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-129344	ENR	Valentina G Hicks	1951-08-06	—	8808488420	137 Canyon Rd, Denver, CO, 80245	0.62	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+3 more
ENR-121495	ENR	Christian M Wheeler	1961-12-05	UHC-52926-58	3179274242	1245 Cedar Ln, Seattle, WA	0.62	Date of birth reformatted 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-103266	ENR	Randy C Bennett	1985-10-18	UHC-58759-94	6056643384	161 Union St, Los Angeles, CA, 90040	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138114	ENR	Anna K Olson	1972-07-28	UHC-31941-66	7792145912	2706 Lincoln Way, Denver, CO, 80220	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106946	ENR	Sandra A Alvarado	1982-01-28	UHC-71767-16	8879027880	5572 Lake View Rd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-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-120275	ENR	Diana Hughes	1975-03-01	UHC-99954-49	5896503515	8291 Palm Dr, Dallas, TX, 75254	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-101447	ENR	Kenneth O Barnes	1959-08-14	UHC-09715-38	3143849043	8399 Sunset Blvd, Columbus, OH, 43268	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+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-118789	ENR	Kevin K Robertson	1939-09-25	UHC-47428-12	4887224349	3764 Sage Ct # 205, Eden Prairie, MN, 55337	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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-141549	ENR	Ashley Castyllo	2007-03-10	UHC-36019-06	5076674217	9750 Desert Sky Blvd, Denver, CO, 80289	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+3 more
ENR-108148	ENR	Andrew Y Vazquez	2005-02-10	UHC-77055-30	9878165635	3130 Baseline Rd, Jacksonville, FL, 32213	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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
ENR-138262	ENR	Jack T Armstrong	1957-10-05	UHC-89431-35	8637177539	7191 Main St, Las Vegas, NV, 89149	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111053	ENR	Nicholas J Obrien	1958-09-02	UHC-77329-14	5115297318	4628 Sunset Blvd, Las Vegas, NV, 89125	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128350	ENR	James M Maldonado	1954-08-19	UHC-48927-65	2759874401	9382 Mountain View Dr, Mesa, AZ, 85272	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-129280	ENR	Wayne Y Brooks	—	UHC-70246-85	7966339248	582 Main St # 797, Fresno, CA, 93723	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-106495	ENR	Vincent H Hart	1976-04-05	UHC-99163-01	8609390189	3166 Oak St, Minneapolis, MN, 55413	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114767	ENR	Austin Mdina	1941-01-04	UHC-98951-27	5907922213	5370 Baseline Rd, Los Angeles, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128936	ENR	Diane H Fuller	1973-04-10	UHC-88946-77	4438535915	6380 Bayshore Dr # 180, Gilbert, AZ, 85252	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134322	ENR	Larry T Medina	1940-05-03	UHC-68818-80	2889811869	6093 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129482	ENR	Vincent Gilbert	1983-09-08	UHC-83259-66	3699597410	1714 Indian School Rd, Plano, TX, 75089	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120715	ENR	Jonathan Li	1953-03-23	UHC-13181-99	4709523556	5572 Mesa Dr, Charlotte, NC, 28206	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-109858	ENR	Melissa Walsh	1987-08-13	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142010	ENR	Lisa Knight	2000-08-02	UHC-55792-79	4128534894	2320 Palm Dr, Dallas, TX, 75215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135750	ENR	Jeffrey X Fernandez	1967-12-26	UHC-50567-88	2702394330	1440 Market St, Tucson, AZ, 85737	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-124919	ENR	Mark Q Greene	1991-10-25	UHC-68929-38	2454801147	9173 Meadow Ln, Dallas, TX, 75223	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-108617	ENR	Lucia Vargas	1964-12-27	UHC-14079-98	9077270186	3420 Broadway Apt 9, Jacksonville, FL, 32252	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-109527	ENR	Heather K Arnold	1939-10-06	UHC-93459-97	5368191123	6480 Lincoln Way, San Diego, CA, 92195	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-124374	ENR	Bobby U Franklin	2008-09-04	UHC-05386-92	3942893007	3777 Cedar Ln, Mesa, AZ, 85268	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118003	ENR	Karen Nunez	2004-03-23	UHC-63596-67	6835685275	7675 Oak St, Nashville, TN, 37242	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121054	ENR	Yuki J Kelley	2007-06-27	UHC-53122-07	8748814105	4912 Harbor Blvd, Columbus, OH, 43279	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-125422	ENR	Dorothy R Soto	1962-07-04	UHC-69938-65	9598416482	5349 Highland Ave, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125702	ENR	Mary U Johnson	1960-05-12	UHC-19694-44	5225145960	3929 Grand Ave, Glendale, AZ, 85390	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121300	ENR	Sara J Brooks	2002-04-04	UHC-07873-18	3773302252	9616 Camelback Rd, Sacramento, CA, 95805	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-139106	ENR	Lucia Lewis	1969-06-11	UHC-36306-59	9053810469	4823 Forest Ave, Gilbert, AZ, 85277	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136825	ENR	Gabriel P Tucker	2008-02-04	UHC-09308-11	2595647354	2519 Harbor Blvd, Gilbert, AZ, 85276	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105602	ENR	Julie M Garza	1973-01-15	UHC-95660-03	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109161	ENR	Jesse R Hudson	1973-08-21	UHC-83954-38	8006928238	7065 Lincoln Way Apt 15, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-124067	ENR	Gloria Dean	2002-02-17	UHC-59777-51	5185532839	3807 Meadow Ln, Plano, TX, 75055	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-121787	ENR	Greg M Hayes	1975-07-20	UHC-04760-22	—	1498 Forest Ave, Minneapolis, MN, 55452	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-121451	ENR	Donna Young	1987-04-19	UHC-12196-74	5726362157	4065 Market St, Eden Prairie, MN, 55329	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-121550	ENR	Logan Wang	2000-11-20	UHC-37033-56	4966289444	7493 Ridge Rd, Scottsdale, AZ, 85245	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

13,989 rows, page 55 of 280Previous Next