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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432266	CLM	David Garrett	2002-11-27	UHC-37765-78	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-409234	CLM	Logan Hamilton	1972-01-12	UHC-20469-91	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-402435	CLM	Karen Little	1959-03-03	UHC-06105-79	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
CLM-405520	CLM	Priya O Crawford	1980-08-21	UHC-19959-40	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
PRV-21951	PRV	Andrea Foster	2002-05-24	UHC-45296-24	—	3205 Union St, Tucson, AZ, 85789	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-137914	ENR	Victoria Castro	2006-07-13	UHC-70530-14	—	2915 Central Ave, Tucson, AZ, 85797	0.78	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+1 more
ENR-119355	ENR	Albert T Wood	1980-04-04	UHC-68956-13	—	6319 Bayshore Dr, Charlotte, NC, 28273	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
CLM-426152	CLM	Ryn Gibson	2000-03-10	UHC-58746-33	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-426151	CLM	Ryn Gibson	2000-03-10	UHC-58746-33	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-405982	CLM	Abigail George	1993-07-19	UHC-48841-18	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-125653	ENR	Timothy O Howard	1978-07-22	UHC-36699-85	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
CLM-429204	CLM	Brian R Little	2007-11-25	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-116596	ENR	Mateo G Estrada	1981-01-25	UHC-56622-34	—	3838 Mountain View Dr, Glendale, AZ, 85344	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-116075	ENR	Wayne Boyd	1960-05-01	UHC-60088-89	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
CLM-412468	CLM	Matt Arnold	1944-08-07	UHC-10919-83	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-129215	ENR	Logan Washington	1985-09-06	UHC-85073-69	—	4376 Highland Ave, Columbus, OH, 43212	0.78	Date of birth reformatted Phone missing area code Member ID reformatted Whitespace trimmed+1 more
ENR-119888	ENR	Dylan P Carpenter	1997-09-04	UHC-57619-60	—	2472 Ridge Rd, Minneapolis, MN, 55452	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-427928	CLM	Kevin Guerrero	1956-03-23	UHC-55296-65	—	4927 River Rd, Fresno, CA, 93783	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-422640	CLM	Deborah Willis	1975-02-17	UHC-78282-13	—	2399 Harbor Blvd, Miami, FL, 33157	0.78	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-424937	CLM	Wayne Ward	1940-05-22	—	—	8946 Apache Blvd, Plano, TX, 75025	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
ENR-139976	ENR	Lucia G Hicks	1969-08-25	UHC-33115-56	—	9284 Bayshore Dr, San Antonio, TX, 78289	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
TPA-56072	TPA	Vincent H Mills	1977-06-11	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-103427	ENR	Kelly U Little	1942-11-21	UHC-29949-37	—	5921 Spring St, Jacksonville, FL, 32293	0.78	Name re-cased Phone missing area code Member ID reformatted City re-cased+1 more
ENR-126878	ENR	Nathan A Bennett	1998-08-28	UHC-01939-06	—	1469 Spring St, Eden Prairie, MN, 55313	0.78	Date of birth reformatted Phone missing area code City re-cased Plan code upper-cased+1 more
CLM-427380	CLM	Dennis Dean	1939-08-27	UHC-16691-43	—	7382 River Rd, Tampa, FL, 33684	0.78	Date of birth reformatted Phone missing area code Member ID reformatted Whitespace trimmed+1 more
CLM-408813	CLM	Henderson Sarah	1972-04-16	UHC-24133-93	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
PRV-27894	PRV	Elijah Weaver	1954-12-01	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-127690	ENR	David G Butler	2004-12-28	UHC-58798-14	—	2061 Lake View Rd, Mesa, AZ, 85277	0.78	Phone missing area code Member ID reformatted City re-cased State code upper-cased+1 more
CLM-421603	CLM	Elijah Simpson	1966-08-23	UHC-27833-58	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-61019	TPA	Carol C Meyer	1979-07-21	—	—	3897 Camelback Rd, Nashville, TN, 37265	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
ENR-123181	ENR	Nicole Butler	1997-01-10	UHC-48354-10	—	6720 Bayshore Dr, Eden Prairie, MN, 55316	0.80	Date of birth reformatted Phone missing area code State code upper-cased Placeholder values cleared
CLM-431929	CLM	Patrick W Jenkins	1987-04-22	UHC-24809-52	—	975 Valley View Dr, Jacksonville, FL, 32234	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
ENR-131683	ENR	Dina L Morgan	1959-11-28	—	—	8762 Mesa Dr, San Antonio, TX, 78210	0.80	Phone missing area code City re-cased Email lower-cased Placeholder values cleared
ENR-110372	ENR	Jose S Owens	1962-08-22	UHC-07892-04	—	8716 Camelback Rd, Dallas, TX, 75235	0.80	Phone missing area code State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-57269	TPA	Madison Meyer	1954-09-22	—	—	6065 Ridge Rd, Tampa, FL, 33615	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
PRV-27406	PRV	Mary Smith	1945-07-09	—	—	1344 Apache Blvd, Austin, TX, 78704	0.80	Date of birth reformatted Phone missing area code City re-cased Placeholder values cleared
CLM-421449	CLM	Emma Carroll	1984-04-25	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-100690	ENR	Bobby J Arnold	1993-03-03	UHC-10974-02	—	8996 River Rd, Fresno, CA, 93790	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
ENR-113220	ENR	Samantha Q Perez	2004-08-20	UHC-56558-45	—	2193 Ridge Rd, Tucson, AZ, 85766	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-120579	ENR	Terry Singh	1956-05-20	UHC-09840-40	—	—	0.80	Phone missing area code Member ID reformatted Plan code upper-cased Placeholder values cleared
CLM-408560	CLM	Cynthia Chen	2008-03-08	UHC-28065-94	—	7374 Lake View Rd, Charlotte, NC, 28200	0.80	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed
CLM-417408	CLM	Shirley Larson	2002-03-01	UHC-40728-43	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-112907	ENR	Kimberly Reid	1948-08-28	UHC-41007-29	—	3771 Lincoln Way, Orlando, FL, 32854	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-63980	TPA	Roger Luna	1960-10-11	UHC-68542-23	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-117678	ENR	Carol Gonzalez	1989-12-08	UHC-29432-01	—	6677 Cedar Ln, Phoenix, AZ, 85098	0.80	Date of birth reformatted Phone missing area code Plan code upper-cased Whitespace trimmed
ENR-137099	ENR	Emily Montgomery	2004-03-03	UHC-51886-82	—	233 Oak St, Denver, CO, 80292	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
TPA-52694	TPA	Sara Burton	1938-03-28	—	—	2589 Canyon Rd, Atlanta, GA, 30328	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-27498	PRV	Elisabeth Weaver	1985-07-09	UHC-21629-88	—	2357 Ocean Ave, San Antonio, TX, 78239	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-131539	ENR	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased
CLM-430355	CLM	Emiy A Howard	1966-06-04	UHC-32460-21	—	—	0.80	Name re-cased Phone missing area code Member ID reformatted Placeholder values cleared

2,021 rows, page 34 of 41Previous Next