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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138554	ENR	Logan P Sanders	1962-11-27	UHC-91805-80	6994950698	5114 Forest Ave, Fresno, CA, 93769	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132126	ENR	Amy Collins	1970-09-28	UHC-11297-50	9135650175	4997 Maple Ave, Minneapolis, MN, 55493	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-20235	PRV	Charles M Bradley	1951-07-19	UHC-01729-01	—	7702 Willow Ct, Jacksonville, FL, 32263	0.52	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-119227	ENR	Larry M Franklin	1955-01-19	UHC-07734-45	8945055515	8091 Sunset Blvd Apt 22, Atlanta, GA, 30311	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-430883	CLM	Austin Espinoza	2003-02-23	UHC-00961-08	3133468698	2063 Valley View Dr, Minneapolis, MN, 55483	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414677	CLM	Dunn Wei	1946-05-02	UHC-73139-88	3756121702	6309 Lincoln Way # 414, Plano, TX, 75041	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25282	PRV	Wei Rogers	1958-11-27	UHC-04137-54	7869805224	4311 Market St, Atlanta, GA	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24566	PRV	Jack M Barnes	1979-04-24	UHC-75054-56	—	3185 Washington St, Las Vegas, NV, 89125	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-106029	ENR	Sofia Luna	1995-01-17	UHC-09907-30	5195937770	4207 Cedar Ln, Dallas, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-60511	TPA	Sean Garrett	1941-08-10	—	7509554676	3081 Indian School Rd, Tampa, FL, 33662	0.52	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-55934	TPA	Jeremy X Armstrong	1989-04-21	—	—	9463 Harbor Blvd, Plano, TX, 75051	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63090	TPA	Russell Kennedy	1980-05-20	—	—	4980 Jefferson Ave, Charlotte, NC, 28211	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105500	ENR	Justin Andrews	1981-06-15	UHC-75001-98	7112998881	5448 Ridge Rd, Eden Prairie, MN, 55323	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-60309	TPA	Hannah Vazquez	2008-07-21	—	—	5714 River Rd # 643, Dallas, TX, 75295	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25471	PRV	Scott Alvarado	1973-09-21	—	9649297388	5896 Hillcrest Rd, Glendale, AZ, 85399	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142110	ENR	Sandra Hudson	1987-04-08	UHC-87344-62	—	4344 Desert Sky Blvd, Seattle, WA, 98100	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-120311	ENR	Brittany Long	1978-06-02	UHC-81737-68	6657478820	6125 Forest Ave, Tempe, AZ	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56001	TPA	Scott Powell	1958-11-17	—	—	7010 Park Pl, Plano, TX	0.52	Name split from “Last, First”Two-digit birth year City re-cased ZIP missing+2 more
ENR-111442	ENR	Elijah Q Vega	1948-05-08	UHC-68333-42	3405042350	925 Spring St, Chandler, AZ, 85215	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-57749	TPA	Marilyn King	1970-10-14	—	8824665571	7092 Pine Dr, Houston, TX, 77078	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21589	PRV	Jessica Alexander	1973-06-17	—	—	5403 Jefferson Ave, Phoenix, AZ, 85034	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-415125	CLM	Harrison M Adm	2008-10-07	UHC-57645-54	—	2956 Sage Ct, Minneapolis, MN	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year ZIP missing+2 more
ENR-102782	ENR	Holmes E Bruce	1966-07-06	UHC-64889-26	3303608294	8363 Main St, Tucson, AZ, 85769	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-422230	CLM	Samuel Perkins	1969-08-26	—	6179691045	514 Meadow Ln, Los Angeles, CA, 90033	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418817	CLM	Henry R Jordan	1968-05-02	—	3612431772	3607 Ridge Rd, Tampa, FL, 33646	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-107229	ENR	Lnda Stevens	1949-05-21	UHC-29670-57	6933022129	5554 Forest Ave, Dallas, TX, 75220	0.52	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-114185	ENR	Aaron Garcia	1963-04-27	UHC-88510-65	7519765126	7813 Desert Sky Blvd, Minneapolis, MN, 55424	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429791	CLM	Ashley Coleman	1950-09-15	—	—	4299 Washington St, Los Angeles, CA, 90057	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-410547	CLM	Danielle Ford	2006-12-08	UHC-47400-49	—	9012 Central Ave # 672, Plano, TX, 75081	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-105488	ENR	Jonathan Richards	1986-09-07	UHC-51651-96	6914342207	4292 Camelback Rd, Charlotte, NC, 28231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-140552	ENR	Roger Chavez	1971-05-02	UHC-06007-39	5388543540	6965 Broadway, Miami, FL, 33159	0.52	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+2 more
CLM-430497	CLM	Eric Harris	1989-03-15	UHC-75275-07	—	2516 Ridge Rd, Los Angeles, CA, 90064	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408787	CLM	Jacob D Hoffman	1997-03-25	—	—	6402 Willow Ct, Chandler, AZ, 85236	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-59904	TPA	Maria Lopez	1945-04-08	—	—	3303 Forest Ave, Jacksonville, FL, 32243	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126894	ENR	Christine Jackson	1956-01-19	UHC-72896-59	2366631910	5956 Bayshore Dr, Tucson, AZ	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418435	CLM	Michelle Kennedy	1950-05-17	UHC-09693-82	6354812881	5675 Cedar Ln, Austin, TX, 78780	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-21655	PRV	Rebecca Franklin	2008-01-09	UHC-18936-06	8234147070	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-403669	CLM	Lawrence Estrada	1944-10-22	UHC-71464-18	—	4645 Harbor Blvd, Columbus, OH, 43290	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-22250	PRV	Jason Cole	1993-10-28	UHC-29923-13	3298091591	7591 Market St, Eden Prairie, MN, 55381	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21776	PRV	Grace Garrett	1993-10-14	UHC-31113-38	3157222991	1674 Oak St # 574, Plano, TX, 75024	0.52	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+2 more
TPA-63381	TPA	Hannah Bowman	1997-02-18	—	—	3657 Central Ave, Charlotte, NC, 28227	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-122564	ENR	Valentina Wood	1989-02-20	UHC-77504-30	8498752268	464 Oak St, Gilbert, AZ	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127240	ENR	Ann G Russell	2006-06-08	UHC-35547-48	3885656960	4502 Hillcrest Rd, San Diego, CA, 92103	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122114	ENR	Anthony Q Garcia	1993-05-08	UHC-14322-96	3845041459	9491 Bayshore Dr, Houston, TX, 77030	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-130349	ENR	Keith Griffin	1979-04-15	UHC-52969-88	5088426049	9173 Lake View Rd Apt 2, Tucson, AZ, 85795	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-423690	CLM	Aaron E Johnson	1978-11-04	UHC-30422-67	4347922415	9581 Indian School Rd # 523, San Antonio, TX, 78283	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-403551	CLM	Carolyn O Jacckson	2002-11-02	—	—	2843 Mesa Dr # 494, Atlanta, GA, 30305	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403552	CLM	Carolyn O Jacckson	2002-11-02	—	—	2843 Mesa Dr # 494, Atlanta, GA, 30305	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414318	CLM	Cheryl U Wang	1959-07-15	UHC-22851-71	6223808771	2046 River Rd, Plano, TX, 75069	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-140568	ENR	Alexis Q Olson	2008-02-14	UHC-58648-50	3417042802	9506 Palm Dr, Gilbert, AZ, 85231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more

6,661 rows, page 29 of 134Previous Next