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
CLM-415879	CLM	Betty Hrat	1993-04-17	UHC-32493-85	—	4852 Union St, Charlotte, NC, 28229	0.52	Name re-cased Two-digit birth year Phone missing area code Gender normalised+2 more
ENR-139026	ENR	Betty Henderson	1979-05-25	UHC-12907-68	7637816917	5407 Willow Ct, Fresno, CA, 93724	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-59469	TPA	Jon Woods	1970-07-25	—	9612302794	727 Church St # 855, Las Vegas, NV, 89156	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114830	ENR	Kimberly Chavez	1943-06-23	UHC-51576-16	5565225136	3310 Oak St, Charlotte, NC, 28291	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-107473	ENR	Olivia Chavez	1973-01-15	UHC-71126-91	6156628928	5964 Meadow Ln, Atlanta, GA, 30371	0.52	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
PRV-28922	PRV	Billy Wnag	1952-12-17	—	2838710778	9796 Canyon Rd # 922, San Antonio, TX, 78246	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100649	ENR	Angela Palmer	1967-07-24	UHC-70076-87	7597020119	8072 Church St, Mesa, AZ	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429140	CLM	Carl Gibson	1986-02-04	—	—	1931 Camelback Rd, Jacksonville, FL, 32236	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-415488	CLM	Rebecca U Hart	1962-03-15	—	—	2012 Jefferson Ave, Dallas, TX, 75284	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-57955	TPA	Doroty Griffin	1942-08-16	—	—	968 Camelback Rd, Austin, TX, 78770	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117737	ENR	Eugene T Hanson	1955-06-03	UHC-51392-83	7994356982	4699 Washington St, Atlanta, GA, 30324	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414236	CLM	Lori I Austin	2003-07-23	UHC-45897-76	—	500 Camelback Rd, San Diego, CA, 92121	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-121215	ENR	Sara Lee	1949-02-03	UHC-92684-75	—	7622 Desert Sky Blvd, Denver, CO, 80298	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-133390	ENR	Jeff V Soto	2006-08-10	UHC-86836-12	—	4743 Desert Sky Blvd, Fresno, CA, 93734	0.52	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+2 more
PRV-20254	PRV	Jeffrey S Dixon	2007-02-12	—	—	3804 Hillcrest Rd, Mesa, AZ, 85223	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23634	PRV	Noah E Sims	2002-05-14	UHC-54449-78	—	7793 Harbor Blvd, Chandler, AZ, 85215	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100146	ENR	Anna H McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-63165	TPA	Donald Chapman	2003-08-09	—	4353948718	58 Palm Dr, Las Vegas, NV, 89145	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-103323	ENR	Oivia R Hughes	1985-02-19	UHC-11245-96	2379719758	6459 Lake View Rd, Denver, CO, 80228	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-64257	TPA	Jack Graham	1981-03-04	—	—	9805 Camelback Rd, Eden Prairie, MN	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117606	ENR	Emily X Willis	2001-01-12	UHC-12444-58	2564537672	1859 Market St, Miami, FL, 33168	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-424245	CLM	Gabriel Freeman	1997-01-10	—	—	8222 Park Pl, Las Vegas, NV, 89159	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-400052	CLM	Diane Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133431	ENR	Kelly Wallace	2001-09-05	UHC-98623-51	—	9436 Oak St, Scottsdale, AZ, 85287	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-140830	ENR	Elizzabeth V Lucas	2008-07-01	UHC-40561-13	8098235084	8572 Sage Ct Apt 37, Plano, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
TPA-55600	TPA	Zachary Gonzalez	1994-03-17	—	9378045143	6204 Hillcrest Rd, Las Vegas, NV	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23064	PRV	Paul A Crawford	2000-04-03	UHC-85132-11	—	5404 Highland Ave, Columbus, OH, 43298	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-406338	CLM	Frank Guzman	2006-10-09	UHC-66444-28	—	1500 Spring St, Fresno, CA, 93723	0.52	Name split from “Last, First”Two-digit birth year State name converted to code Plan code upper-cased+2 more
TPA-59142	TPA	Karen Martin	1984-04-01	—	—	3754 Main St, Miami, FL, 33149	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-104001	ENR	Ann O Adams	1964-03-09	UHC-49487-89	9476613565	4774 Broadway, Scottsdale, AZ	0.52	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-428368	CLM	TJunk	1991-02-02	UHC-14684-42	—	2259 Union St, Seattle, WA, 98173	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116002	ENR	Sharon J Duncan	1994-04-22	UHC-94928-48	8586755796	1226 Mountain View Dr, Gilbert, AZ, 85228	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-106085	ENR	Eugene Perkins	1991-05-21	UHC-74376-09	4092640195	8300 Canyon Rd, San Antonio, TX, 78243	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
TPA-51660	TPA	Doris Matthews	1944-07-09	—	—	8753 Pine Dr, Orlando, FL, 32880	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124089	ENR	Denise S Ward	1959-07-06	UHC-58871-56	—	8358 Lake View Rd, Miami, FL, 33113	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-103198	ENR	Sandra Morris	1976-08-19	UHC-98911-16	6228348788	8039 Valley View Dr, Minneapolis, MN, 55428	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-107187	ENR	Billy J Crawford	1958-10-03	UHC-98380-24	2242205920	8274 Market St, Sacramento, CA, 95816	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-130951	ENR	Eugene Franklin	1999-06-01	UHC-34876-67	9537519462	4137 Mountain View Dr, Miami, FL, 33145	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26424	PRV	Nancy Graham	1959-03-19	—	7094605128	4350 Apache Blvd, Seattle, WA, 98197	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-420395	CLM	Christian Simmons	1942-08-17	—	—	2759 Main St, Atlanta, GA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
TPA-58813	TPA	Terry Rodriguez	1984-06-25	—	—	7763 Mountain View Dr, Gilbert, AZ, 85264	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131455	ENR	Patricia Q Ross	1949-05-22	UHC-68744-18	7758511395	52 Desert Sky Blvd # 609, Glendale, AZ, 85394	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111886	ENR	Carlos E Black	1984-07-05	UHC-87243-22	4546646146	1501 Willow Ct, Houston, TX	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107964	ENR	Nicole Sullivan	2005-09-21	UHC-05239-58	5616350718	5598 Valley View Dr, Tempe, AZ, 85235	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125967	ENR	Mariana Guzamn	1954-06-03	UHC-05958-12	6577460469	3575 Hillcrest Rd, Columbus, OH, 43266	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-110763	ENR	Timothy L Ortega	1995-11-14	UHC-61342-15	5465806924	9713 Park Pl, Los Angeles, CA, 90055	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-118326	ENR	Chris U Andrews	2002-04-17	UHC-48839-39	8816132588	9864 Washington St Apt 31, San Diego, CA, 92111	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-128161	ENR	Marshall Wayne	1983-10-09	UHC-19370-19	3912203085	6085 Church St, San Antonio, TX, 78295	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115706	ENR	Ana X Scott	1990-09-23	UHC-07807-14	5164151717	569 Hillcrest Rd, Scottsdale, AZ, 85216	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117397	ENR	Marilyn Thompson	1964-03-13	UHC-26376-20	8227163831	3010 Market St, Tampa, FL, 33609	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more

6,661 rows, page 33 of 134Previous Next