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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122446	ENR	Lauren C Montgomery	1983-02-01	UHC-75031-08	6044000336	3614 Canyon Rd, Fresno, CA	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-110087	ENR	Patrick Morris	1992-10-26	UHC-18755-45	5335151382	3131 Palm Dr, Eden Prairie, MN, 55381	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108563	ENR	Kevin Rice	1953-10-21	UHC-17571-21	7408127885	7401 Pine Dr, Fresno, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120589	ENR	Fatima D Schmidt	1958-12-15	UHC-18800-64	—	8945 Jefferson Ave, Glendale, AZ, 85368	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-101617	ENR	Brandon O Adams	1957-09-08	UHC-04938-69	3874682776	2111 Jefferson Ave, Eden Prairie, MN, 55357	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118359	ENR	Joe Wright	1992-06-04	UHC-08635-40	6875965982	907 Apache Blvd, Gilbert, AZ, 85291	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133879	ENR	Harper K Philip	1963-02-22	UHC-80108-67	6875732299	3956 Bayshore Dr, Orlando, FL, 32854	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-112945	ENR	Olivia Tran	1980-03-18	UHC-76853-38	—	3305 Indian School Rd, Mesa, AZ, 85293	0.48	Street suffix standardised Address re-cased State name converted to code Email lower-cased+4 more
ENR-141527	ENR	Lauren Ramirez	1948-08-16	UHC-84759-98	3914486285	3078 Lincoln Way # 726, San Antonio, TX, 78217	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-131921	ENR	Dorothy Harvey	—	UHC-41546-10	—	4150 Apache Blvd, Glendale, AZ, 85322	0.48	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+4 more
ENR-101784	ENR	Gabriel P Robertson	1946-05-09	UHC-65311-64	9883776570	5918 Mountain View Dr Apt 32, Glendale, AZ, 85335	0.48	Date of birth reformatted Member ID reformatted SSN last four extracted Unit split from street+4 more
ENR-104340	ENR	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137251	ENR	Aaron Gonzalez	1962-11-03	UHC-18772-45	2538912028	9680 Mountain View Dr, Seattle, WA, 98103	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-130966	ENR	Abigail F Vazquez	—	UHC-89341-24	3833353453	6140 Pine Dr, Austin, TX, 78747	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-108449	ENR	Wei E Nelson	1998-12-11	UHC-33550-60	9702606900	139 Main St, Minneapolis, MN, 55488	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134047	ENR	David C Jacobs	1999-01-03	UHC-26875-93	2904286809	9035 Central Ave Apt 5, Seattle, WA, 98193	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-125047	ENR	Kyle Tran	—	UHC-53619-59	4514110427	4149 Willow Ct, Eden Prairie, MN, 55321	0.48	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+4 more
ENR-109605	ENR	Victoria Reyes	1996-12-06	UHC-54437-63	—	3615 Valley View Dr, Miami, FL, 33107	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-136634	ENR	Isabella Robertson	1988-01-02	UHC-25638-63	3447784951	4127 Lake View Rd # 279, San Diego, CA	0.48	Name re-cased Phone reformatted Unit split from street ZIP missing+4 more
ENR-141526	ENR	Sharon I Ferguson	1959-06-22	UHC-64402-07	8356886134	4479 Ocean Ave, Columbus, OH, 43204	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124290	ENR	Patricia P Bennett	1940-07-21	UHC-77422-61	4983143138	8570 Valley View Dr, San Diego, CA, 92131	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138449	ENR	Dorothy H Fowler	2003-08-04	UHC-66322-93	4797761106	1971 Ridge Rd, Los Angeles, CA, 90002	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
ENR-138450	ENR	Dorothy H Fowler	2003-08-04	UHC-66322-93	4797761106	1971 Ridge Rd, Los Angeles, CA, 90002	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
ENR-128799	ENR	Carol X Webb	1993-12-23	UHC-87566-86	4518603749	2396 Washington St # 929, Chandler, AZ, 85235	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-104311	ENR	Scott Barnes	1999-01-19	UHC-33275-94	6877396692	8037 Forest Ave, Chandler, AZ, 85280	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102246	ENR	Christian S Roobinson	1950-02-06	UHC-15823-84	9075772501	4202 Grand Ave, Denver, CO, 80293	0.48	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-129487	ENR	Judy Z Foster	2002-03-24	UHC-43426-86	3396578993	638 Harbor Blvd, Minneapolis, MN	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-100353	ENR	Sara G Obrien	1909-10-09	UHC-90658-18	—	8262 Elm St, Minneapolis, MN, 55408	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-103778	ENR	Kayla Thompson	1999-03-06	UHC-07497-43	4325795083	7048 Cedar Ln, Tucson, AZ, 85709	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129787	ENR	Evelyn J Marshall	1991-07-27	UHC-36370-75	—	2509 Spring St, Atlanta, GA, 30321	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-116294	ENR	Brandon Munoz	—	UHC-58272-47	—	7696 Highland Ave, Tempe, AZ, 85265	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-130675	ENR	Ashley M Henry	1965-12-15	UHC-55793-41	3019232575	8367 Church St, Atlanta, GA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108141	ENR	Maria Hamilton	1966-11-20	UHC-70067-31	5245291148	3558 Ocean Ave # 808, Sacramento, CA, 95843	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-132607	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	—	5420 Market St, Eden Prairie, MN, 55374	0.48	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-126663	ENR	Stephanie Lee	1958-09-17	UHC-99580-25	—	5666 Lake View Rd, Minneapolis, MN, 55423	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-142406	ENR	Diane P Perkins	1983-03-17	UHC-00538-27	5653158527	4580 Hillcrest Rd, Glendale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130695	ENR	Donna G Holmes	1958-03-17	UHC-94194-30	6802240241	8953 Main St, Glendale, AZ, 85308	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-142916	ENR	Bruce Tran	1939-06-10	UHC-11511-51	—	8766 Apache Blvd, Orlando, FL, 32876	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-116559	ENR	Lisa Myers	1975-08-10	UHC-30198-60	5092883210	6220 Willow Ct, Fresno, CA	0.48	Member ID reformatted State name converted to code ZIP missing Email lower-cased+4 more
ENR-114038	ENR	Valentina Nelson	1985-02-09	UHC-73808-52	4308895410	7819 Baseline Rd Apt 32, Columbus, OH, 43250	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-115085	ENR	Victoria O Cooper	1960-10-11	UHC-00539-49	3323998149	6043 Forest Ave, Charlotte, NC	0.48	Name re-cased SSN last four extracted City re-cased State name converted to code+4 more
ENR-118950	ENR	Jacqueline E Spencer	—	UHC-18603-59	—	1667 Camelback Rd, Tampa, FL, 33622	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-111553	ENR	Larry Murphy	—	UHC-56832-36	6239891647	5457 Harbor Blvd, Tempe, AZ, 85211	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136251	ENR	Philip Perkins	1944-08-04	UHC-20874-77	8628068729	6656 Union St # 806, Gilbert, AZ, 85221	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-142565	ENR	Alice L Adams	2003-11-05	UHC-37979-98	—	2201 Canyon Rd, Gilbert, AZ, 85214	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-115996	ENR	Joshua H Jensen	2002-08-16	UHC-44883-71	8132217562	5857 Cedar Ln, Dallas, TX, 75252	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-111680	ENR	Berb S Weaver	1958-06-24	UHC-62451-86	5819129100	4612 Cedar Ln, Phoenix, AZ, 85009	0.48	Middle initial moved out of first name SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-115903	ENR	Ana W Andrews	1952-07-20	UHC-89158-54	—	2817 Apache Blvd, Denver, CO	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-128085	ENR	Sofia Marin	1954-04-11	UHC-48966-84	9825973219	5715 Sunset Blvd Apt 33, Los Angeles, CA, 90024	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-127422	ENR	Scott Hall	2003-02-18	UHC-57013-81	7217117160	2441 Maple Ave # 466, Jacksonville, FL, 32208	0.48	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more

2,126 rows, page 3 of 43Previous Next