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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110094	ENR	Arthur D Espinoza	2003-07-16	UHC-87366-53	4533570846	9292 Indian School Rd, Tampa, FL, 33690	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139893	ENR	Sophia H Richardson	2005-02-11	UHC-03647-35	8853160073	8204 Meadow Ln, San Diego, CA, 92131	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122572	ENR	Sott G Jensen	1954-05-20	UHC-67218-05	3585288149	1537 Sage Ct, Nashville, TN, 37267	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125679	ENR	Mattthew K Kelley	1954-01-02	UHC-67263-62	2295604446	3860 Ocean Ave, Houston, TX, 77011	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104328	ENR	Helen C Snyder	1982-06-03	UHC-87519-98	6307396842	455 Grand Ave, Jacksonville, FL, 32276	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120348	ENR	Aisha Q Henderson	1986-02-18	UHC-27793-06	6573880632	563 Spring St, San Antonio, TX, 78287	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109803	ENR	Sophia S Black	2005-12-01	UHC-95151-85	3942289249	4200 Central Ave, Eden Prairie, MN, 55367	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-131818	ENR	Janet B Anderson	2002-10-24	UHC-16486-01	3942399667	3028 Willow Ct, San Antonio, TX, 78204	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-120053	ENR	Jordan P Bishop	2008-09-23	UHC-53496-93	7322546561	5429 Meadow Ln, Phoenix, AZ, 85083	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121967	ENR	Joyce N Cole	1985-05-25	UHC-80112-12	4583720955	9483 Park Pl, Columbus, OH, 43284	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-101586	ENR	Kevin I Riley	2003-06-19	UHC-92537-73	4726205862	7589 Jefferson Ave, Eden Prairie, MN, 55366	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-101585	ENR	Kevin I Riley	2003-06-19	UHC-92537-73	4726205862	7589 Jefferson Ave, Eden Prairie, MN, 55366	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-142209	ENR	Maria B Contreras	1945-09-27	UHC-69501-56	6624191135	2171 Indian School Rd, Los Angeles, CA, 90046	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113120	ENR	Lori F Gardner	1955-11-11	UHC-82159-44	7715883281	6077 Washington St, Dallas, TX, 75287	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-124619	ENR	Keith O Vazquez	1956-11-01	UHC-99974-48	4265038884	1466 Broadway, Plano, TX, 75089	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+2 more
ENR-141772	ENR	Victoria J Yang	1943-09-22	UHC-95449-76	7229297430	2579 Hillcrest Rd, Tampa, FL, 33650	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-123617	ENR	Judy B Hart	2006-05-28	UHC-11656-07	8769378652	2376 Meadow Ln, Scottsdale, AZ, 85263	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110746	ENR	Nancy K Hill	1954-07-10	UHC-01710-85	—	9505 Forest Ave, San Diego, CA, 92161	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+2 more
ENR-104616	ENR	Dorothy L Holmes	2006-10-05	UHC-62284-90	7419377608	6486 Palm Dr, Jacksonville, FL, 32266	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117597	ENR	Pamela B Tran	2004-09-25	UHC-95837-67	2219380628	8893 Grand Ave, Glendale, AZ, 85332	0.64	Middle initial moved out of first name Phone reformatted State name converted to code Email lower-cased+2 more
ENR-105059	ENR	Mariana X Roberts	2002-01-01	UHC-17847-12	3285538730	3588 Meadow Ln, San Antonio, TX, 78264	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130676	ENR	James G Smith	1942-08-18	UHC-49345-21	7345710297	3221 Oak St, Chandler, AZ, 85242	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-139107	ENR	Ethan J Munoz	1976-07-13	UHC-06062-99	8293643780	1779 Apache Blvd Apt 17, Fresno, CA, 93711	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted Unit split from street+2 more
ENR-111437	ENR	Alan T Snyder	1967-09-24	UHC-29214-46	6249391076	2024 Broadway, Phoenix, AZ, 85024	0.64	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-111438	ENR	Alan T Snyder	1967-09-24	UHC-29214-46	6249391076	2024 Broadway, Phoenix, AZ, 85024	0.64	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-112294	ENR	Shirley U Mills	1949-10-07	UHC-66883-15	6609816753	2854 Bayshore Dr, Chandler, AZ, 85213	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-108553	ENR	Linda I Myers	1975-11-06	UHC-19783-34	2465836521	8146 Church St, Phoenix, AZ, 85039	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-139596	ENR	Robert A Brooks	2008-09-06	UHC-09505-91	9147951971	7051 Ridge Rd, Nashville, TN, 37212	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137935	ENR	Paul K Turner	1967-03-08	UHC-87005-81	7197864405	4191 Hillcrest Rd, Miami, FL, 33187	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140991	ENR	Matthew M Ford	1990-02-01	UHC-10639-59	5498932696	4359 Oak St, Plano, TX, 75087	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-101224	ENR	Kathryn L Vasquez	1985-08-26	UHC-16182-62	8316704889	1861 Cedar Ln, Los Angeles, CA, 90060	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-140300	ENR	Austin E Powell	1998-07-26	UHC-82867-57	7554915489	1772 Elm St, Jacksonville, FL, 32206	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121224	ENR	Btety F McCoy	1946-02-21	UHC-82664-27	3772547425	8162 Elm St, Seattle, WA, 98119	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136618	ENR	Brittany W Maldonado	1959-10-01	UHC-24872-38	6723079759	3496 Desert Sky Blvd, Gilbert, AZ, 85285	0.64	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+2 more
ENR-109309	ENR	Grace I Rice	1947-01-14	UHC-38233-38	—	8097 Indian School Rd, Glendale, AZ, 85337	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131680	ENR	Bobby Z Sanchez	2005-08-08	UHC-44876-72	8506258131	2041 Washington St, Columbus, OH, 43202	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-118822	ENR	Ann Y Castro	1950-02-10	UHC-97459-85	2719396201	9658 Willow Ct, Denver, CO, 80246	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105237	ENR	Sean Z Hart	1960-08-15	UHC-92413-97	2397133489	5299 Lake View Rd, Eden Prairie, MN, 55364	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115858	ENR	Juan A Garcia	1984-04-24	UHC-22964-09	8295068162	3436 Lake View Rd, Plano, TX, 75042	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101160	ENR	Jessica F Webb	1991-12-02	UHC-33021-16	2382538105	6576 Market St, Los Angeles, CA, 90041	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124556	ENR	Ralph T Marshall	1975-02-01	UHC-99444-67	5037124888	2360 Park Pl, Eden Prairie, MN	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-101941	ENR	Soffia J Chen	1996-09-25	UHC-18452-22	4557419514	7943 Washington St, Phoenix, AZ, 85006	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-115886	ENR	Andrew P Lee	1991-10-06	UHC-17562-92	2407658201	9648 Grand Ave, Eden Prairie, MN, 55342	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-115887	ENR	Andrew P Lee	1991-10-06	UHC-17562-92	2407658201	9648 Grand Ave, Eden Prairie, MN, 55342	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-116376	ENR	Batty U Nichols	1980-09-27	UHC-26744-31	3877169503	6507 Oak St, Jacksonville, FL, 32265	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120054	ENR	Alexis I Marquez	1989-08-13	UHC-99462-36	3504203997	8043 Meadow Ln, Sacramento, CA, 95874	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124470	ENR	Harold H Martinez	1994-01-03	UHC-94658-96	6657099300	2922 Forest Ave, Phoenix, AZ, 85029	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132552	ENR	Crlos F Grant	1974-07-13	UHC-23187-98	5607120723	4876 Washington St, Chandler, AZ, 85288	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-139267	ENR	Ana N Gilbrt	1968-04-14	UHC-11970-85	5246286017	9385 Canyon Rd, Scottsdale, AZ, 85232	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112336	ENR	Olivia U Ortega	1961-08-04	UHC-35855-04	—	1459 Canyon Rd, Tampa, FL, 33669	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more

756 rows, page 9 of 16Previous Next