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

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122500	ENR	Michelle Espinoza	1946-04-06	UHC-29691-87	4495142562	7579 Ocean Ave, Chandler, AZ, 85219	0.82	Name split from “Last, First”Phone reformatted City re-cased
CLM-400883	CLM	Mary Payne	1948-01-25	UHC-97356-17	3318008869	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-127185	ENR	Eugene B Wong	1941-11-04	UHC-90971-37	9426692377	3733 Forest Ave, Tempe, AZ, 85240	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-423411	CLM	Joshua Morales	1986-07-14	UHC-14391-17	—	2252 Spring St, Seattle, WA, 98166	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-423190	CLM	Jesse Armstrong	1941-04-03	UHC-52920-63	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-407002	CLM	Priya T Price	1961-02-12	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-423732	CLM	Teresa P Burton	1956-04-24	UHC-61347-45	9006131141	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-414163	CLM	Marcus Maldonado	1997-02-02	UHC-34997-70	6698087690	1072 Central Ave, Mesa, AZ, 85233	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
CLM-431275	CLM	Jule Palmer	1948-07-04	—	4908870856	2721 Palm Dr, Chandler, AZ, 85293	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-63196	TPA	Mark Nelson	1957-10-06	—	—	3833 Desert Sky Blvd, Las Vegas, NV, 89126	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-409478	CLM	Bryan Owens	1952-11-02	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-121391	ENR	Jerry Gordon	1984-06-23	UHC-85616-11	2223501633	7013 Mountain View Dr, Las Vegas, NV, 89165	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-425415	CLM	Willie Roberts	1980-05-25	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-114246	ENR	Sophia Smmith	2001-04-28	UHC-05008-21	8983446371	1292 Sage Ct, Tampa, FL, 33602	0.82	Name split from “Last, First”Phone reformatted City re-cased
TPA-56510	TPA	Eugene I Crwaford	1980-09-21	UHC-23406-39	—	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
CLM-416727	CLM	Ahmed N Marshall	1944-10-12	UHC-12592-10	9705812784	6570 Lincoln Way, Glendale, AZ, 85335	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
TPA-64325	TPA	Rachel Carter	1953-11-18	—	—	6729 Grand Ave, San Diego, CA, 92164	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-422187	CLM	Marilyn Hoffman	1954-01-12	UHC-37385-12	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-400854	CLM	Keiht Fisher	1965-10-14	UHC-11065-15	7724152410	3741 Washington St, Miami, FL, 33157	0.82	Name split from “Last, First”Phone reformatted City re-cased
ENR-108456	ENR	Jessica Andrews	1975-11-03	UHC-57285-92	8985645732	8940 Meadow Ln, Las Vegas, NV, 89107	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-416693	CLM	Deborah D Webb	1956-10-16	UHC-83661-45	3873581411	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-431769	CLM	Jose Rodriguez	1970-01-05	—	—	6126 Camelback Rd, Houston, TX, 77074	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-424168	CLM	Amber Reed	1964-04-03	UHC-27473-20	7327559423	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-110749	ENR	Kyle Jackson	1990-08-01	UHC-39947-84	2286516130	8941 Church St, Scottsdale, AZ, 85234	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
CLM-416757	CLM	Walter Blck	1952-02-19	UHC-18775-66	—	5693 Palm Dr, Glendale, AZ, 85336	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
CLM-401109	CLM	Kathryn Holmes	1939-02-10	UHC-21580-23	—	1223 Canyon Rd, Austin, TX, 78717	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-420454	CLM	Sharon E Haarper	2006-12-17	—	6269566936	9284 Highland Ave, Atlanta, GA, 30322	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
TPA-61821	TPA	Anthony Ramos	1938-10-17	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-136182	ENR	Joe Chapman	1943-05-25	UHC-06931-94	5429112829	1155 Indian School Rd, Las Vegas, NV, 89187	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-410068	CLM	Natalie McCoy	2001-10-02	UHC-26564-74	—	7730 Hillcrest Rd, Charlotte, NC, 28237	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-416434	CLM	Ray Lynch	2004-11-18	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-408678	CLM	Janice K Burton	1955-04-03	UHC-20074-87	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-21617	PRV	Sofia Sims	1955-06-06	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-421815	CLM	Willie Allen	1989-10-21	—	8947769654	4882 Highland Ave, Denver, CO, 80291	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-121692	ENR	Susan Larson	1945-07-24	UHC-95867-74	9335486323	7476 River Rd, Orlando, FL, 32830	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-425102	CLM	Mrk Z Jimenez	1974-06-08	UHC-85724-40	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-432022	CLM	Ashley Gordon	1943-03-21	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-130525	ENR	Madison D Kelly	1952-05-25	UHC-20054-54	4278003659	5238 Sage Ct, Nashville, TN, 37275	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-407944	CLM	Jeremy Hill	1999-12-10	UHC-25891-17	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-423370	CLM	Juan Sandovaal	1980-02-06	UHC-24554-88	5887061964	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-423776	CLM	Douglas Guzman	1939-05-04	—	4143293966	4355 Mountain View Dr, Tempe, AZ, 85299	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
CLM-427315	CLM	Barb Le	1992-08-02	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-410298	CLM	Willie Mejia	1938-08-19	UHC-65942-13	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-412151	CLM	Nancy Lewis	1984-11-14	UHC-97623-93	—	6223 Valley View Dr, Austin, TX, 78732	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-107079	ENR	Lawrence C Simpson	1961-03-14	UHC-39238-70	7243043232	6803 Canyon Rd, Phoenix, AZ, 85038	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-431148	CLM	Mary V Torres	1943-05-26	UHC-04025-13	2715109300	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-127521	ENR	Judith N Soto	1994-03-06	UHC-74540-84	7712855888	580 Jefferson Ave, San Antonio, TX, 78224	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-101825	ENR	Billy M Lopez	1955-10-08	UHC-82058-85	4153972520	9153 Spring St, Mesa, AZ, 85288	0.82	Name split from “Last, First”City re-cased Email lower-cased
CLM-417799	CLM	Kyle Olson	1998-06-26	UHC-89184-73	4578211779	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-58995	TPA	Sam Tores	1954-08-20	—	—	5874 Sunset Blvd, Austin, TX, 78717	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared

9,980 rows, page 184 of 200Previous Next