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-108458	ENR	Aaron F Kelley	1972-04-19	UHC-36205-79	—	909 Forest Ave, Glendale, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-101186	ENR	Lori Dixon	1940-09-23	UHC-20645-16	6196325897	2347 Sunset Blvd, Plano, TX, 75003	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103200	ENR	Barbara C McDonald	1983-01-14	UHC-32514-51	2866940840	2086 Washington St, Charlotte, NC, 28227	0.66	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+1 more
ENR-123654	ENR	Joshua W Tran	2003-08-04	UHC-48255-08	8838343537	700 Market St, Seattle, WA, 98101	0.66	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-111565	ENR	Linda B Wang	1951-03-02	UHC-62194-36	5513530861	4440 Broadway, Austin, TX	0.66	Address re-cased City re-cased ZIP missing Email lower-cased+1 more
ENR-126952	ENR	Martha Mejia	1995-04-06	UHC-37847-81	9195493899	9430 Sunset Blvd, Austin, TX, 78712	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124884	ENR	Nicholas Kim	1997-07-24	UHC-01441-68	9325553057	3130 Maple Ave, San Diego, CA, 92104	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110391	ENR	Dick Q Pierce	2001-02-08	UHC-33815-88	8277124381	2290 Grand Ave Apt 40, San Antonio, TX, 78224	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
ENR-100673	ENR	Evelyn L Nguyen	1967-08-18	UHC-91671-60	3925464089	8788 Main St, Atlanta, GA, 30342	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-127978	ENR	Patty Perry	1975-08-04	UHC-59294-16	3325561529	6200 Grand Ave, Las Vegas, NV, 89114	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131935	ENR	Samuel Y Nguyen	1983-07-13	UHC-32298-88	4435255505	6389 Palm Dr, Tucson, AZ, 85773	0.66	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-117760	ENR	Randy L Gilbert	1989-12-12	UHC-77868-74	3037153012	8588 Grand Ave Apt 35, Nashville, TN, 37289	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111971	ENR	Joan G Lawrence	1950-08-27	UHC-41562-28	7322507464	8673 Cedar Ln, Gilbert, AZ, 85271	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126360	ENR	Jordan R Tucker	—	UHC-64628-99	3677260545	4143 Elm St, Jacksonville, FL, 32263	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
ENR-102230	ENR	Dylan C Kim	2007-06-24	UHC-93308-26	8946694364	7800 Elm St, Dallas, TX	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
ENR-114457	ENR	Amanda D Allen	1938-10-14	UHC-08169-97	5872179484	8015 Bayshore Dr, San Antonio, TX, 78213	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-126487	ENR	Vicoria Stevens	1939-04-07	UHC-81509-46	4249833049	7531 Forest Ave, Seattle, WA, 98136	0.66	Name re-cased Two-digit birth year SSN last four extracted City re-cased+1 more
ENR-116058	ENR	Edward H Myers	—	UHC-95659-89	4238847530	4250 Grand Ave, Tempe, AZ, 85203	0.66	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-131865	ENR	Heather S Broooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-124308	ENR	Diana Flores	1990-07-19	—	9349255253	7000 Desert Sky Blvd, Nashville, TN, 37234	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137294	ENR	Samantha Burton	1994-07-02	UHC-14642-65	5753220567	2849 Mesa Dr, Sacramento, CA, 95840	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134050	ENR	Ralph R Jacobs	1968-07-08	UHC-62536-21	9729065834	5925 Jefferson Ave, Los Angeles, CA, 90039	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-114699	ENR	Juan Dixon	1982-04-10	—	4907374820	7198 Church St, Atlanta, GA, 30367	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-140354	ENR	Logan E Carr	1978-06-08	UHC-66549-87	—	5888 Valley View Dr, Atlanta, GA, 30393	0.66	Phone missing area code City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-131042	ENR	Charles Wright	1994-03-21	UHC-04027-56	3932385904	3137 Camelback Rd, Atlanta, GA, 30339	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103261	ENR	Jennifer A Baker	1956-02-01	UHC-93710-38	5822422029	6553 Apache Blvd, Sacramento, CA, 95813	0.66	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-140492	ENR	Roy O Coleman	1949-10-13	UHC-34187-63	2213393572	8107 Camelback Rd, Phoenix, AZ, 85040	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-112588	ENR	Stephen K Soto	1940-05-05	UHC-60749-62	9545157177	3987 Sage Ct, Columbus, OH, 43295	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121294	ENR	Lawrence T Chen	1956-08-24	UHC-74609-69	5487832756	2344 Elm St, Charlotte, NC, 28222	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-135235	ENR	Larry Singh	2004-07-15	UHC-55360-97	2286557941	3589 Main St, Los Angeles, CA, 90036	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-109414	ENR	Jeff Green	1988-05-13	UHC-23901-54	5662782770	4405 Camelback Rd, Orlando, FL, 32885	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138588	ENR	Dylan R Russell	1950-01-20	UHC-68476-27	2297165281	875 Camelback Rd, Fresno, CA, 93795	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125264	ENR	Benjamin Gomez	2002-07-21	UHC-32991-98	6537998516	5654 Washington St, Dallas, TX	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-111582	ENR	Denise Q Williams	—	UHC-36325-58	2975597302	3684 Indian School Rd, Jacksonville, FL, 32290	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-126766	ENR	Donna Greene	1989-01-17	UHC-31782-23	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-141750	ENR	Cheryl Chavez	1942-11-18	UHC-63288-21	5237583490	4883 Indian School Rd, Atlanta, GA, 30369	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137509	ENR	Sara A Vega	1971-11-12	UHC-61662-93	8964138417	3538 Elm St Apt 19, Charlotte, NC, 28298	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
ENR-116451	ENR	Kimberly L Santiago	1984-11-27	UHC-16774-11	7462057795	3655 Mountain View Dr, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-141373	ENR	Jason W Wallace	1960-05-14	UHC-80148-10	9882292150	3701 Meadow Ln, Denver, CO, 80257	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-129326	ENR	Ann K Young	1967-07-24	UHC-30222-93	8763663117	5055 Apache Blvd, San Diego, CA, 92121	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-104940	ENR	Martha Hansen	1988-04-22	UHC-51246-63	3106756838	2976 Central Ave Apt 12, Miami, FL, 33126	0.66	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-116346	ENR	Jason S Wang	1998-11-22	UHC-62361-29	8538654878	6287 Washington St, Houston, TX, 77024	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
ENR-127322	ENR	Benjamin Gibson	1990-11-28	UHC-15397-39	5717198351	559 Canyon Rd, Columbus, OH, 43281	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127323	ENR	Benjamin Gibson	1990-11-28	UHC-15397-39	5717198351	559 Canyon Rd, Columbus, OH, 43281	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121342	ENR	Victoria E Dixon	1943-04-03	UHC-43667-50	2493842228	1154 Maple Ave # 117, Los Angeles, CA, 90028	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-123102	ENR	Jeffrey K Singh	2008-10-28	UHC-30073-49	9054588942	3844 Cedar Ln, Las Vegas, NV, 89168	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103481	ENR	Russell Y Berry	1984-01-22	UHC-79002-63	9888837588	7812 Lincoln Way, Las Vegas, NV, 89130	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138096	ENR	Thomas Cruz	1998-03-20	UHC-85435-68	—	5054 Main St, Phoenix, AZ, 85085	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-124880	ENR	Jean Fields	1944-12-22	UHC-82456-16	9867648535	4268 Elm St, Houston, TX, 77027	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-133445	ENR	Cheryl A Perez	1990-04-03	UHC-54826-40	—	260 Lake View Rd, San Diego, CA, 92101	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more

8,423 rows, page 67 of 169Previous Next