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-130970	ENR	Jerry G White	1996-12-23	UHC-62687-13	7144647922	2285 Sage Ct, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140687	ENR	Karen I Thomas	2005-11-05	UHC-47494-97	—	6718 Mesa Dr, Houston, TX, 77082	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-107654	ENR	Janet Ryan	2005-05-05	UHC-88654-36	3459233061	7220 Market St, Orlando, FL, 32819	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142183	ENR	Peggy A Sullivan	2005-04-17	UHC-11975-47	2349254587	6599 Valley View Dr Apt 6, Chandler, AZ, 85267	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111738	ENR	Bryan B Jordan	1999-03-03	UHC-26756-84	4217580100	1403 Forest Ave, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118648	ENR	Charlotte F Wright	1966-03-23	UHC-07440-61	5456061020	9865 Baseline Rd, Chandler, AZ, 85266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126006	ENR	Mark Fields	2003-02-14	UHC-10940-32	—	3478 Sage Ct, Tucson, AZ, 85703	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109257	ENR	Christian Burke	1965-03-07	UHC-53263-58	7704580115	1128 Canyon Rd # 361, Tampa, FL, 33655	0.64	Two-digit birth year Phone reformatted Unit split from street Email lower-cased+2 more
ENR-138766	ENR	Linda Williamson	1953-09-01	UHC-17134-72	4996033102	4923 Pine Dr, Scottsdale, AZ, 85282	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112698	ENR	Grace Hanesn	1950-10-13	UHC-18693-71	3876468345	5330 Harbor Blvd, Houston, TX, 77056	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-101009	ENR	Camila U Munoz	1992-07-04	—	5914727245	9042 Canyon Rd, Tampa, FL, 33697	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121548	ENR	John L Anderson	1967-04-13	UHC-74807-02	5188578800	9872 Ocean Ave # 161, Phoenix, AZ, 85087	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
ENR-114074	ENR	Harold S Martinez	1997-04-17	UHC-62256-32	—	5162 Washington St, Austin, TX, 78731	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-127259	ENR	Jack Ray	1955-10-24	UHC-59604-32	—	7181 Cedar Ln, Plano, TX, 75096	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-113078	ENR	Maria G Bailey	1990-05-28	UHC-08893-22	4909490878	5242 Highland Ave, Tempe, AZ	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-103001	ENR	Frank D Soto	2007-11-14	UHC-53783-50	8065527556	4673 Bayshore Dr, Miami, FL, 33121	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133208	ENR	Victoria G Wallace	1984-12-10	UHC-87769-83	6806108558	2975 Cedar Ln Apt 26, Denver, CO, 80204	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-122666	ENR	Maria L Ryan	1965-03-01	UHC-53814-07	2898118492	8437 Lake View Rd, Atlanta, GA, 30370	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100694	ENR	Mary W Hoffman	2000-09-03	UHC-18674-07	6032428636	6372 Oak St, Glendale, AZ, 85303	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112871	ENR	Angela F Andrews	1965-06-22	UHC-91199-12	5328592317	3605 Mesa Dr, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100212	ENR	Katherine X Young	1985-06-08	UHC-45033-96	9274545148	9786 Mountain View Dr, Austin, TX, 78765	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-101251	ENR	Justin Shew	1971-02-13	UHC-36800-97	7232522359	9091 Baseline Rd, Eden Prairie, MN, 55301	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118487	ENR	Lawrence Schmidt	1990-05-09	UHC-90678-16	7047864533	7922 Oak St # 485, Seattle, WA, 98106	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-127368	ENR	George J Foster	1972-01-04	UHC-93150-43	6028437312	1130 Mesa Dr, Orlando, FL, 32826	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129992	ENR	Ethan Rice	1949-09-05	UHC-54339-21	9416825349	3615 Maple Ave, Mesa, AZ, 85231	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142024	ENR	Adam Campbell	1987-03-08	UHC-63932-48	3722438342	1204 Cedar Ln, Jacksonville, FL, 32247	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116218	ENR	Juan Harris	1965-11-17	UHC-78189-72	7794991234	5790 Cedar Ln, Sacramento, CA, 95802	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-109450	ENR	Sean X Bowman	1957-05-18	UHC-27509-22	5437941543	4985 Canyon Rd, Austin, TX, 78724	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122742	ENR	James Soto	2002-03-26	UHC-65437-24	—	7915 Meadow Ln, Atlanta, GA, 30342	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119698	ENR	Eugene N Reid	2007-10-28	UHC-52106-91	6964103273	4379 Sunset Blvd, Miami, FL, 33128	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-121006	ENR	Bruce Arnold	1947-05-25	UHC-54596-65	3967214978	7396 Main St, Sacramento, CA, 95811	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111819	ENR	Michael M Patel	1960-12-08	UHC-44001-21	6857130246	4190 Forest Ave, Tempe, AZ, 85260	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
ENR-105588	ENR	Laura Greene	2001-07-01	UHC-17929-77	8654149484	204 Sunset Blvd, Fresno, CA	0.64	Name split from “Last, First”Phone reformatted State code upper-cased ZIP missing+2 more
ENR-115328	ENR	Anna I Dominguez	1988-01-08	UHC-48356-13	7637036214	1499 Indian School Rd, Seattle, WA, 98150	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135153	ENR	George Ford	1991-12-01	UHC-72353-72	4648132727	8138 Spring St, Scottsdale, AZ, 85280	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-125024	ENR	Araon C Vasquez	1952-03-26	UHC-00462-69	3452336081	9311 Pine Dr, Phoenix, AZ, 85051	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-126640	ENR	Diane I Ray	1967-12-16	UHC-21870-71	4374194994	5152 Forest Ave, Mesa, AZ, 85261	0.64	Name split from “Last, First”Phone reformatted SSN last four extracted Plan code upper-cased+2 more
ENR-121144	ENR	Jake V Ramirez	1982-03-25	UHC-31142-43	5264883584	4664 Meadow Ln, Columbus, OH, 43236	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121125	ENR	Brian Ramirez	1955-01-27	UHC-95424-96	—	3731 Market St, Tempe, AZ, 85286	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142766	ENR	Melissa R Allen	1954-02-25	UHC-41301-70	8376521130	9662 Main St Apt 12, Chandler, AZ, 85284	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-118356	ENR	Johnny L Henry	1946-08-11	UHC-87860-22	7789280600	1677 Meadow Ln, Charlotte, NC, 28211	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-103328	ENR	Michelle N Medina	2006-03-15	UHC-20779-23	4713390533	2223 Spring St, Austin, TX, 78785	0.64	Two-digit birth year Phone reformatted City re-cased Gender normalised+2 more
ENR-136453	ENR	Frances E Miller	1940-08-06	UHC-26918-94	5412059842	1684 Broadway, Gilbert, AZ, 85287	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-137295	ENR	Elijah S Hall	—	—	4722510367	9680 Elm St, Nashville, TN, 37232	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130023	ENR	Mei Cole	1984-05-17	UHC-63014-89	2417814083	5267 Park Pl, Scottsdale, AZ, 85271	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-112039	ENR	Donald W Williamon	1972-09-21	UHC-85616-98	2744258674	1094 Jefferson Ave, San Antonio, TX, 78238	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-116791	ENR	Emiily Murray	1992-02-20	UHC-96474-99	—	8357 Spring St, Charlotte, NC, 28293	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135432	ENR	Kimberly D Vargas	—	UHC-25104-42	9419986597	5780 Sage Ct, Tampa, FL, 33695	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124101	ENR	Pamela Bryant	1960-03-17	UHC-85849-44	6159289513	609 Lake View Rd # 154, Los Angeles, CA, 90019	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134257	ENR	Alexander S Daniels	1957-08-17	UHC-31734-73	—	7936 Central Ave, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more

16,916 rows, page 102 of 339Previous Next