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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132337	ENR	Ruth D Williamson	1994-05-12	UHC-73217-28	4519835182	369 Ridge Rd, Charlotte, NC, 28281	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139891	ENR	Doris E Jackson	1989-08-14	UHC-01934-16	6426414493	2996 Mountain View Dr, Sacramento, CA, 95897	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-129335	ENR	Joyce J Gutierrez	1982-05-03	—	3207446204	1976 Sunset Blvd, Scottsdale, AZ, 85270	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129336	ENR	Joyce J Gutierrez	1982-05-03	—	3207446204	1976 Sunset Blvd, Scottsdale, AZ, 85270	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113541	ENR	Santiago Ortega	1951-03-09	UHC-77303-84	7813300830	4015 Cedar Ln, Tampa, FL, 33676	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-139397	ENR	Long U Sophia	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135934	ENR	Scott Mitchell	1975-02-20	UHC-11269-08	7735492511	9701 Main St, Scottsdale, AZ, 85219	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-129768	ENR	Megan B West	1982-11-03	UHC-48579-46	7294529653	1875 Main St # 628, Eden Prairie, MN, 55368	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103823	ENR	Ethan Burns	1966-08-07	UHC-71431-29	9453195114	186 Ocean Ave # 583, Austin, TX, 78709	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128709	ENR	Kevin O Valdez	1944-06-02	UHC-74950-66	—	2357 Mountain View Dr, Jacksonville, FL, 32232	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112494	ENR	Abigail Peterson	1999-01-23	UHC-63835-69	3913021561	2967 Highland Ave, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117382	ENR	Ahmed L Bailey	1948-03-24	UHC-46471-24	5512942581	4850 Apache Blvd, Austin, TX, 78725	0.62	Name re-cased Phone reformatted SSN last four extracted City re-cased+3 more
ENR-106022	ENR	Lawrence R Tucker	2006-11-20	UHC-25152-82	6295790626	9094 Oak St, Atlanta, GA, 30304	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126350	ENR	Keith Meyer	1964-07-02	UHC-67314-03	3083837927	3607 Desert Sky Blvd, Mesa, AZ, 85222	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135306	ENR	Gerald Hall	2000-02-25	UHC-53140-85	7916296845	4643 Sage Ct, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141044	ENR	Debra Ferguson	1943-06-01	UHC-56840-08	4367990900	4725 River Rd, Phoenix, AZ, 85049	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140853	ENR	Laura U Cruz	1973-11-24	UHC-36498-37	4508924031	1327 Union St, Fresno, CA, 93716	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140536	ENR	Nicholas Rojas	2007-07-14	UHC-62264-25	8289368056	4918 Highland Ave, Eden Prairie, MN, 55325	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-137751	ENR	Anna Bowman	2007-03-24	UHC-89187-82	5295762468	3232 Spring St Apt 23, Orlando, FL, 32810	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133527	ENR	Denise Boyd	1965-06-22	UHC-82486-15	3556837644	2451 Canyon Rd # 578, San Diego, CA, 92159	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114275	ENR	Jose K Howell	1974-11-06	UHC-32051-30	3836523892	6998 Cedar Ln, Seattle, WA, 98147	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131251	ENR	Frances L Day	1987-05-23	UHC-68525-02	5056444164	1944 Park Pl Apt 12, Atlanta, GA, 30300	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
ENR-106404	ENR	Kayla G Rojas	1987-03-19	UHC-99967-49	2638842174	2708 Bayshore Dr, Denver, CO, 80251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112792	ENR	Dvaid C King	1939-03-05	UHC-67658-10	6575108015	3308 Elm St, Columbus, OH, 43260	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-119689	ENR	Wei Obrien	1995-04-14	UHC-10895-13	4725068553	6735 Central Ave, Austin, TX, 78744	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-134631	ENR	Bradley E Wells	1969-03-22	UHC-90993-50	—	3903 Elm St, Miami, FL, 33149	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132689	ENR	Aisha Medina	1999-02-06	UHC-78384-87	3888891822	7802 Ocean Ave, San Antonio, TX, 78270	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
ENR-122926	ENR	Ahmmed G Howard	1972-06-26	UHC-95529-67	6456337906	8347 Church St, Las Vegas, NV, 89147	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-129951	ENR	Mary Long	1999-04-20	UHC-34570-63	2525528324	6921 Sunset Blvd, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122124	ENR	Kathleen Howard	1986-01-21	UHC-39187-01	7907765295	3370 Oak St, Houston, TX, 77060	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106042	ENR	Amber F White	1962-10-21	UHC-86611-68	8209117647	2131 Sunset Blvd, Miami, FL, 33105	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119054	ENR	Kathleen Z Park	1994-08-09	UHC-09672-42	2636289409	5014 Mountain View Dr, Seattle, WA, 98144	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-129697	ENR	Cheryl G Day	1946-05-02	UHC-05228-53	5052501867	7628 Lake View Rd, Glendale, AZ, 85368	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141687	ENR	Marcus Coleman	1994-10-28	UHC-81728-73	3907759461	304 Pine Dr, Plano, TX, 75045	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127355	ENR	Mariana Jackson	1992-11-20	UHC-36939-96	4996310529	8346 Palm Dr, Austin, TX, 78738	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130283	ENR	Kathleen S Carter	1961-08-18	UHC-33330-56	4664037641	4186 Mesa Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-105224	ENR	Michelle Weaver	1951-01-11	UHC-91048-38	6469761578	8059 Central Ave, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102506	ENR	Brittany Luna	1972-01-21	UHC-53411-19	5737104001	4902 Lincoln Way, San Antonio, TX, 78252	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120489	ENR	Eugene O Roberts	1991-08-14	UHC-61925-07	8148320753	5606 Lincoln Way, San Antonio, TX, 78285	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114835	ENR	Diego S George	1962-07-15	UHC-54806-04	—	251 Apache Blvd, Tucson, AZ, 85792	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128898	ENR	Harold I Nunez	1994-02-23	UHC-70318-42	7702128551	8831 Grand Ave, Tucson, AZ, 85719	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115725	ENR	Jacob T Roberts	1959-04-06	UHC-64537-46	8693796218	5524 Canyon Rd, Austin, TX, 78796	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-104973	ENR	Jacob W Burke	1963-06-07	UHC-45904-82	3257661088	4350 Highland Ave, Chandler, AZ, 85258	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112669	ENR	Joan V Garrett	1950-03-20	UHC-30737-02	4369567098	9201 Cedar Ln, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125451	ENR	Michelle L Richardson	1974-07-15	UHC-68007-27	8786660630	228 Union St, Seattle, WA, 98111	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-108241	ENR	Lori Griffin	1968-10-22	UHC-27335-85	3529841178	3594 Valley View Dr, Houston, TX, 77059	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102949	ENR	Emma S Castillo	1966-01-03	UHC-15311-16	7524526102	6915 Oak St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112754	ENR	Andrew Reed	1965-03-28	UHC-82214-50	5793802721	4467 Maple Ave, Charlotte, NC, 28285	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-141901	ENR	Amy Pena	1939-08-28	UHC-89660-26	3843460863	9258 Hillcrest Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115964	ENR	Donald V Griffin	1953-10-07	UHC-86624-42	6425235502	2979 Maple Ave Apt 1, Dallas, TX, 75258	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more

17,310 rows, page 64 of 347Previous Next