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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119121	ENR	Natalie Sims	—	UHC-65915-99	6168001734	3877 Main St, Las Vegas, NV, 89162	0.46	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-26178	PRV	Beverly Z Soto	—	UHC-36735-65	2823367123	5451 Camelback Rd, Fresno, CA	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
PRV-29125	PRV	Arjun X Crawford	—	UHC-35273-61	4133761866	8223 Highland Ave, Eden Prairie, MN, 55372	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-142291	ENR	Carl Q McCoy	—	UHC-91013-94	6098298021	6685 Sunset Blvd, Austin, TX, 78784	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-430138	CLM	Ronald Butler	—	UHC-23449-92	8394708174	6971 Lake View Rd, Las Vegas, NV, 89162	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-120956	ENR	Judith Lucas	—	UHC-82017-35	4284050195	5675 Bayshore Dr # 815, Orlando, FL, 32894	0.46	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-137533	ENR	Diego Ford	—	UHC-42855-52	7705262408	3131 Apache Blvd, Tempe, AZ, 85271	0.46	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
TPA-58560	TPA	Jefrfey Wells	—	—	5047408272	6803 Apache Blvd, San Antonio, TX, 78272	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-111128	ENR	Sean Sanders	—	UHC-48053-23	7125336877	3327 Grand Ave, Scottsdale, AZ, 85264	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-135258	ENR	Ahmed Willis	—	UHC-12380-24	9683589025	6230 Church St # 660, Atlanta, GA, 30369	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-105113	ENR	Brian Aguilar	—	UHC-26234-51	3867318919	8816 Cedar Ln, Miami, FL, 33176	0.46	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
CLM-402845	CLM	Janet W Lopez	—	UHC-53522-23	5136197458	7540 Mountain View Dr, Miami, FL, 33140	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-105682	ENR	Brenda O Kelley	—	UHC-29633-02	2376015830	9588 Hillcrest Rd, Glendale, AZ	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-129612	ENR	Charlotte R Welch	—	UHC-86033-30	4717463433	3149 Cedar Ln, Plano, TX, 75039	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-414522	CLM	Mateo Perez	—	—	9009394352	2630 Maple Ave, Tampa, FL, 33636	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-133292	ENR	Ahmed G Li	—	UHC-22067-18	8592720573	754 Elm St, Seattle, WA, 98104	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
TPA-53343	TPA	Patrick X James	—	—	8837176774	6916 Hillcrest Rd, Miami, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-117665	ENR	Adam I McCoy	—	UHC-56750-62	2552709479	6072 Canyon Rd, San Antonio, TX, 78263	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-131734	ENR	Janet Knight	—	UHC-89314-66	5265465202	8349 Forest Ave, Seattle, WA, 98153	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-21132	PRV	Ethan Rios	—	UHC-98500-33	2722856719	143 Lake View Rd, Orlando, FL, 32828	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-26685	PRV	Stephanie F Day	—	UHC-13402-27	5764838525	5173 Highland Ave, Atlanta, GA, 30361	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-132115	ENR	Dennis Ruiz	—	UHC-75844-12	4304760934	2378 Valley View Dr, Dallas, TX	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140499	ENR	Ana E King	—	UHC-25436-16	3803949632	5915 Park Pl # 766, Orlando, FL, 32850	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-137392	ENR	Sam Pierce	—	UHC-33483-59	6859217268	4847 Valley View Dr, Houston, TX, 77001	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428219	CLM	Austin Welch	—	UHC-09700-72	7728276325	278 Palm Dr, Gilbert, AZ	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127986	ENR	Christian P Nelson	—	UHC-83748-44	6033036816	499 Pine Dr, Los Angeles, CA, 90068	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-104755	ENR	Nathan Morrison	—	UHC-32458-35	5257772917	1788 Valley View Dr, Seattle, WA, 98117	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-419720	CLM	Theresa G Ruiz	—	UHC-19329-14	8887560910	5807 Bayshore Dr, Columbus, OH, 43290	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-108837	ENR	Lori J Lucas	—	UHC-00588-86	2448153512	9365 Palm Dr, Denver, CO, 80288	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
ENR-123461	ENR	Denise Welch	—	UHC-62650-06	8526940772	2403 Palm Dr, Nashville, TN, 37204	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-28585	PRV	Pihlip T Wheeler	—	UHC-39692-40	4937138697	4805 Union St, Eden Prairie, MN, 55318	0.48	Middle initial moved out of first name Name re-cased Date of birth unreadable Member ID reformatted+4 more
ENR-131921	ENR	Dorothy Harvey	—	UHC-41546-10	—	4150 Apache Blvd, Glendale, AZ, 85322	0.48	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+4 more
ENR-136919	ENR	Chris Roberts	—	UHC-44960-88	6243264161	4330 Mesa Dr, Los Angeles, CA, 90089	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-137306	ENR	Shirley Y Gordon	—	UHC-16318-59	3555738550	734 Park Pl, Los Angeles, CA, 90082	0.48	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-115360	ENR	Arthur L Rice	—	UHC-25386-54	5812371863	4090 Market St, Los Angeles, CA, 90002	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-405123	CLM	KathleenJunk	—	UHC-42417-24	9738738383	8881 Pine Dr, Fresno, CA, 93762	0.48	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+4 more
ENR-126692	ENR	Noah Yang	—	UHC-35553-42	3393466328	1662 Main St, Sacramento, CA, 95892	0.48	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more
ENR-118784	ENR	Paul D Collins	—	UHC-68079-95	7705465499	2464 Central Ave, San Diego, CA, 92124	0.48	Date of birth unreadable Phone reformatted City re-cased State code upper-cased+4 more
ENR-113646	ENR	Albert E Dixon	—	UHC-57246-87	2043815694	5441 Market St, Mesa, AZ, 85233	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-405886	CLM	Ethan R Robertson	—	—	5363302824	4600 Canyon Rd, Seattle, WA, 98106	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-24966	PRV	Danielle Garza	—	UHC-79202-96	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-412689	CLM	Isabella P Wilson	—	UHC-32664-98	2785996102	8501 Spring St, San Diego, CA, 92113	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133743	ENR	Stephanie Chapman	—	—	6256883610	7839 Main St, Gilbert, AZ, 85262	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-111047	ENR	Jacob Aams	—	UHC-55116-75	6324990118	5341 Oak St, Minneapolis, MN, 55456	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-120430	ENR	CJunk	—	UHC-84757-69	5728034951	7108 Park Pl, Gilbert, AZ, 85204	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104090	ENR	Isabella Webbb	—	UHC-38239-88	7976626723	2462 Spring St, Phoenix, AZ, 85039	0.48	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-424766	CLM	Camila Washington	—	UHC-17485-33	—	456 Market St, Las Vegas, NV	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
PRV-22742	PRV	Danielle Anderson	—	—	4277272430	8155 Church St, Charlotte, NC, 28284	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126954	ENR	Dot Hall	—	UHC-15763-54	8307841334	6357 Highland Ave, Las Vegas, NV	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-51422	TPA	Omar W Rios	—	—	—	5383 Union St Apt 40, Plano, TX, 75043	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+4 more

2,274 rows, page 5 of 46Previous Next