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-407593	CLM	Joe Turner	1997-09-21	UHC-65327-39	6117624390	3679 Lincoln Way, Denver, CO, 80227	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-129551	ENR	Gloria Dean	1938-09-23	UHC-18635-38	2404923032	7637 Bayshore Dr Apt 12, Glendale, AZ, 85395	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-22913	PRV	Gerald K Fernandez	1951-04-27	UHC-60458-38	5187394330	6759 Camelback Rd, Nashville, TN	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-137707	ENR	Debra Lane	1964-09-16	UHC-47729-91	4969140218	8702 Sage Ct, Miami, FL, 33167	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-132172	ENR	Jeffrey A Castro	1990-11-05	UHC-34597-03	8813910960	3466 Mountain View Dr, Sacramento, CA, 95896	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
CLM-420185	CLM	Brenda Clark	1987-12-05	UHC-60924-40	9464699494	6334 Bayshore Dr, Gilbert, AZ	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-133816	ENR	Dorothy Jimenez	2001-05-21	UHC-07842-82	6364854425	6033 Central Ave, Las Vegas, NV, 89136	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-410160	CLM	Austin Schmidt	1973-01-04	UHC-91220-48	4272960862	6057 Palm Dr, Gilbert, AZ, 85286	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-119746	ENR	Eugene Y Kennedy	1955-02-04	UHC-35358-92	9085640173	4602 Grand Ave # 611, Fresno, CA, 93727	0.58	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-136999	ENR	Abiggail A Scott	1948-11-19	UHC-92310-43	7582685007	6984 Washington St # 551, Tempe, AZ, 85290	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-121580	ENR	Melissa Anderson	1981-07-02	UHC-00123-95	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-128894	ENR	Bradley Harvey	1947-11-21	UHC-86488-38	6213587952	6763 Ridge Rd Apt 31, Phoenix, AZ, 85078	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-102170	ENR	Sara L Greene	—	UHC-69470-56	6993116190	9761 Pine Dr, Glendale, AZ, 85346	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-105595	ENR	Julia Hunt	1965-02-23	UHC-27781-50	6739803505	9025 Cedar Ln, Seattle, WA, 98161	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-100166	ENR	Gary Silva	2007-10-17	UHC-76390-23	6926597846	2085 Indian School Rd, Austin, TX, 78770	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-117214	ENR	Frances Mejia	1952-11-03	UHC-36586-32	6809094526	365 Apache Blvd, Tempe, AZ, 85280	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-129162	ENR	Frances Hill	1976-08-28	UHC-89434-26	4633228121	6772 Elm St, Columbus, OH, 43266	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-405926	CLM	Vaalentina Knight	1972-03-19	UHC-33721-28	9385331839	8232 Elm St, Miami, FL, 33166	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-104915	ENR	Tim L Burke	1988-05-14	UHC-40507-82	—	8047 Forest Ave # 660, Tucson, AZ, 85752	0.58	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
PRV-27435	PRV	Jacob James	1992-08-23	UHC-95959-82	2063730657	757 Spring St, Seattle, WA, 98199	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-108311	ENR	Kayla P Dunn	1977-12-24	UHC-36255-45	8398823725	7551 Indian School Rd, Las Vegas, NV, 89101	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101334	ENR	Samantha V Espinoza	1996-10-22	UHC-68935-75	4577853550	8512 Valley View Dr Apt 22, Miami, FL, 33156	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
CLM-419930	CLM	Samuel Sullivan	2006-01-05	UHC-70445-32	3565345198	2208 Indian School Rd, Seattle, WA, 98182	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-413760	CLM	Andrea Wilson	2006-01-08	UHC-84921-80	—	4292 Pine Dr, Tempe, AZ	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-423884	CLM	Mason Rios	1980-07-07	UHC-58394-45	7052457259	8660 Central Ave, Houston, TX, 77095	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
PRV-29093	PRV	Jean McCoy	1963-12-09	UHC-59244-39	5507371454	343 Maple Ave, Tampa, FL, 33600	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-104586	ENR	Carlos Perkins	1961-11-20	UHC-67445-33	4263007803	2484 Maple Ave # 305, Scottsdale, AZ, 85237	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-28084	PRV	Marcus N Hoffman	1967-09-02	UHC-57280-21	2629207331	1328 Desert Sky Blvd, Tampa, FL	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-115099	ENR	Michelle Riley	1939-03-18	UHC-95909-02	3256413894	888 Cedar Ln, Tucson, AZ, 85741	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-428355	CLM	Keith Thompson	1963-12-21	UHC-58395-71	—	6960 Indian School Rd, Jacksonville, FL	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-117503	ENR	Jerry Le	1965-05-13	UHC-34296-93	9118037455	2713 Mountain View Dr, Tucson, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-142494	ENR	Deborah Mason	1983-06-05	UHC-01616-25	—	3508 Desert Sky Blvd, Plano, TX, 75081	0.58	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-414159	CLM	Gabriel Cole	2007-05-03	UHC-91900-15	9127862685	373 Cedar Ln, Houston, TX, 77062	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-416700	CLM	Sara Ramirez	1991-07-10	UHC-30553-71	5208798861	3107 Lake View Rd, Gilbert, AZ, 85270	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-132726	ENR	Alexis M Hughes	2001-06-10	UHC-70657-25	5227601512	1856 Union St, Fresno, CA, 93718	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-110832	ENR	Elizabeth Lane	1943-05-04	UHC-54943-98	2445185748	9077 Hillcrest Rd Apt 36, Columbus, OH, 43224	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-408919	CLM	Alexis Lane	1966-10-02	UHC-83946-95	3509547239	7368 Desert Sky Blvd, San Antonio, TX	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-24798	PRV	Thomas XJunk	1964-08-10	UHC-37217-39	4455906485	5476 Mountain View Dr, Charlotte, NC, 28276	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-126390	ENR	Doris Sims	1942-11-10	UHC-56700-59	8768345172	5650 Valley View Dr, Plano, TX, 75097	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-100377	ENR	Brian S Gonzalez	1967-08-14	UHC-11415-22	5546163147	7198 Mountain View Dr, Eden Prairie, MN, 55365	0.58	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-124553	ENR	Kelly N Hunt	1985-12-13	UHC-13321-31	5738653865	6920 Willow Ct, Sacramento, CA	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-421826	CLM	Jeffrey X Green	1958-05-12	UHC-73338-83	6722446085	6830 Church St, Columbus, OH, 43229	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-132078	ENR	Dixon O Noah	1968-05-24	UHC-37800-54	5267817748	5291 Camelback Rd, Atlanta, GA, 30396	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-108395	ENR	Linda U Harvey	1965-12-27	UHC-26634-20	4903402913	8129 Central Ave, Denver, CO	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-143000	ENR	Sara Burton	1983-02-21	UHC-08812-59	8886625097	5709 Sage Ct, San Diego, CA, 92157	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-117053	ENR	Willie Gordon	1944-06-13	UHC-53886-67	9893213490	7310 Church St, Tucson, AZ, 85754	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-406140	CLM	Jacob Kim	1988-11-28	UHC-20478-93	6176643822	9324 Indian School Rd, Charlotte, NC, 28224	0.58	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-121849	ENR	Kimberly F McDonald	1959-12-14	UHC-49543-48	8215069224	2253 Cedar Ln, San Diego, CA, 92102	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-130295	ENR	Shirley Fields	1946-02-13	UHC-59596-37	7246872445	2237 Baseline Rd, Seattle, WA, 98196	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-404961	CLM	Scott Alvarez	1953-05-08	UHC-73594-80	3902090365	1011 Ocean Ave, Denver, CO, 80221	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more

7,723 rows, page 21 of 155Previous Next