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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141156	ENR	Jaocb C Guerrero	1973-09-21	UHC-60565-53	8169622844	2682 Sunset Blvd, Columbus, OH, 43283	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-104114	ENR	Jeffrey N Cook	1992-07-02	UHC-82233-70	8514915274	7021 Baseline Rd, Scottsdale, AZ, 85215	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118241	ENR	Sean Z Owens	1978-10-21	UHC-41567-68	8938290026	9875 Ocean Ave, Charlotte, NC, 28288	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412829	CLM	Megan Porter	1975-01-10	UHC-46101-45	—	3600 Harbor Blvd, San Antonio, TX, 78210	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121865	ENR	Benjamin G Bishop	2007-02-20	UHC-20143-10	7486643557	1359 Baseline Rd, Tampa, FL, 33600	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121864	ENR	Benjamin G Bishop	2007-02-20	UHC-20143-10	7486643557	1359 Baseline Rd, Tampa, FL, 33600	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116464	ENR	Kate H Sims	1996-08-23	UHC-14326-19	8962531741	2596 Camelback Rd, Phoenix, AZ, 85000	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115949	ENR	Marilyn H Li	1994-02-24	UHC-96717-17	3593209189	2881 Camelback Rd, Phoenix, AZ, 85052	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109055	ENR	Anna Evans	2005-01-06	UHC-91885-75	4887751985	7407 Valley View Dr, Nashville, TN, 37275	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21016	PRV	CarlosJunk	1951-12-17	UHC-94148-09	3845930105	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-139548	ENR	Donna U Maldonado	1998-08-01	UHC-44231-06	8872393205	1127 Desert Sky Blvd, Eden Prairie, MN, 55389	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-407011	CLM	Petre R Espinoza	1990-02-16	UHC-78282-10	—	797 River Rd, San Diego, CA, 92101	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+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
CLM-432130	CLM	Kelly Boyd	2006-12-18	UHC-15288-69	3264799505	2151 Mountain View Dr, Eden Prairie, MN, 55354	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132241	ENR	Jean F Pena	1952-11-26	UHC-63144-44	6825226386	2729 Market St, San Antonio, TX, 78227	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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
CLM-425848	CLM	Carl Robertson	1976-08-21	UHC-87750-98	2983706148	1832 Broadway, Columbus, OH	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130168	ENR	Kelly P Dean	2005-01-07	UHC-91996-71	9497686644	8887 Market St, Fresno, CA, 93794	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-431407	CLM	Elizabeth Phillips	1981-04-22	UHC-72639-34	5845791906	4578 Maple Ave, Atlanta, GA, 30321	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+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
CLM-414090	CLM	Carol Gardner	1997-04-28	UHC-82456-87	—	2681 Washington St, Tampa, FL, 33667	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406497	CLM	Gloria Montgomery	1962-04-02	UHC-80406-18	9279450002	4288 Sage Ct, Charlotte, NC, 28213	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-57679	TPA	Jesse V Herrera	1960-04-12	UHC-67077-73	—	2224 Union St, Seattle, WA, 98197	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+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
PRV-25498	PRV	Ryan Hernandez	1959-01-19	UHC-51810-13	5727094583	6988 Sage Ct, Charlotte, NC, 28205	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432607	CLM	Catherine Burton	1959-05-05	UHC-82444-82	9507495338	4115 Desert Sky Blvd, Houston, TX, 77048	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-418566	CLM	Lawrence Alvarado	1956-02-11	UHC-24233-95	8478193882	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-120660	ENR	Diiego Jimenez	1957-09-14	UHC-50115-97	7204520066	4020 Canyon Rd, Minneapolis, MN, 55487	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411688	CLM	Randy Maldonado	1999-08-04	UHC-32441-24	—	5269 Church St, Tucson, AZ, 85782	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124270	ENR	Harrold Morrison	1980-01-20	UHC-18764-68	9257177456	4377 Church St, Miami, FL, 33144	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124677	ENR	Ethan V Reid	1958-02-10	UHC-93522-79	7423328602	123 Park Pl, Los Angeles, CA, 90017	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-116775	ENR	Sharon Z Gomez	1967-02-08	UHC-34933-75	8193243211	5413 Sunset Blvd, Las Vegas, NV, 89177	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111765	ENR	Stephanie L Nunez	1990-07-27	UHC-67933-56	2958829860	6072 Elm St, Glendale, AZ, 85347	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400152	CLM	Debra Lawson	2001-10-17	UHC-18196-56	2304755415	4762 Cedar Ln, Gilbert, AZ, 85277	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109313	ENR	Jacqueline H Powell	1951-10-10	UHC-16538-48	8682768132	7462 Palm Dr, Las Vegas, NV, 89115	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-100682	ENR	Rachel Martinez	1967-04-19	UHC-62495-82	9564975888	5776 Church St, Tampa, FL, 33668	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-431301	CLM	Franklin Julia	1972-08-22	UHC-28885-09	6649961968	7844 Spring St, Miami, FL, 33144	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-405198	CLM	Victoria F McCoy	1998-05-22	UHC-62971-33	—	8234 Oak St, Seattle, WA, 98100	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428896	CLM	Brittany Griffin	1967-12-24	UHC-33334-49	—	8300 Mountain View Dr, San Antonio, TX, 78229	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100761	ENR	Mateo B Espinoza	1979-03-21	UHC-22304-73	7177346822	2755 Central Ave, Austin, TX, 78798	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131142	ENR	Natalie Crawford	1943-07-06	UHC-94219-79	8056690292	6101 Forest Ave, Miami, FL, 33144	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-124690	ENR	Cheryl Silva	1960-05-07	UHC-61430-78	3079752556	7117 Central Ave, Gilbert, AZ, 85287	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432340	CLM	Walter Rice	1977-12-07	UHC-37561-39	—	5345 Maple Ave, San Diego, CA, 92113	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-408795	CLM	Denise Parker	1947-11-17	UHC-17727-44	—	1449 Central Ave, Tempe, AZ, 85219	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106791	ENR	Anna G Luna	1999-08-19	UHC-37551-29	—	5012 Oak St, Jacksonville, FL, 32213	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-430040	CLM	Adam Burns	1964-04-28	UHC-65439-92	6982269928	7744 Willow Ct, Atlanta, GA, 30395	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100067	ENR	Samantha G Young	1990-04-28	UHC-43942-38	3607451738	5157 Harbor Blvd, San Antonio, TX, 78231	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102438	ENR	Adam Wong	1985-03-12	UHC-95552-17	6787956709	9226 Apache Blvd, Orlando, FL, 32836	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-133593	ENR	Evelyn Morrison	1945-09-17	UHC-63043-32	8256239606	4380 Oak St, Tucson, AZ, 85762	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more

7,723 rows, page 71 of 155Previous Next