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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26226	PRV	Carolyn X Day	1973-03-06	UHC-57139-59	—	3750 River Rd Apt 20, Seattle, WA, 98170	0.36	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+4 more
ENR-103624	ENR	Victoia T Weber	1939-05-02	UHC-47186-94	9633693451	6370 Mountain View Dr, Mesa, AZ, 85271	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103246	ENR	Anna K Harris	1959-01-20	UHC-92449-15	6842441378	942 Park Pl, Seattle, WA, 98116	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53454	TPA	Ahmed Vega	1991-05-16	—	—	1975 Jefferson Ave # 484, San Diego, CA, 92114	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-104036	ENR	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St Apt 6, Chandler, AZ, 85257	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-401890	CLM	Olivia Peterson	—	UHC-82814-76	—	2619 Union St, Phoenix, AZ, 85001	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-106362	ENR	Frank T Hunter	1955-09-25	UHC-53273-91	9616409568	3716 Lake View Rd Apt 14, Sacramento, CA, 95816	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21868	PRV	Logan H Welch	1964-09-19	—	9483956037	5903 Grand Ave, Minneapolis, MN, 55407	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-118273	ENR	Carlos Ford	—	UHC-87691-23	9445580344	728 Washington St, Austin, TX, 78750	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-103626	ENR	Elizabeth K Porter	1971-02-24	UHC-31356-88	4268497332	4206 Indian School Rd, Gilbert, AZ, 85274	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139992	ENR	Lisa L Jorrdan	1958-04-04	UHC-12576-48	8123174196	4816 Union St, Houston, TX, 77075	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-56623	TPA	Carlos Estrada	1968-05-07	—	—	2063 Hillcrest Rd, San Diego, CA, 92165	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-104444	ENR	Douglas H Ruiz	1997-09-11	UHC-49143-85	6872030382	4282 Meadow Ln, Tempe, AZ, 85246	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407226	CLM	Lauren Howard	2003-10-01	UHC-36100-80	—	5084 River Rd, Gilbert, AZ, 85251	0.36	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-59410	TPA	Santiago Green	1998-04-02	—	8138824526	5914 Main St, San Antonio, TX, 78262	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418425	CLM	Kathryn Henderson	2006-01-19	UHC-99531-61	—	3638 Pine Dr, Sacramento, CA, 95892	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-20703	PRV	Randy Harrison	1985-11-20	—	7124552893	5559 Sage Ct, Chandler, AZ, 85226	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
CLM-402854	CLM	Omar Wallace	2001-05-06	UHC-93067-55	7379933580	9222 Ridge Rd, Charlotte, NC, 28236	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112731	ENR	Tyler T Ross	1944-10-20	UHC-70749-10	7556866220	6628 Desert Sky Blvd, Eden Prairie, MN, 55378	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130949	ENR	Andrew U Nunez	1959-08-24	UHC-64434-62	2167408191	9834 Elm St, Austin, TX, 78793	0.36	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-25591	PRV	Julia Snyder	1951-02-06	UHC-60469-08	5525074119	2609 Sunset Blvd, Glendale, AZ, 85379	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112996	ENR	Ana D Larson	1976-01-23	UHC-53127-24	4775318296	6717 Apache Blvd Apt 22, Seattle, WA, 98118	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-117592	ENR	Vincent Thompson	—	UHC-83627-93	3845579728	3650 Sage Ct, Charlotte, NC, 28271	0.36	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102702	ENR	Karen Stevens	1999-11-04	UHC-01616-83	2392191746	491 Highland Ave # 572, Dallas, TX, 75231	0.36	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
ENR-108839	ENR	Edward X Howard	1955-02-20	UHC-57201-34	5522454913	477 Valley View Dr, Minneapolis, MN, 55460	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-137303	ENR	Kelly G Pierce	1975-11-01	UHC-39835-07	—	7028 Mesa Dr # 887, Plano, TX, 75002	0.36	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more
ENR-102132	ENR	Omar Edwards	1988-07-16	UHC-54841-10	3104622735	101 Forest Ave, Jacksonville, FL, 32278	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140448	ENR	Robert T Vazquez	1996-06-19	UHC-23194-99	7875205565	6426 Bayshore Dr # 724, Minneapolis, MN, 55432	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-429586	CLM	Dylan B Yang	—	UHC-03495-85	—	5592 Lake View Rd, Tucson, AZ, 85758	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-110095	ENR	Ann M Wright	—	UHC-82778-82	8233949393	628 Lincoln Way Apt 9, Sacramento, CA, 95822	0.36	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+4 more
ENR-132154	ENR	Amber Campbell	1942-07-15	UHC-22875-02	—	6975 Bayshore Dr, Charlotte, NC, 28231	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
CLM-432769	CLM	Margaret Hall	2004-11-13	—	—	548 Canyon Rd, Gilbert, AZ, 85212	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-105528	ENR	Mary Porter	1999-04-07	UHC-89619-36	—	2549 Spring St Apt 22, Houston, TX, 77090	0.36	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-125009	ENR	Danielle Carpenter	1995-05-21	UHC-39373-55	3275951779	3612 Park Pl, Minneapolis, MN, 55430	0.36	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-130225	ENR	Alan X Gibson	1958-08-25	UHC-17762-84	9543449016	4425 Ridge Rd, San Diego, CA, 92195	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430663	CLM	Denise Thomas	2005-05-27	UHC-95294-86	6065508160	5820 Lincoln Way, Austin, TX, 78748	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-134606	ENR	George K Dominguez	—	UHC-82930-52	—	684 Highland Ave Apt 7, Scottsdale, AZ, 85265	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
ENR-107764	ENR	Mei Hanson	1972-02-17	UHC-60269-48	7945684024	2086 Ocean Ave, Los Angeles, CA, 90039	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-51413	TPA	Jesse Morrison	1941-12-22	—	—	1714 Bayshore Dr, Charlotte, NC, 28236	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-419609	CLM	Isabella Wood	1988-12-17	—	—	7613 Willow Ct, Denver, CO, 80218	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-20365	PRV	Mari Carroll	2000-04-04	—	7658012640	3988 Camelback Rd, Austin, TX, 78705	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430793	CLM	Lawrence Silva	1974-07-17	—	—	5164 Canyon Rd, Fresno, CA, 93726	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102483	ENR	Emma A Soto	1991-06-25	UHC-16810-12	4086508334	7361 Willow Ct # 632, Tampa, FL, 33665	0.36	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-116006	ENR	Roger O Bishop	1958-03-26	UHC-15509-76	4324305118	695 Canyon Rd, Austin, TX, 78798	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-102872	ENR	Cheryl Stephens	1971-09-11	UHC-86703-51	3308803275	7369 Ridge Rd, Dallas, TX, 75256	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-55191	TPA	Andrew Evans	1988-10-25	UHC-10411-09	—	4471 Desert Sky Blvd # 396, Nashville, TN, 37243	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-60878	TPA	Gabriel Robertson	1982-10-12	—	—	788 Sage Ct, Gilbert, AZ, 85260	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-50863	TPA	Vincent Salazar	1995-11-20	—	8403656368	5492 Meadow Ln, Eden Prairie, MN, 55335	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-127634	ENR	Sharon Y Burton	—	UHC-21748-50	6674613291	5056 Pine Dr # 333, Plano, TX, 75054	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
ENR-127633	ENR	Sharon Y Burton	—	UHC-21748-50	6674613291	5056 Pine Dr # 333, Plano, TX, 75054	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more

8,263 rows, page 6 of 166Previous Next