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

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102945	ENR	Abigail T Snyder	1997-05-24	UHC-30299-02	8204382498	6519 Oak St, Miami, FL, 33171	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-107550	ENR	Jacob M Obrien	1949-07-03	UHC-92455-51	6794331722	9669 Mountain View Dr, Jacksonville, FL, 32281	0.68	Name split from “Last, First”Name re-cased Date of birth reformatted Gender normalised
ENR-129160	ENR	Jordan Berry	1960-06-19	UHC-30488-44	—	6518 Harbor Blvd, Columbus, OH, 43281	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-127196	ENR	Emma Hunt	1984-02-17	UHC-70237-17	8986135660	3835 Central Ave, Miami, FL, 33161	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-142838	ENR	Mark Walsh	1980-06-15	UHC-70851-53	6462303878	9283 Bayshore Dr, Atlanta, GA, 30320	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
ENR-130678	ENR	Amber Willis	—	UHC-07211-06	8049432313	9561 Mountain View Dr, Sacramento, CA, 95848	0.68	Date of birth reformatted Date of birth unreadable Gender normalised Whitespace trimmed
ENR-101157	ENR	Omar U McDonald	1957-06-04	UHC-70145-28	8775407256	3532 River Rd, Columbus, OH, 43230	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-142412	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd Apt 20, Plano, TX, 75092	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-142411	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd Apt 20, Plano, TX, 75092	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-123347	ENR	Victoria Sullivan	1962-10-11	UHC-47130-90	—	8680 Camelback Rd, Tempe, AZ, 85206	0.68	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-139569	ENR	Raymnod Z Robinson	1977-04-24	UHC-98681-06	—	5805 Oak St, Austin, TX, 78751	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-122022	ENR	Priya Y Warren	1977-09-27	UHC-93448-74	6725404353	7780 Lincoln Way, Columbus, OH	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased
ENR-108744	ENR	Adams Frank	1982-12-08	UHC-78584-61	6516430068	710 Broadway, Las Vegas, NV, 89142	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-108835	ENR	Jessica Reynolds	1996-09-28	UHC-43535-05	—	6963 Bayshore Dr, Eden Prairie, MN	0.68	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-121161	ENR	Saen H Walsh	1940-11-14	UHC-07850-72	7025575949	1571 Union St, Glendale, AZ, 85347	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-128253	ENR	Debra B Dominguez	1941-03-03	UHC-37220-11	7923442128	3819 Lincoln Way # 277, Scottsdale, AZ, 85206	0.68	Date of birth reformatted Phone reformatted Unit split from street State name converted to code
ENR-123884	ENR	Lucia N Delgado	1977-09-01	UHC-30422-08	5902161437	4775 Meadow Ln, Sacramento, CA, 95813	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-127229	ENR	Henry U Ross	2003-09-10	UHC-74196-44	2549984630	5245 River Rd, Minneapolis, MN, 55407	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-127842	ENR	Logan Howard	2004-10-26	UHC-96485-89	9477626258	3883 Bayshore Dr, Austin, TX, 78745	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
ENR-127993	ENR	Angela Oliver	1994-06-04	UHC-69117-84	2768189550	9075 Desert Sky Blvd, Tucson, AZ, 85738	0.68	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code
ENR-117305	ENR	Susan D Davis	1975-07-14	UHC-82579-78	9374939571	5938 Spring St, Sacramento, CA, 95836	0.68	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised
ENR-115701	ENR	Dorothy Williason	1958-10-05	UHC-38531-14	—	6047 Lincoln Way, Dallas, TX, 75210	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-105992	ENR	Douglas Gilbert	1994-10-23	UHC-79322-76	—	7249 Market St # 872, San Antonio, TX, 78216	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased
ENR-128572	ENR	Nicole Black	1993-09-19	UHC-81174-82	—	6222 Forest Ave, Houston, TX, 77066	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-137816	ENR	Azhley O Walsh	1961-10-13	UHC-77677-08	—	7897 Palm Dr, Nashville, TN, 37276	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-133242	ENR	David Cox	2005-12-15	UHC-62175-68	—	3183 Oak St, Glendale, AZ, 85335	0.68	Date of birth reformatted Phone missing area code City re-cased ZIP+4 trimmed
ENR-113016	ENR	Laura F Bell	1989-12-19	UHC-46023-20	2344129726	5635 Broadway, Sacramento, CA, 95858	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-125123	ENR	Michael N Rivera	1997-11-09	UHC-56044-72	—	4347 Maple Ave, Jacksonville, FL	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-103052	ENR	Julia Bailey	1954-05-06	UHC-66212-73	2409294354	9691 Church St, Charlotte, NC, 28251	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-108401	ENR	Logan H Welch	1964-09-19	UHC-05742-56	—	5903 Grand Ave, Minneapolis, MN, 55407	0.68	Date of birth reformatted Phone missing area code State name converted to code Placeholder values cleared
ENR-137520	ENR	Melissa Valdez	1958-04-10	UHC-92566-61	8754810688	1948 Lincoln Way Apt 8, Fresno, CA, 93740	0.68	Name re-cased Date of birth reformatted Unit split from street Gender normalised
ENR-124725	ENR	Bryan D Morris	1944-12-09	UHC-75126-91	—	2367 Jefferson Ave, Tucson, AZ, 85755	0.68	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code
ENR-133139	ENR	Denny Z Morgan	1952-05-17	UHC-00375-23	—	1239 Hillcrest Rd, Denver, CO, 80252	0.68	Middle initial moved out of first name Date of birth reformatted Phone missing area code City re-cased
ENR-135453	ENR	Terry Nguyen	1971-10-16	UHC-40503-73	—	63 Park Pl, Columbus, OH, 43238	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-125002	ENR	Ashley F Hunt	1993-02-17	UHC-17135-04	7175151481	9010 Grand Ave # 407, Miami, FL, 33154	0.68	Middle initial moved out of first name Date of birth reformatted Unit split from street Whitespace trimmed
ENR-112555	ENR	Christian V Willis	1953-12-09	UHC-11135-63	6935820784	4660 Meadow Ln, Miami, FL	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-140147	ENR	Luri Bryant	1998-08-20	UHC-70153-08	3555747096	6849 Lincoln Way, Seattle, WA, 98103	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-117010	ENR	Carlos E Howell	1978-08-10	UHC-32155-72	8724481261	5139 Palm Dr # 965, Orlando, FL, 32811	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-132386	ENR	Mary K Walsh	1948-07-18	UHC-38062-69	8892365221	2055 Washington St, Las Vegas, NV	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised
ENR-105326	ENR	Austin I Rodriguez	1994-10-26	UHC-11337-61	9074348731	9749 Mesa Dr, Mesa, AZ	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-138511	ENR	Ronald Z Allen	2007-12-18	UHC-61529-91	8238184725	7166 Meadow Ln, Mesa, AZ, 85200	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-138565	ENR	Dennis Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-138564	ENR	Dennis Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-142883	ENR	Jacob P Wagner	1939-11-01	UHC-00451-03	3115156824	3494 Pine Dr, Minneapolis, MN, 55406	0.68	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased
ENR-114651	ENR	Catherine K Jensen	1947-10-25	UHC-06420-48	5464331855	4835 Grand Ave, Tucson, AZ, 85735	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-115880	ENR	Joseph X Washington	1992-03-12	UHC-01161-96	—	3388 Bayshore Dr, San Diego, CA, 92148	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-121886	ENR	Austin Q Owens	1950-03-12	UHC-75291-56	8518068873	7758 Maple Ave, Seattle, WA	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-135550	ENR	Isabella Barnes	1995-09-02	UHC-98826-91	2236578131	5646 Elm St, Fresno, CA, 93724	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-120672	ENR	Maria C Jordna	1991-05-07	UHC-43710-79	7618497487	1225 Apache Blvd, Chandler, AZ	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing
ENR-131555	ENR	Stephens Dylan	1984-07-11	UHC-50693-09	6137339350	453 Cedar Ln, Las Vegas, NV, 89132	0.68	Date of birth reformatted State name converted to code Email lower-cased Gender normalised

13,989 rows, page 108 of 280Previous Next