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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138798	ENR	Denise Gray	2001-03-07	UHC-88527-68	9734819759	6142 Indian School Rd, Columbus, OH, 43203	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134073	ENR	Cheryyl D Evans	1952-07-22	UHC-85677-77	7913998857	2276 Canyon Rd, Chandler, AZ, 85266	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123802	ENR	Melissa Padilla	1977-01-17	UHC-97545-77	2992239486	2592 Oak St # 207, Mesa, AZ, 85231	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128728	ENR	Rachel Flores	2001-04-19	UHC-51774-44	4768515262	3695 Maple Ave Apt 33, Houston, TX, 77045	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-135835	ENR	Willie Chavez	2007-02-03	UHC-34974-99	5147086363	4782 Pine Dr, Denver, CO, 80289	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136036	ENR	Maria Henderson	2010-11-21	UHC-96129-77	9462942356	7846 Washington St, Phoenix, AZ, 85083	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111034	ENR	Wayne Carlson	1975-08-09	UHC-25678-31	6516015704	5863 Grand Ave, Charlotte, NC, 28265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105806	ENR	Emma A Ramirez	2002-04-01	UHC-73494-10	6469786811	6283 Willow Ct # 499, Sacramento, CA, 95879	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116670	ENR	Frank V West	2008-07-19	UHC-04003-72	3652722280	9071 Cedar Ln, Tempe, AZ, 85266	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141290	ENR	Michelle Pierce	1953-04-26	UHC-82505-34	4038304836	491 Hillcrest Rd, Austin, TX, 78792	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130055	ENR	Barbarra X Brooks	1996-11-13	UHC-35893-48	7256006505	455 Main St, Tampa, FL, 33655	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118345	ENR	Mark E Garza	1946-07-07	UHC-27171-17	5268755930	7320 Washington St, Charlotte, NC, 28201	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136618	ENR	Brittany W Maldonado	1959-10-01	UHC-24872-38	6723079759	3496 Desert Sky Blvd, Gilbert, AZ, 85285	0.64	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+2 more
ENR-137209	ENR	Waltr Wang	1979-05-02	UHC-11747-41	6956390188	2283 Meadow Ln Apt 25, Jacksonville, FL, 32220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122456	ENR	Roger Wagner	1959-01-11	UHC-33148-70	6535995616	4554 Cedar Ln, Houston, TX, 77062	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115830	ENR	Randy C Sims	1983-10-01	UHC-91736-60	8164946255	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-132422	ENR	Ethan Welch	1941-06-23	UHC-61196-41	6982498220	9226 Lake View Rd, Minneapolis, MN, 55409	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130421	ENR	Raymond I Snyder	1957-01-06	UHC-68621-79	7075318291	2895 Park Pl, Denver, CO, 80280	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138694	ENR	Melissa Soto	2005-02-14	UHC-93543-82	3645251963	8505 Valley View Dr, Eden Prairie, MN, 55350	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112053	ENR	Sean Z Sims	1966-10-05	UHC-28541-23	8875415263	5018 Elm St, Mesa, AZ, 85281	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124073	ENR	Pamela Lopez	1942-03-06	UHC-70393-55	3852983272	1080 River Rd, Sacramento, CA, 95824	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120186	ENR	Albert W Gray	1946-07-15	UHC-15346-69	8152162015	3904 Valley View Dr, Dallas, TX, 75273	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117975	ENR	Douglas X Welch	1980-07-10	UHC-34288-43	7235375636	3626 Hillcrest Rd, Dallas, TX	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-106890	ENR	Judith Armstrong	1987-10-18	UHC-17023-89	7363228520	7259 Pine Dr, Scottsdale, AZ	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
ENR-101159	ENR	Janet Wright	1966-09-20	UHC-45348-02	3153185416	4019 Maple Ave, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124753	ENR	Philip Scott	1943-05-13	UHC-89601-27	5666321495	6752 River Rd, Tempe, AZ, 85240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125902	ENR	Keith T Munoz	1963-11-07	UHC-81023-71	5449650330	3507 Washington St, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-139351	ENR	Logan Schmidt	1996-11-06	UHC-72980-69	2317385984	2821 Ridge Rd, Orlando, FL, 32853	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138538	ENR	Michelle Dunn	2003-01-16	UHC-48007-78	4885728736	4866 Meadow Ln, Nashville, TN, 37202	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-135289	ENR	Ralph Mason	1989-09-28	UHC-17648-75	2048223500	8473 Union St, Plano, TX, 75085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118872	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-118873	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-119931	ENR	Janice G Reed	1957-03-01	UHC-32316-34	4714628912	3152 Harbor Blvd, Seattle, WA, 98129	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101307	ENR	Kathryn J Waatson	1970-03-27	UHC-76128-80	7755763943	5070 Mountain View Dr # 696, Seattle, WA, 98130	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129217	ENR	Brenda Larson	1967-06-24	UHC-66176-92	7619704000	5505 Mountain View Dr Apt 6, Nashville, TN, 37258	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131203	ENR	Madison Bennett	1987-08-09	UHC-18742-54	3919842076	8827 Highland Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109229	ENR	Sara P Richards	1948-06-18	UHC-84051-02	7037637367	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109228	ENR	Sara P Richards	1948-06-18	UHC-84051-02	7037637367	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104377	ENR	Christine J Ruiz	1966-08-16	UHC-81783-99	2557844055	3332 Willow Ct, Las Vegas, NV, 89104	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-114812	ENR	Larua Y Coleman	1977-10-16	UHC-16193-22	7277426152	8086 Washington St, Houston, TX, 77027	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-107948	ENR	Ahmed X Harper	—	UHC-87526-51	4263598581	7978 Park Pl, Phoenix, AZ, 85072	0.64	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+2 more
ENR-107265	ENR	Bruce S Ramos	1948-03-06	UHC-52527-15	3794985571	6296 Main St, Glendale, AZ, 85347	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128672	ENR	Elijah Medina	1952-02-09	UHC-63153-94	9778344616	8286 Bayshore Dr, Columbus, OH, 43267	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131972	ENR	Mason O Kelley	1980-09-23	UHC-70526-07	4009674880	176 Lake View Rd, Charlotte, NC, 28224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141212	ENR	Wayne Howard	1957-01-13	UHC-15907-37	2012318041	3649 Ridge Rd, Fresno, CA, 93718	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114462	ENR	Amber T Lawson	1966-10-18	UHC-06484-17	7516803935	4988 Meadow Ln, Sacramento, CA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134028	ENR	Debra L Marshall	2003-04-13	UHC-06922-26	6456655717	5514 Canyon Rd, Seattle, WA, 98135	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-123421	ENR	Heather Dean	1963-05-10	UHC-96804-42	8834148938	5664 Canyon Rd, Fresno, CA, 93760	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105320	ENR	Kenneth Pane	1973-10-27	UHC-66838-75	3633446374	4077 Grand Ave, Chandler, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-134107	ENR	Angela Andrews	1978-05-04	UHC-57110-63	8127878094	6304 Spring St, Denver, CO, 80236	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

28,181 rows, page 152 of 564Previous Next