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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137247	ENR	Dennis Kelley	1978-04-18	UHC-97854-14	7932220150	3742 Meadow Ln, Chandler, AZ, 85217	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26086	PRV	Jim Wright	1993-08-27	UHC-88515-11	6378552459	8840 Cedar Ln, Columbus, OH, 43225	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109785	ENR	Vncent Adams	1942-02-11	UHC-13189-31	9709013391	3494 Indian School Rd, Scottsdale, AZ, 85228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131237	ENR	Samuel Martinez	1993-03-02	UHC-63883-31	2044450890	3969 Lake View Rd, San Antonio, TX, 78262	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-408811	CLM	Vincent G Ruiz	1997-09-22	UHC-15528-60	4182214963	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-420105	CLM	Ashley Park	1984-03-25	UHC-77999-99	—	5422 Meadow Ln, Miami, FL, 33129	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109033	ENR	Pamela Perry	1948-11-24	UHC-99271-74	8473171023	5465 Maple Ave, Nashville, TN, 37232	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-429748	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	—	7766 Ridge Rd, San Antonio, TX, 78231	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425881	CLM	Bobby Nichols	1989-09-18	UHC-85627-10	—	4382 Sunset Blvd, Miami, FL, 33164	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-136583	ENR	Keith X Larson	1994-01-19	UHC-83530-31	2916371340	6408 Lincoln Way, Los Angeles, CA, 90046	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413931	CLM	Nathan Y Ryan	1996-09-17	UHC-40820-53	—	8757 Desert Sky Blvd, Denver, CO, 80273	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50948	TPA	Stephen E Mason	1949-01-20	UHC-11372-10	—	5037 Ocean Ave, Columbus, OH, 43224	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101950	ENR	Bobby Gonzales	1975-08-07	UHC-06949-29	8695564134	6370 Mesa Dr, Nashville, TN, 37235	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101949	ENR	Bobby Gonzales	1975-08-07	UHC-06949-29	8695564134	6370 Mesa Dr, Nashville, TN, 37235	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-111453	ENR	John I Lee	1980-12-10	UHC-76890-70	2785192062	7726 Mesa Dr, Nashville, TN, 37298	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129404	ENR	Wei Coleman	1968-02-02	UHC-03076-19	6507914166	5962 Valley View Dr, Glendale, AZ, 85397	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417439	CLM	Samuel Rodriguez	1957-12-02	UHC-96426-29	3802015276	9608 Meadow Ln, Plano, TX, 75018	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-406725	CLM	Carl A Clark	1977-10-08	UHC-03377-54	2355177070	6214 Bayshore Dr, Los Angeles, CA, 90007	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-135263	ENR	Doris Y Bradley	1942-01-11	UHC-10651-17	4198625164	3138 Meadow Ln, Tampa, FL, 33669	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110935	ENR	Bryan Herrera	2003-11-28	UHC-94727-57	8374424852	7399 Palm Dr, Glendale, AZ, 85386	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21332	PRV	George Kim	1946-06-06	UHC-68057-28	4033784424	4350 Church St, Denver, CO, 80236	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407108	CLM	Omar Oliver	2008-10-01	UHC-32622-59	8862881687	7149 Market St, San Diego, CA, 92147	0.64	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-408259	CLM	Hicks Pamela	1951-06-04	UHC-52905-09	5164572256	5492 Highland Ave, Seattle, WA, 98198	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129231	ENR	Isabella Y Fisher	1942-06-10	UHC-39398-03	4274424161	3499 Baseline Rd, Eden Prairie, MN, 55315	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57433	TPA	Sophia Watkins	1947-12-21	—	—	3945 Meadow Ln, Seattle, WA, 98173	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24310	PRV	Vincent Austin	1943-10-28	—	2824338277	9755 Sage Ct, Dallas, TX, 75217	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421116	CLM	Jessica Schmidt	1999-11-07	UHC-33321-26	—	1851 River Rd, Houston, TX, 77083	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412644	CLM	Brandon Castro	2002-10-08	UHC-61691-89	—	7839 Pine Dr, Jacksonville, FL, 32285	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122922	ENR	Camila Dixon	1963-06-04	UHC-89921-33	6434881332	5403 Mesa Dr, Houston, TX, 77093	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124219	ENR	Jessica A Morris	1977-08-18	UHC-59716-17	—	1321 Forest Ave, Miami, FL, 33124	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104993	ENR	Fatima T Green	1971-01-19	UHC-56858-96	8975855235	764 River Rd, Minneapolis, MN, 55442	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127536	ENR	Denise White	1964-07-19	UHC-43105-62	—	1157 Washington St, Columbus, OH, 43283	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-123162	ENR	Lucia Hernandez	2003-08-05	UHC-88709-12	2966076326	5947 Bayshore Dr, Tempe, AZ, 85287	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120077	ENR	Aisha T Patel	1992-02-11	UHC-79308-89	3934845680	9299 Highland Ave, Miami, FL, 33124	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136928	ENR	Priia F Robinson	1979-12-23	UHC-81983-21	4296375119	3100 River Rd, Denver, CO, 80261	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400404	CLM	Josh Willis	1945-04-07	UHC-25334-79	—	6663 Oak St, Sacramento, CA, 95835	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21144	PRV	Dan Palmer	1960-03-08	UHC-52734-93	4543006946	2641 Apache Blvd, Chandler, AZ, 85282	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137273	ENR	William Bradley	1938-04-02	UHC-47454-98	5688906057	766 Spring St, Tempe, AZ, 85227	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-418680	CLM	Jfef Mooe	1985-05-28	UHC-66663-74	—	7212 Oak St, Miami, FL, 33171	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400931	CLM	Carolyn Lewis	1996-08-27	UHC-83255-14	—	5024 Spring St, Charlotte, NC, 28254	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-56103	TPA	Margaret Hut	1941-10-25	—	—	8780 Camelback Rd, Denver, CO, 80265	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425036	CLM	Brittany Alvarado	1991-09-17	—	5975826766	7794 Baseline Rd, Phoenix, AZ, 85044	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110627	ENR	Emily J Martin	1997-05-14	UHC-23423-50	9666136576	3958 Elm St, Miami, FL, 33109	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24101	PRV	David Y Garcia	2002-10-28	—	2729215703	4316 Church St, Sacramento, CA, 95817	0.64	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
CLM-428247	CLM	Beverly Kennedy	1943-05-06	UHC-48471-80	6014045500	2465 Pine Dr, Houston, TX, 77054	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401622	CLM	Jeffrey Rojas	—	UHC-39663-17	—	3040 Apache Blvd, Seattle, WA, 98111	0.64	Date of birth unreadable City re-cased Email lower-cased Gender normalised+2 more
TPA-54358	TPA	Herny Espinoza	1959-07-26	—	3546701432	1745 Church St, Austin, TX, 78795	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
PRV-22795	PRV	Debra Mitchell	1988-07-23	UHC-96771-59	3883379800	7275 Lincoln Way, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
TPA-62012	TPA	Kayla Vazquez	1948-06-13	—	9477132638	2691 Indian School Rd, Columbus, OH, 43214	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-123319	ENR	Gary T Joes	1979-04-05	UHC-49094-24	2264909426	4857 Sunset Blvd, Minneapolis, MN, 55475	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more

16,828 rows, page 170 of 337Previous Next