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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112628	ENR	Donna Gibson	1960-11-01	UHC-48961-13	6304715216	9106 Baseline Rd, Houston, TX, 77083	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122870	ENR	Megen Hoffman	1961-11-17	UHC-02359-58	—	7890 Maple Ave, Denver, CO, 80229	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-130261	ENR	Ryan P Silva	2006-05-12	UHC-55882-37	6147625750	676 Willow Ct, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-130894	ENR	Bryan Franklin	1981-12-17	UHC-08186-77	8982608770	325 Valley View Dr, Scottsdale, AZ, 85200	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-122302	ENR	Mei L Morrison	1979-11-04	UHC-89772-23	7117733046	9548 Elm St, Orlando, FL, 32826	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107904	ENR	Gary R Daniels	1979-10-23	UHC-32904-97	3065197364	5753 Pine Dr, Orlando, FL, 32801	0.66	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-105010	ENR	Emma B Coleman	1992-05-06	UHC-69845-65	9285603134	8276 Oak St, Tempe, AZ, 85215	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-119069	ENR	Kelly U Patterson	1948-12-03	UHC-93961-32	6053798623	124 Grand Ave, Gilbert, AZ, 85259	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122948	ENR	Larson Shirley	2002-03-01	UHC-40728-43	3777893684	3209 Washington St, Columbus, OH	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119769	ENR	Robert Bowman	2000-09-24	UHC-35458-67	6237052192	899 Elm St, Phoenix, AZ, 85024	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-142432	ENR	Sharon Sullivan	2003-10-16	UHC-69191-51	4398548119	6075 Elm St # 439, Nashville, TN, 37275	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-138880	ENR	Amber O Banks	1975-11-16	UHC-25427-90	5278166212	2815 Lincoln Way Apt 1, Fresno, CA, 93792	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-136052	ENR	Gregory Q Taylor	—	UHC-29109-92	4086156705	3683 Pine Dr, Mesa, AZ, 85220	0.66	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-138529	ENR	Janet H Weaver	1995-02-05	UHC-30144-81	3307818681	9551 Lake View Rd, Atlanta, GA, 30307	0.66	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-102647	ENR	Aaron I Welch	1960-01-19	UHC-90955-29	6155092153	2218 Harbor Blvd, Tempe, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131236	ENR	Patricia Perry	1989-03-08	UHC-27329-83	7002009863	3217 Desert Sky Blvd, Plano, TX, 75074	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-103815	ENR	Chistine Weaver	1986-04-05	UHC-97085-20	2374526083	9496 Lincoln Way, Chandler, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-115734	ENR	Emmily Z Mills	1940-12-24	UHC-19723-89	7489166156	2201 Union St, Houston, TX, 77061	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141011	ENR	James Ford	1994-03-01	UHC-07741-13	—	7749 Church St # 435, Fresno, CA, 93724	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-113497	ENR	Janet U Wager	1975-06-23	UHC-19960-63	9063079348	9750 Meadow Ln, Sacramento, CA, 95809	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128132	ENR	Bradley R Armstrong	1989-03-14	UHC-84578-81	8627684911	7832 Baseline Rd, Mesa, AZ, 85235	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124544	ENR	Ronald Schultz	1972-12-11	UHC-86558-91	4356979667	8492 Forest Ave, Los Angeles, CA, 90046	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106306	ENR	Justin D Evans	1968-06-01	UHC-25755-07	7016554161	4255 Apache Blvd # 504, Denver, CO, 80200	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-121131	ENR	Aaron Lewis	1971-06-12	UHC-17278-60	5692278983	9083 Grand Ave, Seattle, WA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118054	ENR	Abigail Yang	1949-11-14	UHC-01078-40	—	5881 Jefferson Ave, Orlando, FL, 32861	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-100006	ENR	Joe L White	1953-08-12	UHC-45454-67	6044420505	7003 Sunset Blvd, Seattle, WA, 98161	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127513	ENR	Alex Chen	1988-08-11	UHC-61087-40	9235221940	5146 Apache Blvd, San Antonio, TX	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137076	ENR	Harold E Wood	1991-04-19	UHC-31679-43	4492035714	9393 Oak St, San Diego, CA, 92167	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130477	ENR	Noah B Garza	1957-02-21	UHC-37538-43	9017443548	4314 Canyon Rd, Scottsdale, AZ, 85285	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-121650	ENR	Anthony Z Wevaer	1999-03-14	UHC-71437-69	7475189556	8177 Mountain View Dr, Fresno, CA, 93755	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-110837	ENR	Sarah Spencer	2001-06-11	UHC-56619-38	7296822004	1763 Ridge Rd, Eden Prairie, MN, 55316	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122789	ENR	Julia V Rivera	1983-11-03	UHC-96874-87	—	35 Lake View Rd, Sacramento, CA, 95851	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-118245	ENR	Joyce F Reyes	2008-12-04	UHC-28639-46	5382203546	1156 Broadway, Dallas, TX	0.66	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-143032	ENR	Fatima Vargas	2002-01-11	UHC-02626-87	3893628436	1022 Meadow Ln Apt 36, Los Angeles, CA, 90093	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118437	ENR	Brian N Robertson	1969-10-18	UHC-07917-24	5786063592	708 Maple Ave, San Diego, CA, 92196	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115036	ENR	Joe N Torres	1985-05-16	UHC-61111-61	3736327454	7285 Indian School Rd, Tucson, AZ, 85743	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-113153	ENR	Tyler Sullivan	1992-07-06	UHC-70041-90	9603215648	1500 Meadow Ln, Miami, FL, 33115	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123247	ENR	Willie Z Reynolds	1995-05-24	UHC-16629-32	2803612670	5688 Ridge Rd, Charlotte, NC, 28293	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-129667	ENR	Angela E Hamilton	1940-07-12	UHC-79266-88	3734346613	2240 Market St, Chandler, AZ, 85202	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-141781	ENR	Doris Martinez	1970-08-11	UHC-96353-84	8837165670	788 Maple Ave, Plano, TX, 75029	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-113699	ENR	Adrew O Ward	1990-04-28	UHC-57823-65	3997085657	9830 Maple Ave, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141693	ENR	Christina J Howard	1963-02-13	UHC-84989-54	5384528826	8646 Forest Ave, Tampa, FL, 33684	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Email lower-cased+1 more
ENR-102255	ENR	Mitchell Jessica	1962-04-20	UHC-53125-10	5653138278	7665 Main St, Mesa, AZ, 85263	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132792	ENR	Wei B Rodriguez	1944-09-20	UHC-29509-85	9508259985	8123 Mountain View Dr, Tempe, AZ, 85254	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103172	ENR	Brandon Rivera	—	UHC-83841-16	—	4526 Jefferson Ave, Gilbert, AZ	0.66	Date of birth reformatted Date of birth unreadable ZIP missing Whitespace trimmed+1 more
ENR-131986	ENR	Christine I Hunt	1990-01-18	UHC-64394-43	7978293653	81 Palm Dr, Houston, TX, 77053	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120901	ENR	Yuki C Oliver	2004-09-14	UHC-01996-12	3858687069	3917 Bayshore Dr, Fresno, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-106661	ENR	Maggie Q Elliott	1953-05-10	UHC-55958-59	6225780751	8763 Sage Ct, Eden Prairie, MN, 55308	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-117901	ENR	Yuki Moreon	1965-09-11	UHC-18359-83	—	851 Market St, Plano, TX	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-124288	ENR	Carolyn R Hunter	1944-06-06	UHC-52116-16	2953716845	2682 Willow Ct, Jacksonville, FL, 32284	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more

13,989 rows, page 99 of 280Previous Next