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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28479	PRV	Janice Garrett	1959-02-15	—	3524507434	2391 River Rd, Plano, TX, 75045	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-112805	ENR	Roger Cook	1997-11-24	UHC-75736-11	2605764452	2204 Canyon Rd, Denver, CO, 80270	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-113299	ENR	Carolyn K Aguilar	1970-08-14	—	7643405387	9885 River Rd, Charlotte, NC, 28288	0.90	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-431886	CLM	Timothy Gonzales	1991-10-25	UHC-54402-04	2468541764	6157 Market St, Houston, TX, 77065	0.90	Name re-cased Phone reformatted State code upper-cased Plan code upper-cased+1 more
ENR-138014	ENR	Rachel A Thompson	1998-04-21	UHC-73564-61	4205113035	8079 Church St, Tempe, AZ, 85283	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
PRV-21841	PRV	Sarah N Smith	1994-11-13	—	9709227611	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
TPA-52849	TPA	Carlos Walsh	1986-04-23	—	5678805850	1398 River Rd, Fresno, CA, 93741	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-109519	ENR	Kathleen J Wilson	1983-03-08	UHC-69937-75	2034561303	3122 Ridge Rd, Tampa, FL, 33608	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-133093	ENR	Rachel F Griffin	2005-03-12	UHC-76041-46	3118618954	5971 Baseline Rd, Houston, TX, 77068	0.90	Phone reformatted State code upper-cased Email lower-cased Plan code upper-cased+1 more
ENR-110865	ENR	Valetina A Harris	1938-10-17	UHC-24383-41	7829395478	2755 Sunset Blvd, Glendale, AZ, 85320	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-108521	ENR	Jordan N Chrisotpher	1985-08-16	UHC-13336-75	9089770264	6567 Elm St, Seattle, WA, 98109	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
CLM-406131	CLM	Kyle Ward	1996-05-14	UHC-48973-10	—	131 Canyon Rd, Columbus, OH, 43227	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-427803	CLM	Debra Singh	1993-07-11	UHC-43089-48	4242360970	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-401994	CLM	Alexis Henderson	1968-03-27	—	—	5737 Lake View Rd, Phoenix, AZ, 85033	0.90	Date of birth reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
TPA-50693	TPA	Terry Hansen	1956-10-09	—	4798898424	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-427511	CLM	Barbara Kennedy	1969-02-21	UHC-10787-91	—	2908 Union St, Eden Prairie, MN, 55379	0.90	Name re-cased City re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-412314	CLM	Priya Warren	1987-11-26	UHC-51416-35	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-423379	CLM	Laura Alvarado	1967-03-02	UHC-14487-86	4777190704	6944 Mountain View Dr, Glendale, AZ, 85398	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-105287	ENR	Robert A Wang	1951-08-03	UHC-24041-45	2386650626	167 Harbor Blvd, Sacramento, CA, 95888	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-117731	ENR	Austin K Hart	1999-01-22	UHC-70253-84	3044549959	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-110395	ENR	Philip Ryan	1967-12-10	UHC-79440-41	5923103303	8311 Highland Ave, Las Vegas, NV, 89114	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-118970	ENR	Hunter Joan	1950-10-22	UHC-46112-23	4886818551	3968 Harbor Blvd, Orlando, FL, 32812	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-113057	ENR	Kevin C Coleman	1942-10-16	UHC-70834-58	3268638705	8198 Highland Ave, Las Vegas, NV, 89100	0.90	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-102787	ENR	Alexis T Harrison	1954-01-19	UHC-84201-75	2576236735	2279 Forest Ave, Tucson, AZ, 85754	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-139490	ENR	Joshua B Stewart	1988-02-15	UHC-01281-55	6618979534	1223 Sunset Blvd, Seattle, WA, 98115	0.90	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-428053	CLM	Ethan S Williamson	1984-11-20	UHC-49331-36	—	2609 Palm Dr, Seattle, WA, 98106	0.90	Name re-cased Member ID reformatted City re-cased Plan code upper-cased+1 more
ENR-142278	ENR	Patricia U Edwards	1976-12-14	UHC-98173-36	9783003273	7988 Sage Ct, San Antonio, TX, 78271	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
CLM-421067	CLM	Helen O Parker	1993-11-12	UHC-81686-86	8169377899	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-419960	CLM	Bryan Jenkins	1960-03-11	UHC-86921-29	4164526987	9780 Union St, Nashville, TN, 37242	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-122707	ENR	Margaret N Ramos	1999-07-09	UHC-62628-80	4045652738	7759 Lake View Rd, Austin, TX, 78702	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-122578	ENR	Rachel Q Burton	1959-08-26	UHC-31823-84	6342035015	7580 Maple Ave, Eden Prairie, MN, 55354	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-112908	ENR	Kimberly Reid	1948-08-28	—	7425633838	3771 Lincoln Way, Orlando, FL, 32854	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-120138	ENR	Aisha W Austin	1967-12-04	UHC-51039-18	8625188143	6296 Union St, Orlando, FL, 32850	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-115294	ENR	Stephen U Baker	1958-09-13	UHC-93089-76	7444050613	4570 Willow Ct, Plano, TX, 75012	0.90	Date of birth reformatted Phone reformatted State code upper-cased Plan code upper-cased+1 more
CLM-405369	CLM	Magan Freeman	1953-06-23	UHC-27040-47	3409422879	9379 Central Ave, Houston, TX, 77091	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-103638	ENR	Kimberly Stewart	2000-06-04	UHC-59591-67	2258205088	6267 Forest Ave, Sacramento, CA, 95806	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-139914	ENR	Joshua N Bradley	1999-10-16	UHC-95937-31	6823406978	3257 Park Pl, Fresno, CA, 93769	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-422986	CLM	Bobby Powell	1941-09-10	UHC-35845-09	5786488115	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-133255	ENR	Michelle Simmons	1941-02-28	UHC-88476-26	7266261276	7751 Broadway, Austin, TX, 78715	0.90	Phone reformatted Address re-cased Email lower-cased Plan code upper-cased+1 more
CLM-421316	CLM	Abigail Soto	1975-12-20	—	4533030412	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-416806	CLM	Carlos Yang	1943-12-09	UHC-74210-27	3883967231	3892 Lake View Rd, Scottsdale, AZ, 85207	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+1 more
TPA-53331	TPA	Sofia Cllark	1963-06-07	—	6177107716	470 Forest Ave, Tampa, FL, 33608	0.90	Phone reformatted State code upper-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-128276	ENR	Elijah Simpson	1966-08-23	UHC-27833-58	—	4031 Highland Ave, Fresno, CA, 93764	0.90	Date of birth reformatted Email lower-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-420961	CLM	Will Freeman	1954-03-22	UHC-52307-49	8858555367	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-101327	ENR	Janet Gibson	1966-08-04	UHC-41992-20	8566838272	8053 Mesa Dr, Jacksonville, FL, 32262	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-122726	ENR	Kimberly A Flores	1976-05-10	UHC-66093-90	6688163172	4412 Desert Sky Blvd, Columbus, OH, 43259	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-106688	ENR	Aan Rios	2002-11-20	UHC-32796-59	3025516496	9075 Desert Sky Blvd, Minneapolis, MN, 55480	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
CLM-400240	CLM	Emily Rice	1954-12-08	UHC-52218-45	4108956746	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
CLM-403196	CLM	Dennis Hunt	1993-03-07	UHC-89275-42	7022047001	9777 Mountain View Dr, Columbus, OH, 43245	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-424437	CLM	Walsh Kenneth	1951-03-19	UHC-35989-04	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more

3,278 rows, page 56 of 66Previous Next