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

Enrollment, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130889	ENR	Teresa Reed	1964-02-17	UHC-86365-59	4122551261	5062 Maple Ave, Plano, TX, 75088	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-123915	ENR	Magaret Q Bishop	1958-08-09	UHC-17308-48	—	153 Main St, Mesa, AZ, 85235	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-140254	ENR	Katherine Weaver	1985-09-04	UHC-05678-51	2443742250	2249 Lake View Rd, Charlotte, NC, 28253	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code
ENR-111189	ENR	Richard I Oliver	1966-04-09	UHC-53963-27	3038586680	4100 Valley View Dr, Charlotte, NC, 28285	0.68	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-127601	ENR	Russell F Espinoza	1980-02-28	UHC-97721-25	—	6539 Broadway, Sacramento, CA, 95866	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-112582	ENR	Angela P Ray	1955-08-18	UHC-12877-21	7735085024	7226 Sage Ct, Tampa, FL, 33616	0.68	Name re-cased Phone reformatted SSN last four extracted State name converted to code
ENR-134036	ENR	Gordon K Sara	1942-10-07	UHC-37263-85	3573169412	5437 Sage Ct, Charlotte, NC, 28244	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-129793	ENR	Julia X Perez	2005-11-25	UHC-69461-38	—	4521 Spring St, Tampa, FL, 33665	0.68	Name re-cased Phone missing area code State name converted to code Whitespace trimmed
ENR-142517	ENR	Stephen O Harris	2001-01-28	UHC-18624-69	8413302005	6491 Grand Ave, Plano, TX, 75015	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-126222	ENR	Jonathan M Baker	1967-06-19	UHC-36841-62	3065003400	4091 Sunset Blvd, Columbus, OH, 43251	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-124310	ENR	Joshua C Hicks	1938-10-10	UHC-89302-30	5458676089	4961 Harbor Blvd, Orlando, FL, 32882	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-119839	ENR	Carol Nelson	1960-11-21	UHC-85960-98	—	340 Willow Ct, Columbus, OH, 43288	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-131699	ENR	Barbara Q Mendoza	2007-01-02	UHC-03073-98	8963725268	8073 Sage Ct, Las Vegas, NV, 89102	0.68	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-138697	ENR	Cheryl S Maldonado	1999-06-11	UHC-13415-08	3174278811	6974 Hillcrest Rd, Phoenix, AZ, 85037	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-138696	ENR	Cheryl S Maldonado	1999-06-11	UHC-13415-08	3174278811	6974 Hillcrest Rd, Phoenix, AZ, 85037	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-132772	ENR	Eric Walker	1939-07-14	UHC-52069-26	9173522588	59 Willow Ct, Phoenix, AZ, 85086	0.68	Two-digit birth year Member ID reformatted State name converted to code Placeholder values cleared
ENR-123629	ENR	Christine Y Franklin	1998-12-18	UHC-52518-67	8577587707	9526 Maple Ave, Mesa, AZ, 85291	0.68	Phone reformatted SSN last four extracted State name converted to code Placeholder values cleared
ENR-136813	ENR	Patrikk H Guzman	2007-06-08	UHC-36316-19	5059601281	5213 Jefferson Ave, Phoenix, AZ, 85071	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-138337	ENR	Noah Roberts	2003-05-10	UHC-80842-50	4332747752	7859 River Rd, Jacksonville, FL, 32286	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-139247	ENR	Noah H Franklin	1960-09-27	UHC-74947-71	5728344941	1629 Grand Ave, Denver, CO, 80249	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-139248	ENR	Noah H Franklin	1960-09-27	UHC-74947-71	5728344941	1629 Grand Ave, Denver, CO, 80249	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-102676	ENR	Pamela H Jackson	1940-01-05	UHC-98441-39	—	3501 Sage Ct, Chandler, AZ, 85204	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-104243	ENR	Jess G Carroll	—	UHC-03251-98	3618668303	7789 Spring St, Scottsdale, AZ, 85265	0.68	Date of birth unreadable State name converted to code Email lower-cased Whitespace trimmed
ENR-135581	ENR	Andrea Santiago	1959-06-14	UHC-71825-10	3838478286	9562 Palm Dr, Tucson, AZ, 85723	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-142901	ENR	Scott J Mills	1973-04-03	UHC-95658-73	4005442645	5136 Desert Sky Blvd, Tampa, FL, 33671	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
ENR-142900	ENR	Scott J Mills	1973-04-03	UHC-95658-73	4005442645	5136 Desert Sky Blvd, Tampa, FL, 33671	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
ENR-110628	ENR	Mateo Ortiz	2008-03-27	UHC-00765-02	9367550311	4680 Forest Ave, Miami, FL, 33158	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-106878	ENR	Teresa Grant	2004-01-23	UHC-34244-99	4019309706	7586 Elm St, Houston, TX, 77023	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-109899	ENR	Gregory Car	1974-08-10	UHC-45524-46	4787585362	9728 Pine Dr, Dallas, TX, 75245	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-117387	ENR	Carl Powell	1943-07-19	UHC-28536-45	—	8808 Canyon Rd, Glendale, AZ, 85304	0.68	SSN last four extracted State name converted to code Email lower-cased Whitespace trimmed
ENR-106416	ENR	Ahmde Vazquez	1955-08-09	—	9142541272	2802 Sunset Blvd, Tucson, AZ, 85748	0.68	Phone reformatted State name converted to code Email lower-cased Gender normalised
ENR-101214	ENR	Sophia C Hamilton	1950-04-09	UHC-89129-63	3573203423	2596 Elm St, Miami, FL, 33181	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-106982	ENR	Soia F Torres	1976-07-20	UHC-43110-19	7663812210	9007 Mountain View Dr, Miami, FL, 33150	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-127537	ENR	Jose X Hunter	1952-06-01	UHC-33111-97	6153272706	2363 Forest Ave, Houston, TX, 77040	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-128133	ENR	Ryan M Cox	1963-09-19	—	6729764042	3541 Highland Ave, Chandler, AZ, 85262	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-119915	ENR	Philip I Wallace	1996-01-15	UHC-93647-95	6298418014	7982 River Rd, Dallas, TX, 75289	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-126508	ENR	Rebecca E Holmes	1957-06-16	UHC-55997-48	6694600338	5775 Grand Ave, Minneapolis, MN, 55401	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-102994	ENR	Brandon W Russell	1988-12-24	UHC-06169-41	3012852333	2850 Highland Ave, Las Vegas, NV, 89142	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-125255	ENR	Julia Dean	1963-05-03	UHC-67043-92	2916682572	6711 Forest Ave, Dallas, TX, 75282	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-108723	ENR	Sofia Greene	1976-05-20	UHC-16642-19	—	6125 Apache Blvd, Denver, CO	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-130454	ENR	Nathan Turner	1987-05-06	UHC-08557-62	5189619890	528 Market St, Gilbert, AZ, 85275	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
ENR-100474	ENR	Laura D Henderson	1939-09-02	UHC-08977-16	—	6222 Union St, Tampa, FL, 33684	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-101282	ENR	Ben H Meyer	1985-02-02	UHC-16096-57	4183842251	9288 Market St, Sacramento, CA, 95858	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-120783	ENR	Bryan X Holmes	1987-08-19	UHC-93283-13	3607294113	6853 Oak St, Minneapolis, MN, 55438	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-107348	ENR	Helen Snyder	1952-08-03	UHC-08676-93	7079643958	9656 Palm Dr, Tucson, AZ, 85704	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-134598	ENR	Harold Aguilar	1944-03-18	UHC-68897-39	2407540376	1195 Desert Sky Blvd, Las Vegas, NV	0.68	Phone reformatted State name converted to code ZIP missing Whitespace trimmed
ENR-130623	ENR	Wei B Morales	1981-02-10	UHC-24706-71	7476126705	849 Ridge Rd, Tampa, FL	0.68	Name re-cased Phone reformatted State name converted to code ZIP missing
ENR-115065	ENR	Olivia I Coleman	1966-06-19	UHC-80313-12	9616464997	1107 Oak St, San Antonio, TX, 78250	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-122001	ENR	Christopher P Thompson	1939-09-01	UHC-45364-76	—	9639 Broadway, Mesa, AZ, 85258	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-104404	ENR	Emily A Taylor	1973-05-08	UHC-04283-86	7697849269	3820 Forest Ave, Sacramento, CA, 95885	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed

4,296 rows, page 67 of 86Previous Next