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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111580	ENR	Luis Vasquez	1944-10-19	UHC-02521-15	7725949889	1400 Palm Dr, Fresno, CA, 93779	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-128577	ENR	William O Griffin	1963-04-04	UHC-50393-25	2984121629	4415 Union St, Las Vegas, NV, 89120	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103273	ENR	Aaron Young	1953-07-02	UHC-06765-07	3205095305	3196 Valley View Dr, San Antonio, TX, 78233	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-141938	ENR	Jack Snyder	1971-02-14	UHC-26546-27	9408323210	3129 Desert Sky Blvd, Austin, TX, 78787	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-111288	ENR	Olivia P Banks	1974-05-06	UHC-70286-03	4857313308	6119 Bayshore Dr, Orlando, FL, 32823	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-137599	ENR	Bradley Alvarez	1984-05-13	UHC-01211-29	9817627575	5400 Indian School Rd, Charlotte, NC, 28258	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134515	ENR	Omar N Weaver	2001-02-28	UHC-71491-85	7039799708	4595 Sage Ct, Fresno, CA, 93782	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-105457	ENR	Christina E Austin	1968-05-12	UHC-18686-11	7348546609	1879 Forest Ave, Orlando, FL, 32880	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-110516	ENR	Hannah Nguyen	1950-03-16	UHC-03763-39	5528619404	8533 Camelback Rd, Minneapolis, MN, 55441	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-142138	ENR	Richard Y Lawson	1996-06-11	UHC-48252-83	5422233885	7235 Desert Sky Blvd, Tempe, AZ, 85240	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106835	ENR	Scott U Gomez	1994-12-27	UHC-06958-42	3048528575	4489 Union St, Las Vegas, NV, 89155	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-130916	ENR	Martha R Lewis	2005-07-20	UHC-83453-88	7503410732	9277 Bayshore Dr, Columbus, OH, 43224	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-138479	ENR	Stewart U Dennis	1984-08-12	UHC-30641-82	4978970715	1858 Cedar Ln, Chandler, AZ, 85237	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116546	ENR	Camila K Elliott	1959-07-08	UHC-73605-99	9686980408	8618 Spring St, Glendale, AZ, 85303	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113570	ENR	Emma Wagner	1944-08-22	UHC-58060-51	5219507268	5589 Broadway, Orlando, FL, 32855	0.66	Two-digit birth year Address re-cased City re-cased State name converted to code+1 more
ENR-138923	ENR	Jack Robertson	1976-04-13	UHC-33762-69	9746942829	1846 Main St, Glendale, AZ, 85303	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136013	ENR	Bryan N Jenkins	1970-10-13	UHC-92838-28	9716047055	8592 Grand Ave, Miami, FL, 33197	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-101045	ENR	Heather Howard	2007-05-18	UHC-45626-26	5116681722	8262 Harbor Blvd, Glendale, AZ, 85325	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109256	ENR	Vincent G Wattkins	2000-11-26	UHC-63848-42	8622293344	1161 Grand Ave, Fresno, CA, 93729	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-119418	ENR	Benjamin Thompson	1992-01-19	UHC-12484-48	7059932624	6338 Broadway, Los Angeles, CA, 90045	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-109535	ENR	Carl G Torres	1978-02-05	UHC-71067-71	4438715601	897 Lake View Rd, Austin, TX, 78768	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-105618	ENR	Nancy Williams	1978-09-28	UHC-31281-25	2795038535	6471 Forest Ave, San Diego, CA, 92169	0.66	Phone reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-114285	ENR	Evelyn Garrett	1942-11-19	UHC-93545-01	5257687724	2256 River Rd, Jacksonville, FL, 32270	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107096	ENR	Rebecka Austin	1983-03-26	UHC-39143-11	3332678414	2519 Spring St, Atlanta, GA, 30354	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130049	ENR	Sara Morgan	1993-01-19	UHC-83917-94	4492814899	7008 Union St, Fresno, CA, 93720	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-118466	ENR	Tyler Y Adams	1959-02-25	UHC-63894-92	5523671190	2455 Lake View Rd, Mesa, AZ, 85244	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-143018	ENR	Julie R Ross	1939-11-28	UHC-35911-86	3829562824	7517 Meadow Ln # 182, Chandler, AZ, 85280	0.66	Phone reformatted Unit split from street State name converted to code Email lower-cased+1 more
ENR-138083	ENR	Christopher Y Mednez	1989-01-10	UHC-78590-93	6796061564	8230 Willow Ct, Miami, FL, 33199	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103607	ENR	Kimberly R Rios	1997-05-23	UHC-56451-68	7324171211	5559 Harbor Blvd, Mesa, AZ, 85241	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139630	ENR	Christian Simmons	1996-09-04	UHC-30204-74	4008592499	8494 Central Ave, Phoenix, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-129753	ENR	Brian Guzman	1991-03-04	UHC-14860-90	4857924918	5697 Camelback Rd, Glendale, AZ, 85340	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138770	ENR	Jacob C Coleman	1952-08-26	UHC-36389-70	2623414306	7965 Palm Dr, Jacksonville, FL, 32268	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103816	ENR	Gregory Hudson	2001-05-05	UHC-35926-32	4223891622	3589 Spring St, Tucson, AZ, 85701	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137477	ENR	Sam Medina	1943-08-15	UHC-51145-14	8734718945	1746 Grand Ave, Sacramento, CA, 95807	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-110705	ENR	Camila Smith	1979-08-09	UHC-76027-62	5463021321	2559 Broadway, Denver, CO, 80229	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-134191	ENR	Beverly P Morales	1955-05-12	UHC-59503-45	7326658315	1235 Cedar Ln, San Diego, CA, 92176	0.66	Phone reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-142789	ENR	Bruce Fuller	1968-08-22	UHC-60457-96	4464178833	1619 Forest Ave, Tucson, AZ, 85773	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116928	ENR	Barbara Vazquez	1994-03-23	UHC-62480-15	6804576521	6376 Forest Ave # 172, Charlotte, NC, 28203	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
ENR-121344	ENR	Stphen Weber	1987-01-28	UHC-69344-67	—	8952 Sage Ct, Charlotte, NC, 28253	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-124431	ENR	Doris McCoy	1962-10-10	UHC-01922-82	3153249759	6408 Union St, Las Vegas, NV, 89146	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129007	ENR	Austin McDonald	1968-01-21	UHC-07017-18	3145343927	7465 River Rd, San Antonio, TX	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-139811	ENR	Teresa Johnston	1981-04-09	UHC-25325-15	7002220142	2565 Market St, Nashville, TN, 37219	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-126194	ENR	Vicky D Vazquez	1968-12-08	UHC-94194-46	—	3230 Oak St, Houston, TX, 77092	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126528	ENR	Hrold W Wells	1973-06-01	UHC-27684-43	—	7618 Mountain View Dr, Minneapolis, MN, 55472	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-139514	ENR	Jennifer N George	1999-11-04	UHC-77583-58	8043512268	2137 Sage Ct, Seattle, WA, 98192	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120158	ENR	Brandon G Watson	1999-08-03	UHC-65481-98	6572449338	3953 River Rd, Fresno, CA, 93756	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-131720	ENR	Patricia L Gibson	1952-10-13	UHC-08082-86	7217943477	8177 Ocean Ave, Dallas, TX, 75248	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100711	ENR	Katherine H Snyder	1940-08-14	UHC-94049-37	2067811762	9167 Canyon Rd, Seattle, WA, 98141	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106711	ENR	Arthur Greene	2006-06-20	UHC-56374-38	3703598162	4014 Cedar Ln, Atlanta, GA, 30392	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132134	ENR	Jacob Alvarez	1972-04-09	UHC-66933-02	5552937460	5535 Indian School Rd, Columbus, OH, 43282	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more

4,296 rows, page 62 of 86Previous Next