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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129890	ENR	Ana N Gilbert	1979-03-17	UHC-96425-46	3386953263	5440 Valley View Dr # 433, Austin, TX, 78725	0.46	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+5 more
ENR-129889	ENR	Ana N Gilbert	1979-03-17	UHC-96425-46	3386953263	5440 Valley View Dr # 433, Austin, TX, 78725	0.46	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+5 more
ENR-101177	ENR	Kenneth Valdez	2007-03-07	UHC-31713-51	8025418269	8917 Apache Blvd, Fresno, CA, 93719	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-112933	ENR	Justin Warren	1970-02-02	UHC-50704-53	6902588402	6843 Mountain View Dr Apt 30, Glendale, AZ, 85350	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-130849	ENR	Ryan Howard	1976-12-22	UHC-33587-02	4484202585	6625 Market St, Dallas, TX, 75230	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-142576	ENR	Zachary X Maldonado	1967-10-02	UHC-32396-94	3883900597	1940 Desert Sky Blvd Apt 7, Fresno, CA, 93714	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-107499	ENR	Anna Q Carpenter	1952-02-03	UHC-11448-93	9069622013	5759 River Rd, Jacksonville, FL	0.46	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+5 more
ENR-117122	ENR	Brian Peterson	1984-01-16	UHC-97293-31	6976198015	1670 Market St, Plano, TX, 75009	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-114988	ENR	Joshua Walsh	—	UHC-13971-36	5252764697	3202 Pine Dr, Denver, CO, 80286	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-109432	ENR	Richard R Medina	1988-06-20	UHC-01593-38	5669552739	9218 Highland Ave, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-118080	ENR	Karen Gibson	1976-02-21	UHC-49708-56	5348288152	6786 Grand Ave Apt 2, Denver, CO, 80299	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-136907	ENR	Mei L Claark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ, 85329	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-116159	ENR	Christopher A Rivera	1982-06-16	UHC-38401-49	—	7584 Grand Ave, Tucson, AZ	0.46	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+5 more
ENR-127749	ENR	Jose Brooks	1985-11-20	UHC-69339-04	5608342817	9210 Main St, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-140451	ENR	Lucia Tucker	1984-08-18	UHC-39477-43	4314122677	174 Mountain View Dr Apt 17, Austin, TX, 78781	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-125190	ENR	Sarah I Crawford	1975-07-11	UHC-51995-26	—	1056 Forest Ave, Tempe, AZ, 85252	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-137790	ENR	Zachary R Welch	1944-07-14	UHC-56247-92	2716681493	8305 Jefferson Ave # 167, Columbus, OH, 43245	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-104263	ENR	Hiroshi D Cunningham	1950-08-06	UHC-06723-47	2743143055	590 Spring St, Glendale, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101925	ENR	Amanda Walsh	1965-11-10	UHC-09751-10	7003584369	9882 Cedar Ln, Orlando, FL, 32884	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134132	ENR	Joshua Aguilar	1959-08-24	UHC-27301-63	9344950086	6369 Oak St, San Antonio, TX, 78201	0.46	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+5 more
ENR-109958	ENR	Judith O Boyd	—	UHC-46308-61	—	9713 Desert Sky Blvd, Charlotte, NC, 28258	0.46	Name re-cased Date of birth unreadable Phone missing area code Member ID reformatted+5 more
ENR-134884	ENR	Dylan Padila	1974-09-27	UHC-64991-66	6059307896	8669 Meadow Ln Apt 38, Plano, TX, 75018	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-140522	ENR	Terry Arnold	1941-04-23	UHC-90021-63	—	6184 Pine Dr, San Antonio, TX	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-112276	ENR	Bradley W Jones	1980-07-11	UHC-91461-93	8189072740	2163 Baseline Rd, Las Vegas, NV, 89162	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-119121	ENR	Natalie Sims	—	UHC-65915-99	6168001734	3877 Main St, Las Vegas, NV, 89162	0.46	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105477	ENR	Elijah M Delgado	1982-04-20	UHC-99236-88	2645003478	4532 Canyon Rd, Sacramento, CA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105318	ENR	Bryan Li	1943-02-22	UHC-16862-67	8793330394	5152 Central Ave, Glendale, AZ, 85386	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105781	ENR	Gerald Powell	1948-10-22	UHC-96423-73	2937337385	730 Camelback Rd, San Antonio, TX	0.46	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-128863	ENR	Walter Q Porter	1954-07-21	UHC-68877-75	4745678988	8571 Lincoln Way, Tempe, AZ, 85253	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-128862	ENR	Walter Q Porter	1954-07-21	UHC-68877-75	4745678988	8571 Lincoln Way, Tempe, AZ, 85253	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-127157	ENR	Schmidt Sarah	1965-01-28	UHC-67055-10	4608207029	8051 Willow Ct # 958, San Diego, CA, 92166	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-134370	ENR	Burce G Moore	1964-11-19	UHC-28109-74	3156653892	1620 Willow Ct, Mesa, AZ, 85236	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-102312	ENR	Mariana Shaw	1991-10-19	UHC-03384-46	5577106620	1773 Park Pl Apt 29, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-140594	ENR	Singh Katherine	1989-10-16	UHC-36821-73	7246348022	9696 Mountain View Dr, Denver, CO, 80209	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-123200	ENR	Rachel F Maldonado	—	UHC-71621-23	5604859058	9202 Main St, Austin, TX, 78720	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-139679	ENR	Mariana K Mitchell	1972-03-12	UHC-47406-20	7717381941	762 Sage Ct, Tempe, AZ	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-108623	ENR	Justin G Cooper	1991-11-18	UHC-26825-50	2288619677	7406 Spring St, Miami, FL, 33143	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-111713	ENR	Michelle Bowman	1947-11-06	UHC-20763-80	3252942988	8737 Ridge Rd, Austin, TX, 78747	0.46	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-124097	ENR	Emily Boyd	1998-06-24	UHC-29831-34	—	547 Willow Ct, Tucson, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-126744	ENR	Melissa Ramos	2002-06-10	UHC-99031-01	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-101232	ENR	John Z Taylor	1971-08-28	UHC-19378-10	4673857651	8613 Washington St, Atlanta, GA, 30374	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-117366	ENR	Martin Philip	1959-12-27	UHC-41017-34	2937186556	8416 Jefferson Ave, Jacksonville, FL, 32266	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-125200	ENR	Jason B Garrett	1947-05-05	UHC-10837-58	8519954500	3428 Highland Ave, Austin, TX, 78767	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-129857	ENR	Emily E Obrien	2007-07-06	UHC-25966-27	3733177257	3702 Elm St, Los Angeles, CA, 90067	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-117239	ENR	Sarah S Hansen	1960-08-17	UHC-44827-08	—	4346 Cedar Ln, Las Vegas, NV, 89184	0.46	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+5 more
ENR-108541	ENR	Jordan L Cole	1979-11-01	UHC-83214-78	5794394335	4226 Spring St, Minneapolis, MN, 55459	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129620	ENR	Patrick Castro	2008-08-26	UHC-51479-94	6542298143	1268 Washington St # 711, Fresno, CA, 93735	0.46	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-142291	ENR	Carl Q McCoy	—	UHC-91013-94	6098298021	6685 Sunset Blvd, Austin, TX, 78784	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-103053	ENR	Aisha O Hanson	1946-05-24	UHC-09335-84	7092804776	573 Bayshore Dr, Las Vegas, NV, 89119	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-111388	ENR	Lori F Dominguez	2000-09-04	UHC-82440-56	9458088602	730 Sage Ct, Miami, FL	0.46	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more

16,916 rows, page 9 of 339Previous Next