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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118126	ENR	Gloria Tran	1999-12-15	UHC-60806-43	—	5239 River Rd, Sacramento, CA, 95844	0.46	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+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-131978	ENR	Rachel C Lawson	1942-03-23	UHC-27077-99	2048265282	8742 Pine Dr, Houston, TX, 77087	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124172	ENR	Bobby Robisnon	—	UHC-36417-87	2758216491	7600 Bayshore Dr, Eden Prairie, MN, 55399	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+5 more
ENR-115850	ENR	Amy Dunn	1946-10-02	UHC-41815-99	8465317929	2622 Camelback Rd, Chandler, AZ, 85282	0.46	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-115394	ENR	Catherine P Collins	1952-01-23	UHC-00056-21	2254902786	8370 Sunset Blvd, Minneapolis, MN, 55490	0.46	Middle initial moved out of first name Name re-cased Phone reformatted 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
ENR-104350	ENR	Bobby Martinez	1963-09-25	UHC-40996-21	8184283192	2233 Mountain View Dr, Atlanta, GA, 30388	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-117861	ENR	Bowman K Deborah	1967-01-01	UHC-46233-98	7667150145	5150 Sage Ct, Fresno, CA	0.46	Name re-cased Date of birth reformatted 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-109246	ENR	Gaorge Y Hanson	1964-01-16	UHC-53382-18	8286846877	3568 Elm St, San Antonio, TX, 78229	0.46	Name re-cased Member ID reformatted SSN last four extracted 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-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-106276	ENR	Grace Sanchez	1964-06-17	UHC-94978-64	8742315927	551 Grand Ave, San Diego, CA, 92136	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-105582	ENR	William U Simpson	1979-05-20	UHC-38745-57	9326871675	4262 Mountain View Dr, Miami, FL, 33116	0.46	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105887	ENR	Logan N Bell	1970-08-22	UHC-88125-05	2247598345	8447 River Rd, Miami, FL, 33145	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-105478	ENR	Camila M McDonald	1999-07-27	UHC-24344-88	7418010815	1494 Canyon Rd, Scottsdale, AZ, 85295	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-118268	ENR	Gregory L Marquez	1958-06-14	UHC-09727-02	7248435785	5659 Ridge Rd, Los Angeles, CA, 90054	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105358	ENR	Patricia Rios	2001-05-20	UHC-27480-20	8356881568	6561 Highland Ave, Phoenix, AZ, 85070	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126850	ENR	Camila Richardson	1972-05-10	UHC-85070-52	7402265247	1818 Sage Ct, Sacramento, CA, 95879	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-132720	ENR	Wayne Obrieen	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr, Denver, CO, 80293	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-113921	ENR	Brittany Dean	1956-10-08	UHC-88757-02	8323029322	579 Ridge Rd, Denver, CO, 80204	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+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-131465	ENR	Charles G Perry	1953-09-03	UHC-24528-85	8819610904	3200 Mesa Dr, Glendale, AZ, 85307	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-114951	ENR	Wei Young	—	UHC-83500-09	2738162623	3320 Sunset Blvd, Scottsdale, AZ, 85295	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-132091	ENR	—Junk	1954-10-10	UHC-35421-78	9599179021	8938 Union St, Gilbert, AZ, 85212	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-105682	ENR	Brenda O Kelley	—	UHC-29633-02	2376015830	9588 Hillcrest Rd, Glendale, AZ	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-129612	ENR	Charlotte R Welch	—	UHC-86033-30	4717463433	3149 Cedar Ln, Plano, TX, 75039	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-103805	ENR	Tony B Gilbert	1968-05-02	UHC-97232-04	8368966269	6768 Church St, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-116199	ENR	Mdaison Padilla	1963-07-01	UHC-08831-32	5458405782	409 Bayshore Dr, Fresno, CA, 93733	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted 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-132705	ENR	Austin Benett	1948-10-24	UHC-98289-93	2318273358	7038 Mesa Dr, Gilbert, AZ, 85223	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-141106	ENR	Ana T Rodriguez	1950-02-13	UHC-52673-18	3977060063	7984 Palm Dr, San Diego, CA, 92126	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133292	ENR	Ahmed G Li	—	UHC-22067-18	8592720573	754 Elm St, Seattle, WA, 98104	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+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-133125	ENR	Gerald R Russell	1951-07-01	UHC-95632-60	9252030479	6855 Maple Ave, Tucson, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-112926	ENR	Priya Roberts	1949-04-22	UHC-42307-61	5755388631	7499 Market St, Las Vegas, NV, 89101	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-117665	ENR	Adam I McCoy	—	UHC-56750-62	2552709479	6072 Canyon Rd, San Antonio, TX, 78263	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-135571	ENR	Jordan D Padilla	2000-03-12	UHC-26828-27	3954694704	1639 Baseline Rd, Phoenix, AZ, 85032	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107504	ENR	Nathan O Adams	1963-09-07	UHC-35012-64	4514050581	6781 Pine Dr, Houston, TX, 77012	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122063	ENR	Michelle P Reed	1962-08-23	UHC-33270-80	6506369202	8956 Central Ave, San Diego, CA, 92173	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-123105	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	—	5976 Market St, Gilbert, AZ, 85281	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-138017	ENR	George Berry	1987-02-04	UHC-94256-16	9482191848	4676 Ocean Ave, Chandler, AZ, 85299	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133958	ENR	Brandon U Hart	1982-04-10	UHC-55080-97	6422779496	2303 Indian School Rd Apt 33, Columbus, OH, 43218	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-140219	ENR	Edward Hicks	1989-04-06	UHC-50339-17	6545484363	3192 Mesa Dr, Columbus, OH	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more

8,423 rows, page 8 of 169Previous Next