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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421181	CLM	Betty Daniels	1994-02-16	UHC-73612-80	9647127372	6649 Palm Dr, Nashville, TN, 37242	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-118776	ENR	Michelle Wang	1968-05-12	UHC-87180-92	6269855399	6183 Market St, Dallas, TX, 75280	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+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-407438	CLM	Christopher X Adams	1956-06-26	UHC-88794-67	—	4764 Spring St, Atlanta, GA, 30333	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-102697	ENR	Sandra Ellis	2003-08-04	UHC-11149-53	8285760353	6392 Willow Ct, Las Vegas, NV, 89190	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-424734	CLM	Joseph Olson	1951-01-23	UHC-17116-81	—	8346 Desert Sky Blvd, San Diego, CA, 92115	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-124453	ENR	Lucia N Bennett	1945-12-08	UHC-47654-57	7223619686	2996 Desert Sky Blvd, Columbus, OH, 43245	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-424499	CLM	Charles Nguyen	1981-01-23	UHC-11107-77	—	7463 Forest Ave, Sacramento, CA, 95831	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-142094	ENR	Shirley V Boyd	1972-08-14	UHC-95505-65	6134102978	3550 Ridge Rd, Houston, TX, 77024	0.78	Date of birth reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
PRV-26831	PRV	Charles Nelson	1939-03-01	UHC-63194-22	9185057537	1880 Pine Dr, Eden Prairie, MN, 55394	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-102345	ENR	Jordan Armstrong	1990-06-22	UHC-21547-04	7224967167	5162 Bayshore Dr, San Antonio, TX, 78276	0.80	Phone reformatted Member ID reformatted SSN last four extracted Whitespace trimmed
ENR-128224	ENR	James P Stewart	2004-09-23	UHC-71459-23	3744402053	1520 Lincoln Way, Scottsdale, AZ, 85268	0.80	Phone reformatted Member ID reformatted City re-cased State name converted to code
CLM-430103	CLM	Scott B Howell	1997-12-18	UHC-04080-62	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-105251	ENR	Sandra Scott	1962-04-20	UHC-95286-62	4676828569	3181 Lake View Rd, Tempe, AZ, 85294	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
CLM-406056	CLM	Scott Kim	1949-12-21	UHC-98455-86	—	3083 Ocean Ave, Tempe, AZ, 85251	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412770	CLM	Sharon Z Gomez	1967-02-08	UHC-34933-75	8193243211	5413 Sunset Blvd, Las Vegas, NV, 89177	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-118901	ENR	David Sullivan	—	UHC-29415-94	8715153745	7143 Palm Dr, Eden Prairie, MN, 55343	0.80	Date of birth unreadable Phone reformatted Member ID reformatted Email lower-cased
ENR-125745	ENR	Rachel D James	1973-09-03	UHC-81066-82	8296245689	6196 Broadway Apt 4, Denver, CO, 80203	0.80	Phone reformatted Member ID reformatted Unit split from street Placeholder values cleared
ENR-122017	ENR	Joshua W Shaw	1977-03-20	UHC-83625-46	9137897645	6188 Hillcrest Rd, Dallas, TX, 75228	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
TPA-60945	TPA	Jose T Patterson	1982-09-22	UHC-60006-41	—	9395 Sunset Blvd, Houston, TX, 77066	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-130851	ENR	Albert H Rios	1958-01-26	UHC-29234-95	—	6504 Jefferson Ave, Eden Prairie, MN, 55364	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-412630	CLM	Judith Bradley	1975-07-23	UHC-04466-99	2995934510	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-108100	ENR	Russell Snyder	2008-11-25	UHC-15807-16	2216255599	6299 Ridge Rd, Phoenix, AZ, 85072	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-102168	ENR	Nicholas X Stevens	1966-01-19	UHC-17491-69	4163756819	8181 Sunset Blvd, Glendale, AZ, 85315	0.80	Two-digit birth year Phone reformatted Member ID reformatted Plan code upper-cased
ENR-120948	ENR	Brenda K Nichols	—	UHC-16085-08	7758514769	6682 Broadway, Gilbert, AZ, 85207	0.80	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed
ENR-115855	ENR	Scott D Bryant	2004-04-28	UHC-18362-92	7316249967	6789 Hillcrest Rd, Atlanta, GA	0.80	Phone reformatted Member ID reformatted ZIP missing Plan code upper-cased
ENR-115450	ENR	Virginia E Kelley	1943-09-03	UHC-83659-27	2712190202	830 Baseline Rd, Plano, TX, 75015	0.80	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed
CLM-406301	CLM	Joyce R Palmer	1980-11-24	UHC-68741-60	4587326648	712 Pine Dr, Atlanta, GA, 30360	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429305	CLM	Kimberly H Boyd	1994-11-10	UHC-72399-15	—	5470 Central Ave, Fresno, CA, 93751	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-110216	ENR	Katherine Ellis	—	UHC-68175-77	—	8308 Meadow Ln, Chandler, AZ, 85246	0.80	Name re-cased Date of birth missing Member ID reformatted Placeholder values cleared
ENR-131067	ENR	Sarah Torres	1984-06-01	UHC-53323-39	3167161936	6112 Valley View Dr, Scottsdale, AZ, 85248	0.80	Name split from “Last, First”Member ID reformatted Email lower-cased Whitespace trimmed
ENR-123865	ENR	Timothy Bowman	1999-07-19	UHC-30241-45	6342289750	9580 Central Ave, Mesa, AZ, 85201	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-120059	ENR	Bobby Porter	1967-05-06	UHC-59243-54	—	9479 Camelback Rd, Sacramento, CA, 95834	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-124883	ENR	Wei Willis	1967-01-27	UHC-15137-52	3133841363	4703 Indian School Rd, Eden Prairie, MN, 55347	0.80	Name re-cased Two-digit birth year Member ID reformatted City re-cased
CLM-405883	CLM	Andrea Washington	1981-01-01	UHC-84724-16	6508071942	912 Palm Dr, Charlotte, NC, 28285	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-119968	ENR	Judith Gutieerrez	1991-04-19	UHC-59560-29	—	2662 Indian School Rd, Tempe, AZ, 85255	0.80	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased
CLM-411222	CLM	Carlos Spencer	1952-05-26	UHC-03040-35	—	1250 Sage Ct, Minneapolis, MN, 55429	0.80	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-122258	ENR	Stephen P Stevens	1987-10-03	UHC-57453-86	9399399532	9133 Sage Ct Apt 38, Phoenix, AZ, 85087	0.80	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street
CLM-409983	CLM	Steve McCoy	1976-03-10	UHC-00347-08	—	8878 Market St, Scottsdale, AZ, 85260	0.80	Two-digit birth year Member ID reformatted City re-cased Placeholder values cleared
CLM-405174	CLM	Denise Morgan	1995-12-27	UHC-49964-55	—	5211 Harbor Blvd Apt 4, Houston, TX, 77085	0.80	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed
ENR-120626	ENR	Joseph Cook	1969-01-22	UHC-66594-41	3558100525	3788 Pine Dr, Fresno, CA, 93788	0.80	Member ID reformatted State name converted to code Email lower-cased Placeholder values cleared
CLM-417630	CLM	Carolyn Campbell	1950-02-15	UHC-91732-23	—	7292 Broadway, Denver, CO, 80244	0.80	Name split from “Last, First”Member ID reformatted Address re-cased Placeholder values cleared
CLM-406605	CLM	Ray Garza	1963-07-27	UHC-65800-71	—	7988 Bayshore Dr, Jacksonville, FL, 32213	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-130971	ENR	Kayla Wilson	2007-12-06	UHC-74795-94	9089106199	4822 Bayshore Dr, Los Angeles, CA, 90074	0.80	Member ID reformatted State name converted to code Email lower-cased Whitespace trimmed
TPA-55041	TPA	Olivia Cooleman	1967-06-19	UHC-80313-12	—	1107 Oak St, San Antonio, TX, 78250	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412077	CLM	Noah Ray	1949-02-28	UHC-19075-70	—	—	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-406142	CLM	Tyler Knight	2002-04-27	UHC-41760-41	9055100879	6690 Elm St, Dallas, TX, 75215	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-415373	CLM	Jennifer Hansen	1966-04-08	UHC-70639-44	9743715662	—	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
ENR-126851	ENR	Ethan Wilson	1985-03-27	UHC-50994-39	5039961524	8829 Highland Ave, Houston, TX, 77056	0.80	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-126435	ENR	Lauren Z Kelly	2003-11-07	UHC-96244-64	—	1212 Hillcrest Rd, Chandler, AZ, 85240	0.80	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed

7,723 rows, page 110 of 155Previous Next