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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113369	ENR	Henry I Hunter	1991-06-03	UHC-15194-32	9137236559	1192 Oak St # 167, Las Vegas, NV, 89128	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-101830	ENR	Jakc U Hunt	1974-11-04	UHC-18297-25	9866281137	8639 Main St Apt 8, Miami, FL, 33144	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-106043	ENR	Valentina K Roberts	2004-06-26	UHC-42409-18	9104395806	8848 Baseline Rd Apt 20, Charlotte, NC, 28222	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129311	ENR	Noah L Devis	1943-04-26	UHC-45113-57	4513293861	3479 Lake View Rd # 953, Eden Prairie, MN, 55333	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124499	ENR	Edward B Russell	1991-02-21	UHC-31057-94	—	7133 Meadow Ln # 302, Tucson, AZ, 85795	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-126288	ENR	Donna D Foster	—	UHC-43301-73	2597611730	8255 Apache Blvd Apt 37, Dallas, TX, 75279	0.64	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-140086	ENR	Pamela Phillips	1981-08-15	UHC-56127-45	5484308049	9186 Willow Ct Apt 35, Denver, CO, 80292	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142909	ENR	Helen P Nguyen	1992-11-19	UHC-32465-91	4198476611	9835 Meadow Ln # 392, Nashville, TN, 37205	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-124891	ENR	Keith Singh	1953-09-14	UHC-39203-68	4697525420	7307 Apache Blvd # 368, Columbus, OH, 43280	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119728	ENR	Lauren Moreno	1998-10-13	UHC-40660-98	2462415841	7155 Ocean Ave # 545, Plano, TX, 75087	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-123122	ENR	Sandra Hart	1950-09-18	UHC-51984-99	8464264777	9811 Maple Ave # 555, Orlando, FL, 32892	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-121061	ENR	Austin H Stevens	1960-06-14	UHC-43550-76	5567049968	2950 Spring St Apt 26, Mesa, AZ, 85268	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-123447	ENR	Jack Edwards	1968-02-07	UHC-73459-41	5867733610	3607 Cedar Ln Apt 18, Atlanta, GA, 30357	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-119530	ENR	Arjun L Ward	1980-04-04	UHC-23650-47	3409287056	535 Willow Ct Apt 26, Denver, CO, 80212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122724	ENR	Carolyn F Munoz	1980-10-27	UHC-01180-77	5032763388	9026 Maple Ave # 138, San Antonio, TX, 78219	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118091	ENR	Rogger Stewart	1968-02-21	UHC-97026-67	9217988735	6205 Sage Ct Apt 22, Scottsdale, AZ, 85226	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-114226	ENR	Dylan I Larson	1965-12-16	UHC-23758-98	3596608439	2961 Palm Dr # 826, Atlanta, GA, 30376	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136556	ENR	Ana Y Barnes	1983-04-19	UHC-47145-41	—	4649 Pine Dr Apt 10, Columbus, OH, 43286	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-107929	ENR	Wayne I Campbell	2000-09-17	UHC-51857-28	8026376472	9725 Desert Sky Blvd Apt 37, Columbus, OH, 43230	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-105644	ENR	Eugenne J Delgado	1970-03-25	UHC-54477-15	5409742302	4758 Main St Apt 2, Tampa, FL, 33684	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-107468	ENR	Peter C Gardner	1974-08-05	UHC-38763-95	6549614849	9174 Lake View Rd # 756, Orlando, FL, 32807	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106265	ENR	Mateo Moreno	1978-11-16	UHC-39345-31	8803021053	2119 Jefferson Ave Apt 27, Orlando, FL, 32884	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-113314	ENR	Theresa Roberts	1951-02-05	UHC-10775-37	3672731143	432 Ocean Ave Apt 29, Gilbert, AZ, 85226	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139217	ENR	Kyle M Contreras	1962-06-10	UHC-17396-44	5368965463	7575 Canyon Rd # 830, Denver, CO, 80251	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135914	ENR	Andy X Young	1955-04-06	UHC-82178-32	7052620263	2283 Indian School Rd # 441, Gilbert, AZ, 85214	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117177	ENR	Linda Gordon	1974-05-07	UHC-71410-38	8497318412	4793 Sunset Blvd # 147, Houston, TX, 77044	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-140914	ENR	Don Price	1990-06-06	UHC-98398-01	4618792627	1458 Oak St # 770, San Antonio, TX, 78291	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-109091	ENR	David W Lee	1961-01-02	UHC-73882-26	5885345140	997 Desert Sky Blvd Apt 14, Mesa, AZ, 85284	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102877	ENR	Andrew Ward	1982-09-22	UHC-07332-28	6063521831	4051 Pine Dr # 921, Plano, TX, 75005	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-127798	ENR	Roy Fowler	2002-09-28	UHC-26321-54	4599217744	6743 Apache Blvd # 496, Austin, TX, 78779	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-117873	ENR	Dainel F Hamilotn	1965-06-09	UHC-34827-73	8657354992	7726 Park Pl # 466, Nashville, TN, 37200	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-107636	ENR	Scott Y Murphy	1972-02-20	UHC-06778-81	9566586171	6185 Church St Apt 34, Tampa, FL, 33694	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141757	ENR	Sara King	2006-10-01	UHC-37656-05	7775659502	5928 Main St # 664, Gilbert, AZ, 85223	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-136651	ENR	Laura N Wagner	1965-11-27	UHC-30017-27	—	7724 Lincoln Way # 851, Charlotte, NC, 28246	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
ENR-114598	ENR	Becky G Bryant	1985-07-08	UHC-10107-56	9653233527	861 Canyon Rd Apt 29, Seattle, WA, 98173	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-111647	ENR	Kathleen N Paarker	1967-04-06	UHC-59896-61	3146391465	5358 Cedar Ln Apt 24, Miami, FL, 33151	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-125914	ENR	Isabella Li	1948-04-28	UHC-87212-80	9009209380	5783 Lake View Rd # 669, Scottsdale, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111434	ENR	Logan Ford	1989-11-18	—	6797258774	1144 Meadow Ln Apt 9, Miami, FL, 33133	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-123446	ENR	Michael S Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl # 848, Tempe, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-100427	ENR	Anthony V Kennedy	1987-07-09	UHC-63039-18	9278025789	1802 Washington St Apt 17, Glendale, AZ, 85377	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-111538	ENR	Patricia O Gomez	1940-10-24	UHC-71807-52	2928418674	3964 Highland Ave # 973, Scottsdale, AZ, 85299	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130561	ENR	Deborah M Clark	1985-04-10	UHC-43310-10	2334145134	1310 River Rd Apt 38, Fresno, CA, 93750	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109058	ENR	Matthew T Castro	1999-02-28	UHC-06484-78	9388114111	3320 Willow Ct Apt 19, Houston, TX, 77062	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-110335	ENR	Aelxander Perry	1975-08-25	UHC-24848-99	3988230383	2228 Valley View Dr Apt 6, Eden Prairie, MN, 55396	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-125212	ENR	Jonathan W McDonald	1975-02-01	UHC-49847-15	4472045718	8333 Canyon Rd # 675, Gilbert, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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-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-103748	ENR	Peter Brooks	1965-09-18	UHC-56867-96	2474697906	2138 Union St Apt 6, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
ENR-106678	ENR	Patty V Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd # 393, Mesa, AZ, 85264	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-139164	ENR	Carol Ruiz	2007-05-05	UHC-33407-76	4643752538	1381 Sunset Blvd # 734, Seattle, WA, 98107	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more

3,345 rows, page 37 of 67Previous Next