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-105252	ENR	Henry R Mills	1943-07-24	UHC-00734-23	5723372649	4169 Church St, Tempe, AZ, 85222	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118500	ENR	Hannah S Robertson	1957-12-15	UHC-70400-39	7626412917	6030 Hillcrest Rd, Houston, TX, 77047	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124778	ENR	Robert C Dean	1949-03-03	UHC-93553-41	8195638371	8653 Elm St, Chandler, AZ, 85280	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133287	ENR	Megan Ferguson	1988-08-10	UHC-02328-78	—	3570 Grand Ave, Seattle, WA, 98152	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-141418	ENR	Amanda O Li	1967-03-22	UHC-98440-07	4057045202	8177 Ridge Rd, Gilbert, AZ, 85282	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134159	ENR	Carol Jordan	1984-07-07	UHC-99700-18	2044010024	8464 Baseline Rd, Mesa, AZ, 85275	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106445	ENR	Kayla A Williamson	2008-07-14	UHC-28782-70	4432446373	9478 Jefferson Ave, Columbus, OH, 43221	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102396	ENR	Lucia Turner	2001-01-12	UHC-13056-72	5704951378	7359 Willow Ct, Charlotte, NC, 28240	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110517	ENR	Beverly W Gonzales	1944-03-03	UHC-28012-85	3879371789	2540 Grand Ave, San Antonio, TX, 78225	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112574	ENR	Stephanie Henderson	1999-04-19	UHC-71447-86	4776563789	2267 Sage Ct, Sacramento, CA, 95811	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-112575	ENR	Stephanie Henderson	1999-04-19	UHC-71447-86	4776563789	2267 Sage Ct, Sacramento, CA, 95811	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128083	ENR	Peter R Ferguson	1948-03-25	UHC-45310-05	4004185678	1560 Central Ave, Houston, TX, 77066	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101392	ENR	Christian Marshall	1949-12-23	UHC-23971-08	2994479169	8663 Desert Sky Blvd, San Diego, CA, 92108	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105126	ENR	Christina Cruz	1986-09-05	UHC-96388-39	3087113051	4501 Jefferson Ave, Eden Prairie, MN, 55391	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140828	ENR	Christopher I Henderson	1979-03-26	UHC-31623-41	4103437224	983 Grand Ave, Atlanta, GA, 30375	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102349	ENR	Debra V White	1951-01-13	UHC-67594-75	—	7964 Valley View Dr, Minneapolis, MN, 55491	0.60	Name re-cased City re-cased State code upper-cased ZIP+4 trimmed+4 more
ENR-142571	ENR	Ronald H Harrison	1984-04-25	UHC-20068-10	—	8832 Mountain View Dr, San Diego, CA, 92193	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-118694	ENR	Lori I Austyn	2003-07-23	UHC-45897-76	6905672213	3574 Cedar Ln, Fresno, CA, 93760	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108922	ENR	Samuel Murphy	1938-03-23	UHC-88511-69	6496299727	5850 Main St, San Diego, CA, 92114	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-136805	ENR	Janice L Hamilton	1977-02-23	UHC-98453-76	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102271	ENR	Priya M Bryant	1995-09-20	UHC-21221-38	9698744362	2965 Lake View Rd, Chandler, AZ, 85288	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-106558	ENR	Santiago Ross	1972-09-08	UHC-67982-12	—	2850 Lake View Rd, San Diego, CA, 92128	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-131691	ENR	Nicholas Thompson	1985-05-12	—	7153641284	8063 Park Pl, Minneapolis, MN, 55465	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101345	ENR	Sue Taylor	1959-08-10	UHC-47369-79	3212126844	867 Bayshore Dr, Gilbert, AZ, 85284	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109835	ENR	Shirley E Rice	1955-01-14	UHC-46384-12	7628816467	9570 Harbor Blvd, Houston, TX, 77069	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135640	ENR	Jackie B McCoy	1972-03-15	UHC-04810-61	2505932088	39 Church St, Las Vegas, NV, 89127	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135605	ENR	Heather Austin	1994-10-27	UHC-79946-28	2465374210	4774 Harbor Blvd, Gilbert, AZ, 85244	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126274	ENR	Priya J Duncan	1990-06-08	UHC-97186-66	6076146230	2247 Bayshore Dr, Austin, TX, 78724	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-108281	ENR	Judith Jacobs	1941-10-18	UHC-48697-92	5493781961	5550 Lake View Rd, Gilbert, AZ, 85225	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110609	ENR	Joyce C Andrews	1954-12-28	UHC-46410-68	8002668415	1441 Park Pl, Tucson, AZ, 85797	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137552	ENR	Stephen Gordon	1988-03-22	UHC-82600-06	7244221938	5705 Meadow Ln, Seattle, WA, 98145	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-131054	ENR	Jorddan Rice	1965-09-13	UHC-17038-94	8926828107	8671 Forest Ave, Sacramento, CA, 95866	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112448	ENR	Jerry Anderson	2006-12-25	UHC-02296-66	7557009346	5218 Lake View Rd, San Antonio, TX, 78227	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104064	ENR	Stevens Amber	1992-09-18	UHC-79182-12	7656264037	3816 Mesa Dr, Charlotte, NC, 28233	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119958	ENR	Amber R Burke	1994-03-09	UHC-16041-55	—	8073 Sunset Blvd, Austin, TX, 78758	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115738	ENR	Elijah M Ortega	1950-01-09	UHC-94724-95	4765924986	4503 Oak St, Phoenix, AZ, 85045	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103212	ENR	Stephen Perkins	1944-11-02	UHC-79590-67	2148262899	6701 Valley View Dr, San Antonio, TX, 78241	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116836	ENR	Robert B Dixon	2000-10-05	UHC-69644-63	5745804447	7749 Meadow Ln, Denver, CO, 80234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116255	ENR	Charlie Soto	1980-10-08	UHC-26975-03	3764246105	833 Jefferson Ave, Eden Prairie, MN, 55352	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111309	ENR	Ahmed Peters	1946-01-14	UHC-83992-23	7319567631	9559 Spring St, Seattle, WA, 98172	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130134	ENR	Kimberly P Gutierrez	2007-02-14	UHC-33455-54	7488836952	7415 Ridge Rd, Jacksonville, FL, 32204	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104216	ENR	Terry Rodriugez	1964-02-21	UHC-76538-79	3492659436	2114 Ocean Ave, Fresno, CA, 93791	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104217	ENR	Terry Rodriugez	1964-02-21	UHC-76538-79	3492659436	2114 Ocean Ave, Fresno, CA, 93791	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128668	ENR	Megan Evans	1970-09-20	—	3592274876	7587 Market St, Houston, TX, 77091	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103359	ENR	Catherine Mendez	1966-11-23	UHC-56577-77	2997021880	125 Church St, San Diego, CA, 92135	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101187	ENR	Ramos M Ryan	1957-10-11	UHC-44488-08	5743513230	5901 Apache Blvd, Mesa, AZ, 85208	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115764	ENR	Charlotte Vargas	1977-08-08	UHC-37948-31	9469432870	3912 Harbor Blvd, Minneapolis, MN, 55471	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132427	ENR	Ahmed Lewis	1992-06-19	UHC-65200-10	8107477113	2645 Forest Ave, Columbus, OH, 43209	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129765	ENR	Roger Bennett	2000-03-02	UHC-51537-03	2312656060	6308 Spring St, Austin, TX, 78757	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141924	ENR	Bardley F Padilla	1942-06-09	UHC-70138-17	5128902942	1085 Mountain View Dr, Fresno, CA, 93758	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

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