated event object particular type particular property second type example metric involves summing averaging certain attribute certain type correlated event object correlated event object particular property third type example metric includes calculating standard deviation metric value across group unit geographic region fourth type example metric involves computing different function particular attribute certain correlated event object fifth example metric involves calculating proportion correlated event object particular type particular attribute value variety type metric varying complexity also possible example various metric formulated identify fraudulent behavior described herein', 'metric example metric refer recent event last month year others refer fixed time period metric given unit also based metric attribute unit belong particular unit connected example metric practitioner include number patient practitioner particular characteristic history drug abuse', 'block involves identifying uncommon metric value example identifying include identifying individual value metric outside certain number standard deviation metric value metric threshold metric identifying also came instead involves sorting individual value metric much deviate average metric selecting certain number value highest variance unusual combination metric value single metric value alone uncommon also identified pattern recognition technique based transaction history heuristic used identify value metric', 'embodiment identification automated certain predefined metric monitored associated trigger single value monitored metric reach threshold defined trigger trigger identifies value unusual monitoring continuous monitoring done certain time interval request embodiment rather monitoring previously defined uncommon metric metric various algorithm trained find uncommon value embodiment different user define different type trigger example recipe fraud specialist define trigger examine metric indicative potential recipe fraud claim fraud specialist define trigger related claim fraud', 'embodiment identification performed manually personnel trained search unusual value assist personnel analysis application provide various visualization different metric example application display histogram various metric staff select value distribution', 'embodiment identification based risk assessment take account factor geography hospital physician patient certain value certain metric alarming example context state whose regulate drug strictly context state change certain metric worrying certain initiation associated past case fraud change would otherwise thus order ensure metric assessed overall risk metric actually indicate certain metric truncated weighted otherwise adjusted based risk assessment risk assessment entered manually associated particular type attribute event learned time various feedback mechanism', 'specific example uncommon metric value could include without limitation following doctor writes many prescription usual based average past colleague average sudden significant spike prescription submitted patient previously submitted many prescription patients make significant number visit emergency department given period visit five patients receive prescription certain number service provider given period time five different prescription five different service provider service provider fail submit claim', 'block includes based unusual metric value identifying hint object examination hint object fair calculating unusual metric value notification object comprise following particular service provider object particular pharmacy object particular subscriber object hint object necessarily include object selected based identified metric value example certain possible hint object filtered based business rule possible hint object filtered based sorting method prioritize investigation', 'embodiment hint object highlighted database discovering analyst later search object tagged different object marked differently indicate examined investigator specialty example different type object unusual metric value suitable studied different type analyst embodiment email identifying hint object generated suitable method used identify hint object analyst embodiment block become executed response request analyst analysis module analysis module visually display clue section investigator immediately start investigation using technique described herein', 'flowchart example technique identifying clue metric generated using data organized accordance health data model flowchart include fewer additional element different arrangement example embodiment data model provides service provider group object object service provider specialty object group number practitioner specific reason identify problem particular specialty group single facility geographic region', 'fraud events', 'embodiment identifying clue based least part data mining fraud conviction press article concerning fraud embodiment data entry personnel read data enters name affected unit data model named unit source automatically parsed using natural language data processing technique example data mining module monitor feed press article meet certain category search query automatically parse article conviction government website prosecutor website collected parsed case named unit identified fraud event object created possibly linked related publication fraud event blocked unit correlated embodiment fraud event used generate clue example unitized object correlate fraudulent event object become clue associated network unit parsed accordingly embodiment identifying clue fraud event separate identifying clue metric embodiment fraud event used generate metric metric used prioritize filter fraud event', 'creating graph investigation information', 'show flowchart investigating fraud scam healthcare environment using interface visually depicts network entity belong clue according embodiment', 'block includes generating service provider object describe healthcare provider described respect block described', 'block includes creating patient object describe healthcare recipient described respect block described', 'block includes generating health event object describe following health claim prescription medical procedure diagnosis described respect block described', 'block involves correlating health event object service provider object participant object similar block', 'block includes generating relationship service provider object patient object based least event object similar manner optional relationship building feature block', 'block includes receiving input indicating particular object wherein particular object either particular service provider object particular patient object example input input select hint object list hint object input input click particular object various presentation information various data object described herein histogram graph metric value plan service provider participant dropping icon represents particular object input query object meet certain criterion input instead input suitable selecting particular object input also include selection particular plurality object received identified result performing query database', 'block comprises based relationship identifying network service provider object subscriber object associated particular object', 'block example include identifying entity object certain number relationship particular object network include object represent example particular practitioner patient prescription issued practitioner practitioner visited patient another example network include facility practitioner currently formerly employed facility patient facility network extended object number relationship particular object exact scope configurable modifiable analyst using suitable interface technique', 'embodiment network filtered contain object linked certain relationship type possible relationship embodiment network filtered contain object particular type object particular attribute embodiment network filtered contain object associated particular object relationship associated event collected particular specific region share certain attribute exact filtering performed configurable modifiable analyst using appropriate interface technique example embodiment interface display menu item ontology allow user select item graph mapped mapped', 'embodiment filtering network size determined based metric indicate level significance particular object relationship particular type fraud relationships based medical procedure example significant context prescription drug fraud therefore particular object flagged indication drug fraud relationship based medical procedure filtered least limited scope small number degree embodiment group significant object folded single node single relationship network subsequently separated desired user', 'block includes generating graph network connected node embodiment block also includes graphically displaying graph graphical user interface display device computer connected node include patient node represent patient object service provider node represent service provider object node represent associated object suitable technique example patient node mapped person icon device node building icon practitioner node doctor icon representing node instead include various attribute selected associated object name gender location image metric value graph includes representation relationship edge object different type edge different type relationship example embodiment relationship represented single line several different line shown embodiment edge contain label identifies type type relationship edge also include indicator indicates need number event based relationship generated edges otherwise distinguished based relationship type', 'various highlighting technique used highlight node belong object unusual metric example circle drawn around service provider fraud history another example device unusually large number particular type recipe issued represented larger icon device highlighting technique also used highlight highlight certain node edge based strength relationship example strength relationship service provider object patient object mirrored width line connecting associated service provider node patient node patient particular service provider interacted displayed using much smaller icon patient particular service provider frequently interacted', 'embodiment graph block presented part interactive interface health data analysis interface embed variety control graph activated selecting different element graph including node edge example analyst control change presentation information search investigate type fraud described herein', 'particular interface operation consists selecting graph node graph edge drill information object represented node edge embodiment includes block optionally generating presentation based value metric relating first object represented first node selected graph first input presentation provided convenient location including window separate area interface separate screen presentation include data value metric associated first object information include example list timeline event correlated first object aggregated statistic first object demographic information graph embodiment first input select multiple object include presentation information multiple object average summation statistic plan show location event belong selected object', 'embodiment input select edge graph presentation information event generated list event schedule event embodiment interface includes control navigate graph zoom graph filter expand mesh covered graph embodiment interface configured change weight highlight based currently selected element graph example patient node poorly connected particular node initially small grow response user selecting another node graph patient node clearly connected', 'variety technique creating interactive interface also used examples interface example described', 'filed november describes various example interactive based interface entire content application hereby incorporated reference purpose presented entirety', 'flowchart example technique identifying clue metric generated data organized accordance health data model flowchart include fewer additional element different arrangement example embodiment correlating mapping graph include type node node pharmacy object publication object drug object medical procedure object owner object employee object pharmacist object forth represent', 'embodiment certain relationship indirectly associate entity object event object example prescriber object relationship event event relationship patient object embodiment event represented node graph combination event relationship connect event object event grouped single relationship represented single edge embodiment user switch representation style embodiment chain relationship object temporarily single relationship purposes reduced presentation calculation metric', 'embodiment include carrying step combination different type unit based event type regardless whether unit type event type include specifically described indicated', 'embodiment interface provide various control optimized certain type discovery task verifying service provider facility detail examining history discovery action assessing claim source data verifying subscriber status searching associated unit determining likelihood doctor really involved fraud based factor whether doctor recently stolen number', 'embodiment particular object service provider accused fraud network comprises plurality service provider previous patient service provider embodiment relationship also based data status ownership probable relationship shared residence family relationship social network', 'data architecture', 'embodiment health event object managed health event object store includes database storing health event object service provider object managed service provider store includes database store service provider object manage patient object patient memory includes database storing patient object manage pharmacy object pharmacy store containing database includes store pharmacy object memory present type data object database forming memory overlap memory store managed separately', 'embodiment object described object described herein generated import operation data various source insurer database healthcare provider health record pharmacy record governmental record publicly available document import process repeated periodically specific time update object object import process include various operation normalize source data correspond data model described herein', 'embodiment object described herein necessarily stored persistent storage instead generated source data demand purpose various analyzes described herein', 'logical object types', 'embodiment data object logical data structure includes value various defined field data object stored plurality underlying structure file part file element table database group linked database table application read underlying structure interprets underlying structure data object data object processed various step algorithm described herein', 'embodiment modeled object type include without limitation claim object medical claim physician outpatient medical claim inpatient medical claim pharmacy claim patients object prescriber object recipe object pharmacies object fraud object many variant combination object possible', 'sources', 'embodiment health data object generated source data offered variety source exemplary source include service provider insurer source claim processing database contract management database service provider network database membership authorization database claim account database pharmacy service database utilization gateway database pharmacy claim database list authentication call database hotline invoicing receivables database', 'exemplary source include governmental publicly available data store public health record usps code storage national drug codes logical observation identifiers names codes national provider identifiers exclusion list list excluded person organization course many data source possible', 'databases', 'embodiment data various data source passed layer form database database include example product organization geography customer subscriber service provider claim statistic claim aggregation claim finance pharmacy claim laboratory result sale database store various data object described data object instead arranged variety configuration', 'embodiment ontology preventing fraud healthcare following data object type claim object drug object participant object pharmacy object plan performance object prescriber object service provider object', 'claim object represents health claim request reimbursement health expense insurer several type claim object including claim object prescription claim object laboratory test claim object medical procedure claim object type service embodiment claim object includes among element value type attribute unique system identifier associated subscriber identifier allowed amount claim status paid declined canceled submission date amount covered medicare plan date service estimated number prescription sufficient prescription paid prescribed drug name cost content paid shipping identifier amount paid unfunded plan number authorized renewals payer amount participant plan type amount paid patient deductible amount pharmacy system identifier prescription system identifier date prescription issued amount dispensed prescription claim number processing contractually agreed service rendered total amount deducted processor expected different field belong different type service provider claim', 'drug object represents particular drug embodiment drug object includes among element value following type attribute unique system identifier american hospital formulary service therapeutic class code generic status indicator brand name generic brand status drug name protected registered generic generic dosage form class code generic class name prescription freedom indicator', 'drug dosage generic code number generic code sequence generic product index administration drug code product identifier note product service name identifier dosage unit national drug code', 'participant object represents particular participant health plan several group participant different insurer type plan group came different structure embodiment participant object includes among element value type attribute unique system identifier last month performance number month logged particular year data covered different field first name name gender date birth address city state code country phone number social security number additional address contact field different type contact information work temporary emergency plan performance system identifier login source system', 'embodiment subscriber object comprise associated tracking data record change value attribute period time example separate participant detail object includes value attribute month year participant covered plan participant detail object include month year attribute participant identifier associate associated participant object', 'pharmacy object represents particular pharmacy embodiment pharmacy object includes among element value type attribute unique system identifier pharmacy distribution class independent chain clinic franchise governmental alternative pharmacy distributor type community retail long term shipped home infusion therapy indian health service department veterans affairs institutional managed care medical device providers clinic specialty nuclear military coast guard mixture manufacturing branch office code service provider identifier service provider identifier', 'plan performance object represents specific plan performance embodiment plan performance object includes among element value following type attribute unique system identifier contract number service provider identifier start date date packet', 'prescriber object represents particular prescriber drug embodiment prescriber object includes among element value following type attribute unique system identifier first name name prescriber identifier prescriber identifier specified medicaid upin ncpdp state license number federal government issued specialty code recipient object service provider object case represent linked physical entity prescriber object return data another source service provider object embodiment attribute prescriber object service provider object combined', 'single object embodiment object logically separated correlated indeed represent unit', 'service provider object represents particular provider healthcare service embodiment service provider object includes among element value following type attribute medical service provider identification number text numeric service provider type health professional healthcare organization service provider status active contract active contract various contact line indicator effective data regarding whether process exception true process exception type code date medical service provider identification number created date service provider file become inactive organization type code indicate service specialty offered medicare identifier provider medical qualification service provider main specialty name first name middle initial suffix middle name gender social security ummer federal code date birth date degree medical college proof entitlement description proof entitlement current credentials cycle current proof claim type original reissued hospital based transfer association interrupted empire initial excluded practice completed proof entitlement indicator proof entitlement organizational identifier proof entitlement organization approval date proof entitlement organizational indicator universal service provider identifier invoice type hfca assembled service provider information source service provider claim classifier email last updating type address', 'additional data object health ontology given appended appendix', 'metrics', 'various example metric automatically identifying prioritizing examining clue described', 'metrics relating subscriber object include without limitation average standard deviation schedule prescription month count diagnosis drug abuse count average standard deviation emergency room visit year count individual service provider issued recipe subscriber count different pharmacy redeemed recipe participant grand total insurer paid participant average standard deviation amount paid month total number pill spent month average number recipe average standard deviation recipe month participant average standard deviation medical claim participant month count schedule prescription count schedule recipe count recipe average standard deviation amount paid category diagnosis count claim durable medical device count methadone overdoses count poisoning opiate methadone dependence indicator amount paid', 'metrics relating service provider object include without limitation following average invoice service provider amount paid service provider average standard deviation amount paid month standard deviation amount paid month area specialty standard deviation amount paid month specialty location average amount prescription pill average recipe number repeat order count prescription claim paid count recipe claim count medical claim average standard deviation prescription claim patient average standard deviation medical claim patient proportion schedule medicine share schedule medicine proportion schedule medicine specialty proportion schedule medicine specialty count patient service provider count individual pharmacy service provider patient sent standard deviation individual diagnosis made service provider specialty count different procedure performed service provider count clinic possession standard deviation amount paid service provider diagnosis count prescription durable medical device issued proportion network entitlement attributed service provider estimated', 'metrics relating service provider object include without limitation following average claim average amount paid claim average amount paid month average number patient average number pharmacy number different diagnosis histogram diagnosis number different procedure histogram procedure', 'metrics relating pharmacy property include without limitation following average amount paid insurer maximum average amount paid prescriber number claim proportion dispensed prescription containing schedule category drug proportion dispensed prescription included schedule category drug average total issue operation proportion issued prescription concerning branded drug count different drug name recipe proportion issued prescription relating drug high reimbursement proportion issued prescription concerning drug possible abuse share claim repeat order average standard deviation journey path traveled customer pharmacy counting pharmacy area proportion issued prescription concerning small reorder proportion claim canceled proportion claim paid average invoice amount patient average invoice amount prescriber average claim patient average claim prescriber', 'metrics relating diagnostic object include without limitation following histogram hcpcs procedure histogram diagnosis average amount paid year patient average total amount paid patient histogram drug name prescribed indicator drug abuse indicator drug addiction', 'metrics relating procedure object include without limitation following histogram diagnosis histogram procedure patient total average minimum maximum procedure count patient diagnosis', 'metrics relating drug object include without limitation following maximum drug amount patient year minimum maximum average amount paid', 'metrics relate recipe claim object include without limitation following directions pharmacy arrival prescriber indicator whether prescription abuse drug standard deviation amount paid indicator whether gender patient compatible prescription indicator whether prescription claim expensive branded drug indicator whether prescription claim frequently abused schedule drug', 'metrics relating medical claim object include without limitation following route doctor indicator whether claim drug abuse characteristic standard deviation amount paid procedure', 'embodiment various trigger generated based metric trigger monitored function metric monitored function value within certain range trigger identifies multiple hint object associated metric', 'example embodiment trigger include subscriber visiting three independent pharmacy subscriber receiving prescription three state month subscriber receiving medical home loan device multiple time consecutively', 'trigger generates participant hint object another exemplary trigger several visit office patient patient period trigger generates participant hint object', 'additional example trigger trigger pharmacy drug commonly abused month trigger list pharmacy spent largest amount drug commonly abused additional example trigger trigger patient receiving medication commonly abused month trigger list patient receives largest amount medication commonly abused additional example trigger trigger prescribers drug commonly abused trigger list service provider prescribed largest amount commonly misused drug additional example trigger trigger matching postal address region interest identified city state trigger list service provider practice address match location drop', 'additional example trigger trigger frequent npis region interest identified city state trigger list service provider location receive multiple npis short period time', 'exemplary interfaces', 'show exemplary graph node representing data object described herein displayed display represented graph example include type node shown graph generated based node associated hint object representing participant suspected physician shown graph includes node participant health plan received subscription script several physician prosecuted offense node participant represent edge', 'associated node representing physician connected edge associated node criminal incident type event node hosting organization represent', 'edge participant node doctor node node make organization represent prescription issued doctor anonymous physician organization information prescription appear pharmacy claim health plan example claim reimbursement drug cost edges also contain document object relationship shared characteristic subscriber node physician node organization node represent edge graphically labeled information document object relationship shared characteristic connects node edge edge label configurable represent various document object relationship shared characteristic node endpoint edge', 'embodiment shown different edge different thickness based strength connection node point edge example node multiple member joining thick edge node member joining thin edge', 'edges node also color coded convey information edge node example doctor charged criminal activity dyed doctor charged blue green another example edge representing suspect recipe colored edge representing normal recipe colored blue green edge redder bluer greener based many suspect recipe normal recipe represented edge color coding node edge configurable user adjusted color represent different property', 'shown doctor issued prescription participant doctor issued prescription participant doctor issued prescription participant doctor issued prescription participant anonymous doctor organization issued prescription participant anonymous doctor organization issued recipe participant prescription issued different time different medication', 'shown least prescription issued doctor organization suspicious script suspected prescription include prescription issued drug commonly abused drug used make illicit drug drug otherwise identified medication interest suspected prescription also include prescription marked unusual example drug commonly used woman prescribed identified investigation investigative agency enforcement agency shown least prescription issued physician normal prescription normal prescription prescription suspicious example edge label refer different type suspicious drug label recipe normal recipe', 'graph physician belong organization doctors belong organization physician belongs organization example doctor edge label shown owner organization', 'addition shown graph criminal event connected doctor criminal event connected doctor example doctors arrested various time charge although edge node figure labeled edge could labeled suspect recipe', 'graph automatically generated combination hardware software stored instruction running computing device graph stored memory device sent network displayed display display mobile electronic device laptop desktop computer', 'analyst graph node suspicious recipe issued organization participant possibly suspicious recipe issued participant participants also received suspicious prescription doctor charged criminal charge respect relationship illustrated graph physician owns organization subject investigation although known physician personally receives prescription participant issued particular doctor questioned issued suspicious prescription participant', 'analyst also alternatively analyze graph determine physician removed graph although doctor issued prescription participant also received potentially suspicious prescription doctor prescription doctor normal prescription would normally raise concern participant also removed graph edge participant physician suspect recipe', 'another embodiment method running device highlight node likely suspicious node likely suspicious uninteresting example method mark node many link many direct link node interest interesting method mark node direct interesting link direct link node interest uninteresting number interesting link link node interest considered compared total number link linked node', 'show exemplary timeline display information information graph emphasizes event occurred different example timeline represent number normal recipe suspect recipe arrival occurred time period covered timeline shown timeline includes date along bottom ranging example year year timeline also includes number element page indicate item occurred given time period given date individual timeline covered', 'timeline also legend display information interpret graphic element timeline example legend indicate belong event shown color include green normal recipe color yellow suspicious recipe color arrest', 'timeline also allows caption summary timeline section include example suspicious prescription doctor suspect prescription doctor label important event doctor arrested doctor arrested', 'label configurable user example user decide graphical user interface highlight period timeline physician issued suspicious prescription period timeline physician issued suspicious prescription broad example user graphical user interface highlight period timeline doctor arrested', 'timeline generated combination hardware software stored instruction running computing device graph stored storage device sent network displayed display display mobile device laptop desktop computer', 'show exemplary composite representation graph', 'timeline displayed simultaneously shown graph identifies participant doctors events organization different element example represented node graph elements connected another based stored information edge connected timeline includes arranged chronological order label legend', 'graph timeline represent data recipe', 'timeline example edge graph represented represent remove edge node graph result removal corresponding edge node timeline shown similarly removing edge node', 'timeline remove corresponding edge node present graph shown graph timeline also include similar color coded image nodes edge graph example colored based certain criterion criterion used represent timeline color', 'show exemplary method graphing using information participant associated suspected physician method performed combination hardware software stored instruction running computing device stored instruction part special module graphically arrange information participant communication suspected physician', 'step module determines participant contact suspected doctor example doctor suspected charged convicted related offense step module graphically information associated identified subscriber optionally information filtered based specific criterion step module includes graph participant physician issued recipe participant criminal event event associated physician participant medical organization communicate physician participant generated graph also includes connection unit represent connection unit', 'step also module generates timeline distinguishes general recipe suspect recipe arrival time optionally includes annotation significant event summary recipe included timeline represented', 'graph timeline generated module module support analysis node edge graph period timeline step module receives user interface selection node graph response step save step module sends message selected node node marked analysis display additional information selected node example clicking touching node display trigger display additional detail node previously displayed', 'step module receives selection time period timeline user interface response step step module filter graph exclude node graph script event outside selected period timeline example selection trigger filtering select multiple period timeline response element adjacent period filtered graph', 'show example method graphing using information physician communication suspected participant method performed combination hardware software stored instruction running computing device stored command part special module arrange information participant associated suspected physician', 'step module determines physician associated suspected participant example participant suspected charged convicted offense step module graphically information associated identified participant optionally information filtered based certain criterion step also module contains graph physician participant script issued physician criminal event event associated physician participant medical organization communicate physician participant generated generated graph also includes link unit represent link unit', 'step also module generates timeline distinguishes common script suspicious script arrival time optionally includes label significant event summary recipe represented timeline', 'procedure parse graph timeline manner similar used described graph timeline generated accordance method described herein used analyzed generally detect potential fraudulent activity participant physician reduce health expenditure resulting fraudulent activity analysis graph timeline based part user input user interface automated statistical relational correlating processing performed automatically without user input', 'figure show example graph interface useful applying technique described herein graph interface include fewer additional element different arrangement embodiment example show another example graph knot representing particular patient object different edge pharmacy node representing pharmacy object according embodiment edge patient node pharmacy', 'node connected represent various relationship formed various event pharmacy claim relationship described caption', 'edge linked pharmacy node whether', 'case fraud linked certain pharmacy node continuing owner node represent owner object pharmacist', 'node represent pharmacist object indicated caption corresponding edge link created relationship phone relationship address relationship various owner', 'node pharmacist node turn stand pharmacist', 'node connection edge displayed represent possible kinship relationship possible equality relationship various pharmacist', 'knot stand relationship arrest event associated special fraud node fraud event object represent another pharmacy node directly related patient node identified owner node marked edge displayed', 'embodiment graph comprehensive network entity relationship instead filtered unit relationship might interest analyst technique described operating element graph zoom zoom allow zooming graph', 'disclosure sometimes describes feature graphical user interface form represented element opposed graphic representation element usual description graphical user interface literal description graphical user interface include interface component understood description graphical user interface includes graphical representation component example description describe step selecting node reality representation node selected workspace', 'example applications', 'following example show user technique described herein simplify various goal related identifying investigating healthcare fraud example given purpose description intended limiting type objective technique described herein applied', 'exemplary application includes identifying expensive device possible hint analysis module generates histogram total cost facility module filter diagnostics connects code module show aggregated metric diagnosis average cost facility module creates dynamic group expensive facility module compare histogram cost recovery rate identify suspicious device', 'another exemplary case concern investigation particular service provider discovering analyst receives workflow message indicating particular service provider hint analyst instructs interface described show graph connected unit analyst filter graph show service provider associated', 'particular service provider analyst generates workflow message identify service provider alert analyst return unfiltered graph particular participant analyst directs interface show pharmaceutical claim associated particular service provider associated subscriber make claim analyst identifies participant vulnerable fraud generate workflow message analyst directs interface expand graph include service provider pharmacy subscriber connected analyst filter pharmacy include highest ranked pharmacy metric indicate risk factor amount prescription certain medication analyst graph identify participant visit pharmacy receive high level oxycodone prescription study thus identified list physician need examined list vulnerable participant list pharmacy avoided closely monitored', 'hardware overview', 'embodiment technique described herein implemented specialized computing device special computing device fixed wired perform technique include digital electronic device application specific integrated circuit asics user programmable logic array fpgas permanently programmed perform technique general purpose general purpose electronics comprise hardware processor programmed execute technique response program instruction firmware memory memory device combination thereof specialized computing device also combine custom hardwired logic asics custom programming fpgas perform technique special computing device desktop computer system portable computer system handheld device network device device includes hardwired program logic implement technique', 'example block diagram computer system show embodiment invention implemented computer system includes another communication mechanism transmit information hardware processor', 'connected process information hardware processor example microprocessor', 'computer system also includes main memory random access memory another dynamic storage device connected connected store information command issued processor executed main', 'memory also used store temporary variable intermediate information executing command issued processor executed command stored nonvolatile storage medium processor access make computer system specialized device adapted perform operation specified command', 'computer system includes read memory another static storage device connected connected static information command', 'processor save storage device magnetic disk optical disk provided connected store information command', 'computer system came connected picture tube display information user input device includes alphanumeric connected information selection command processor transferred another type user input device cursor control mouse trackball cursor direction transmitting directional information selecting command processor transfer movement cursor display control input device typically degree freedom first axis second axis allow device indicate position plane', 'computer system implement technique described herein mean custom hardwired logic asics fpgas firmware program logic together computer system computer system program become specialized device embodiment technique described herein implemented computer system response executed processor executes sequence instruction stored main memory included command stored main memory read another storage medium storage', 'device executing sequence command stored main memory contain processor carry method step described alternative embodiment hardwired circuitry used instead combination software instruction', 'used herein term storage medium refers nonvolatile medium store data', 'instruction cause device operate particular manner storage medium include nonvolatile medium volatile medium medium include example optical magnetic disk storage device volatile memory includes dynamic memory main memory common form storage medium include example floppy disk floppy disk hard disk solid state drive magnetic tape magnetic data storage medium optical data storage medium patterned hole physical medium prom eprom flash nvram memory chip cartridge term computer readable medium storage medium used herein include nonvolatile medium well transmission medium', 'storage medium different transfer medium used transmission medium help transfer information storage medium transmission medium include example coaxial cable copper cable optical fiber including cable carrying form', 'transmission medium also take form acoustic light wave generated radio infrared data communication', 'different type medium involved sequence instruction processor transfer execution example instruction initially stored', 'magnetic disk solid state drive remote computer remote computer load instruction dynamic memory transmit instruction telephone line using modem modem near computer system receive data telephone line infrared transmitter convert data infrared signal infrared receiver receive data transmitted infrared signal appropriate circuitry transfer data transfer data main memory processor retrieves executes command command coming main memory received optionally storage device saved either processor executed', 'computer system also includes communication interface', 'connected communication interface provides data communication connection network connection ready local', 'network connected communication interface example isdn card cable modem satellite modem modem used establish data communication connection corresponding type telephone line another example communication interface card establish data communication connection compatible wireless connection also implemented implementation communication interface sends receives electrical electromagnetic optical signal carry digital data stream representing various type information', 'network connection typically provides data communication network data device network connection example connect local area network host computer make data device available internet service provider operate turn provides data communication service worldwide packet data communication network commonly referred today internet referred local network internet electrical electromagnetic optical signal transmit digital data stream signal different network signal network connection communication', 'interface taking digital data computer system example transmission medium', 'computer system network network connection communication interface send message receive data including program code internet example could server requested code application program internet local network communication', 'interface transfer', 'received code processor executed received storage device memory executed later', 'foregoing description embodiment invention described reference many specific detail vary implementation implementation description', 'drawing therefore read descriptive rather limiting sense sole exclusive definition scope invention considered applicant within scope invention literal equivalent scope scope claim forth application specific form claim given including subsequent correction', 'quotes include description', 'list document listed applicant generated automatically included solely better information reader list part german patent utility model application dpma assumes liability error omission', 'cited patent literature', 'improved data integration tool', 'abstract', 'system method disclosed provide proactive validation transformation script embodiment method provided includes associating transformation script ontology parameter least processor method also includes debugging operation transformation script least condition initiated least data element transformation imported data source method includes determining part debugging operation whether least condition least data element valid based ontology parameter user display device result associated determination reported', 'images', 'classifications', 'indexing data structure therefor storage structure', 'view classification', 'germany', 'language', 'inventor', 'current assignee', 'palantir technologies', 'worldwide application', 'application event', 'priority', 'priority', 'priority', 'status pending', 'info', 'external link', 'description', 'application claim benefit provisional patent application filed patent application filed disclosure incorporated herein reference entirety document incorporated', 'data system usually stored fixed data store example common type data store plain file spreadsheet plain text document document another common type data store relational database table example data store structured data include without limitation file system object collection dataset collection field hierarchy tree linked list stack combination', 'often underlying structure type data store poorly suited data analysis approach facilitate efficient analysis data data store reorganize data according object model defines object structure relationship object structure', 'create object model data item underlying data store table cell mapped property object model semantics meaning various component object model defined ontology categorizes object relationship property according various defined type example ontology might categorize object following type person entity event ontology define different property object type name date location document medium additionally ontology define relationship link object worker participant sibling', 'present invention forth independent claim dependent claim relate optional feature embodiment invention', 'reference made accompanying drawing illustrate exemplary embodiment present application wherein', 'illustrates block diagram form exemplary data fusion system providing interactive data analysis accordance embodiment present disclosure', 'screenshot exemplary graphical interface data fusion system according embodiment present disclosure', 'illustrates example project provides transformation script associated data transformation accordance embodiment present disclosure', 'show exemplary configuration file project according embodiment present disclosure', 'show example transformation method transformation script according embodiment present disclosure', 'exemplary link builder method described transformation method according embodiment present disclosure', 'exemplary content processing method described transformation method according embodiment present disclosure', 'show exemplary domain specific language builder constructed', 'described content processing unit according embodiment present disclosure', 'illustrates exemplary software development environment debugging transformation script according embodiment present disclosure', 'flowchart illustrating exemplary method proactively validating transform script according embodiment present disclosure', 'illustrates block diagram form exemplary computer system embodiment described herein implemented accordance embodiment present disclosure', 'reference made detail embodiment example illustrated accompanying drawing whenever possible like reference number used throughout drawing refer like part', 'show block diagram form exemplary data fusion system providing interactive data analysis accordance embodiment present disclosure system contain several component component system electronically transmit data information direction component interconnected wired wireless communication link network', 'among thing system facilitates transformation data source data source object model whose semantics ontology defined transformation done variety reason example possible database administrator access data data source database import persistently saving object model another example data presentation component shown data source originating input data already transmission object model transform object model conjunction ontology analysis mean graph data visualization technique', 'shown point system definition component transformation component implemented processor', 'computing device execute hardware logic provide various functionality described herein clearly seen present disclosure system lesser greater number component provide various functionality described herein component incorporated clarity omitted addition component system responsible providing various functionality vary embodiment embodiment', 'definition component generates modifies ontology schema', 'exemplary embodiment defining ontology ontology described patent published june hereby incorporated reference respect present application respect among thing patent describes embodiment define dynamic ontology generating data database create database ontology object type created object type include property attribute object type property type ontology edited modified time property type least parser definition created attribute parser definition edited modified time', 'embodiment property type declared representative object type property type representative object type property type intuitively associated object type example social security number property type representative person object type representative business object type', 'embodiment property type constituent base type embodiment property type include string date number composite type consisting string date number element thus property type extensible represent complex data structure parser definition reference component complex property type unit token', 'example property multiple constituent property constituent constituent name example input data smith jane example parser definition specifies assignment imported input data component object property follows', 'family name first name name family name', 'embodiment family name first name mapping defined parser definition regular expression symbology family name first name mapping indicates string followed string name contains valid input data name property contrast input data smith jane would valid specified parser definition user could generate second parser definition match input data smith jane definition name family name indicates matching input data value mapped constituent named family name property', 'result parsing input data using parser definition cause value smith assigned component family property value component property name assigned', 'referring schema define different element', 'schema data source different element ontology imaged definition component performs receiving calculating extracting otherwise identifying schema data source scheme define structure data source example name characteristic table file column field property definition component also optionally identifies test data data source definition component continue object type relationship property definition ontology identify already exists definition component continue illustration schema identify mapping present', 'based identified information definition component graphical', 'interface produce graphical interface presented user computing device suitable dispensing mechanism display screen image projection receive input user computing device suitable input mechanism keyboard mouse touchscreen interface graphical interface provides visual workspace display element ontology represents schema illustrations defined provides exemplary representation graphical interface visual rendering representation element ontology graphical interface also includes control adding item schema', 'ontology including object property object relationship visual workspace representation element ontology done visual workspace graphical interface provide control device connection representation enable element ontology modified identified element ontology elements schema correspond optionally graphical interface continue test data give user preview object model deliver user schema defined responding input various control graphical interface definition component ontology schema create modify', 'transformation component called defining redefining schema ontology done transformation component identifies schema ontology transformation component continues reading data source identifies schema data source every element ontology schema described performs transformation', 'component iterating process along data element data source element object model schema generated specified manner embodiment transformation component representation generated element object model database save embodiment transformation component configured make change object model data source back sync', 'data source source data including without limitation spreadsheet file database folder collection document medium collection contact directory data source include data structure stored persistently memory data source also addition instead include temporary data structure generated underlying data source using data extraction component result returned database server processing database query', 'schema ontology schema stored suitable structure file database table embodiment ontology becomes maintained persistent schema persisted persistently depending whether transformation process perpetual event scheme need kept persistent storage cached optimization', 'object model collection item typed object property relationship collection structured suitable manner embodiment database store element object model representation embodiment element object model become database stored different underlying format sequence object property relationship table relational database', 'show exemplary project script supply project script transformation mean example transformation component processed script include transformation script involved data element data source element object model transform particular example project contributes term example following script project includes among thing file provides instruction output logging well configuration file track running script supported', 'show exemplary configuration file project previously referring', 'described configuration file transformation mean example transformation component processed among thing configuration', 'file used setting parameter script expire configuration file associated configuration file ontology file identify provides naming arranging object property link determine whether proposed output result script valid ontology file part ontology', 'described although ontology file configuration file embodiment show configuration file place ontology file located', 'ontology file ontology parameter ontology parameter assign entity either object property entity called object link object example ontology parameter defines entity organization object additional ontology parameter define entity welfare church academic organization property object organization conversely entity birthplace would property organization thus would ontology parameter assigns birthplace property organization object', 'show exemplary transformation method script written previously presented project identified transformation process includes among thing link builder content processing unit interface transformation process mean transformation mean example transformation component processed', 'exemplary embodiment includes transformation process code asks user import data call provide link building option option include either combining multiple call phone number phone number single link representing call number single link event regard transformation facility difference option link built example building link managed using link builder closure linkbuilder passed link method process respective data line', 'exemplary link builder method represented transformation mean example transformation component processed link builder', 'procedure include generatecollectedcalllinks method creates link combine call event shared endpoint single link create single calllinks', 'method creates link individual call event call endpoint', 'link builder determined call collected content processing unit interface call processing method performs transformation data element data source element object model exemplary processing method represented transformation mean example transformation component processed processing method performs iterative processing along data element table line creates builder call process create object model object link line builder created', 'processing procedure used builder effectively exemplary builder shown builder transformation device transformation component processed', 'builder illustrative builder includes multiple entity created using data element create object ontology person phone call appear ontology file defined previously referred addition well associated property also ontology file defined', 'example builder could following data item building object', 'well corresponding', 'property surname address phone number smith grant', 'avenue david bruce lincoln street', 'builder could using first data element create person object smith property define smith object could include first name value family name value smith address value grand avenue york telephone number value value addition address defined house number value street value grand avenue city value york state value', 'embodiment builder using dynamic language groovy although groovy support internal embedded builder however dynamic language python ruby also support embedded dynamic language allow object method invoked without object method defined object determine method call handled word builder allows short name name expanded actual name however short name builder misspelled namme', 'short name correspond ontology parameter ontology file constructor identified property type defined allowed ontology file validation error referred later would occur debugging stage', 'show exemplary embodiment software development environment used debug transformation script debugging transform script example previously described reference described script phone transformer', 'project software development environment getting charged debugging configuration phone transformer script allow help core function serialize function createbuilder function builder', 'using builder groovy builder provide ability implement proactive debugging practice proactive debugging provides validation message occur debugging process opposed delivering sequence error message execution transformation script already converted data element identified input data element object model done providing proactive debugging user developer problem caused error message start debugging script', 'advantage previous large scale data integration model embodiment present disclosure avoid parse transform large amount data four hour user find whether error message find type error message debugging error user would process parsing transforming imported input data take another four hour user find error message occur second', 'conventional debugging require multiple pass debugging script successful', 'embodiment described herein overcome inefficient approach conventional transformation script debugging providing proactive debugging transformation script previously stated proactive debugging display error message occur example error occurs based imported table explicit result displayed message could displayed user detecting validation problem allows user correct error associated first imported table without entire imported table could contain hundred thousand', 'embodiment debugging script require software development environment example debugging done running script command line', 'flow chart illustrating example method proactively validating transformation script transformation script provides functionality transform large amount data element data source element object model flowchart discloses following step specific order understood least step misplaced modified deleted appropriate', 'step transformation script associated ontology parameter embodiment association accomplished associating transformation script configuration file containing ontology file ontology file ontology parameter embodiment association accomplished placing ontology file directory transformation script example previously exemplary embodiment represented transformation script project ontology file configuration file project identified embodiment association occurs ontology file invoked debugging transformation script discussed later step referred ontology file necessary identified ontology parameter might responsive condition transformation script applied', 'step debug transformation script debugging initiated several mean example debugging initiated software development environment software development environment previously referring described debugging also initiated command line', 'step input data transformed imported data source input data come data source input data structured data example table column file unstructured data example document well powerpoint html file example input data include table hundred thousand line transformed', 'step determination made whether condition valid transformation script based ontology parameter transformation script include condition', 'example builder example builder define entity object property object example entity property link link definition builder associated ontology', 'parameter ontology file ontology file referring aforementioned ontology organization builder defines entity organization object condition defines entity organization object determined valid builder addition builder defines welfare entity property organization entity condition defines entity organization object defined valid builder hand builder defines birthplace property organization object condition invalid addition builder incorrectly defines object association instead correct entity organization condition also fails ontology parameter object association would present', 'determined condition valid step message indicating condition valid displayed proactive manner message displayed shortly determined condition valid example message could displayed almost immediately second minute determined previously stated proactive debugging proactively display appropriate invalidation message occur offer advantage saving user time debugging code since avoids need parse transform large amount data embodiment explicit result provided determined condition valid explicit result obtained proactively displaying message debugger window indicating condition valid done indicates condition valid addition explicit result indicate condition valid indicating error message acronym number graph indication indicating condition valid', 'hand determined condition valid method continues traverse connection point determine additional condition transformation script embodiment explicit result provided indicating condition valid explicit result message appears debugger window indicating condition valid indicates condition valid condition valid indicated previously explicit result indicate condition valid displaying validation message acronym number graphic indication condition valid embodiment implied result provided implied result include storing result valid state file location indicating condition valid result recorded recorded result validation message acronym number graph indication indicating condition valid additional condition transformation script debugging script embodiment explicit result provided indicating transformation script valid', 'hand additional condition transformation script step determination made whether additional condition transformation script valid namely based ontology parameter determination step similar determination step determined condition invalid explicit result provided example example embodiment message indicating condition displayed proactive manner stated previously explicit result indicate condition valid displaying error message acronym number graphic indication represents condition valid', 'hand condition determined valid method connection point determination step embodiment explicit result provided indicating condition valid explicit result message appears debugger window indicating condition valid', 'indicates condition valid condition valid explicit result indicate condition valid displaying validation message acronym number graphic indication condition valid additionally embodiment implied result provided implied result include storing result valid state file location indicating condition', 'valid result recorded recorded result validation message acronym number graph indication indicating condition valid', 'accordance embodiment operation method component described herein implemented special purpose computing device special purpose computing device hardwired perform operation method component described herein include digital electronic device asics application specific integrated circuits fpgas field programmable gate arrays persistently programmed perform operation method component described herein include general purpose hardware processor programmed implement feature present disclosure accordance program instruction firmware memory another storage device combination customized hardwired logic circuit asics custom programming fpgas also combined special purpose computing device accomplish method feature present disclosure special purpose computing device desktop computer system portable computer system handheld device network device device includes hardwired logic program logic implement method feature present disclosure', 'computing device generally supported operating system software android blackberry chrome windows windows vista windows windows windows server windows unix linux sunos solaris vxworks others operating system controlled coordinated embodiment computing device controlled proprietary operating system conventional operating system among thing control computing process performed timing perform memory management provide file system network functionality input output service provide user interface functionality graphical user interface', 'example block diagram illustrating exemplary computer system represents computer system includes another communication mechanism communicating information hardware processor connected process information hardware processor example microprocessor', 'computer system also includes main memory example random access memory dynamic storage device connected connected store information instruction processor executed main memory also used store temporary variable intermediate information executing processor save instruction executed instruction storage medium stored processor accessible computer system specialized machine customized perform operation specified instruction', 'computer system includes memory another static storage device connected connected static information instruction processor save storage device magnetic disk optical disk stick flash drive provided connected store information instruction', 'computer system connected example cathode tube display information user computer input device includes alphanumeric connected information selected command processor convey another type user input device cursor control mouse trackball cursor direction around processor direction information selected command cursor movement display device control input device typically degree freedom first axis second axis allows device designate position plane embodiment direction information command selection cursor control implemented receiving touch screen touch without cursor', 'computer system include user interface module implement stored mass storage device executable software code executed computing device module include example component software component software component class component task component process function attribute procedure subroutine segment program code driver firmware microcode circuit data database data structure table fields variable include', 'generally used herein word module refers logic executed hardware firmware collection software instruction entry exit point written programming language java software module compiled linked executable program built dynamic program library dynamic link library written interpreted programming language basic perl python appreciated software module invocable module invoked responsive sensed event interrupt software module configured execution computing device provided computer readable medium compact disk digital video disk flash memory drive magnetic disk tangible form medium digital download initially stored compressed installable format requiring installation decompression decryption prior execution software code stored partially completely storage device executing computing device execution computing device software instruction embedded firmware eprom understood hardware module include interconnected logic device gate include programmable device programmable gate array processor module functionality computing device described herein preferably implemented software module embodied form hardware firmware generally module described herein refer logical module combined module regardless physical organization location', 'computer system example method feature described herein implemented using custom hardwired logic circuit asics fpgas firmware program logic combination computer system effect program computer system special machine according embodiment method described herein feature provided computer system reacting carried processor sequence main', 'memory executes contained instruction instruction main', 'memory another storage medium example storage device read execution main memory instruction sequence involved cause processor execute process step described alternative embodiment hardwired circuitry used instead combination software instruction', 'term medium used herein refers medium store data instruction cause machine work specific manner medium include medium volatile medium medium include example optical magnetic disk storage device volatile medium include dynamic memory main memory conventional form medium include example floppy disk flexible disk hard disk semiconductor disk magnetic tape magnetic data storage medium optical data storage medium physical medium prom eprom flash eprom nvram memory chip cartridge well network connected version thereof', 'medium different used conjunction transmission medium transmission medium participate transfer information storage medium example transmission medium include coaxial cable copper wire optical fiber including wire includes transmission medium also take form sound light wave generated radio infrared data communication', 'various form medium involved execution sequence instruction issued processor executed example instruction initially stored magnetic disk solid state drive remote computer remote computer load instruction dynamic memory send instruction telephone line using modem computer system modem question receive data telephone line infrared transmitter convert data infrared signal infrared detector receive data carried signal appropriate circuitry transfer data conveys data main memory processor retrieve execute instruction main memory instructions received optionally storage device stored either execution processor', 'computer system also includes communication interface', 'connected communication interface provides data communication connection network link ready local network connected example communication interface integrated services digital network isdn card cable modem satellite modem modem provide data communication connection corresponding type telephone line another example communication', 'interface local area network card provide data communication connection compatible wireless connection also implemented implementation communication interface sends receives electrical electromagnetic optical signal carrying digital data stream representing various type information', 'network link typically provides data communication data device network example network link local network connection host computer data facility provided internet service provider', 'operate turn provides data communication service worldwide packet data communication network commonly referred internet referred local network well internet electrical electromagnetic optical signal carry digital data stream signal passing various network signal transmitted network', 'link communication interface digital data computer system exemplary form transmission medium', 'computer system send message receive data including code network network link communication interface example internet could server requested code application program', 'internet local network communication interface send', 'received code processor executed received storage device memory later execution', 'foregoing description embodiment invention described reference numerous specific detail vary implementation implementation certain adjustment modification described embodiment made embodiment become apparent skilled consideration specification application embodiment disclosed herein description example intended exemplary true scope spirit invention given following claim sequence step shown drawing merely exemplary nature intended limited particular sequence step therefore skilled appreciate step performed different modified order required', 'quotes include description', 'list document listed applicant generated automatically included solely better information reader list part german patent utility model application dpma assumes liability error omission', 'cited patent literature', 'data quality monitor', 'abstract', 'systems method data quality monitoring presented data quality monitor created configured identify object specified data quality issue property value objects identified data quality monitor presented user confirmation resolution properties used data quality monitor match object also displayed user', 'images', 'classifications', 'browsing visualisation therefor', 'germany', 'language', 'inventor', 'current assignee', 'palantir technologies', 'worldwide application', 'application event', 'priority', 'priority', 'status pending', 'info', 'external link', 'description', 'application claim benefit patent application filed assigned patent application filed december entire disclosure earlier patent application hereby incorporated reference entirety herein', 'present disclosure relates system method data quality monitoring particular identifying resolving data quality issue presenting data potential quality issue confirmation resolution user', 'conventional automated data integration lead various data quality issue automatic script finding resolving data quality problem create data quality problem', 'need identify monitor data quality problem automated intelligent manner', 'invention forth independent claim dependent claim relate optional feature embodiment invention', 'aspect computer system configured include computer processor tangible storage device store module configured execution computer processor computer system receive selection object type monitored potential data quality issue receive computer system selection data quality criterion determine possible data quality problem searching data associated plurality database object selected object type determine selected data quality criterion matched respective object create user interface indicates possible data quality problem respective object match selected data quality criterion includes property matching object receive user computing environment indication resolve potential data quality issue implement specified resolution', 'embodiment data quality monitor type possible duplicate object missing property property unpaired property invalid enumeration violation range value violation data area embodiment data quality monitor type possible duplicate objects determining object potential data quality problem includes identifying respective object common property value predetermined value selected property embodiment indication resolve potential data quality problem includes specifying object potential data quality issue duplicate implementing specified resolution involves combining specified object single object embodiment property object potential data quality problem indicate number respective identified object share selected property value embodiment data quality monitor type missing properties determining object potential data quality problem comprises identifying respective object lack predetermined selected property', 'embodiment data quality monitor type property determining object potential data quality problem comprises identifying respective object multiple value individual selected selected property embodiment indication resolve potential data quality problem comprises indicating multiple value correct implementing specified resolution includes removing multiple value except specified specified value correct embodiment data quality monitor type unstable properties determining object potential data quality problem comprises identifying respective object property value selected selected multiple property contain unpaired data', 'embodiment data quality monitor type improper enumeration determining object potential data quality problem comprises identifying respective object property value selected selected property include improper enumeration embodiment data quality monitor type violation range value determining object potential data quality problem comprises identifying respective object property value violate allowable range value respective selected property embodiment data quality monitor type data area violation determining object potential data quality problem comprises identifying respective object property value violate allowable data range respective selected property', 'embodiment computer system comprises receiving selection object type selected object type must associated included searched plurality object embodiment computer system comprises receiving boolean operator selected selected property indication many selected selected property required perform identify respective object object potential data quality issue', 'another aspect method controlled computer system physical processor configured process large amount data includes receiving computer system selection object type monitoring potential data quality issue carried receiving computer system selection data quality monitor type receiving computer system selection property object selected object type determining object potential data quality problem searching data associated plurality object selected object type locate respective object match selected property generating user interface identifies object potential data quality problem includes property object potential data quality problem receiving computer system indication potential data quality problem resolved implementing specified resolution embodiment data quality monitor type possible duplicate object missing property property unpaired property invalid enumeration violation range value violation data area embodiment method comprises receiving boolean operator selected selected property indication many selected selected property required respective object identify object potential data quality issue', 'another aspect disclosed storage medium storing instruction configured instruct computer system receive selection object type monitored potential data quality problem receive selection data quality criterion determine possible data quality problem searching data associated plurality database object selected object type determine whether selected data quality criterion matched respective object create user interface indicates possible data quality problem respective object match selected data quality criterion includes property matching object receive user computing environment indication resolve potential data quality issue implement specified resolution embodiment data quality monitor type possible duplicate object missing property valued property unpaired property invalid enumeration violation range', 'value violation data area embodiment storage medium comprises receiving selection object type selected object type must associated included searched plurality object', 'show embodiment database system using ontology', 'show embodiment method generating person object property multiple data source', 'show embodiment system generating data data store using dynamic ontology', 'show example user interface relationship described data store using dynamic ontology', 'show user interface configured receive criterion data quality monitor according embodiment', 'show exemplary interface configured allow user create criterion duplicate objects data quality monitor', 'show duplicate object identified data quality monitor system', 'show exemplary user interface configured allow user review additional data related identified potentially duplicate object determine object duplicated exploded', 'show exemplary user interface potentially duplicate object resolution made result resolution displayed', 'flowchart illustrating illustrative operation identifying confirming removing resolving duplicate object', 'flowchart illustrating illustrative process generating executing data quality monitor based received data quality criterion', 'show example user interface allows user select criterion data quality monitor', 'figure show another example user interface user configured possibly duplicate person search person object case object', 'show exemplary user interface group possibly duplicate person object displayed property person object displayed', 'show exemplary user interface user selected missing properties monitor presented exemplary object property selected monitoring', 'show exemplary user interface displaying plurality case object identified upon execution missing properties monitor', 'show computer system certain method module discussed herein implemented', 'definition', 'facilitate understanding system method discussed herein number term defined term defined well term used herein understood include definition provided conventionally common meaning term implied meaning term thus following definition limit meaning term merely provide exemplary definition', 'ontology stored information provides data model storing data database example stored data include definition object type property type data database well object property related', 'database broad term data structure storing organizing data including limited relational database oracle database mysql database spreadsheets files text file', 'data object object data container information represents specific thing world definable property example data object represent entity entity person place organization market instrument like data object represent event occurs time period time data object represent document unstructured data source message news story document article data object associated unique identifier uniquely identifies data object attribute object metadata concerning object represented property', 'object type type data object person event document object type defined ontology modified updated include additional object type object definition example ontology include object related object example type another object type investigator type object type well property object type', 'properties attributes data object represent individual data element property data object least property type value value', 'property type data type property string integer double property type include complex property type sequence data value associated timestamps time series', 'property value value associated property type specified property type associated property property multiple value', 'link connection data object example based relationship event matching property links directional link representing payment person bidirectional', 'link multiple link share data object', 'data quality monitors rules contain criterion configured identify potential data quality issue data object multiple data object actions confirm possible data quality problem correct data quality problem performed user automated process', 'data model', 'provide framework following discussion specific system method described herein exemplary database system described using ontology described description provided example intended limiting method example data model exemplary database system ontology exemplary database system represent information', 'embodiment data body conceptually structured according centered data model characterized ontology represented conceptual data model independent particular database used persistently storing database based ontology used example object conceptual data model correspond relational', 'database entry lightweight directory access protocol ldap database combination database', 'show conceptual data model according embodiment ontology include previously mentioned stored information containing data model storing data database supply ontology defined object type associated property type highest level abstraction data object container thing world representing information example data object represent entity person place organization market instrument like data', 'object represent event happens time period time data object represent document unstructured data source email message news story document article data object associated unique identifier uniquely identifies data object database system', 'different type data object different property type example person data object might color property type event data object might date property type every property data database system represents property type determined database used', 'ontology defined', 'objects database instantiated according corresponding object definition particular object ontology example specific cash payment example object could example currency type property take place march property type date', 'database stored event object associated currency date property ontology defined', 'ontology defined data object support property multiplicity specifically allowed data object single property property type example person data object might multiple address property multiple name property', 'every link represents connection data object embodiment connection either relationship event matching property relationship connection asymmetric symmetric example data object', 'person connected data object person child relationship data object person asymmetric parent relationship data object person symmetric relationship data object person asymmetric member relationship data object organization type relationship data object vary depending type data object example data object person appear relationship data object document take part relationship data object event example event connection data object person connected data object flight representing particular flight traveled together flight data object conference representing special conference participated conference embodiment data object connected event also linked relationship data object specific relationship event appear relationship', 'example matching property connection person data object representing brother sister address property indicating live brother sister live residence address property contain similar identical property value embodiment link data object created based similar matching property property type property value data object example type compound represented link type compound represented embodiments limited particular type connection data object example document might contain reference different object example document include reference payment object person second object link object represent connection entity common occurrence document', 'data object multiple link another data object link sentence build example person data object representing husband wife could linked spouse relationship matching address property matching event property wedding every', 'link represented data database link type defined database ontology used database', 'show embodiment process generating person object property multiple data source problems related data quality occur data object result automatic integration data multiple source addition error introduced data entry error spelling mistake otherwise example provide multiple data source data merge', 'system data including utility bill call record punishments driver', 'registration personal information depending embodiment data source provide different type data different entity single entity', 'record data relating person data source include information relating person characteristic person object various data source vary example utility bill involve data related bill properties name address account number amount owed information prior utility previous billing history minimum amount owed however include data associated telephone record information name address telephone number account number telephone number amount usage information previous payment history minimum amount owed telephone call made sent message receiver information telephone number information regarding telephone call made message sent penalty mandate data include information driver name address telephone number driver license number vehicle registration number associated event type penalty date penalty driver registration data include information name date birth height weight color hair color date issue license expiration date', 'embodiment using data merging system data different source automatically merged multiple person object create example utility bill involve data related bill person show person street life phone number phone record data person show life willow road phone number penalty mandate data person show person life street gender female born phone number', 'finally driver registration show person life willow road born gender male phone number', 'example data merge system update corresponding person object using automated data merge rule process create person object already exist embodiment result data merging process something source information simply taken assembled person object example data merge process integrates data different source directly without change person identified gender male female person also shown birthday addition first date birth interpreted january instead january year', 'accordingly data quality problem data collapsing system data collapsing system merged data includes sort inconsistency missing value type potential problem recognizing problem problem corrected sometimes difficult', 'block diagram showing exemplary component data used identifying storing data according ontology example possible configure ontology using system parser ontology configuration tool insert data data model embodiment become input', 'data parser input data include data source data source provide various data element described respect explained example institution database information regarding credit card transaction rental person database contain variety related information attribute relating type data date credit card transaction address person date rental rented parser able read variety input source data type determine type data reading', 'according preceding discussion example ontology stored information data model database stored data ontology object type property type type link defined based information provided parser another mapping input source information object type specify data object', 'database based specific type object instantiated object property based property type instantiated data object link linked based link type instantiated property type base type string number embodiment property type include base type string number date enumeration composition thereof', 'depending embodiment property type hierarchical structure case object example missing child object type subtype person object type housing property type subtype location property type', 'embodiment type consisting composite property contain multiple constituent still construed individual property example address property composite property consists multiple constituent', 'address string address string city string state string code could number string', 'embodiment ontology rule also limit property allowed object well link relationship object allowed', 'embodiment user system object type editor object type create modify define attribute object type embodiment user system property type editor property type create modify define attribute property type', 'embodiment user system link type editor type link create alternatively program process program control used create link type property type define attribute editor required', 'embodiment generating includes property type using property type editor least parser definition using parser editor defined embodiment parser definition includes metadata includes parser inform input data parse property type normalize assigned value associated parser definition example ontology parser determine input element normalized value converted', 'depending embodiment composite property parser identify individual component example parser used composite property translate main city address normalized value address main city city state postal code embodiment parsing rule fail original value maintained unpaired format later identified potential data quality problem data quality monitor embodiment code parser choose type property embodiment code data column input property type ontology parse input', 'embodiment parser definition regular expression parser code module parser include embodiment type parser definition provided script programming element defined', 'regular expression parser used well code module parser input parser provide parsing input data control', 'using data type defined ontology input data parser parsed determine object type receive data record created input data property type data assigned individual field value input data based object property', 'mapping chooses parser parser definition associated property type input data parser input data field using selected parser definition resulting generation modified', 'data lead modified data become database according ontology storing value modified data property specified property type result input data variable format syntax database generated ontology time using object type', 'editor property type editor link type editor programmatically modified without editorial human intervention parser editor allows multiple parser definition generated input data', 'parsing format syntax successfully parse determine property type used input data modified input data transform', 'property object link relationship object visualized using graphical user interface example user interface shown diagram representation relationship including relationship link data object including data', 'object example shown node embodiment data object person object example person object related discussed example person node associated person data object relationship person node', 'payment object example relationship based payment associated person involved object designated', 'link represents collaborative payment example data object associated person three occasion make payment data', 'object associated person relationship stored link embodiment stored property relationship property detected event object case previously stated link directional example payment link direction associated payment person object recipient payment another person object payer payment', 'addition visual representation relationship data object user interface allow various edits example object database using search interface examined property associated data viewed filtered object based property', 'relationship subsets limited statistically aggregated summed numerically based summation criterion among operation visualization', 'provides object filter user interface configured receive criterion selected user data quality monitor using given criterion display result according embodiment present disclosure', 'embodiment initially object filter receives user selection type object monitored example selected object type case therefore case object satisfying specified criterion displayed general case object type refers several object possibly multiple object type case object refer various type information case related criminal investigation case west nile virus infection case involving litigant case related economic analysis depending specific user requirement case object include various property name person involved date event address phone number impact case object associated several type object person name', 'objects event object embodiment type object selected person event vehicle', 'example criterion example required object type property value include data quality monitor clicked clicking criterion', 'button added example monitor initially include criterion possibly default value criterion embodiment user first', 'criterion clicking criterion button criterion adding time criterion button click', 'user interface allows user select boolean operator define requirement monitor example user interface specified object type required case interface indicated listed criterion sufficient match embodiment interface', 'allow user also specify minimum number criterion must instead specified interface interface embodiment relationship criterion provided', 'criterion refer available property selected object type example criterion category becomes criterion selected category criterion whereas criterion used special date user define additional different criterion based property object monitored location boston airline south west date range', 'embodiment data quality monitor configured restrict selected object object associated specific object object associated type object example person object type already selected user pictogram object type case adjacent type link object type added link case object person', 'object monitor configured select trap object also connected person object feature useful restrict range object searched example user interested case object associated known offender addition criterion right side field satisfied also relationship offender selected case object', 'data quality monitors', 'show exemplary user interface configured allow user create criterion data quality monitor initially user select already existing monitor example monitor previously created user another user using menu menu alternatively user create monitor selecting create monitor button choose user creates monitor example user interface allows giving user custom name duplicate person typing name text addition embodiment user interface enable user clicking publish monitor button publish custom monitor making monitor available user example monitor selection menu example perform data quality monitoring additional data record', 'embodiment user select specific object type monitored example configures people object relate case object monitored data quality monitor user edit object monitored pointing edit button click creating user interface shown surface opened embodiment mean person object monitored related case object', 'subject person object unrelated case object embodiment person object configured subjected monitoring without additional requirement relation case object stand', 'example user data quality monitor duplicate object using monitor type menu selected types data quality monitor address data quality issue missing value unpaired property violation value range properties value match permissible enumeration well type possible data quality issue also appear menu available user interface also return list available property type associated selected object type example type monitor search', 'addition data quality monitor also configured allow user enter minimum number match supplied property criterion resulting matching person object another object type implementation example user specified four property minimum match example matching least specified property person object would considered sufficient identify object possibly duplicate object example example following property selected reconciliation name date birth social security number driver license number', 'embodiment property matched determine object duplicated added deleted user click property button click additional property user also click remove property icon click adjacent property remove property saving property setting also possible monitor', 'embodiment result data quality monitor clicking monitor button achieved depending embodiment specific dataset used possible duplicate object found according created data quality monitor criterion none found example found three person object duplicated according specified criterion depending embodiment result data quality monitor viewed chart environment selecting browser environment selecting', 'show duplicate object identified data quality monitor user interface defined example person object nasty person', 'angry person identified double people data quality monitor possibly object embodiment many identified object object displayed chart view browser view initially fewer number displayed object user choice whether drill drill otherwise explore identified object', 'show exemplary interface configured allow user specify whether object duplicated resolved possibly looking additional data related identified potentially duplicate object example embodiment different interface represented resolve group potentially duplicate object exemplary interface user presented question sure want resolve object embodiment similar different question asked notify user selection made resolve potential data quality problem example user select default label person selection made name newly merged object nasty person embodiment data relating nasty person nasty person merged form merged object called nasty person', 'embodiment potential data quality problem resolved merged object maintained data store individual object used create longer separately visible search embodiment user initiating object resolution also specify resolution effective data accessed particular user particular user group thus resolution change data object selectively output user', 'provides exemplary user interface duplicate object resolved resolution result displayed example found person duplicate object information regarding person characteristic include person characteristic resolved person displayed embodiment information actually used reconcile duplicate object identify potential data quality issue displayed embodiment relevant property selected object displayed user example show person name person social security number', 'flowchart illustrating illustrative operation involves identifying confirming removing resolving duplicate object according embodiment procedure performed computer system used analyst user server system store object ontology database system suitable computer system', 'procedure start block data quality monitor automatically determines possible duplicate object based criterion user interface embodiment criterion generated user embodiment criterion previously created user another user system default stored data quality monitor criterion include property criterion property check match minimum number property must match although possible duplicate data quality monitor related however type monitor similarly implemented previously discussed include type data quality monitor missing value unpaired property violation range value property value match permissible enumeration type potential data quality issue', 'procedure continue block data quality monitor generates association possible duplicate object example person object considered possible duplicate based identical social security number identical date birth selected characteristic matched monitor requires matching property possible duplicate object association link created person object situation object property identical different color', 'another example four penalty mandate object issue date name incident type driver license number vehicle registration number data quality monitor consider possible duplicate based established monitor criterion create association link four penalty domain object identified possible duplicate', 'block data quality monitor provides user indication possible duplicate object embodiment indication object possibly duplicate presented diagrammatic view wherein identified object displayed link identified object indicate', 'association user provide information provided diagram view related histogram view example determine object duplicate embodiment link identified object presented explorer view user click pictogram representing object find detail certain object linked together object make possible duplicate created association indicate matching identical property possibly property considered critical', 'decision block data quality monitor receives input user indicating whether possible duplicate really duplicate example user review additional property identified possible duplicate object make determination user provide input variety user drag drop duplicate object onto responding request system requesting confirmation existing duplication displayed object mean embodiment data quality monitor configured automatically make selection based default user unavailable decides perform confirmation step case data quality monitor automatically make determination resolve remove existing duplication', 'user find identified object duplicate process', 'continues block continue duplication problem solved previously discussed double object resolution accomplished combining object single object property particular duplicate object embodiment object remain separate object however association identified object updated indicate user confirmation regarding duplication example association identified object updated possible duplicate confirmed duplicate', 'however user determines identified object duplicate decision block process continues block continue indication possible existing duplication removed system embodiment association identified object also removed updated indicate user acknowledgment duplication example association identified object updated possible duplicate confirmed duplication', 'flowchart illustrating illustrative process generating performing data quality monitor performed based received data quality criterion according embodiment procedure performed computing system used analyst user server system store object ontology database system suitable computer system', 'process start block data quality monitor receives selection object type embodiment object type available user presented directly example menu embodiment user select available object type example previously explained type selected', 'process continues block data quality monitor receives selection required property object included analysis example selected object type block person object selection required property person object included analysis include property person object following without limitation name address telephone number date birth social security number driver license citizenship immigration status occupation case selection required property object include smaller number property critical user example user want data quality monitor case object related stolen vehicle property associated case object include vehicle identification number date vehicle stolen location vehicle last seen vehicle model vehicle manufacturer vehicle color case selection required property include greater number property depending user need addition required object type selected monitoring associated object type required link type type example', 'block example data quality monitor receive selection data quality criterion apply object analysis depending embodiment available data quality criterion initially determined based selected data quality monitor type duplicate object property missing property unpaired property property value match permissible enumeration violation range value type data quality monitor include certain criterion identify object potential data quality issue addition user adjust data quality criterion included monitor', 'explains example certain data quality monitor selected user', 'duplicate objects monitor identify potential duplicate object identical substantially similar property value considered duplicate however object always considered possible duplicate simply equal property value example multiple person object postal address telephone number vehicle information case person object identical property value identical people live household case equality important property value cause system find object duplicate example several person object social security number phone number birth date might considered duplicate embodiment person object still considered possible duplicate available property value concern fraud thus depending particular data object corresponding property monitored user different criterion duplicate objects monitor', 'property monitor identify object property value example president foreign state single person value president property land object person could indicate potential data quality problem another example person object social security number normally person associated single social security number however could fraud detection particular person object associated several social security number fraudulently used thus person object marked potential data quality problem value property monitor', 'missing properties monitor identify object missing property value missing property type example embodiment blood donation database include many person object property called blood type since important determine blood type blood donor person object blood type property value person object blood type property problematic', 'unstable properties monitor identify object associated unprocessed incomplete information origin database example enforcement officer entered following information regarding suspect', 'object investigator provide information really clear information mean location california location canada anything else another example suspect specified date birth however date birth suspect different calendar year system calendar system tibetan calendar system therefore suspect birth date january actual date birth suspect different date property value also lead data quality issue', 'another example date provided format month year system confusing month fail parse date month unstable properties monitor find data fails parsing according month year convention warn user rule parse date corrected date corresponding month year format parsed correctly', 'depending embodiment enumerated property property restricted limited allowed value properties value match allowed enumeration result incorrect value match property type example person object property value female gender property value year example another example wiblich instead feminine gender lead data parsing error situation user poor understanding acceptable value property example user believe location property value conus mean continental continental oconus outside continental outside continental location property actually value park home data quality monitor detect discrepancy warn user correcting problem accordingly situation problem obvious example case object stolen vehicle property value escape lincoln investigator originally entered information might thought vehicle stolen lincoln street stolen vehicle ford escape however information parsed correctly pose uncharacteristic properties problem depending embodiment user requirement inconsistency property value detected data quality monitor using parameter specified user parameter created system', 'value range violation monitor identify object whose property value specific property outside expected range example person object property value obviously wrong subtle', 'error also detected example system know house number particular street system able provide faulty house number value house number recognize embodiment data area violation monitor also provided example delivered date invalid context century credit card transaction date data quality monitor detect issue warn user', 'data quality monitor type selected criterion monitor created process continues continue block data quality monitor running example data quality monitor search analysis object meet specified data quality criterion system default criterion', 'block results execution data quality monitor provided embodiment result provided graphical user interface list object specific value violated defined data quality criterion embodiment result provided graphical user interface link object allow user recognize object connected example previously discussed potentially duplicate object joined association referred possibly indicating object considered possible duplicate depending embodiment graphical user interface also include property value show identified object included embodiment result also stored file file file file html file information name object property value embodiment user result available download', 'block example user choose save data quality monitor later user chooses embodiment result multiple pass data quality monitoring also compared data quality issue tend persist data quality problem already resolved embodiment user save data quality monitor also publish user system also perform similar search data quality problem detection depending embodiment additional user published data quality monitor customize monitor specific need', 'show exemplary user interface enables user create load update criterion data quality monitor according embodiment exemplary user interface includes choice monitor produce already', 'existing data quality monitor select embodiment user selects data quality monitor provided generate user interface present selection question user user specify criterion include data quality monitor user selects existing data quality monitor criterion selected data quality monitor loaded system execution exemplary user interface allows user customize existing data quality monitor save customized data quality monitor monitor embodiment data quality monitor configured customized edited certain user', 'user interface includes option allow user configure object monitored example object selected monitoring case object type object also monitored additionally embodiment user edit object type object monitored embodiment even monitoring performed single type object criterion data quality monitoring require monitored object associated type object example case object required associated event object person object interest user', 'exemplary user interface includes monitor type selection control area allows selecting data quality monitor type previously discussed available data quality monitor type include possibly duplicate object property missing property unpaired property property value match permissible enumeration violation range value monitor example selected possible duplicate object data quality monitor type selected specific property', 'selected object monitored provided user custom customization property continue reference example explained', 'embodiment setting data quality monitor also configured discover orphaned object example object without link settings data quality monitor also restricted execute search criterion specified without checking anything else', 'show another example user interface user configured possible duplicate person monitor identify linked case object person object potential duplicate thus field displayed person object linked case', 'object configured monitored necessary association person object case object user request person object subjected monitoring connection criminal investigation case', 'menu example selected data quality criterion possible duplicate object possible duplicate person minimum number property satisfying property requirement selected', 'example user property match performed selected name date birth social security number driver license number therefore according setting user interface object found possible duplicate least identical property value property four selected property thus particular monitor object name social security number would considered possible duplicate presented user confirmation resolution', 'previously explained object meet criterion specified data quality monitor user interface displayed example total three group object found specified eleven identified person object related case object case object field specified link request example eleven person object found interface displayed along link identified person object', 'show exemplary user interface group possibly duplicate person object displayed property person object presented indicate property object useful user determine object really duplicate example group five person object example three group object example found becomes entity property histogram shown represent various property identified object', 'shown object named james bond name similar james bond example james addition identified person object share characteristic example five person object social security number shown four five object date birth three person object surname bond', 'finally example identified person object least three property correspond another person object required user specifying minimum match based information provided regarding identified property', 'user able confirm whether identified object considered duplicate user confirms identified object actually duplicate take action resolving duplication updating association person object', 'show exemplary user interface user selected missing properties monitor offered object property selected monitoring example object monitored case object previously discussed missing properties involve data quality problem resulting nonexistent property value associated property total missing property type example user interface includes list property associated case object user select property property value monitor', 'example list property selection user includes menu name place type place address address component city address constituent federal state category offense example user selected monitor name location identify case object either lack name location property object value associated name location ortes property associated user interface also allows user select larger number case property undergo missing properties monitoring example adding criteria button selects embodiment additional property associated case object presented user selection embodiment rather presenting property user select monitoring menu type user interface element used', 'show exemplary user interface showing multiple case object identified running missing properties monitor example several property associated object selected inclusion missing properties monitor particular addition name place property victim status person selected name investigator selected', 'depending embodiment user interface also include boolean logic operator property selected user example user able specify wish monitor case object place name property property value victim status person property victim status person property property value missing another example', 'user specify want monitor case object lack either place name property property value victim status person property property value user interface allows user minimum number match user interface element example minimum match required thus object matched monitor match least three specified property', 'similar manner reference example data quality monitor type unstable properties present list available property user choose customizing monitor unparsed properties example boolean logic operator offered specify whether required property unpaired property single subset property required unprepared property', 'user interface also user option monitor generate monitor include user selects generate night running monitor user interface embodiment question specific time configured data quality monitor running user want review result data quality monitor user selects monitor configured data quality monitor user interface send command data quality monitor running user', 'interface display number object match data quality monitor view matching object', 'example case object found shown user interface provide option analyzing matching object using object explorer selecting embodiment user interface also give user option view matching object chart selecting selecting look browser', 'depending embodiment user interface display object match configured data quality setting running data quality monitor example user interface includes field display case object match data quality setting first case object displayed case different predetermined number object user interface displayed required according different setting user', 'implementation mechanism', 'embodiment method described herein implemented special computing device special purpose computing device hardwired perform method include digital electronic device asics application specific integrated circuit fpgas field programmable gate array persistently programmed perform method include general purpose hardware processor programmed perform method according program instruction firmware memory memory device combination thereof special purpose computing device custom hardwired logic asics fpgas also combined custom programming accomplish method special purpose computing device desktop computer system server computer system portable computer system handheld device network device device combination device includes hardwired logic program logic implement method', ...] doc=fcorpus[:10] doc ['abstract disclosure', 'system among purpose detecting health care fraud comprises data import component importing health care data data source health care provider insurer pharmacy data repositor data import component creates health care object provider object describe health care provider patient object represent health care recipient health care event object describe health care claim prescription medical procedure diagnosis correlation component identifies correlation health care object graph generator component generates graph network identified based least correlation identified correlation component graph comprising linked node represent health care object identified network interface generator generates interface display graph generated graph generator', 'fraud detection healthcare', 'benefit claim', 'application claim benefit provisional application filed march entire content hereby incorporated reference fully forth herein', 'technical field', 'present invention relates data processing technique fraud detection context health insurance', 'mere reference background herein construed admission constitutes common general knowledge relation invention', 'background', 'approach described section approach could pursued necessarily approach previously conceived pursued therefore unless otherwise indicated assumed approach described section qualify prior merely virtue inclusion section'] #tokenizing data from nltk.tokenize import word_tokenize, sent_tokenize tokenized_sents = [word_tokenize(i) for i in fcorpus] for i in tokenized_sents: print (i) Streaming output truncated to the last 5000 lines. ['plurality', 'tile', 'layer', 'comprises', 'selection', 'tile', 'layer', 'wherein', 'selection', 'tile', 'layer', 'comprises', 'one', 'interface', 'element', 'corresponding', 'ta', 'object', 'selected', 'user'] ['computer', 'system', 'claims', 'wherein', 'inactive', 'tile', 'layer', 'comprises', 'one', 'face', 'element', 'corresponding', 'data', 'object'] ['plurality', 'data', 'object', 'selectable', 'user'] ['computer', 'system', 'claims', 'wherein', 'generating', 'plurality', 'tile', 'layer', 'comprises', 'posing', 'plurality', 'tile', 'layer', 'updated', 'map', 'tile', 'wherein', 'providing', 'generated', 'tile', 'layer', 'client', 'computing', 'device', 'comprises', 'providing', 'updated', 'map', 'tile', 'client', 'computing', 'device'] ['computer', 'system', 'claim', 'wherein', 'ed', 'map', 'tile', 'comprises', 'png', 'image'] ['computer', 'system', 'claims', 'wherein', 'map', 'tile', 'associated', 'utf', 'grid', 'wherein', 'utf', 'grid', 'comprises', 'plurality', 'character', 'responding', 'set', 'one', 'pixel', 'map', 'tile'] ['computer', 'system', 'claim', 'wherein', 'acter', 'utf', 'grid', 'indicates', 'data', 'object', 'ture', 'associated', 'corresponding', 'pixel'] ['computer', 'system', 'claims', 'wherein', 'query', 'comprises', 'selection', 'one', 'data', 'object', 'search', 'one', 'data', 'object', 'selection', 'one', 'layer', 'request', 'generate', 'heatmap', 'application', 'filter', 'filter', 'one', 'data', 'object'] ['computer', 'system', 'claims', 'wherein', 'map', 'tile', 'plurality', 'map', 'tile', 'identified', 'associated', 'received', 'query', 'data', 'object', 'associated', 'query', 'located', 'within', 'map', 'tile'] ['computer', 'system', 'claims', 'wherein', 'one', 'hardware', 'processor', 'figured', 'assemble', 'generated', 'tile', 'layer', 'completed', 'map', 'tile', 'wherein', 'providing', 'erated', 'tile', 'layer', 'client', 'computing', 'device', 'prises', 'providing', 'completed', 'map', 'tile', 'client', 'computing', 'device'] ['computer', 'system', 'claims', 'wherein', 'plurality', 'tile', 'layer', 'comprises', 'base', 'tile', 'layer', 'corresponding', 'base', 'map'] ['references', 'cited', 'description'] ['list', 'reference', 'cited', 'applicant', 'reader', 'convenience', 'doe', 'form', 'part', 'european', 'patent', 'document', 'even', 'though', 'great', 'care', 'ha', 'taken', 'compiling', 'reference', 'error', 'omission', 'excluded', 'epo', 'disclaims', 'liability', 'regard'] ['literature', 'cited', 'description'] ['user', 'interface', 'design', 'dillon', 'macmillan', 'clopedia', 'cognitive', 'science', 'macmillan', 'vol'] ['ep'] ['european', 'patent', 'application'] ['date', 'publication'] ['bulletin'] ['application', 'number'] ['date', 'filing'] ['int', 'cl'] ['designated', 'contracting', 'states'] ['al', 'bg', 'ch', 'cy', 'cz', 'de', 'dk', 'ee', 'es', 'fi', 'fr', 'gb', 'gr', 'hr', 'hu', 'ie', 'li', 'lt', 'lu', 'lv', 'mc', 'mk', 'mt', 'nl', 'pl', 'pt', 'ro', 'rs', 'se', 'si', 'sk', 'sm', 'tr'] ['designated', 'extension', 'states'] ['ba'] ['designated', 'validation', 'states'] ['md'] ['priority', 'us', 'p'] ['us'] ['applicant', 'palantir', 'technologies', 'palo', 'alto', 'ca', 'us'] ['inventors'] ['beard', 'mitch'] ['palo', 'alto', 'ca', 'us'] ['brahms', 'chris'] ['palo', 'alto', 'ca', 'us'] ['huber', 'tristan'] ['palo', 'alto', 'ca', 'us'] ['kapitanova', 'krasimira', 'palo', 'alto', 'ca', 'us'] ['kwon', 'ohsuk'] ['palo', 'alto', 'fl', 'us'] ['richbourg', 'christopher', 'palo', 'alto', 'ca', 'us'] ['stoeckel', 'michael', 'palo', 'alto', 'ca', 'us'] ['robinson', 'seth'] ['palo', 'alto', 'ca', 'us'] ['doyle', 'john', 'mckinstry'] ['palo', 'alto', 'california', 'us'] ['representative', 'jones', 'nicholas', 'michael', 'et', 'al', 'venner', 'shipley', 'llp'] ['aldersgate'] ['london', 'gb'] ['remarks'] ['claims', 'filed', 'date', 'filing', 'application', 'rule', 'epc'] ['systems', 'methods', 'structuring', 'data', 'unstructured', 'electronic', 'data', 'files'] ['computer', 'implemented', 'system', 'method', 'disclosed', 'structuring', 'data', 'unstructured', 'tronic', 'data', 'file', 'accordance', 'embodiment', 'electronic', 'data', 'file', 'including', 'unstructured', 'content', 'sociated', 'legal', 'process', 'return', 'received'] ['unstructured', 'content', 'parsed', 'unstructured', 'content', 'parsed', 'identify', 'one', 'object', 'property', 'based', 'database', 'ontology', 'processed', 'erate', 'object', 'model', 'data', 'report', 'may', 'generated', 'based', 'identified', 'object', 'property'] ['printed', 'jouve', 'paris', 'fr'] ['description', 'background'] ['problems', 'arise', 'document', 'example'] ['legal', 'process', 'return', 'received', 'electronic', 'data', 'file', 'includes', 'unstructured', 'data', 'unstructured', 'ta', 'example', 'may', 'need', 'manually', 'processed', 'system', 'example', 'maintained', 'law'] ['ment', 'agency', 'order', 'aggregate', 'data', 'duce', 'useful', 'report', 'manual', 'processing', 'may', 'quire', 'significant', 'amount', 'time', 'accomplish', 'week', 'month', 'reduce', 'value', 'quired', 'information', 'information', 'may', 'become', 'stale'] ['irrelevant', 'time', 'moreover', 'size', 'structured', 'electronic', 'data', 'file', 'make', 'difficult', 'possible', 'view', 'file', 'using', 'native', 'file', 'viewer', 'example', 'legal', 'process', 'return', 'include', 'unstructured', 'data', 'include', 'several', 'hundred', 'thousand', 'page'] ['data', 'electronic', 'data', 'file', 'may', 'exceed', 'size', 'mb', 'making', 'impossible', 'agency', 'view', 'search', 'file', 'conventional', 'data', 'management', 'tems'] ['brief', 'description', 'drawings'] ['reference', 'made', 'nying', 'drawing', 'illustrate', 'exemplary', 'embodiment', 'present', 'disclosure'] ['fig', 'block', 'diagram', 'exemplary', 'system', 'structuring', 'data', 'unstructured', 'electronic', 'data', 'file', 'consistent', 'embodiment', 'present', 'closure'] ['fig', 'block', 'diagram', 'exemplary', 'data', 'turing', 'system', 'structuring', 'data', 'unstructured', 'electronic', 'data', 'file', 'consistent', 'embodiment'] ['present', 'disclosure'] ['fig', 'illustrates', 'example', 'object', 'model'] ['ent', 'embodiment', 'present', 'disclosure'] ['fig', 'illustrates', 'example', 'implementation', 'interactive', 'gui', 'consistent', 'embodiment', 'present', 'disclosure'] ['figs', 'illustrate', 'embodiment', 'example', 'data', 'report', 'generated', 'exemplary', 'data', 'structuring'] ['system', 'fig', 'consistent', 'embodiment', 'present', 'disclosure'] ['fig', 'flow', 'diagram', 'depicting', 'example', 'od', 'structuring', 'data', 'unstructured', 'electronic'] ['data', 'file', 'consistent', 'embodiment'] ['present', 'disclosure'] ['detailed', 'description', 'exemplary', 'embodiments'] ['reference', 'made', 'detail'] ['plary', 'embodiment', 'example', 'illustrated', 'accompanying', 'drawing', 'whenever', 'possible', 'reference', 'number', 'used', 'throughout'] ['drawing', 'refer', 'like', 'part'] ['disclosed', 'embodiment', 'describe', 'improved', 'method', 'system', 'structuring', 'data', 'tured', 'electronic', 'data', 'file', 'improved', 'data', 'structuring', 'system', 'method', 'receive', 'electronic', 'data', 'file', 'including', 'unstructured', 'social', 'medium', 'content', 'excess', 'mb', 'size', 'parse', 'unstructured', 'content', 'structure', 'parsed', 'content', 'assigning', 'object', 'type', 'erty', 'type', 'parsed', 'content', 'stored', 'structured', 'content', 'database', 'disclosed', 'data', 'structuring', 'system', 'method', 'may', 'aggregate', 'structured', 'tent', 'generate', 'various', 'type', 'data', 'report', 'report', 'may', 'include', 'example', 'reconstructed', 'conversation', 'subject', 'contact', 'list', 'normalized', 'phone', 'number', 'associated', 'subject', 'ic', 'mapping', 'ip', 'address', 'associated', 'subject', 'list', 'ip', 'address', 'shared', 'subject', 'person', 'timeline', 'specific', 'event', 'logins', 'ject', 'movement', 'etc', 'report', 'data', 'turing', 'system', 'method', 'may', 'also', 'present', 'gregated', 'structured', 'content', 'interactive', 'graphical', 'user', 'interface', 'allows', 'customization', 'exploration', 'aggregated', 'structured', 'content', 'accordingly', 'system', 'method', 'scribed', 'herein', 'capable', 'filtering', 'large', 'amount', 'data', 'quick', 'logical', 'visually', 'associative', 'way', 'specifically', 'system', 'method', 'among', 'thing', 'provide', 'ability', 'display', 'information', 'event', 'entity', 'temporally', 'ically', 'allow', 'selection', 'grouping', 'different', 'entity', 'event', 'graphical', 'representation', 'thermore', 'disclosed', 'system', 'method', 'ble', 'resolving', 'multiple', 'instance', 'object', 'property', 'reference', 'across', 'enterprise', 'database', 'canonical', 'format', 'based', 'database', 'ontology'] ['fig', 'block', 'diagram', 'exemplary'] ['tem', 'environment', 'structuring', 'data', 'tured', 'electronic', 'data', 'file', 'consistent', 'embodiment', 'present', 'disclosure', 'shown', 'fig', 'system', 'environment', 'includes', 'number', 'component', 'appreciated', 'disclosure', 'however', 'number', 'arrangement', 'component', 'exemplary', 'provided', 'purpose', 'illustration', 'arrangement', 'number', 'component', 'may', 'utilized', 'without', 'departing', 'teaching', 'bodiments', 'present', 'disclosure'] ['shown', 'example', 'embodiment', 'fig', 'system', 'environment', 'may', 'include', 'one', 'cial', 'medium', 'platform', 'social', 'medium', 'platform', 'may', 'include', 'platform', 'example', 'book', 'twitter', 'instagram', 'surespot', 'kik', 'paltalk', 'social', 'medium', 'platform', 'known', 'art', 'social', 'medium', 'platform', 'may', 'implemented', 'example', 'server', 'server', 'system', 'comprising', 'plurality', 'er', 'server', 'farm', 'comprising', 'load', 'balancing', 'system', 'plurality', 'server', 'mainframe', 'computer', 'combination', 'component', 'certain', 'ments', 'social', 'medium', 'platform', 'may'] ['dalone', 'computing', 'system', 'apparatus', 'maybe', 'part', 'subsystem', 'maybe', 'part', 'larger', 'system', 'example', 'social', 'medium', 'platform', 'may', 'sent', 'distributed', 'server', 'remotely', 'located'] ['communicate', 'communication', 'medium', 'work', 'dedicated', 'network', 'example', 'lan', 'embodiment', 'social', 'medium', 'platform', 'maybe', 'implemented', 'hardware', 'device', 'software', 'application', 'running', 'thereon'] ['iments', 'social', 'medium', 'platform', 'may', 'ured', 'communicate', 'network', 'component', 'data', 'structuring', 'system'] ['database', 'also', 'bodiments', 'social', 'medium', 'platform', 'may', 'ment', 'aspect', 'present', 'disclosure', 'without', 'need', 'accessing', 'another', 'device', 'component', 'network', 'network'] ['network', 'may', 'include', 'combination', 'communication', 'network', 'example', 'network', 'may', 'include', 'internet', 'type', 'wide', 'area', 'network', 'intranet', 'metropolitan', 'area', 'network', 'local', 'area', 'network', 'lan', 'wireless', 'network', 'cellular', 'munications', 'network', 'etc', 'embodiment', 'client', 'maybe', 'configured', 'transmit', 'data', 'mation', 'network', 'appropriate', 'data', 'porter', 'example', 'data', 'importer', 'ample', 'client', 'maybe', 'configured', 'transmit', 'tronic', 'data', 'file', 'including', 'various', 'type', 'content', 'data', 'importer', 'aspect', 'client', 'may', 'also'] ['configured', 'receive', 'information', 'data', 'importer'] ['network'] ['data', 'structuring', 'system', 'may', 'configured', 'communicate', 'interact', 'social', 'medium', 'platform', 'database', 'certain', 'embodiment'] ['data', 'structuring', 'system', 'may', 'standalone', 'system', 'apparatus', 'may', 'part', 'subsystem', 'may', 'part', 'larger', 'system', 'example', 'data', 'turing', 'system', 'may', 'represent', 'distributed', 'system'] ['includes', 'remotely', 'located', 'component'] ['communicate', 'communication', 'medium'] ['network', 'dedicated', 'network', 'example', 'lan'] ['embodiment', 'data', 'structuring', 'system', 'maybe', 'configured', 'receive', 'data', 'information'] ['network', 'various', 'device', 'system'] ['example', 'social', 'medium', 'platform', 'example', 'data', 'structuring', 'system', 'may', 'figured', 'receive', 'legal', 'process', 'return', 'form', 'electronic', 'data', 'file', 'social', 'medium', 'platform'] ['device', 'system', 'electronic', 'data', 'file', 'may', 'received', 'various', 'file', 'format', 'may', 'include', 'content', 'provided', 'social', 'medium', 'platform'] ['response', 'legal', 'process', 'warrant', 'tional', 'security', 'letter', 'subpoena', 'etc', 'relating', 'criminal', 'investigation', 'conducted', 'law', 'enforcement', 'agency', 'content', 'may', 'include', 'social', 'medium', 'content', 'associated'] ['subject', 'criminal', 'investigation', 'example', 'contact', 'information', 'friend', 'list', 'private'] ['sage', 'phone', 'number', 'login', 'information', 'ip', 'address', 'formation', 'photo', 'photo', 'album', 'profile', 'person', 'sociated', 'subject', 'email', 'address', 'public', 'social', 'medium', 'post', 'wall', 'post', 'microblog', 'post', 'tweets', 'status', 'update', 'location', 'update', 'public', 'post', 'regarding', 'subject', 'tion', 'etc', 'data', 'structuring', 'system', 'may', 'configured', 'structure', 'import', 'content', 'included', 'ceived', 'electronic', 'data', 'file', 'one', 'structured', 'database', 'example', 'database'] ['database', 'may', 'include', 'one', 'logically', 'physically', 'separate', 'database', 'configured', 'store', 'data', 'data', 'stored', 'database', 'maybe', 'received', 'data', 'structuring', 'system', 'social', 'medium', 'form', 'may', 'provided', 'input', 'using', 'conventional', 'method', 'data', 'entry', 'data', 'transfer', 'ta', 'uploading', 'etc', 'data', 'stored', 'database', 'may', 'take', 'represent', 'various', 'form', 'including', 'limited', 'electronic', 'data', 'file', 'object', 'mapping', 'property', 'mapping', 'report', 'template', 'user', 'profile', 'information', 'variety', 'electronic', 'data', 'combination', 'thereof', 'embodiment', 'database', 'may', 'clude', 'separate', 'database', 'store', 'electronic', 'data', 'file', 'object', 'property', 'mapping', 'report', 'template', 'spectively', 'still', 'embodiment', 'e', 'store', 'electronic', 'data', 'file', 'object', 'property', 'mapping', 'report', 'template', 'combined', 'various', 'combination', 'still', 'embodiment', 'database', 'includes', 'single', 'database', 'store', 'tronic', 'data', 'file', 'object', 'property', 'mapping', 'port', 'template'] ['embodiment', 'database', 'maybe', 'implemented', 'using', 'suitable', 'form', 'able', 'storage', 'medium', 'embodiment', 'database', 'may', 'maintained', 'network', 'attached', 'storage', 'device', 'storage', 'area', 'network', 'combination', 'etc', 'furthermore', 'database', 'maybe', 'maintained', 'queried', 'using', 'numerous', 'type', 'database', 'software', 'programming', 'language', 'example', 'sql', 'mysql', 'ibm', 'microsoft', 'perl', 'c', 'etc', 'although', 'fig', 'show', 'database', 'associated', 'data', 'structuring', 'system', 'database', 'maybe', 'dalone', 'database', 'accessible', 'via', 'network', 'tabase', 'may', 'included', 'data', 'structuring', 'system', 'database', 'may', 'associated', 'provided', 'part', 'system', 'environment', 'may', 'sible', 'social', 'medium', 'platform', 'ponents'] ['fig', 'block', 'diagram', 'exemplary', 'data', 'structuring', 'system', 'implementing', 'embodiment', 'aspect', 'present', 'disclosure', 'example', 'data', 'structuring', 'system', 'may', 'used', 'structuring', 'data', 'unstructured', 'electronic', 'data', 'file', 'arrangement', 'number', 'component', 'included', 'data', 'structuring', 'system', 'provided', 'purpose', 'illustration', 'ditional', 'arrangement', 'number', 'component', 'modification', 'may', 'made', 'consistent', 'present', 'disclosure'] ['shown', 'fig', 'data', 'structuring', 'system', 'may', 'include', 'one', 'communication', 'interface', 'communications', 'interface', 'may', 'allow', 'data', 'formation', 'transferred', 'data', 'structuring', 'tem', 'network', 'social', 'medium', 'platform', 'database', 'component', 'ple', 'communication', 'interface', 'may', 'configured', 'receive', 'legal', 'process', 'return', 'form', 'electronic', 'data', 'file', 'include', 'unstructured', 'content'] ['limiting', 'example', 'electronic', 'data', 'file', 'include', 'word', 'processing', 'file', 'etc', 'spreadsheet', 'etc', 'comma', 'separated', 'value', 'csv', 'file', 'presentation', 'archived', 'pressed', 'file', 'zip', 'file', 'file', 'cab', 'file', 'rar', 'file', 'etc', 'database', 'file', 'pdf', 'file', 'pub', 'file', 'image', 'file', 'xml', 'file', 'specialized', 'tax', 'financial', 'file', 'open', 'financial', 'exchange', 'interactive', 'financial', 'exchange', 'file', 'tabulated', 'data', 'file', 'webpage', 'file', 'html', 'file', 'received', 'electronic', 'data', 'file', 'may', 'include', 'iou', 'type', 'unstructured', 'content', 'example', 'ceived', 'electronic', 'data', 'file', 'may', 'include', 'social', 'medium', 'data', 'associated', 'subject', 'criminal', 'investigation', 'described', 'reference', 'fig'] ['examples', 'communication', 'interface'] ['may', 'include', 'modem', 'wired', 'wireless', 'tions', 'interface', 'ethernet', 'bluetooth', 'near', 'field', 'communication', 'wimax', 'wan', 'lan', 'etc', 'munications', 'port', 'usb', 'ieee', 'displayport', 'dvi', 'hdmi', 'vga', 'serial', 'port', 'etc', 'pcmcia', 'slot', 'card', 'etc', 'communications', 'interface', 'may', 'receive', 'ta', 'information', 'form', 'signal', 'maybe', 'electronic', 'electromagnetic', 'optical', 'signal', 'pable', 'received', 'communication', 'interface'] ['signal', 'may', 'provided', 'communication', 'interface', 'via', 'communication', 'path', 'shown', 'may', 'implemented', 'using', 'wireless', 'wire', 'cable', 'fiber', 'optic', 'radio', 'frequency', 'rf', 'link', 'munications', 'channel'] ['data', 'structuring', 'system', 'may', 'also', 'include'] ['one', 'file', 'database', 'file', 'database', 'may', 'configured', 'store', 'electronic', 'data', 'file', 'received', 'data', 'structuring', 'system', 'communication', 'interface'] ['data', 'structuring', 'system', 'may', 'also', 'include'] ['one', 'structuring', 'component', 'may', 'parse', 'unstructured', 'social', 'medium', 'content', 'included', 'tronic', 'data', 'file', 'stored', 'file', 'database', 'structure'] ['parsed', 'data', 'according', 'database', 'ontology'] ['exemplary', 'embodiment', 'defining', 'ontology'] ['database', 'ontology', 'described'] ['patent', 'issued', 'june', 'among', 'thing', 'patent', 'describes', 'ments', 'define', 'dynamic', 'ontology', 'use', 'creating', 'data', 'database', 'creating', 'database', 'ontology', 'example', 'one', 'object', 'type', 'may', 'ated', 'object', 'type', 'include', 'one', 'property', 'attribute', 'object', 'type', 'property', 'type', 'database', 'ontology', 'edited'] ['ified', 'time'] ['embodiment', 'object', 'type', 'may', 'ther', 'divided', 'number', 'ple', 'object', 'type', 'may', 'divided', 'entity', 'type', 'event', 'type', 'document', 'type', 'entity', 'type', 'may', 'define', 'person', 'place', 'thing', 'idea', 'examples', 'entity', 'type', 'include', 'social', 'medium', 'platform', 'profile', 'facebooktm', 'twittertm', 'user', 'profile', 'ip', 'address', 'email', 'address', 'photo', 'album', 'friend', 'list', 'location', 'event', 'type', 'may', 'define', 'type', 'social', 'medium', 'platform', 'event', 'associated', 'subject', 'criminal', 'investigation', 'event', 'type', 'may', 'include', 'example', 'subject', 'logging', 'social', 'medium', 'platform', 'profile', 'posting', 'photo', 'ject', 'social', 'medium', 'platform', 'profile', 'sending', 'friend', 'quest', 'accepting', 'friend', 'request', 'document', 'type', 'may', 'define', 'type', 'social', 'medium', 'platform', 'document', 'created', 'subject', 'subject', 'contact', 'ples', 'document', 'type', 'include', 'private', 'message', 'status', 'update', 'microblog', 'post', 'facebooktm', 'wall', 'post', 'twittertm', 'tweets', 'comment', 'user', 'microblog', 'post', 'picture', 'video'] ['embodiment', 'property', 'type'] ['declared', 'representative', 'one', 'object', 'type', 'property', 'type', 'representative', 'object', 'type', 'property', 'type', 'intuitively', 'associated', 'object', 'type', 'example', 'property', 'type', 'text', 'description', 'may', 'representative', 'object', 'type', 'private', 'sage', 'representative', 'object', 'type', 'photo', 'album', 'embodiment', 'property', 'type', 'ha', 'one', 'component', 'base', 'type', 'bodiments', 'property', 'type', 'may', 'comprise', 'string', 'date', 'number', 'composite', 'type', 'consisting', 'two', 'string', 'date', 'number', 'element', 'thus', 'property', 'type', 'extensible', 'represent', 'complex', 'data', 'tures', 'parser', 'definition', 'reference', 'ponent', 'complex', 'property', 'type', 'unit', 'token', 'example', 'property', 'multiple', 'ponents', 'name', 'property', 'last', 'name', 'ponent', 'first', 'name', 'component', 'example', 'raw', 'input', 'data', 'smith', 'jane', 'example', 'parser', 'definition', 'specifies', 'association', 'imported', 'input', 'data', 'object', 'property', 'component', 'follows'] ['last', 'name', 'first'] ['bodiments', 'association'] ['defined', 'parser', 'definition', 'using', 'regular', 'expression', 'symbology', 'association'] ['indicates', 'last', 'name', 'string', 'followed', 'first', 'name', 'string', 'comprises', 'valid', 'input', 'data', 'property', 'type', 'name', 'contrast', 'input', 'data', 'smith', 'jane', 'would', 'valid', 'ified', 'parser', 'definition', 'user', 'could', 'create', 'second', 'parser', 'definition', 'doe', 'match', 'input', 'data', 'smith', 'jane', 'definition', 'name', 'last', 'name', 'first', 'specifies', 'matching', 'input', 'data', 'value', 'map', 'component', 'named', 'last', 'first', 'name', 'property', 'sult', 'parsing', 'unstructured', 'data', 'electronic', 'data', 'file', 'using', 'parser', 'definition', 'result', 'assigning', 'value', 'smith', 'name', 'last', 'component', 'name'] ['property', 'value', 'jane', 'name', 'first', 'nent', 'name', 'property'] ['embodiment', 'object', 'type', 'erty', 'type', 'may', 'specific', 'social', 'medium', 'platform', 'example', 'database', 'ontology', 'may', 'include', 'set', 'object', 'type', 'property', 'type', 'specific', 'facebooktm', 'twittertm', 'instagramtm', 'etc', 'order', 'determine', 'set', 'object', 'property', 'type', 'use'] ['electronic', 'data', 'file', 'structuring', 'component', 'may', 'scan', 'header', 'included', 'electronic', 'data', 'file', 'detect', 'social', 'medium', 'platform', 'identifier', 'example'] ['er', 'may', 'include', 'name', 'facebooktm', 'warrant', 'subpoena', 'number', 'structuring', 'component', 'may', 'detect', 'name', 'facebooktm', 'file', 'select'] ['set', 'facebooktm', 'object', 'property', 'type', 'response'] ['embodiment', 'parser', 'may', 'parse', 'unstructured', 'content', 'included', 'electronic', 'data', 'file', 'stored', 'file', 'database', 'identify', 'one', 'jects', 'based', 'set', 'object', 'property', 'type', 'selected'] ['structuring', 'component', 'order', 'parse', 'structured', 'content', 'parser', 'may', 'scan', 'unstructured', 'content', 'using', 'natural', 'language', 'processing', 'technique'] ['identify', 'one', 'word', 'string', 'word', 'embodiment', 'electronic', 'data', 'file', 'includes'] ['text', 'unrecognizable', 'parser'] ['file', 'includes', 'pdf', 'image', 'text', 'structuring', 'component', 'may', 'extract', 'text', 'using', 'technique', 'example', 'optical', 'character', 'recognition', 'optical', 'word', 'ognition', 'intelligent', 'character', 'recognition', 'intelligent'] ['word', 'recognition', 'parser', 'may', 'compare', 'identified', 'word', 'string', 'word', 'selected', 'set', 'object', 'type', 'defined', 'database', 'ontology', 'identify', 'object', 'type', 'included', 'electronic', 'data', 'file', 'object', 'type', 'ha', 'identified', 'parser', 'may', 'identify', 'object', 'included', 'electronic', 'data', 'file', 'object', 'type', 'example', 'parser', 'may', 'identify', 'string', 'tered', 'email', 'address', 'compare', 'string', 'object', 'type', 'defined', 'database', 'ontology', 'string', 'match', 'known', 'object', 'type', 'parser', 'may', 'identify'] ['next', 'string', 'text', 'subject', 'email', 'address', 'johndoe', 'mapper', 'may', 'assign', 'object', 'type', 'property', 'type', 'identified', 'object', 'object', 'assigned', 'object', 'type', 'assigned', 'property', 'type', 'make', 'structured', 'object', 'model', 'electronic', 'data', 'file', 'object', 'model', 'may', 'correspond', 'legal', 'process', 'return', 'received', 'response', 'legal', 'process'] ['social', 'medium', 'platform', 'content', 'associated', 'ject', 'subject', 'may', 'example', 'subject', 'criminal', 'investigation', 'conducted', 'law', 'enforcement', 'agency', 'object', 'model', 'may', 'stored', 'object', 'model', 'database', 'described', 'detail', 'reference', 'fig'] ['embodiment', 'object', 'explorer', 'may', 'generate', 'interactive', 'graphical', 'user', 'interface', 'gui', 'allows', 'customization', 'exploration', 'structured', 'object', 'property', 'example'] ['interactive', 'gui', 'may', 'include', 'various', 'content', 'filter', 'aggregate', 'structured', 'object', 'property'] ['based', 'various', 'filter', 'property', 'content', 'filter', 'may', 'example', 'filter', 'object', 'based', 'entity', 'type', 'ip', 'address', 'email', 'address', 'friend', 'list', 'etc', 'event', 'type', 'login', 'event', 'phot', 'post', 'event', 'etc', 'document', 'type', 'private', 'message', 'social', 'medium', 'profile', 'status', 'update', 'wall', 'post', 'etc', 'content', 'filter', 'may', 'also', 'filter', 'property', 'based', 'example', 'property', 'type', 'warrant', 'number', 'online', 'identifier', 'date', 'range', 'location', 'etc'] ['structured', 'object', 'property', 'filtered', 'based', 'one', 'content', 'filter', 'interactive', 'gui', 'may', 'allow', 'customized', 'data', 'alizations', 'filtered', 'data', 'displayed', 'ple', 'timeline', 'login', 'event', 'may', 'presented', 'interactive', 'gui', 'structured', 'object', 'filtered', 'login', 'event', 'type', 'timeline', 'may', 'display', 'login', 'event', 'occurred', 'unstructured', 'content', 'ciated', 'multiple', 'subject', 'structured', 'aggregated', 'timeline', 'presentation', 'interactive', 'gui', 'display', 'many', 'login', 'event', 'occurred', 'given', 'time', 'subject', 'logged', 'particular', 'time', 'conclusion', 'interaction', 'tween', 'subject', 'deduced', 'inferred', 'embodiment', 'customized', 'data', 'visualization', 'filtered', 'data', 'customized', 'subset', 'visualized', 'data', 'selected', 'another', 'tomized', 'data', 'visualization', 'displayed', 'ple', 'based', 'login', 'timeline', 'example', 'subset', 'visualized', 'login', 'data', 'selected', 'geocoded', 'using', 'maxmind', 'database', 'example', 'used', 'generate', 'customized', 'data', 'visualization', 'map', 'ing', 'geographic', 'location', 'associated', 'lected', 'login', 'event', 'accordingly', 'interactive', 'gui', 'allows', 'interaction', 'customization', 'tured', 'object', 'property', 'generate', 'useful', 'zations', 'structured', 'object', 'property', 'various', 'conclusion', 'extrapolation', 'formed'] ['another', 'example', 'interactive'] ['gui', 'structured', 'photograph', 'object', 'may', 'filtered', 'hash', 'property', 'type', 'photograph', 'object', 'stored', 'object', 'model', 'database', 'similar', 'hash', 'aggregated', 'property', 'alysed', 'example', 'photograph', 'hash', 'may', 'posted', 'social', 'medium', 'profile', 'subject', 'interactive', 'gui', 'filter', 'structured', 'graph', 'object', 'based', 'hash', 'posted', 'tograph', 'identify', 'social', 'medium', 'profile', 'associated', 'subject', 'also', 'posted', 'photograph', 'therefore', 'allowing', 'conclusion', 'inference', 'tions', 'subject', 'posted', 'tograph', 'drawn'] ['object', 'explorer', 'may', 'also', 'generate', 'various', 'type', 'data', 'report', 'based', 'object', 'model', 'stored', 'object', 'model', 'database', 'data', 'report', 'may', 'clude', 'data', 'model', 'object', 'property', 'defined', 'object', 'model', 'example', 'timeline', 'ographic', 'mapping', 'event', 'histogram', 'object'] ['property', 'reconstruction', 'social', 'medium', 'conversation', 'private', 'message', 'conversation', 'two', 'user', 'mapping', 'shared', 'ip', 'address', 'two', 'user', 'picture', 'matching', 'friend', 'list', 'graph'] ['type', 'data', 'model'] ['order', 'generate', 'data', 'report', 'object', 'plorer', 'may', 'provide', 'instruction', 'gui', 'generator', 'generate', 'gui', 'object', 'explorer', 'response', 'received', 'instruction', 'gui', 'generator', 'may'] ['erate', 'interactive', 'gui', 'display', 'display', 'data'] ['structuring', 'system', 'may', 'also', 'include', 'one', 'input', 'output', 'device', 'physical', 'keyboard', 'virtual', 'keyboard', 'mouse', 'joystick', 'stylus', 'etc', 'configured', 'receive', 'user', 'instruction'] ['form', 'user', 'input', 'received', 'instruction', 'may', 'clude', 'instruction', 'generate', 'data', 'report', 'based', 'jected', 'model', 'stored', 'object', 'model', 'database'] ['ject', 'explorer', 'may', 'receive', 'user', 'input', 'generate', 'request', 'data', 'report', 'based', 'report', 'template', 'associated', 'requested', 'data', 'report'] ['may', 'provide', 'instruction', 'gui', 'generator', 'erating', 'display', 'generated', 'data', 'report', 'display'] ['embodiment', 'object', 'explorer', 'may', 'include', 'template', 'selector', 'selects', 'report', 'plate', 'among', 'report', 'template', 'stored', 'report', 'plate', 'database', 'template', 'selection', 'maybe', 'lected', 'based', 'user', 'input', 'received', 'example', 'user', 'input', 'received', 'object', 'explorer', 'may', 'identify', 'data', 'report', 'type', 'requested', 'user'] ['template', 'selector', 'may', 'retrieve', 'report', 'plate', 'corresponding', 'requested', 'data', 'report', 'type', 'example', 'user', 'request', 'data', 'report', 'telephone', 'number', 'included', 'object', 'model'] ['plate', 'selector', 'may', 'select', 'telephone', 'number'] ['gram', 'report', 'template', 'report', 'template', 'database', 'another', 'example', 'user', 'request', 'data', 'report', 'including', 'geographic', 'mapping', 'subject', 'social', 'dia', 'platform', 'login', 'activity', 'july'] ['july', 'template', 'selector'] ['may', 'select', 'appropriate', 'template', 'report', 'template', 'database'] ['template', 'selector', 'ha', 'selected', 'appropriate', 'report', 'template', 'requested', 'data', 'report'] ['template', 'applicator', 'may', 'obtain', 'object'] ['erties', 'included', 'object', 'model', 'required', 'report', 'template', 'template', 'applicator', 'may', 'erate', 'requested', 'report', 'using', 'obtained', 'object', 'property', 'based', 'selected', 'report', 'template'] ['plate', 'applicator', 'may', 'provide', 'instruction', 'gui'] ['generator', 'display', 'generated', 'data', 'report', 'display'] ['structuring', 'component', 'object', 'explorer', 'gui', 'generator', 'maybe', 'implemented'] ['hardware', 'module', 'configured', 'execute', 'function'] ['described', 'herein', 'alternatively', 'one', 'processor', 'suitable', 'execution', 'instruction', 'may', 'ured', 'execute', 'function', 'structuring', 'component'] ['object', 'explorer', 'gui', 'generator', 'example', 'suitable', 'processor', 'include', 'general', 'special', 'purpose', 'microprocessor', 'programmable', 'logic', 'device', 'field', 'programmable', 'gate', 'array', 'specialized', 'cuits', 'one', 'processor', 'kind', 'digital', 'computer', 'may', 'communicatively', 'coupled', 'physical', 'memory', 'shown', 'storing', 'structuring', 'component', 'object', 'explorer', 'gui', 'generator', 'form', 'instruction', 'executable', 'sor', 'suitable', 'memory', 'may', 'include', 'example', 'nand', 'flash', 'memory', 'device', 'read', 'memory', 'rom', 'device', 'random', 'access', 'memory', 'ram', 'e', 'storage', 'medium', 'example', 'hard', 'drive', 'solid', 'state', 'drive', 'tape', 'drive', 'raid', 'array', 'etc', 'example', 'function', 'structuring', 'component', 'object', 'explorer', 'gui', 'generator', 'maybe', 'included', 'processor', 'processor', 'configured', 'implement', 'function'] ['file', 'database', 'database', 'ontology', 'ject', 'model', 'database', 'report', 'template', 'database', 'may', 'implemented', 'database', 'fig', 'embodiment', 'one', 'database', 'may', 'included', 'database', 'embodiment', 'one', 'database', 'may', 'included', 'separate', 'database', 'display', 'may', 'implemented', 'using', 'device', 'technology', 'cathode', 'ray', 'tube', 'crt', 'display', 'liquid', 'crystal', 'display', 'lcd', 'plasma', 'display', 'light', 'emitting', 'diode', 'led', 'display', 'touch', 'screen', 'type', 'display', 'capacitive', 'resistive', 'touchscreen', 'type', 'display', 'known', 'art'] ['fig', 'illustrative', 'exemplary', 'object', 'el', 'corresponding', 'ontology', 'database', 'tology', 'fig', 'element', 'exemplary', 'object', 'model', 'stored', 'object', 'model', 'database', 'object', 'model', 'database', 'fig'] ['object', 'model', 'include', 'among', 'thing', 'entity', 'event', 'document', 'entity', 'event', 'document', 'contain', 'property', 'including', 'without', 'tion', 'representative', 'property', 'base', 'property', 'plex', 'property', 'transcript', 'property', 'made', 'multiple', 'sub', 'property', 'component', 'complex', 'property', 'used', 'provide', 'detailed', 'information', 'entity', 'event', 'document'] ['illustrated', 'fig', 'entity', 'may', 'spond', 'social', 'medium', 'platform', 'profile', 'associated', 'subject', 'criminal', 'investigation', 'entity', 'may', 'correspond', 'social', 'medium', 'platform', 'file', 'associated', 'person', 'subject', 'criminal', 'investigation', 'ha', 'interacted', 'example', 'subject', 'may', 'interacted', 'associated', 'person', 'via', 'private', 'message', 'document', 'private', 'message', 'document', 'may', 'include', 'various', 'property', 'example', 'transcript', 'property', 'ip', 'address', 'property', 'property', 'date', 'time', 'property', 'script', 'property', 'transcript', 'property', 'may'] ['contain', 'text', 'private', 'message', 'document', 'vate', 'message', 'document', 'well', 'additional', 'property', 'additional', 'property', 'may', 'include', 'ample', 'name', 'transcript', 'character', 'count', 'read', 'receipt', 'information', 'telephone', 'number', 'included', 'message', 'attachment', 'message'] ['example', 'transcript', 'property', 'may', 'include', 'phone', 'number', 'property', 'may', 'assigned', 'property', 'private', 'message', 'document'] ['embodiment', 'transcript', 'property', 'could'] ['audio', 'format', 'format', 'instead', 'written', 'appreciated', 'many', 'different', 'format', 'monly', 'used', 'would', 'known', 'one', 'ordinary', 'skill', 'art', 'could', 'replace', 'written', 'audio', 'property'] ['additionally', 'event', 'document', 'entity', 'contain', 'note', 'medium', 'notes', 'provide', 'tainer', 'textual', 'information', 'related', 'event', 'ment', 'entity', 'media', 'represent', 'binary', 'data', 'ated', 'event', 'document', 'entity', 'media', 'data'] ['take', 'form', 'example', 'text', 'document'] ['age', 'video', 'specialized', 'format'] ['moreover', 'object', 'property', 'tain', 'geospatial', 'temporal', 'metadata', 'geospatial', 'data', 'provide', 'physical', 'location', 'associated'] ['object', 'property', 'example', 'private', 'message'] ['ment', 'ip', 'address', 'property', 'used', 'obtain', 'geographic', 'location', 'ject', 'associated', 'social', 'medium', 'profile', 'entity', 'sent', 'private', 'message', 'another', 'example', 'login'] ['event', 'ip', 'address', 'property', 'sociated', 'person', 'associated', 'social', 'medium', 'profile', 'entity', 'logging', 'social', 'medium', 'platform'] ['appreciated', 'geospatial', 'data', 'also', 'form', 'represents', 'location', 'understood'] ['user', 'object', 'model', 'temporal', 'metadata'] ['represent', 'either', 'specific', 'point', 'time', 'duration', 'ing', 'start', 'time', 'end', 'time', 'example', 'private', 'message', 'document', 'contain', 'time', 'property', 'indicating', 'specific', 'date', 'time'] ['sage', 'wa', 'sent', 'embodiment', 'duration', 'indicated', 'including', 'start', 'property', 'end', 'property', 'allowing', 'calculation', 'duration', 'temporal', 'data'] ['form', 'epoch', 'time', 'utc', 'time', 'local', 'time', 'represents', 'time', 'event', 'duration'] ['event', 'moreover', 'embodiment'] ['tial', 'temporal', 'metadata', 'correlated', 'ple', 'geospatial', 'temporal', 'metadata', 'spond', 'one', 'location', 'time', 'person', 'visited', 'one', 'location'] ['entities', 'event', 'document', 'serve', 'link', 'indicating', 'relationship', 'various', 'object', 'example', 'private', 'message', 'ment', 'contain', 'property'] ['property', 'link', 'social', 'medium', 'profile', 'private', 'message', 'document', 'property', 'link', 'social', 'medium', 'profile', 'private', 'message', 'ument', 'thus', 'private', 'message', 'document', 'still', 'containing', 'relevant', 'property'] ['temporal', 'property', 'geospatial', 'property', 'transcript', 'property', 'act', 'complex', 'link', 'social', 'medium', 'profile'] ['fig', 'illustrates', 'example', 'implementation', 'interactive', 'gui', 'exploration', 'structured', 'object', 'property', 'embodiment', 'example', 'interactive', 'gui', 'may', 'generated', 'data', 'structuring', 'system', 'data', 'structuring', 'system', 'cluding', 'object', 'explorer', 'fig', 'gui', 'may', 'include', 'set', 'content', 'filter', 'example', 'object', 'type', 'property', 'type', 'object', 'type', 'filter', 'may', 'divided', 'example', 'entity', 'type', 'event', 'type', 'ument', 'type', 'content', 'filter', 'exemplary', 'filter', 'may', 'also', 'included', 'gui', 'content', 'filter', 'allow', 'aggregation', 'structured', 'object', 'property', 'customized', 'data', 'visualization', 'may', 'generated', 'embodiment', 'gui', 'may', 'allow', 'customized', 'data', 'visualization', 'data', 'filtered', 'content', 'filter', 'displayed', 'gui', 'may', 'include', 'various', 'visualization', 'type', 'used', 'generate', 'display', 'filtered', 'data', 'example', 'illustrated', 'fig', 'timeline', 'visualization', 'type', 'pie', 'chart', 'visualization', 'type', 'histogram', 'visualization', 'type', 'bar', 'chart', 'visualization', 'type', 'included', 'gui'] ['visualization', 'type', 'combination'] ['visualization', 'type', 'maybe', 'included', 'gui', 'embodiment', 'visualization', 'type', 'ed', 'gui', 'may', 'depend', 'type', 'content', 'filter', 'selected', 'example', 'login', 'event', 'type', 'filter', 'selected', 'gui', 'may', 'display', 'timeline', 'visualization', 'type', 'display', 'login', 'event', 'timeline', 'togram', 'visualization', 'type', 'display', 'number', 'login', 'event', 'associated', 'various', 'ip', 'address', 'pie', 'chart', 'visualization', 'type'] ['customized', 'data', 'visualization', 'may', 'ated', 'using', 'various', 'technique', 'example', 'input', 'maybe', 'received', 'fig', 'example', 'form', 'selection', 'object', 'type', 'property', 'type', 'visualization', 'type', 'input', 'may', 'ceived', 'various', 'form', 'example', 'input', 'may', 'user', 'selecting', 'object', 'type', 'property', 'type', 'dragging', 'top', 'visualization', 'type', 'another', 'example', 'input', 'may', 'user', 'highlighting', 'object', 'type', 'property', 'type', 'clicking', 'example', 'highlighting', 'visualization', 'type', 'embodiment', 'customized', 'data', 'ualizations', 'displayed', 'gui', 'ized', 'subset', 'visualized', 'data', 'selected', 'another', 'customized', 'data', 'visualization', 'played'] ['figs', 'illustrate', 'example', 'implementation'] ['data', 'report', 'embodiment', 'example', 'data', 'report', 'may', 'generated', 'data', 'structuring', 'system', 'data', 'structuring', 'system', 'including', 'object', 'plorer', 'fig', 'fig', 'particular', 'illustrates', 'example', 'implementation', 'telephone', 'number'] ['togram', 'data', 'report', 'shown', 'fig', 'data', 'report', 'may', 'include', 'list', 'telephone', 'number', 'telephone', 'number', 'may', 'included', 'one', 'private', 'message', 'private', 'message', 'document', 'fig', 'subject', 'criminal', 'investigation', 'another', 'person', 'john', 'doe', 'entity', 'jane', 'smith', 'entity', 'fig', 'parser', 'parser', 'fig', 'may', 'parsed', 'private', 'message', 'identify', 'normalize', 'telephone'] ['number', 'telephone', 'number', 'format', 'required', 'database', 'ontology', 'database', 'ontology', 'fig', 'shown', 'data', 'report', 'data', 'structuring', 'system', 'may', 'represent', 'number', 'time', 'telephone', 'number', 'ha', 'shown', 'private', 'message', 'tween', 'subject', 'another', 'person', 'histogram', 'histogram', 'may', 'include', 'data', 'bar', 'ically', 'represent', 'number', 'time', 'telephone', 'number', 'ha', 'shown', 'private', 'message', 'histogram', 'may', 'also', 'include', 'numeric', 'representation'] ['number', 'time', 'telephone', 'number', 'ha', 'shown', 'private', 'message', 'proximate', 'data', 'bar', 'embodiment', 'shown', 'fig', 'telephone', 'number', 'data', 'bar', 'extension', 'may', 'ordered', 'telephone', 'number', 'included', 'private', 'message', 'ject', 'another', 'person', 'listed', 'first', 'telephone', 'number'] ['embodiment', 'user', 'may', 'interact', 'telephone', 'number', 'via', 'fig', 'data', 'structuring', 'system', 'may', 'display', 'list', 'private', 'message', 'included', 'telephone', 'number', 'response', 'user', 'interaction', 'fig', 'illustrates', 'example', 'implementation'] ['conversation', 'reconstruction', 'data', 'report', 'shown'] ['fig', 'data', 'report', 'may', 'include', 'list', 'private', 'message', 'private', 'message', 'may', 'sent', 'subject', 'criminal', 'investigation'] ['another', 'person', 'john', 'doe', 'entity', 'jane', 'smith', 'entity', 'fig', 'data', 'turing', 'system', 'may', 'generate', 'display', 'data', 'report', 'example', 'identifying', 'private', 'message', 'included', 'one'] ['object', 'model', 'object', 'model', 'fig', 'stored', 'object', 'model', 'database', 'object', 'model', 'database', 'fig', 'private', 'message', 'may', 'identified', 'based', 'private', 'message', 'tions', 'property', 'include', 'john', 'doe', 'jane', 'smith'] ['data', 'report', 'allows', 'user', 'interact', 'vate', 'message', 'example', 'user', 'may', 'select'] ['private', 'message', 'via', 'example', 'illustrated', 'fig', 'private', 'message', 'lected', 'user', 'response', 'data', 'structuring'] ['tem', 'may', 'generate', 'detailed', 'display', 'selected', 'vate', 'message', 'example', 'detailed', 'display', 'may', 'include', 'entire', 'content', 'selected', 'private', 'sage', 'property', 'private', 'message', 'date', 'time', 'property'] ['private', 'message'] ['figs', 'illustrate', 'example', 'mentation', 'login', 'information', 'data', 'report', 'mapped', 'login', 'information', 'data', 'report', 'respectively', 'shown', 'fig', 'data', 'report', 'may', 'include', 'line', 'across', 'login', 'data', 'distributed', 'login', 'data', 'may', 'correspond', 'login', 'event', 'example', 'subject', 'criminal', 'investigation', 'logging', 'social', 'medium', 'platform', 'bar', 'login', 'data', 'may', 'represent', 'number', 'login', 'event', 'occurred', 'certain', 'point', 'time', 'along', 'timeline', 'bar', 'login', 'data', 'may', 'span', 'specified', 'time', 'duration', 'example', 'bar', 'login', 'data', 'may', 'cover', 'hour', 'time', 'interval', 'time', 'interval', 'time', 'interval'] ['embodiment', 'data', 'report', 'may', 'interactive', 'data', 'report', 'example', 'data', 'turing', 'system', 'maybe', 'configured', 'receive', 'input', 'user', 'corresponding', 'selection', 'subset', 'login', 'data', 'user', 'may', 'highlight', 'time', 'interval', 'login', 'data', 'along', 'timeline', 'shown', 'example', 'illustrated', 'fig', 'subset', 'ha', 'selected', 'data', 'report', 'illustrating', 'subset', 'login', 'data', 'geographically', 'mapped', 'may', 'displayed', 'response', 'data', 'structuring', 'system', 'receiving', 'er', 'selection', 'subset', 'example', 'mapped', 'login', 'information', 'data', 'report', 'illustrated', 'fig', 'may', 'include', 'subset', 'login', 'data', 'superimposed', 'map', 'scale', 'adjuster', 'maybe', 'used', 'zoom', 'map', 'granularity', 'obtained', 'subset', 'displayed', 'one', 'time'] ['data', 'report', 'may', 'illustrate', 'subject', 'cation', 'time', 'login', 'event', 'included', 'subset', 'login', 'data', 'word', 'location', 'correspond', 'subject', 'geographic', 'location', 'time', 'subject', 'logged', 'social', 'medium', 'platform', 'order', 'superimpose', 'subset', 'login', 'data', 'map', 'ip', 'address', 'property', 'associated', 'login', 'event', 'may', 'traced', 'data', 'structuring', 'system', 'obtain', 'set', 'geographic', 'coordinate', 'location', 'data', 'associated', 'login', 'event', 'data', 'turing', 'system', 'may', 'display', 'obtained', 'location', 'data', 'location', 'map'] ['understood', 'example', 'data', 'port', 'illustrated', 'fig', 'exemplary', 'data', 'report', 'contemplated', 'another', 'example', 'data', 'report', 'may', 'include', 'picture', 'matching', 'report', 'picture', 'matching', 'report', 'data', 'structuring', 'system', 'may', 'determine', 'identifier', 'associated', 'picture', 'selected', 'user', 'may', 'use', 'identifier', 'identify', 'social', 'medium', 'platform', 'profile', 'associated', 'picture', 'include', 'photo', 'photo', 'album', 'wall', 'post', 'private', 'message', 'etc', 'identifiers', 'may', 'include', 'ple', 'exif', 'data', 'hash', 'value', 'identifier', 'known', 'art', 'data', 'structuring', 'system', 'may', 'display', 'identified', 'profile', 'graph', 'histogram', 'format', 'data', 'report'] ['another', 'data', 'report', 'may', 'include', 'shared', 'ip'] ['address', 'data', 'report', 'shared', 'ip', 'address', 'data', 'report', 'may', 'include', 'social', 'medium', 'platform', 'profile', 'ciated', 'login', 'event', 'ip', 'address', 'erty', 'example', 'user', 'may', 'select', 'ip', 'address', 'sociated', 'subject', 'criminal', 'investigation', 'logging', 'social', 'medium', 'platform', 'data', 'structuring', 'system', 'may', 'determine', 'social', 'medium', 'platform', 'profile', 'logins', 'using', 'ip', 'address', 'display', 'identified', 'profile', 'graph', 'histogram', 'format', 'data', 'report'] ['fig', 'depicts', 'flowchart', 'example', 'method', 'consistent', 'embodiment', 'aspect', 'present', 'disclosure', 'method', 'may', 'ed', 'example', 'structuring', 'data', 'unstructured'] ['electronic', 'data', 'file', 'number', 'sequence'] ['ations', 'fig', 'provided', 'purpose', 'illustration', 'maybe', 'modified', 'enhance', 'substituted', 'otherwise', 'changed', 'view', 'present', 'disclosure', 'bodiments', 'method', 'may', 'implemented', 'one'] ['computer', 'program', 'executed', 'one', 'essors', 'moreover', 'embodiment', 'aspect', 'method', 'may', 'implemented', 'data', 'structuring', 'system', 'data', 'structuring', 'system', 'one', 'processor', 'executing', 'one', 'computer', 'gram', 'stored', 'computer', 'readable', 'dium', 'social', 'medium', 'platform', 'social', 'medium', 'form', 'one', 'processor', 'executing'] ['one', 'computer', 'program', 'stored', 'tory', 'computer', 'readable', 'medium', 'embodiment'] ['method', 'may', 'implemented', 'combination'] ['data', 'importation', 'system', 'client', 'device'] ['embodiment', 'example', 'method', 'may', 'include', 'receiving', 'electronic', 'data', 'file', 'example', 'data', 'structuring', 'system', 'may', 'receive', 'legal', 'process', 'return', 'form', 'electronic', 'data', 'file'] ['one', 'social', 'medium', 'platform', 'via', 'communication', 'interface', 'communication', 'interface', 'fig', 'legal', 'process', 'return', 'may', 'provided', 'example', 'response', 'legal', 'process', 'search', 'warrant'] ['national', 'security', 'letter', 'subpoena', 'etc', 'associated'] ['criminal', 'investigation', 'subject', 'conducted', 'law', 'enforcement', 'agency', 'electronic', 'data', 'file', 'may', 'clude', 'electronic', 'file', 'format', 'various', 'type', 'tured', 'unstructured', 'content', 'example', 'electronic', 'data', 'file', 'format', 'include', 'word', 'processing', 'file'] ['etc', 'spreadsheet', 'etc', 'comma', 'separated', 'value', 'csv', 'file', 'presentation', 'archived', 'compressed', 'file'] ['zip', 'file', 'file', 'cab', 'file', 'rar', 'file', 'etc', 'database', 'file', 'pdf', 'file', 'pub', 'file', 'image', 'file', 'xml', 'file', 'ized', 'tax', 'financial', 'file', 'open', 'financial', 'change', 'interactive', 'financial', 'exchange', 'file', 'lated', 'data', 'file', 'webpage', 'file', 'html', 'file', 'content', 'may', 'include', 'example', 'social', 'medium', 'data', 'sociated', 'subject', 'criminal', 'investigation'] ['described', 'reference', 'fig'] ['embodiment', 'example', 'method', 'may', 'include', 'parsing', 'electronic', 'data', 'file', 'identify', 'one'] ['object', 'included', 'electronic', 'data', 'file', 'example', 'content', 'included', 'electronic', 'data', 'file', 'received', 'unstructured', 'content', 'data', 'structuring', 'system', 'may', 'parse', 'unstructured', 'data', 'data', 'converted', 'structured', 'format', 'embodiment', 'data', 'structuring', 'system', 'includes', 'parser', 'parser', 'fig', 'par', 'structured', 'content', 'using', 'parsing', 'technique', 'scribed', 'reference', 'fig', 'example', 'parser', 'may', 'identify', 'word', 'string', 'word', 'ceived', 'electronic', 'data', 'file', 'compare', 'identified', 'word', 'string', 'word', 'selected', 'set', 'object', 'type', 'defined', 'database', 'ontology', 'database', 'ontology', 'fig', 'identify', 'object', 'included', 'electronic', 'data', 'file'] ['embodiment', 'example', 'method', 'may', 'include', 'processing', 'unstructured', 'content', 'tify', 'one', 'property', 'associated', 'identified', 'object', 'example', 'data', 'structuring', 'system', 'may', 'include', 'mapper', 'mapper', 'fig', 'assigns', 'property', 'object', 'identified', 'object', 'assigned', 'object', 'type', 'assigned', 'property', 'type', 'may', 'assigned', 'structured', 'object', 'model', 'object', 'model', 'fig', 'electronic', 'data', 'file', 'corresponding', 'legal', 'process', 'return', 'bodiments', 'object', 'model', 'may', 'stored', 'object', 'model', 'database', 'object', 'model', 'database', 'fig'] ['embodiment', 'example', 'method', 'may', 'include', 'generating', 'data', 'report', 'ple', 'data', 'report', 'may', 'generated', 'object', 'plorer', 'data', 'structuring', 'system', 'object', 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'order', 'implementing', 'exemplary', 'method', 'process', 'closed', 'herein'] ['clauses'] ['data', 'structuring', 'system', 'structuring', 'data'] ['electronic', 'data', 'file', 'system', 'comprising'] ['memory', 'device', 'store', 'set', 'instruction', 'least', 'one', 'processing', 'device', 'configured'] ['ecute', 'instruction'] ['receive', 'electronic', 'data', 'file', 'electronic', 'data', 'file', 'including', 'unstructured', 'content', 'sociated', 'legal', 'process', 'return'] ['parse', 'unstructured', 'content', 'identify'] ['one', 'object', 'based', 'database', 'ontology'] ['parse', 'unstructured', 'content', 'identify', 'one', 'property', 'associated'] ['identified', 'object'] ['generate', 'data', 'report', 'based', 'fied', 'object', 'property'] ['system', 'clause', 'wherein', 'electronic', 'data', 'file', 'associated', 'legal', 'process', 'return'] ['received', 'response', 'legal', 'process'] ['system', 'clause', 'clause', 'wherein', 'legal', 'process', 'includes', 'least', 'one', 'warrant', 'national', 'security', 'letter', 'subpoena'] ['system', 'preceding', 'clause', 'wherein', 'least', 'one', 'processing', 'device', 'configured', 'cute', 'instruction', 'parse', 'unstructured'] ['tent', 'identify', 'one', 'word', 'string', 'word'] ['system', 'clause', 'wherein', 'least', 'one', 'processing', 'device', 'configured', 'execute', 'structions', 'compare', 'identified', 'word', 'string'] ['word', 'subset', 'object', 'type', 'defined'] ['tabase', 'ontology'] ['system', 'clause', 'wherein'] ['electronic', 'data', 'file', 'associated', 'legal'] ['process', 'return', 'received', 'social', 'medium', 'platform'] ['least', 'one', 'processing', 'device', 'configured', 'execute', 'instruction'] ['select', 'subset', 'object', 'type', 'based', 'social', 'medium', 'platform'] ['system', 'preceding', 'clause', 'wherein'] ['least', 'one', 'processing', 'device', 'configured'] ['cute', 'instruction'] ['generate', 'interactive', 'data', 'report', 'based'] ['identified', 'object', 'property'] ['system', 'clause', 'wherein'] ['identified', 'one', 'object', 'includes', 'vate', 'message'] ['identified', 'one', 'property', 'tified', 'object', 'includes', 'identifier', 'included', 'private', 'message'] ['system', 'clause', 'wherein', 'least', 'one', 'processing', 'device', 'configured', 'execute', 'structions'] ['parse', 'identifier', 'normalize', 'identifier'] ['system', 'preceding', 'clause', 'wherein', 'generated', 'report', 'includes', 'least', 'one', 'list', 'histogramed', 'telephone', 'number', 'data', 'report', 'versation', 'reconstructed', 'one', 'private', 'message', 'login', 'information', 'data', 'report', 'picture', 'mapping', 'data', 'report', 'shared', 'ip', 'address', 'data', 'report'] ['method', 'structuring', 'data', 'unstructured', 'electronic', 'data', 'file', 'method', 'performed', 'least', 'one', 'processing', 'device', 'comprising'] ['receiving', 'electronic', 'data', 'file', 'electronic', 'data', 'file', 'including', 'unstructured', 'content', 'ated', 'legal', 'process', 'return'] ['parsing', 'unstructured', 'content', 'identify', 'one', 'object', 'based', 'database', 'ontology', 'parsing', 'unstructured', 'content', 'identify', 'one', 'property', 'associated', 'identified', 'object'] ['generating', 'data', 'report', 'based', 'identified', 'object', 'property'] ['method', 'clause', 'wherein', 'electronic', 'data', 'file', 'associated', 'legal', 'process', 'return', 'received', 'response', 'legal', 'process'] ['method', 'clause', 'clause', 'wherein', 'legal', 'process', 'includes', 'least', 'one', 'warrant', 'national', 'security', 'letter', 'subpoena'] ['method', 'one', 'clause', 'wherein', 'parsing', 'unstructured', 'content', 'includes', 'parsing', 'unstructured', 'content', 'identify', 'one', 'word', 'string', 'word'] ['method', 'clause', 'comprising', 'comparing', 'identified', 'word', 'string', 'word', 'subset', 'object', 'type', 'defined', 'database', 'ontology'] ['method', 'clause', 'wherein'] ['receiving', 'electronic', 'data', 'file', 'electronic', 'data', 'file', 'associated', 'legal', 'process', 'return', 'includes', 'receiving', 'electronic', 'data', 'file', 'social', 'medium', 'platform'] ['method', 'includes', 'selecting', 'subset', 'object', 'type', 'based', 'social', 'medium', 'form'] ['method', 'one', 'clause', 'comprising'] ['generating', 'interactive', 'data', 'report', 'based', 'identified', 'object', 'property'] ['method', 'clause', 'wherein'] ['identified', 'one', 'object', 'includes', 'vate', 'message'] ['identified', 'one', 'property', 'tified', 'object', 'includes', 'identifier', 'included'] ['private', 'message'] ['method', 'one', 'clause', 'wherein', 'generated', 'report', 'includes', 'least', 'one', 'list'] ['histogramed', 'telephone', 'number', 'data', 'report', 'versation', 'reconstructed', 'one', 'private', 'message', 'login', 'information', 'data', 'report', 'picture', 'mapping', 'data', 'report', 'shared', 'ip', 'address', 'data', 'report'] ['computer', 'program', 'comprising', 'instruction', 'executed', 'computing', 'apparatus', 'cause', 'computing', 'apparatus', 'perform', 'od', 'preceding', 'clause'] ['medium', 'storing', 'set', 'instruction', 'executed', 'one', 'processor', 'cause', 'one', 'processing', 'device', 'perform', 'method'] ['ing', 'data', 'unstructured', 'electronic', 'data', 'file'] ['method', 'comprising'] ['memory', 'device', 'store', 'set', 'instruction', 'least', 'one', 'processing', 'device', 'configured', 'ecute', 'instruction'] ['receive', 'electronic', 'data', 'file', 'electronic', 'data', 'file', 'including', 'unstructured', 'content', 'sociated', 'legal', 'process', 'return'] ['parse', 'unstructured', 'content', 'identify', 'one', 'object', 'based', 'database', 'ontology'] ['parse', 'unstructured', 'content', 'identify', 'one', 'property', 'associated', 'identified', 'object'] ['generate', 'data', 'report', 'based', 'fied', 'object', 'property'] ['system', 'claim', 'wherein', 'electronic', 'data', 'file', 'associated', 'legal', 'process', 'return', 'ceived', 'response', 'legal', 'process', 'legal', 'process', 'includes', 'least', 'one', 'warrant', 'national', 'security', 'letter', 'subpoena', 'least', 'one', 'processing', 'device', 'configured', 'execute', 'structions', 'parse', 'unstructured', 'content', 'tify', 'one', 'word', 'string', 'word'] ['system', 'claim', 'wherein', 'least', 'one', 'processing', 'device', 'configured', 'execute', 'structions', 'compare', 'identified', 'word', 'string', 'word', 'subset', 'object', 'type', 'defined', 'tabase', 'ontology'] ['system', 'claim', 'wherein'] ['electronic', 'data', 'file', 'associated', 'legal', 'process', 'return', 'received', 'social', 'medium', 'platform'] ['least', 'one', 'processing', 'device', 'configured', 'execute', 'instruction'] ['select', 'subset', 'object', 'type', 'based', 'social', 'medium', 'platform'] ['claims'] ['receiving', 'electronic', 'data', 'file', 'electronic', 'data', 'file', 'including', 'unstructured', 'content', 'ated', 'legal', 'process', 'return'] ['parsing', 'unstructured', 'content', 'identify', 'one', 'object', 'based', 'database', 'ontology', 'parsing', 'unstructured', 'content', 'identify', 'one', 'property', 'associated', 'identified'] ['object'] ['generating', 'data', 'report', 'based', 'identified', 'object', 'property'] ['system', 'preceding', 'claim', 'wherein', 'least', 'one', 'processing', 'device', 'configured', 'cute', 'instruction'] ['generate', 'interactive', 'data', 'report', 'based', 'identified', 'object', 'property'] ['system', 'claim', 'wherein'] ['identified', 'one', 'object', 'includes', 'vate', 'message'] ['identified', 'one', 'property', 'tified', 'object', 'includes', 'identifier', 'included', 'private', 'message'] ['data', 'structuring', 'system', 'structuring', 'data', 'electronic', 'data', 'file', 'system', 'comprising'] ['system', 'claim', 'wherein', 'least', 'one'] ['processing', 'device', 'configured', 'execute', 'structions'] ['parse', 'identifier', 'normalize', 'identifier'] ['system', 'preceding', 'claim', 'wherein', 'erated', 'report', 'includes', 'least', 'one', 'list', 'gramed', 'telephone', 'number', 'data', 'report', 'tion', 'reconstructed', 'one', 'private'] ['e', 'login', 'information', 'data', 'report', 'picture', 'mapping'] ['data', 'report', 'shared', 'ip', 'address', 'data', 'report'] ['method', 'structuring', 'data', 'unstructured', 'tronic', 'data', 'file', 'method', 'performed', 'least'] ['one', 'processing', 'device', 'comprising'] ['receiving', 'electronic', 'data', 'file', 'electronic', 'data', 'file', 'including', 'unstructured', 'content', 'ated', 'legal', 'process', 'return'] ['parsing', 'unstructured', 'content', 'identify', 'one'] ['object', 'based', 'database', 'ontology', 'parsing', 'unstructured', 'content', 'identify', 'one', 'property', 'associated', 'identified', 'object'] ['generating', 'data', 'report', 'based', 'identified'] ['object', 'property'] ['method', 'claim', 'wherein', 'electronic', 'data', 'file', 'associated', 'legal', 'process', 'return'] ['ceived', 'response', 'legal', 'process', 'legal'] ['process', 'includes', 'least', 'one', 'warrant', 'national', 'security', 'letter', 'subpoena', 'parsing', 'structured', 'content', 'includes', 'parsing', 'unstructured', 'content', 'identify', 'one', 'word', 'string', 'word'] ['method', 'claim', 'comprising', 'ing', 'identified', 'word', 'string', 'word', 'subset', 'object', 'type', 'defined', 'database', 'ontology'] ['method', 'claim', 'wherein'] ['receiving', 'electronic', 'data', 'file', 'electronic', 'data', 'file', 'associated', 'legal', 'process', 'return', 'includes', 'receiving', 'electronic', 'data', 'file'] ['social', 'medium', 'platform'] ['method', 'includes', 'selecting', 'subset', 'object', 'type', 'based', 'social', 'medium', 'form'] ['method', 'one', 'claim', 'prising'] ['generating', 'interactive', 'data', 'report', 'based'] ['identified', 'object', 'property'] ['method', 'claim', 'wherein'] ['identified', 'one', 'object', 'includes', 'vate', 'message'] ['identified', 'one', 'property', 'tified', 'object', 'includes', 'identifier', 'included', 'private', 'message'] ['medium', 'storing', 'set', 'structions', 'executed', 'one', 'essors', 'cause', 'one', 'processing', 'device', 'carry', 'method', 'one', 'claim'] ['references', 'cited', 'description'] ['list', 'reference', 'cited', 'applicant', 'reader', 'convenience', 'doe', 'form', 'part', 'european', 'patent', 'document', 'even', 'though', 'great', 'care', 'ha', 'taken', 'compiling', 'reference', 'error', 'omission', 'excluded', 'epo', 'disclaims', 'liability', 'regard'] ['patent', 'document', 'cited', 'description'] ['us', 'b'] ['ep'] ['european', 'patent', 'application'] ['data', 'analysis', 'map', 'creation'] ['approaches', 'displaying', 'user', 'interface', 'cluding', 'map', 'based', 'interaction', 'data', 'disclosed', 'set', 'interaction', 'data', 'including', 'location', 'data', 'acquired', 'stored', 'data', 'structure', 'data', 'associated', 'plurality', 'consuming', 'entity', 'may', 'purchased', 'something', 'interaction', 'set', 'provisioning', 'entity'] ['mined', 'based', 'spending', 'purchasing', 'habit', 'consuming', 'entity', 'based', 'set', 'provisioning', 'tities', 'user', 'interface', 'generated', 'may', 'clude', 'various', 'shape', 'similar', 'heat', 'map', 'shape', 'indicate', 'average', 'amount', 'spent', 'ticular', 'neighborhood', 'among', 'attribute'] ['printed', 'jouve', 'paris', 'fr'] ['description', 'background'] ['amount', 'information', 'processed', 'stored', 'rapidly', 'increasing', 'technology', 'advance', 'present', 'ability', 'generate', 'store', 'data', 'data', 'commonly', 'stored', 'system', 'structured', 'data', 'store', 'example', 'one', 'mon', 'type', 'data', 'store', 'flat', 'file', 'spreadsheet', 'document', 'xml', 'document'] ['another', 'common', 'type', 'data', 'store', 'relational', 'base', 'comprising', 'one', 'table', 'example', 'data', 'store', 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'plary', 'data', 'fusion', 'system', 'providing', 'interactive', 'data', 'analysis', 'consistent', 'iments', 'present', 'disclosure'] ['fig', 'block', 'diagram', 'exemplary', 'system', 'analyzing', 'performance', 'entity', 'consistent', 'embodiment', 'present', 'disclosure'] ['fig', 'block', 'diagram', 'exemplary', 'computer', 'system', 'consistent', 'embodiment', 'present'] ['disclosure'] ['fig', 'block', 'diagram', 'exemplary', 'data', 'ture', 'accessed', 'process', 'analyzing', 'entity', 'formance', 'consistent', 'embodiment'] ['present', 'disclosure'] ['fig', 'diagram', 'exemplary', 'user', 'interface', 'displaying', 'map', 'indicates', 'consuming', 'entity', 'live', 'consistent', 'embodiment', 'present', 'disclosure'] ['fig', 'diagram', 'exemplary', 'user', 'interface'] ['displaying', 'map', 'indicates', 'consuming', 'entity', 'spend', 'consistent', 'embodiment', 'present', 'disclosure'] ['fig', 'diagram', 'exemplary', 'user', 'interface', 'displaying', 'map', 'indicating', 'preferred', 'location', 'provisioning', 'entity', 'consistent', 'embodiment', 'present', 'disclosure'] ['fig', 'diagram', 'exemplary', 'user', 'interface', 'displaying', 'map', 'indicating', 'preferred', 'location', 'marketing', 'material', 'consistent', 'ments', 'present', 'disclosure'] ['fig', 'flowchart', 'representing', 'exemplary', 'es', 'generating', 'user', 'interface', 'includes', 'map', 'consistent', 'embodiment', 'present', 'disclosure'] ['detailed', 'description'] ['reference', 'made', 'detail', 'plary', 'embodiment', 'example', 'illustrated', 'accompanying', 'drawing', 'whenever', 'possible', 'reference', 'number', 'used', 'throughout', 'drawing', 'refer', 'like', 'part'] ['fig', 'illustrates', 'block', 'diagram', 'form', 'emplary', 'data', 'fusion', 'system', 'providing', 'interactive', 'data', 'analysis', 'consistent', 'embodiment', 'present', 'disclosure', 'among', 'thing', 'data', 'fusion', 'tem', 'facilitates', 'transformation', 'geographic', 'data', 'tems', 'one', 'data', 'source', 'data', 'source', 'financial', 'service', 'system', 'provisioning', 'entity', 'management', 'system', 'consuming', 'entity', 'data', 'system', 'shown', 'fig', 'object', 'model', 'whose', 'semantics', 'defined', 'ontology', 'transformation', 'performed', 'variety', 'reason', 'example', 'database', 'istrator', 'import', 'data', 'data', 'source', 'tabase', 'persistently', 'storing', 'object', 'model', 'another', 'example', 'data', 'presentation', 'component', 'depicted', 'transform', 'input', 'data', 'data', 'source', 'fly', 'object', 'model', 'object', 'model', 'utilized', 'conjunction', 'ontology', 'analysis', 'graph', 'data', 'visualization', 'technique'] ['data', 'fusion', 'system', 'comprises', 'definition'] ['component', 'translation', 'component', 'implemented', 'one', 'processor', 'one', 'computing', 'device', 'system', 'executing', 'hardware', 'logic', 'providing', 'various', 'tionality', 'feature', 'present', 'disclosure', 'scribed', 'herein', 'appreciated', 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'parser', 'inition', 'edited', 'modified', 'time'] ['embodiment', 'property', 'type', 'declared', 'representative', 'one', 'object', 'type', 'property', 'type', 'representative', 'object', 'type', 'property', 'type', 'intuitively', 'associated', 'object'] ['type', 'alternatively', 'property', 'type', 'ha', 'one'] ['component', 'base', 'type', 'embodiment', 'property', 'type', 'comprise', 'string', 'date', 'number', 'composite', 'type', 'consisting', 'two', 'string', 'date', 'number', 'element', 'thus', 'property', 'type', 'extensible'] ['represent', 'complex', 'data', 'structure'] ['parser', 'definition', 'reference', 'component', 'complex', 'property', 'type', 'unit', 'token'] ['example', 'property', 'multiple', 'ponents', 'address', 'property', 'city', 'component'] ['state', 'component', 'example', 'raw', 'input', 'data'] ['los', 'angeles', 'ca', 'example', 'parser', 'definition', 'fies', 'association', 'imported', 'input', 'data', 'object', 'erty', 'component', 'follows', 'city', 'state', 'dress', 'state', 'address', 'city', 'embodiment'] ['association', 'city', 'state', 'defined', 'parser', 'nition', 'using', 'regular', 'expression', 'symbology', 'ation', 'city', 'state', 'indicates', 'city', 'string', 'followed'] ['state', 'string', 'separated', 'comma', 'comprises', 'valid', 'input', 'data', 'property', 'type', 'address', 'contrast', 'input', 'data', 'los', 'angeles', 'ca', 'would', 'valid'] ['specified', 'parser', 'definition', 'user', 'could', 'create', 'ond', 'parser', 'definition', 'doe', 'match', 'input', 'data', 'los', 'angeles', 'ca', 'definition', 'address', 'city', 'address', 'state', 'specifies', 'matching', 'input', 'data', 'value', 'map'] ['nents', 'named', 'city', 'state', 'address', 'property', 'result', 'parsing', 'input', 'data', 'using', 'parser', 'inition', 'result', 'assigning', 'value', 'los', 'angeles', 'address', 'city', 'component', 'address', 'property'] ['value', 'ca', 'address', 'state', 'component', 'address', 'property'] 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'entity', 'located', 'street', 'address', 'university', 'interaction', 'unknown', 'interaction'] ['type', 'provisioning', 'entity', 'category'] ['identify', 'type', 'provisioning', 'entity', 'involved', 'interaction', 'embodiment', 'type', 'provisioning', 'entity', 'category', 'provisioning', 'entity', 'tified', 'category', 'name', 'customarily', 'used', 'industry'] ['gas', 'station', 'interaction', 'tion', 'code', 'identify', 'type', 'provisioning', 'entity', 'interaction', 'alternatively', 'type', 'provisioning', 'entity', 'category', 'include'] ['chant', 'category', 'code', 'mcc', 'used', 'credit', 'card', 'panies', 'identify', 'business', 'accepts', 'one', 'credit', 'card', 'form', 'payment', 'example', 'mcc', 'number', 'assigned', 'business', 'credit', 'card', 'company', 'american'] ['business', 'first', 'start'] ['ing', 'one', 'credit', 'card', 'form', 'payment', 'embodiment', 'type', 'provisioning', 'tity', 'category', 'include', 'shown', 'fig', 'example', 'type', 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'locale', 'dimension', 'scenery', 'tag', 'der', 'subject', 'matter', 'dimension', 'paper', 'tag', 'medium', 'dimension', 'modern', 'tag', 'style', 'dimension', 'lastly', 'cell', 'associated', 'tag', 'combination', 'tag', 'combination', 'otherwise', 'tical', 'tag', 'combination', 'except', 'tag', 'combination', 'ha', 'germany', 'tag', 'instead', 'texas', 'tag', 'locale', 'dimension'] ['relationship', 'cell', 'cell', 'determined', 'based', 'example', 'relationship', 'united', 'states', 'tag', 'associated', 'cell', 'california', 'tag', 'associated', 'cell', 'locale', 'dimension', 'relationship', 'cell', 'cell', 'also', 'determined', 'based', 'example', 'relationship', 'texas', 'tag', 'ated', 'cell', 'united', 'states', 'tag', 'locale', 'dimension', 'furthermore', 'relationship', 'tween', 'cell', 'cell', 'also', 'determined', 'based', 'example', 'relationship', 'fornia', 'tag', 'texas', 'tag', 'locale', 'dimension', 'well', 'relationship', 'paper', 'tag', 'ciated', 'cell', 'film', 'tag', 'associated', 'cell', 'medium', 'dimension', 'particular', 'ample', 'cell', 'scenery', 'tag', 'subject', 'matter', 'dimension', 'subject', 'ter', 'dimension', 'ignored', 'determining', 'relationship'] ['also', 'cell', 'doe', 'tag', 'medium', 'style', 'dimension', 'dimension', 'ignored', 'determining', 'relationship', 'discussed', 'relationship', 'tag', 'determined', 'based', 'example', 'tribute', 'tag', 'addition', 'relationship', 'tag', 'also', 'established', 'way', 'example', 'tag', 'become', 'related', 'tag', 'associated', 'document', 'document', 'related', 'metadata', 'cell', 'furthermore', 'relationship', 'tag', 'also', 'created', 'manually', 'according', 'condition'] ['embodiment', 'tag', 'combination', 'fig', 'represented', 'vector', 'dimension', 'tag', 'hierarchy', 'represented', 'vector', 'dimension', 'combination', 'one'] ['tag', 'dimension', 'tag', 'hierarchy', 'contributes', 'magnitude', 'vector', 'along', 'vector', 'dimension', 'based', 'attribute', 'tag', 'relationship', 'tween', 'tag', 'calculated', 'example'] ['imaginary', 'distance', 'tor', 'representing', 'tag', 'combination', 'iments', 'imaginary', 'distance', 'calculated', 'first', 'projecting', 'vector'] ['ing', 'tag', 'combination', 'onto', 'plane', 'calculating', 'distance', 'projection', 'plane', 'embodiment', 'calculated', 'distance', 'exceeds', 'certain', 'threshold'] ['determined', 'relationship', 'exists', 'tag', 'combination', 'embodiment'] ['ship', 'cell', 'tag', 'combination', 'ciated', 'cell', 'also', 'added', 'manually', 'without', 'considering', 'calculated', 'distance'] ['referring', 'back', 'fig', 'cell', 'associated', 'tag', 'combination', 'includes', 'palo', 'alto', 'tag'] ['locale', 'dimension', 'locale', 'dimension', 'dimension', 'different', 'tag', 'compared', 'tag', 'combination', 'associated', 'cell', 'lationship', 'determined', 'based', 'ample', 'relationship', 'california', 'tag', 'palo', 'alto', 'tag', 'locale', 'dimension', 'alone', 'ilarly', 'cell', 'associated', 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'selection'] ['icon', 'trigger', 'selection', 'display', 'ument', 'represented', 'icon', 'link', 'represents', 'relationship', 'tag', 'associated', 'uments', 'represented', 'icon'] ['embodiment', 'user', 'provided', 'option', 'select', 'clicking', 'button', 'list', 'search', 'result', 'listing', 'search', 'result', 'cussed', 'later'] ['fig', 'screenshot', 'depicting', 'exemplary', 'interface', 'identifying', 'displaying', 'document', 'based', 'tag', 'consistent', 'embodiment', 'present', 'disclosure', 'based', 'one', 'tag', 'received'] ['example', 'interface', 'fig', 'one', 'document', 'case', 'document', 'identified'] ['displayed', 'virtue', 'fact', 'example'] ['ument', 'associated', 'cell', 'associated', 'received', 'tag'] ['interface', 'may', 'include', 'field', 'interface', 'display', 'tag', 'received'] ['exemplary', 'illustration', 'california', 'tag', 'input'] ['der', 'locale', 'dimension', 'field', 'scenery', 'tag', 'input', 'subject', 'matter', 'dimension', 'field', 'modern', 'tag', 'input', 'style', 'dimension', 'field', 'tag', 'input', 'medium'] ['mension', 'document', 'titled', 'california', 'ism', 'identified', 'displayed', 'face', 'response', 'california', 'tag', 'scenery'] ['tag', 'modern', 'tag', 'input', 'virtue', 'example', 'document', 'associated', 'cell', 'ciated', 'tag'] ['embodiment', 'interface', 'also', 'provide', 'mean', 'access', 'document', 'related', 'document', 'related', 'tag', 'selected', 'shown', 'fig', 'interface', 'provides'] ['ton', 'button'] ['document', 'button'] ['exemplary', 'illustration', 'clicking', 'button', 'menu', 'displayed', 'includes', 'option', 'including', 'us', 'art'] ['ket', 'us', 'film', 'overview', 'us', 'photography', 'overview', 'fig', 'screenshot', 'depicting', 'document', 'titled', 'united', 'states', 'art', 'market', 'identified', 'played', 'us', 'art', 'market', 'option', 'menu', 'selected', 'shown', 'fig', 'document'] ['associated', 'united', 'states', 'tag'] ['hierarchical', 'superset', 'california', 'tag', 'scenery', 'tag', 'option', 'allow', 'user', 'identify', 'document', 'relatively', 'closely', 'lated', 'document', 'fig', 'closer', 'relationship'] ['determined', 'base', 'example', 'document'] ['associated', 'tag', 'united', 'states', 'tag', 'within', 'dimension', 'locale', 'dimension', 'one', 'tag', 'associated', 'document', 'california', 'tag', 'distance', 'document'] ['certain', 'threshold', 'indicated', 'fact'] ['associated', 'scenery', 'tag', 'another', 'exemplary', 'illustration', 'shown', 'fig', 'clicking', 'button'] ['menu', 'displayed', 'cludes', 'option', 'introduction', 'world', 'art', 'bodiments', 'button', 'also', 'vide', 'access', 'document', 'broadly', 'related', 'document', 'fig', 'example', 'shown', 'fig', 'document', 'titled', 'introduction', 'world', 'art', 'identified', 'displayed', 'introduction', 'world', 'art', 'option', 'menu', 'selected', 'shown', 'fig', 'document', 'associated', 'ery', 'tag', 'living', 'tag', 'subject', 'matter', 'dimension', 'also', 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'configured'] ['example', 'user', 'may', 'want', 'one', 'level'] ['ontology', 'categorize', 'information', 'associated', 'continent', 'developed', 'underdeveloped', 'nation', 'user', 'may', 'want', 'level', 'tology', 'categorize', 'information', 'associated'] ['nent', 'nation', 'per', 'caput', 'income'] ['usd', 'nation', 'per', 'caput', 'income', 'usd', 'since', 'many', 'user', 'access', 'data', 'structure', 'may', 'disagree', 'terminology', 'ontology', 'would', 'impractical', 'allow', 'user'] ['modify', 'ontology', 'instead', 'example', 'distributed', 'version', 'control', 'system', 'git', 'used', 'govern', 'modification', 'ontology', 'embodiment', 'one', 'user', 'may', 'designated', 'administrator', 'able', 'accept', 'reject', 'proposed', 'change', 'ontology', 'received', 'user'] ['fig', 'illustrates', 'example', 'user', 'interface', 'including', 'example', 'ontology', 'first', 'level', 'includes', 'four', 'category', 'shown', 'fig', 'country', 'topic', 'holding', 'asset', 'second', 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'comprising'] ['one', 'processor'] ['one', 'storage', 'medium', 'storing', 'one', 'program', 'executed', 'one', 'processor', 'cause', 'performance', 'method', 'recited', 'one', 'claims'] ['ep'] ['european', 'patent', 'application'] ['first', 'machine', 'wherein', 'method', 'comprises', 'accessing', 'plurality', 'sensor', 'log', 'corresponding', 'first', 'machine', 'sensor', 'log', 'spanning', 'least', 'first', 'period'] ['accessing', 'first', 'computer', 'readable', 'log', 'corresponding', 'first', 'machine', 'computer', 'readable', 'log', 'spanning', 'least', 'first', 'period', 'computer', 'readable', 'log', 'prising', 'maintenance', 'log', 'comprising', 'plurality', 'tenance', 'task', 'object', 'maintenance', 'task', 'object', 'prising', 'time', 'maintenance', 'task', 'type', 'determining', 'set', 'statistical', 'metric', 'derived', 'sensor', 'log'] ['determining', 'set', 'log', 'metric', 'derived', 'puter', 'readable', 'log'] ['determining', 'using', 'risk', 'model', 'receives', 'tical', 'metric', 'log', 'metric', 'input', 'fault', 'probability', 'risk', 'score', 'indicative', 'one', 'fault', 'type', 'ring', 'first', 'machine', 'within', 'second', 'period'] ['printed', 'jouve', 'paris', 'fr'] ['description'] ['field', 'disclosure'] ['present', 'disclosure', 'relates', 'method'] ['system', 'modelling', 'fault', 'probability', 'machinery', 'present', 'disclosure', 'also', 'relates', 'preventing', 'fault', 'developing', 'machinery'] ['background'] ['machines', 'increasingly', 'fitted', 'sors', 'record', 'control', 'function', 'machine', 'subsystem', 'machine', 'example', 'diesel'] ['engine', 'construction', 'machinery', 'example'] ['bulldozer', 'digger', 'forth', 'may', 'include', 'sensor', 'measure', 'amongst', 'variable', 'injected', 'fuel', 'pressure', 'air', 'engine', 'engine', 'perature', 'oxygen', 'concentration', 'outlet', 'gas'] ['forth', 'allow', 'precise', 'adjustment', 'fuel', 'air', 'mix'] ['similarly', 'ship', 'typically', 'includes', 'hundred', 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'method', 'performed', 'using'] ['one', 'processor', 'computing'] ['hardware', 'method', 'includes', 'accessing', 'plurality', 'sensor', 'log', 'corresponding', 'first', 'machine', 'sor', 'log', 'spanning', 'least', 'first', 'period', 'method', 'also', 'includes', 'accessing', 'first', 'computer', 'readable', 'log'] ['sponding', 'first', 'machine', 'computer', 'readable'] ['log', 'spanning', 'least', 'first', 'period', 'computer', 'able', 'log', 'include', 'maintenance', 'log', 'including', 'plurality', 'maintenance', 'task', 'object', 'maintenance', 'task', 'ject', 'including', 'time', 'maintenance', 'task', 'type'] ['method', 'also', 'includes', 'determining', 'set', 'statistical', 'rics', 'derived', 'sensor', 'log', 'method', 'also', 'cludes', 'determining', 'set', 'log', 'metric', 'derived', 'computer', 'readable', 'log', 'method', 'also', 'includes'] ['termining', 'using', 'risk', 'model', 'receives', 'statistical', 'metric', 'log', 'metric', 'input', 'fault', 'probability', 'risk', 'score', 'indicative', 'one', 'fault', 'type', 'occurring', 'first', 'machine', 'within', 'second', 'period'] ['computer', 'readable', 'log', 'machine', 'may', 'also', 'include', 'message', 'log', 'includes', 'plurality', 'message', 'object', 'message', 'object', 'including', 'time', 'message', 'type'] ['computer', 'readable', 'log', 'machine', 'may', 'also', 'include', 'fault', 'log', 'includes', 'plurality', 'fault', 'object', 'fault', 'object', 'including', 'time', 'duration', 'fault', 'type'] ['risk', 'model', 'may', 'machine', 'learning', 'el', 'configured', 'receive', 'statistical', 'metric', 'log', 'metric', 'input', 'output', 'fault', 'probability', 'sponding', 'one', 'fault', 'type', 'occurring', 'first', 'machine', 'within', 'second', 'period'] ['machine', 'learning', 'model', 'may', 'random', 'forest', 'model', 'machine', 'learning', 'model', 'may', 'nel', 'random', 'forest', 'machine', 'learning', 'model', 'may', 'artificial', 'neural', 'network', 'machine', 'learning', 'model', 'may', 'bayesian', 'network', 'machine', 'learning', 'model', 'may', 'hidden', 'markov', 'model'] ['risk', 'model', 'may', 'weighted', 'average', 'model', 'including', 'one', 'fault', 'criterion', 'group', 'fault', 'criterion', 'group', 'corresponding', 'fault', 'type', 'fault', 'criterion', 'group', 'may', 'include', 'plurality', 'statistical', 'criterion', 'plurality', 'log', 'criterion', 'set', 'ing', 'value', 'weighting', 'value', 'corresponding', 'tistical', 'criterion', 'log', 'criterion', 'determining', 'risk', 'score', 'may', 'include', 'fault', 'criterion', 'group', 'determining', 'based', 'statistical', 'metric', 'whether', 'one', 'statistical', 'criterion', 'satisfied', 'determining', 'based', 'log', 'criterion', 'whether', 'one', 'log', 'criterion', 'satisfied', 'dependence', 'upon', 'least', 'one', 'statistical', 'criterion', 'least', 'one', 'log', 'criterion', 'satisfied', 'calculating', 'risk', 'score', 'fault', 'criterion', 'group', 'summing', 'weighting', 'value', 'corresponding', 'satisfied'] ['weighting', 'value', 'may', 'fault', 'probability', 'value', 'risk', 'score', 'may', 'take', 'form', 'overall', 'probability', 'corresponding', 'fault', 'type', 'ing', 'value', 'may', 'importance', 'metric', 'importance', 'metric', 'associated', 'criterion', 'may', 'based', 'relative', 'importance', 'machine', 'group', 'associated', 'criterion'] ['method', 'may', 'also', 'include', 'accessing', 'rality', 'second', 'computer', 'readable', 'log', 'corresponding', 'one', 'second', 'machine', 'first', 'machine', 'computer', 'readable', 'log', 'second', 'machine', 'may', 'include', 'maintenance', 'log', 'includes', 'plurality', 'maintenance', 'task', 'object', 'maintenance', 'task', 'object', 'including', 'time', 'nance', 'task', 'type', 'computer', 'readable', 'log', 'second', 'machine', 'may', 'include', 'fault', 'log', 'includes', 'plurality', 'fault', 'object', 'fault', 'object', 'including', 'time', 'duration', 'fault', 'type', 'method', 'may', 'also', 'include', 'determining', 'fault', 'metric', 'fault', 'type'] ['based', 'fault', 'probability', 'method', 'may', 'also', 'include', 'determining', 'priority', 'fault', 'type', 'based', 'fault', 'metric', 'method', 'may', 'also', 'include', 'analysing', 'tenance', 'log', 'fault', 'log', 'belonging', 'plurality', 'second', 'computer', 'readable', 'log', 'correlate', 'priority', 'fault', 'type', 'priority', 'maintenance', 'task', 'method', 'may', 'also', 'include', 'outputting', 'priority', 'maintenance', 'task'] ['priority', 'maintenance', 'task', 'may', 'tenance', 'task', 'frequently', 'carried', 'sponse', 'occurrence', 'priority', 'fault', 'type'] ['second', 'computer', 'readable', 'log', 'may', 'also', 'include', 'second', 'machine', 'message', 'log', 'ing', 'plurality', 'message', 'object', 'message', 'object'] ['comprising', 'time', 'message', 'type'] ['fault', 'metric', 'fault', 'type', 'may', 'product', 'fault', 'probability', 'fault', 'type', 'average', 'duration', 'fault', 'type', 'determined', 'based', 'second', 'computer', 'readable', 'log'] ['method', 'may', 'also', 'include', 'determining'] ['based', 'priority', 'maintenance', 'task', 'type', 'change', 'probability', 'fault', 'type', 'would', 'result', 'priority', 'maintenance', 'task', 'wa', 'subsequently', 'formed'] ['method', 'may', 'also', 'include', 'processing', 'one'] ['sensor', 'log', 'using', 'dynamic', 'nique', 'obtain', 'corresponding', 'warped', 'sensor', 'log', 'wherein', 'one', 'statistical', 'metric', 'may', 'mined', 'warped', 'sensor', 'log'] ['according', 'second', 'aspect', 'present'] ['specification', 'provided', 'method', 'generating', 'machine', 'learning', 'model', 'use', 'method', 'mining', 'fault', 'probability', 'first', 'machine', 'method', 'performed', 'using', 'one', 'processor'] ['purpose', 'computing', 'hardware', 'method', 'includes'] ['cessing', 'plurality', 'sensor', 'log', 'corresponding', 'one', 'machine', 'method', 'also', 'includes', 'accessing', 'computer', 'readable', 'log', 'corresponding', 'one', 'machine', 'computer', 'readable', 'log', 'machine'] ['include', 'maintenance', 'log', 'includes', 'plurality'] ['machine', 'maintenance', 'task', 'object', 'maintenance', 'task', 'object', 'including', 'time', 'machine', 'maintenance', 'task', 'type', 'computer', 'readable', 'log', 'machine', 'also', 'include', 'fault', 'log', 'includes', 'plurality', 'chine', 'fault', 'object', 'machine', 'fault', 'object', 'including'] ['time', 'duration', 'fault', 'type', 'method', 'also', 'cludes', 'determining', 'set', 'statistical', 'metric', 'derived', 'sensor', 'log', 'method', 'also', 'includes', 'mining', 'set', 'log', 'metric', 'derived', 'maintenance'] ['log', 'log', 'method', 'also', 'includes', 'preparing', 'training'] ['set', 'comprising', 'statistical', 'metric', 'log', 'metric', 'fault', 'log', 'method', 'also', 'includes', 'generating', 'machine', 'learning', 'model', 'derived', 'training', 'set', 'wherein', 'machine', 'learning', 'model', 'configured', 'determine', 'based', 'statistical', 'metric', 'log', 'metric', 'ing', 'machine', 'spanning', 'first', 'period', 'probability'] ['fault', 'type', 'occurring', 'machine', 'second', 'period'] ['machine', 'learning', 'model', 'may', 'random', 'forest', 'model', 'machine', 'learning', 'model', 'may', 'nel', 'random', 'forest', 'machine', 'learning', 'model', 'may', 'artificial', 'neural', 'network', 'machine', 'learning', 'model', 'may', 'bayesian', 'network', 'machine', 'learning', 'model', 'may', 'hidden', 'markov', 'model'] ['computer', 'readable', 'log', 'machine', 'may', 'also', 'include', 'message', 'log', 'comprising', 'plurality', 'message', 'object', 'message', 'object', 'comprising', 'time', 'message', 'type', 'training', 'set', 'may', 'also', 'clude', 'set', 'log', 'metric', 'determined', 'derived', 'message', 'log', 'log'] ['one', 'sensor', 'log', 'may', 'processed', 'ing', 'dynamic', 'technique', 'obtain', 'sponding', 'warped', 'sensor', 'log', 'one', 'statistical', 'metric', 'may', 'determined', 'warped', 'sensor', 'log', 'according', 'third', 'aspect', 'present', 'ification', 'provided', 'method', 'generating', 'weighted', 'average', 'model', 'use', 'method', 'mining', 'fault', 'probability', 'first', 'machine', 'method', 'performed', 'using', 'one', 'processor', 'purpose', 'computing', 'hardware', 'method', 'includes', 'cessing', 'plurality', 'sensor', 'log', 'corresponding', 'one', 'machine', 'method', 'also', 'includes', 'accessing', 'computer', 'readable', 'log', 'corresponding', 'one', 'machine', 'computer', 'readable', 'log', 'machine', 'include', 'maintenance', 'log', 'includes', 'plurality', 'machine', 'maintenance', 'task', 'object', 'maintenance', 'task', 'object', 'including', 'time', 'machine', 'maintenance', 'task', 'type', 'computer', 'readable', 'log', 'machine', 'also', 'include', 'fault', 'log', 'includes', 'plurality', 'chine', 'fault', 'object', 'machine', 'fault', 'object', 'including', 'time', 'duration', 'fault', 'type', 'method', 'also', 'cludes', 'determining', 'set', 'statistical', 'metric', 'derived', 'sensor', 'log', 'method', 'also', 'includes', 'mining', 'set', 'log', 'metric', 'derived', 'maintenance', 'log', 'log', 'method', 'also', 'includes', 'preparing', 'training', 'set', 'includes', 'statistical', 'metric', 'log', 'metric', 'fault', 'log', 'method', 'also', 'includes', 'generating', 'ing', 'value', 'one', 'fault', 'criterion', 'group', 'fault', 'criterion', 'group', 'corresponding', 'fault', 'type', 'including', 'plurality', 'statistical', 'criterion', 'plurality', 'log', 'criterion', 'generating', 'weighting', 'value', 'fault', 'criterion', 'group', 'includes', 'corresponding', 'statistical', 'rion', 'log', 'criterion', 'determining', 'based', 'statistical', 'metric', 'log', 'metric', 'first', 'number', 'sion', 'criterion', 'wa', 'satisfied', 'determining', 'based', 'fault', 'log', 'statistical', 'metric', 'log', 'metric', 'second', 'number', 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'hardware', 'configured', 'access', 'plurality'] ['sor', 'log', 'corresponding', 'first', 'machine', 'sensor', 'log', 'spanning', 'least', 'first', 'period', 'access', 'first'] ['computer', 'readable', 'log', 'corresponding', 'first'] ['chine', 'computer', 'readable', 'log', 'spanning', 'least', 'first', 'period', 'computer', 'readable', 'log', 'include', 'tenance', 'log', 'includes', 'plurality', 'maintenance', 'task', 'object', 'maintenance', 'task', 'object', 'including'] ['time', 'maintenance', 'task', 'type', 'apparatus', 'also', 'includes', 'statistical', 'metric', 'determining', 'module', 'ured', 'determine', 'set', 'statistical', 'metric', 'derived'] ['sensor', 'log', 'apparatus', 'also', 'includes', 'log', 'metric', 'determining', 'module', 'configured', 'determine', 'set', 'log', 'metric', 'derived', 'computer', 'readable', 'log', 'apparatus', 'also', 'includes', 'risk', 'modelling', 'module', 'ured', 'determine', 'using', 'risk', 'model', 'receives', 'statistical', 'metric', 'log', 'metric', 'input', 'fault', 'bilities', 'risk', 'score', 'indicative', 'one', 'fault', 'type', 'occurring', 'first', 'machine', 'within', 'second', 'period'] ['risk', 'model', 'may', 'machine', 'learning', 'el', 'configured', 'receive', 'statistical', 'metric', 'log', 'metric', 'input', 'output', 'fault', 'probability', 'sponding', 'one', 'fault', 'type', 'occurring', 'first'] ['machine', 'within', 'second', 'period'] ['machine', 'learning', 'model', 'may', 'random', 'forest', 'model', 'machine', 'learning', 'model', 'may', 'nel', 'random', 'forest', 'machine', 'learning', 'model', 'may', 'artificial', 'neural', 'network', 'machine', 'learning', 'model'] ['may', 'bayesian', 'network', 'machine', 'learning', 'model'] ['may', 'hidden', 'markov', 'model'] ['risk', 'model', 'may', 'weighted', 'average', 'model', 'including', 'one', 'fault', 'criterion', 'group', 'fault', 'criterion', 'group', 'corresponding', 'fault', 'type', 'fault', 'criterion', 'group', 'may', 'include', 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'determining', 'module'] ['access', 'sensor', 'log', 'stored', 'database', 'process', 'determine', 'statistical', 'metric', 'ample', 'referring', 'figure', 'statistical', 'metric', 'determining', 'module', 'may', 'determine', 'mean', 'standard', 'deviation', 'difference', 'parameter', 'curve', 'corresponding', 'particular', 'sensor', 'log', 'example', 'parameter', 'curve', 'average', 'parameter', 'curve', 'example', 'average', 'parameter', 'curve', 'mined', 'aggregating', 'large', 'number', 'sensor', 'log', 'across', 'number', 'different', 'machine', 'tions', 'machine', 'minimum', 'maximum', 'e', 'may', 'also', 'used', 'statistical', 'metric', 'average', 'parameter', 'curve', 'corresponding', 'particular', 'sensor', 'particular', 'sensor', 'may', 'determined', 'advance', 'stored', 'separately', 'database', 'natively', 'average', 'parameter', 'curve', 'may', 'determined', 'based', 'number', 'sensor', 'log', 'used', 'mine', 'statistical', 'metric', 'corresponding', 'sensor', 'log'] 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'log', 'mental', 'data', 'route', 'task', 'log', 'forth', 'computer', 'readable', 'log', 'include'] ['information', 'log', 'metric', 'determining', 'module', 'may', 'perform', 'keyword', 'searching', 'establish', 'frequency', 'occurrence', 'particular', 'word', 'phrase', 'one', 'time', 'interval', 'log', 'metric', 'determining', 'module', 'may', 'include', 'database', 'including', 'synonym', 'word', 'common', 'misspelling', 'log', 'metric', 'termining', 'module', 'may', 'employ', 'natural', 'language', 'processing', 'determine', 'pattern', 'information', 'additionally', 'alternatively', 'message', 'object'] ['maintenance', 'task', 'object', 'fault', 'object', 'may', 'include', 'id', 'code', 'identify', 'maintenance', 'task', 'type', 'fault', 'type', 'frequency', 'occurrence'] ['id', 'code', 'one', 'time', 'interval', 'may', 'used', 'log', 'metric'] ['training', 'set', 'formatting', 'module', 'receives'] ['statistical', 'metric', 'log', 'metric', 'configures', 'generate', 'training', 'set', 'use', 'risk', 'modelling', 'module', 'generate', 'corresponding', 'risk', 'model', 'statistical', 'metric', 'together', 'log', 'metric'] ['rived', 'maintenance', 'log', 'message', 'log'] ['may', 'provide', 'test', 'input', 'machine', 'learning', 'model', 'may', 'used', 'basis', 'determining', 'probability', 'respective', 'weight', 'weighted', 'average', 'model'] ['log', 'metric', 'derived', 'fault', 'log', 'provide', 'corresponding', 'test', 'output', 'machine', 'learning', 'model', 'may', 'used', 'basis', 'determining', 'probability'] ['respective', 'weight', 'weighted', 'average', 'model', 'configuration', 'training', 'set', 'depend', 'type', 'risk', 'model', 'risk', 'modelling', 'module', 'generates'] ['risk', 'modelling', 'module', 'receives', 'training', 'set', 'generates', 'risk', 'model', 'dependence', 'training', 'set', 'risk', 'model', 'may', 'machine', 'learning', 'model', 'risk', 'model', 'may', 'weighted'] ['average', 'model', 'machine', 'learning', 'risk', 'model', 'may'] ['used', 'estimate', 'probability', 'fault', 'occurring', 'machine', 'machine', 'group', 'weighted', 'average', 'risk', 'model', 'fall', 'two', 'main', 'category', 'first', 'type', 'weighted'] ['average', 'risk', 'model', 'us', 'weight', 'form'] ['bilities', 'fault', 'developing', 'calculate', 'risk', 'score', 'form', 'estimated', 'probability', 'corresponding', 'fault', 'type', 'occurring', 'associated', 'machine', 'system', 'machine', 'group'] ['second', 'type', 'weighted', 'average', 'risk', 'model', 'us'] ['weight', 'form', 'importance', 'metric', 'calculate', 'risk', 'score', 'indicative', 'relative', 'ness', 'corresponding', 'fault', 'type', 'may', 'oping', 'associated', 'machine'] ['machine', 'group', 'detail'] ['machine', 'learning', 'model', 'weighted', 'average', 'el', 'follow', 'hereinafter'] ['risk', 'model', 'ha', 'generated', 'risk', 'modelling', 'module', 'passed', 'database'] ['storage', 'stored', 'risk', 'model', 'may', 'used', 'timate', 'probability', 'risk', 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'type', 'product', 'fault', 'probability', 'average'] ['fault', 'duration', 'expectation', 'value', 'delay', 'fault', 'type'] ['alternatively', 'maintenance', 'task', 'ing', 'module', 'may', 'calculate', 'fault', 'metric'] ['fault', 'type', 'product', 'fault', 'probability'] ['verity', 'score', 'user', 'determinable', 'value', 'ing', 'importance', 'associated', 'example', 'machine', 'ship', 'tems', 'relating', 'engine', 'may', 'relatively', 'high'] ['severity', 'score', 'drifting', 'ship', 'may', 'run', 'around'] ['become', 'swamped', 'rough', 'sea', 'contrast', 'tem', 'controlling', 'emergency', 'lighting', 'crew', 'cabin', 'may', 'lower', 'severity', 'score', 'word', 'fault', 'metric', 'may', 'determined', 'based', 'consequence'] ['fault'] ['risk', 'modelling', 'module', 'mine', 'risk', 'score', 'indicative', 'relative', 'riousness', 'potential', 'fault', 'weighted', 'average', 'model', 'second', 'type', 'risk', 'score', 'may', 'used', 'fault'] ['metric', 'without', 'processing'] 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'list', 'fault', 'type', 'ranked', 'according', 'corresponding', 'fault', 'metric', 'value', 'relative', 'probability', 'different', 'maintenance', 'task', 'resolving', 'priority', 'fault', 'forth'] ['way', 'decision', 'making', 'preventative', 'maintenance', 'may', 'placed', 'quantitative', 'footing', 'output', 'risk', 'model', 'set', 'probability', 'risk', 'score', 'various', 'type', 'technical', 'fault', 'may', 'develop', 'machine', 'subsystem', 'machine', 'group', 'probability', 'risk', 'score', 'determined', 'processing', 'nical', 'data', 'sensor', 'measurement', 'puter', 'readable', 'log', 'instead', 'trying', 'predict', 'precisely', 'machine', 'fail', 'may', 'practical', 'many', 'situation', 'system', 'instead', 'aim', 'determine', 'maintenance', 'task', 'provide', 'greatest', 'improvement', 'fault', 'metric', 'example', 'probability', 'fault', 'occurring', 'expectation', 'value', 'delay', 'duration', 'resulting', 'fault'] ['alternative', 'example', 'maintenance', 'task', 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'system'] ['second', 'system', 'may', 'include', 'number', 'machine', 'form', 'construction', 'machine', 'construction', 'machine', 'forming', 'part', 'second', 'exemplary', 'system', 'parable', 'one', 'another'] ['present', 'specification', 'limited', 'chine', 'form', 'ship', 'construction', 'chine', 'present', 'specification', 'equally', 'ble', 'machine', 'form', 'type', 'vehicle', 'example', 'train', 'forth'] ['present', 'specification', 'limited', 'ular', 'machine', 'may', 'instead', 'applied', 'type', 'machine', 'includes', 'sensor'] ['ample', 'present', 'specification', 'may', 'applied', 'age', 'treatment', 'equipment', 'sewage', 'treatment', 'plant', 'unscheduled', 'stoppage', 'sewage', 'treatment', 'plant', 'expensive', 'lost', 'time', 'sewage', 'ment', 'plant', 'typically', 'extremely', 'complex', 'tracing', 'identifying', 'origin', 'fault', 'anomaly', 'difficult', 'time', 'consuming', 'therefore', 'teaching', 'present', 'specification', 'relation', 'data', 'driven', 'tion', 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'active'] ['users', 'widget', 'triggering', 'condition', 'specified', 'text', 'association', 'particular', 'switch', 'programmed', 'part', 'dashboard', 'presentation', 'instruction', 'cause', 'generating', 'notification', 'instruction', 'detect', 'triggering', 'condition', 'met'] ['implementation', 'mechanisms', 'hardware', 'overview'] ['referring', 'fig', 'block', 'diagram', 'illustrates', 'computing', 'device', 'example', 'embodiment', 'present', 'invention', 'maybe', 'embodied', 'computing', 'device', 'component', 'including', 'connection', 'relationship', 'function', 'meant', 'exemplary', 'meant', 'limit', 'implementation', 'example', 'embodiment', 'computing', 'device', 'suitable', 'implementing', 'example', 'embodiment', 'may'] ['different', 'component', 'including', 'component', 'different', 'connection', 'relationship', 'function'] ['computing', 'device', 'may', 'include', 'bus', 'communication', 'mechanism', 'addressing', 'main', 'memory', 'transferring', 'data', 'among', 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'specially', 'designed', 'configured', 'execute', 'vmm'] ['efficiency', 'instance', 'guest', 'operating', 'system', 'aware', 'executes', 'virtual', 'machine', 'monitor', 'word', 'vmm', 'may', 'provide', 'guest', 'operating', 'system', 'instance'] ['computer', 'hardware', 'software', 'presented', 'purpose', 'illustrating', 'underlying', 'computer', 'component', 'may', 'employed', 'implementing', 'example', 'embodiment', 'example', 'ment', 'however', 'necessarily', 'limited', 'particular', 'computing', 'environment', 'computing', 'device', 'configuration'] ['instead', 'example', 'embodiment', 'may', 'implemented', 'type', 'system', 'architecture', 'processing', 'environment', 'one', 'skilled', 'art', 'light', 'disclosure', 'would', 'understand', 'capable', 'supporting', 'feature', 'function', 'example', 'embodiment', 'presented', 'herein'] ['aspects', 'disclsoure'] ['although', 'figure', 'described', 'foregoing', 'specification', 'include', 'flow', 'diagram', 'step', 'shown', 'order', 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'embodiment', 'present', 'invention', 'described'] ['reference', 'numerous', 'specific', 'detail', 'however', 'detail', 'may', 'vary', 'implementation', 'implementation', 'according', 'requirement', 'particular', 'implement', 'hand', 'example', 'embodiment', 'accordingly', 'regarded', 'illustrative', 'rather', 'restrictive', 'sense'] ['claims'] ['method', 'comprising'] ['using', 'first', 'computer', 'response', 'detecting', 'change', 'data', 'source'] ['automatically', 'generating', 'dataset', 'comprising', 'subset', 'data', 'data', 'source', 'generating', 'unique', 'dataset', 'identifier', 'associating', 'dataset', 'identifier', 'dataset', 'digital', 'data', 'storage', 'generating', 'display', 'description', 'comprises'] ['dataset', 'identifier'] ['particular', 'graphical', 'data', 'display', 'widget', 'among', 'two', 'graphical', 'data', 'display', 'widget', 'structions', 'specify', 'widget', 'type', 'order', 'one', 'widget', 'configuration', 'value', 'particular', 'graphical', 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'computing', 'apparatus', 'cause', 'perform', 'method', 'claim'] ['method', 'comprising'] ['receiving', 'first', 'computer', 'second', 'computer', 'display', 'description', 'comprises'] ['dataset', 'identifier'] ['plurality', 'instruction', 'specify', 'widget', 'type', 'display', 'order', 'one', 'widget', 'configuration', 'value', 'widget', 'among', 'two', 'graphical', 'data', 'display', 'widget'] ['dataset', 'generated', 'using', 'subset', 'data', 'data', 'source', 'associated', 'digital', 'data', 'storage', 'unique', 'dataset', 'identifier', 'response', 'detecting', 'change', 'data', 'source'] ['fetching', 'dataset', 'based', 'dataset', 'identifier'] ['rendering', 'one', 'graphical', 'data', 'display', 'widget', 'according', 'display', 'order', 'widget', 'type', 'widget', 'configuration', 'value'] ['receiving', 'display', 'description', 'comprising', 'dataset', 'identifier', 'particular', 'graphical'] ['data', 'display', 'widget', 'among', 'two', 'graphical', 'data', 'display', 'widget', 'instruction', 'specify', 'widget', 'type', 'one', 'widget', 'configuration', 'value', 'particular', 'graphical', 'data', 'display', 'widget', 'wherein', 'instruction', 'comprise', 'set', 'first', 'instruction', 'first', 'widget', 'configured', 'specify', 'first', 'ordinal', 'value', 'higher', 'order', 'second', 'ordinal', 'value', 'set', 'second', 'instruction', 'second', 'widget'] ['displaying', 'plurality', 'graphical', 'data', 'display', 'widget', 'display', 'second', 'computer'] ['sorting', 'first', 'ordinal', 'value', 'second', 'ordinal', 'value', 'order'] ['rendering', 'second', 'widget', 'first', 'first', 'widget', 'second', 'based', 'first', 'ordinal', 'value', 'second', 'ordinal', 'value'] ['method', 'claim', 'comprising'] ['obtaining', 'instruction', 'display', 'description', 'structured', 'query', 'language', 'sql', 'statement', 'submitting', 'sql', 'statement', 'database', 'query', 'data', 'source'] ['receiving', 'data', 'source', 'particular', 'data', 'display', 'using', 'particular', 'graphical', 'data', 'display', 'widget'] ['method', 'claim', 'claim', 'wherein', 'widget', 'type', 'particular', 'data', 'display', 'widget', 'specifies', 'line', 'chart', 'x', 'axis', 'axis', 'method', 'comprising'] ['obtaining', 'instruction', 'display', 'description', 'structured', 'query', 'language', 'sql', 'statement'] ['submitting', 'sql', 'statement', 'database', 'query', 'data', 'source'] ['receiving', 'data', 'source', 'particular', 'data', 'display', 'using', 'particular', 'graphical', 'data', 'display', 'widget', 'including', 'first', 'column', 'value', 'dataset', 'use', 'rendering', 'x', 'axis', 'second', 'column', 'value', 'dataset', 'use', 'rendering', 'axis'] ['method', 'claim', 'wherein', 'instruction', 'display', 'description', 'specify', 'one', 'title', 'subtitle', 'format', 'labeling', 'feature', 'grouping', 'sorting', 'data', 'axis', 'display', 'parameter', 'line', 'display', 'parameter', 'unit', 'display', 'format'] ['method', 'claim', 'comprising'] ['generating', 'displaying', 'graphical', 'user', 'interface', 'comprising', 'dashboard', 'notification', 'list', 'widget', 'notification', 'list'] ['wherein', 'dashboard', 'notification', 'list', 'comprises', 'one', 'dashboard', 'notification', 'switch', 'grammed', 'receive', 'input', 'toggle', 'corresponding', 'notification', 'specified', 'notification', 'condition'] ['wherein', 'widget', 'notification', 'list', 'comprises', 'plurality', 'selectable', 'list', 'item', 'programmed', 'cause', 'navigating', 'graphical', 'user', 'interface', 'widget', 'notification', 'panel'] ['generating', 'displaying', 'notification', 'panel', 'comprising', 'notification', 'list', 'one', 'widget', 'notification', 'switch', 'programmed', 'receive', 'input', 'toggle', 'corresponding'] ['cation', 'specified', 'notification', 'condition', 'pertaining', 'specified', 'widget'] ['determining', 'programmed', 'triggering', 'condition', 'ha', 'occurred', 'particular', 'dashboard', 'notification', 'switch', 'widget', 'notification', 'switch', 'toggled'] ['generating', 'notification', 'response', 'determining', 'programmed', 'triggering', 'condition', 'ha', 'occurred'] ['particular', 'switch', 'toggled'] ['computer', 'apparatus', 'configured', 'perform', 'method', 'claim'] ['patentansprüche'] ['verfahren', 'umfassend'] ['mithilfe', 'eines', 'ersten', 'computers', 'reaktion', 'auf', 'da', 'detektieren', 'einer', 'änderung', 'einer', 'datenquelle'] ['automatisches', 'generieren', 'eines', 'datensatzes', 'umfassend', 'einen', 'datenuntersatz', 'von', 'der', 'datenquelle', 'rieren', 'einer', 'eindeutigen', 'datensatzkennung', 'und', 'zuordnen', 'der', 'datensatzkennung', 'zum', 'datensatz', 'im', 'digitalen', 'datenspeicher'] ['generieren', 'einer', 'anzeigebeschreibung', 'die', 'umfasst'] ['die', 'datensatzkennung'] ['und', 'für', 'jeden', 'bestimmten', 'graphischen', 'datenanzeigewidget', 'unter', 'zwei', 'oder', 'mehreren', 'graphischen', 'anzeigewidgets', 'anweisungen', 'die', 'einen', 'widgettyp', 'eine', 'reihenfolge', 'und', 'einen', 'oder', 'mehrere', 'figurationswerte', 'für', 'den', 'bestimmten', 'graphischen', 'datenanzeigewidget', 'spezifizieren', 'wobei', 'die', 'gen', 'einen', 'satz', 'erster', 'anweisungen', 'eines', 'ersten', 'widgets', 'umfassen', 'um', 'einen', 'ersten', 'ordnungswert', 'zu'] ['spezifizieren', 'der', 'der', 'reihenfolge', 'höher', 'ist', 'al', 'ein', 'zweiter', 'ordnungswert', 'einem', 'satz', 'zweiter', 'sungen', 'eines', 'zweiten', 'widgets'] ['und', 'senden', 'der', 'anzeigebeschreibung', 'einen', 'zweiten', 'computer'] ['verfahren', 'nach', 'anspruch', 'wobei', 'die', 'anweisungen', 'der', 'anzeigebeschreibung', 'ferner', 'eine', 'structured'] ['query', 'language', 'umfasst', 'die', 'eine', 'datenbankanfrage', 'spezifiziert', 'die', 'konfiguriert', 'ist', 'um', 'mithilfe', 'de', 'bestimmten', 'graphischen', 'datenanzeigewidgets', 'daten', 'zur', 'anzeige', 'aufzurufen'] ['verfahren', 'nach', 'anspruch', 'oder', 'anspruch', 'wobei', 'der', 'widgettyp', 'de', 'bestimmten', 'datenanzeigewidgets', 'ein', 'endiagramm', 'spezifiziert', 'da', 'eine', 'und', 'eine', 'aufweist', 'und', 'wobei', 'die', 'anweisungen', 'der'] ['beschreibung', 'ferner', 'eine', 'strukturierte', 'query', 'language', 'umfassen', 'die', 'eine', 'datenbankanfrage', 'spezifiziert', 'die', 'konfiguriert', 'ist', 'um', 'mithilfe', 'de', 'bestimmten', 'graphischen', 'datenanzeigewidgets', 'daten', 'zur', 'anzeige', 'aufzurufen', 'und', 'einen', 'ersten', 'spaltenwert', 'de', 'datensatzes', 'zur', 'verwendung', 'beim', 'rendern', 'der', 'und', 'einen', 'zweiten', 'spaltenwert', 'de', 'datensatzes', 'zur', 'verwendung', 'beim', 'rendern', 'der', 'enthält'] ['verfahren', 'nach', 'einem', 'der', 'vorstehenden', 'ansprüche', 'wobei', 'die', 'anweisungen', 'der', 'anzeigebeschreibung', 'eines', 'oder', 'mehrere', 'von', 'einem', 'titel', 'untertitel', 'format', 'etikettierungsmerkmalen', 'gruppierung', 'und', 'sortierung', 'von', 'daten', 'achsenanzeigeparametern', 'linienanzeigeparametern', 'einheiten', 'und', 'anzeigeformaten', 'spezifizieren'] ['verfahren', 'nach', 'einem', 'der', 'vorstehenden', 'ansprüche', 'ferner', 'umfassend'] ['verwenden', 'de', 'ersten', 'computers', 'um', 'die', 'änderung', 'der', 'datenquelle', 'durch', 'detektieren', 'einer', 'neuen', 'einzelnen', 'tabelle', 'einem', 'bestimmten', 'datenspeichersystem', 'zu', 'detektieren'] ['automatisches', 'generieren', 'de', 'unterdatensatzes', 'von', 'der', 'datenquelle', 'durch', 'anwenden', 'eines', 'vorbestimmten', 'schemas', 'auf', 'die', 'neue', 'einzelne', 'tabelle', 'die', 'detektiert', 'wurde'] ['computervorrichtung', 'konfiguriert', 'um', 'da', 'verfahren', 'nach', 'einem', 'der', 'vorstehenden', 'ansprüche', 'auszuführen'] ['computerprogramm', 'umfassend', 'maschinenlesbare', 'anweisungen', 'die', 'wenn', 'sie', 'durch', 'rechenvorrichtung', 'führt', 'werden', 'sie', 'veranlassen', 'da', 'verfahren', 'nach', 'einem', 'der', 'ansprüche', 'bi', 'und', 'bi', 'durchzuführen'] ['verfahren', 'umfassend'] ['empfangen', 'von', 'einem', 'ersten', 'computer', 'einem', 'zweiten', 'computer', 'einer', 'anzeigebeschreibung', 'die', 'umfasst'] ['eine', 'datensatzkennung'] ['und', 'eine', 'vielzahl', 'von', 'anweisungen', 'die', 'einen', 'widgettyp', 'eine', 'anzeigereihenfolge', 'und', 'einen', 'oder', 'mehrere', 'widgetkonfigurationswerte', 'für', 'jeden', 'widget', 'unter', 'zwei', 'oder', 'mehr', 'graphischen', 'datenanzeigewidgets', 'zieren'] ['wobei', 'der', 'datensatz', 'mithilfe', 'eines', 'datenuntersatzes', 'von', 'einer', 'datenquelle', 'generiert', 'wurde', 'und', 'im', 'digitalen', 'datenspeicher', 'einer', 'eindeutigen', 'datensatzkennung', 'reaktion', 'auf', 'da', 'detektieren', 'einer', 'änderung', 'einer', 'datenquelle', 'zugeordnet', 'wurde'] ['abrufen', 'de', 'datensatzes', 'basierend', 'auf', 'der', 'datensatzkennung'] ['rendern', 'de', 'einen', 'oder', 'der', 'mehreren', 'graphischen', 'datenanzeigewidgets', 'entsprechend', 'jeder'] ['folge', 'jedes', 'widgettyps', 'und', 'der', 'widgetkonfigurationswerte'] ['empfangen', 'der', 'anzeigebeschreibung', 'umfassend', 'die', 'datensatzkennung', 'und', 'für', 'jeden', 'bestimmten', 'graphischen', 'datenanzeigewidget', 'unter', 'den', 'zwei', 'oder', 'mehreren', 'graphischen', 'datenanzeigewidgets', 'der', 'weisungen', 'die', 'einen', 'widgettyp', 'eine', 'reihenfolge', 'und', 'einen', 'oder', 'mehrere', 'widgetkonfigurationswerte', 'für', 'den', 'bestimmten', 'graphischen', 'datenanzeigewidget', 'spezifizieren', 'wobei', 'die', 'anweisungen', 'einen', 'satz', 'erster'] ['sungen', 'eines', 'ersten', 'widgets', 'umfassen', 'der', 'konfiguriert', 'ist', 'um', 'einen', 'ersten', 'ordnungswert', 'der', 'der', 'folge', 'höher', 'ist', 'al', 'ein', 'zweiter', 'ordnungswert', 'ist', 'einem', 'satz', 'zweiter', 'anweisungen', 'eines', 'zweiten', 'widgets', 'zu', 'spezifizieren'] ['und', 'anzeigen', 'der', 'vielzahl', 'von', 'graphischen', 'datenanzeigewidgets', 'einer', 'anzeige', 'de', 'zweiten', 'computers'] ['durch'] ['sortieren', 'de', 'ersten', 'ordnungswerts', 'und', 'de', 'zweiten', 'ordnungswerts', 'reihenfolge'] ['und', 'rendern', 'de', 'zweiten', 'widgets', 'al', 'ersten', 'und', 'de', 'ersten', 'widgets', 'al', 'zweiten', 'basierend', 'auf', 'dem', 'ersten', 'ordnungswert', 'und', 'dem', 'zweiten', 'ordnungswert'] ['verfahren', 'nach', 'anspruch', 'ferner', 'umfassend'] ['erhalten', 'von', 'den', 'anweisungen', 'der', 'anzeigebeschreibung', 'einer', 'structured', 'query', 'language', 'sage'] ['einsenden', 'der', 'al', 'datenabankanfrage', 'die', 'datenquelle'] ['empfangen', 'von', 'der', 'datenquelle', 'von', 'bestimmten', 'daten', 'zur', 'anzeige', 'mithilfe', 'de', 'bestimmten', 'graphischen', 'datenanzeigewidgets'] ['verfahren', 'nach', 'anspruch', 'oder', 'anspruch', 'wobei', 'der', 'widgettyp', 'de', 'bestimmten', 'datenanzeigewidgets', 'ein', 'endiagramm', 'mit', 'einer', 'und', 'einer', 'spezifiziert', 'wobei', 'da', 'verfahren', 'ferner', 'umfasst'] ['erhalten', 'von', 'den', 'anweisungen', 'der', 'anzeigebeschreibung', 'einer', 'structured', 'query', 'language', 'sage'] ['einsenden', 'der', 'al', 'datenabankanfrage', 'die', 'datenquelle'] ['empfangen', 'von', 'der', 'datenquelle', 'bestimmter', 'daten', 'zur', 'anzeige', 'mithilfe', 'de', 'bestimmten', 'graphischen'] ['anzeigewidgets', 'enthaltend', 'einen', 'ersten', 'spaltenwert', 'de', 'datensatzes', 'zur', 'verwendung', 'beim', 'rendern', 'der', 'achse', 'und', 'einen', 'zweiten', 'spaltenwert', 'de', 'datensatzes', 'zur', 'verwendung', 'beim', 'rendern', 'der'] ['verfahren', 'nach', 'einem', 'der', 'ansprüche', 'bi', 'wobei', 'die', 'anweisungen', 'der', 'anzeigebeschreibung', 'eines', 'oder', 'mehrere', 'von', 'einem', 'titel', 'untertitel', 'format', 'etikettierungsmerkmalen', 'gruppierung', 'und', 'sortierung', 'von', 'daten'] ['achsenanzeigeparametern', 'linienanzeigeparametern', 'einheiten', 'und', 'anzeigeformaten', 'spezifizieren'] ['verfahren', 'nach', 'einem', 'der', 'ansprüche', 'bi', 'ferner', 'umfassend'] ['generieren', 'und', 'anzeigen', 'einer', 'graphischen', 'nutzerschnittstelle', 'umfassend', 'eine'] ['gungsliste', 'und', 'eine', 'widgetbenachrichtigungsliste'] ['wobei', 'die', 'armaturenbrettbenachrichtigungsliste', 'einen', 'oder', 'mehrere', 'armaturenbrettbenachrichtungsschalter', 'umfasst', 'die', 'programmiert', 'sind', 'um', 'eingaben', 'zu', 'empfangen', 'um', 'entsprechende', 'benachrichtigungen', 'für', 'zifizierte', 'benachrichtigungsbedingungen', 'oder', 'auszuschalten'] ['wobei', 'die', 'widgetbenachrichtigungsliste', 'eine', 'vielzahl', 'auswählbarer', 'listenposten', 'umfasst', 'die', 'programmiert'] ['sind', 'um', 'da', 'navigieren', 'der', 'graphischen', 'nutzerschnittstelle', 'zu', 'einem', 'widgetbenachrichtigungsfeld', 'zu', 'lassen'] ['generieren', 'und', 'anzeigen', 'eines', 'umfassend', 'eine', 'nachrichtigungsliste', 'mit', 'einem', 'oder', 'mehreren', 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'la', 'revendication', 'ou', 'dans', 'lequel', 'le', 'type', 'de', 'widget', 'du', 'widget', 'affichage', 'de', 'données', 'particulières', 'spécifie', 'un', 'graphique', 'linéaire', 'ayant', 'un', 'axe', 'x', 'et', 'un', 'axe', 'et', 'dans', 'lequel', 'le', 'instruction', 'de', 'la', 'description', 'affichage'] ['comprennent', 'en', 'outre', 'un', 'énoncé', 'sql', 'qui', 'spécifie', 'une', 'requête', 'de', 'base', 'de', 'données', 'configurée', 'pour', 'récupérer', 'de', 'données', 'à', 'afficher', 'en', 'utilisant', 'le', 'widget', 'affichage', 'de', 'données', 'graphiques', 'particulier', 'et', 'incluant', 'une', 'première', 'valeur', 'de', 'colonne', 'de', 'l', 'ensemble', 'de', 'données', 'à', 'utiliser', 'dans', 'la', 'restitution', 'de', 'l', 'axe', 'x', 'et', 'une', 'deuxième', 'valeur', 'de'] ['colonne', 'de', 'l', 'ensemble', 'de', 'données', 'à', 'utiliser', 'dans', 'la', 'restitution', 'de', 'l', 'axe'] ['procédé', 'selon', 'l', 'une', 'quelconque', 'de', 'revendications', 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'receiving', 'client', 'device', 'input', 'indicating', 'user', 'ha', 'tered', 'monitor', 'first', 'data', 'object', 'modification', 'accessing', 'set', 'component', 'first', 'ta', 'object', 'may', 'comprise', 'retrieving', 'first', 'data', 'source', 'first', 'component', 'set', 'component', 'first', 'data', 'object', 'retrieving', 'second', 'data', 'source', 'second', 'component', 'form', 'set', 'component', 'first', 'data', 'object'] ['another', 'aspect', 'provides', 'method', 'comprising', 'accessing', 'set', 'component', 'first', 'data', 'object', 'paring', 'set', 'component', 'first', 'data', 'object', 'previous', 'set', 'component', 'first', 'data', 'object', 'ing', 'comparison', 'determining', 'based', 'son', 'set', 'component', 'first', 'data', 'object', 'includes', 'least', 'one', 'modification', 'previous', 'set', 'component', 'first', 'data', 'object', 'response', 'determining', 'set', 'component', 'first', 'data', 'object', 'includes', 'least', 'one', 'modification', 'ous', 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'client', 'device', 'input', 'indicating', 'user', 'ha', 'tered', 'monitor', 'first', 'data', 'object', 'modification', 'accessing', 'set', 'component', 'first'] ['ta', 'object', 'may', 'comprise', 'retrieving', 'first', 'data', 'source', 'first', 'component', 'set', 'component', 'first', 'data', 'object', 'retrieving', 'second', 'data'] ['source', 'second', 'component', 'form', 'set', 'component'] ['first', 'data', 'object'] ['another', 'aspect', 'provides', 'medium', 'storing', 'instruction', 'executed', 'one', 'computer', 'processor', 'chine', 'cause', 'machine', 'perform', 'operation', 'ing', 'accessing', 'set', 'component', 'first', 'data', 'object'] ['user', 'registered', 'monitor', 'first', 'data', 'object', 'modification', 'comparing', 'set', 'component', 'first', 'data', 'object', 'previous', 'set', 'component'] ['first', 'data', 'object', 'yielding', 'comparison', 'determining'] ['based', 'comparison', 'set', 'component', 'first', 'data', 'object', 'includes', 'least', 'one', 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'data', 'object', 'may', 'presented', 'requesting', 'user'] ['example', 'request', 'attribute', 'may', 'clude', 'reference', 'data', 'object', 'component', 'data', 'object', 'identifier', 'requesting', 'device', 'well', 'user', 'attribute', 'user', 'making', 'request', 'user', 'profile', 'data', 'response', 'receiving', 'quest', 'ontology', 'curation', 'system', 'tifies', 'property', 'requested', 'data', 'object', 'e', 'one', 'database', 'gather', 'set', 'data', 'object', 'include', 'curated', 'ontology', 'associated', 'data', 'object', 'requesting', 'user', 'one', 'e', 'include', 'database', 'maintained', 'based', 'ontology', 'curation', 'system', 'well', 'federated', 'data', 'source', 'database', 'federated', 'data', 'source', 'service', 'external', 'ontology', 'curation', 'system', 'expose', 'read', 'functionality', 'search', 'gregation', 'object', 'load', 'data', 'maintained', 'ated', 'data', 'source'] ['ontology', 'curation', 'system', 'retrieves', 'prioritizes', 'data', 'object', 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'security', 'sale', 'notification', 'system', 'provides', 'user', 'fications', 'respect', 'data', 'object', 'component'] ['data', 'object', 'property', 'medium', 'link', 'note', 'etc', 'notification', 'system', 'present', 'notification', 'interface', 'enables', 'user', 'register', 'monitor', 'data', 'object', 'specific', 'object', 'component', 'modification'] ['user', 'ha', 'registered', 'monitor', 'data', 'object', 'component', 'data', 'object', 'notification', 'system', 'periodically', 'transmit', 'request', 'ontology', 'curation', 'system', 'data', 'determines', 'whether', 'data', 'ha', 'modified', 'notification', 'system', 'vide', 'user', 'notification', 'modification'] ['selected', 'data', 'ha', 'occurred'] ['fig', 'network', 'diagram', 'illustrating', 'work', 'environment', 'suitable', 'operating', 'ontology', 'curation', 'system', 'along', 'notification', 'system'] ['networked', 'system', 'provides', 'ality', 'via', 'network', 'intranet', 'internet'] ['wide', 'area', 'network', 'wan', 'one', 'client'] ['client', 'device', 'fig', 'illustrates', 'web', 'client', 'client', 'application', 'executing', 'client', 'device'] ['application', 'program', 'interface', 'api', 'server'] ['web', 'server', 'coupled', 'provide', 'programmatic', 'web', 'interface', 'respectively', 'cation', 'server', 'application', 'server', 'host'] ['ontology', 'curation', 'system', 'notification', 'tem', 'application', 'server', 'coupled'] ['database', 'server', 'facilitates', 'access', 'primary'] ['database', 'primary', 'database', 'may', 'include', 'one', 'database'] ['although', 'application', 'server', 'shown', 'single', 'component', 'ease', 'explanation', 'meant', 'limiting', 'one', 'skilled', 'art', 'would', 'recognize', 'application', 'server'] ['comprised', 'one', 'computing', 'device', 'ontology', 'curation', 'system', 'fication', 'system', 'reside', 'different', 'application'] ['server', 'networked', 'system'] ['shown', 'including', 'single', 'ontology', 'curation', 'tem', 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'networked', 'system'] ['may', 'involve', 'function', 'available', 'one', 'user', 'interface', 'uis', 'uis', 'may', 'specifically', 'associated', 'web', 'client', 'browser', 'client', 'application', 'executing'] ['client', 'device', 'communication'] ['worked', 'system'] ['fig', 'block', 'diagram', 'illustrating', 'various', 'component', 'ontology', 'curation', 'system', 'provided', 'part', 'networked', 'system'] ['sistent', 'embodiment', 'avoid', 'obscuring', 'inventive', 'subject', 'matter', 'unnecessary', 'detail', 'various', 'functional', 'component', 'module', 'engine'] ['germane', 'conveying', 'understanding', 'inventive', 'subject', 'matter', 'omitted', 'fig', 'however', 'skilled', 'artisan', 'readily', 'recognize', 'iou', 'additional', 'functional', 'component', 'may', 'supported'] ['ontology', 'curation', 'system', 'facilitate', 'al', 'functionality', 'specifically', 'described', 'herein', 'understood', 'skilled', 'artisan'] ['vant', 'computer', 'art', 'functional', 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'shared', 'ory', 'switch', 'application', 'programming', 'interface', 'apis', 'primary', 'database', 'may', 'comprise', 'one', 'database', 'example', 'embodiment'] ['mary', 'database', 'organized', 'ontology'] ['object', 'model', 'data', 'source', 'may', 'organized', 'data', 'structure', 'data', 'store', 'storing', 'izing', 'data', 'including', 'limited', 'relational'] ['e', 'database', 'store', 'xml', 'database', 'among', 'others', 'example', 'iments', 'data', 'source', 'may', 'contain', 'tasets', 'including', 'time', 'series', 'data', 'however', 'data', 'source', 'may', 'contain', 'type', 'data'] ['example', 'embodiment', 'application', 'server', 'transmits', 'request', 'ontology', 'curation', 'system', 'turn', 'sends', 'request', 'along', 'database', 'server', 'database', 'server', 'may', 'query', 'primary', 'database', 'embodiment', 'primary', 'database', 'may', 'employ', 'ontology', 'return', 'search', 'result', 'based', 'request', 'ceived', 'database', 'server', 'search', 'result', 'may', 'example', 'include', 'data', 'object', 'string', 'text', 'string', 'json', 'data', 'object'] ['embodiment', 'ontology', 'curation', 'system', 'may', 'include', 'translation', 'layer', 'object', 'load', 'service', 'configured', 'intercept', 'returned', 'ries', 'primary', 'database', 'add', 'type', 'change', 'type', 'otherwise', 'vary', 'returned', 'query', 'based', 'custom', 'ontology', 'example', 'object', 'load', 'ice', 'may', 'configured', 'enrich', 'returned', 'search', 'result', 'data', 'retrieved', 'another', 'data', 'source', 'data', 'source', 'data', 'source', 'tain', 'type', 'data', 'time', 'series', 'data', 'data', 'set', 'include', 'ip', 'geocoding', 'service', 'includes', 'data', 'useable', 'enrich', 'data', 'object', 'ip', 'address', 'received', 'primary', 'database', 'latitude', 'longitude', 'coordinate', 'well', 'map', 'tile', 'database', 'contains', 'map', 'imagery', 'depicting', 'location', 'coordinate'] ['example', 'embodiment', 'primary', 'tabase', 'return', 'data', 'object', 'response', 'receiving', 'request', 'ontology', 'curation', 'system', 'wherein', 'data', 'object', 'json', 'data', 'object', 'tains', 'identifier', 'ontology', 'curation', 'system', 'ceives', 'json', 'object', 'query', 'data', 'source', 'using', 'identifier', 'json', 'data', 'object', 'query'] ['communication', 'module', 'provides', 'tionality', 'communicate', 'client', 'device', 'order', 'receive', 'request', 'view', 'data', 'object', 'request', 'may', 'include', 'reference', 'data', 'object', 'component', 'data', 'object', 'well', 'attribute', 'property', 'client', 'device', 'requesting', 'user', 'communication', 'module', 'also', 'provides', 'functionality', 'receive', 'request', 'data', 'notification', 'system', 'request', 'may', 'include', 'reference', 'data', 'object', 'component', 'data', 'object', 'well', 'attribute', 'property', 'client', 'device', 'requesting', 'user'] ['object', 'component', 'data', 'object', 'may', 'include', 'object', 'property', 'object', 'medium', 'object', 'note', 'object', 'link', 'object', 'property', 'structured', 'piece', 'formation', 'define', 'behavior', 'characteristic', 'data', 'object', 'data', 'type', 'object', 'medium', 'include', 'binary', 'attachment', 'data', 'may', 'include', 'image', 'text', 'video', 'specialized', 'form', 'object', 'note'] ['free', 'text', 'container', 'information', 'provide', 'detail', 'data', 'object', 'object', 'link', 'define', 'nections', 'one', 'data', 'object', 'one', 'linked', 'data', 'object', 'data', 'object', 'may', 'also', 'include', 'metadata', 'defines', 'indicate', 'source', 'location', 'data', 'object', 'well', 'temporal', 'data', 'defining', 'point', 'time', 'data', 'object', 'wa', 'lected'] ['example', 'embodiment', 'data', 'jects', 'may', 'include', 'access', 'control', 'list', 'acl', 'list', 'access', 'control', 'items', 'acis', 'aci', 'defines', 'level', 'permission', 'particular', 'user', 'user', 'group', 'permitted', 'data', 'object', 'component'] ['data', 'object', 'acl', 'includes', 'set', 'mission'] ['output', 'module', 'return', 'requested', 'data', 'object', 'response', 'received', 'request', 'example', 'output', 'module', 'provide', 'requested', 'data', 'jects', 'object', 'component', 'notification', 'system'] ['client', 'device'] ['output', 'module', 'generate', 'cause', 'display', 'presentation', 'data', 'object', 'based', 'curated', 'ontology', 'client', 'device', 'tion', 'may', 'generated', 'based', 'type', 'data'] ['clude', 'object', 'view', 'presentation', 'quirements', 'associated', 'data', 'type', 'well', 'access', 'credential', 'requesting', 'user', 'example'] ['er', 'may', 'greater', 'access', 'privilege', 'user', 'data', 'may', 'viewable', 'ample', 'embodiment', 'presentation', 'data', 'object'] ['based', 'request', 'attribute', 'include', 'one', 'device', 'property', 'requesting', 'client', 'device', 'example', 'presentation', 'data', 'object', 'may', 'differ', 'based', 'client', 'device', 'mobile', 'device', 'versus', 'desktop', 'device', 'device', 'would', 'receive'] ['different', 'curated', 'ontology'] ['example', 'embodiment', 'output', 'module', 'also', 'determines', 'presentation', 'format', 'linked', 'data', 'object', 'curated', 'ontology', 'based', 'corresponding', 'object', 'component', 'example', 'first'] ['data', 'object', 'may', 'include', 'object', 'component', 'indicating', 'first', 'data', 'object', 'displayed', 'map', 'image', 'second', 'data', 'object', 'includes', 'object', 'component', 'indicate', 'second', 'data', 'object', 'must'] ['played', 'time', 'series', 'output', 'module', 'format'] ['presentation', 'curated', 'ontology', 'based', 'object', 'component'] ['fig', 'also', 'includes', 'depiction', 'primary', 'tabase', 'example', 'embodiment', 'primary', 'database', 'may', 'receive', 'data', 'data'] ['set', 'data', 'source'] ['fig', 'block', 'diagram', 'illustrating', 'various', 'component', 'notification', 'system', 'vided', 'part', 'networked', 'system', 'consistent', 'embodiment', 'avoid', 'obscuring', 'tive', 'subject', 'matter', 'unnecessary', 'detail', 'various', 'tional', 'component', 'module', 'engine'] ['germane', 'conveying', 'understanding'] ['ventive', 'subject', 'matter', 'omitted', 'fig', 'however', 'skilled', 'artisan', 'readily', 'recognize', 'iou', 'additional', 'functional', 'component', 'may', 'supported', 'notification', 'system', 'facilitate', 'additional', 'tionality', 'specifically', 'described', 'herein'] ['understood', 'skilled', 'artisan', 'vant', 'computer', 'art', 'functional', 'component', 'module', 'illustrated', 'fig', 'may', 'implemented', 'using', 'hardware', 'processor', 'machine', 'tion', 'logic', 'executable', 'software', 'instruction', 'hardware', 'memory', 'processor', 'machine', 'executing', 'logic', 'furthermore', 'various', 'functional', 'component', 'depicted', 'fig', 'may', 'reside', 'single', 'computer', 'laptop', 'may', 'distributed', 'across', 'several', 'computer', 'various', 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'ly', 'monitoring', 'data', 'object', 'modification', 'include', 'monitoring', 'subset', 'data', 'object', 'modification', 'modification', 'specified', 'component', 'ta', 'object', 'data', 'object', 'linked', 'data', 'object', 'modification', 'include', 'change', 'data', 'addition', 'data', 'deletion', 'data', 'modification', 'existing', 'data'] ['notification', 'interface', 'present', 'listing', 'various', 'data', 'object', 'user', 'register', 'itor', 'include', 'data', 'object', 'associated', 'ent', 'service', 'data', 'object', 'including', 'component', 'stored', 'different', 'database', 'data', 'source', 'etc', 'user', 'browse', 'listed', 'data', 'object', 'register', 'monitor', 'one', 'data', 'object', 'example', 'notification', 'interface', 'include', 'one', 'user', 'interface', 'element', 'button', 'text', 'box', 'link', 'checkboxes', 'etc', 'user', 'interact', 'ister', 'monitor', 'selected', 'data', 'object'] ['embodiment', 'notification', 'interface', 'present', 'user', 'data', 'identifying', 'nents', 'data', 'object', 'data', 'object', 'linked', 'data', 'object', 'type', 'embodiment', 'user', 'register', 'monitor', 'data', 'object', 'whole'] ['natively', 'register', 'subset', 'component', 'data', 'object'] ['embodiment', 'notification', 'interface', 'allow', 'user', 'select', 'notification', 'setting', 'dictating', 'user', 'would', 'like', 'data', 'object', 'monitored', 'user', 'would', 'like', 'notified', 'data', 'object', 'ha', 'modified', 'example', 'notification', 'interface'] ['allow', 'user', 'select', 'monitoring', 'frequency', 'user', 'would', 'like', 'data', 'object', 'monitored', 'modification', 'every', 'second', 'minute', 'minute', 'hour', 'hour', 'etc', 'notification', 'interface'] ['allow', 'user', 'select', 'overall', 'monitoring', 'quency', 'monitoring', 'registered', 'data', 'object', 'select', 'individual', 'monitoring', 'frequency', 'one'] ['registered', 'data', 'object', 'accordingly', 'user', 'could', 'select', 'different', 'monitoring', 'frequency', 'tered', 'data', 'object'] ['embodiment', 'notification', 'interface', 'allow', 'user', 'select', 'monitoring', 'duration', 'data'] ['object', 'monitoring', 'duration', 'indicate', 'period'] ['time', 'notification', 'system', 'monitor', 'selected', 'data', 'object', 'modification', 'tion', 'system', 'stop', 'monitoring', 'data', 'object', 'selected', 'monitoring', 'duration', 'ha', 'expired'] ['embodiment', 'notification', 'interface'] ['allow', 'user', 'select', 'user', 'would', 'like', 'notified', 'modification', 'data', 'object', 'ha', 'curred', 'example', 'notification', 'interface', 'allow', 'user', 'select', 'preferred', 'contact', 'method'] ['push', 'notification', 'phone', 'call', 'etc', 'notification'] ['interface', 'also', 'allow', 'user', 'select', 'time', 'user', 'would', 'like', 'notified', 'notification', 'od', 'based', 'time', 'example', 'user', 'may', 'choose', 'receive', 'notification', 'working', 'hour'] ['alternatively', 'user', 'may', 'choose', 'receive', 'push', 'notification', 'working', 'hour', 'working', 'hour'] ['interface', 'module', 'save', 'user', 'selection', 'notification', 'setting', 'file', 'associated'] ['user', 'example', 'notification', 'setting', 'file'] ['stored', 'database', 'interface', 'module', 'communicate', 'database', 'modify', 'notification', 'setting', 'file', 'according', 'user', 'tions', 'notification', 'setting', 'file', 'include', 'data'] ['tifying', 'data', 'object', 'user', 'ha', 'registered', 'monitor', 'monitoring', 'frequency', 'monitoring', 'duration', 'preferred', 'contact', 'method', 'selected', 'notification', 'time', 'etc', 'tification', 'setting', 'file', 'also', 'include', 'data', 'identifying', 'user', 'user', 'client', 'device'] ['data', 'request', 'module', 'utilize', 'er', 'notification', 'setting', 'file', 'generate', 'transmit', 'quest', 'ontology', 'curation', 'system', 'data', 'jects', 'component', 'data', 'object', 'user'] ['ha', 'registered', 'monitor', 'example', 'data', 'request', 'module', 'utilize', 'user', 'notification', 'setting', 'file', 'generate', 'request', 'including', 'request', 'attribute', 'tifying', 'data', 'object', 'component', 'data', 'jects', 'user', 'ha', 'registered', 'monitor'] ['data', 'request', 'module', 'also', 'include', 'data', 'identifying', 'user', 'user', 'client', 'device', 'request', 'ontology', 'curation', 'system', 'utilize', 'confirm', 'user', 'ha', 'permission', 'access', 'requested', 'data', 'object', 'example', 'ontology', 'curation', 'system', 'utilize', 'data', 'fying', 'user', 'user', 'client', 'device', 'check', 'acl', 'associated', 'requested', 'component', 'confirm', 'user', 'ha', 'permission', 'access', 'component', 'ontology', 'curation', 'system', 'return', 'ed', 'data', 'user', 'doe', 'permission', 'access', 'requested', 'data'] ['data', 'request', 'module', 'generate', 'transmit', 'request', 'ontology', 'curation', 'system', 'based', 'monitoring', 'frequency', 'included', 'er', 'notification', 'setting', 'alternatively', 'data', 'request', 'module', 'generate', 'transmit', 'request', 'cording', 'predetermined', 'schedule'] ['data', 'request', 'module', 'provide', 'data', 'received', 'ontology', 'curation', 'system', 'comparison', 'module', 'comparison', 'module', 'utilize', 'received', 'data', 'determine', 'whether', 'modification', 'occurred', 'embodiment', 'comparison', 'module', 'compare', 'received', 'data', 'component', 'data', 'object', 'previously', 'received', 'version', 'data', 'previously', 'received', 'sion', 'data', 'stored', 'database', 'comparison', 'module', 'communicate', 'database', 'access', 'previously', 'received', 'version', 'data', 'comparison', 'module', 'determines', 'data', 'includes', 'modification', 'previously', 'ceived', 'version', 'data', 'comparison', 'module', 'alert', 'notification', 'module', 'detected', 'ification', 'comparison', 'module', 'also', 'update', 'previously', 'received', 'version', 'data', 'stored', 'database', 'reflect', 'modification'] ['notification', 'module', 'notify', 'user', 'modification', 'data', 'object', 'ha', 'detected', 'example', 'notification', 'module', 'send', 'user', 'send', 'push', 'notification', 'user', 'client', 'device', 'call', 'user', 'etc', 'embodiment', 'notification', 'module', 'notify', 'user', 'based', 'user', 'notification', 'setting', 'file', 'example', 'tion', 'module', 'access', 'user', 'notification', 'ting', 'file', 'database', 'identify', 'user', 'preferred', 'contact', 'method', 'contact', 'time', 'notification', 'module', 'notify', 'user', 'according', 'user', 'selected', 'setting'] ['notification', 'include', 'type', 'data', 'notifying', 'user', 'data', 'object', 'ha', 'modified', 'example', 'notification', 'simply', 'state', 'data', 'object', 'ha', 'modified', 'alternatively', 'notification', 'include', 'detailed', 'information', 'modification', 'well', 'link', 'access', 'additional', 'data', 'modified', 'data', 'user', 'activity', 'interaction', 'bedded', 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'embodied'] ['instruction', 'execution', 'one'] ['processor', 'operation', 'method', 'performed', 'part', 'whole', 'notification', 'system', 'accordingly', 'method', 'described', 'way', 'example', 'reference', 'thereto'] ['ever', 'shall', 'appreciated', 'least'] ['operation', 'method', 'may', 'deployed', 'ous', 'hardware', 'configuration', 'method', 'intended', 'limited', 'notification', 'system', 'operation', 'interface', 'module'] ['present', 'notification', 'interface', 'example', 'cation', 'interface', 'presented', 'user', 'client', 'vice', 'notification', 'interface', 'enables', 'user', 'register', 'monitor', 'data', 'object', 'modification', 'toring', 'data', 'object', 'modification', 'include', 'toring', 'data', 'object', 'whole', 'modification', 'cluding', 'modification', 'made', 'component', 'data', 'object', 'data', 'object', 'linked', 'data', 'object'] ['alternatively', 'monitoring', 'data', 'object', 'modification', 'include', 'monitoring', 'subset', 'data', 'object'] 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'linked', 'data', 'object', 'type', 'embodiment', 'user', 'register', 'monitor', 'data', 'object', 'whole', 'natively', 'register', 'subset', 'component', 'data', 'object'] ['embodiment', 'notification', 'interface', 'allow', 'user', 'select', 'notification', 'setting', 'dictating', 'user', 'would', 'like', 'data', 'object', 'monitored', 'user', 'would', 'like', 'notified', 'data', 'object', 'ha', 'modified', 'example', 'notification', 'interface', 'allow', 'user', 'select', 'monitoring', 'frequency', 'user', 'would', 'like', 'data', 'object', 'monitored', 'modification', 'every', 'second', 'minute', 'minute', 'hour', 'hour', 'etc', 'notification', 'interface', 'allow', 'user', 'select', 'overall', 'monitoring', 'quency', 'monitoring', 'registered', 'data', 'object', 'select', 'individual', 'monitoring', 'frequency', 'one', 'registered', 'data', 'object', 'accordingly', 'user', 'could', 'select', 'different', 'monitoring', 'frequency', 'tered', 'data', 'object'] ['embodiment', 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'hour'] ['embodiment', 'notification', 'interface', 'allow', 'user', 'customize', 'notification', 'user', 'receives', 'example', 'notification', 'interface', 'provide', 'user', 'one', 'template', 'notification', 'user', 'select', 'notification', 'interface', 'also', 'allow', 'user', 'customize', 'selected', 'template', 'notification', 'customize', 'notification', 'er', 'specific', 'need'] ['operation', 'interface', 'module', 'ceives', 'user', 'selection', 'indicating', 'data', 'object', 'user', 'would', 'like', 'monitor', 'well', 'notification', 'setting', 'lected', 'user', 'user', 'selection', 'received', 'result', 'user', 'utilizing', 'notification', 'interface', 'operation', 'interface', 'module', 'erated', 'notification', 'setting', 'file', 'based', 'received', 'user', 'selection', 'notification', 'setting', 'file', 'include', 'data', 'identifying', 'data', 'object', 'user', 'ha', 'registered', 'monitor', 'monitoring', 'frequency', 'monitoring', 'duration'] ['preferred', 'contact', 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'version', 'present', 'data', 'commensurate'] ['level', 'access'] ['searches', 'data', 'disseminated', 'example', 'map', 'object', 'within', 'certain', 'area', 'interest', 'building', 'road', 'etc'] ['computed', 'accordance', 'different', 'classification', 'el', 'moreover', 'map', 'rendered', 'layer', 'plane', 'corresponding', 'different', 'display', 'aspect', 'map', 'example', 'search', 'layer', 'annotation', 'layer', 'etc'] ['collaborative', 'presentation', 'layer', 'plane'] ['stacked', 'hidden', 'modified', 'etc', 'result', 'particular', 'map', 'view', 'version', 'comply', 'strictions', 'permission', 'based', 'respective', 'level', 'sification', 'associated', 'user', 'participating', 'laborative', 'presentation', 'metadata', 'associated', 'searched', 'object', 'change', 'based', 'classification', 'el', 'well', 'moreover', 'user', 'may', 'lock', 'unlock', 'map', 'allow', 'user', 'move', 'amongst', 'different', 'classification', 'level', 'without', 'risking', 'inadvertent', 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'etc', 'moreover', 'ator', 'link', 'time', 'revoke', 'access', 'underlying', 'map', 'users', 'may', 'option', 'log', 'link', 'get', 'greater', 'ce'] ['embodiment', 'classification', 'level', 'specified', 'moving', 'object', 'data', 'set', 'term', 'certain', 'geographical', 'portion', 'map', 'ance', 'objects', 'within', 'boundary', 'specified', 'dynamically', 'declassified', 'whereas', 'object', 'outside', 'boundary', 'specified', 'classified', 'accordance', 'cation', 'level', 'map', 'within', 'specified', 'fence', 'created', 'declassified', 'object', 'move', 'outside', 'boundary', 'specified', 'object', 'dynamically', 'reclassified', 'classification', 'level', 'map', 'within', 'specified', 'created'] ['map', 'sharing', 'system'] ['embodiment', 'present', 'disclosure', 'relates', 'collaborative', 'presentation', 'system', 'different', 'version', 'map', 'viewed', 'different', 'user', 'different', 'classification', 'level', 'time', 'allows', 'user', 'share', 'data', 'orate', 'user', 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'associated', 'classification', 'level', 'order', 'present'] ['data', 'second', 'user', 'however', 'user'] ['grade', 'classification', 'level', 'allowed', 'upgrade', 'return', 'higher', 'classification', 'level', 'first', 'user', 'wish', 'view', 'data', 'privy', 'must', 'recreate', 'regenerate'] ['map', 'accordance', 'classification', 'level'] ['example', 'map', 'sharing', 'system', 'trated', 'fig', 'shown', 'system', 'includes', 'one', 'user', 'site', 'operatively', 'coupled', 'spectively', 'one', 'network', 'communication', 'link'] ['application', 'server', 'host', 'map'] ['application', 'map', 'application', 'part', 'application', 'server', 'access', 'database', 'way', 'database', 'management', 'system', 'service', 'dbms'] ['user', 'site', 'application', 'server', 'may', 'comprise', 'one', 'computer', 'host', 'execute'] ['logic', 'stored', 'program', 'configured', 'perform', 'es', 'described', 'herein'] ['user', 'site', 'may', 'client', 'computing', 'device', 'used', 'user', 'site', 'municates', 'exchange', 'data', 'application', 'server'] ['one', 'network', 'communication', 'link', 'client', 'computing', 'device', 'may', 'client', 'computer', 'workstation', 'computer', 'laptop', 'puter', 'tablet', 'computer', 'mobile', 'phone', 'client', 'computing', 'device', 'ha', 'operatively', 'coupled'] ['display', 'video', 'multimedia', 'display', 'three', 'user', 'site', 'shown', 'fig', 'system', 'may', 'include', 'three', 'le', 'three', 'user', 'site'] ['one', 'network', 'communication'] ['link', 'may', 'traverse', 'one', 'data', 'network', 'local', 'area', 'networks', 'wide', 'area', 'networks', 'network', 'communication', 'link', 'may', 'based', 'reliable', 'network', 'transport', 'protocol', 'tcp', 'ip', 'like', 'network', 'communication', 'link', 'user', 'site'] ['respectively', 'application', 'server', 'may', 'established', 'needed', 'example', 'application', 'server', 'client', 'computing', 'device', 'user', 'site', 'need', 'send', 'data'] ['tively', 'network', 'communication', 'link', 'one'] ['network', 'communication', 'link', 'may', 'span', 'life', 'session', 'data', 'sent', 'back', 'forth', 'application', 'server', 'user', 'site', 'multiple', 'communication', 'exchange', 'either'] ['tion', 'server', 'client', 'computing', 'device', 'user'] ['site', 'user', 'site', 'may', 'initiate', 'establishment', 'network', 'communication', 'link', 'network', 'nication', 'link', 'may', 'traverse', 'number', 'intermediary'] ['device', 'web', 'server', 'cache', 'server', 'proxy', 'server', 'content', 'delivery', 'network', 'server', 'etc', 'plication', 'server', 'device', 'client', 'computing', 'vice', 'user', 'site', 'case', 'one', 'network', 'communication', 'link', 'may', 'viewed', 'logical', 'network', 'communication', 'link', 'made', 'number', 'communication', 'link', 'connecting', 'client', 'computing', 'device', 'application', 'server', 'intermediary', 'device', 'network'] ['embodiment', 'operating', 'base', 'organized', 'information', 'actually', 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'database', 'data', 'case', 'database', 'may', 'backed', 'shadow', 'copy', 'database', 'stored', 'memory', 'case', 'power', 'loss', 'volatile', 'memory'] ['client', 'computing', 'device', 'one', 'user', 'site', 'may', 'configured', 'web', 'browsing', 'application', 'client', 'application', 'performing', 'client', 'function', 'map', 'application', 'among', 'others', 'client', 'function', 'include', 'presenting', 'various', 'map', 'tion', 'user', 'interface', 'display', 'client', 'computing', 'device', 'instructed', 'one', 'network', 'nication', 'link', 'map', 'application', 'client', 'function', 'may', 'also', 'include', 'receiving', 'user', 'input', 'user', 'client', 'computing', 'device', 'mitting', 'data', 'representing', 'user', 'input', 'map', 'tion', 'one', 'network', 'communication', 'link', 'map', 'application', 'may', 'instruct', 'client', 'application', 'present', 'various', 'map', 'application', 'user', 'terfaces', 'using', 'standardized', 'web', 'instruction', 'sent', 'one', 'network', 'communication', 'link', 'client', 'computing', 'device', 'web', 'instruction', 'may', 'volve', 'standardized', 'web', 'protocol', 'http', 'https', 'etc', 'include', 'standardized', 'markup', 'language', 'tions', 'xml', 'html', 'xhtml', 'etc', 'standardized', 'style', 'sheet', 'language', 'instruction', 'css', 'etc', 'ardized', 'scripting', 'language', 'instruction', 'etc', 'receipt'] ['data', 'map', 'application', 'representing', 'user', 'input', 'may', 'also', 'involve', 'standardized', 'web', 'protocol', 'ardized', 'web', 'instruction'] ['application', 'server', 'contains', 'map', 'cation', 'operates', 'one', 'server', 'ing', 'device', 'server', 'computing', 'device', 'map', 'application', 'operates', 'may', 'considered', 'operatively', 'coupled', 'client', 'computing', 'device', 'user', 'site', 'network', 'communication', 'link'] ['application', 'server', 'may', 'provide', 'fundamental'] ['application', 'data', 'service', 'map', 'application', 'handling', 'network', 'communication', 'user', 'site', 'providing', 'one', 'interface', 'map', 'application', 'communicating', 'dbms'] ['according', 'aspect', 'various', 'embodiment', 'closed', 'herein', 'map', 'application', 'implemented', 'using', 'java', 'programming', 'language', 'however', 'mentation', 'programming', 'language', 'ware', 'logic', 'one', 'asics', 'gas', 'firmware', 'etc', 'also', 'possible'] ['user', 'user', 'site', 'may', 'conduct', 'laborative', 'presentation', 'involving', 'data', 'object', 'stored', 'database', 'using', 'example', 'computing', 'device', 'user', 'site', 'generally', 'search', 'data', 'object'] ['may', 'subset', 'shared', 'database', 'data', 'drawn'] ['shared', 'data', 'repository', 'database', 'user', 'user', 'site', 'may', 'wish', 'share', 'map', 'data', 'object', 'another', 'user', 'user', 'site', 'example'] ['user', 'user', 'site', 'may', 'access', 'view', 'map', 'interest', 'accessing', 'application', 'server'] ['executing', 'map', 'application', 'er', 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'example', 'system', 'provide', 'edit', 'mode', 'author', 'mode', 'user', 'edit', 'aspect', 'panel', 'query', 'panel', 'display', 'setting', 'panel'] ['etc', 'system', 'also', 'provide', 'read', 'mode', 'consumer', 'mode', 'user', 'interact'] ['panel', 'select', 'value', 'dropdown', 'control', 'may', 'edit', 'aspect', 'panel', 'certain', 'bodiments', 'user', 'edit', 'panel', 'within', 'web', 'authoring', 'environment', 'example', 'user', 'may', 'use', 'web', 'ogies', 'edit', 'panel', 'may', 'edit', 'panel', 'within', 'web', 'page', 'web', 'interface'] ['one', 'embodiment', 'user', 'interface', 'two', 'viewing', 'mode', 'wysiwyg', 'see', 'get', 'editor', 'mode', 'corresponding', 'consumer', 'mode', 'editor', 'mode', 'panel', 'like'] ['bar', 'chart', 'scatter', 'plot', 'time', 'series', 'plot', 'table'] ['menu', 'text', 'box', 'etc', 'added', 'arranged', 'canvas', 'page', 'user', 'author', 'edit', 'data', 'query', 'via', 'rich', 'editor', 'ul', 'support', 'quickly', 'previewing', 'result', 'quick', 'debugging', 'queries', 'may'] ['tively', 'support', 'templating', 'via', 'handlebars', 'link'] ['panel', 'url', 'parameter', 'data', 'query', 'panels', 'also', 'templatized', 'link', 'data', 'query', 'coordinate', 'panel', 'additionally'] ['editor', 'customize', 'styling', 'particular', 'page', 'document', 'deployment', 'consumer', 'mode', 'may', 'allow', 'finished', 'web', 'page', 'shared', 'set', 'user', 'interact', 'page', 'edit', 'layout', 'setup'] ['querying', 'displaying', 'data', 'data', 'sources', 'using', 'dynamic', 'panels'] ['figure', 'data', 'flow', 'diagram', 'illustrative', 'interaction', 'various', 'component', 'board', 'creation', 'system', 'configured', 'create', 'play', 'dynamic', 'panel', 'according', 'one', 'embodiment', 'system', 'connected', 'one', 'data', 'e', 'database', 'system', 'may', 'include', 'template', 'engine', 'template', 'storage', 'plate', 'system', 'may', 'allow', 'creation', 'template', 'used', 'generate', 'user', 'interface', 'page', 'web', 'e', 'template', 'system', 'combine', 'template', 'data', 'data', 'source', 'generate', 'user', 'interface', 'page', 'example', 'template', 'engine', 'processor', 'template', 'system', 'render', 'template', 'data', 'data', 'source', 'finished', 'page', 'template', 'engine', 'render', 'user', 'interface', 'page', 'based', 'document', 'data', 'data', 'source', 'embodiment', 'template', 'text', 'contains', 'template', 'er', 'double', 'curly', 'bracket', 'template', 'engine', 'process', 'template', 'text', 'template', 'context', 'object', 'render', 'plate', 'text', 'provide', 'final', 'output', 'output', 'incorporated', 'query', 'backends', 'used', 'drive', 'panel', 'template', 'storage', 'store', 'plate', 'related', 'information', 'certain', 'embodiment', 'template', 'storage', 'also', 'store', 'document', 'el', 'included', 'document', 'related', 'information', 'example', 'template', 'system', 'may', 'include', 'dlebars', 'mustache', 'etc', 'figure', 'show', 'template', 'gine', 'template', 'storage', 'part', 'system', 'may', 'reside', 'separate', 'computing', 'system', 'separate', 'computing', 'device', 'tem', 'example', 'template', 'engine', 'external', 'system', 'system', 'may', 'municate', 'user', 'system', 'desktop', 'puter', 'laptop', 'mobile', 'phone', 'tablet', 'mobile', 'device', 'etc', 'example', 'user', 'system', 'display', 'user', 'interface', 'page', 'rendered', 'template', 'engine', 'system', 'may', 'include', 'additional', 'different', 'component', 'pending', 'embodiment'] ['data', 'flow', 'action', 'user', 'creates', 'panel'] ['explained', 'panel', 'query', 'associated', 'display', 'setting', 'associated'] ['data', 'flow', 'action', 'user', 'defines', 'query', 'associated', 'panel', 'mentioned', 'el', 'data', 'source', 'agnostic', 'associated', 'data', 'different', 'type', 'data', 'source', 'relational', 'database', 'sql', 'elasticsearch', 'etc', 'tem', 'connect', 'query', 'data', 'data', 'source', 'support', 'query', 'language'] ['system', 'support', 'different', 'type', 'query', 'e', 'tool', 'depending', 'embodiment', 'certain', 'embodiment', 'handlebars', 'used', 'query', 'embodiment', 'json', 'javascript', 'object'] ['tion', 'used', 'query', 'embodiment', 'system', 'include', 'one', 'adapter', 'sql', 'base', 'another', 'adapter', 'rest', 'backends', 'elasticsearch', 'may', 'provided', 'default', 'er', 'system', 'additionally', 'allow', 'user'] ['transform', 'selectively', 'extract', 'data', 'query', 'sults', 'example', 'user', 'extract', 'data', 'json', 'query', 'response', 'using', 'jsonpath'] ['data', 'flow', 'action', 'user', 'defines', 'display', 'setting', 'associated', 'panel', 'user', 'define'] ['display', 'setting', 'document', 'css', 'panel'] ['user', 'create', 'additional', 'panel', 'define', 'ry', 'display', 'setting', 'panel', 'one', 'el', 'may', 'added', 'container', 'container', 'may', 'function', 'holder', 'panel', 'container', 'act', 'collection'] ['panel', 'move', 'unit', 'user', 'define', 'layout', 'panel', 'within', 'container', 'also', 'define', 'behavior', 'container', 'apply'] ['el', 'container', 'group', 'user', 'may', 'add', 'tab', 'container', 'example', 'container', 'may', 'include'] ['multiple', 'tab', 'user', 'switch', 'tab', 'view', 'different', 'content', 'tab', 'act', 'separate', 'content', 'space', 'hold', 'different', 'panel'] ['data', 'flow', 'action', 'system', 'generates', 'user', 'interface', 'page', 'document', 'contains'] ['panel', 'system', 'receives', 'request'] ['user', 'system', 'particular', 'document', 'tem', 'obtain', 'requested', 'document', 'ple', 'template', 'storage', 'run', 'query', 'associated', 'panel', 'document'] ['plate', 'engine', 'may', 'combine', 'document', 'panel', 'query', 'result', 'order', 'generate', 'finished', 'user', 'interface', 'page', 'explained', 'one', 'query', 'used', 'obtain', 'data', 'different', 'part', 'query'] ['associated', 'different', 'panel', 'instance', 'query'] ['q', 'return', 'column', 'system', 'creates', 'text', 'panel', 'whose', 'text', 'dropdown', 'panel', 'whose', 'value', 'chart', 'panel', 'whose'] ['x', 'value', 'value', 'tively', 'panel', 'may', 'query', 'associated'] ['result', 'query', 'associated'] ['particular', 'panel', 'finished', 'user', 'interface', 'page', 'sent', 'user', 'system', 'displayed', 'user', 'interface'] ['data', 'flow', 'action', 'user', 'system', 'ceives', 'user', 'input', 'selection', 'user', 'interface', 'user', 'may', 'change', 'displayed', 'result', 'user', 'interface'] ['user', 'system', 'example', 'user', 'may', 'select', 'particular', 'value', 'dropdown', 'control', 'user', 'may', 'select', 'particular', 'panel', 'item', 'within', 'panel'] ['user', 'input', 'selection', 'sent', 'system'] ['data', 'flow', 'action', 'system', 'update', 'display', 'panel', 'instance', 'query', 'may', 'rerun', 'query', 'result', 'may', 'filtered', 'based'] ['selected', 'value', 'dropdown', 'control', 'action', 'may', 'associated', 'panel', 'item', 'within', 'panel', 'action', 'may', 'performed', 'example', 'selection', 'panel', 'item', 'within', 'panel', 'display', 'option', 'attribute', 'related', 'panel', 'item', 'one', 'ample', 'selection', 'table', 'row', 'one', 'panel', 'linked', 'another', 'panel', 'contains', 'detailed', 'information', 'selected', 'row', 'table', 'show', 'list', 'game', 'figure', 'selecting', 'game', 'table', 'show', 'detailed', 'statistic', 'selected', 'game', 'different', 'el', 'certain', 'detail', 'relating', 'figure', 'plained', 'connection', 'figure'] ['system', 'highly', 'extensible', 'panel', 'easily', 'created', 'edited', 'removed', 'one', 'embodiment', 'new', 'panel', 'added', 'creating', 'web', 'module', 'angularjs', 'module', 'simple', 'web', 'module', 'may', 'easily', 'created', 'suitable', 'module', 'erator', 'via', 'yeoman', 'generator', 'similarly', 'data', 'adapter', 'new', 'type', 'data', 'source', 'easily', 'added', 'via', 'java', 'jar'] ['linking', 'dynamic', 'panels'] ['figure', 'illustrates', 'one', 'example', 'linking', 'tiple', 'dynamic', 'panel', 'example', 'figure', 'panel', 'similar', 'panel'] ['figure', 'panels', 'may', 'named', 'respectively', 'mentioned', 'connection', 'figure', 'panel', 'dropdown', 'control', 'selects', 'team', 'view', 'panel', 'dropdown', 'control', 'selects', 'season', 'display', 'game', 'panel', 'table', 'display', 'game', 'team', 'selected', 'panel', 'season', 'selected', 'panel', 'example', 'panel', 'selected', 'value', 'variable', 'associated', 'since', 'dropdown', 'control', 'variable', 'may', 'referenced', 'query', 'panel', 'reference', 'clause', 'lect', 'statement', 'example', 'query', 'low', 'select', 'column', 'table', 'team', 'season', 'example', 'figure', 'team'] ['query', 'may', 'refer', 'panel', 'variable', 'el', 'global', 'variable', 'template', 'template', 'system', 'language', 'process', 'query', 'replace', 'template', 'corresponding', 'value', 'example', 'template', 'indicated', 'double', 'curly', 'bracket', 'template', 'system', 'language', 'dlebars', 'mustache', 'example', 'edvalue', 'may', 'enclosed', 'ble', 'curly', 'bracket', 'indicate', 'template', 'therefore', 'query', 'example', 'ten', 'select', 'column', 'table', 'team'] ['season', 'ue', 'template', 'engine', 'process', 'replace', 'template', 'corresponding', 'value', 'time'] ['generating', 'finished', 'user', 'interface', 'page', 'certain', 'embodiment', 'system', 'build', 'graph', 'reference', 'template', 'associate', 'ences', 'reference', 'change', 'responding', 'template', 'regenerated', 'refreshed', 'templates', 'may', 'also', 'refer', 'object', 'panel', 'depending', 'embodiment', 'using', 'double', 'curly'] ['ets', 'indicate', 'template', 'described', 'ample', 'syntax', 'element', 'used', 'indicate', 'template'] ['embodiment', 'user', 'define', 'iables', 'associated', 'panel', 'referenced', 'query', 'example', 'user', 'define', 'variable', 'panel', 'variable', 'b', 'panel', 'query'] ['panel', 'reference', 'variable', 'variable', 'b'] ['query', 'example', 'variable', 'variable', 'b', 'associated', 'selected', 'value', 'panel', 'panel', 'respectively', 'explained', 'embodiment', 'panel', 'global', 'variable'] ['ated'] ['writing', 'data', 'sources', 'using', 'dynamic', 'panels'] ['figure', 'data', 'flow', 'diagram', 'illustrative', 'interaction', 'various', 'component', 'board', 'creation', 'system', 'configured', 'write', 'data', 'source', 'using', 'dynamic', 'panel', 'according', 'one', 'iment', 'system', 'corresponding', 'component'] ['figure', 'may', 'similar', 'system'] ['similarly', 'named', 'component', 'figure'] ['system', 'may', 'include', 'additional', 'different', 'nents', 'depending', 'embodiment'] ['case', 'may', 'useful', 'allow', 'user', 'write', 'update', 'data', 'source', 'panel'] ['example', 'user', 'may', 'want', 'change', 'data'] ['panel', 'reflect', 'change', 'data', 'source', 'user', 'could', 'also', 'save', 'selected', 'row', 'table', 'one', 'document', 'later', 'use', 'document', 'save', 'note', 'different', 'user', 'table', 'later', 'reference'] ['certain', 'case', 'user', 'may', 'also', 'want', 'rename'] ['portfolio', 'database'] ['system', 'allow', 'user', 'update', 'data', 'source', 'query', 'example', 'sql', 'query', 'json', 'query', 'used', 'sql', 'query'] ['json', 'query', 'refer', 'panel', 'template'] ['template', 'system', 'language', 'like', 'handlebars', 'tache', 'process', 'query', 'replace', 'template', 'corresponding', 'value', 'however', 'certain', 'case', 'directly', 'replacing', 'template', 'corresponding', 'value', 'lead', 'unintended', 'consequence', 'stance', 'user', 'may', 'specify', 'always', 'true', 'condition'] ['value', 'replaced', 'template', 'clause', 'sql', 'query', 'result', 'changing', 'data', 'one', 'example', 'user', 'creates', 'query', 'follows', 'update', 'table', 'set', 'text', 'newtext', 'id'] ['value', 'replacing', 'template', 'would', 'update', 'every', 'row', 'table', 'accordingly', 'system', 'make', 'query'] ['secure', 'using', 'custom', 'function', 'explained', 'data', 'flow', 'action', 'system', 'creates', 'custom', 'function', 'verify', 'parameter', 'query', 'ample', 'administrator', 'system', 'create', 'custom', 'function'] ['embodiment', 'system', 'us', 'sql', 'query', 'process', 'sql', 'query', 'using', 'dlebars', 'custom', 'function', 'handlebars', 'er', 'example', 'custom', 'function', 'named', 'registered', 'handlebars', 'handlebars', 'voke', 'custom', 'function', 'processing', 'sql', 'ries', 'user', 'use', 'custom', 'function', 'using', 'template', 'sql', 'query'] ['one', 'embodiment', 'custom', 'function', 'vent', 'use', 'text', 'value', 'template', 'allows', 'parameter', 'value', 'template', 'example', 'variable', 'panel', 'used', 'template', 'parameter', 'value', 'supposing', 'variable', 'panel', 'referred', 'template', 'custom', 'function', 'check', 'whether', 'array', 'array', 'custom', 'function', 'replaces', 'param', 'save', 'value', 'erty', 'reference', 'example', 'reference', 'array', 'array', 'length', 'n', 'custom', 'function', 'replaces', 'param', 'string', 'containing', 'n', 'question', 'mark', 'separated', 'comma', 'save', 'value', 'element', 'array', 'ence', 'example', 'reference', 'array', 'way', 'custom', 'function', 'help', 'create', 'parameterized', 'query', 'contain', 'placeholder', 'serted', 'query', 'parameter', 'sql', 'engine', 'would', 'cape', 'evaluate', 'parameter', 'therefore', 'parameterized', 'query', 'prevent', 'sql', 'injection', 'instance', 'expression', 'would', 'escaped', 'would', 'evaluated', 'boolean', 'expression', 'rather', 'evaluated', 'string'] ['example', 'equal'] ['custom', 'function', 'process', 'sql', 'query', 'update', 'table', 'set', 'text', 'newtext', 'id', 'param', 'update', 'table', 'set', 'text', 'newtext', 'id', 'store', 'reference', 'array', 'another', 'example', 'equal', 'array', 'custom', 'tion', 'process', 'sql', 'query', 'update', 'table', 'set', 'text'] ['newtext', 'id', 'param', 'date', 'table', 'set', 'text', 'newtext', 'id', 'store', 'reference', 'array', 'processed', 'query', 'parameter', 'prepared', 'jdbc', 'ment', 'run', 'one', 'data', 'source', 'types', 'parameter', 'preserved', 'whether', 'parameter', 'number', 'string', 'using', 'additional', 'handlebars', 'helper'] ['embodiment', 'system', 'us', 'json', 'query', 'process', 'json', 'query', 'using', 'handlebars', 'mustache', 'json', 'query', 'include', 'three', 'part', 'path', 'method', 'body', 'path', 'body', 'use', 'template', 'since', 'method', 'generally', 'ha', 'option', 'template', 'may', 'used', 'od', 'order', 'different', 'rule', 'use'] ['plate', 'path', 'method', 'body', 'separated', 'different', 'component', 'query', 'example', 'path', 'method', 'considered', 'metadata', 'body', 'considered', 'template'] ['custom', 'function', 'used', 'body', 'json', 'query', 'custom', 'function', 'bar', 'helper', 'example', 'custom', 'function', 'named', 'esc', 'registered', 'handlebars', 'dlebars', 'invoke', 'custom', 'function', 'processing', 'json', 'query', 'user', 'use', 'custom', 'function', 'using', 'template', 'json', 'query', 'custom'] ['tion', 'may', 'verify', 'value', 'template', 'valid', 'json', 'value', 'string', 'number', 'object', 'array', 'boolean', 'null', 'etc', 'custom', 'function', 'convert', 'value', 'template', 'string', 'format', 'using', 'json', 'stringify', 'function', 'example', 'value', 'esc', 'char', 'evaluated', 'value'] ['system', 'also', 'create', 'additional', 'custom', 'function', 'string', 'interpolation', 'case', 'user', 'want', 'use', 'another', 'handlebars', 'helper'] ['join', 'helper', 'additional', 'custom', 'function', 'block', 'helper', 'example', 'referred'] ['esc', 'esc', 'block', 'helper', 'one', 'embodiment', 'block', 'helper', 'evaluate', 'template', 'within', 'block', 'helper', 'take', 'result', 'one', 'string', 'convert', 'one', 'string', 'string', 'format', 'embodiment', 'handlebars', 'evaluates', 'inside', 'block', 'helper', 'helper', 'within', 'block', 'helper', 'convert', 'result', 'string', 'format', 'certain', 'embodiment', 'block', 'helper', 'er', 'convert', 'result', 'string', 'format', 'calling', 'json', 'stringify', 'function', 'security', 'one', 'embodiment'] ['json', 'stringify', 'function', 'called', 'block', 'helper', 'security', 'various', 'embodiment', 'described'] ['closure', 'may', 'implemented', 'separately'] ['tion', 'appropriate'] ['system', 'may', 'also', 'define', 'rule', 'tures', 'implemented', 'association', 'custom', 'function', 'one', 'example', 'path', 'system'] ['require', 'value', 'template', 'uniform'] ['source', 'identifier', 'uri', 'unreserved', 'character', 'period', 'prevent', 'template', 'value', 'going', 'outside', 'intended', 'space', 'path', 'intended', 'directory', 'embodiment', 'system'] ['may', 'allow', 'quote', 'around', 'template', 'avoid'] ['string', 'object', 'closed', 'accidentally', 'system', 'may', 'also', 'require', 'helper', 'nested', 'inside', 'esc', 'helper', 'used', 'inside'] ['esc', 'esc', 'block', 'helper'] ['data', 'flow', 'action', 'user', 'writes', 'query'] ['panel', 'using', 'custom', 'function', 'order', 'write', 'data', 'data', 'source', 'system', 'require', 'user', 'use', 'custom', 'function', 'writing', 'query', 'write', 'data', 'source', 'instance', 'system'] ['return', 'error', 'query', 'use', 'custom'] ['tions', 'use', 'custom', 'function', 'properly', 'data', 'flow', 'action', 'user', 'run', 'query', 'user', 'associate', 'query', 'query', 'button'] ['panel', 'user', 'may', 'run', 'query', 'clicking', 'query', 'button', 'user', 'system', 'send', 'user', 'query', 'system'] ['data', 'flow', 'action', 'system', 'invokes', 'custom', 'function', 'verify', 'process', 'parameter', 'query', 'upon', 'receiving', 'user', 'query', 'user', 'system', 'system', 'invoke', 'custom', 'tion', 'query', 'format', 'query', 'appropriately', 'processed', 'query', 'doe', 'conform', 'rule', 'sociated', 'custom', 'function', 'system', 'return', 'error'] ['data', 'flow', 'action', 'system', 'run', 'query', 'processed', 'parameter', 'write', 'data', 'source', 'processed', 'query', 'properly', 'written', 'conforms', 'rule', 'associated', 'custom', 'function', 'system', 'run', 'query', 'data', 'source'] ['certain', 'embodiment', 'system', 'also', 'implement', 'custom', 'function', 'verify', 'parameter', 'ries', 'reading', 'data', 'example', 'system', 'create', 'custom', 'function', 'handlebars', 'helper', 'verifying', 'table', 'name', 'column', 'name', 'alias', 'table', 'name', 'alias', 'column', 'name', 'etc', 'one', 'embodiment', 'system', 'creates', 'handlebars', 'helper', 'table', 'column', 'alias', 'make', 'sure', 'table', 'column', 'alias', 'actually', 'exists', 'data', 'source', 'system', 'verify', 'table', 'name', 'column', 'name', 'checking', 'table', 'name', 'column', 'name', 'within', 'schema', 'base', 'user', 'register', 'alias', 'table', 'name', 'umn', 'name', 'system', 'may', 'verify', 'alias', 'name', 'checking', 'registered'] ['figure', 'illustrates', 'flowchart', 'creating', 'displaying', 'dynamic', 'panel', 'user', 'interface', 'according', 'certain', 'embodiment', 'process', 'may', 'mented', 'one', 'system', 'described', 'respect', 'figures', 'illustrative', 'purpose', 'process', 'explained', 'connection', 'system', 'figure', 'example', 'figure', 'certain', 'detail', 'relating', 'process', 'explained', 'detail', 'respect', 'figures', 'depending', 'ment', 'process', 'may', 'include', 'fewer', 'additional', 'block', 'block', 'may', 'performed', 'order', 'different', 'illustrated'] ['block', 'system', 'generates', 'user', 'interface', 'configured', 'display', 'plurality', 'panel', 'panel', 'associated', 'display', 'setting', 'query', 'block', 'system', 'performs', 'query', 'associated', 'first', 'panel', 'first', 'panel', 'panel', 'figure'] ['block', 'system', 'display', 'first', 'panel', 'user', 'interface', 'based', 'display', 'setting', 'first', 'panel', 'query', 'panel', 'run', 'obtain', 'list', 'team', 'display', 'panel', 'list', 'team', 'displayed', 'according', 'document', 'css', 'panel', 'one', 'team', 'list', 'team', 'may', 'displayed', 'panel', 'default', 'value', 'example', 'panel', 'show', 'first', 'team', 'list'] ['similarly', 'system', 'perform', 'query'] ['associated', 'panel', 'display', 'panel', 'user', 'interface', 'based', 'display', 'setting', 'panel', 'one', 'season', 'list', 'season', 'may', 'displayed', 'panel', 'default', 'value', 'example', 'panel'] ['show', 'current', 'season', 'list'] ['block', 'system', 'performs', 'query', 'associated', 'second', 'panel', 'second', 'panel', 'panel', 'figure'] ['block', 'system', 'display'] ['ond', 'panel', 'user', 'interface', 'based', 'display'] ['ting', 'second', 'panel', 'query', 'panel', 'run', 'obtain', 'list', 'game', 'display', 'panel', 'explained', 'query', 'panel', 'obtains', 'list', 'game', 'display', 'team', 'selected', 'panel'] ['season', 'selected', 'panel', 'list'] ['game', 'displayed', 'according', 'document', 'css', 'panel'] ['block', 'system', 'receives', 'user', 'input', 'changing', 'displayed', 'result', 'first', 'panel', 'ample', 'user', 'selects', 'team', 'list', 'team'] ['panel', 'panel', 'updated', 'show', 'team', 'selected', 'user', 'selection', 'sent', 'system', 'block', 'system', 'update', 'play', 'first', 'panel', 'change', 'made', 'panel', 'system', 'refresh', 'panel'] ['rerunning', 'query', 'regenerating', 'panel', 'template', 'engine', 'ample', 'figure', 'panel', 'dropdown', 'control', 'system', 'may', 'update', 'panel'] ['block', 'system', 'update', 'play', 'second', 'panel', 'since', 'query', 'panel', 'link', 'panel', 'panel', 'also', 'updated', 'display', 'game', 'team', 'season', 'selected', 'panel'] ['example', 'query', 'panel', 'rerun'] ['manner', 'linked', 'panel', 'updated', 'dynamically', 'figure', 'illustrates', 'flowchart', 'writing', 'data', 'source', 'using', 'dynamic', 'panel', 'according', 'certain', 'bodiments', 'process', 'may', 'implemented'] ['one', 'system', 'described', 'respect', 'figures'] ['illustrative', 'purpose', 'process'] ['plained', 'connection', 'system', 'figure'] ['certain', 'detail', 'relating', 'process', 'plained', 'detail', 'respect', 'figures', 'pending', 'embodiment', 'process', 'may', 'clude', 'fewer', 'additional', 'block', 'block', 'may'] ['performed', 'order', 'different', 'illustrated', 'block', 'system', 'creates', 'custom', 'function', 'verify', 'parameter', 'query', 'custom', 'tions', 'may', 'handlebars', 'helper', 'explained'] ['param', 'helper', 'esc', 'helper', 'esc', 'esc', 'block'] ['helper', 'etc'] ['block', 'system', 'receives', 'query', 'using', 'custom', 'function', 'panel', 'user', 'face', 'user', 'writes', 'query', 'us', 'custom', 'tion'] ['block', 'system', 'invokes', 'tom', 'function', 'verify', 'process', 'parameter', 'ry', 'one', 'embodiment', 'custom', 'function', 'replaces'] ['parameter', 'respective', 'placeholder', 'store', 'spective', 'value', 'corresponding', 'parameter', 'array', 'another', 'embodiment', 'custom', 'function', 'change', 'respective', 'value', 'corresponding', 'eters', 'string', 'format'] ['block', 'system', 'run', 'query', 'processed', 'parameter', 'write', 'read', 'data', 'source'] ['figures', 'illustrate', 'various', 'example', 'panel', 'feature', 'provided', 'dashboard', 'creation', 'system', 'according', 'certain', 'embodiment', 'figure', 'illustrates', 'alignment', 'indicator', 'feature', 'panel', 'user', 'move', 'panel', 'within', 'user', 'interface', 'panel', 'line', 'panel', 'moved', 'distinguished', 'user', 'interface', 'indicate', 'aligned', 'example', 'border', 'panel', 'highlighted', 'displayed', 'different', 'color', 'etc', 'one', 'embodiment', 'one', 'guideline', 'appear', 'show', 'panel', 'lined', 'one', 'edge'] ['figure', 'illustrates', 'auto', 'zoom', 'feature', 'panel', 'finished', 'user', 'interface', 'page', 'played', 'user', 'interface', 'user', 'may', 'resize', 'dow', 'user', 'interface', 'case', 'document', 'panel', 'user', 'interface', 'page', 'may', 'resized', 'based', 'width', 'window', 'example', 'window', 'size', 'increased', 'size', 'document', 'panel', 'ul', 'page', 'increase', 'fit', 'width', 'window', 'window', 'size', 'decreased', 'size', 'document', 'panel', 'ul', 'page', 'decrease', 'fit', 'width', 'window', 'ferent', 'typical', 'web', 'page', 'content', 'web', 'page', 'remains', 'regardless', 'whether', 'window', 'browser', 'resized'] ['figure', 'illustrates', 'another', 'example', 'panel', 'panel', 'may', 'referred', 'card', 'panel', 'since', 'includes', 'one', 'card', 'selected', 'card', 'panel', 'may', 'refer', 'visualization', 'certain', 'information', 'within', 'display', 'either', 'single', 'card', 'multiple', 'card', 'selected', 'selection', 'linked', 'panel', 'example', 'figure', 'different', 'card', 'indicate', 'particular', 'score', 'combination', 'come', 'game', 'users', 'may', 'sign', 'particular', 'score', 'combination', 'order', 'predict', 'outcome', 'user', 'name', 'listed', 'card', 'sign'] ['certain', 'embodiment', 'user', 'login', 'tion', 'may', 'saved', 'global', 'variable', 'accessible', 'within', 'document', 'user', 'login', 'mation', 'include', 'group', 'email', 'address', 'name', 'etc', 'user', 'user', 'login', 'information', 'may', 'used', 'query', 'example', 'check', 'permission', 'etc'] ['dashboard', 'creation', 'application'] ['system', 'providing', 'plurality', 'dynamic', 'panel', 'user', 'interface', 'explained', 'may', 'also', 'referred', 'dashboard', 'creation', 'application', 'dashboard', 'creation', 'application', 'dca', 'extensible', 'wysiwyg', 'see', 'get'] ['web', 'application', 'quickly', 'easily', 'creating', 'interactive', 'web', 'page', 'example', 'dashboard', 'creation', 'application', 'easily', 'create', 'interactive', 'board', 'support', 'lightweight', 'filtering', 'operation', 'top', 'arbitrary', 'data', 'storage', 'system', 'data', 'source'] ['one', 'embodiment', 'dashboard', 'creation', 'application', 'enables', 'analyst', 'author', 'dashboard', 'ualizations', 'easy', 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'link', 'panel'] ['move', 'resize', 'panel', 'via', 'ul'] ['edit', 'query', 'template', 'associated', 'panel', 'ul'] ['create', 'manage', 'new', 'document', 'ui'] ['flexibility', 'around', 'portion', 'json', 'response', 'accessed', 'used', 'data', 'panel'] ['share', 'pool', 'query', 'variable', 'across', 'panel'] ['make', 'easier', 'build', 'dashboard'] ['abstracting', 'feature', 'across', 'backends', 'basic', 'beginner', 'ul'] ['embodiment', 'dashboard', 'creation', 'application', 'integrates', 'closely', 'product'] ['use', 'case', 'covered', 'combining', 'tool', 'appropriately', 'number', 'type', 'user', 'reached', 'increased', 'improving', 'usability', 'siveness', 'ul', 'available', 'end', 'user', 'building'] ['dashboard', 'various', 'embodiment', 'dashboard'] ['creation', 'application', 'may', 'implement', 'one', 'function', 'noted'] ['expansion', 'formatting', 'ul', 'user', 'make', 'specific', 'visual', 'edits', 'panel', 'ul'] ['filters', 'panel', 'application', 'based', 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'instruction', 'dynamic', 'memory', 'send', 'instruction', 'telephone', 'line', 'using', 'dem', 'modem', 'local', 'computer', 'system', 'receive', 'data', 'telephone', 'line', 'use', 'mitter', 'convert', 'data', 'signal'] ['red', 'detector', 'receive', 'data', 'carried', 'signal', 'appropriate', 'circuitry', 'place', 'data', 'bus', 'bus', 'carry', 'data', 'main', 'memory', 'processor', 'retrieves', 'executes', 'tions', 'instruction', 'received', 'main', 'memory', 'may', 'optionally', 'stored', 'storage', 'device', 'either', 'execution', 'processor'] ['computer', 'system', 'also', 'includes'] ['nication', 'interface', 'coupled', 'bus', 'tion', 'interface', 'provides', 'data', 'tion', 'coupling', 'network', 'link', 'connected', 'local', 'network', 'example', 'communication'] ['face', 'may', 'integrated', 'service', 'digital', 'network'] ['isdn', 'card', 'cable', 'modem', 'satellite', 'modem', 'modem', 'provide', 'data', 'communication', 'connection', 'sponding', 'type', 'telephone', 'line', 'another', 'example', 'communication', 'interface', 'may', 'local', 'area'] ['work', 'lan', 'card', 'provide', 'data', 'communication', 'nection', 'compatible', 'lan', 'wan', 'component', 'municate', 'wan', 'wireless', 'link', 'may', 'also', 'plemented', 'implementation', 'communication', 'interface', 'sends', 'receives', 'electrical', 'netic', 'optical', 'signal', 'carry', 'digital', 'data', 'stream', 'resenting', 'various', 'type', 'information'] ['network', 'link', 'typically', 'provides', 'data', 'munication', 'one', 'network', 'data', 'device', 'example', 'network', 'link', 'may', 'provide', 'connection', 'local', 'network', 'host', 'computer', 'data', 'equipment', 'operated', 'internet', 'service', 'provider', 'isp', 'isp', 'turn', 'provides', 'data', 'munication', 'service', 'world', 'wide', 'packet', 'data'] ['communication', 'network', 'commonly', 'referred', 'internet', 'local', 'network', 'internet', 'use', 'electrical', 'electromagnetic', 'optical', 'signal', 'carry', 'digital', 'data', 'stream', 'signal', 'ous', 'network', 'signal', 'network', 'link', 'communication', 'interface', 'carry', 'digital', 'data', 'computer', 'system', 'ple', 'form', 'transmission', 'medium'] ['computer', 'system', 'send', 'message', 'receive', 'data', 'including', 'program', 'code', 'work', 'network', 'link', 'communication', 'interface', 'internet', 'example', 'server', 'might', 'transmit', 'requested', 'code', 'application', 'program', 'ternet', 'isp', 'local', 'network'] ['tion', 'interface'] ['received', 'code', 'may', 'executed', 'essor', 'received', 'stored', 'storage', 'vice', 'storage', 'later', 'execution'] ['example', 'dashboard', 'creation', 'system'] ['figure', 'illustrates', 'one', 'embodiment', 'user', 'interface', 'comprising', 'dynamic', 'panel', 'displaying', 'result', 'query', 'performed', 'one', 'data', 'e', 'panels', 'example', 'different', 'type', 'panel', 'included', 'user', 'interface', 'panels', 'show', 'progress', 'bar', 'percentage', 'panels', 'show', 'countdown', 'progress', 'number', 'day', 'budget', 'remaining', 'panels', 'show', 'progress', 'certain', 'metric', 'percentage'] ['like', 'panel', 'described', 'respect', 'figure', 'panel', 'figure', 'linked', 'one', 'dynamic', 'panel', 'panel', 'figure', 'also', 'output', 'data', 'panel', 'associated', 'query', 'code', 'retrieving', 'data', 'output', 'visualization', 'based', 'queried', 'data', 'selected', 'display', 'setting', 'date', 'underlying', 'data', 'change', 'furthermore', 'addition', 'panel', 'associated', 'query', 'code', 'panel', 'use', 'one', 'variable', 'defined', 'one', 'style', 'number', 'html', 'css', 'property', 'dependent', 'data', 'panel', 'output', 'data', 'used', 'dependent', 'panel'] ['figure', 'illustrates', 'one', 'embodiment', 'user', 'interface', 'dashboard', 'creation', 'system', 'ing', 'dynamic', 'panel', 'displaying', 'result', 'query', 'formed', 'one', 'data', 'source', 'editing', 'tool', 'figure', 'includes', 'user', 'interface', 'figure', 'dashboard', 'creation', 'system', 'tool', 'page', 'browser', 'example', 'embodiment', 'figure', 'show', 'embodiment', 'displaying', 'number', 'element', 'shown', 'discussed', 'respect', 'figures'] ['user', 'interface', 'accessed', 'browser', 'standalone', 'program', 'shown', 'figure', 'example', 'user', 'interface', 'accessed', 'browser', 'accessing', 'website', 'address', 'embodiment', 'user', 'interface'] ['accessed', 'local', 'program', 'helpful', 'using', 'dashboard', 'creation', 'system', 'internet', 'access', 'available', 'toolbar', 'top', 'page', 'includes', 'button', 'access', 'tool', 'page', 'related'] ['query', 'function', 'data', 'dependency', 'style', 'variable', 'toolbars', 'embodiment', 'tool', 'page', 'shown', 'standalone', 'page', 'tool', 'page', 'laid', 'top', 'interface', 'example', 'figure', 'show'] ['query', 'page', 'figure', 'show', 'global', 'bles', 'page', 'tool', 'page', 'overlaid', 'top', 'main', 'page', 'although', 'figure', 'show', 'tool', 'page', 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'generate', 'corresponding', 'code', 'greatly', 'simplifying', 'document', 'development', 'process', 'fields', 'still', 'provide', 'ability', 'manipulate', 'panel'] ['edits'] ['example', 'tool', 'pages'] ['figures', 'illustrates', 'embodiment', 'er', 'interface', 'dashboard', 'creation', 'system', 'creating', 'dynamic', 'panel', 'user', 'interface', 'overlaid', 'top', 'interface', 'example', 'user', 'interface', 'played', 'tool', 'page', 'figure', 'embodiment', 'user', 'interface', 'displayed', 'standalone', 'page'] ['user', 'interface', 'figure', 'show', 'query', 'page', 'allows', 'user', 'enter', 'edit', 'query', 'associated', 'panel', 'query', 'page', 'appear', 'user', 'click', 'query', 'link', 'toolbar', 'figure', 'query', 'link', 'toolbar', 'top', 'query', 'page', 'figure', 'query', 'page', 'display', 'list', 'query', 'query', 'list', 'query', 'query', 'stored', 'database', 'reused', 'across', 'different', 'panel', 'different', 'document', 'user', 'select', 'query', 'list', 'query', 'create', 'new', 'query', 'clicking', 'button', 'query', 'page', 'also', 'include', 'code', 'section', 'entering', 'query', 'preview', 'section', 'user', 'may', 'update', 'delete', 'query', 'query', 'page', 'selecting', 'query', 'list', 'query', 'cause', 'code', 'section', 'show', 'code', 'associated', 'query', 'selecting', 'panel', 'panel', 'figure', 'cause', 'query', 'associated', 'lected', 'panel', 'displayed', 'code', 'section', 'query', 'may', 'read', 'write', 'one', 'base', 'selected', 'database', 'dropdown', 'list', 'list', 'available', 'database', 'database', 'referenced', 'ries', 'query', 'list', 'example', 'database', 'tion', 'database', 'dropdown', 'list', 'sql', 'database', 'run', 'button', 'clicked', 'execute', 'query', 'embodiment', 'run', 'button', 'execute', 'query', 'selected', 'list', 'query', 'displayed', 'code', 'section', 'along', 'dependent', 'query', 'preview', 'section', 'show', 'preview', 'result', 'execution', 'query', 'code', 'section', 'update', 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'entering', 'function', 'preview', 'section', 'user', 'may', 'update', 'delete', 'function', 'function', 'page'] ['ing', 'function', 'list', 'function', 'cause', 'code', 'section', 'show', 'code', 'associated'] ['function', 'selecting', 'function', 'code', 'used', 'query', 'provide', 'option', 'display', 'function', 'code', 'code', 'section', 'function', 'shown', 'code', 'section', 'written', 'template', 'syntax', 'different', 'language', 'query', 'shown', 'code', 'section', 'run', 'button', 'clicked', 'execute', 'function', 'embodiment', 'run', 'button', 'execute', 'function', 'selected', 'list', 'function'] ['displayed', 'code', 'section', 'along', 'query', 'dependent', 'function', 'preview', 'section'] ['show', 'preview', 'function', 'output', 'update', 'button', 'update', 'function', 'output', 'clicked', 'also', 'show', 'checkmark', 'indicate', 'function', 'successfully', 'run', 'page', 'load', 'x', 'indicator', 'show', 'function', 'fails', 'successfully'] ['run'] ['user', 'interface', 'figure', 'show', 'ables', 'page', 'allows', 'user', 'view', 'edit', 'iables', 'similar', 'global', 'variable', 'page', 'figure', 'variables', 'page', 'appear', 'user', 'click'] ['variable', 'link', 'toolbar', 'figure'] ['variable', 'link', 'toolbar', 'top', 'variable', 'page', 'figure', 'function', 'page', 'display', 'list', 'variable', 'value', 'variable', 'variable', 'list', 'variable'] ['local', 'variable', 'embodiment'] ['ables', 'list', 'variable', 'global', 'variable', 'reused', 'across', 'different', 'query', 'bodiments', 'variable', 'list', 'variable', 'global', 'variable', 'reused', 'across', 'different'] ['document', 'user', 'create', 'new', 'variable', 'clicking'] ['button', 'selecting', 'variable', 'used', 'query', 'function', 'provide', 'option', 'display', 'variable', 'variable', 'page'] ['tool', 'page', 'shown', 'figure', 'vide', 'helpful', 'editing', 'tool', 'way', 'ments', 'edited', 'scripted', 'detail'] ['technically', 'skilled', 'document', 'developer', 'limited', 'templated', 'functionality'] ['example', 'dependency', 'tool', 'pages'] ['figure', 'illustrates', 'one', 'embodiment', 'user', 'interface', 'comprising', 'visual', 'indication', 'dependency'] ['user', 'interface', 'show', 'dependency', 'page', 'show', 'visualization', 'dependency', 'ship', 'among', 'query', 'function', 'variable', 'widget', 'like', 'used', 'herein', 'first', 'element', 'pendent', 'second', 'element', 'first', 'element'] ['executed', 'completed', 'known', 'second', 'ment', 'known', 'completed', 'executed', 'provided', 'first', 'element', 'example', 'panel', 'configured', 'show', 'sum', 'variable', 'value', 'added', 'number', 'queried', 'database', 'dependent', 'able', 'query', 'result'] ['graphical', 'visualization', 'shown', 'layout', 'graphical', 'node', 'icon', 'shape', 'etc', 'used', 'herein', 'term', 'node', 'broad', 'term', 'encompasses', 'ordinary', 'customary', 'meaning', 'includes', 'limited', 'representation', 'indication', 'data', 'item', 'element', 'group', 'data', 'item', 'ample', 'term', 'node', 'may', 'refer', 'type', 'graphical', 'representation', 'data', 'item', 'shown', 'ualization', 'another', 'example', 'term', 'node', 'may', 'refer', 'type', 'logical', 'representation', 'data', 'item', 'digital', 'representation', 'data', 'item', 'stored', 'database', 'otherwise', 'stored', 'computer', 'readable', 'storage', 'medium', 'node', 'connected', 'one', 'edge', 'may', 'directional', 'ingly', 'visualization', 'comprises', 'visual', 'sentation', 'type', 'mathematical', 'graph', 'thus', 'pendency', 'visualization', 'may', 'also', 'referred', 'dependency', 'graph', 'simply', 'graph'] ['node', 'graph', 'represented', 'icon', 'arrow', 'edge', 'indicating', 'rection', 'dependency', 'used', 'herein', 'term', 'edge', 'broad', 'term', 'encompasses', 'ordinary', 'tomary', 'meaning', 'includes', 'limited', 'representation', 'indication', 'relationship', 'among', 'two', 'node', 'two', 'element', 'group', 'element', 'example', 'term', 'edge', 'may', 'refer', 'type', 'graphical', 'representation', 'relationship', 'dependency', 'two', 'node', 'shown', 'visualization', 'another', 'example', 'term', 'edge', 'may', 'refer', 'type', 'logical', 'representation', 'tionship', 'among', 'two', 'node', 'digital', 'sentation', 'relationship', 'among', 'two', 'node', 'data', 'item', 'stored', 'database', 'otherwise', 'stored', 'computer', 'readable', 'storage', 'medium'] ['different', 'icon', 'represent', 'different', 'element'] ['document', 'similar', 'icon', 'shown', 'figure', 'dependency', 'page', 'figure', 'include', 'icon', 'coded', 'element', 'widget', 'tions', 'query', 'variable', 'package', 'icon', 'color', 'coded', 'example', 'widget', 'icon', 'blue', 'function', 'icon', 'yellow', 'variable', 'icon', 'purple', 'icons', 'broken', 'show', 'subtypes', 'ample', 'icon', 'blue', 'circle', 'show', 'widget', 'icon', 'blue', 'circle', 'bar', 'graph', 'show', 'bar', 'graph', 'widget', 'icon', 'blue', 'circle', 'pie', 'chart', 'show', 'pie', 'chart', 'widget', 'element', 'document', 'neither', 'upstream', 'downstream', 'dependency', 'several', 'icon', 'shown', 'top', 'left', 'corner', 'dependent', 'arrow', 'element', 'underlying', 'icon', 'independent', 'downstream', 'dependency', 'group'] ['ements', 'document', 'separate', 'dependency', 'chain', 'icons', 'show', 'small', 'dependency', 'chain', 'arate', 'main', 'web'] ['dependency', 'page', 'appear', 'user', 'click', 'dependency', 'link', 'toolbar', 'figure', 'dependency', 'link', 'toolbar'] ['top', 'dependency', 'page', 'figure', 'dependency', 'page', 'display', 'list', 'element', 'included', 'graphical', 'visualization'] ['list', 'show', 'name', 'type', 'element', 'embodiment', 'user', 'select', 'element', 'either', 'list', 'visualization', 'show', 'highlight', 'element', 'list', 'visualization', 'embodiment', 'selecting', 'element', 'either', 'list', 'visualization', 'show', 'highlight', 'element', 'different', 'user', 'terface', 'example', 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'query', 'data', 'data', 'source', 'database', 'local', 'data', 'file', 'panel', 'also', 'associated', 'timeout', 'threshold', 'display', 'setting'] ['block', 'selection', 'event', 'trigger', 'execution', 'query', 'code', 'received', 'bodiments', 'event', 'selection', 'received', 'api', 'block', 'api', 'part', 'back', 'end', 'javascript', 'code', 'used', 'document', 'object', 'model', 'ulation'] ['block', 'availability', 'local', 'worked', 'data', 'source', 'determined', 'checking', 'ability', 'data', 'source', 'include', 'providing', 'tion', 'credential', 'access', 'data', 'source', 'remote', 'database', 'might', 'accessible', 'example', 'due', 'lack', 'internet', 'access', 'due', 'lack', 'authentication', 'privilege', 'use', 'local', 'data', 'provided', 'used'] ['block', 'selection', 'local', 'worked', 'data', 'source', 'queried', 'received', 'selection', 'example', 'toggling', 'button', 'natively', 'selection', 'made', 'changing', 'name', 'one', 'database', 'queried', 'selecting', 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'making', 'fewer', 'number', 'query', 'edit', 'smaller', 'datasets', 'located', 'data', 'source'] ['tem', 'may', 'respond', 'faster', 'system', 'configured'] ['written', 'back', 'edits', 'via', 'api', 'edited', 'data', 'reflected', 'without', 'synchronization', 'bodiments', 'making', 'larger', 'number', 'query', 'second', 'format', 'concurrently', 'edit', 'larger', 'datasets'] ['system', 'respond', 'faster', 'system', 'configured', 'edit', 'dataset', 'using', 'cache', 'database', 'response', 'query', 'second', 'format'] ['system', 'first', 'response', 'query', 'first', 'format', 'sparksql', 'query', 'retrieve'] ['dataset', 'first', 'database', 'data', 'store', 'data', 'store', 'response', 'receiving', 'first', 'format', 'query', 'process', 'first', 'format', 'query', 'provide'] ['queried', 'dataset', 'user', 'include', 'using', 'one', 'application', 'programming', 'interface', 'apis'] ['jdbc', 'handle', 'query', 'acting', 'lation', 'layer', 'data', 'source', 'format', 'query', 'data', 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['data', 'source', 'checked', 'permission', 'manager', 'appropriate', 'permission', 'bodiments', 'query', 'directly', 'sent', 'data', 'source', 'user', 'token', 'provided', 'api'] ['call', 'data', 'source', 'embodiment', 'date', 'data', 'source', 'automatically', 'cause'] ['update', 'provided', 'permission', 'manager'] ['keep', 'permission', 'synchronized'] ['query', 'first', 'query', 'format', 'sparksql', 'api', 'call', 'data', 'proxy', 'data', 'source', 'queried', 'data', 'provided', 'dashboard', 'creation', 'system'] ['queries', 'made', 'first', 'query', 'format', 'better', 'performance', 'task', 'task', 'example', 'first', 'query', 'format', 'might', 'lower', 'ance', 'querying', 'large', 'amount', 'data', 'higher', 'performance', 'querying', 'small', 'amount', 'data', 'another', 'example', 'first', 'query', 'format', 'might', 'lower', 'performance', 'large', 'number', 'query', 'made', 'rapid', 'succession', 'better', 'performance'] ['query', 'spread', 'time', 'smaller', 'number'] 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'creation', 'system', 'synchronization', 'request', 'specify', 'datasets', 'data', 'source', 'synchronized', 'cache', 'synchronization', 'one', 'way', 'data', 'source', 'cache', 'one', 'way', 'direction', 'cache', 'data', 'source', 'sponse', 'synchronization', 'request', 'cache', 'set', 'data', 'synchronization', 'server', 'cause', 'dataset', 'copied', 'cache', 'board', 'creation', 'system', 'query', 'dataset', 'hit', 'cache', 'synchronization', 'request', 'clude', 'example', 'synchronizing', 'data', 'source', 'recent', 'version', 'dataset', 'cache', 'data', 'synchronization', 'server', 'log', 'status', 'synchronization', 'event', 'including', 'dataset', 'wa', 'chronized', 'data', 'source', 'whether', 'synchronization', 'wa', 'successful'] ['dashboard', 'creation', 'system', 'send'] ['synchronization', 'status', 'inquiry', 'request', 'data', 'chronization', 'server', 'inquire', 'zation', 'datasets', 'data', 'source', 'cache', 'response', 'synchronization', 'status', 'inquiry', 'data', 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'resizing', 'browser', 'window', 'another', 'example', 'hovering', 'mouse', 'clicking', 'selecting', 'area', 'part', 'browser', 'event', 'trigger', 'action'] ['embodiment', 'relationship', 'tween', 'variable', 'panel', 'widget', 'function', 'event', 'shown', 'dependency', 'graph', 'pendency', 'graph', 'shown', 'figure', 'distinct', 'icon', 'could'] ['used', 'distinguish', 'event', 'another', 'distinct', 'icon', 'used', 'show', 'action', 'event'] ['pendency', 'graph', 'figure', 'show', 'relationship', 'tween', 'first', 'panel', 'second', 'panel', 'second', 'panel', 'performs', 'action', 'response', 'event', 'relating'] ['first', 'panel', 'embodiment', 'different', 'visual', 'indicator', 'different', 'line', 'color', 'used', 'show', 'panel', 'event', 'dependent', 'relationship', 'embodiment', 'graph', 'similar', 'dependency', 'graph', 'shown', 'figure', 'display', 'graph', 'includes', 'triggering', 'event', 'action', 'embodiment', 'graph', 'read', 'embodiment', 'graph', 'used', 'select', 'icon', 'representing', 'event'] ['action', 'receive', 'user', 'input', 'modifying', 'selected', 'event', 'action', 'automatically', 'modify', 'generate', 'responding', 'javascript', 'code', 'response'] ['event', 'framework', 'event', 'chained', 'example', 'one', 'event', 'may', 'trigger', 'first', 'action', 'trigger', 'two', 'different', 'action', 'causing', 'action', 'propagate', 'exponential', 'manner'] ['another', 'example', 'event', 'first', 'event', 'may', 'trigger', 'either', 'first', 'second', 'action', 'based', 'number', 'time', 'first', 'event', 'ha', 'already', 'occurred'] ['also', 'based', 'whether', 'second', 'event', 'ha', 'occurred', 'another', 'example', 'circular', 'event', 'also'] ['implemented', 'example', 'bar', 'graph', 'panel', 'shown', 'figure', 'could', 'configured', 'display', 'bar', 'graph', 'data', 'response', 'mouse', 'event', 'selecting', 'row', 'table', 'panel', 'table', 'might', 'configured', 'perform', 'update', 'response', 'mouse', 'event', 'lecting', 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The notebook server will temporarily stop sending output to the client in order to avoid crashing it. To change this limit, set the config variable `--NotebookApp.iopub_data_rate_limit`. Current values: NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec) NotebookApp.rate_limit_window=3.0 (secs) Streaming output truncated to the last 5000 lines. 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'type', 'engine', 'temperature'] ['according', 'embodiment', 'schema', 'map', 'define', 'various', 'element', 'schema', 'data', 'source', 'map', 'various', 'element', 'ontology', 'definition', 'ponent', 'receives', 'calculates', 'extract', 'otherwise', 'fies', 'schema', 'data', 'source', 'schemas', 'define', 'structure', 'data', 'source', 'example', 'name'] ['source', 'include', 'data', 'structure', 'stored', 'persistently', 'memory', 'data', 'source', 'additionally', 'alternatively', 'include', 'temporary', 'data', 'structure', 'generated', 'underlying', 'data', 'source', 'via', 'data', 'extraction', 'nents', 'result', 'set', 'returned', 'database', 'server', 'executing', 'database', 'query'] ['schema', 'map', 'ontology', 'schema', 'stored', 'suitable', 'structure', 'xml', 'file', 'database', 'table', 'forth', 'embodiment', 'ontology', 'maintained', 'persistently', 'schema', 'map'] ['characteristic', 'table', 'file', 'colunms', 'field', 'property', 'forth', 'furthermore', 'definition', 'component', 'ally', 'identifies', 'sample', 'data', 'data', 'source', 'definition', 'component', 'identify', 'object', 'type', 'relationship', 'property', 'definition', 'ontology', 'already', 'exist', 'definition', 'component', 'identify', 'existing', 'mapping', 'schema', 'map', 'mapping', 'exist', 'data', 'source', 'may', 'substantially'] ['maintained', 'persistently', 'depending', 'whether', 'mation', 'process', 'perpetual', 'event', 'schemas', 'need', 'maintained', 'persistent', 'memory', 'cached', 'optimization'] ['object', 'model', 'comprise', 'collection', 'element'] ['typed', 'object', 'numerical', 'data', 'property', 'tionships', 'collection', 'structured', 'suitable', 'manner', 'example', 'database', 'store', 'element'] ['us'] ['object', 'model', 'representation', 'thereof', 'example', 'element', 'object', 'model', 'stored', 'within', 'database', 'different', 'underlying', 'format', 'series', 'object', 'property', 'relationship', 'table'] ['relational', 'database', 'risk', 'model', 'comprise', 'collection', 'element', 'example', 'weighting', 'table', 'decision', 'tree', 'kernel', 'bayesian', 'graph', 'network', 'artificial', 'neural', 'network', 'similar', 'element', 'machine', 'learning', 'model'] ['according', 'embodiment', 'functionality', 'technique', 'component', 'described', 'herein', 'mented', 'one', 'computing', 'device'] ['computing', 'device', 'perform', 'technique', 'include', 'digital', 'electronic', 'device', 'one', 'integrated', 'circuit', 'asics', 'field', 'programmable', 'gate', 'array', 'fpgas', 'persistently', 'progranmied', 'perform', 'technique'] ['include', 'one', 'general', 'purpose', 'hardware', 'processor', 'including', 'processor', 'circuitry', 'programmed', 'perform', 'technique', 'pursuant', 'program', 'instruction'] ['firmware', 'memory', 'storage', 'combination', 'computing', 'device', 'also', 'combine', 'tom', 'logic', 'asics', 'fpgas', 'custom', 'gramming', 'accomplish', 'technique', 'pose', 'computing', 'device', 'desktop', 'computer', 'system', 'portable', 'computer', 'system', 'handheld', 'device', 'networking', 'device', 'device', 'incorporates', 'program', 'logic', 'implement', 'technique'] ['example', 'described', 'herein', 'data', 'fusion', 'system', 'allow', 'user', 'engineer', 'mechanic', 'analyse', 'information', 'identify', 'underlying', 'trend', 'pattern', 'iours', 'precursor', 'allow', 'engineer', 'mechanic', 'make', 'informed', 'decision', 'tion', 'allow', 'engineer', 'mechanic', 'determine', 'effective', 'maintenance', 'perform', 'machine'] ['table', 'forth', 'maintenance', 'log', 'fault', 'log', 'corresponding', 'ship', 'may', 'stored', 'one', 'server', 'locally', 'ship', 'maintenance', 'log', 'fault', 'log', 'corresponding', 'number', 'different', 'ship', 'may', 'stored', 'common', 'database', 'example', 'database'] ['ship', 'includes', 'number', 'may', 'mechanical', 'system', 'electrical', 'system', 'computer', 'system', 'combination', 'thereof', 'example'] ['ship', 'may', 'include', 'limited', 'navigational', 'computer', 'system', 'crew', 'area', 'cargo', 'area', 'environmental', 'control', 'monitoring', 'system', 'fuel', 'agement', 'system', 'engine', 'management', 'system', 'hydraulic', 'system', 'fire', 'suppression', 'system', 'bilge', 'system', 'forth', 'may', 'include', 'one', 'sensor'] ['monitor', 'physical', 'parameter', 'one', 'sensor', 'associated', 'form', 'sensor', 'group', 'examples', 'sensor', 'include', 'temperature', 'sensor', 'pressure', 'sensor', 'water', 'level', 'sensor', 'electrical', 'current', 'voltage', 'sensor', 'gas', 'concentration', 'sensor', 'strain', 'gauge', 'forth', 'data', 'sensor', 'may', 'stored', 'ship', 'subsequently', 'transmitted', 'downloaded', 'ship', 'according', 'schedule', 'example', 'upon', 'arrival', 'destination', 'port', 'daily', 'weekly', 'data', 'sensor', 'may', 'transmitted', 'central', 'operation', 'centre', 'whilst', 'ship', 'sea'] ['ship', 'may', 'also', 'store', 'message', 'log', 'crew', 'log', 'bridge', 'log', 'velocity', 'log', 'global', 'positioning', 'system', 'gps', 'positioning', 'system', 'log', 'message', 'log', 'corresponding', 'ship', 'may', 'include', 'message', 'generated', 'controller', 'automated', 'bilge', 'pump', 'controller', 'processor', 'similar', 'device', 'integrated', 'various', 'message', 'may', 'include', 'date', 'time', 'identifier', 'originating'] ['tionally', 'fault', 'anomaly', 'ha', 'developed', 'complex', 'machine', 'engineer', 'mechanic', 'may', 'use', 'data', 'fusion', 'system', 'obtain', 'information', 'root', 'cause', 'anomaly', 'fault', 'application', 'data', 'fusion', 'system', 'shall', 'described', 'hereinafter'] ['purpose', 'illustration', 'example', 'described', 'herein', 'reference', 'ship', 'example', 'passenger', 'cruise', 'ship', 'cargo', 'ship', 'tanker', 'forth', 'however', 'example', 'technique', 'described', 'herein', 'may', 'applied', 'type', 'machine', 'example', 'construction', 'machinery', 'form', 'bulldozer', 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'gps', 'coordinate', 'ship', 'velocity', 'log', 'gps', 'log', 'particular', 'example', 'sensor'] ['message', 'log', 'crew', 'log', 'bridge', 'log', 'velocity', 'log', 'global', 'positioning', 'system', 'gps', 'log', 'stored', 'suitable', 'computer', 'readable', 'format', 'structure', 'xml', 'file', 'database', 'table', 'forth'] ['first', 'system', 'may', 'also', 'include', 'manufacturer'] ['mation', 'including', 'example', 'database', 'providing', 'mation', 'message', 'fault', 'suggested', 'maintenance', 'task', 'manufacturer', 'recommended', 'tolerance', 'eters', 'measured', 'sensor', 'first', 'system', 'may', 'also', 'include', 'environmental', 'data', 'example'] ['mation', 'wind', 'speed', 'surface', 'wave', 'cloud', 'cover', 'storm', 'system', 'current', 'tide', 'time', 'function', 'date', 'time', 'location', 'first', 'system', 'may', 'also', 'include', 'route', 'task', 'log', 'corresponding', 'ship', 'route', 'task', 'log', 'ship', 'may', 'include', 'detail', 'start', 'end'] 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'end', 'time', 'fault', 'example', 'ti'] ['maintenance', 'task', 'object', 'corresponding'] ['maintenance', 'task', 'resolved', 'fault', 'corresponding', 'fault', 'object'] ['fault', 'corresponding', 'fault', 'object', 'resolved', 'delayed', 'third', 'voyage', 'start', 'time', 'ti', 'end', 'time', 'ti', 'sixth', 'message', 'object', 'generated'] ['third', 'voyage', 'time', 'ti', 'sixth', 'message', 'object', 'indicate', 'new', 'fault', 'recurrence', 'earlier', 'fault', 'corresponding', 'fault', 'object', 'regular'] ['preventative', 'maintenance', 'form', 'maintenance', 'task', 'detailed', 'fifth', 'maintenance', 'task', 'object', 'conducted', 'third', 'voyage', 'time'] ['appreciated', 'sequence', 'event'] ['described', 'relation', 'fig', 'illustrative', 'purpose', 'content', 'present', 'specification', 'may', 'applied', 'sequence', 'event', 'example', 'case', 'ship', 'long', 'distance', 'cargo', 'ship', 'tanker', 'voyage', 'may', 'last', 'week', 'even', 'month', 'sensor', 'log', 'corresponding', 'entire', 'voyage', 'may'] ['us'] ['priate', 'instead', 'sensor', 'log', 'ship', 'long', 'distance', 'cargo', 'ship', 'tanker', 'may', 'analysed', 'according', 'shorter', 'time', 'period', 'example', 'daily', 'hourly', 'tially', 'real', 'time', 'furthermore', 'case', 'ship', 'long', 'distance', 'cargo', 'ship', 'tanker', 'maintenance', 'task', 'corresponding', 'preventative', 'maintenance', 'fault', 'resolution', 'may', 'also', 'conducted', 'voyage'] ['message', 'log', 'may', 'populated', 'real', 'time', 'message', 'object', 'generated', 'machine', 'ship', 'may', 'stored', 'corresponding', 'message', 'log', 'time', 'shortly', 'message', 'object', 'generated', 'maintenance', 'log', 'fault', 'log', 'may', 'updated', 'relevant', 'event', 'example', 'filling'] ['second', 'parameter', 'measured', 'second', 'sensor', 'statistical', 'metric', 'average', 'parameter', 'curve', 'may', 'calculated', 'way', 'analysing', 'pair', 'parameter', 'useful', 'diagnosing', 'developing', 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'structure', 'xml', 'file', 'database', 'table', 'forth', 'manufacturer', 'information', 'environmental', 'data', 'route', 'task', 'log', 'schedule', 'facility', 'information', 'may', 'stored', 'one', 'server'] ['maintenance', 'log', 'fault', 'log', 'sensor'] ['message', 'log', 'gps', 'log', 'manufacturer', 'information'] ['environmental', 'data', 'route', 'task', 'log', 'schedule', 'facility', 'information', 'example', 'data', 'source', 'data', 'fusion', 'system'] ['second', 'system', 'includes', 'one', 'analysis', 'terminal', 'form', 'one', 'computing', 'system'] ['data', 'fusion', 'system', 'may', 'provided', 'one'] ['machine', 'operating'] ['construction', 'machine', 'may', 'also', 'store', 'message', 'log', 'global', 'positioning', 'system', 'gps', 'positioning', 'system', 'log', 'message', 'log', 'sponding', 'construction', 'machine', 'may', 'include'] ['analysis', 'server', 'one', 'analysis', 'terminal', 'may', 'connect', 'analysis', 'server', 'client', 'tively', 'analysis', 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'detector', 'receive', 'data', 'carried', 'signal', 'appropriate', 'circuitry', 'place', 'data', 'bus', 'bus', 'carry', 'data', 'main', 'memory', 'processor', 'retrieves', 'executes'] ['instruction', 'instruction', 'received', 'main', 'memory', 'optionally', 'stored', 'storage', 'device', 'either', 'execution', 'processor'] ['computer', 'system', 'also', 'include', 'communication', 'interface', 'coupled', 'bus', 'communication', 'interface'] ['provide', 'data', 'communication', 'coupling', 'network', 'link', 'connected', 'local', 'network'] ['example', 'communication', 'interface', 'integrated', 'service', 'digital', 'network', 'isdn', 'card', 'cable', 'modem', 'satellite', 'modem', 'modem', 'provide', 'data'] ['generally', 'module', 'described', 'herein', 'refer', 'logical', 'module', 'combined', 'module', 'divided', 'despite', 'physical', 'organization'] ['storage'] ['computer', 'system', 'implement', 'technique'] ['communication', 'connection', 'corresponding', 'type', 'phone', 'line', 'another', 'example', 'communication', 'interface', 'local', 'area', 'network', 'lan', 'card', 'provide', 'data', 'communication', 'connection', 'compatible', 'lan', 'wireless', 'link', 'also', 'implemented', 'implementation'] ['described', 'herein', 'using', 'customized', 'logic', 'one', 'asics', 'fpgas', 'firmware', 'program', 'logic', 'combination', 'computer', 'system', 'cause', 'program', 'computer', 'system', 'machine', 'according', 'embodiment', 'operation', 'functionality', 'technique', 'feature', 'described', 'herein', 'performed', 'computer', 'system', 'response', 'processor', 'executing', 'one', 'sequence', 'one'] ['communication', 'interface', 'send', 'receive', 'cal', 'electromagnetic', 'optical', 'signal', 'carry', 'digital', 'data', 'stream', 'representing', 'various', 'type', 'information'] ['network', 'link', 'typically', 'provide', 'data', 'cation', 'one', 'network', 'data', 'device'] ['example', 'network', 'link', 'provide', 'connection', 'local', 'network', 'host', 'computer', 'data', 'equipment', 'operated', 'internet', 'service', 'provider', 'isp'] ['isp', 'turn', 'provide', 'data', 'connnunication', 'service', 'world', 'wide', 'packet', 'data', 'connnunication', 'network', 'connnonly', 'referred', 'internet', 'local', 'network', 'internet', 'use', 'electrical', 'electromagnetic', 'optical', 'signal', 'carry', 'digital', 'data', 'stream', 'signal', 'various', 'network', 'signal', 'network', 'link', 'connnunication', 'interface', 'carry', 'digital', 'data', 'computer', 'system', 'example', 'form', 'transmission'] ['schema', 'map', 'define', 'various', 'element', 'schema', 'data', 'source', 'map', 'various', 'element', 'ontology', 'definition', 'component', 'receives', 'lates', 'extract', 'otherwise', 'identifies', 'schema', 'data', 'source', 'schemas', 'define', 'structure', 'data', 'source', 'example', 'name', 'istics', 'table', 'file', 'colurmis', 'field', 'property', 'forth', 'definition', 'component', 'furthermore', 'optionally', 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['ing', 'hardware', 'logic', 'providing', 'various', 'functionality', 'described', 'herein', 'ated', 'present', 'disclosure', 'system', 'comprise', 'fewer', 'additional', 'component', 'provide', 'various', 'tionalities', 'described', 'herein', 'component'] ['tently', 'memory', 'data', 'source', 'also', 'instead', 'include', 'temporary', 'data', 'structure', 'generated', 'underlying', 'data', 'source', 'via', 'data', 'extraction', 'component', 'result', 'set', 'returned', 'database', 'server', 'executing', 'database', 'query'] ['ity', 'omitted', 'fig', 'moreover', 'component', 'system', 'responsible', 'providing', 'various', 'functionality', 'vary', 'embodiment', 'embodiment'] ['definition', 'component', 'generates', 'modifies', 'ontology', 'schema', 'map', 'exemplary'] ['schema', 'map', 'ontology', 'schema', 'stored', 'suitable', 'data', 'structure', 'xml', 'file', 'database', 'table', 'forth', 'embodiment', 'ogy', 'maintained', 'persistently', 'schema', 'map', 'maintained', 'persistently', 'depending', 'whether'] ['ments', 'defining', 'ontology', 'ontology', 'described', 'pat', 'patent', 'issued', 'jun', 'entire', 'content', 'expressly', 'incorporated', 'herein', 'reference', 'purpose', 'among', 'thing', 'patent', 'describes', 'embodiment', 'define', 'dynamic', 'ontology', 'use', 'creating', 'data', 'database', 'creating', 'database', 'ontology', 'one', 'object', 'type', 'created', 'object', 'type', 'include', 'one', 'property', 'attribute', 'object', 'type', 'property', 'type', 'ontology', 'edited', 'modified', 'time'] ['embodiment', 'property', 'type', 'declared', 'representative', 'one', 'object', 'type', 'property', 'type', 'representative', 'object', 'type', 'property', 'type', 'intuitively', 'associated', 'object', 'type'] ['transformation', 'process', 'perpetual', 'event', 'schemas', 'need', 'maintained', 'persistent', 'memory', 'cached', 'optimization'] ['object', 'model', 'comprises', 'collection', 'element', 'typed', 'object', 'property', 'relationship'] ['tions', 'structured', 'suitable', 'manner', 'embodiment', 'database', 'store', 'element', 'object', 'model', 'representation', 'thereof', 'ments', 'element', 'object', 'model', 'stored', 'within', 'database', 'different', 'underlying', 'format'] ['series', 'object', 'property', 'relationship', 'table', 'tional', 'database'] ['based', 'identified', 'information', 'definition', 'component', 'generate', 'graphical', 'interface', 'graphical', 'face', 'presented', 'user', 'computing', 'device', 'via'] ['example', 'property', 'type', 'geographical', 'location', 'may', 'representative', 'object', 'type', 'locale', 'tative', 'object', 'type', 'style'] ['suitable', 'output', 'mechanism', 'display', 'screen', 'image', 'projection', 'etc', 'accept', 'input', 'user', 'computing', 'device', 'via', 'suitable', 'input'] ['nism', 'keyboard', 'mouse', 'touch', 'screen', 'interface', 'graphical', 'interface', 'may', 'feature', 'visual', 'workspace', 'visually', 'depicts', 'representation', 'element', 'ontology', 'mapping', 'defined', 'schema', 'map', 'graphical', 'interface', 'utilize', 'sample', 'data', 'provide', 'user', 'preview', 'object', 'model'] ['user', 'defines', 'schema', 'map', 'response', 'input', 'via', 'various', 'control', 'graphical', 'interface', 'definition', 'component', 'generate', 'modify', 'ontology', 'schema', 'map', 'identify', 'object', 'model', 'sample', 'data', 'schema', 'data', 'source'] ['embodiment', 'graphical', 'interface', 'also', 'vides', 'user', 'ability', 'add', 'structure', 'tured', 'document', 'stored', 'data', 'source', 'tagging', 'one', 'portion', 'text', 'within', 'document', 'defining', 'tag', 'applying', 'tag', 'portion', 'document', 'create', 'tag', 'object', 'property', 'link', 'creating', 'relationship', 'one', 'tag', 'object', 'property', 'embodiment', 'graphical', 'interface', 'allows', 'user', 'input', 'one', 'tag', 'retrieve', 'tagged', 'document', 'set', 'related', 'document', 'associated', 'tag', 'different', 'relationship', 'one', 'input', 'tag', 'embodiment', 'graphical', 'interface', 'also', 'display'] ['content', 'related', 'scenery', 'depicting', 'describing', 'scene', 'living', 'tag', 'ha', 'attribute', 'indicating', 'content', 'related', 'living', 'thing', 'depicting', 'describing', 'living', 'organism', 'human', 'scenery', 'tag', 'subset', 'tag', 'architecture', 'tag', 'architecture', 'tag', 'ha', 'attribute', 'indicating', 'content', 'related', 'architecture', 'depicting', 'describing', 'building', 'allow', 'architecture', 'tag', 'linked', 'scenery', 'tag', 'similarly', 'living', 'tag', 'subset', 'tag', 'people', 'tag', 'people', 'tag', 'ha', 'attribute', 'indicating', 'content', 'related', 'human', 'portrait', 'allow', 'tag', 'linked', 'living', 'tag'] ['tag', 'hierarchy', 'medium', 'dimension', 'include', 'tag', 'attribute', 'related', 'classification', 'based', 'medium', 'content', 'rendered', 'exemplary', 'illustration', 'paper', 'tag', 'film', 'tag'] ['medium', 'dimension', 'furthermore', 'style', 'dimension', 'also', 'include', 'tag', 'attribute', 'related', 'classification', 'based', 'style', 'rendering', 'content', 'exemplary', 'illustration', 'classical', 'tag', 'modern', 'tag', 'style', 'dimension', 'person', 'ordinary', 'skill', 'art', 'understand', 'sion', 'tag', 'depicted', 'fig', 'illustration', 'purpose'] ['user', 'tag', 'associated', 'related', 'document', 'user', 'use', 'tag', 'identify', 'another', 'tagged', 'document', 'another', 'set', 'ofrelated', 'document', 'thereby', 'allowing', 'user', 'move', 'document', 'stored', 'data', 'source', 'guided', 'relationship', 'tag'] ['fig', 'chart', 'illustrating', 'exemplary', 'hierarchical', 'structure', 'tag', 'tag', 'hierarchy', 'consistent', 'embodiment', 'present', 'disclosure', 'ments', 'exemplary', 'tag', 'hierarchy', 'fig', 'provide', 'part', 'structure', 'object', 'model', 'stored', 'within', 'database', 'fig', 'tag', 'hierarchy', 'include', 'dimension', 'example', 'shown', 'tag', 'hierarchy', 'dimension', 'include', 'locale', 'dimension', 'subject', 'matter', 'dimension', 'medium', 'dimension'] ['limitation', 'number', 'dimension', 'dimension', 'defined', 'tag', 'organized', 'dimension'] ['fig', 'show', 'chart', 'exemplary', 'object', 'model', 'reflecting', 'relationship', 'tag', 'consistent'] ['embodiment', 'present', 'disclosure', 'chart', 'circle', 'represents', 'cell', 'line', 'represents', 'ship', 'cell', 'embodiment', 'cell', 'within', 'object', 'model', 'associated', 'one', 'tag', 'relationship', 'cell', 'defined'] ['based', 'relationship', 'attribute', 'tag', 'associated', 'cell', 'cell', 'also', 'associated', 'tagged', 'document', 'stored', 'data', 'source', 'fig', 'via', 'example', 'common', 'tag', 'related', 'tag', 'associated', 'cell', 'tagged', 'document'] ['style', 'dimension', 'dimension', 'includes', 'set', 'tag'] ['includes', 'one', 'tag', 'linked', 'dimension', 'embodiment', 'tag', 'created', 'object', 'butes', 'link', 'established', 'based', 'attribute', 'tag', 'tag', 'constitute', 'group', 'tag'] ['shown', 'fig', 'locale', 'dimension', 'include'] ['set', 'tag', 'attribute', 'related', 'region', 'country', 'exemplary', 'illustration', 'locale', 'dimension', 'united', 'states', 'tag', 'germany', 'tag', 'also', 'subset', 'tag', 'california', 'tag'] ['texas', 'tag', 'united', 'states', 'tag', 'california', 'tag', 'texas', 'tag', 'attribute', 'cating', 'associated', 'united', 'states'] ['state', 'united', 'states', 'allow', 'california', 'tag', 'texas', 'tag', 'linked', 'united', 'states', 'tag', 'similarly', 'california', 'tag', 'also', 'subset', 'tag', 'palo', 'alto', 'tag'] ['relationship', 'tag', 'corresponding', 'subset', 'tag', 'based', 'attribute', 'tag', 'corresponding', 'subset', 'tag', 'example', 'palo', 'alto', 'tag', 'ha', 'attribute', 'indicating', 'associated', 'california', 'city', 'state', 'california', 'allow', 'palo', 'alto', 'tag', 'linked', 'california', 'tag'] ['tag', 'hierarchy', 'subject', 'matter', 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'tag', 'relationship', 'virtue', 'example', 'united', 'states', 'tag', 'germany', 'tag', 'japan', 'tag', 'attribute', 'related', 'indication', 'country', 'developed', 'economy'] ['cell', 'california', 'tag', 'ha', 'relationship', 'cell', 'united', 'states', 'tag', 'virtue', 'example', 'california', 'tag', 'ha', 'attribute', 'link', 'united', 'states', 'tag', 'california', 'state', 'united', 'states', 'link', 'allow', 'california', 'tag', 'related', 'united', 'states', 'tag', 'furthermore', 'cell'] ['palo', 'alto', 'tag', 'also', 'relationship', 'cell', 'virtue', 'example', 'palo', 'alto', 'tag', 'includes', 'attribute', 'link', 'california', 'tag', 'palo', 'alto', 'city', 'california', 'link', 'allow', 'palo', 'alto', 'tag', 'related', 'california', 'tag', 'palo', 'alto', 'tag', 'also', 'include', 'attribute', 'link', 'united', 'states', 'tag', 'palo', 'alto', 'city', 'united', 'states', 'link'] ['allow', 'cell', 'also', 'relationship'] ['cell'] ['texas', 'tag', 'associated', 'cell', 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'property', 'type', 'value', 'value'] ['property', 'type', 'type', 'data', 'property', 'string', 'integer', 'double', 'property', 'type', 'may', 'include', 'complex', 'property', 'type', 'series', 'data', 'value', 'ated', 'timed', 'tick', 'time', 'series', 'etc'] ['property', 'value', 'value', 'associated', 'erty', 'type', 'indicated', 'property', 'type', 'ciated', 'property', 'property', 'may', 'multiple', 'ues'] ['link', 'connection', 'two', 'data', 'object', 'based', 'example', 'relationship', 'event', 'matching', 'property', 'links', 'may', 'bedirectional', 'one', 'representing', 'payment', 'person', 'b', 'bidirectional'] ['link', 'set', 'set', 'multiple', 'link', 'shared', 'two', 'data', 'object'] ['object', 'time', 'series', 'associating', 'multiple', 'point', 'time', 'one', 'object', 'example', 'people', 'event', 'forth', 'objects', 'included', 'object', 'time', 'series', 'may', 'type', 'object', 'including', 'numerical', 'object', 'numerical', 'object'] ['overview', 'object', 'time', 'series'] ['traditional', 'time', 'series', 'may', 'store', 'data', 'format', 'time', 'value', 'otherwise', 'known', 'tick', 'example', 'stock', 'price', 'microsoft', 'msft', 'may', 'represented', 'specific', 'time', 'given', 'business', 'day', 'value', 'stock', 'specific', 'time', 'however', 'using', 'traditional', 'time', 'series', 'data', 'type', 'store', 'generic', 'value', 'numerical', 'may', 'difficult', 'data', 'object', 'specific', 'object', 'type', 'person', 'event', 'document', 'forth', 'associated', 'time', 'series', 'traditionally', 'implemented', 'metadata', 'associated', 'value', 'time', 'series'] ['example', 'msft', 'stock', 'price', 'use', 'case', 'specific', 'milestone', 'quarterly', 'earnings', 'report', 'board', 'meeting', 'dividend', 'may', 'associated', 'specific', 'value', 'msft', 'stock', 'price', 'time', 'series', 'however', 'milestone', 'event', 'data', 'may', 'easily', 'represented', 'traditional', 'time', 'series', 'treat', 'milestone', 'metadata', 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'referred', 'herein', 'dimensional', 'database', 'cube', 'hypercubes'] IOPub data rate exceeded. The notebook server will temporarily stop sending output to the client in order to avoid crashing it. To change this limit, set the config variable `--NotebookApp.iopub_data_rate_limit`. Current values: NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec) NotebookApp.rate_limit_window=3.0 (secs) Streaming output truncated to the last 5000 lines. 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'address', 'property', 'one', 'matching', 'event', 'property', 'wedding', 'link', 'represented', 'data', 'database', 'may', 'link', 'type', 'defined', 'database', 'ontology', 'used', 'database'] ['fig', 'block', 'diagram', 'illustrating', 'exemplary', 'component', 'data', 'may', 'used', 'identifying', 'storing', 'data', 'according', 'ontology', 'example', 'ontology', 'may', 'configured', 'data', 'data', 'model', 'populated', 'system', 'parser', 'ontology', 'tion', 'tool', 'embodiment', 'fig', 'input', 'data', 'provided', 'parser', 'input', 'data', 'may', 'comprise', 'data', 'one', 'source', 'example', 'institution', 'may', 'one', 'database', 'information', 'credit', 'card', 'transaction', 'rental', 'car', 'people', 'database', 'may', 'contain', 'variety', 'related', 'information', 'attribute', 'type', 'data', 'date', 'credit', 'card', 'transaction', 'address', 'person', 'date', 'rental', 'car', 'rented', 'another', 'example', 'system', 'performing', 'process', 'may', 'communication', 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'object', 'type', 'user', 'assigns', 'display', 'name', 'batch', 'object', 'type', 'embodiment', 'user', 'interacts'] ['puter', 'define', 'property', 'type', 'similar', 'manner', 'example', 'user', 'specifies', 'name', 'property', 'type', 'display', 'name', 'icon', 'user', 'may', 'specify', 'one', 'validators', 'property', 'type', 'validator', 'may', 'comprise', 'regular', 'expression', 'input', 'data', 'modified', 'parser', 'must', 'match', 'constitute', 'valid', 'data', 'property', 'type', 'embodiment', 'validator', 'applied', 'input', 'data', 'process', 'store', 'modified', 'input', 'data', 'object', 'property', 'associated', 'property', 'type', 'validators', 'applied', 'parsing', 'input', 'data', 'allowed', 'stored', 'object', 'property'] ['various', 'embodiment', 'validators', 'may', 'comprise', 'regular', 'expression', 'set', 'fixed', 'value', 'code', 'module', 'example', 'property', 'type', 'number', 'may', 'validator', 'comprising', 'regular', 'expression', 'match', 'digit', 'another', 'example', 'property', 'type', 'us', 'state', 'may', 'validator', 'comprises', 'set', 'ak', 'al', 'ca'] ['va', 'valid', 'postal', 'abbreviation', 'state', 'validator', 'set', 'may', 'extendible', 'allow', 'user', 'add', 'value', 'property', 'type', 'may', 'component', 'ments', 'component', 'element', 'may', 'different', 'validator', 'example', 'property', 'type', 'address', 'may', 'comprise', 'component', 'city', 'state', 'zip', 'may', 'different', 'validator'] ['embodiment', 'defining', 'property', 'type', 'includes', 'identifying', 'one', 'associated', 'word', 'property', 'type', 'associated', 'word', 'support', 'search'] ['tions', 'large', 'database', 'system', 'example', 'property', 'type', 'address', 'may', 'associated', 'word', 'home', 'search', 'system', 'home', 'property', 'yield', 'address', 'one', 'result'] ['embodiment', 'defining', 'property', 'type', 'includes', 'identifying', 'display', 'formatter', 'property', 'type', 'display', 'formatter', 'specifies', 'print', 'display', 'property', 'type', 'value'] ['embodiment', 'parser', 'definition', 'include', 'regular', 'expression', 'match', 'valid', 'input', 'parser', 'us', 'regular', 'expression', 'processing', 'module', 'example', 'conventional', 'java', 'language', 'processor', 'typically', 'regular', 'expression', 'processing', 'module', 'built', 'embodiment', 'parser', 'definition', 'comprising', 'regular', 'sion', 'may', 'chained', 'together', 'another', 'embodiment', 'one', 'parser', 'definition', 'include', 'code', 'module', 'contains', 'logic', 'parsing', 'input', 'data', 'determining', 'whether', 'input', 'data', 'match', 'specified', 'syntax', 'data', 'model', 'code', 'module', 'may', 'written', 'java', 'javascript', 'suitable', 'source', 'language'] ['embodiment', 'may', 'number', 'parser', 'definition', 'number', 'parser', 'definition', 'unimportant', 'input', 'data', 'applied', 'successively', 'parser', 'definition', 'match', 'occurs', 'match', 'occurs', 'input', 'data', 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'may', 'comprises', 'name', 'text', 'entry', 'box', 'receive', 'specified', 'name', 'parser', 'definition'] ['parser', 'type', 'regular', 'expression', 'step', 'performed', 'step', 'regular', 'expression', 'text', 'specified', 'example', 'parser', 'type', 'value', 'combo', 'box', 'regular', 'expression', 'screen', 'display', 'prises', 'expression', 'pattern', 'text', 'box', 'receive', 'user', 'entry', 'regular', 'expression', 'pattern', 'text'] ['step', 'property', 'type', 'component', 'matching', 'regular', 'expression', 'text', 'fied', 'example', 'screen', 'display', 'comprises', 'one', 'property', 'type', 'component', 'mapping', 'property', 'type', 'component', 'mapping', 'associate', 'regular', 'expression', 'pattern', 'text', 'property', 'type', 'ponent', 'shown', 'combo', 'box', 'user', 'specifies', 'property', 'type', 'component', 'selecting', 'property', 'type', 'ponent', 'using', 'combo', 'box', 'associated', 'shown', 'step', 'specifying', 'property', 'type', 'component', 'regular', 'expression', 'text', 'may', 'repeated', 'property', 'type', 'component', 'ticular', 'property', 'type'] ['step', 'user', 'may', 'specify', 'one', 'constraint', 'default', 'value', 'attribute', 'parser', 'definition', 'user', 'also', 'may', 'specify', 'match', 'particular', 'property', 'type', 'component', 'required', 'ing', 'required', 'check', 'box', 'screen', 'display', 'may', 'comprise', 'default', 'value', 'text', 'box', 'receive', 'user', 'input', 'default', 'value', 'property', 'type', 'nent', 'default', 'value', 'specified', 'associated', 'property', 'type', 'receives', 'value', 'match', 'occurs', 'associated', 'grouping', 'regular', 'expression', 'alternative', 'embodiment', 'constraint', 'may', 'specified'] ['step', 'parser', 'definition', 'stored', 'association', 'property', 'type', 'example', 'selecting', 'save', 'button', 'cause', 'storing', 'parser', 'definition', 'based', 'value', 'entered', 'screen', 'display', 'parser', 'definition', 'may', 'stored', 'database'] ['approach', 'fig', 'may', 'implemented', 'using', 'mechanism', 'creating', 'specifying', 'value', 'element', 'identified', 'fig', 'particular', 'gui', 'required'] ['advantageously', 'use', 'dynamic', 'ontology', 'may', 'allow', 'user', 'take', 'advantage', 'ontological', 'data', 'model', 'constraining', 'ontology', 'ontology', 'overly', 'simple', 'lacking', 'detailed', 'semantic', 'property', 'making', 'classification', 'difficult', 'limiting', 'analysis', 'overly', 'complex', 'ing', 'overly', 'detailed', 'semantic', 'property', 'making', 'tion', 'difficult', 'use', 'dynamic', 'ontology', 'allow', 'user', 'define', 'desired', 'level', 'semantic', 'granularity', 'making', 'dynamic', 'ontology', 'suitable', 'plurality', 'different', 'diverse', 'us', 'fraud', 'prevention', 'cyber', 'security', 'mental', 'application', 'capital', 'market', 'etc'] ['advantageously', 'use', 'parser', 'ontology', 'configuration', 'tool', 'may', 'allow', 'greater', 'scalability', 'user', 'database', 'without', 'loss', 'analytic', 'ability', 'use', 'parser', 'ontology', 'configuration', 'tool', 'parser', 'definition', 'first', 'name', 'last', 'name', 'etc', 'may', 'allow', 'categorization', 'without', 'need', 'manual', 'coding', 'manual', 'coding', 'data', 'object', 'property', 'may', 'subject', 'many', 'disadvantage', 'associated', 'manual', 'data', 'entry', 'slow', 'inaccurate', 'costly', 'additionally', 'manual', 'coding', 'data', 'object', 'property', 'may', 'allow', 'dynamic', 'ogy', 'reconfiguration', 'user', 'chose', 'adjust', 'granularity', 'specificity', 'ontology', 'semantic', 'property'] ['fig', 'illustrates', 'method', 'transforming', 'data', 'creating', 'data', 'database', 'using', 'dynamic', 'ogy', 'purpose', 'illustrating', 'clear', 'example', 'approach', 'fig', 'described', 'herein', 'reference', 'fig'] ['however', 'approach', 'fig', 'may', 'implemented', 'using', 'mechanism', 'performing', 'functional', 'step', 'fig', 'particular', 'system', 'fig', 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'set', 'stored', 'database', 'system', 'may', 'examine', 'data', 'entry', 'received', 'data', 'set', 'detect', 'discrepancy', 'received', 'data', 'entry', 'previous', 'version', 'data', 'entry', 'data', 'entry', 'first', 'database', 'may', 'relevant', 'second', 'database', 'data', 'entry', 'may', 'filtered', 'according', 'property', 'data', 'type', 'object', 'identifier'] ['system', 'may', 'funnel', 'data', 'entry', 'first', 'database', 'mapping', 'pipeline', 'transform', 'data', 'stored', 'first', 'storage', 'format', 'data', 'stored', 'second', 'storage', 'format', 'mapping', 'pipeline', 'may', 'comprise', 'number', 'block', 'configured', 'execute', 'overall', 'mapping', 'process'] ['example', 'receiving', 'block', 'may', 'simply', 'receive', 'data', 'entry', 'represented', 'first', 'storage', 'format', 'transformation', 'block', 'may', 'identify', 'property', 'data', 'entry', 'found', 'second', 'storage', 'format', 'strip', 'property', 'data', 'entry', 'structure', 'data', 'match', 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'married', 'couple', 'etc', 'ness', 'organization'] ['data', 'object', 'object', 'data', 'container', 'mation', 'representing', 'specific', 'thing', 'world', 'number', 'definable', 'property', 'example', 'data', 'object', 'represent', 'entity', 'person', 'place', 'organization', 'market', 'instrument', 'noun', 'data', 'object', 'represent', 'event', 'happens', 'point', 'time', 'duration', 'data', 'object', 'represent', 'document', 'unstructured', 'data', 'source', 'message', 'news', 'report', 'written', 'paper', 'article', 'data', 'object', 'may', 'associated', 'unique', 'identifier', 'uniquely', 'identifies', 'data', 'object', 'object', 'attribute', 'data', 'object', 'may', 'represented', 'one', 'property'] ['object', 'type', 'type', 'data', 'object', 'person', 'event', 'document', 'object', 'type', 'may', 'defined', 'ontology', 'may', 'modified', 'updated', 'include', 'tional', 'object', 'type', 'object', 'definition', 'ontology', 'may', 'include', 'object', 'related', 'object', 'type', 'another', 'object', 'type', 'agent', 'may', 'type', 'person', 'object', 'type', 'property', 'object', 'type', 'may'] ['properties', 'attributes', 'information', 'data', 'object', 'entity', 'represent', 'particular', 'data', 'object', 'attribute', 'data', 'object', 'ha', 'property', 'type', 'value', 'value', 'entity', 'property', 'example', 'may', 'include', 'name', 'address', 'postal', 'code', 'ip', 'address', 'name', 'phone', 'number', 'etc'] ['link', 'connection', 'two', 'data', 'object', 'based', 'example', 'relationship', 'event', 'matching', 'property', 'links', 'may', 'directional', 'one', 'representing', 'payment', 'person', 'b', 'bidirectional', 'link', 'set', 'set', 'multiple', 'link', 'shared', 'two', 'data', 'object'] ['data', 'store', 'computer', 'readable', 'storage', 'medium', 'device', 'collection', 'data', 'storage', 'ums', 'device', 'examples', 'data', 'store', 'include'] ['limited', 'optical', 'disk', 'rom', 'etc', 'magnetic', 'disk', 'hard', 'disk', 'floppy', 'disk', 'etc', 'memory', 'circuit', 'solid', 'state', 'drive', 'access', 'memory', 'ram', 'etc', 'like', 'another', 'example', 'data', 'store', 'hosted', 'storage', 'environment', 'includes', 'collection', 'physical', 'data', 'storage', 'device', 'may', 'remotely', 'accessible', 'may', 'rapidly', 'provisioned', 'needed', 'commonly', 'referred', 'cloud', 'storage', 'database', 'data', 'structure', 'combination', 'multiple', 'data', 'structure', 'storing', 'organizing', 'data', 'including', 'limited', 'relational', 'database', 'oracle', 'database', 'mysql', 'database', 'etc', 'database', 'nosql', 'database', 'etc', 'base', 'spreadsheet', 'comma', 'separated', 'value', 'csv', 'file', 'extendible', 'markup', 'language', 'xml', 'file', 'text', 'txt', 'file', 'flat', 'file', 'spreadsheet', 'file', 'widely', 'used', 'proprietary', 'format', 'data', 'storage', 'databases', 'typically', 'stored', 'one', 'data', 'store', 'accordingly', 'database', 'referred', 'herein', 'description', 'herein', 'figure', 'present', 'application', 'understood', 'stored', 'one', 'data', 'store'] ['examples', 'data', 'propagation', 'mapping'] ['fig', 'overview', 'example', 'data', 'gation', 'mapping', 'system', 'example', 'system', 'may', 'comprise', 'first', 'database', 'data', 'store', 'data', 'tion', 'mapping', 'system', 'second', 'database', 'data', 'store', 'embodiment', 'database', 'data', 'propagation', 'mapping', 'system', 'database', 'may', 'connected', 'network', 'embodiment', 'network', 'may', 'comprise', 'internet', 'local', 'area', 'network', 'wide', 'area', 'network', 'wireless', 'network'] ['database', 'may', 'comprise', 'data', 'set', 'storing', 'data', 'entry', 'embodiment', 'data', 'set', 'may', 'prise', 'number', 'data', 'object', 'embodiment', 'data', 'object', 'may', 'comprise', 'type', 'information', 'name', 'people', 'embodiment', 'data', 'object', 'may', 'comprise', 'different', 'type', 'information', 'way', 'example', 'data', 'object', 'may', 'store', 'name', 'person', 'data', 'object', 'store', 'data', 'related', 'geographic', 'landmark', 'data', 'set', 'may', 'comprise', 'link', 'connecting', 'data', 'object', 'according', 'shared', 'data', 'object', 'property', 'relationship', 'way', 'example', 'data', 'object', 'represented', 'employee', 'business', 'link', 'may', 'connect', 'data', 'object', 'represent', 'fact', 'two', 'employee', 'colleague', 'business', 'database', 'may', 'communication', 'data', 'propagation', 'mapping', 'system', 'via', 'network', 'example', 'database', 'may', 'transmit', 'copy', 'data', 'set', 'network', 'data', 'propagation', 'mapping', 'system'] ['database', 'may', 'comprise', 'data', 'set', 'prising', 'series', 'data', 'entry', 'database'] ['may', 'store', 'data', 'entry', 'different', 'storage', 'format', 'database', 'example', 'information', 'may', 'stored', 'data', 'object', 'connected', 'link', 'database', 'information', 'may', 'instead', 'stored', 'tabular', 'entry', 'spreadsheet', 'format', 'database', 'data', 'propagation', 'mapping', 'system', 'may', 'configured', 'transform', 'data', 'first', 'storage', 'format', 'second', 'storage', 'format', 'may', 'comprise', 'number', 'component', 'engine', 'data', 'store', 'example', 'system', 'fig', 'data', 'propagation', 'mapping', 'system'] ['prises', 'identification', 'engine', 'filtering', 'engine', 'mapping', 'pipeline', 'data', 'store', 'embodiment', 'data', 'store', 'may', 'comprise', 'computer', 'readable', 'storage', 'medium', 'configured', 'least', 'store', 'instruction', 'used', 'execute', 'process', 'identification', 'filtering', 'engine', 'mapping', 'pipeline'] ['identification', 'engine', 'may', 'monitor', 'base', 'data', 'entry', 'storing', 'changed', 'information', 'may', 'configured', 'receive', 'entire', 'data', 'set', 'one', 'data', 'entry', 'embodiment', 'identification', 'engine', 'may', 'monitor', 'database', 'periodically', 'ting', 'polling', 'request', 'database', 'identification', 'engine', 'may', 'receive', 'response', 'transmission', 'database', 'comprising', 'data', 'entry', 'data', 'set', 'multiple', 'data', 'set', 'embodiment', 'identification', 'engine', 'may', 'also', 'determine', 'database', 'receive', 'output', 'data', 'propagation', 'mapping', 'system', 'determining', 'whether', 'particular', 'data', 'entry', 'data', 'set', 'linked', 'used', 'program', 'application', 'database', 'embodiment', 'identification', 'engine', 'may', 'also', 'determine', 'difference', 'first', 'storage', 'format', 'second', 'storage', 'format', 'quent', 'use', 'mapping', 'pipeline'] ['filtering', 'engine', 'may', 'filter', 'data', 'entry', 'received', 'identified', 'identification', 'engine', 'generate', 'subset', 'filtered', 'data', 'entry', 'example', 'database', 'stored', 'data', 'entry', 'related', 'people', 'filtering', 'engine', 'may', 'iterate', 'data', 'entry', 'transmitted', 'database', 'received', 'identification', 'engine', 'determine', 'whether', 'data', 'entry', 'store', 'information', 'relate', 'people', 'embodiment', 'filtering', 'may', 'occur', 'examining', 'content', 'data', 'entry', 'examining', 'data', 'entry', 'property', 'way', 'example', 'filtering', 'engine', 'may', 'filter', 'data', 'set', 'people', 'data', 'entry', 'checking', 'see', 'data', 'object', 'store', 'name', 'people', 'associated', 'data', 'object', 'property', 'type', 'people', 'embodiment', 'tering', 'according', 'data', 'property', 'characteristic', 'may', 'executed', 'incrementally', 'filter', 'based', 'second', 'data', 'property', 'executed', 'filter', 'based', 'first', 'data', 'property', 'filtering', 'engine', 'may', 'pas', 'along', 'filtered', 'data', 'set', 'mapping', 'pipeline'] ['mapping', 'pipeline', 'may', 'configured', 'transform', 'data', 'entry', 'stored', 'first', 'storage', 'format', 'data', 'entry', 'stored', 'second', 'storage', 'format', 'embodiment', 'mapping', 'pipeline', 'may', 'comprise', 'multiple', 'step', 'performed', 'multiple', 'block', 'embodiment', 'mapping', 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['addition', 'stripping', 'information', 'stored', 'used', 'second', 'storage', 'format', 'transformation', 'block', 'may', 'also', 'format', 'filtered', 'data', 'entry', 'conform', 'format', 'requirement', 'second', 'storage', 'format', 'example', 'transformation', 'block', 'mapping', 'pipeline', 'may', 'convert', 'data', 'represented', 'linked', 'data', 'object', 'database', 'series', 'tabulated', 'entry', 'stored', 'spreadsheet', 'database', 'generate', 'mapped', 'data', 'entry', 'ible', 'second', 'storage', 'format', 'embodiment', 'output', 'block', 'mapping', 'pipeline', 'may', 'receive', 'mapped', 'data', 'entry', 'transformation', 'block', 'transmit', 'mapped', 'data', 'entry', 'database', 'network', 'embodiment', 'mapping', 'pipeline', 'may', 'receive', 'single', 'data', 'object', 'database', 'output', 'two', 'data', 'object', 'included', 'database'] ['although', 'discussion', 'assumed', 'data', 'propagation', 'mapping', 'database', 'database', 'embodiment', 'data', 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'noun', 'data', 'object', 'represent', 'event', 'happens', 'point', 'time', 'duration', 'data', 'object', 'represent', 'document', 'unstructured', 'data', 'source', 'message', 'news', 'report', 'written', 'paper', 'article', 'data', 'object', 'associated', 'unique', 'identifier', 'uniquely', 'identifies', 'data', 'object', 'within', 'database', 'system'] ['different', 'type', 'data', 'object', 'may', 'different', 'property', 'type', 'example', 'person', 'data', 'object', 'might', 'eye', 'color', 'property', 'type', 'event', 'data', 'object', 'might', 'date', 'property', 'type', 'property', 'represented', 'data', 'database', 'system', 'may', 'property', 'type', 'defined', 'ontology', 'used', 'database'] ['objects', 'may', 'instantiated', 'database', 'accordance', 'corresponding', 'object', 'definition', 'particular', 'object', 'ontology', 'example', 'specific', 'monetary', 'payment', 'object', 'type', 'event', 'us', 'property', 'type', 'currency', 'taking', 'place', 'mar', 'property', 'type', 'date', 'may', 'stored', 'database', 'event', 'object', 'associated', 'currency', 'date', 'property', 'defined', 'within', 'ontology'] ['data', 'object', 'defined', 'ontology', 'may', 'support', 'property', 'multiplicity', 'particular', 'data', 'object', 'may', 'allowed', 'one', 'property', 'property', 'type', 'example', 'person', 'data', 'object', 'might', 'multiple', 'address', 'property', 'multiple', 'name', 'property'] ['link', 'represents', 'connection', 'two', 'data', 'object', 'one', 'embodiment', 'connection', 'either', 'relationship', 'event', 'matching', 'property', 'relationship', 'connection', 'may', 'asymmetrical', 'symmetrical', 'example', 'person', 'data', 'object', 'may', 'connected', 'person', 'data', 'object', 'b', 'child', 'relationship', 'person', 'data', 'object', 'b', 'ha', 'metric', 'parent', 'relationship', 'person', 'data', 'object', 'kin', 'symmetric', 'relationship', 'person', 'data', 'object', 'c', 'asymmetric', 'member', 'relationship', 'nization', 'data', 'object', 'x', 'type', 'relationship', 'two', 'data', 'object', 'may', 'vary', 'depending', 'type', 'data', 'object', 'example', 'person', 'data', 'object', 'may', 'appears', 'relationship', 'document', 'data', 'object', 'participate', 'relationship', 'event', 'data', 'object'] ['example', 'event', 'connection', 'two', 'person', 'data', 'object', 'may', 'connected', 'airline', 'flight', 'data', 'object', 'representing', 'particular', 'airline', 'flight', 'traveled', 'together', 'flight', 'meeting', 'data', 'object', 'representing', 'particular', 'meeting', 'attended', 'meeting', 'one', 'embodiment', 'two', 'data', 'object', 'connected', 'event', 'also', 'connected', 'ship', 'data', 'object', 'ha', 'specific', 'relationship', 'event', 'example', 'appears', 'tionship'] ['example', 'matching', 'property', 'tion', 'two', 'person', 'data', 'object', 'representing', 'brother', 'sister', 'may', 'address', 'property', 'indicates', 'live', 'brother', 'sister', 'live', 'home', 'address', 'property', 'likely', 'contain', 'similar', 'identical', 'property', 'value', 'one', 'embodiment', 'link', 'two', 'data', 'object', 'may', 'established', 'based', 'similar', 'matching', 'property', 'property', 'type', 'property', 'value', 'data', 'object', 'example', 'type', 'connection', 'may', 'sented', 'link', 'type', 'connection', 'may', 'represented', 'embodiment', 'limited', 'particular', 'type', 'connection', 'data', 'object', 'example', 'document', 'might', 'contain', 'reference', 'two', 'different', 'object', 'example', 'document', 'may', 'contain', 'reference', 'payment', 'one', 'object', 'person', 'second', 'object', 'link', 'two', 'object', 'may', 'represent', 'connection', 'two', 'entity', 'within', 'document'] ['data', 'object', 'multiple', 'link', 'another', 'data', 'object', 'form', 'link', 'set', 'example', 'two', 'person', 'data', 'object', 'representing', 'husband', 'wife', 'could', 'linked', 'spouse', 'relationship', 'matching', 'address', 'property', 'one', 'matching', 'event', 'property', 'wedding', 'link', 'represented', 'data', 'database', 'may', 'link', 'type', 'defined', 'database', 'ontology', 'used', 'database'] ['fig', 'block', 'diagram', 'illustrating', 'exemplary', 'component', 'data', 'may', 'used', 'identifying', 'storing', 'data', 'according', 'ontology', 'example', 'ontology', 'may', 'configured', 'data', 'data', 'model', 'populated', 'system', 'parser', 'ontology', 'tion', 'tool', 'embodiment', 'fig', 'input', 'data', 'provided', 'parser', 'input', 'data', 'may', 'comprise', 'data', 'one', 'source', 'example', 'institution', 'may', 'one', 'database', 'information', 'credit', 'card', 'transaction', 'rental', 'car', 'people', 'database', 'may', 'contain', 'variety', 'related', 'information', 'attribute', 'type', 'data', 'date', 'credit', 'card'] ['transaction', 'address', 'person', 'date', 'rental', 'car', 'rented', 'parser', 'able', 'read', 'variety', 'source', 'input', 'data', 'type', 'determine', 'type', 'data', 'reading'] ['accordance', 'discussion', 'example', 'ontology', 'comprises', 'stored', 'information', 'ing', 'data', 'model', 'data', 'stored', 'database', 'ontology', 'defined', 'one', 'object', 'type', 'one', 'property', 'type', 'one', 'link', 'type', 'based', 'information', 'determined', 'parser', 'mapping', 'source', 'input', 'information', 'object', 'type', 'one', 'data', 'object', 'may', 'instantiated', 'database', 'based', 'respective', 'determined', 'object', 'type', 'object', 'ha', 'one', 'property', 'instantiated', 'based', 'property', 'type', 'two', 'data', 'object', 'may', 'connected', 'one', 'link', 'may', 'instantiated', 'based', 'link', 'type', 'property', 'type', 'may', 'comprise', 'one', 'data', 'type', 'string', 'number', 'etc', 'property', 'type', 'may', 'instantiated', 'based', 'base', 'property', 'type', 'example', 'base', 'property', 'type', 'may', 'locations', 'property', 'type', 'may', 'home'] ['embodiment', 'user', 'system', 'us', 'object', 'type', 'editor', 'create', 'modify', 'object', 'type', 'define', 'attribute', 'object', 'type', 'embodiment', 'user', 'system', 'us', 'property', 'type', 'editor'] ['create', 'modify', 'property', 'type', 'define', 'attribute', 'property', 'type', 'embodiment', 'user', 'system', 'us', 'link', 'type', 'editor', 'create', 'link', 'type', 'alternatively', 'program', 'process', 'grammatic', 'control', 'may', 'used', 'create', 'link', 'type', 'property', 'type', 'define', 'attribute', 'using', 'editor', 'required'] ['embodiment', 'creating', 'property', 'type', 'using', 'property', 'type', 'editor', 'involves', 'defining', 'least', 'one', 'parser', 'definition', 'using', 'parser', 'editor', 'parser', 'definition', 'comprises', 'metadata', 'informs', 'parser', 'parse', 'input', 'data', 'determine', 'whether', 'value', 'input', 'data', 'assigned', 'property', 'type', 'associated', 'parser', 'definition', 'embodiment', 'parser', 'definition', 'may', 'comprise', 'regular', 'expression', 'parser', 'code', 'module', 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'source'] ['databases'] ['modified'] ['data'] ['n'] ['n', 'n'] ['rjj'] ['c'] ['rjj'] ['n', 'n'] ['fig'] ['n'] ['n', 'n'] ['rjj'] ['n'] ['c'] ['rjj'] ['n', 'n'] ['fig'] ['internet'] ['l'] ['isp'] ['processor', 'communication'] ['interface', 'network', 'local'] ['ilink', 'network'] ['n'] ['n', 'n'] ['rjj'] ['c'] ['rjj'] ['n', 'n'] ['fig'] ['focused', 'probabilistic', 'entity', 'resolution', 'multiple', 'data', 'sources'] ['incorporation', 'reference', 'priority', 'applications'] ['application', 'continuation', 'patent', 'application', 'ser', 'entitled', 'focused', 'listic', 'entity', 'resolution', 'multiple', 'data', 'sources', 'filed', 'hereby', 'incorporated', 'reference', 'herein', 'entirety'] ['application', 'foreign', 'domestic', 'priority', 'claim', 'identified', 'application', 'data', 'sheet', 'filed', 'present', 'application', 'hereby', 'porated', 'reference', 'cfr'] ['technical', 'field'] ['present', 'disclosure', 'relates', 'system', 'method', 'technique', 'entity', 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'referred', 'herein', 'description', 'herein', 'figure', 'present', 'application', 'understood', 'stored', 'one', 'data', 'store'] ['entity', 'person', 'place', 'organization', 'market', 'instrument', 'noun'] ['data', 'object', 'object', 'data', 'container', 'mation', 'representing', 'specific', 'thing', 'world', 'number', 'definable', 'property', 'example', 'data', 'object', 'represent', 'entity', 'person', 'place', 'organization', 'market', 'instrument', 'noun', 'data', 'object', 'represent', 'event', 'happens', 'point', 'time', 'duration', 'data', 'object', 'represent', 'document', 'unstructured', 'data', 'source', 'message', 'news', 'report', 'written', 'paper', 'article', 'data', 'object', 'may', 'associated', 'unique', 'identifier', 'uniquely', 'identifies', 'data', 'object', 'object', 'attribute', 'data', 'object', 'may', 'represented', 'one', 'property'] ['object', 'type', 'type', 'data', 'object', 'person', 'event', 'document', 'object', 'type', 'may', 'defined', 'ontology', 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'one', 'representing', 'payment', 'person', 'b', 'bidirectional'] ['link', 'set', 'set', 'multiple', 'link', 'shared', 'two', 'data', 'object'] ['overview'] ['various', 'embodiment', 'present', 'disclosure', 'provide', 'improvement', 'various', 'technology', 'logical', 'field', 'example', 'various', 'aspect', 'ments', 'used', 'generate', 'holistic', 'profile', 'individual', 'entity', 'based', 'upon', 'data', 'gathered', 'tiple', 'different', 'type', 'data', 'source', 'generate', 'user', 'interface', 'allowing', 'user', 'receive', 'information', 'relevant', 'entity', 'update', 'entity', 'data', 'response', 'current', 'event'] ['aggregating', 'different', 'data', 'object', 'associated', 'entity', 'event', 'single', 'aggregated', 'data', 'object', 'corresponding', 'entity', 'event', 'entity', 'event', 'data', 'may', 'better', 'organized', 'assessing', 'relevant', 'attribute', 'ated', 'entity', 'fraud', 'detection', 'ian', 'aid', 'context', 'risk', 'need', 'associated', 'entity', 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'example', 'context', 'humanitarian', 'aid', 'entity', 'may', 'correspond', 'individual', 'family', 'group', 'entity', 'may', 'potentially', 'need', 'aid', 'fraud', 'detection', 'context', 'entity', 'may', 'correspond', 'account', 'individual', 'organization', 'associated', 'one', 'account', 'like', 'entity', 'entity', 'information', 'database', 'may', 'associated', 'one', 'attribute', 'corresponding', 'different', 'type', 'identification', 'information', 'may', 'include', 'name', 'account', 'number', 'known', 'address', 'physical', 'description', 'associated', 'graphical', 'area', 'like', 'embodiment', 'entity', 'entity', 'information', 'db', 'may', 'associated', 'value', 'type', 'identification', 'information', 'may', 'associated', 'entity', 'example', 'particular', 'entity', 'corresponding', 'family', 'potential', 'need', 'aid', 'may', 'associated', 'one', 'physical', 'description', 'attribute', 'whose', 'name', 'address', 'unknown', 'embodiment', 'different', 'type', 'entity', 'may', 'stored', 'different', 'data', 'store'] ['embodiment', 'data', 'source', 'may', 'also', 'include', 'event', 'data', 'source', 'embodiment', 'entity', 'may', 'associated', 'one', 'event', 'data', 'object', 'example', 'humanitarian', 'aid', 'context', 'aid', 'database', 'may', 'contain', 'entry', 'relating', 'aid', 'event', 'entry', 'fying', 'one', 'attribute', 'related', 'aid', 'event', 'time', 'aid', 'type', 'aid', 'provided', 'recipient', 'aid', 'cost', 'aid', 'like', 'aid', 'event', 'may', 'associated', 'one', 'entity', 'provider', 'recipient', 'aid'] ['embodiment', 'different', 'type', 'event', 'may', 'organized', 'stored', 'different', 'data', 'source', 'example', 'addition', 'aid', 'database', 'humanitarian', 'aid', 'organization', 'may', 'access', 'database', 'natural', 'disaster', 'database', 'comprising', 'information', 'natural', 'disaster', 'event', 'containing', 'attribute', 'type', 'disaster', 'geographic', 'region', 'affected', 'disaster', 'date', 'disaster', 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'individual', 'organization', 'fraud', 'money', 'laundering', 'entity', 'may', 'associated', 'one', 'risk', 'factor', 'indicating', 'likelihood', 'entity', 'may', 'committed', 'fraud', 'transfer', 'unusual', 'amount', 'money', 'transaction', 'known', 'fraudsters', 'fraud', 'history', 'credit', 'history', 'number', 'financial', 'account', 'owned', 'like', 'accessed', 'data', 'source', 'may', 'prise', 'one', 'data', 'source', 'containing', 'individual', 'organization', 'data', 'one', 'data', 'source', 'containing', 'data', 'plurality', 'account', 'one', 'data', 'source', 'taining', 'transaction', 'data', 'like'] ['another', 'embodiment', 'one', 'niques', 'disclosed', 'herein', 'may', 'utilized', 'insurance', 'agency', 'underwriter', 'identify', 'risk', 'insurance', 'policy', 'different', 'entity', 'corresponding', 'company', 'nizations', 'may', 'analyzed', 'determine', 'risk', 'score', 'based', 'upon', 'one', 'risk', 'factor', 'claim', 'history', 'geographic', 'location', 'industry', 'like', 'aggregated', 'data', 'object', 'may', 'formed', 'based', 'upon', 'data', 'object', 'retrieved', 'client', 'data', 'store', 'claim', 'data', 'store', 'like', 'example', 'disclosed', 'refer', 'primarily', 'certain', 'application', 'ease', 'explanation', 'fraud', 'detection', 'context', 'humanitarian', 'aid', 'context', 'etc', 'understood', 'technique', 'disclosed', 'herein', 'may', 'applied', 'many', 'application'] ['probabilistic', 'object', 'resolution'] ['discussed', 'particular', 'entity', 'event', 'may', 'associated', 'plurality', 'different', 'data', 'object', 'distributed', 'across', 'plurality', 'different', 'data', 'store', 'example', 'entity', 'object', 'may', 'associated', 'first', 'data', 'object', 'entity', 'data', 'store', 'second', 'data', 'object', 'event', 'data', 'store', 'third', 'data', 'object', 'another', 'type', 'data', 'store', 'another', 'entity', 'data', 'store'] ['addition', 'embodiment', 'entity', 'may', 'associated', 'multiple', 'data', 'object', 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'suggested', 'database', 'query', 'natural'] ['language', 'form', 'suggested', 'query', 'constructed', 'based', 'plurality', 'keywords', 'metadata', 'receiving', 'computing', 'device', 'selection', 'one', 'suggested', 'database', 'query', 'constructing', 'computer', 'device', 'object', 'view', 'plurality', 'datasets', 'based', 'selected', 'query', 'metadata'] ['according', 'sixth', 'aspect', 'disclosure', 'describes', 'apparatus', 'comprising', 'one', 'processor', 'computing', 'hardware', 'configured', 'perform', 'method', 'described', 'herein'] ['according', 'seventh', 'aspect', 'disclosure', 'describes', 'apparatus', 'comprising', 'one', 'processor', 'memory', 'memory', 'comprising', 'instruction', 'executed', 'one', 'processor', 'cause', 'ratus', 'perform', 'step', 'receiving', 'plurality', 'keywords', 'determining', 'plurality', 'datasets', 'relating', 'keywords', 'identifying', 'metadata', 'plurality', 'datasets', 'indicating', 'relationship', 'datasets', 'examining', 'ontology', 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'data', 'display', 'nence', 'ontology', 'data', 'input', 'user', 'via', 'data', 'aggregation', 'processing', 'system', 'generated'] ['automatically', 'system', 'example', 'based', 'frequency', 'particular', 'data', 'colunms', 'occur', 'across', 'multiple', 'datasets'] ['ontology', 'may', 'define', 'aspect', 'object', 'property', 'object', 'may', 'presented', 'fied', 'example', 'ontology', 'may', 'include', 'person', 'object', 'type', 'including', 'name', 'property', 'ontology', 'may', 'define', 'name', 'may', 'presented', 'first', 'name', 'followed', 'last', 'name', 'last', 'name', 'followed', 'first', 'name', 'first', 'name', 'followed', 'initial', 'ontology', 'may', 'define', 'display', 'prominence', 'object', 'example', 'object', 'may', 'assigned', 'prominent', 'normal', 'hidden', 'display', 'prominence', 'prominent', 'object', 'rendered', 'mal', 'property', 'displaying', 'portion', 'property', 'normal', 'object', 'may', 'assigned', 'special', 'prominence', 'display', 'order', 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'datasets', 'navigated', 'searched', 'single', 'dataset', 'ontology', 'may', 'comprise', 'directional', 'relationship', 'datasets', 'example', 'dataset', 'relating', 'repair', 'may', 'directional', 'relationship', 'dataset', 'employee', 'directional', 'relationship', 'performed', 'ontology', 'layer', 'may', 'comprise', 'onyms', 'dataset', 'title', 'row', 'colunm', 'title', 'object', 'datasets'] ['embodiment', 'ontology', 'comprises', 'one', 'global', 'property', 'global', 'property', 'indicate', 'object', 'object', 'type', 'object', 'property', 'common', 'throughout', 'ecosystem', 'datasets', 'global', 'property', 'allow', 'metadata', 'metadata', 'layer', 'associated', 'plurality', 'object', 'object', 'type', 'object', 'property', 'datasets', 'without', 'need', 'explicitly', 'associate', 'object', 'object', 'type', 'object', 'property', 'metadata', 'reduce', 'amount', 'memory', 'required', 'store', 'datasets', 'associated', 'metadata', 'allow', 'aggregation', 'across', 'datasets', 'table', 'global', 'property'] ['global', 'property', 'may', 'define', 'particular', 'format', 'particular', 'format', 'data', 'associated', 'set', 'metadata', 'example', 'global', 'property', 'telephone', 'number', 'set', 'defines', 'one', 'data', 'format', 'telephone', 'number', 'provided', 'example', 'continuous', 'sequence', 'number', 'sequence', 'number', 'space', 'particular', 'point', 'sequence', 'bers', 'subset', 'number', 'enclosed', 'bracket', 'data', 'falling', 'within', 'definition', 'associated'] ['global', 'property', 'telephone', 'number', 'well', 'metadata', 'associated', 'global', 'property', 'telephone', 'number', 'ontologies', 'may', 'defined', 'via', 'user', 'interface', 'stored', 'ontology', 'layer'] ['ontologies', 'may', 'defined', 'automatically', 'ontology', 'layer', 'ontological', 'data', 'may', 'prepopulated', 'based', 'property', 'one', 'datasets', 'data', 'repository', 'example', 'ontology', 'layer', 'may', 'scan', 'across', 'one', 'datasets', 'mine', 'predict', 'relationship', 'object', 'dataset', 'display', 'prominence', 'one', 'object', 'datasets', 'example', 'fraction', 'column', 'row', 'value', 'column', 'row', 'contain', 'unique', 'value', 'used', 'indication', 'importance', 'column', 'row', 'importance', 'column', 'row', 'used', 'determine', 'display', 'prominence', 'object', 'column', 'row', 'example', 'cardinality', 'column', 'row', 'used', 'determine', 'possible', 'display', 'mode', 'displaying', 'data', 'colunm', 'row', 'graph', 'type', 'data', 'displayed'] ['system', 'comprises', 'query', 'builder', 'module', 'query', 'builder', 'module', 'configured', 'receive', 'one', 'input', 'keywords', 'user', 'interface', 'use', 'generate', 'query', 'data', 'data', 'repository', 'conjunction', 'ontology', 'layer', 'keywords', 'may', 'comprise', 'example', 'one', 'object', 'identity', 'action', 'temporal', 'range', 'geographic', 'location', 'relationship', 'many', 'example', 'keywords', 'possible'] ['upon', 'receipt', 'keyword', 'user', 'interface', 'query', 'builder', 'configured', 'identify', 'one', 'set', 'datasets', 'relate', 'received', 'keyword', 'set', 'datasets', 'comprises', 'one', 'datasets', 'query', 'builder', 'may', 'examine', 'ontology', 'determine', 'property', 'keyword', 'order', 'identify', 'one', 'set', 'datasets', 'identified', 'property', 'may', 'used', 'identify', 'one', 'set', 'datasets', 'relate', 'keyword', 'example', 'ontology', 'may', 'used', 'determine', 'keyword', 'relates', 'general', 'property', 'class', 'object'] ['based', 'property', 'keyword', 'query', 'builder', 'may', 'configured', 'identify', 'one', 'set', 'datasets', 'relate', 'received', 'keyword', 'example', 'ontology', 'may', 'used', 'identify', 'datasets', 'relate', 'property', 'input', 'keyword', 'datasets', 'whose', 'row', 'colunms', 'comprise', 'data', 'labelled', 'property', 'relating', 'keyword', 'examples', 'property', 'include', 'limited', 'row', 'column', 'title', 'dataset', 'title', 'flag', 'provided', 'ontology', 'synonymous', 'term', 'keyword', 'classification', 'datasets', 'query', 'builder', 'may', 'identify', 'one'] ['set', 'datasets', 'identifying', 'datasets', 'comprise', 'object', 'belonging', 'identified', 'class', 'keyword', 'identified', 'general', 'property', 'keyword', 'keyword', 'belongs', 'particular', 'class', 'object', 'datasets', 'comprise', 'class', 'object', 'comprise', 'keyword', 'may', 'identified', 'example', 'keyword', 'canada', 'query', 'builder', 'us', 'ontology', 'determine', 'canada', 'belongs', 'class', 'country', 'region', 'identifies', 'datasets', 'comprise', 'row', 'colunms', 'tagged', 'property', 'country', 'region', 'contain', 'term', 'canada'] ['plurality', 'set', 'datasets', 'may', 'identified', 'based', 'input', 'keyword', 'example', 'continuing'] ['example', 'keyword', 'input', 'canada', 'set', 'datasets', 'comprising', 'people', 'country', 'canada', 'may', 'identified', 'set', 'datasets', 'comprising', 'measurement', 'taken', 'region', 'canada', 'etc', 'set', 'datasets', 'may', 'presented', 'user', 'selection', 'user', 'interface', 'order', 'identify', 'set', 'datasets', 'user', 'intending', 'query'] ['every', 'input', 'keyword', 'may', 'relate', 'dataset', 'one', 'received', 'keywords', 'may', 'relate', 'one', 'operation', 'performed', 'dataset', 'example', 'keywords', 'may', 'comprise', 'operation', 'one', 'filter', 'maximum', 'minimum', 'average', 'mean', 'median', 'mode', 'range', 'however', 'keywords', 'relating', 'operation', 'may', 'also', 'relate', 'datasets', 'example', 'dataset', 'may', 'contain', 'colunm', 'row', 'labelled', 'average', 'example', 'well', 'identified', 'set', 'datasets', 'presented', 'user', 'selection', 'user', 'interface', 'one', 'operation', 'set', 'datasets', 'may', 'also', 'provided', 'selection', 'user', 'via', 'user', 'interface'] ['datasets', 'identified', 'based', 'received', 'keywords', 'query', 'builder', 'examines', 'ontology', 'layer', 'analysis', 'potential', 'relationship', 'identified', 'datasets', 'using', 'ontological', 'data', 'ontology', 'layer', 'associated', 'identified', 'datasets', 'example', 'directional', 'relationship', 'datasets', 'may', 'provided', 'ontology', 'one', 'join', 'datasets', 'plurality', 'datasets', 'may', 'identified', 'ontology', 'inferred', 'based', 'tional', 'relationship', 'ontology', 'may', 'indicate', 'synonym', 'dataset', 'title', 'row', 'colunm', 'title', 'ontology', 'may', 'comprise', 'object', 'property', 'class'] ['query', 'builder', 'configured', 'suggest', 'one', 'query', 'based', 'relationship', 'identified', 'ontology', 'layer', 'one', 'suggested', 'query', 'output', 'user', 'interface', 'natural', 'language', 'form', 'natural', 'language', 'query', 'may', 'example', 'based', 'template', 'stored', 'ontology', 'example', 'natural', 'language', 'query', 'built', 'using', 'relationship', 'stored', 'ontology', 'method', 'may', 'used', 'generate', 'natural', 'language', 'query', 'input', 'word', 'example', 'neural', 'machine', 'learning', 'tion', 'model', 'used', 'method', 'may', 'used', 'generate', 'natural', 'language', 'query', 'keywords', 'include', 'parse', 'tree', 'name', 'entity', 'recognition'] ['example', 'natural', 'language', 'query', 'may', 'constructed', 'selecting', 'natural', 'language', 'template', 'library', 'template', 'based', 'property', 'keywords', 'natural', 'language', 'template', 'may', 'populated', 'using', 'technique', 'example', 'natural', 'language', 'template', 'may', 'comprise', 'sequence', 'word', 'slot', 'slot', 'populated', 'using', 'keywords', 'based', 'erties', 'keywords', 'order', 'generate', 'natural', 'language', 'query'] ['example', 'user', 'may', 'wish', 'view', 'repair', 'performed', 'particular', 'country', 'particular', 'car', 'model', 'user', 'may', 'input', 'first', 'keyword', 'example', 'repair', 'one', 'datasets', 'relating', 'first', 'keyword', 'identified', 'using', 'ontology', 'datasets', 'relating', 'keyword', 'repair', 'identified', 'using', 'ontology', 'suggested', 'query', 'output', 'natural', 'language', 'form', 'show', 'repair'] ['user', 'may', 'input', 'second', 'keyword', 'tinuing', 'repair', 'example', 'second', 'keyword', 'may'] ['car', 'brand', 'xyz', 'one', 'datasets', 'relating', 'second', 'keyword', 'identified', 'using', 'ontology', 'datasets', 'relating', 'keyword', 'xyz', 'identified', 'using', 'ontology', 'suggested', 'query', 'natural', 'language', 'form', 'updated', 'show', 'repair', 'done', 'cars', 'brand', 'xyz'] ['user', 'may', 'input', 'keywords', 'time', 'keyword', 'input', 'one', 'datasets', 'relating', 'keyword', 'identified', 'suggested', 'query', 'natural', 'language', 'form', 'updated', 'new', 'dataset', 'identified', 'continuing', 'repair', 'example', 'keyword', 'may', 'location', 'sweden', 'one', 'datasets', 'relating', 'keyword', 'sweden', 'identified', 'using', 'ontology', 'suggested', 'query', 'natural', 'language', 'form', 'updated', 'read', 'show', 'repair', 'done', 'cars', 'brand', 'xyz', 'performed', 'sweden'] ['embodiment', 'ontology', 'may', 'indicate', 'keyword', 'input', 'may', 'multiple', 'potential', 'tations', 'relationship', 'datasets', 'identified', 'based', 'previous', 'keywords', 'potential', 'option', 'interpreting', 'keyword', 'may', 'provided', 'user', 'interface', 'selection', 'user', 'suggested', 'query', 'updated', 'accordingly', 'example', 'continuing', 'repair', 'example', 'keyword', 'sweden', 'ciated', 'ontology', 'datasets', 'containing', 'people', 'country', 'contains', 'sweden', 'people', 'job', 'title', 'contains', 'sweden', 'performed', 'country', 'sweden', 'keyword', 'sweden', 'input', 'menu', 'may', 'provided', 'allowing', 'user', 'select', 'one', 'option'] ['query', 'builder', 'configured', 'receive', 'selection', 'one', 'suggested', 'query', 'user', 'interface', 'based', 'selected', 'query', 'query', 'builder', 'generates', 'code', 'database', 'query', 'code', 'database', 'query', 'operable', 'generate', 'object', 'datasets', 'data', 'repository', 'may', 'used', 'answer', 'query', 'example', 'code', 'database', 'query', 'executed', 'may', 'cause', 'system', 'generate', 'joined', 'table', 'comprising', 'relevant', 'part', 'datasets', 'identified', 'based', 'input', 'keywords'] ['code', 'may', 'generated', 'using', 'machine', 'lation', 'technique', 'neural', 'machine', 'translation', 'deep', 'learning', 'example', 'neural', 'network', 'may', 'trained', 'training', 'set', 'comprising', 'known', 'natural', 'language', 'query', 'keywords', 'known', 'corresponding', 'code', 'database', 'query', 'ontology', 'data', 'may', 'also', 'used', 'input', 'neural', 'network', 'long', 'memory', 'network', 'one', 'example', 'neural', 'network', 'used', 'translation'] ['generated', 'code', 'may', 'comprise', 'code', 'operable', 'generate', 'particular', 'object', 'view', 'identified', 'datasets', 'code', 'may', 'generated', 'based', 'logical', 'data', 'identified', 'datasets', 'present', 'ontology', 'code', 'may', 'example', 'python', 'code', 'code', 'sql', 'code'] ['generated', 'code', 'may', 'comprise', 'one', 'filter', 'datasets', 'based', 'input', 'keywords', 'example', 'filter', 'may', 'filter', 'datasets', 'using', 'one', 'received', 'keywords', 'remove', 'entry', 'contain', 'keywords'] ['generated', 'code', 'may', 'comprise', 'one', 'operation', 'datasets', 'based', 'input', 'keywords', 'example', 'input', 'keywords', 'may', 'include', 'keywords', 'indicate', 'operation', 'performed'] ['datasets', 'example', 'keywords', 'may', 'comprise', 'tions', 'maximum', 'minimum', 'average', 'mean', 'median', 'mode', 'range'] ['database', 'query', 'may', 'sent', 'one', 'analysis', 'tool', 'use', 'analysing', 'datasets', 'example', 'analysis', 'tool', 'may', 'provided', 'code', 'editable', 'format', 'allows', 'user', 'examine', 'modify', 'code', 'example', 'troubleshooting'] ['system', 'additionally', 'comprises', 'user', 'interface', 'example', 'form', 'graphical', 'user', 'interface', 'user', 'interface', 'allows', 'user', 'interact', 'system', 'example', 'input', 'keywords', 'interact', 'object', 'stored', 'datasets', 'stored', 'data', 'repository', 'edit', 'ontology', 'example', 'user', 'interaction', 'user', 'may', 'input', 'search', 'request', 'system', 'via', 'user', 'interface'] ['objects', 'returned', 'search', 'request', 'may', 'viewed', 'user', 'interface', 'list', 'object', 'meeting', 'search', 'criterion', 'displayed', 'user', 'interface', 'user', 'may', 'select', 'one', 'object', 'view', 'interact'] ['system', 'used', 'multiple', 'user', 'interacting', 'system', 'user', 'interface', 'different', 'device', 'multiple', 'user', 'attempt', 'edit', 'dataset', 'time', 'vector', 'clock', 'resolution', 'strategy', 'used', 'resolve', 'conflict'] ['fig', 'show', 'example', 'flow', 'diagram', 'method', 'querying', 'database'] ['operation', 'plurality', 'keywords', 'received', 'user', 'may', 'input', 'plurality', 'keywords', 'user', 'interface', 'system', 'keywords', 'may', 'input', 'one', 'time', 'operation', 'performed', 'keyword', 'entered', 'alternatively', 'keywords', 'may', 'input', 'together', 'one', 'query', 'operation', 'formed', 'keywords', 'entered'] ['operation', 'plurality', 'datasets', 'relating', 'plurality', 'keywords', 'determined'] ['determining', 'plurality', 'datasets', 'may', 'formed', 'plurality', 'keywords', 'entered', 'example', 'first', 'keyword', 'received', 'query', 'builder', 'determines', 'one', 'initial', 'datasets', 'initial', 'datasets', 'relating', 'received', 'first', 'keyword', 'first', 'keyword', 'may', 'relate', 'plurality', 'datasets', 'able', 'list', 'relevant', 'datasets', 'provided', 'user', 'selection', 'one', 'initial', 'datasets'] ['user', 'may', 'enter', 'second', 'keyword', 'query', 'builder', 'determines', 'one', 'datasets', 'datasets', 'relating', 'received', 'second', 'keyword', 'second', 'keyword', 'may', 'relate', 'plurality', 'datasets', 'selectable', 'list', 'relevant', 'datasets', 'provided', 'user', 'selection', 'one', 'datasets', 'process', 'may', 'continue', 'received', 'keywords', 'resulting', 'additional', 'datasets', 'determined'] ['embodiment', 'plurality', 'keywords', 'may', 'received', 'together', 'query', 'builder', 'may', 'determine', 'plurality', 'ofrelevant', 'datasets', 'based', 'edge', 'whole', 'plurality', 'received', 'keywords'] ['operation', 'metadata', 'datasets', 'determined', 'examining', 'ontology', 'layer', 'datasets', 'identified', 'based', 'received', 'keywords', 'query', 'builder', 'examines', 'ontology', 'layer', 'analysis', 'potential', 'relationship', 'identified', 'set', 'using', 'ontological', 'data', 'metadata', 'ontology', 'layer', 'associated', 'identified', 'datasets'] ['operation', 'database', 'query', 'suggested', 'natural', 'language', 'based', 'received', 'keywords', 'metadata', 'one', 'query', 'may', 'suggested', 'natural', 'language', 'query', 'may', 'example', 'based', 'template', 'stored', 'ontology', 'example', 'natural', 'language', 'query', 'built', 'using', 'relationship', 'identified', 'datasets', 'stored', 'ontology', 'suggested', 'query', 'may', 'provided', 'list', 'list', 'may', 'ordered', 'likelihood', 'suggested', 'query', 'matching', 'input', 'keywords', 'example', 'one', 'suggested', 'query', 'provided'] ['example', 'user', 'may', 'edit', 'reject', 'suggested', 'query', 'editing', 'suggested', 'query', 'may', 'result', 'flag', 'placed', 'ontology', 'indicating', 'ontology', 'enriched', 'include', 'feature', 'relating', 'query', 'operation', 'selection', 'suggested', 'query', 'received', 'selection', 'suggested', 'query', 'may', 'received', 'user', 'interface'] ['example', 'user', 'may', 'option', 'reject', 'suggestion', 'provided', 'query', 'builder', 'act', 'flag', 'system', 'administrator', 'ontology', 'need', 'enriched'] ['operation', 'object', 'view', 'plurality', 'datasets', 'constructed', 'based', 'selected', 'query', 'structing', 'object', 'view', 'plurality', 'datasets', 'based', 'selected', 'query', 'metadata', 'may', 'comprise', 'ing', 'computer', 'readable', 'database', 'query', 'based', 'selected', 'query', 'metadata', 'computer', 'readable', 'database', 'query', 'may', 'example', 'generated', 'lar', 'database', 'querying', 'language', 'sql', 'guages', 'may', 'alternatively', 'used', 'python', 'computer', 'readable', 'database', 'query', 'may', 'output', 'via', 'user', 'interface', 'editable', 'format', 'user', 'may', 'edit', 'code', 'manually', 'order', 'example', 'optimise', 'code', 'adjust', 'parameter', 'code', 'correct', 'code'] ['constructing', 'object', 'view', 'plurality', 'datasets', 'may', 'alternatively', 'additionally', 'comprise', 'ating', 'table', 'plurality', 'datasets', 'based', 'selected', 'query', 'metadata', 'data', 'subset', 'data', 'identified', 'datasets', 'may', 'joined', 'together', 'using', 'join', 'indicated', 'ontology', 'order', 'create', 'joined', 'dataset', 'joined', 'dataset', 'may', 'output', 'object', 'view'] ['constructing', 'object', 'view', 'plurality', 'datasets', 'may', 'alternatively', 'additionally', 'comprise', 'applying', 'one', 'filter', 'one', 'plurality', 'datasets', 'based', 'selected', 'query', 'metadata', 'selected', 'query', 'may', 'indicate', 'user', 'interested', 'data', 'fying', 'certain', 'condition', 'condition', 'may', 'applied', 'generating', 'object', 'view', 'order', 'filter', 'data', 'plurality', 'datasets', 'may', 'answer', 'user', 'query'] ['object', 'view', 'may', 'provided', 'number', 'format', 'ontology', 'may', 'indicate', 'object', 'may', 'viewed', 'example', 'providing', 'hierarchy', 'object', 'view', 'data', 'datasets', 'described', 'object', 'view', 'may', 'example', 'comprise', 'one', 'table', 'histogram', 'bar', 'graph', 'line', 'graph', 'scatter', 'graph', 'pie', 'chart'] ['object', 'view', 'may', 'output', 'via', 'user', 'interface', 'user', 'may', 'interact', 'object', 'view', 'user', 'interface', 'example', 'change', 'object', 'view', 'changing', 'object', 'view', 'may', 'comprise', 'zooming'] ['object', 'view', 'scrolling', 'data', 'object', 'view', 'changing', 'representation', 'object', 'ing', 'form', 'table', 'graph', 'many', 'example', 'possible'] ['fig', 'show', 'example', 'graphical', 'user', 'interface', 'querying', 'database', 'graphical', 'user', 'interface', 'comprises', 'search', 'bar', 'receiving', 'user', 'input', 'keywords', 'example', 'shown', 'first', 'keyword', 'input', 'search', 'bar'] ['response', 'input', 'keyword', 'search', 'bar', 'menu', 'may', 'appear', 'user', 'interface', 'menu', 'comprises', 'list', 'one', 'suggested', 'set', 'datasets', 'based', 'input', 'keyword', 'example', 'shown', 'list', 'suggested', 'datasets', 'ha', 'two', 'suggested', 'set', 'datasets', 'general', 'number', 'datasets', 'may', 'suggested', 'suggested', 'datasets', 'may', 'based', 'metadata', 'determined', 'examining', 'ontology', 'layer', 'metadata', 'may', 'example', 'indicate', 'synonym', 'input', 'keyword', 'datasets', 'comprising', 'row', 'column', 'title', 'property', 'associated', 'keyword', 'synonym', 'keyword', 'may', 'suggested', 'datasets', 'title', 'ing', 'keyword', 'synonym', 'keyword', 'may', 'alternatively', 'additionally', 'suggested'] ['menu', 'may', 'comprise', 'one', 'filter', 'one', 'filter', 'operable', 'filter', 'suggested', 'datasets', 'available', 'filter', 'may', 'provided', 'based', 'property', 'suggested', 'datasets', 'example', 'one', 'suggested', 'datasets', 'may', 'belong', 'particular', 'class', 'dataset', 'indicated', 'ontology', 'class', 'may', 'provided', 'filter', 'another', 'example', 'one', 'suggested', 'datasets', 'may', 'one', 'property', 'associated', 'indicated', 'ontology', 'property', 'may', 'provided', 'filter'] ['user', 'may', 'select', 'one', 'filter', 'response', 'selection', 'filter', 'list', 'suggested', 'datasets', 'may', 'reduced', 'datasets', 'satisfy', 'selected', 'one', 'filter'] ['feature', 'may', 'provided', 'graphical', 'user', 'interface', 'shown', 'fig', 'example', 'standard', 'menu', 'menu', 'option', 'may', 'provided', 'taskbar'] ['fig', 'show', 'example', 'graphical', 'user', 'interface', 'plurality', 'datasets', 'selected', 'graphical', 'user', 'interface', 'comprises', 'search', 'bar', 'receiving', 'user', 'input', 'keywords', 'described', 'relation', 'fig'] ['graphical', 'user', 'interface', 'comprises', 'one', 'set', 'datasets', 'example', 'two', 'set', 'datasets', 'shown', 'though', 'general', 'number', 'datasets', 'may', 'shown', 'set', 'datasets', 'set', 'datasets', 'previously', 'selected', 'user', 'upon', 'inputting', 'one', 'keywords', 'search', 'bar', 'graphical', 'user', 'interface', 'comprises', 'current', 'query', 'suggestion', 'current', 'query', 'suggestion', 'natural', 'language', 'form', 'suggested', 'query', 'based', 'examining', 'metadata', 'ontology', 'associated', 'selected', 'datasets'] ['example', 'first', 'dataset', 'may', 'relate', 'car', 'repair', 'based', 'keyword', 'input', 'repair', 'second', 'dataset', 'may', 'relate', 'country', 'sweden', 'based', 'keyword', 'input', 'sweden', 'using', 'ontology', 'query', 'builder', 'generates', 'natural', 'language', 'suggested', 'query'] ['show', 'repair', 'performed', 'country', 'sweden', 'suggested', 'query', 'based', 'directional', 'relationship', 'performed', 'keyword', 'repair', 'keywords', 'tagged', 'ontology', 'term', 'country'] ['fig', 'show', 'example', 'graphical', 'user', 'interface', 'input', 'keyword'] ['third', 'keyword', 'input', 'search', 'bar', 'response', 'input', 'keyword', 'search', 'bar', 'menu', 'may', 'appear', 'user', 'interface', 'menu', 'comprises', 'list', 'one', 'suggested', 'set', 'datasets', 'based', 'input', 'keyword', 'described', 'relation', 'fig', 'menu', 'may', 'comprise', 'one', 'filter', 'described', 'relation', 'fig', 'previously', 'identified', 'datasets', 'still', 'present', 'graphical', 'user', 'interface'] ['response', 'selection', 'one', 'suggested', 'set', 'datasets', 'menu', 'example', 'illustrated', 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'indicate', 'change', 'information', 'data', 'field', 'certain', 'colunm', 'data', 'replace', 'instance', 'word'] ['street', 'avenue', 'word', 'road', 'another', 'example', 'change', 'change', 'action', 'log', 'may', 'indicate', 'change', 'information', 'data', 'field', 'certain', 'column', 'data', 'include', 'lowercase', 'letter', 'mation', 'contains', 'uppercase', 'letter', 'change', 'lowercase', 'letter', 'another', 'example', 'change', 'may', 'indicate', 'trim', 'data', 'field', 'containing', 'zip', 'code', 'five', 'number', 'first', 'five', 'number', 'change', 'action', 'log', 'doe', 'include', 'actual', 'change', 'made', 'information', 'data', 'field', 'change', 'action', 'log', 'revised', 'version', 'large', 'data', 'set', 'evaluated', 'instead', 'log', 'action', 'performed', 'change', 'information', 'data', 'field', 'large', 'data', 'set', 'correct', 'error', 'inconsistency', 'modify', 'mation', 'data', 'field', 'large', 'data', 'set', 'suitable', 'subsequent', 'processing', 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'form', 'includes', 'colunms', 'row', 'example', 'full', 'data', 'set', 'includes', 'row', 'data', 'row', 'data', 'row', 'full', 'data', 'set'] ['advantageously', 'present', 'disclosure', 'allows', 'user', 'interact', 'analyze', 'electronic', 'data', 'analytically', 'useful', 'way', 'graphical', 'user', 'interface', 'example', 'described', 'reference', 'fig', 'provide', 'data', 'metric', 'allow', 'user', 'visualize', 'determine', 'wise', 'difficult', 'define', 'relationship', 'pattern'] ['data', 'example', 'system', 'performing', 'numerous', 'operation', 'cleaning', 'preparing', 'data', 'set', 'processing', 'graphical', 'user', 'interface', 'display', 'portion', 'data', 'set', 'provide', 'metric', 'describing', 'information', 'data', 'field', 'data', 'set', 'filter', 'data', 'set', 'display', 'portion', 'data', 'set', 'modify', 'information', 'data', 'set', 'correct', 'error', 'remove', 'inconsistency', 'erwise', 'prepare', 'data', 'processing', 'analysis', 'allows', 'user', 'user', 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'map', 'feature', 'include', 'within', 'selected', 'portion'] ['method', 'claim', 'comprising', 'determining', 'computer', 'system', 'selection'] ['second', 'portion', 'geographic', 'region', 'interface'] ['generating', 'computer', 'system', 'second', 'slide', 'slide', 'presentation', 'based', 'least', 'part', 'second', 'selection', 'second', 'slide', 'including', 'least', 'visual', 'representation', 'selected', 'portion', 'geographic', 'region'] ['method', 'claim', 'wherein', 'generating', 'first', 'slide', 'presentation', 'includes'] ['generating', 'computer', 'system', 'slide', 'data', 'object', 'according', 'selection', 'portion', 'geographic', 'region', 'wherein', 'slide', 'data', 'object', 'reference', 'tion', 'map', 'data', 'corresponding', 'selection', 'linking', 'computer', 'system', 'slide', 'data', 'object', 'map', 'data', 'corresponding', 'given', 'geographic', 'region', 'first', 'slide', 'location', 'corresponding'] ['selection'] ['method', 'claim', 'comprising', 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'feature'] ['united', 'states'] ['iiiiii', 'iiiii'] ['us'] ['patent', 'application', 'publication'] ['wilczynski', 'et', 'al'] ['pub', 'us', 'al'] ['pub', 'date', 'jun'] ['system', 'generate', 'curated', 'ontolo'] ['applicant'] ['publication', 'classification'] ['inventors'] ['related', 'application', 'data'] ['continuation', 'application', 'filed', 'jul', 'pat', 'continuation', 'application', 'filed', 'pat'] ['provisional', 'application', 'filed'] ['abstract'] ['example', 'embodiment', 'relate', 'ontology', 'curation', 'system', 'employed', 'receiving', 'request', 'view', 'data', 'object', 'curating', 'ontology', 'associated', 'data', 'object', 'based', 'attribute', 'request', 'include', 'device', 'user', 'characteristic'] ['prioritize', 'set', 'data', 'objects', 'based', 'machine', 'learned', 'model', 'request', 'attributes'] ['ork'] ['internet'] ['client', 'device'] ['web', 'client'] ['ill'] ['api', 'server'] ['database', 'server'] ['web', 'server'] ['database'] ['fig'] ['fig'] ['v'] ['fig'] ['fig'] ['fig'] ['fig'] ['processors', 'tim'] ['processor'] ['memory'] ['instructions'] ['storage', 'unit'] ['l'] ['bus'] ['components'] ['output', 'input', 'biometric'] ['visual', 'alphanumeric', 'expression', 'acoustic', 'point', 'based', 'biosignals', 'haptic', 'tactile', 'iidentificationi'] ['audio'] ['communication'] ['wireless', 'l'] ['near', 'field', 'bluetooth'] ['j'] ['fig'] ['system', 'generate', 'curated', 'ontologies'] ['priority', 'application'] ['application', 'continuation', 'claim', 'priority', 'ser', 'filed', 'jul', 'continuation', 'claim', 'priority', 'ser', 'filed', 'claim', 'priority', 'sional', 'application', 'ser', 'filed', 'disclosure', 'incorporated', 'herein', 'entirety', 'reference'] ['technical', 'field'] ['present', 'disclosure', 'generally', 'relates', 'technical', 'field', 'machine', 'facilitate', 'curation', 'management', 'data', 'set', 'including', 'ized', 'variant', 'machine', 'improvement', 'variant', 'technology', 'machine', 'become', 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'extremely', 'disruptive', 'database', 'system', 'may', 'require', 'user', 'intervention', 'administrator', 'modify', 'table', 'relationship', 'create', 'new', 'table', 'ship'] ['however', 'volume', 'data', 'set', 'cumbersome', 'store', 'manage', 'curate', 'structure', 'described', 'using', 'ontology', 'data', 'set', 'may', 'include', 'sensor', 'data', 'received', 'one', 'sensor', 'sensor', 'data', 'generally', 'presented', 'time', 'series', 'data', 'point', 'sensor', 'includes', 'timestamp', 'well', 'metadata', 'may', 'indicate', 'source', 'data', 'point', 'identifier', 'sensor', 'sensor', 'data', 'generally', 'collected', 'extended', 'period', 'time', 'result', 'data', 'set', 'may', 'comprise', 'growing', 'volume', 'data', 'require', 'vast', 'storage', 'space'] ['inflexibility', 'typical', 'database', 'ontology', 'therefore', 'present', 'set', 'unique', 'technical', 'challenge', 'attempt', 'made', 'curate', 'ontology', 'based', 'tions', 'requirement', 'incorporating', 'datasets'] 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'thus', 'system', 'curate', 'ontology', 'may', 'configured', 'generate', 'structure', 'reason', 'object', 'structure', 'time', 'data', 'requested'] ['example', 'consider', 'situation', 'wherein', 'two', 'distinct', 'requesting', 'user', 'request', 'view', 'data', 'object', 'search', 'term', 'reference', 'data', 'object', 'one', 'requesting', 'user', 'may', 'part', 'finance', 'within', 'organization', 'requesting', 'user', 'engineering', 'requesting', 'user', 'may', 'therefore', 'require', 'entirely', 'different', 'view', 'requested', 'data', 'requesting', 'user', 'finance', 'may', 'primarily', 'interested', 'accounting', 'data', 'associated', 'data', 'object', 'requesting', 'user', 'may', 'primarily', 'interested', 'project', 'data', 'project', 'associated', 'data', 'object'] ['order', 'surface', 'present', 'relevant', 'data', 'requesting', 'user', 'ontology', 'curation', 'system', 'receives', 'request', 'view', 'data', 'object', 'curate', 'ontology', 'linked', 'data', 'associated', 'data', 'object', 'request', 'based', 'attribute', 'request', 'way', 'relevant', 'aspect', 'requested', 'data', 'object', 'may', 'sented', 'requesting', 'user'] ['example', 'request', 'attribute', 'may', 'include', 'reference', 'data', 'object', 'component', 'data', 'object', 'identifier', 'requesting', 'device', 'well', 'user', 'attribute', 'user', 'making', 'request', 'user', 'profile', 'data', 'response', 'receiving', 'request', 'based', 'ontology', 'curation', 'system', 'identifies', 'property', 'requested', 'data', 'object', 'access', 'one', 'database', 'gather', 'set', 'data', 'object', 'include', 'curated', 'ontology', 'associated', 'data', 'object', 'requesting', 'user', 'ontology', 'curation', 'system', 'retrieves', 'oritizes', 'set', 'data', 'object', 'database', 'based', 'request', 'attribute', 'generates', 'curated', 'ontology', 'based', 'prioritization', 'example', 'system', 'may', 'prioritize', 'show', 'placement', 'various', 'data', 'object', 'separately', 'underlying', 'component', 'searching', 'applying', 'ontology', 'may', 'prioritize', 'amongst', 'various', 'data', 'source', 'data', 'given', 'data', 'source', 'example', 'duplicate', 'older', 'newer', 'entry', 'example', 'embodiment', 'ontology', 'curation', 'system', 'generates', 'cause', 'display', 'view', 'data', 'object', 'based', 'curated', 'ontology', 'graphical', 'user', 'interface', 'gui', 'requesting', 'device', 'format', 'presentation', 'may', 'also', 'based', 'request', 'attribute'] ['database', 'accessed', 'ontology', 'curation', 'system', 'retrieve', 'set', 'data', 'object', 'may', 'include', 'primary', 'database', 'secondary', 'database', 'one', 'ment', 'secondary', 'database', 'includes', 'relational', 'database', 'contains', 'foreign', 'key', 'usable', 'access', 'data', 'object', 'within', 'primary', 'database', 'foreign', 'key', 'field', 'one', 'table', 'uniquely', 'identifies', 'row', 'another', 'table', 'word', 'foreign', 'key', 'defined', 'second', 'table', 'secondary', 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'type', 'data', 'various', 'database', 'well', 'presentation', 'format', 'priority', 'data', 'object', 'example', 'mobile', 'device', 'associated', 'organization', 'may', 'request', 'particular', 'set', 'data', 'object', 'database', 'whereas', 'desktop', 'device', 'associated', 'organization', 'often', 'request', 'another', 'set', 'data', 'object'] ['example', 'embodiment', 'ontology', 'tion', 'system', 'may', 'simply', 'configured', 'based', 'user', 'input', 'defining', 'priority', 'data', 'object', 'based', 'request', 'attribute', 'example', 'ontology', 'curation', 'system', 'may', 'receive', 'configuration', 'specifying', 'priority', 'present', 'format', 'ontology', 'based', 'request', 'attribute', 'request', 'attribute', 'may', 'include', 'device', 'identifier', 'device', 'attribute', 'requesting', 'device', 'mobile', 'desktop', 'wearable', 'etc', 'organization', 'identifier', 'user', 'identifier', 'well', 'team', 'identifier', 'specific', 'team', 'within', 'organization', 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'processor', 'communication', 'capability', 'provide', 'access', 'network', 'smart', 'phone', 'tablet', 'computer', 'personal', 'digital', 'assistant', 'pda', 'personal', 'navigation', 'device', 'pnd', 'handheld', 'computer', 'desktop', 'computer', 'laptop', 'netbook', 'wearable', 'computing', 'device', 'may', 'operated', 'user', 'person'] ['networked', 'system', 'exchange', 'data', 'networked', 'system', 'network'] ['client', 'device', 'communicates', 'network', 'via', 'wired', 'wireless', 'connection', 'example', 'one', 'portion', 'network', 'may', 'comprises', 'ad', 'hoc', 'network', 'intranet', 'extranet', 'virtual', 'private', 'network', 'vpn', 'local', 'area', 'network', 'lan', 'wireless', 'lan', 'wlan', 'wide', 'area', 'network', 'wan', 'wireless', 'wan', 'wwan', 'metropolitan', 'area', 'network', 'man', 'portion', 'internet', 'portion', 'public', 'switched', 'telephone', 'network', 'pstn', 'cellular', 'telephone', 'network', 'wireless', 'network', 'wireless', 'fidelity', 'network', 'worldwide', 'interoperability', 'wave', 'access', 'wimax', 'network', 'another', 'type', 'network', 'suitable', 'combination', 'thereof'] ['various', 'embodiment', 'data', 'exchanged', 'client', 'device', 'networked', 'system', 'may', 'involve', 'function', 'available', 'one', 'user', 'interface', 'uis', 'uis', 'may', 'cally', 'associated', 'web', 'client', 'browser', 'client', 'application', 'executing', 'client', 'device', 'communication', 'networked', 'system', 'fig', 'block', 'diagram', 'illustrating', 'various', 'component', 'ontology', 'curation', 'system'] ['provided', 'part', 'networked', 'system', 'consistent', 'embodiment', 'avoid', 'obscuring', 'inventive', 'subject', 'matter', 'unnecessary', 'detail', 'various', 'functional', 'component', 'module', 'engine', 'mane', 'conveying', 'understanding', 'inventive', 'subject', 'matter', 'omitted', 'fig', 'however', 'skilled', 'artisan', 'readily', 'recognize', 'various', 'additional', 'tional', 'component', 'may', 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'database', 'primary', 'database', 'embodiment', 'primary', 'database', 'may', 'employ', 'ontology', 'schema', 'return', 'search', 'result', 'based', 'request', 'received', 'database', 'server', 'search', 'result', 'may', 'example', 'include', 'data', 'object', 'including', 'string', 'text', 'string', 'json', 'data', 'object'] ['embodiment', 'ontology', 'curation', 'tem', 'may', 'include', 'translation', 'layer', 'object', 'load', 'service', 'configured', 'intercept', 'returned', 'query', 'primary', 'database', 'add', 'type', 'change', 'type', 'otherwise', 'vary', 'returned', 'query', 'based', 'custom', 'ontology', 'example', 'object', 'load', 'service', 'may', 'configured', 'enrich', 'returned', 'search', 'result', 'data', 'retrieved', 'another', 'data', 'source', 'secondary', 'database', 'wherein', 'secondary', 'database', 'may', 'comprise', 'data', 'set', 'include', 'time', 'series', 'data', 'ip', 'geocoding', 'service', 'includes', 'data', 'useable', 'enrich', 'data', 'object', 'ip', 'address', 'received', 'primary', 'database', 'latitude', 'longitude', 'coordinate', 'well', 'map', 'tile', 'database', 'contains', 'map', 'imagery', 'depicting', 'location', 'coordinate'] ['example', 'embodiment', 'primary', 'base', 'return', 'data', 'object', 'response', 'receiving', 'request', 'ontology', 'curation', 'system', 'wherein', 'data', 'object', 'json', 'data', 'object', 'contains', 'primary', 'key', 'ontology', 'curation', 'system', 'receives', 'json', 'object', 'query', 'secondary', 'database', 'using', 'primary', 'key', 'json', 'data', 'object', 'query'] ['communication', 'module', 'provides', 'tionality', 'communicate', 'client', 'device', 'client', 'device', 'order', 'receive', 'request', 'view', 'data', 'object', 'request', 'may', 'include', 'reference', 'data', 'object', 'component', 'data', 'object', 'well', 'attribute', 'property', 'requesting', 'device', 'client', 'device', 'requesting', 'user', 'user', 'communication', 'module', 'communicates', 'request'] ['object', 'component', 'data', 'object', 'may', 'include', 'object', 'property', 'object', 'medium', 'object', 'note', 'object', 'link', 'object', 'property', 'structured', 'piece', 'mation', 'define', 'behavior', 'characteristic', 'data', 'object', 'data', 'type', 'object', 'medium', 'include', 'binary', 'attachment', 'data', 'may', 'include', 'image', 'text', 'video', 'specialized', 'form', 'object', 'note', 'free', 'text', 'container', 'information', 'provide', 'detail', 'data', 'object', 'object', 'link', 'define', 'connection', 'one', 'data', 'object', 'one', 'linked', 'data', 'object', 'data', 'object', 'may', 'also', 'include', 'metadata', 'defines', 'indicate', 'source', 'location', 'data', 'object', 'well', 'temporal', 'data', 'defining', 'point', 'time', 'data', 'object', 'wa', 'collected', 'example', 'embodiment', 'data', 'object', 'may', 'include', 'access', 'control', 'list', 'acl', 'list', 'access', 'control', 'items', 'acis', 'aci', 'defines', 'level', 'permission', 'particular', 'user', 'user', 'group', 'permitted', 'data', 'object', 'acl', 'includes', 'set', 'permission'] ['presentation', 'module', 'generates', 'cause', 'display', 'presentation', 'data', 'object', 'based'] ['curated', 'ontology', 'client', 'device', 'tion', 'may', 'generated', 'based', 'type', 'data', 'include', 'object', 'view', 'presentation', 'requirement', 'associated', 'data', 'type', 'well', 'access', 'credential', 'requesting', 'user', 'example', 'user', 'may', 'greater', 'access', 'privilege', 'user', 'data', 'may', 'viewable', 'example', 'embodiment', 'sentation', 'data', 'object', 'based', 'request', 'attribute', 'include', 'one', 'device', 'property', 'requesting', 'device', 'client', 'device', 'example', 'tation', 'data', 'object', 'may', 'differ', 'based', 'requesting', 'device', 'mobile', 'device', 'versus', 'desktop', 'device', 'device', 'would', 'receive', 'different', 'curated', 'ontology'] ['example', 'embodiment', 'presentation', 'module', 'also', 'determines', 'presentation', 'format', 'linked', 'data', 'object', 'curated', 'ontology', 'based', 'sponding', 'object', 'component', 'example', 'first', 'data', 'object', 'may', 'include', 'object', 'component', 'indicating', 'first', 'data', 'object', 'displayed', 'map', 'image', 'second', 'data', 'object', 'includes', 'object', 'component', 'indicate', 'second', 'data', 'object', 'must', 'displayed', 'time', 'series', 'presentation', 'module', 'format', 'presentation', 'curated', 'ontology', 'based', 'object', 'component'] ['fig', 'also', 'includes', 'depiction', 'database'] ['wherein', 'database', 'may', 'include', 'primary', 'database'] ['secondary', 'database', 'example', 'embodiment', 'primary', 'database', 'may', 'receive', 'data', 'data', 'set', 'data', 'source', 'parsing', 'module', 'may', 'access', 'data', 'database', 'parse', 'data', 'attribute', 'stored', 'within', 'secondary', 'database', 'identifier', 'within', 'data', 'set', 'time', 'stamp', 'example', 'embodiment', 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'multiple', 'hardware', 'module', 'access', 'example', 'one', 'hardware', 'module', 'may', 'perform', 'operation', 'store', 'output', 'operation', 'memory', 'device', 'catively', 'coupled', 'hardware', 'module', 'may', 'later', 'time', 'access', 'memory', 'device', 'retrieve', 'process', 'stored', 'output', 'hardware', 'module', 'may', 'also', 'initiate', 'communication', 'input', 'output', 'device', 'operate', 'resource', 'collection', 'information'] ['various', 'operation', 'example', 'method', 'described', 'herein', 'may', 'performed', 'least', 'partially', 'one', 'processor', 'temporarily', 'configured', 'software', 'permanently', 'configured', 'perform', 'relevant', 'operation', 'whether', 'temporarily', 'permanently', 'configured', 'processor', 'may', 'constitute', 'module', 'operate', 'perform', 'one', 'operation', 'function', 'module', 'referred', 'herein', 'may', 'example', 'embodiment', 'comprise', 'module'] ['similarly', 'method', 'described', 'herein', 'may', 'least', 'partially', 'example', 'least', 'operation', 'method', 'may', 'performed', 'one', 'processor', 'module', 'performance', 'certain', 'operation', 'may', 'tributed', 'among', 'one', 'processor', 'residing', 'within', 'single', 'machine', 'deployed', 'across', 'number', 'machine', 'example', 'embodiment', 'processor', 'processor', 'may', 'located', 'single', 'location', 'within', 'home', 'environment', 'office', 'environment', 'server', 'farm', 'embodiment', 'processor', 'may', 'distributed', 'across', 'number', 'location'] ['one', 'processor', 'may', 'also', 'operate', 'support', 'performance', 'relevant', 'operation', 'cloud', 'computing', 'environment', 'software', 'service', 'saas', 'example', 'least', 'operation', 'may', 'performed', 'group', 'computer', 'example', 'machine', 'including', 'processor', 'operation'] ['accessible', 'via', 'network', 'internet', 'via', 'one', 'appropriate', 'interface', 'apis'] ['electronic', 'apparatus', 'system'] ['example', 'embodiment', 'may', 'implemented', 'digital', 'electronic', 'circuitry', 'computer', 'hardware', 'ware', 'software', 'combination', 'example', 'embodiment', 'may', 'implemented', 'using', 'computer', 'gram', 'product', 'example', 'computer', 'program', 'tangibly', 'embodied', 'information', 'carrier', 'example', 'medium', 'execution', 'control', 'operation', 'data', 'processing', 'apparatus', 'example', 'programmable', 'processor', 'computer', 'multiple', 'er'] ['computer', 'program', 'written', 'form', 'programming', 'language', 'including', 'compiled', 'interpreted', 'language', 'deployed', 'form', 'including', 'standalone', 'program', 'module', 'subroutine', 'unit', 'suitable', 'use', 'computing', 'environment', 'puter', 'program', 'deployed', 'executed', 'one', 'computer', 'multiple', 'computer', 'one', 'site', 'distributed', 'across', 'multiple', 'site', 'interconnected', 'communication', 'network'] ['example', 'embodiment', 'operation', 'may', 'formed', 'one', 'programmable', 'processor', 'executing', 'computer', 'program', 'perform', 'function', 'operating', 'input', 'data', 'generating', 'output', 'method', 'operation', 'also', 'performed', 'apparatus', 'example', 'ments', 'may', 'implemented', 'special', 'purpose', 'logic', 'cuitry', 'fpga', 'asic'] ['computing', 'system', 'include', 'client', 'server', 'client', 'server', 'generally', 'remote', 'typically', 'interact', 'communication', 'work', 'relationship', 'client', 'server', 'arises', 'virtue', 'computer', 'program', 'running', 'respective', 'computer', 'relationship', 'embodiment', 'deploying', 'programmable', 'computing', 'system', 'appreciated', 'hardware', 'software', 'architecture', 'merit', 'consideration', 'specifically', 'appreciated', 'choice', 'whether', 'implement', 'certain', 'functionality', 'permanently', 'configured', 'hardware', 'asic', 'temporarily', 'configured', 'hardware', 'nation', 'software', 'programmable', 'processor', 'combination', 'permanently', 'temporarily', 'configured', 'hardware', 'may', 'design', 'choice', 'set', 'ware', 'machine', 'software', 'architecture', 'may', 'deployed', 'various', 'example', 'embodiment'] ['language'] ['although', 'embodiment', 'present', 'invention', 'described', 'reference', 'specific', 'example', 'embodiment', 'evident', 'various', 'modification', 'change', 'may', 'made', 'embodiment', 'without', 'departing', 'broader', 'scope', 'inventive', 'subject', 'matter', 'accordingly', 'specification', 'drawing', 'regarded', 'illustrative', 'rather', 'restrictive', 'sense', 'accompanying', 'drawing', 'form', 'part', 'hereof', 'show', 'way', 'illustration', 'limitation', 'specific', 'ments', 'subject', 'matter', 'may', 'practiced', 'embodiment', 'illustrated', 'described', 'sufficient', 'detail', 'enable', 'skilled', 'art', 'practice', 'teaching', 'disclosed', 'herein', 'embodiment', 'may', 'used', 'derived', 'therefrom', 'structural', 'logical'] ['tions', 'change', 'may', 'made', 'without', 'departing', 'scope', 'disclosure', 'detailed', 'description', 'fore', 'taken', 'limiting', 'sense', 'scope', 'various', 'embodiment', 'defined', 'appended', 'claim', 'along', 'full', 'range', 'equivalent', 'claim', 'entitled'] ['embodiment', 'inventive', 'subject', 'matter', 'may', 'referred', 'herein', 'individually', 'collectively', 'term', 'invention', 'merely', 'convenience', 'without', 'intending', 'voluntarily', 'limit', 'scope', 'application', 'single', 'invention', 'inventive', 'concept', 'one', 'fact', 'disclosed', 'thus', 'although', 'specific', 'embodiment', 'illustrated', 'described', 'herein', 'appreciated', 'arrangement', 'calculated', 'achieve', 'purpose', 'may', 'substituted', 'specific', 'ments', 'shown', 'disclosure', 'intended', 'cover', 'adaptation', 'variation', 'various', 'embodiment', 'binations', 'embodiment', 'ments', 'specifically', 'described', 'herein', 'apparent', 'skill', 'art', 'upon', 'reviewing', 'tion'] ['publication', 'patent', 'patent', 'document', 'referred', 'document', 'incorporated', 'reference', 'herein', 'entirety', 'though', 'individually', 'incorporated', 'reference', 'event', 'inconsistent', 'usage', 'document', 'document', 'incorporated', 'reference', 'usage', 'incorporated', 'reference', 'considered', 'supplementary', 'document', 'irreconcilable', 'inconsistency', 'usage', 'document', 'control'] ['document', 'term', 'used', 'common', 'patent', 'document', 'include', 'one', 'one', 'independent', 'instance', 'usage', 'least', 'one', 'one', 'document', 'term', 'used', 'refer', 'nonexclusive', 'b', 'includes', 'b', 'b', 'b', 'unless', 'otherwise', 'indicated', 'appended', 'claim', 'term', 'including', 'used', 'equivalent', 'respective', 'term', 'comprising', 'wherein', 'also', 'following', 'claim', 'term', 'ing', 'comprising', 'system', 'device', 'article', 'process', 'includes', 'element', 'addition', 'listed', 'term', 'claim', 'still', 'deemed', 'fall', 'within', 'scope', 'claim'] ['canceled'] ['system', 'comprising'] ['one', 'processor', 'machine'] ['memory', 'storing', 'instruction', 'executed', 'one', 'processor', 'cause', 'machine', 'perform', 'operation', 'comprising'] ['receiving', 'request', 'access', 'data', 'object', 'client', 'device', 'request', 'access', 'data', 'object', 'comprising', 'set', 'request', 'attribute'] ['identifying', 'property', 'data', 'object', 'responsive', 'receiving', 'request', 'access', 'data', 'object', 'client', 'device'] ['accessing', 'plurality', 'data', 'object', 'based', 'property', 'data', 'object'] ['generating', 'presentation', 'plurality', 'data', 'object', 'based', 'set', 'request', 'attribute', 'request'] ['system', 'claim', 'wherein', 'request', 'attribute', 'include', 'one', 'list', 'comprising'] ['user', 'attribute', 'user', 'client', 'device', 'device', 'attribute', 'client', 'device'] ['ontology', 'configuration', 'associated', 'request', 'wherein', 'ontology', 'configuration', 'defines', 'zation', 'plurality', 'data', 'object'] ['system', 'claim', 'wherein', 'generating', 'presentation', 'plurality', 'data', 'object', 'based', 'set', 'request', 'attribute', 'request', 'based', 'machine', 'learned', 'model', 'correlate', 'set', 'request', 'attribute', 'ontology', 'configuration', 'defines', 'prioritization', 'plurality', 'data', 'object'] ['system', 'claim', 'wherein', 'generating', 'presentation', 'plurality', 'data', 'object', 'comprise', 'determining', 'format', 'presentation', 'plurality', 'data', 'object', 'based', 'property', 'data', 'object'] ['format', 'presentation', 'defining', 'graphical', 'erties', 'plurality', 'data', 'object'] ['generating', 'presentation', 'plurality', 'data', 'object', 'based', 'set', 'request', 'attribute', 'request', 'format', 'presentation', 'plurality', 'data', 'object'] ['system', 'claim', 'wherein', 'presentation', 'plurality', 'data', 'object', 'includes', 'identification', 'one', 'link', 'plurality', 'data', 'object'] ['system', 'claim', 'wherein', 'presentation', 'plurality', 'data', 'object', 'includes', 'ontological', 'tree'] ['system', 'claim', 'wherein', 'accessing', 'plurality', 'data', 'object', 'based', 'property', 'data', 'object', 'comprises'] ['accessing', 'database', 'comprises', 'collection', 'data', 'object', 'data', 'object', 'among', 'collection', 'data', 'object', 'including', 'associated', 'permission', 'define', 'access', 'criterion', 'data', 'object', 'among', 'collection', 'data', 'object'] ['retrieving', 'plurality', 'data', 'object', 'collection', 'data', 'object', 'based', 'associated', 'permission', 'set', 'request', 'attribute'] ['method', 'comprising'] ['receiving', 'request', 'access', 'data', 'object', 'client', 'device', 'request', 'access', 'data', 'object', 'comprising', 'set', 'request', 'attribute'] ['identifying', 'property', 'data', 'object', 'responsive', 'receiving', 'request', 'access', 'data', 'object', 'client', 'device'] ['accessing', 'plurality', 'data', 'object', 'based', 'property', 'data', 'object'] ['generating', 'presentation', 'plurality', 'data', 'object', 'based', 'set', 'request', 'attribute', 'request'] ['method', 'claim', 'wherein', 'request', 'attribute', 'include', 'one', 'list', 'comprising'] ['user', 'attribute', 'user', 'client', 'device', 'device', 'attribute', 'client', 'device'] ['ontology', 'configuration', 'associated', 'request', 'wherein', 'ontology', 'configuration', 'defines', 'zation', 'plurality', 'data', 'object'] ['method', 'claim', 'wherein', 'generating', 'presentation', 'plurality', 'data', 'object', 'based', 'set', 'request', 'attribute', 'request', 'based', 'machine', 'learned', 'model', 'correlate', 'set', 'request', 'attribute', 'ontology', 'configuration', 'defines', 'prioritization', 'plurality', 'data', 'object'] ['method', 'claim', 'wherein', 'generating', 'presentation', 'plurality', 'data', 'object', 'comprise', 'determining', 'format', 'presentation', 'plurality', 'data', 'object', 'based', 'property', 'data', 'object'] ['format', 'presentation', 'defining', 'graphical', 'erties', 'plurality', 'data', 'object'] ['generating', 'presentation', 'plurality', 'data', 'object', 'based', 'set', 'request', 'attribute', 'request', 'format', 'presentation', 'plurality', 'data', 'object'] ['method', 'claim', 'wherein', 'presentation', 'plurality', 'data', 'object', 'includes', 'identification', 'one', 'link', 'plurality', 'data', 'object'] ['method', 'claim', 'wherein', 'presentation', 'plurality', 'data', 'object', 'includes', 'ontological', 'tree'] ['method', 'claim', 'wherein', 'accessing', 'plurality', 'data', 'object', 'based', 'property', 'data', 'object', 'comprises'] ['accessing', 'database', 'comprises', 'collection', 'data', 'object', 'data', 'object', 'among', 'collection', 'data', 'object', 'including', 'associated', 'permission', 'define', 'access', 'criterion', 'data', 'object', 'among', 'collection', 'data', 'object'] ['retrieving', 'plurality', 'data', 'object', 'collection', 'data', 'object', 'based', 'associated', 'permission', 'set', 'request', 'attribute'] ['storage', 'medium', 'comprising', 'instruction', 'executed', 'one', 'processor', 'machine', 'cause', 'machine', 'perform', 'operation', 'comprising'] ['receiving', 'request', 'access', 'data', 'object', 'client', 'device', 'request', 'access', 'data', 'object', 'comprising', 'set', 'request', 'attribute'] ['identifying', 'property', 'data', 'object', 'responsive', 'receiving', 'request', 'access', 'data', 'object', 'client', 'device'] ['accessing', 'plurality', 'data', 'object', 'based', 'property', 'data', 'object'] ['generating', 'presentation', 'plurality', 'data', 'object', 'based', 'set', 'request', 'attribute', 'request'] ['storage', 'medium', 'claim', 'wherein', 'request', 'attribute', 'include', 'one', 'list', 'comprising'] ['user', 'attribute', 'user', 'client', 'device', 'device', 'attribute', 'client', 'device'] ['ontology', 'configuration', 'associated', 'request', 'wherein', 'ontology', 'configuration', 'defines', 'zation', 'plurality', 'data', 'object'] ['storage', 'medium', 'claim', 'wherein', 'generating', 'presentation', 'plurality', 'data', 'object', 'based', 'set', 'request', 'attribute', 'request', 'based', 'machine', 'learned', 'model', 'correlate', 'set', 'request', 'attribute', 'ontology', 'configuration', 'defines', 'prioritization', 'plurality', 'data', 'object'] ['storage', 'medium', 'claim', 'wherein', 'generating', 'presentation', 'plurality', 'data', 'object', 'comprise'] ['determining', 'format', 'presentation', 'plurality', 'data', 'object', 'based', 'property', 'data', 'object', 'format', 'presentation', 'defining', 'graphical', 'erties', 'plurality', 'data', 'object'] ['generating', 'presentation', 'plurality', 'data', 'object', 'based', 'set', 'request', 'attribute', 'request', 'format', 'presentation', 'plurality', 'data', 'object'] ['storage', 'medium', 'claim', 'wherein', 'presentation', 'plurality', 'data', 'object', 'includes', 'identification', 'one', 'link', 'plurality', 'data', 'object'] ['storage', 'medium', 'claim', 'wherein', 'presentation', 'plurality', 'data', 'object', 'includes', 'ontological', 'tree'] POS Tagging #POSTagging tagged = [nltk.pos_tag(i) for i in tokenized_sents] tagged [[('abstract', 'JJ'), ('disclosure', 'NN')], [('system', 'NN'), ('among', 'IN'), ('purpose', 'JJ'), ('detecting', 'VBG'), ('health', 'NN'), ('care', 'NN'), ('fraud', 'NN'), ('comprises', 'VBZ'), ('data', 'NNS'), ('import', 'NN'), ('component', 'NN'), ('importing', 'VBG'), ('health', 'NN'), ('care', 'NN'), ('data', 'NNS'), ('data', 'NNS'), ('source', 'NN'), ('health', 'NN'), ('care', 'NN'), ('provider', 'NN'), ('insurer', 'NN'), ('pharmacy', 'NN'), ('data', 'NNS'), ('repositor', 'NN'), ('data', 'NNS'), ('import', 'NN'), ('component', 'NN'), ('creates', 'VBZ'), ('health', 'NN'), ('care', 'NN'), ('object', 'JJ'), ('provider', 'NN'), ('object', 'VBP'), ('describe', 'NN'), ('health', 'NN'), ('care', 'NN'), ('provider', 'NN'), ('patient', 'NN'), ('object', 'VBP'), ('represent', 'NN'), ('health', 'NN'), ('care', 'NN'), ('recipient', 'NN'), ('health', 'NN'), ('care', 'NN'), ('event', 'NN'), ('object', 'NN'), ('describe', 'VBZ'), ('one', 'CD'), ('health', 'NN'), ('care', 'NN'), ('claim', 'NN'), ('prescription', 'NN'), ('medical', 'JJ'), ('procedure', 'NN'), ('diagnosis', 'NN'), ('correlation', 'NN'), ('component', 'NN'), ('identifies', 'NNS'), ('correlation', 'VBP'), ('health', 'NN'), ('care', 'NN'), ('object', 'JJ'), ('graph', 'NN'), ('generator', 'NN'), ('component', 'NN'), ('generates', 'VBZ'), ('graph', 'JJ'), ('network', 'NN'), ('identified', 'VBN'), ('based', 'VBN'), ('least', 'JJS'), ('correlation', 'NN'), ('identified', 'VBN'), ('correlation', 'NN'), ('component', 'NN'), ('graph', 'NN'), ('comprising', 'VBG'), ('linked', 'VBN'), ('node', 'JJ'), ('represent', 'NN'), ('health', 'NN'), ('care', 'NN'), ('object', 'NN'), ('identified', 'VBN'), ('network', 'NN'), ('interface', 'NN'), ('generator', 'NN'), ('generates', 'VBZ'), ('interface', 'VBP'), ('display', 'NN'), ('graph', 'NN'), ('generated', 'VBD'), ('graph', 'JJ'), ('generator', 'NN')], [('tr', 'NN')], [('rri', 'NN')], [('n', 'NN')], [('n', 'NN')], [('fraud', 'NN'), ('detection', 'NN'), ('healthcare', 'NN')], [('benefit', 'NN'), ('claim', 'NN')], [('application', 'NN'), ('claim', 'NN'), ('benefit', 'NN'), ('e', 'VBP'), ('provisional', 'JJ'), ('application', 'NN'), ('filed', 'VBN'), ('march', 'NN'), ('entire', 'JJ'), ('content', 'NN'), ('hereby', 'NN'), ('incorporated', 'VBN'), ('reference', 'NN'), ('fully', 'RB'), ('set', 'VBN'), ('forth', 'NN'), ('herein', 'NN')], [('technical', 'JJ'), ('field', 'NN')], [('present', 'JJ'), ('invention', 'NN'), ('relates', 'VBZ'), ('data', 'NNS'), ('processing', 'NN'), ('technique', 'NN'), ('fraud', 'NN'), ('detection', 'NN'), ('context', 'NN'), ('health', 'NN'), ('insurance', 'NN')], [('mere', 'JJ'), ('reference', 'NN'), ('background', 'IN'), ('art', 'NN'), ('herein', 'NN'), ('construed', 'VBD'), ('admission', 'JJ'), ('art', 'NN'), ('constitutes', 'VBZ'), ('common', 'JJ'), ('general', 'JJ'), ('knowledge', 'NN'), ('relation', 'NN'), ('invention', 'NN')], [('background', 'NN')], [('approach', 'NN'), ('described', 'VBD'), ('section', 'NN'), ('approach', 'NN'), ('could', 'MD'), ('pursued', 'VB'), ('necessarily', 'RB'), ('approach', 'NN'), ('previously', 'RB'), ('conceived', 'VBD'), ('pursued', 'VBN'), ('therefore', 'RB'), ('unless', 'IN'), ('otherwise', 'RB'), ('indicated', 'VBN'), ('assumed', 'VBD'), ('approach', 'NN'), ('described', 'VBN'), ('section', 'NN'), ('qualify', 'NN'), ('prior', 'JJ'), ('art', 'NN'), ('merely', 'RB'), ('virtue', 'JJ'), ('inclusion', 'NN'), ('section', 'NN')], [('healthcare', 'NN'), ('fraud', 'NN'), ('account', 'NN'), ('estimated', 'VBD'), ('billion', 'CD'), ('dollar', 'NN'), ('year', 'NN'), ('waste', 'NN'), ('estimate', 'NN'), ('damage', 'NN'), ('constitute', 'NN'), ('healthcare', 'NN'), ('expenditure', 'NN'), ('one', 'CD'), ('source', 'NN'), ('fraud', 'NN'), ('prescription', 'NN'), ('drug', 'NN'), ('fraud', 'NN'), ('examples', 'VBZ'), ('prescription', 'NN'), ('fraud', 'NN'), ('include', 'VBP'), ('forging', 'VBG'), ('prescription', 'NN'), ('altering', 'VBG'), ('prescription', 'NN'), ('stealing', 'VBG'), ('prescription', 'NN'), ('pad', 'NN'), ('calling', 'VBG'), ('prescription', 'NN'), ('using', 'VBG'), ('online', 'JJ'), ('pharmacy', 'NN'), ('doctor', 'NN'), ('pharmacy', 'NN'), ('shopping', 'VBG'), ('example', 'NN'), ('going', 'VBG'), ('multiple', 'JJ'), ('doctor', 'NN'), ('emergency', 'NN'), ('room', 'NN'), ('pharmacy', 'NN'), ('seeking', 'VBG'), ('prescription', 'NN'), ('faking', 'VBG'), ('symptom', 'JJ'), ('migraine', 'NN'), ('headache', 'NN'), ('toothache', 'NN'), ('cancer', 'NN'), ('psychiatric', 'JJ'), ('disorder', 'NN'), ('attention', 'NN'), ('deficit', 'NN'), ('disorder', 'NN')], [('deliberately', 'RB'), ('injured', 'VBN'), ('oneself', 'PRP'), ('going', 'VBG'), ('across', 'IN'), ('state', 'NN'), ('line', 'NN'), ('seek', 'JJ'), ('fulfillment', 'NN'), ('multiple', 'JJ'), ('pharmacy', 'NN'), ('refilling', 'VBG'), ('prescription', 'NN'), ('ninety', 'NN'), ('day', 'NN'), ('forth', 'JJ'), ('prescription', 'NN'), ('fraud', 'NN'), ('primarily', 'RB'), ('occurs', 'VBZ'), ('retailer', 'NN'), ('pharmacy', 'NN'), ('primarily', 'RB'), ('narcotic', 'JJ'), ('medication', 'NN'), ('muscle', 'NN'), ('relaxant', 'NN'), ('hypnotic', 'NN')], [('source', 'NN'), ('fraud', 'NN'), ('include', 'VBP'), ('insurance', 'NN'), ('claim', 'NN'), ('fraud', 'NN'), ('provider', 'NN'), ('charging', 'VBG'), ('peer', 'NN'), ('service', 'NN'), ('provider', 'NN'), ('billing', 'VBG'), ('test', 'NN'), ('per', 'IN'), ('patient', 'NN'), ('peer', 'NN'), ('provider', 'NN'), ('billing', 'NN'), ('unlikely', 'JJ'), ('unnecessary', 'JJ'), ('medical', 'JJ'), ('procedure', 'NN'), ('upcoding', 'JJ'), ('service', 'NN'), ('billing', 'VBG'), ('expensive', 'JJ'), ('option', 'NN'), ('upcoding', 'VBG'), ('equipment', 'NN'), ('billing', 'VBG'), ('expensive', 'JJ'), ('item', 'NN'), ('delivering', 'VBG'), ('lower', 'JJR'), ('cost', 'NN'), ('item', 'NN'), ('consistently', 'RB'), ('billing', 'VBG'), ('high', 'JJ'), ('cost', 'NN'), ('medical', 'JJ'), ('equipment', 'NN'), ('durable', 'JJ'), ('medical', 'JJ'), ('equipment', 'NN'), ('billing', 'NN'), ('procedure', 'NN'), ('service', 'NN'), ('provided', 'VBD'), ('filing', 'JJ'), ('duplicate', 'JJ'), ('claim', 'NN'), ('bill', 'NN'), ('service', 'NN'), ('two', 'CD'), ('separate', 'JJ'), ('occasion', 'NN'), ('unbundling', 'VBG'), ('group', 'NN'), ('service', 'NN'), ('service', 'NN'), ('billed', 'VBD'), ('one', 'CD'), ('time', 'NN'), ('yield', 'NN'), ('compensation', 'NN'), ('bundled', 'VBD'), ('together', 'RB'), ('kickback', 'JJ'), ('referral', 'JJ'), ('transportation', 'NN'), ('fraud', 'NN'), ('collecting', 'VBG'), ('money', 'NN'), ('multiple', 'NN'), ('insurance', 'NN'), ('provider', 'NN'), ('using', 'VBG'), ('surgical', 'JJ'), ('modifier', 'NN'), ('increase', 'NN'), ('reimbursement', 'NN'), ('fraud', 'NN'), ('involving', 'VBG'), ('viatical', 'JJ'), ('health', 'NN'), ('life', 'NN'), 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('data', 'NNS'), ('object', 'NN'), ('b', 'IN'), ('person', 'NN'), ('child', 'NN'), ('relationship', 'NN'), ('data', 'NNS'), ('object', 'NN'), ('b', 'IN'), ('person', 'NN'), ('ha', 'NN'), ('asymmetric', 'JJ'), ('parent', 'NN'), ('relationship', 'NN'), ('data', 'NNS'), ('object', 'VBP'), ('person', 'NN'), ('symmetric', 'JJ'), ('relationship', 'NN'), ('data', 'NNS'), ('object', 'VBP'), ('c', 'JJ'), ('person', 'NN'), ('asymmetric', 'JJ'), ('member', 'NN'), ('relationship', 'NN'), ('data', 'NNS'), ('object', 'VBP'), ('x', 'JJ'), ('organization', 'NN'), ('type', 'NN'), ('relationship', 'NN'), ('two', 'CD'), ('data', 'NNS'), ('object', 'NN'), ('may', 'MD'), ('vary', 'VB'), ('depending', 'VBG'), ('type', 'NN'), ('data', 'NNS'), ('object', 'VBP'), ('example', 'NN'), ('data', 'NNS'), ('object', 'VBP'), ('person', 'NN'), ('may', 'MD'), ('appear', 'VB'), ('relationship', 'NN'), ('data', 'NNS'), ('object', 'VBP'), ('document', 'NN'), ('may', 'MD'), ('take', 'VB'), ('part', 'NN'), ('relationship', 'NN'), ('data', 'NNS'), ('object', 'VBP'), ('e', 'JJ'), ('event', 'NN'), ('example', 'NN'), ('event', 'NN'), ('connection', 'NN'), ('two', 'CD'), ('data', 'NNS'), ('object', 'VBP'), ('person', 'NN'), ('may', 'MD'), ('connected', 'VB'), ('data', 'NNS'), ('object', 'JJ'), ('flight', 'NN'), ('representing', 'VBG'), ('particular', 'JJ'), ('flight', 'NN'), ('traveled', 'VBD'), ('together', 'RB'), ('flight', 'NN'), ('data', 'NNS'), ('object', 'VBP'), ('conference', 'NN'), ('representing', 'VBG'), ('special', 'JJ'), ('conference', 'NN'), ('participated', 'VBD'), ('conference', 'NN'), ('one', 'CD'), ('embodiment', 'NN'), ('two', 'CD'), ('data', 'NNS'), ('object', 'RB'), ('connected', 'VBN'), ('event', 'NN'), ('also', 'RB'), ('linked', 'VBD'), ('relationship', 'NN'), ('data', 'NNS'), ('object', 'VBP'), ('ha', 'NN'), ('specific', 'JJ'), ('relationship', 'NN'), ('event', 'NN'), ('appear', 'VBP'), ('relationship', 'NN')], [('example', 'NN'), ('matching', 'VBG'), ('property', 'NN'), ('connection', 'NN'), ('two', 'CD'), ('person', 'NN'), ('data', 'NNS'), ('object', 'VBP'), ('representing', 'VBG'), ('brother', 'NN'), ('sister', 'NN'), ('may', 'MD'), ('address', 'VB'), ('property', 'NN'), ('indicating', 'VBG'), ('live', 'JJ'), ('brother', 'NN'), ('sister', 'NN'), ('live', 'JJ'), ('residence', 'NN'), ('address', 'NN'), ('property', 'NN'), ('contain', 'NN'), ('similar', 'JJ'), ('identical', 'JJ'), ('property', 'NN'), ('value', 'NN'), ('one', 'CD'), ('embodiment', 'NN'), ('link', 'NN'), ('two', 'CD'), ('data', 'NNS'), ('object', 'NN'), ('may', 'MD'), ('created', 'VB'), ('based', 'VBN'), ('similar', 'JJ'), ('matching', 'VBG'), ('property', 'NN'), ('eg', 'JJ'), ('property', 'NN'), ('type', 'NN'), ('property', 'NN'), ('value', 'NN'), ('data', 'NNS'), ('object', 'VBP'), ('example', 'NN'), ('type', 'NN'), ('compound', 'NN'), ('represented', 'VBD'), ('link', 'JJ'), ('type', 'NN'), ('compound', 'NN'), ('represented', 'VBD'), ('embodiments', 'NNS'), ('limited', 'JJ'), ('particular', 'JJ'), ('type', 'NN'), ('connection', 'NN'), ('data', 'NNS'), ('object', 'VBP'), ('example', 'NN'), ('document', 'NN'), ('might', 'MD'), ('contain', 'VB'), ('reference', 'NN'), ('two', 'CD'), ('different', 'JJ'), ('object', 'JJ'), ('example', 'NN'), ('document', 'NN'), ('may', 'MD'), ('include', 'VB'), ('reference', 'NN'), ('payment', 'NN'), ('one', 'CD'), ('object', 'NN'), ('person', 'NN'), ('second', 'JJ'), ('object', 'JJ'), ('link', 'NN'), ('two', 'CD'), ('object', 'JJ'), ('represent', 'JJ'), ('connection', 'NN'), ('two', 'CD'), ('entity', 'NN'), ('common', 'JJ'), ('occurrence', 'NN'), ('document', 'NN')], [('data', 'NNS'), ('object', 'VBP'), ('multiple', 'JJ'), ('link', 'VBP'), ('another', 'DT'), ('data', 'NN'), ('object', 'NN'), ('add', 'NN'), ('link', 'VBP'), ('sentence', 'NN'), ('build', 'JJ'), ('example', 'NN'), ('two', 'CD'), ('person', 'NN'), ('data', 'NNS'), ('object', 'VBP'), ('representing', 'VBG'), ('husband', 'NN'), ('wife', 'NN'), ('could', 'MD'), ('linked', 'VB'), ('spouse', 'NN'), ('relationship', 'NN'), ('matching', 'VBG'), ('address', 'NN'), ('property', 'NN'), ('one', 'CD'), ('matching', 'NN'), ('event', 'NN'), ('property', 'NN'), ('eg', 'NN'), ('wedding', 'NN'), ('every', 'DT')], [('link', 'NN'), ('represented', 'VBN'), ('data', 'NNS'), ('database', 'NN'), ('link', 'NN'), ('type', 'NN'), ('defined', 'VBD'), ('database', 'NN'), ('ontology', 'NN'), ('used', 'VBN'), ('database', 'NN')], [('show', 'NN'), ('embodiment', 'JJ'), ('process', 'NN'), ('generating', 'VBG'), ('person', 'NN'), ('object', 'JJ'), ('property', 'NN'), ('multiple', 'NN'), ('data', 'NNS'), ('source', 'NN'), ('problems', 'NNS'), ('related', 'VBN'), ('data', 'NNS'), ('quality', 'NN'), ('may', 'MD'), ('occur', 'VB'), ('data', 'NNS'), ('object', 'JJ'), ('result', 'NN'), ('automatic', 'JJ'), ('integration', 'NN'), ('data', 'NNS'), ('multiple', 'NN'), ('source', 'NN'), ('addition', 'NN'), ('error', 'NN'), ('may', 'MD'), ('introduced', 'VB'), ('data', 'NNS'), ('entry', 'NN'), ('error', 'NN'), ('spelling', 'VBG'), ('mistake', 'JJ'), ('otherwise', 'RB'), ('example', 'NN'), ('provide', 'VBP'), ('multiple', 'JJ'), ('data', 'NNS'), ('source', 'NN'), ('data', 'NNS'), ('merge', 'NN')], [('system', 'NN'), ('data', 'NNS'), ('including', 'VBG'), ('utility', 'NN'), ('bill', 'NN'), ('call', 'NN'), ('record', 'NN'), ('punishments', 'NNS'), ('driver', 'VB')], [('registration', 'NN'), ('personal', 'JJ'), ('information', 'NN'), ('etc', 'FW'), ('depending', 'VBG'), ('embodiment', 'NN'), ('data', 'NNS'), ('source', 'NN'), ('provide', 'VBP'), ('different', 'JJ'), ('type', 'NN'), ('data', 'NNS'), ('may', 'MD'), ('different', 'JJ'), ('entity', 'NN'), ('single', 'JJ'), ('entity', 'NN')], ...] import spacy sp = spacy.load('en_core_web_sm') from spacy import displacy str1 = ''.join(doc) sen = sp(str1) displacy.render(sen, style='dep', jupyter=True, options={'distance': 220}) abstract PROPN disclosuresystem NOUN among ADP purpose NOUN detecting VERB health NOUN care NOUN fraud NOUN comprises VERB data NOUN import PROPN component PROPN importing VERB health PROPN care PROPN data PROPN data NOUN source NOUN health NOUN care NOUN provider NOUN insurer NOUN pharmacy NOUN data PROPN repositor NOUN data PROPN import PROPN component NOUN creates VERB health NOUN care NOUN object NOUN provider NOUN object NOUN describe VERB health NOUN care NOUN provider NOUN patient NOUN object NOUN represent VERB health NOUN care NOUN recipient PROPN health NOUN care NOUN event NOUN object NOUN describe VERB health NOUN care NOUN claim NOUN prescription NOUN medical PROPN procedure NOUN diagnosis PROPN correlation PROPN component PROPN identifies VERB correlation NOUN health PROPN care NOUN object NOUN graph NOUN generator NOUN component PROPN generates VERB graph PROPN network NOUN identified VERB based VERB least ADJ correlation NOUN identified VERB correlation NOUN component NOUN graph NOUN comprising NOUN linked VERB node PROPN represent VERB health NOUN care NOUN object NOUN identified VERB network NOUN interface NOUN generator NOUN generates VERB interface PROPN display NOUN graph NOUN generated VERB graph NOUN generatorfraud NOUN detection NOUN healthcarebenefit NOUN claimapplication PROPN claim NOUN benefit VERB provisional ADJ application NOUN filed VERB march PROPN entire ADJ content NOUN hereby PROPN incorporated VERB reference NOUN fully ADV forth ADV hereintechnical ADJ fieldpresent NOUN invention NOUN relates VERB data NOUN processing NOUN technique NOUN fraud NOUN detection NOUN context NOUN health NOUN insurancemere ADV reference NOUN background NOUN herein PROPN construed VERB admission NOUN constitutes VERB common ADJ general ADJ knowledge PROPN relation NOUN inventionbackgroundapproach PROPN described VERB section NOUN approach NOUN could VERB pursued VERB necessarily ADV approach VERB previously ADV conceived VERB pursued VERB therefore ADV unless SCONJ otherwise ADV indicated VERB assumed VERB approach NOUN described VERB section NOUN qualify VERB prior ADV merely ADV virtue VERB inclusion NOUN section NOUN amod nsubj prep pobj acl compound compound dobj compound compound dobj acl compound compound compound compound dobj compound compound compound compound compound compound compound compound compound nsubj conj compound compound compound compound nsubj ccomp compound compound compound compound nsubj conj compound dobj compound compound compound compound nsubj compound compound compound compound compound amod compound compound compound compound compound compound compound compound compound compound compound compound compound compound nsubj acl acl advmod npadvmod advcl compound compound nsubj acl amod dobj compound compound dobj acl compound compound nsubj ccomp compound compound nsubj amod compound compound compound compound compound nsubj amod nsubj acl compound amod compound advmod amod dobj advmod advmod amod compound dobj ccomp compound compound compound compound compound compound dobj advmod compound compound nsubj amod nsubj amod amod compound compound nmod amod compound nsubj aux ccomp advmod dobj advmod dep advcl advmod mark advmod nsubj amod npadvmod amod compound advcl advmod advmod compound compound dobj Named Entity Recognition by POS Tags from spacy import displacy sen = sp(str1) displacy.render(sen, style='ent', jupyter=True) print(sen.ents) abstract disclosuresystem among purpose detecting health care fraud comprises data import component importing health care data data source health care provider insurer pharmacy data repositor data import component creates health care object provider object describe health care provider patient object represent health care recipient health care event object describe health care claim prescription medical procedure diagnosis correlation component identifies correlation health care object graph generator component generates graph network identified based least correlation identified correlation component graph comprising linked node represent health care object identified network interface generator generates interface display graph generated graph generatorfraud detection healthcarebenefit claimapplication claim benefit provisional application filed march DATE entire content hereby incorporated reference fully forth hereintechnical fieldpresent invention relates data processing technique fraud detection context health insurancemere reference background herein ORG construed admission constitutes common general knowledge relation inventionbackgroundapproach ORG described section approach could pursued necessarily approach previously conceived pursued therefore unless otherwise indicated assumed approach described section qualify prior merely virtue inclusion section (march, herein, relation inventionbackgroundapproach) WordCloud #wordcloud from wordcloud import WordCloud, STOPWORDS import matplotlib.pyplot as plt import pandas as pd wordcloud = WordCloud(width = 800, height = 800, background_color ='white', stopwords = stopwords, min_font_size = 10).generate(str(fcorpus)) # plot the WordCloud image plt.figure(figsize = (8, 8), facecolor = None) plt.imshow(wordcloud) plt.axis("off") plt.tight_layout(pad = 0) plt.show() Unigram, Bigram, Trigram #visualizing the most frequent words occuring in the document from sklearn.feature_extraction.text import CountVectorizer from yellowbrick.text import FreqDistVisualizer # Load the text data vectorizer = CountVectorizer() docs = vectorizer.fit_transform(fcorpus) features = vectorizer.get_feature_names() visualizer = FreqDistVisualizer(features=features, orient='v') visualizer.fit(docs) /usr/local/lib/python3.6/dist-packages/sklearn/base.py:197: FutureWarning: From version 0.24, get_params will raise an AttributeError if a parameter cannot be retrieved as an instance attribute. Previously it would return None. FutureWarning) FrequencyVisualizer(ax=, color=None, features=['aa', 'aaa', 'aaaaaaaoaaaooaaoao', 'aaai', 'aakash', 'aam', 'aan', 'aangeeft', 'aangeleverd', 'aanklachten', 'aanlevering', 'aanvang', 'aanvraag', 'aanvraagnummer', 'aanvrage', 'aanwijzing', 'aanwijzingen', 'aanwijzingidentificatieorgaancomponent', 'aanwijzingidentificatorcomponent', 'aanzien', 'aanzienlijk', 'aanzienlijke', 'aapl', 'aaron', 'aarskog', 'ab', 'abandoned', 'abase', 'abbey', 'abbreviated', ...], n=None, orient='v') str2=''.join(fcorpus) tokens = nltk.word_tokenize(str2) list(nltk.bigrams(tokens)) [('abstract', 'disclosuresystem'), ('disclosuresystem', 'among'), ('among', 'purpose'), ('purpose', 'detecting'), ('detecting', 'health'), ('health', 'care'), ('care', 'fraud'), ('fraud', 'comprises'), ('comprises', 'data'), ('data', 'import'), ('import', 'component'), ('component', 'importing'), ('importing', 'health'), ('health', 'care'), ('care', 'data'), ('data', 'data'), ('data', 'source'), ('source', 'health'), ('health', 'care'), ('care', 'provider'), ('provider', 'insurer'), ('insurer', 'pharmacy'), ('pharmacy', 'data'), ('data', 'repositor'), ('repositor', 'data'), ('data', 'import'), ('import', 'component'), ('component', 'creates'), ('creates', 'health'), ('health', 'care'), ('care', 'object'), ('object', 'provider'), ('provider', 'object'), ('object', 'describe'), ('describe', 'health'), ('health', 'care'), ('care', 'provider'), ('provider', 'patient'), ('patient', 'object'), ('object', 'represent'), ('represent', 'health'), ('health', 'care'), ('care', 'recipient'), ('recipient', 'health'), ('health', 'care'), ('care', 'event'), ('event', 'object'), ('object', 'describe'), ('describe', 'health'), ('health', 'care'), ('care', 'claim'), ('claim', 'prescription'), ('prescription', 'medical'), ('medical', 'procedure'), ('procedure', 'diagnosis'), ('diagnosis', 'correlation'), ('correlation', 'component'), ('component', 'identifies'), ('identifies', 'correlation'), ('correlation', 'health'), ('health', 'care'), ('care', 'object'), ('object', 'graph'), ('graph', 'generator'), ('generator', 'component'), ('component', 'generates'), ('generates', 'graph'), ('graph', 'network'), ('network', 'identified'), ('identified', 'based'), ('based', 'least'), ('least', 'correlation'), ('correlation', 'identified'), ('identified', 'correlation'), ('correlation', 'component'), ('component', 'graph'), ('graph', 'comprising'), ('comprising', 'linked'), ('linked', 'node'), ('node', 'represent'), ('represent', 'health'), ('health', 'care'), ('care', 'object'), ('object', 'identified'), ('identified', 'network'), ('network', 'interface'), ('interface', 'generator'), ('generator', 'generates'), ('generates', 'interface'), ('interface', 'display'), ('display', 'graph'), ('graph', 'generated'), ('generated', 'graph'), ('graph', 'generatorfraud'), ('generatorfraud', 'detection'), ('detection', 'healthcarebenefit'), ('healthcarebenefit', 'claimapplication'), ('claimapplication', 'claim'), ('claim', 'benefit'), ('benefit', 'provisional'), ('provisional', 'application'), ('application', 'filed'), ('filed', 'march'), ('march', 'entire'), ('entire', 'content'), ('content', 'hereby'), ('hereby', 'incorporated'), ('incorporated', 'reference'), ('reference', 'fully'), ('fully', 'forth'), ('forth', 'hereintechnical'), ('hereintechnical', 'fieldpresent'), ('fieldpresent', 'invention'), ('invention', 'relates'), ('relates', 'data'), ('data', 'processing'), ('processing', 'technique'), ('technique', 'fraud'), ('fraud', 'detection'), ('detection', 'context'), ('context', 'health'), ('health', 'insurancemere'), ('insurancemere', 'reference'), ('reference', 'background'), ('background', 'herein'), ('herein', 'construed'), ('construed', 'admission'), ('admission', 'constitutes'), ('constitutes', 'common'), ('common', 'general'), ('general', 'knowledge'), ('knowledge', 'relation'), ('relation', 'inventionbackgroundapproach'), ('inventionbackgroundapproach', 'described'), ('described', 'section'), ('section', 'approach'), ('approach', 'could'), ('could', 'pursued'), ('pursued', 'necessarily'), ('necessarily', 'approach'), ('approach', 'previously'), ('previously', 'conceived'), ('conceived', 'pursued'), ('pursued', 'therefore'), ('therefore', 'unless'), ('unless', 'otherwise'), ('otherwise', 'indicated'), ('indicated', 'assumed'), ('assumed', 'approach'), ('approach', 'described'), ('described', 'section'), ('section', 'qualify'), ('qualify', 'prior'), ('prior', 'merely'), ('merely', 'virtue'), ('virtue', 'inclusion'), ('inclusion', 'sectionhealthcare'), ('sectionhealthcare', 'fraud'), ('fraud', 'account'), ('account', 'estimated'), ('estimated', 'billion'), ('billion', 'dollar'), ('dollar', 'year'), ('year', 'waste'), ('waste', 'estimate'), ('estimate', 'damage'), ('damage', 'constitute'), ('constitute', 'healthcare'), ('healthcare', 'expenditure'), ('expenditure', 'source'), ('source', 'fraud'), ('fraud', 'prescription'), ('prescription', 'drug'), ('drug', 'fraud'), ('fraud', 'examples'), ('examples', 'prescription'), ('prescription', 'fraud'), ('fraud', 'include'), ('include', 'forging'), ('forging', 'prescription'), ('prescription', 'altering'), ('altering', 'prescription'), ('prescription', 'stealing'), ('stealing', 'prescription'), ('prescription', 'calling'), ('calling', 'prescription'), ('prescription', 'using'), ('using', 'online'), ('online', 'pharmacy'), ('pharmacy', 'doctor'), ('doctor', 'pharmacy'), ('pharmacy', 'shopping'), ('shopping', 'example'), ('example', 'going'), ('going', 'multiple'), ('multiple', 'doctor'), ('doctor', 'emergency'), ('emergency', 'room'), ('room', 'pharmacy'), ('pharmacy', 'seeking'), ('seeking', 'prescription'), ('prescription', 'faking'), ('faking', 'symptom'), ('symptom', 'migraine'), ('migraine', 'headache'), ('headache', 'toothache'), ('toothache', 'cancer'), ('cancer', 'psychiatric'), ('psychiatric', 'disorder'), ('disorder', 'attention'), ('attention', 'deficit'), ('deficit', 'disorderdeliberately'), ('disorderdeliberately', 'injured'), ('injured', 'oneself'), ('oneself', 'going'), ('going', 'across'), ('across', 'state'), ('state', 'line'), ('line', 'seek'), ('seek', 'fulfillment'), ('fulfillment', 'multiple'), ('multiple', 'pharmacy'), ('pharmacy', 'refilling'), ('refilling', 'prescription'), ('prescription', 'ninety'), ('ninety', 'forth'), ('forth', 'prescription'), ('prescription', 'fraud'), ('fraud', 'primarily'), ('primarily', 'occurs'), ('occurs', 'retailer'), ('retailer', 'pharmacy'), ('pharmacy', 'primarily'), ('primarily', 'narcotic'), ('narcotic', 'medication'), ('medication', 'muscle'), ('muscle', 'relaxant'), ('relaxant', 'hypnoticsource'), ('hypnoticsource', 'fraud'), ('fraud', 'include'), ('include', 'insurance'), ('insurance', 'claim'), ('claim', 'fraud'), ('fraud', 'provider'), ('provider', 'charging'), ('charging', 'peer'), ('peer', 'service'), ('service', 'provider'), ('provider', 'billing'), ('billing', 'test'), ('test', 'patient'), ('patient', 'peer'), ('peer', 'provider'), ('provider', 'billing'), ('billing', 'unlikely'), ('unlikely', 'unnecessary'), ('unnecessary', 'medical'), ('medical', 'procedure'), ('procedure', 'upcoding'), ('upcoding', 'service'), ('service', 'billing'), ('billing', 'expensive'), ('expensive', 'option'), ('option', 'upcoding'), ('upcoding', 'equipment'), ('equipment', 'billing'), ('billing', 'expensive'), ('expensive', 'item'), ('item', 'delivering'), ('delivering', 'lower'), ('lower', 'cost'), ('cost', 'item'), ('item', 'consistently'), ('consistently', 'billing'), ('billing', 'high'), ('high', 'cost'), ('cost', 'medical'), ('medical', 'equipment'), ('equipment', 'durable'), ('durable', 'medical'), ('medical', 'equipment'), ('equipment', 'billing'), ('billing', 'procedure'), ('procedure', 'service'), ('service', 'provided'), ('provided', 'filing'), ('filing', 'duplicate'), ('duplicate', 'claim'), ('claim', 'bill'), ('bill', 'service'), ('service', 'separate'), ('separate', 'occasion'), ('occasion', 'unbundling'), ('unbundling', 'group'), ('group', 'service'), ('service', 'service'), ('service', 'billed'), ('billed', 'time'), ('time', 'yield'), ('yield', 'compensation'), ('compensation', 'bundled'), ('bundled', 'together'), ('together', 'kickback'), ('kickback', 'referral'), ('referral', 'transportation'), ('transportation', 'fraud'), ('fraud', 'collecting'), ('collecting', 'money'), ('money', 'multiple'), ('multiple', 'insurance'), ('insurance', 'provider'), ('provider', 'using'), ('using', 'surgical'), ('surgical', 'modifier'), ('modifier', 'increase'), ('increase', 'reimbursement'), ('reimbursement', 'fraud'), ('fraud', 'involving'), ('involving', 'viatical'), ('viatical', 'health'), ('health', 'life'), ('life', 'insurance'), ('insurance', 'nursing'), ('nursing', 'home'), ('home', 'fraud'), ('fraud', 'lack'), ('lack', 'service'), ('service', 'rendered'), ('rendered', 'service'), ('service', 'rendered'), ('rendered', 'professional'), ('professional', 'forthsummary'), ('forthsummary', 'inventionaccording'), ('inventionaccording', 'aspect'), ('aspect', 'present'), ('present', 'invention'), ('invention', 'provided'), ('provided', 'system'), ('system', 'computing'), ('computing', 'device'), ('device', 'comprisingdata'), ('comprisingdata', 'import'), ('import', 'component'), ('component', 'importing'), ('importing', 'health'), ('health', 'care'), ('care', 'data'), ('data', 'data'), ('data', 'source'), ('source', 'data'), ('data', 'source'), ('source', 'including'), ('including', 'health'), ('health', 'care'), ('care', 'provider'), ('provider', 'insurer'), ('insurer', 'pharmacydata'), ('pharmacydata', 'repository'), ('repository', 'data'), ('data', 'import'), ('import', 'component'), ('component', 'creates'), ('creates', 'health'), ('health', 'care'), ('care', 'object'), ('object', 'representing'), ('representing', 'health'), ('health', 'care'), ('care', 'data'), ('data', 'accordance'), ('accordance', 'defined'), ('defined', 'ontology'), 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'configured'), ('configured', 'identify'), ('identify', 'network'), ('network', 'related'), ('related', 'particular'), ('particular', 'node'), ('node', 'selected'), ('selected', 'inputembodiment'), ('inputembodiment', 'system'), ('system', 'comprises'), ('comprises', 'filtering'), ('filtering', 'component'), ('component', 'identifies'), ('identifies', 'network'), ('network', 'graph'), ('graph', 'generator'), ('generator', 'graph'), ('graph', 'metric'), ('metric', 'calculator'), ('calculator', 'configured'), ('configured', 'calculate'), ('calculate', 'metric'), ('metric', 'associated'), ('associated', 'health'), ('health', 'care'), ('care', 'object'), ('object', 'based'), ('based', 'least'), ('least', 'identified'), ('identified', 'correlation'), ('correlation', 'lead'), ('lead', 'identifier'), ('identifier', 'component'), ('component', 'configured'), ('configured', 'identify'), ('identify', 'health'), ('health', 'care'), ('care', 'object'), ('object', 'lead'), ...] #visualizing the most frequent bigrams occuring in the document from sklearn.feature_extraction.text import CountVectorizer from yellowbrick.text import FreqDistVisualizer # Load the text data vectorizer = CountVectorizer(ngram_range =(2, 2)) docs = vectorizer.fit_transform(fcorpus) features = vectorizer.get_feature_names() visualizer = FreqDistVisualizer(features=features, orient='v') visualizer.fit(docs) /usr/local/lib/python3.6/dist-packages/sklearn/base.py:197: FutureWarning: From version 0.24, get_params will raise an AttributeError if a parameter cannot be retrieved as an instance attribute. Previously it would return None. FutureWarning) FrequencyVisualizer(ax=, color=None, features=['aaai iaai', 'aakash goenka', 'aangeleverd voor', 'aangeleverd zijn', 'aanklachten betreffende', 'aanvang onderzoek', 'aanvraag elektronisch', 'aanvraag gepubliceerd', 'aanvraag ingediend', 'aanvraag relevant', 'aanvraag zoals', 'aanvrage gepubliceerd', 'aanwijzing ide... 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'health', 'care'), ('health', 'care', 'object'), ('care', 'object', 'based'), ('object', 'based', 'least'), ('based', 'least', 'identified'), ('least', 'identified', 'correlation'), ('identified', 'correlation', 'lead'), ('correlation', 'lead', 'identifier'), ('lead', 'identifier', 'component'), ('identifier', 'component', 'configured'), ('component', 'configured', 'identify'), ('configured', 'identify', 'health'), ('identify', 'health', 'care'), ('health', 'care', 'object'), ('care', 'object', 'lead'), ('object', 'lead', 'fraud'), ...] #visualizing the most frequent trigrams occuring in the document from sklearn.feature_extraction.text import CountVectorizer from yellowbrick.text import FreqDistVisualizer # Load the text data vectorizer = CountVectorizer(ngram_range =(3, 3)) docs = vectorizer.fit_transform(fcorpus) features = vectorizer.get_feature_names() visualizer = FreqDistVisualizer(features=features, orient='v') visualizer.fit(docs) /usr/local/lib/python3.6/dist-packages/sklearn/base.py:197: FutureWarning: From version 0.24, get_params will raise an AttributeError if a parameter cannot be retrieved as an instance attribute. Previously it would return None. FutureWarning) FrequencyVisualizer(ax=, color=None, features=['aakash goenka london', 'aangeleverd voor onderzoek', 'aangeleverd zijn benodigde', 'aanklachten betreffende gevallen', 'aanvraag elektronisch ingediend', 'aanvraag relevant zijn', 'aanvraag zoals ingediend', 'aanvraag zoals oorspronkelijk', 'aanvrage gepubliceerd indie... 'aapl embodiment metric', 'aaron davidson berkeley', 'aarskog vernon traub', 'abbey kristen review', 'abbreviated colurmi masking', 'abbreviated herein point', 'abbreviated initial code', 'abbreviation align left', 'abbreviation code value', 'abbreviation food item', 'abbreviation identifier table', 'abbreviation matching score', 'abbreviation score node', 'abbreviation score value', ...], n=None, orient='v') Sentiment Analysis #sentiment analysis using textblob from textblob import TextBlob neg=-1 pos=1 nt=0 c=[] for i in range(0,len(fcorpus)): testi=fcorpus[i] testimonial = TextBlob(testi) testimonial.sentiment t=testimonial.sentiment.polarity if t < 0: c.append(neg) elif t > 0: c.append(pos) elif t == 0: c.append(nt) c [0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, -1, 1, -1, 0, 0, 0, 0, 0, -1, 1, 0, 0, 0, -1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, -1, 1, 1, 1, -1, -1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, -1, 0, 0, 0, 0, 1, 0, -1, 0, 0, 1, -1, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, -1, 0, 0, -1, 1, -1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, -1, 1, 0, 0, 0, 0, 0, 0, 0, -1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, -1, -1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, -1, 1, 0, -1, 1, 1, -1, 0, 0, 0, -1, 0, 0, 0, -1, -1, 0, 1, 0, 1, -1, 0, -1, 0, 0, 0, 0, 0, -1, -1, -1, 0, 0, -1, -1, 0, 0, -1, 0, 1, 1, 1, 1, -1, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 1, 1, 0, 0, 1, 1, 1, 1, 1, -1, 1, 1, 1, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, -1, -1, 0, 0, -1, 0, 1, 0, 0, 1, -1, 0, 0, -1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, -1, 1, 0, 0, 0, 0, 0, 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1, 1, 0, 0, 0, 0, 0, 1, 1, -1, 1, 1, -1, 1, -1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, -1, 0, 0, -1, 1, 1, 0, 1, 0, 0, -1, 0, 1, 0, 1, 1, 1, 0, -1, 0, 1, 0, 1, 0, 1, 0, -1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, -1, 1, -1, -1, 1, 1, 0, 0, -1, 0, 1, 0, 0, 0, 0, 1, 1, -1, -1, -1, 0, 0, 0, -1, -1, -1, -1, 0, -1, 1, -1, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 1, 1, -1, 0, 1, 1, -1, 0, 0, 0, -1, 1, -1, -1, 0, 0, 0, 1, -1, 0, 1, 1, 1, 0, 1, 1, 1, 1, -1, 1, 1, 0, 1, 0, -1, -1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 1, 0, 0, -1, 0, 0, 1, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 1, 0, -1, 0, -1, 1, 0, -1, -1, 0, 0, 0, 0, 0, 0, 1, 0, -1, 1, 0, 0, 1, 0, -1, 0, 1, 1, 0, 0, 0, 0, -1, ...] Clustering #Clustering from sklearn.feature_extraction.text import TfidfVectorizer #define vectorizer parameters tfidf_vectorizer = TfidfVectorizer() %time tfidf_matrix = tfidf_vectorizer.fit_transform(fcorpus) #fit the vectorizer to synopses print(tfidf_matrix.shape) CPU times: user 1.3 s, sys: 14 ms, total: 1.32 s Wall time: 1.34 s (84141, 18049) terms = tfidf_vectorizer.get_feature_names() from sklearn.cluster import KMeans num_clusters = 5 km = KMeans(n_clusters=num_clusters, max_iter=1) %time km.fit(tfidf_matrix) clusters = km.labels_.tolist() CPU times: user 13 s, sys: 1.97 s, total: 15 s Wall time: 12.8 s print (clusters) [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 4, 3, 1, 1, 1, 1, 0, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 0, 0, 0, 0, 3, 0, 1, 1, 1, 1, 0, 4, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 3, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 4, 1, 3, 1, 1, 1, 1, 1, 1, 1, 0, 3, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 3, 0, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 3, 1, 1, 0, 1, 1, 1, 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4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 1, 0, 1, 0, 4, 0, 4, 4, 4, 1, 1, 1, 1, 4, 4, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 1, 4, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 4, 4, 1, 1, 4, 1, 1, 1, 4] Topic Modeling #Topic Modeling from sklearn.feature_extraction.text import CountVectorizer count_vect = CountVectorizer(max_df=0.8, min_df=2, stop_words='english') doc_term_matrix = count_vect.fit_transform(fcorpus) doc_term_matrix #Each of 84141 documents is represented as 11810 dimensional vector, which means that our vocabulary has 11810 words. <84141x11810 sparse matrix of type '' with 943741 stored elements in Compressed Sparse Row format> #In the script above we use the LatentDirichletAllocation class from the sklearn.decomposition library to perform LDA on our document-term matrix. The parameter n_components specifies the number of categories, or topics, that we want our text to be divided into. The parameter random_state (aka the seed) is set to 42 from sklearn.decomposition import LatentDirichletAllocation LDA = LatentDirichletAllocation(n_components=20, random_state=42) LDA.fit(doc_term_matrix) LatentDirichletAllocation(batch_size=128, doc_topic_prior=None, evaluate_every=-1, learning_decay=0.7, learning_method='batch', learning_offset=10.0, max_doc_update_iter=100, max_iter=10, mean_change_tol=0.001, n_components=20, n_jobs=None, perp_tol=0.1, random_state=42, topic_word_prior=None, total_samples=1000000.0, verbose=0) #The following script randomly fetches 10 words from our vocabulary: import random for i in range(10): random_id = random.randint(0,len(count_vect.get_feature_names())) print(count_vect.get_feature_names()[random_id]) ability junction bat aggregated drilled wilczynski video proceedings deselect vulnerable #first topic first_topic = LDA.components_[0] #o sort the indexes according to probability values, we can use the argsort() function. #Once sorted, the 10 words with the highest probabilities will now belong to the last 10 indexes of the array top_topic_words = first_topic.argsort()[-10:] top_topic_words array([ 6180, 10297, 3808, 8258, 6043, 6054, 5091, 3553, 3441, 289]) for i in top_topic_words: twords= count_vect.get_feature_names()[i] print (twords) information action rjj data field resource message criterion result search #printing the 20 words with highest probabilities for all the five topics: for i,topic in enumerate(LDA.components_): print(f'Top 20 words for topic #{i}:') print([count_vect.get_feature_names()[i] for i in topic.argsort()[-20:]]) print('\n') Top 20 words for topic #0: ['associated', 'match', 'subset', 'collection', 'matching', 'query', 'plurality', 'review', 'set', 'based', 'information', 'action', 'rjj', 'data', 'field', 'resource', 'message', 'criterion', 'result', 'search'] Top 20 words for topic #1: ['disk', 'execution', 'stored', 'executed', 'main', 'bus', 'example', 'cause', 'configured', 'software', 'data', 'hardware', 'module', 'device', 'memory', 'storage', 'processor', 'medium', 'instruction', 'computer'] Top 20 words for topic #2: ['receiving', 'command', 'using', 'new', 'example', 'embodiment', 'interface', 'cursor', 'selected', 'device', 'parser', 'type', 'information', 'control', 'selection', 'display', 'graph', 'node', 'user', 'input'] Top 20 words for topic #3: ['represent', 'model', 'identifier', 'document', 'database', 'ontology', 'attribute', 'particular', 'based', 'embodiment', 'associated', 'example', 'relationship', 'link', 'person', 'event', 'property', 'type', 'data', 'object'] Top 20 words for topic #4: ['data', 'attribute', 'subset', 'parameter', 'segment', 'widget', 'time', 'associated', 'concept', 'respective', 'comprises', 'plurality', 'method', 'determining', 'based', 'set', 'display', 'claim', 'value', 'second'] Top 20 words for topic #5: ['include', 'specific', 'understood', 'certain', 'description', 'intended', 'claim', 'used', 'present', 'scope', 'element', 'invention', 'disclosure', 'feature', 'term', 'official', 'embodiment', 'communication', 'dated', 'appl'] Top 20 words for topic #6: ['rule', 'particular', 'list', 'scoring', 'strategy', 'according', 'based', 'user', 'various', 'associated', 'analysis', 'generated', 'embodiment', 'engine', 'example', 'score', 'data', 'alert', 'analyst', 'cluster'] Top 20 words for topic #7: ['message', 'connection', 'corresponding', 'metric', 'computer', 'type', 'local', 'link', 'internet', 'interface', 'sensor', 'task', 'machine', 'example', 'maintenance', 'fault', 'data', 'communication', 'log', 'network'] Top 20 words for topic #8: ['process', 'exemplary', 'web', 'flowchart', 'official', 'block', 'figure', 'dated', 'diagram', 'disclosure', 'patent', 'according', 'communication', 'present', 'document', 'illustrates', 'example', 'embodiment', 'application', 'fig'] Top 20 words for topic #9: ['particular', 'medical', 'service', 'associated', 'claim', 'pharmacy', 'fraud', 'patent', 'date', 'summary', 'patient', 'healthcare', 'view', 'metric', 'description', 'ul', 'lead', 'provider', 'panel', 'filter'] Top 20 words for topic #10: ['bar', 'set', 'used', 'instrument', 'dataset', 'code', 'period', 'function', 'different', 'selected', 'embodiment', 'chart', 'panel', 'series', 'template', 'user', 'example', 'value', 'query', 'time'] Top 20 words for topic #11: ['selected', 'information', 'feature', 'tile', 'various', 'object', 'graphical', 'interactive', 'level', 'view', 'layer', 'displayed', 'display', 'example', 'embodiment', 'data', 'access', 'map', 'interface', 'user'] Top 20 words for topic #12: ['implemented', 'electronic', 'software', 'windows', 'program', 'operating', 'perform', 'ca', 'described', 'include', 'embodiment', 'client', 'logic', 'mobile', 'technique', 'computer', 'component', 'server', 'computing', 'device'] Top 20 words for topic #13: ['include', 'map', 'transformation', 'ip', 'embodiment', 'database', 'definition', 'model', 'schema', 'component', 'information', 'value', 'set', 'address', 'example', 'ontology', 'source', 'type', 'property', 'data'] Top 20 words for topic #14: ['component', 'order', 'vector', 'update', 'disclosed', 'operation', 'version', 'replication', 'database', 'various', 'state', 'process', 'embodiment', 'performed', 'example', 'method', 'described', 'site', 'change', 'block'] Top 20 words for topic #15: ['embodiment', 'activity', 'analysis', 'trader', 'generation', 'financial', 'external', 'associated', 'trade', 'detection', 'account', 'email', 'strategy', 'example', 'related', 'tag', 'seed', 'cluster', 'item', 'data'] Top 20 words for topic #16: ['conference', 'titled', 'pat', 'entirety', 'claim', 'sheet', 'provisional', 'systems', 'vol', 'publication', 'reference', 'incorporated', 'ser', 'patent', 'filed', 'bl', 'application', 'pp', 'et', 'al'] Top 20 words for topic #17: ['represent', 'step', 'geographic', 'filter', 'pane', 'number', 'include', 'performance', 'analysis', 'example', 'embodiment', 'data', 'consuming', 'category', 'associated', 'interaction', 'information', 'provisioning', 'location', 'entity'] Top 20 words for topic #18: ['plurality', 'module', 'processing', 'security', 'unit', 'attack', 'receiving', 'ontology', 'query', 'datasets', 'sharing', 'fraud', 'repository', 'database', 'comprising', 'claim', 'method', 'request', 'source', 'data'] Top 20 words for topic #19: ['attribute', 'view', 'row', 'associated', 'set', 'format', 'user', 'stored', 'structure', 'embodiment', 'metadata', 'store', 'information', 'table', 'analysis', 'example', 'file', 'database', 'item', 'data']