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

Third-party administrator, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64308	TPA	Juztin L Cruz	1944-09-18	—	—	2917 Ridge Rd Apt 1, San Antonio, TX, 78273	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-62214	TPA	Hiroshi A Moore	1950-09-08	—	—	952 Union St # 246, Glendale, AZ, 85388	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-50714	TPA	Judy Schultz	1971-11-05	—	—	4311 Sage Ct # 928, Mesa, AZ, 85235	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-56472	TPA	Rachel Ray	1956-09-26	—	—	4441 Palm Dr # 535, Fresno, CA, 93791	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58923	TPA	Beverly Chen	1946-04-03	—	—	3317 Park Pl # 825, Las Vegas, NV, 89155	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55941	TPA	Scott Fuller	1965-02-05	—	8076727536	7273 Mountain View Dr # 675, Miami, FL, 33115	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-52507	TPA	Jonathan Foster	1953-09-06	—	—	7387 Lake View Rd Apt 37, Charlotte, NC, 28284	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
TPA-57898	TPA	Thomas Hamilton	1948-05-17	UHC-56407-31	8888782186	3220 Bayshore Dr # 433, Eden Prairie, MN, 55323	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58302	TPA	Camila Tran	1958-03-13	UHC-16446-89	—	1343 Forest Ave # 446, Phoenix, AZ, 85032	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58303	TPA	Camila Tran	1958-03-13	UHC-16446-89	—	1343 Forest Ave # 446, Phoenix, AZ, 85032	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-57660	TPA	Sofia Garcia	1962-08-12	—	4739982609	9463 Meadow Ln # 100, Jacksonville, FL, 32216	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-62424	TPA	Elijah Spencer	1968-05-13	—	—	3963 Forest Ave Apt 35, Sacramento, CA, 95892	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-62425	TPA	Elijah Spencer	1968-05-13	—	—	3963 Forest Ave Apt 35, Sacramento, CA, 95892	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53436	TPA	Bradley Jacobs	1974-02-03	UHC-08105-35	4014231319	2621 River Rd Apt 39, Gilbert, AZ, 85209	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-60990	TPA	Diane F Flores	1957-03-20	—	9679281052	563 Market St # 928, Plano, TX, 75041	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61682	TPA	Dennis Patterson	1969-03-28	—	—	3295 Market St # 470, Eden Prairie, MN, 55374	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-56188	TPA	Elijah Taylor	1985-04-15	—	—	5130 Highland Ave # 213, Dallas, TX, 75270	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-53295	TPA	Dennis Santos	1998-09-18	—	—	2748 Sage Ct # 382, Tucson, AZ, 85743	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61438	TPA	Randy Edwards	1976-04-07	—	—	1054 Washington St # 580, Miami, FL, 33128	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61594	TPA	Virginia Mejia	2006-02-17	—	2412314554	5994 Canyon Rd # 872, Fresno, CA, 93767	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60519	TPA	Brenda Perez	1983-01-14	UHC-39508-63	3047050832	6158 Camelback Rd Apt 23, Houston, TX, 77070	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
TPA-50021	TPA	Christian Ruiz	1940-09-26	—	—	1131 Union St Apt 26, Columbus, OH, 43273	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54909	TPA	Alan Hoffman	1983-06-23	UHC-11329-12	—	3527 Bayshore Dr Apt 5, Fresno, CA, 93778	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54326	TPA	Ben Castillo	1995-12-09	—	8696111398	5381 Jefferson Ave # 581, Austin, TX, 78709	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54764	TPA	Laura Ortiz	2008-12-16	—	—	6655 Grand Ave # 574, Nashville, TN, 37219	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56543	TPA	Debbie Gonzalez	1945-11-14	—	—	3485 Desert Sky Blvd Apt 21, Seattle, WA, 98153	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
TPA-57153	TPA	Jerry Watkins	1957-07-07	—	—	2207 Washington St Apt 39, Los Angeles, CA, 90098	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-52933	TPA	William Vasquez	1939-01-24	—	4555269205	3942 Union St # 112, Minneapolis, MN, 55411	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-53518	TPA	Ryan Howell	1982-04-25	—	6725480855	4377 Forest Ave # 571, Miami, FL, 33176	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-64054	TPA	Donna Mason	2002-04-14	—	—	1781 Forest Ave Apt 23, San Antonio, TX, 78245	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51608	TPA	Samantha Guzman	1969-12-26	—	—	5202 Market St Apt 14, Los Angeles, CA, 90040	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-64213	TPA	Alexis Hicks	1950-12-06	—	—	7538 Market St Apt 33, Seattle, WA, 98165	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50677	TPA	Sam Mejia	2003-07-13	—	—	3601 Canyon Rd # 573, Sacramento, CA, 95847	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59265	TPA	Jeremy O Barnes	1995-11-25	—	6485252563	8573 Ocean Ave # 464, Chandler, AZ, 85261	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53074	TPA	Charles Bryant	1995-10-01	—	—	8292 Hillcrest Rd # 683, Las Vegas, NV, 89106	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55002	TPA	Daina Grant	1941-09-26	UHC-53597-96	5215756151	9206 Apache Blvd # 662, Glendale, AZ, 85350	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
TPA-51407	TPA	Ruth Hill	1985-12-12	—	3805349906	557 Jefferson Ave # 720, Plano, TX, 75028	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61807	TPA	Jason Wang	1984-12-16	—	—	7758 Lincoln Way # 350, Mesa, AZ, 85288	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-56394	TPA	Nicole Perry	1952-01-17	—	5883150375	7253 Ocean Ave Apt 37, Tampa, FL, 33614	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51207	TPA	Lawrence Nichols	1994-01-19	—	—	1338 Union St Apt 37, Orlando, FL, 32862	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51206	TPA	Lawrence Nichols	1994-01-19	—	—	1338 Union St Apt 37, Orlando, FL, 32862	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53735	TPA	Judy Wells	2007-04-08	UHC-19437-72	4138302099	7975 Elm St # 313, Eden Prairie, MN, 55372	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
TPA-55645	TPA	William Black	1967-03-21	—	—	5405 Sunset Blvd Apt 12, Jacksonville, FL, 32243	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53131	TPA	Henry Jackson	1975-09-28	—	—	6258 Forest Ave # 512, Columbus, OH, 43254	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50057	TPA	Doris Mendoza	1986-11-26	—	—	5532 Main St Apt 30, Tempe, AZ, 85298	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61167	TPA	Keith Collins	1980-12-13	—	8028729234	7882 Lincoln Way Apt 14, Plano, TX	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
TPA-59275	TPA	Arthur Gray	1996-05-02	—	—	4343 Spring St # 181, Nashville, TN, 37213	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54688	TPA	Wei Carroll	1995-02-10	—	3265855563	1945 Ocean Ave # 936, Nashville, TN, 37220	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59442	TPA	Jun Kelly	1946-10-24	—	—	2386 Central Ave Apt 34, Phoenix, AZ, 85057	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
TPA-62381	TPA	Anthony Guerrero	1953-12-24	UHC-05111-02	3567785681	1641 Central Ave # 871, Los Angeles, CA, 90081	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more

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