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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128082	ENR	Gary C Parker	1964-10-13	UHC-57560-60	9756426457	8675 Washington St, San Antonio, TX, 78258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131404	ENR	Ethan Rose	1999-07-01	UHC-74572-28	2127712693	3894 Grand Ave, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116044	ENR	Evelyn T Gonzales	1962-02-20	UHC-76218-22	—	942 Valley View Dr, San Antonio, TX, 78274	0.64	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113674	ENR	Chris James	1949-11-18	UHC-33225-10	7769818609	—	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-112744	ENR	Terry Y Holmes	1973-09-04	UHC-16727-88	6245921610	7082 Bayshore Dr, Austin, TX, 78721	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130947	ENR	Carlos Z Ortega	1985-05-15	UHC-86655-27	—	8554 Harbor Blvd, Sacramento, CA, 95837	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113991	ENR	Mateo Gordon	2000-03-20	UHC-32351-59	5628462515	9341 Ocean Ave, Scottsdale, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107016	ENR	Shirley B Morris	1942-12-21	UHC-34000-41	2588865895	4454 Camelback Rd, Sacramento, CA, 95880	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-132446	ENR	Gerald Burns	1959-06-14	UHC-01240-20	2829817348	7906 Palm Dr, Houston, TX, 77047	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102479	ENR	Mason U Guzman	1969-02-21	UHC-87047-02	8863982756	9598 Palm Dr, San Antonio, TX, 78219	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128337	ENR	Sarah H Richards	1969-07-06	UHC-37745-14	8643960585	5747 Palm Dr, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-101876	ENR	Dylan Stewart	1972-07-12	UHC-95616-14	7909925023	527 Central Ave # 382, Chandler, AZ, 85229	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119397	ENR	Lori Jones	1964-11-17	UHC-48852-57	8696786494	7860 Mesa Dr, Atlanta, GA, 30367	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-112219	ENR	Gloria Dominguez	1951-06-11	UHC-62154-95	3779975546	426 Willow Ct # 215, Glendale, AZ, 85320	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115873	ENR	Keith R Ross	1996-07-22	UHC-52260-11	4175293226	7356 Maple Ave, Houston, TX, 77015	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128483	ENR	Ramirez Jean	2005-03-05	UHC-02634-12	—	6452 Pine Dr, Houston, TX, 77072	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126594	ENR	Lawrence N Welch	1975-10-15	UHC-78016-26	4765231544	124 Forest Ave, Tucson, AZ, 85730	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134245	ENR	Amanda Lawwson	1970-05-26	UHC-41813-77	5695892242	2019 Highland Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-127008	ENR	Yuki U Aguilar	1948-08-07	UHC-15243-44	2806802898	1365 Ridge Rd, Los Angeles, CA, 90076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133777	ENR	Walter Guerrero	2001-02-15	UHC-26876-34	—	8015 Apache Blvd, Minneapolis, MN, 55469	0.64	Name re-cased Phone missing area code SSN last four extracted City re-cased+2 more
ENR-135849	ENR	Evelyn Walsh	1945-11-12	UHC-54568-43	2208860022	472 Apache Blvd, San Antonio, TX	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-117190	ENR	Dennis F Allen	1959-08-20	UHC-10949-85	9352526003	5454 Ocean Ave, Plano, TX, 75065	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-116529	ENR	Philip Morales	1963-02-13	UHC-36559-45	7253071982	5117 Oak St, San Antonio, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-110486	ENR	Jeremy W Hill	—	UHC-25891-17	6125007852	6424 Harbor Blvd, Glendale, AZ, 85341	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111083	ENR	Sara M Porter	1963-06-07	UHC-06963-91	—	9594 Baseline Rd, Eden Prairie, MN, 55330	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-116085	ENR	Frannces Y Mendez	1969-07-06	UHC-23857-56	3998187185	1557 Indian School Rd, Phoenix, AZ, 85086	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142276	ENR	Doris Q Obrien	1973-11-11	UHC-18952-16	7817896098	8287 Grand Ave, Fresno, CA, 93705	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-106940	ENR	Michael W Carpenter	1970-03-14	UHC-72769-44	7234587347	5993 Willow Ct, Tucson, AZ, 85755	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-122369	ENR	Abigail Gomez	1954-05-20	UHC-76184-54	—	9733 Apache Blvd, Tempe, AZ, 85256	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-137221	ENR	Timothy J Guzman	1956-04-14	UHC-86387-31	9216548684	1038 Mesa Dr, Seattle, WA, 98168	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117921	ENR	Julia K Graham	1947-05-12	UHC-16313-77	8007937540	352 Willow Ct, Tucson, AZ, 85748	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-115669	ENR	Jonathan Harris	1997-12-08	UHC-49757-35	5414939008	4530 Indian School Rd # 949, Las Vegas, NV, 89149	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118940	ENR	Walter J Cruz	2003-11-07	UHC-56734-59	8238596850	485 Washington St, Gilbert, AZ, 85277	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110687	ENR	Kimberly E Young	—	UHC-91008-21	3612186867	5824 Washington St, Mesa, AZ, 85291	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139949	ENR	Juan M Vasquez	1998-08-20	UHC-59195-16	3589642035	2523 Main St, San Diego, CA, 92165	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118450	ENR	Marliyn J Maldonado	1964-05-17	UHC-86096-01	4868072196	3646 Canyon Rd, Orlando, FL, 32847	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101671	ENR	Jeffrey G Lucas	1978-05-27	UHC-89444-84	2088973348	3327 Meadow Ln, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103174	ENR	Lawrence Hansen	1979-06-08	UHC-24096-20	4719034526	7582 Valley View Dr, Austin, TX, 78768	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102116	ENR	Dieggo Mills	1994-04-21	UHC-86437-50	—	2089 Camelback Rd, Scottsdale, AZ, 85241	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119239	ENR	Lus Jenkins	1958-10-19	UHC-57726-75	—	7476 Ridge Rd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-102604	ENR	Lina Crawforrd	1993-12-27	UHC-89035-43	5545279805	8402 Washington St, Denver, CO, 80274	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125035	ENR	Rachel Green	1972-10-06	UHC-78943-88	3938558749	9450 Ridge Rd, Houston, TX, 77019	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134033	ENR	William Bryant	1950-11-09	UHC-37429-27	—	4794 Highland Ave, Columbus, OH, 43265	0.64	Name re-cased Phone missing area code Email lower-cased Gender normalised+2 more
ENR-140794	ENR	CarolynJunk	1988-02-20	UHC-74905-30	4269796635	2326 Palm Dr, Eden Prairie, MN, 55345	0.64	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
ENR-142160	ENR	Ana P Ford	2007-02-13	UHC-54888-77	7542342591	8252 Desert Sky Blvd # 487, Plano, TX, 75038	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-117597	ENR	Pamela B Tran	2004-09-25	UHC-95837-67	2219380628	8893 Grand Ave, Glendale, AZ, 85332	0.64	Middle initial moved out of first name Phone reformatted State name converted to code Email lower-cased+2 more
ENR-119499	ENR	Yuki G Hudson	1972-05-22	UHC-52296-87	9442048069	7609 Willow Ct, Fresno, CA, 93734	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130829	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130830	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109965	ENR	Beverly Phillips	1945-08-19	UHC-74481-70	8465817626	996 River Rd, Nashville, TN, 37214	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

8,934 rows, page 54 of 179Previous Next