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-137381	ENR	Freeman Diana	2005-02-21	UHC-59043-73	4383608815	8283 Ocean Ave, San Diego, CA	0.54	Name re-cased Two-digit birth year State name converted to code ZIP missing+1 more
CLM-428979	CLM	Daniel K Garcia	1979-10-23	UHC-19096-65	8058044584	7751 Union St, Seattle, WA, 98152	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-142091	ENR	David Green	1962-05-06	UHC-37765-37	—	3728 Jefferson Ave, Tucson, AZ, 85733	0.54	Name re-cased Two-digit birth year State name converted to code Gender normalised+1 more
ENR-115177	ENR	Noeh H Miller	1962-11-10	UHC-78031-25	5968760106	5151 Pine Dr, Glendale, AZ, 85396	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-130963	ENR	Brenda Q Allen	1952-03-07	UHC-73574-97	9175885664	2354 Apache Blvd, Atlanta, GA, 30345	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-103002	ENR	Frances Vargas	1957-12-07	UHC-44264-23	4286644373	6476 Maple Ave, Minneapolis, MN, 55480	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
TPA-64256	TPA	Austin Morgan	2003-05-17	—	—	6020 Sunset Blvd, Dallas, TX, 75225	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-110869	ENR	Jerry Oliver	1986-02-24	UHC-41721-67	3703964093	3207 Bayshore Dr, Fresno, CA, 93713	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427425	CLM	Bradley Elliott	1981-03-20	—	—	8883 Mesa Dr, Tucson, AZ, 85737	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425711	CLM	Ronald D Morales	1948-01-28	—	—	2228 Church St, Phoenix, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-115661	ENR	Albert L Luna	1957-11-14	UHC-70680-68	9658069568	908 Pine Dr, Columbus, OH, 43206	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53485	TPA	Michelle Lee	1952-02-03	—	—	88 Highland Ave, Charlotte, NC, 28211	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-424899	CLM	Diego Freeeman	1971-12-28	UHC-98952-98	—	3303 Ocean Ave, Glendale, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-405133	CLM	Richhard Silva	2000-07-04	—	—	1302 Meadow Ln Apt 23, San Diego, CA, 92143	0.54	Two-digit birth year Phone missing area code Unit split from street Whitespace trimmed+1 more
ENR-112016	ENR	Gloria U Hofffman	1978-12-18	UHC-25518-91	9555756475	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-102014	ENR	Samantha Meyer	1992-03-20	UHC-98383-40	8155948815	8827 Main St, Chandler, AZ, 85240	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132940	ENR	Ptaricia E Dominguez	1990-10-19	UHC-15071-60	4487713346	8768 Canyon Rd, Los Angeles, CA, 90034	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-120664	ENR	Jeffrey G Sullivan	2001-12-17	UHC-01818-10	4417322071	8471 Elm St, Houston, TX, 77054	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-431726	CLM	Ahmed Sims	1972-07-07	UHC-36382-81	—	7759 Harbor Blvd, Dallas, TX, 75257	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-142869	ENR	Ahmed Q Hughes	1976-07-24	UHC-53596-51	2786303265	7300 Highland Ave, Dallas, TX, 75233	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-116264	ENR	Amebr G Lawson	1962-09-26	UHC-27031-71	9679214070	2988 Sunset Blvd, Orlando, FL, 32837	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428409	CLM	Nancy Rojas	2007-10-03	UHC-59612-31	8799502293	309 Ocean Ave, Austin, TX, 78700	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24364	PRV	Ryan M Daniels	1949-03-16	UHC-67026-83	2908682003	2759 Bayshore Dr Apt 13, Glendale, AZ, 85331	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-141966	ENR	Anthonny Fields	1940-01-11	UHC-31593-83	6577355731	5442 Main St, Glendale, AZ, 85389	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-107689	ENR	Sofia O Duncan	1938-06-28	—	7576423281	2365 River Rd, Denver, CO, 80217	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-120240	ENR	Willam H Thomas	1950-10-27	UHC-66305-24	4376997661	8887 Palm Dr, Miami, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-139674	ENR	Gary Wagner	1964-06-27	UHC-71648-57	8843414597	7160 Desert Sky Blvd, San Antonio, TX, 78261	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
CLM-427703	CLM	Jacqueline Mitchell	1984-06-10	—	—	7226 Broadway, Denver, CO, 80223	0.54	Name split from “Last, First”Two-digit birth year Address re-cased Gender normalised+1 more
CLM-415798	CLM	Joe Diaz	2001-03-25	—	—	3111 Maple Ave, Glendale, AZ	0.54	Two-digit birth year ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-406596	CLM	Hiroshi Lewis	1954-09-13	—	—	3962 Main St, Scottsdale, AZ	0.54	Name split from “Last, First”Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-406093	CLM	Amber Valdez	1954-09-28	UHC-35139-26	7809788208	7773 Highland Ave, Miami, FL, 33103	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-407074	CLM	Angela Sanders	1975-04-10	—	—	2301 Grand Ave, Jacksonville, FL, 32217	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407888	CLM	Rebecca F Hughes	1982-04-18	UHC-55608-51	—	6044 Palm Dr, San Diego, CA, 92170	0.54	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-22275	PRV	Valentina Price	2004-04-24	—	—	9812 Meadow Ln # 599, Phoenix, AZ, 85032	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53387	TPA	Natalie N Wagner	1965-07-26	—	7903788518	9743 Sunset Blvd, Orlando, FL, 32818	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
TPA-63581	TPA	Jesse Bryant	1948-07-25	—	—	9551 Sunset Blvd, Los Angeles, CA, 90089	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-117869	ENR	Joshua Cooper	1962-10-20	UHC-54359-82	4135206744	8269 Pine Dr, Nashville, TN, 37234	0.54	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+1 more
TPA-63443	TPA	Brittany Ferguson	1944-05-18	UHC-92938-61	—	6556 Ocean Ave # 772, San Diego, CA, 92127	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
TPA-57332	TPA	Noah W Hall	1946-05-18	UHC-25198-97	—	7972 Forest Ave, Seattle, WA, 98119	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137400	ENR	Emma Y Alvarez	1980-08-14	UHC-46560-03	6956728941	1553 Bayshore Dr, Houston, TX, 77098	0.54	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
CLM-431582	CLM	Aaron Morris	1945-05-07	—	—	6297 Lake View Rd # 445, Scottsdale, AZ, 85276	0.54	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
TPA-62899	TPA	Virginia Ramos	1989-04-27	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-139067	ENR	Christian Duncan	1986-08-20	UHC-25272-99	4623183349	2753 Mountain View Dr, Los Angeles, CA, 90002	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-430254	CLM	Shirley Brooks	1980-12-17	UHC-51174-59	—	9743 Sage Ct, San Diego, CA, 92119	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-425122	CLM	Samantha Lawrence	1940-04-12	UHC-39266-73	—	7120 Washington St, Tucson, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-124243	ENR	Ryan L Hunter	1965-10-05	UHC-48235-63	9726429827	7479 Forest Ave, Charlotte, NC	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101296	ENR	Matthew Jensen	1973-08-26	UHC-03797-09	5905928265	4550 Jefferson Ave, Seattle, WA, 98171	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432461	CLM	Martha Z Williamson	1995-08-06	UHC-86118-06	—	364 Broadway # 411, Plano, TX, 75094	0.54	Two-digit birth year Phone missing area code Unit split from street Whitespace trimmed+1 more
ENR-118975	ENR	Phillip L Barnes	2005-01-26	UHC-12496-07	8088462056	2781 Indian School Rd, Denver, CO, 80279	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-117531	ENR	Kevin Vasquez	1965-12-12	UHC-02982-41	4987211863	3689 Grand Ave, Scottsdale, AZ, 85266	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more

6,661 rows, page 44 of 134Previous Next