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 “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
ENR-135995	ENR	Jacob C Estrada	2006-06-14	UHC-26082-11	2784791100	2004 Park Pl, Plano, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141322	ENR	Natalie Weaver	1974-07-11	UHC-92525-82	8108554666	2600 Mountain View Dr, Jacksonville, FL, 32215	0.52	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107578	ENR	Jennifer I Vasquez	1954-06-14	UHC-71721-93	4419304062	8150 Sunset Blvd, Houston, TX, 77099	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116018	ENR	Deb N Harper	1973-09-28	UHC-63588-98	—	4799 River Rd, Charlotte, NC, 28291	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20457	PRV	Mateo Shaw	1955-06-19	—	9385570806	1818 Church St # 860, San Antonio, TX, 78281	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-416884	CLM	Danielle Garza	1996-10-19	UHC-85381-16	6062864936	3040 Spring St # 890, Glendale, AZ, 85371	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-134527	ENR	Patrick D Medina	1959-01-12	UHC-45150-48	6476791608	8955 Bayshore Dr, Seattle, WA, 98128	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-62240	TPA	Carol Brooks	1953-08-03	UHC-66153-39	2105415131	3003 Oak St, Dallas, TX, 75266	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123979	ENR	Russell O Robinson	1960-03-26	UHC-60313-10	—	4046 Lake View Rd, Eden Prairie, MN	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-115408	ENR	Cheryl C Hughes	1944-05-15	UHC-53947-90	7924336738	6375 Mesa Dr, Atlanta, GA, 30399	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-132821	ENR	Cynthia V McDonald	—	UHC-33327-97	6929645537	1243 Bayshore Dr Apt 14, Denver, CO, 80265	0.52	Name re-cased Date of birth missing Member ID reformatted Unit split from street+2 more
ENR-112321	ENR	Elizabeth Carr	—	UHC-23409-23	7794334987	4100 Ocean Ave, Charlotte, NC, 28226	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415370	CLM	Michelle Gutierrez	1979-03-25	—	—	7289 Lincoln Way, Jacksonville, FL, 32273	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-143003	ENR	Dorothy J Borwn	1944-01-28	UHC-75100-47	—	8317 Mountain View Dr, Nashville, TN, 37241	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-124682	ENR	Janice Holmes	1961-11-07	UHC-79640-77	3246797955	8847 Mesa Dr, Tucson, AZ, 85762	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102803	ENR	Joyce N Russell	1946-09-21	UHC-98241-11	4326840122	4220 Canyon Rd, Sacramento, CA, 95886	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140482	ENR	Andrea Harrison	1956-06-22	UHC-14709-75	4124554478	1180 Meadow Ln, Phoenix, AZ, 85054	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129675	ENR	Angela R Johnston	2004-11-02	UHC-84941-11	2645590013	2218 Apache Blvd, Nashville, TN, 37276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402992	CLM	Carl Morgan	1992-08-12	UHC-90910-90	2293914072	459 Indian School Rd, Los Angeles, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429946	CLM	Nathan Stephens	1963-05-09	UHC-96209-03	—	4241 Mesa Dr, Minneapolis, MN, 55499	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405470	CLM	Nathan Obrien	—	UHC-35857-33	—	9887 Apache Blvd, Tempe, AZ, 85200	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-420649	CLM	Ralph Nichols	1962-06-14	UHC-69144-34	—	5689 Lincoln Way, Chandler, AZ, 85269	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-100345	ENR	Shirley D Reynolds	1973-09-12	UHC-14074-32	—	6472 Desert Sky Blvd, Houston, TX, 77024	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105099	ENR	Jessiac O Carter	1950-09-14	UHC-93972-21	—	4008 Indian School Rd, Jacksonville, FL	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405955	CLM	Eugene Carlson	1993-08-18	UHC-73643-65	—	7646 Ridge Rd, Phoenix, AZ, 85051	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135816	ENR	Alexander Obrien	1970-05-20	UHC-27163-89	4972713147	618 Sage Ct, Columbus, OH, 43236	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-29017	PRV	Kye A Hunt	1959-07-03	—	2033574048	9635 Highland Ave, Denver, CO, 80254	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-140265	ENR	Gary M Willis	1986-05-06	UHC-32252-95	9753347724	4272 River Rd, Miami, FL, 33195	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124704	ENR	Amy H Taylor	1947-07-05	UHC-08045-41	5142674776	5915 Pine Dr, San Diego, CA, 92126	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-26505	PRV	Donna Hansen	1961-06-10	—	8704506805	33 Meadow Ln, Atlanta, GA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122477	ENR	Jordan A Ford	1978-07-12	UHC-27315-41	9782992078	1158 Oak St, Minneapolis, MN, 55427	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118650	ENR	Zachary Aguilar	1985-09-04	UHC-72976-93	6625872187	9862 Palm Dr, San Diego, CA, 92189	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109074	ENR	Mateo Lopez	1978-04-21	UHC-64208-95	7397297859	2923 Desert Sky Blvd, Dallas, TX, 75222	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126415	ENR	Jacqueline Evans	1967-02-19	—	—	9777 Elm St, Tucson, AZ, 85706	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140591	ENR	Susan Snyder	1943-02-09	UHC-74817-71	—	7267 Cedar Ln, Austin, TX, 78774	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-141463	ENR	Jerry J Porter	2001-07-04	UHC-76978-38	5412556091	1252 Ocean Ave # 486, Charlotte, NC	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28973	PRV	Christopher Evans	1905-10-23	—	8439633499	9894 Maple Ave, Tucson, AZ, 85730	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112822	ENR	Juaan I Patterson	—	UHC-85494-38	—	6790 Lake View Rd, Dallas, TX, 75208	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-101793	ENR	Laura M Young	—	UHC-15182-93	4115331087	7598 Meadow Ln, Gilbert, AZ, 85258	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-110961	ENR	Frances O Burns	1977-06-07	UHC-13404-99	3435486143	9458 Pine Dr Apt 23, Glendale, AZ, 85305	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+2 more
CLM-400384	CLM	Susan Freeman	1948-01-26	UHC-73337-86	4182535245	8141 Pine Dr, Sacramento, CA, 95810	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23066	PRV	Paul Burke	1956-05-24	—	9405355052	7574 Apache Blvd, Eden Prairie, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26721	PRV	Heather Hart	1960-06-27	UHC-02743-92	6385063717	8139 Highland Ave, Jacksonville, FL, 32212	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412198	CLM	Mark Tran	1961-04-26	—	—	427 Washington St, San Diego, CA, 92164	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-134853	ENR	Joyce Wells	1988-11-18	UHC-37536-81	7357410579	3694 Sage Ct, Dallas, TX, 75215	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-419612	CLM	Cynthia Banks	1996-04-05	UHC-21793-89	—	8267 Ridge Rd, Minneapolis, MN, 55489	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114466	ENR	Richard X Vasquez	1944-10-03	UHC-80242-21	7574224752	8197 Lake View Rd, Plano, TX	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430845	CLM	Emma Richardson	1955-11-07	UHC-56071-98	6538911908	4375 Ridge Rd, Eden Prairie, MN, 55313	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142437	ENR	Arthur E Guerrero	1959-07-27	UHC-80930-80	9566478487	1737 Highland Ave, Austin, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50620	TPA	Sophia Pierce	1973-09-23	—	4766693777	6744 Desert Sky Blvd # 732, Glendale, AZ, 85382	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more

55,824 rows, page 151 of 1,117Previous Next