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 “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
PRV-22637	PRV	Brandon G Jacobs	1955-08-05	UHC-10592-72	8519738549	9500 Grand Ave Apt 1, Orlando, FL, 32825	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
TPA-61959	TPA	Kim Hernandez	1945-12-13	UHC-62431-46	—	4884 Pine Dr # 316, Phoenix, AZ, 85023	0.46	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+5 more
CLM-405836	CLM	Vincent N Diaz	1982-11-18	—	—	8142 Oak St # 687, Fresno, CA, 93735	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-420464	CLM	Patrick Valdez	1950-04-27	UHC-71408-63	—	5078 Canyon Rd Apt 38, Minneapolis, MN, 55432	0.46	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+5 more
CLM-406828	CLM	Vincent Hudson	1943-07-18	UHC-97933-52	3625237674	8952 Market St # 836, Fresno, CA, 93702	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-140551	ENR	Scott V Turner	1951-05-21	UHC-29656-32	4345839565	3002 Lake View Rd Apt 35, Tampa, FL, 33668	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-130169	ENR	Janice Welch	1945-03-17	UHC-30440-03	8869319768	4837 Union St # 134, Houston, TX	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-25727	PRV	Maria J Oliver	1982-04-02	UHC-92965-78	9488159669	8314 Willow Ct # 843, Miami, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-126072	ENR	Ahmed W Perez	2004-09-18	UHC-29273-05	9522031486	3808 Elm St Apt 33, Scottsdale, AZ, 85286	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-118879	ENR	Tyler M Woods	1982-04-20	UHC-14817-37	8959130071	7877 Ridge Rd Apt 31, Houston, TX, 77060	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-430113	CLM	William Ray	1943-10-22	UHC-70885-47	4629397323	3317 Indian School Rd # 876, Glendale, AZ, 85372	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-54228	TPA	Wei Berry	1942-06-01	—	—	8201 Bayshore Dr Apt 33, Houston, TX, 77022	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
ENR-105751	ENR	Luis S Gordon	1948-07-16	UHC-01696-38	9007903007	46 Sage Ct # 785, Minneapolis, MN, 55469	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-118486	ENR	Fatima Jacobs	1999-05-26	UHC-85686-39	8659220737	6402 Valley View Dr # 271, Mesa, AZ, 85284	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-60023	TPA	Benjamin Brooks	2008-12-09	—	—	9416 Desert Sky Blvd # 960, San Diego, CA	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-138021	ENR	Sara D Contreras	1993-05-20	UHC-13108-62	—	4754 Ridge Rd Apt 32, Houston, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-424206	CLM	Jack Hart	2002-11-04	UHC-64143-01	4954677671	3096 Lake View Rd Apt 7, Tempe, AZ, 85271	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-132032	ENR	Kelly Z Cruz	1957-04-06	UHC-24458-06	—	98 Cedar Ln Apt 20, Dallas, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-133144	ENR	Matt Brooks	1971-08-14	UHC-65253-69	9356086949	2463 Meadow Ln Apt 9, Tucson, AZ, 85761	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-132959	ENR	Julia U Foster	1946-01-02	UHC-42461-59	6218834441	8175 Ocean Ave # 765, Plano, TX, 75063	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-135737	ENR	Jeremy Y Collins	1962-05-15	UHC-91689-83	9799145986	5358 Lake View Rd Apt 31, Tempe, AZ, 85219	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-137374	ENR	Priya G Shaw	1955-04-20	UHC-27495-29	8404220769	2837 Sage Ct Apt 10, Miami, FL, 33173	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
CLM-402709	CLM	Marcus Richards	2008-01-28	UHC-72468-49	7475956022	8720 Market St Apt 34, Atlanta, GA, 30382	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-124135	ENR	Kenneth W Lawrence	1965-08-19	UHC-46680-27	8128836722	9367 Grand Ave Apt 11, Seattle, WA, 98160	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-101918	ENR	Gerald P Sullivan	1938-07-08	UHC-32009-78	4887059377	5553 Grand Ave Apt 2, Dallas, TX, 75264	0.46	Middle initial moved out of first name Name re-cased Phone reformatted Unit split from street+5 more
TPA-56425	TPA	Amy Romero	1953-04-25	—	7307198142	5444 Union St Apt 7, Phoenix, AZ, 85061	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-20925	PRV	George Willis	1939-10-03	UHC-36586-64	7754486801	4974 Maple Ave # 728, Phoenix, AZ, 85076	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-50609	TPA	Nick Perry	1972-02-16	UHC-33463-19	3035490621	3968 Sunset Blvd Apt 30, San Antonio, TX, 78221	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-135258	ENR	Ahmed Willis	—	UHC-12380-24	9683589025	6230 Church St # 660, Atlanta, GA, 30369	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-131040	ENR	Dianna O Sanchez	1999-03-10	UHC-38109-63	4224642012	9681 Desert Sky Blvd Apt 28, Sacramento, CA, 95822	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-410181	CLM	Sandra Tucker	1962-06-06	—	7495152251	4843 Grand Ave Apt 34, San Diego, CA, 92176	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-139967	ENR	Gordon Natalie	1981-08-11	UHC-02756-89	9143118304	3906 Oak St # 102, Orlando, FL, 32814	0.46	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-125233	ENR	Cynthia H Lopez	2003-11-17	UHC-81064-96	3319725403	4377 Washington St Apt 1, Austin, TX, 78715	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-130446	ENR	Richard Hansen	1959-10-08	UHC-25477-10	3505892402	1452 Cedar Ln # 851, Nashville, TN, 37215	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-104513	ENR	Nancy V Santiago	1977-01-19	UHC-01581-34	8404222900	7831 Market St # 701, Las Vegas, NV, 89116	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-408836	CLM	Charles F Edwards	1939-11-15	UHC-50789-07	6846964615	7460 Bayshore Dr Apt 26, San Antonio, TX, 78220	0.46	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-109862	ENR	Carlos Hudson	1945-12-01	UHC-71677-01	9866245949	4734 Ocean Ave Apt 18, Las Vegas, NV	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-402068	CLM	Kevin Gozales	1980-04-17	UHC-66033-82	7632167898	2112 Hillcrest Rd Apt 6, Chandler, AZ, 85260	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-122403	ENR	Amy V Espinoza	1996-03-02	UHC-22324-60	6385586027	3957 Sage Ct Apt 21, Dallas, TX, 75233	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-112479	ENR	Jacqueline S Gonzales	1967-01-28	UHC-45582-20	5388382389	6288 Sage Ct # 111, Mesa, AZ, 85282	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-26022	PRV	Catherine Gonzales	1976-10-27	—	9054132211	8551 Lake View Rd Apt 28, Los Angeles, CA, 90032	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
CLM-421623	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	—	8846 Apache Blvd # 256, Seattle, WA	0.46	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
ENR-105949	ENR	Kathryn Perez	1986-11-13	UHC-05255-47	4134831790	1011 Indian School Rd # 420, Seattle, WA, 98117	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-416927	CLM	Jeremy L Reed	1948-03-21	UHC-59517-34	3464800666	8795 Valley View Dr # 754, Nashville, TN, 37237	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-110420	ENR	Roy Flores	1943-03-01	UHC-28140-87	5329526394	41 Pine Dr # 235, Orlando, FL, 32898	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-141414	ENR	Michelle I Austin	1983-10-27	UHC-36989-92	3093520686	2830 Jefferson Ave # 392, Mesa, AZ, 85244	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-101420	ENR	Emma Reyes	1992-04-17	UHC-53606-43	2464615050	6614 Lake View Rd # 682, Sacramento, CA, 95827	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-125901	ENR	Denise Byd	1943-06-25	UHC-49446-36	8582052390	3478 Bayshore Dr Apt 6, Tampa, FL, 33645	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-21934	PRV	Christina Fox	1991-04-09	UHC-46991-39	5979043437	873 Spring St # 537, Tempe, AZ, 85245	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-129463	ENR	Samuel J Brown	2001-05-09	UHC-22101-79	9465149159	8733 Main St # 212, Scottsdale, AZ, 85220	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more

6,994 rows, page 17 of 140Previous Next