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-114449	ENR	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-128332	ENR	Bobby H Jones	1985-10-10	UHC-06669-89	9243819937	8186 Palm Dr, Chandler, AZ, 85286	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107912	ENR	Jose E Ruiz	1939-09-22	UHC-71751-88	9006602747	1145 Mountain View Dr, Sacramento, CA, 95899	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118385	ENR	Santiago G Bailey	1969-06-19	UHC-23185-43	7038029913	3418 Bayshore Dr, Chandler, AZ, 85224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108139	ENR	Priya S Smith	1951-05-07	UHC-24388-87	7034808964	9332 Harbor Blvd, Columbus, OH, 43266	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102630	ENR	Christina F Perez	2000-01-20	UHC-96033-78	4557544897	9108 Meadow Ln, Gilbert, AZ, 85255	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123781	ENR	Margaret Mils	1980-01-24	UHC-42099-41	5575713213	2628 Market St, Phoenix, AZ, 85023	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121492	ENR	Christine Dominguez	1966-02-20	UHC-00465-65	8544355860	7719 Market St, Las Vegas, NV, 89140	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105801	ENR	Andrea F Ryan	1960-10-18	UHC-97624-63	3838101763	612 Main St, Phoenix, AZ, 85050	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-107524	ENR	Rachel Cox	1940-06-11	UHC-35312-57	7099821150	1808 Oak St, Seattle, WA, 98193	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108301	ENR	Jen O Kim	1978-01-24	UHC-23601-88	9282786379	997 Palm Dr, Los Angeles, CA, 90094	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105837	ENR	Alan Torres	1966-05-03	UHC-34937-60	7945164440	2033 Maple Ave, Nashville, TN, 37205	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125063	ENR	Maria X Tran	1958-07-20	—	5619628972	3452 Camelback Rd, Las Vegas, NV, 89180	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114840	ENR	Amy P Salazar	1945-03-10	UHC-32557-38	—	354 Oak St, San Diego, CA, 92158	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107262	ENR	Daniel I Mills	1939-07-06	UHC-23666-16	4144136559	9358 Palm Dr, Los Angeles, CA, 90058	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137108	ENR	Ashley Fields	1960-09-19	UHC-99565-20	3804962019	1443 Market St, Orlando, FL, 32898	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142348	ENR	Brandon Santiago	1970-11-04	UHC-64971-04	4058639114	9606 Spring St, Phoenix, AZ, 85076	0.74	Phone reformatted City re-cased State code upper-cased Email lower-cased+3 more
ENR-143037	ENR	Steven Marquaz	2002-01-24	UHC-20259-21	8772854623	1142 Hillcrest Rd, Sacramento, CA, 95864	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105055	ENR	Ryan M Walker	1966-07-12	UHC-64702-79	6195048849	6093 Ocean Ave, Chandler, AZ, 85269	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116799	ENR	Katherine R Grant	1989-03-16	UHC-46664-54	—	7120 Park Pl, Chandler, AZ, 85243	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139214	ENR	Jesse Day	1987-05-18	UHC-56650-50	6956176066	3022 Bayshore Dr, Atlanta, GA, 30332	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126535	ENR	Hiroshi Johnson	1952-12-14	UHC-05965-18	5337183772	5623 River Rd, Jacksonville, FL, 32217	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116209	ENR	John Z Armstrong	2003-06-27	UHC-87686-30	2117248758	143 Sunset Blvd, Glendale, AZ, 85360	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112496	ENR	Justin Russell	1972-06-26	UHC-18051-11	5302051450	2618 Church St, Nashville, TN, 37221	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126321	ENR	Willie H Lynch	1987-06-03	UHC-89113-25	3562002780	3720 Park Pl, Glendale, AZ, 85380	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
ENR-104878	ENR	Jonathan Valdez	1938-07-06	UHC-09612-40	4458108877	1279 Bayshore Dr, Nashville, TN, 37286	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107442	ENR	Brenda Bennett	1945-06-16	UHC-75741-56	4527896983	2887 Ridge Rd, San Antonio, TX, 78286	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128322	ENR	Jose Q Wood	1949-03-07	UHC-14110-30	9745960980	7705 River Rd, Eden Prairie, MN, 55327	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106754	ENR	Judy R Richards	1994-07-14	UHC-38931-25	5257463240	9255 Ridge Rd, Los Angeles, CA, 90000	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100519	ENR	Mary B Willis	1956-06-18	UHC-92577-39	2426780770	8319 Main St, Mesa, AZ, 85263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112246	ENR	Dennis N Foster	1979-11-27	UHC-42225-66	9546230114	7226 Ocean Ave, Jacksonville, FL, 32212	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-128446	ENR	Jesse Rios	1950-07-02	UHC-38231-18	8004062529	8321 Apache Blvd, Miami, FL, 33193	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121999	ENR	Danyelle J Garza	1978-11-07	UHC-79202-96	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126953	ENR	Debra Delgado	1961-02-10	UHC-44428-55	6053198913	4737 Lake View Rd # 527, Denver, CO, 80221	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-140711	ENR	Billy P Jenkins	1938-09-02	UHC-06309-81	—	9103 Lincoln Way, Minneapolis, MN, 55435	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126860	ENR	Samantha P Hawkins	1964-06-19	UHC-88855-86	4079348722	3752 Grand Ave, Tempe, AZ, 85247	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111289	ENR	Amber J Fox	1994-12-25	UHC-47643-09	6823100965	5634 Palm Dr, Sacramento, CA, 95867	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-138070	ENR	Kyle Howell	1987-12-25	UHC-63180-30	3252676589	274 Highland Ave, Miami, FL, 33152	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103526	ENR	Austin Harper	2008-05-17	UHC-23577-59	7283051094	8699 Willow Ct, Sacramento, CA, 95811	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100942	ENR	Cheryl Parker	1988-06-09	UHC-01302-07	7462616992	8286 Bayshore Dr, Tampa, FL, 33649	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119168	ENR	Olivia Espinoza	1945-12-04	UHC-11695-57	2054054111	1329 Meadow Ln, San Diego, CA	0.74	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
ENR-141429	ENR	Rebecca Payne	1939-03-10	UHC-73170-37	6297749005	1740 Union St, Nashville, TN, 37257	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-113214	ENR	Andrea Morris	1999-10-07	UHC-84486-67	8812680673	3845 Maple Ave, Denver, CO, 80280	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-124403	ENR	Ruth I Maldonado	1989-07-03	UHC-16291-48	4896594682	1565 Lake View Rd, Plano, TX, 75097	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117738	ENR	Teresa A Larson	1987-10-03	UHC-97528-71	4388265720	4594 Baseline Rd, Las Vegas, NV, 89171	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108879	ENR	Bobby P Fowler	1992-05-05	UHC-04956-87	3266808727	7072 Harbor Blvd, Plano, TX, 75045	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105723	ENR	Stephen Y Hicks	2003-03-01	UHC-10555-56	3595564090	2494 Oak St, Austin, TX, 78782	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136941	ENR	Dylaan U King	1938-09-20	UHC-53344-87	4276498907	2534 Market St, Columbus, OH, 43275	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-132004	ENR	Donald Gray	1950-08-23	UHC-42611-30	3386577713	1411 Mountain View Dr, Glendale, AZ, 85384	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137824	ENR	Janice Garrett	1959-02-15	UHC-93142-89	3524507434	2391 River Rd, Plano, TX, 75045	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more

8,934 rows, page 85 of 179Previous Next