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 “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
ENR-137790	ENR	Zachary R Welch	1944-07-14	UHC-56247-92	2716681493	8305 Jefferson Ave # 167, Columbus, OH, 43245	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-139027	ENR	Richard Olson	1957-09-12	UHC-22683-75	—	9564 Pine Dr Apt 8, Austin, TX, 78723	0.46	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+5 more
ENR-119106	ENR	Jonathan P Sullivan	1969-06-09	UHC-02849-76	6668885855	2307 Forest Ave Apt 6, Charlotte, NC	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-134884	ENR	Dylan Padila	1974-09-27	UHC-64991-66	6059307896	8669 Meadow Ln Apt 38, Plano, TX, 75018	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-110806	ENR	Jonathan Sanndoval	1962-03-06	UHC-01777-85	8107213077	2173 Mesa Dr Apt 33, Nashville, TN, 37299	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-125435	ENR	Mary B Cook	1976-10-13	UHC-16807-52	2643791110	7214 Palm Dr Apt 36, Nashville, TN, 37249	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-124231	ENR	Sharon V Greene	1982-12-09	UHC-72907-79	4024881705	6821 Grand Ave # 981, Miami, FL, 33132	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-127157	ENR	Schmidt Sarah	1965-01-28	UHC-67055-10	4608207029	8051 Willow Ct # 958, San Diego, CA, 92166	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-102312	ENR	Mariana Shaw	1991-10-19	UHC-03384-46	5577106620	1773 Park Pl Apt 29, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-129620	ENR	Patrick Castro	2008-08-26	UHC-51479-94	6542298143	1268 Washington St # 711, Fresno, CA, 93735	0.46	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-101300	ENR	Diane I Washington	1971-08-01	UHC-22655-79	2037679231	6998 Bayshore Dr Apt 12, Plano, TX, 75068	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-119007	ENR	Donna Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd Apt 37, Gilbert, AZ, 85224	0.46	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-132828	ENR	Joshua Gray	1994-04-12	UHC-40679-05	8249883339	1373 Lincoln Way # 696, Sacramento, CA, 95872	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-130831	ENR	Mary L Reed	1962-05-05	UHC-27530-28	2619382756	1552 Jefferson Ave Apt 28, San Diego, CA, 92185	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-103847	ENR	Kimberly A Butler	1938-02-21	UHC-78911-70	5695767545	8151 Mesa Dr Apt 15, Seattle, WA, 98180	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-133819	ENR	Michelle Brooks	2000-08-08	UHC-54189-80	2373108361	3193 Bayshore Dr Apt 27, Tempe, AZ, 85225	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-126742	ENR	Mason P Foster	1975-03-14	UHC-91690-75	4662759937	3701 Harbor Blvd # 266, Nashville, TN	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-125661	ENR	Elizabeth M Maldonado	1986-04-01	UHC-49167-25	5893508348	3871 Park Pl Apt 40, Charlotte, NC, 28277	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-120956	ENR	Judith Lucas	—	UHC-82017-35	4284050195	5675 Bayshore Dr # 815, Orlando, FL, 32894	0.46	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+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
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
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
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
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
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
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
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
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
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
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
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
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
ENR-141547	ENR	Andrew Hoffman	—	UHC-49164-75	5524392270	8112 Meadow Ln # 918, Tampa, FL, 33690	0.48	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133964	ENR	Carol H Day	1965-09-01	UHC-08350-05	7899428724	4642 Lake View Rd # 217, Sacramento, CA, 95856	0.48	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+4 more

3,345 rows, page 9 of 67Previous Next