Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Provider network, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21060	PRV	Bryan A Guerrero	1988-06-06	UHC-91293-76	3005780486	7948 Ridge Rd, Sacramento, CA, 95888	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28177	PRV	Randy R Vazquez	1960-06-15	UHC-86837-23	6365778967	9686 Lake View Rd, Austin, TX, 78792	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20388	PRV	Julie Romero	1940-12-17	UHC-28284-55	—	5302 Apache Blvd, Denver, CO, 80229	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20139	PRV	Debra Davis	1986-02-13	—	8346478281	1252 Church St, Orlando, FL, 32862	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29219	PRV	Chris Richards	1960-12-12	UHC-05977-75	8454528539	5798 Ocean Ave, Eden Prairie, MN, 55304	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27440	PRV	Perry Virginia	1997-09-27	UHC-18439-67	9137586693	7873 Market St, Plano, TX, 75047	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22132	PRV	Christopher N Webb	1988-01-17	UHC-62698-47	—	3164 Union St, Houston, TX, 77068	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-29266	PRV	Garbiel Gilbert	1987-01-10	—	6913199613	9797 River Rd, Tucson, AZ, 85723	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21738	PRV	Lawrence Jimenez	2008-09-25	—	9293218124	8191 Valley View Dr, San Antonio, TX, 78280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25299	PRV	Gregory Taylor	1975-03-06	—	8789534201	3415 Washington St, Gilbert, AZ, 85212	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24479	PRV	Betty W Romero	1970-01-02	—	5552874995	5730 Union St, Tucson, AZ, 85777	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24667	PRV	Jerry Brooks	2006-11-13	—	9304291308	9445 Market St, Glendale, AZ, 85372	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20807	PRV	Ruth Wells	2003-12-08	—	8227708183	7402 Sage Ct, Tempe, AZ, 85264	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25926	PRV	Stephen Richardson	2001-05-28	UHC-35712-05	4352065878	9587 Meadow Ln, Charlotte, NC, 28232	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25925	PRV	Stephen Richardson	2001-05-28	UHC-35712-05	4352065878	9587 Meadow Ln, Charlotte, NC, 28232	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25778	PRV	Theresa Phillips	2001-12-07	UHC-41602-41	4993192275	942 Pine Dr, Houston, TX, 77071	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27221	PRV	Jesse Fernandez	1954-03-09	UHC-88309-60	8075922637	4226 Jefferson Ave, Plano, TX, 75088	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28754	PRV	Laura Washington	1987-02-21	UHC-91264-39	—	6061 Camelback Rd, Miami, FL, 33108	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20025	PRV	Mari Ortiz	1999-11-28	UHC-72125-46	2369092219	5555 Harbor Blvd, Jacksonville, FL, 32241	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-29095	PRV	Jean X McCoy	1963-12-09	UHC-59244-39	5507371454	343 Maple Ave, Tampa, FL, 33600	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-23454	PRV	Sophia O Dixon	1938-03-10	UHC-10387-52	5022621731	3158 Spring St, Mesa, AZ, 85256	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22350	PRV	Valentina Adams	1955-01-24	—	5356165261	3261 Mesa Dr, Seattle, WA, 98130	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21574	PRV	Walter Espinoza	1976-05-06	UHC-40017-55	5095932183	9590 Bayshore Dr, Gilbert, AZ, 85229	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26858	PRV	Kimberly Chapman	1980-11-22	UHC-86534-05	4258929299	3546 Meadow Ln, Mesa, AZ, 85213	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29177	PRV	Albert P Howard	2004-09-11	UHC-92633-37	2426438010	6203 Park Pl, Gilbert, AZ, 85222	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22035	PRV	Lisa Hoawrd	2000-06-25	UHC-49832-15	4106632404	5634 Market St, Charlotte, NC, 28296	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28197	PRV	Marcus Q Clark	1950-06-14	UHC-21648-41	9649924551	3369 Washington St, Dallas, TX, 75290	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20963	PRV	Grace Bell	1995-11-19	UHC-02851-25	2544018753	6185 River Rd, San Antonio, TX, 78256	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-26645	PRV	Kevin Marshall	1997-04-04	—	7714690933	105 Harbor Blvd, Dallas, TX, 75263	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27514	PRV	Joe Howell	1964-08-20	—	9196017328	690 River Rd, Plano, TX, 75041	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29558	PRV	Joseph Fields	1938-04-04	UHC-07821-43	4577211227	3975 Sunset Blvd, Mesa, AZ, 85235	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21867	PRV	Brandon Cooper	1971-02-17	—	—	647 Jefferson Ave, Orlando, FL, 32818	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20270	PRV	Brenda Mitchell	1973-10-13	UHC-31490-89	7375024807	194 Willow Ct, Minneapolis, MN, 55439	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20241	PRV	Alexander Murphy	1960-08-22	—	9586831073	2012 Palm Dr, Eden Prairie, MN, 55302	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27485	PRV	Janet A Payne	1992-07-08	UHC-51229-92	7036460010	2335 Camelback Rd, Mesa, AZ, 85281	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20019	PRV	Laura Hamilton	1957-01-17	UHC-53829-66	—	7386 River Rd, Las Vegas, NV, 89191	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-26375	PRV	Mark Bryant	1993-06-04	—	6974213297	190 Harbor Blvd, Glendale, AZ, 85310	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26245	PRV	Amy Bennett	1970-10-21	—	—	8477 Pine Dr, San Antonio, TX, 78201	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-21369	PRV	Joshua Brown	1993-10-09	—	—	509 Sunset Blvd, Tucson, AZ, 85751	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-25552	PRV	Austin Smith	2006-09-13	UHC-95971-84	—	8639 Lincoln Way, Jacksonville, FL, 32272	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25551	PRV	Austin Smith	2006-09-13	UHC-95971-84	—	8639 Lincoln Way, Jacksonville, FL, 32272	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24868	PRV	Raymond Lynch	2004-11-18	UHC-59681-48	8789221490	1709 Union St, Austin, TX, 78751	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21213	PRV	Alexander Morrison	1945-12-23	—	7628921689	7056 Cedar Ln, Chandler, AZ, 85200	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-26788	PRV	Julie Dixon	1947-05-03	UHC-54209-32	8718050839	8661 Bayshore Dr, Gilbert, AZ, 85249	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22053	PRV	Debra Ortiz	1998-11-25	—	2427873300	4384 Pine Dr, Tempe, AZ, 85240	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25784	PRV	Gariel Z Ward	1943-02-02	—	3307013173	998 Pine Dr, San Antonio, TX, 78250	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25174	PRV	Santiago Romero	1978-11-20	—	8829723793	2666 Forest Ave, Houston, TX, 77076	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-22466	PRV	Ahmed Spencer	1994-06-20	UHC-74337-10	4925245904	317 Park Pl, Mesa, AZ, 85244	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22465	PRV	Ahmed Spencer	1994-06-20	UHC-74337-10	4925245904	317 Park Pl, Mesa, AZ, 85244	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28838	PRV	Catheerine Riley	1999-11-09	UHC-20404-24	5239039881	7227 Canyon Rd, Mesa, AZ, 85254	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

5,405 rows, page 98 of 109Previous Next