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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141021	ENR	Ashley Diaz	1976-12-18	UHC-49500-48	7967096069	6737 Oak St, Minneapolis, MN, 55416	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-111037	ENR	Aisha E Austin	—	UHC-24449-23	6565757573	871 Mesa Dr, San Diego, CA, 92192	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
ENR-134685	ENR	Margaret F Weaver	1989-04-17	UHC-13952-43	—	3370 Mountain View Dr, Phoenix, AZ, 85092	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-130203	ENR	Ryan H Nichols	2006-06-12	UHC-25221-97	7072066119	6765 Spring St, Jacksonville, FL, 32223	0.68	Phone reformatted SSN last four extracted City re-cased Gender normalised
ENR-122467	ENR	Keeith Reyonlds	1952-02-17	UHC-80661-55	—	1564 Broadway, Seattle, WA, 98136	0.68	Name re-cased Phone missing area code City re-cased Gender normalised
ENR-112400	ENR	Kenneth F Stewart	2003-04-08	UHC-91857-26	2539247268	333 Jefferson Ave, Atlanta, GA, 30389	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-128969	ENR	Diana J Mendoza	1952-07-10	UHC-79001-77	7218582406	8300 Central Ave, Tampa, FL, 33661	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-108768	ENR	Carl A Clark	1977-10-08	UHC-03377-54	2355177070	6214 Bayshore Dr, Los Angeles, CA, 90007	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-117746	ENR	Ashley A Arnold	1960-12-17	UHC-00958-18	—	5208 Baseline Rd, Sacramento, CA, 95816	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-138000	ENR	Amy F Sanchez	1952-01-17	UHC-71638-42	3908379782	1111 Oak St, Miami, FL, 33111	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-121388	ENR	Keith Henry	—	UHC-86871-50	—	—	0.68	Name re-cased Date of birth unreadable Gender normalised Placeholder values cleared
ENR-126581	ENR	Valdez Frances	1957-04-24	UHC-77875-73	2466061892	9052 Park Pl, Glendale, AZ, 85345	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-112166	ENR	Linda Torres	1958-03-14	UHC-64815-53	7206380745	2494 Apache Blvd, Columbus, OH	0.68	Phone reformatted ZIP missing Email lower-cased Gender normalised
ENR-141274	ENR	Jacqueline C Gomez	2006-02-09	UHC-63509-85	3884183106	3490 Forest Ave, Tucson, AZ, 85729	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-121600	ENR	Charlotte G Loppez	1983-09-27	UHC-22887-94	5137336497	5140 Sage Ct, Miami, FL, 33151	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-124158	ENR	Isaella G Havey	1942-01-02	UHC-50401-81	3378237824	3704 Highland Ave, Columbus, OH, 43229	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-121806	ENR	John Larson	1979-08-14	UHC-27245-80	9869740126	6872 Palm Dr, Phoenix, AZ, 85067	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-133773	ENR	Alice George	1957-07-13	UHC-32790-17	7005726413	2821 Main St, Glendale, AZ, 85323	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-137165	ENR	Kayla M Lopez	1945-01-14	UHC-30538-95	6433552843	9395 Valley View Dr, Plano, TX, 75077	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-117195	ENR	James Greene	1990-01-18	UHC-27397-40	6919629155	1148 Main St, Columbus, OH, 43218	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-125894	ENR	Bryan Jenkins	1945-05-18	UHC-40066-17	7804210538	5150 Cedar Ln, San Diego, CA, 92139	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-120369	ENR	Anthony Y Lee	1964-05-27	UHC-74962-92	6876201169	2628 Central Ave, Scottsdale, AZ, 85259	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-103857	ENR	Mason E Santos	1964-03-21	UHC-10432-64	4643040276	8308 Canyon Rd # 678, Glendale, AZ, 85385	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-133459	ENR	Elijah V Lynch	1952-11-08	UHC-37755-50	—	3236 Camelback Rd, Austin, TX, 78748	0.68	Date of birth reformatted SSN last four extracted Gender normalised Placeholder values cleared
ENR-141110	ENR	Diana L Ramos	1986-05-16	UHC-53674-02	4282570259	3376 Sunset Blvd, Los Angeles, CA, 90058	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-109531	ENR	Valentina Patterson	2008-06-26	UHC-12015-82	2892230620	2334 Baseline Rd, Chandler, AZ, 85208	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-106057	ENR	Lawrence C Ray	2003-02-01	UHC-13779-44	3947482986	2388 Oak St, Houston, TX, 77047	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-130027	ENR	Arthur Q Peterson	1953-09-02	UHC-63949-28	5786154081	4424 Central Ave, San Antonio, TX, 78276	0.68	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed
ENR-125760	ENR	Sarah S Hawkins	1991-12-19	UHC-51608-50	8364227329	4993 Ocean Ave, Charlotte, NC, 28234	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-125759	ENR	Sarah S Hawkins	1991-12-19	UHC-51608-50	8364227329	4993 Ocean Ave, Charlotte, NC, 28234	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-103942	ENR	Mason R Lawrence	1980-03-04	UHC-24473-72	—	7666 Baseline Rd, Scottsdale, AZ, 85206	0.68	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised
ENR-126596	ENR	Michael Sanders	1990-11-01	UHC-59749-51	—	8657 Mesa Dr, Scottsdale, AZ, 85200	0.68	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-121668	ENR	Emily Watkins	1958-03-17	UHC-53607-54	7596659879	9342 Union St, Chandler, AZ, 85295	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
ENR-117202	ENR	Joseph Luna	1959-11-09	UHC-21634-20	3465620887	8919 Mountain View Dr, Austin, TX, 78780	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-109325	ENR	Mariana Jenkins	1953-01-10	UHC-08544-23	9057816487	5491 Main St, Scottsdale, AZ, 85293	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-138734	ENR	Julia D Luna	1971-02-15	UHC-80595-34	4034715948	8584 Main St, Tampa, FL	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised
ENR-123195	ENR	Alan Z Jimenez	2004-10-07	UHC-80729-25	6612795760	38 Church St, Las Vegas, NV, 89189	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-117818	ENR	Eric O Sullivan	1963-09-08	UHC-21997-61	4495005274	209 Mountain View Dr, Sacramento, CA	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised
ENR-108588	ENR	Angela T Marshall	1942-12-24	UHC-17590-83	4819219495	9363 Oak St, Tampa, FL, 33643	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-128370	ENR	Barbara Griffin	1955-06-05	UHC-86463-79	9136986265	9207 Oak St, Charlotte, NC, 28202	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-128585	ENR	Matthew R Barnes	2004-04-04	UHC-95482-22	6406141421	5668 Jefferson Ave, Miami, FL, 33191	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-118324	ENR	Julie F Li	1986-01-24	UHC-16458-04	9312746436	2088 Ocean Ave, Miami, FL, 33136	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-127150	ENR	Grace F Nunez	1978-02-13	UHC-46022-88	3572996240	7396 Forest Ave, Nashville, TN, 37265	0.68	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed
ENR-132995	ENR	David Nguyen	1992-12-28	UHC-84849-71	—	7691 Washington St Apt 8, Jacksonville, FL, 32288	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
ENR-132089	ENR	Amber Perkinns	1978-11-22	UHC-05855-16	5782233715	5171 Elm St, Charlotte, NC, 28204	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-113634	ENR	Edward O Peterson	1969-01-12	UHC-42460-12	9752701716	4454 Harbor Blvd, Houston, TX, 77072	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-134429	ENR	Lisa Soto	1998-05-16	UHC-01708-96	3686857257	8715 Central Ave Apt 26, Minneapolis, MN, 55414	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-129721	ENR	Arthur V Lawson	1980-01-04	UHC-45410-99	2375944552	6245 Union St, Tampa, FL, 33637	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-133783	ENR	Ahmed Nichols	1966-12-09	UHC-99284-49	—	1682 Elm St, Mesa, AZ, 85236	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-106130	ENR	Gregory Johnson	1981-05-06	UHC-38059-86	8932662268	2227 River Rd, Fresno, CA, 93707	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised

7,326 rows, page 106 of 147Previous Next