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 “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
PRV-23642	PRV	Bruce Garrett	1989-08-06	UHC-03054-95	8842821720	2966 Harbor Blvd, Glendale, AZ, 85324	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-23456	PRV	Christian Fuller	1993-07-18	UHC-09907-73	6809133970	1377 Desert Sky Blvd Apt 14, Eden Prairie, MN, 55305	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-142370	ENR	Jacqueline O Sullivan	1951-10-08	UHC-00042-81	—	211 Ocean Ave, Glendale, AZ, 85372	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-422581	CLM	Helen Sanders	1964-07-24	—	5823422381	5250 Oak St, San Antonio, TX, 78293	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122693	ENR	Sean Nguyen	2004-05-04	UHC-10988-10	8329901689	6219 Cedar Ln, Atlanta, GA, 30382	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128889	ENR	Janet W Aguilar	1959-11-13	UHC-58854-62	3556563331	4575 Church St, Tucson, AZ, 85714	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-114714	ENR	Dylan Vasquez	2005-08-04	UHC-72211-21	6477801228	6703 Oak St, Atlanta, GA, 30360	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431101	CLM	Kimbrly Baker	1956-01-26	—	—	8898 Lake View Rd, San Diego, CA, 92119	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-55722	TPA	Mary Powell	2007-09-09	—	—	2667 Indian School Rd, Atlanta, GA, 30336	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55723	TPA	Mary Powell	2007-09-09	—	—	2667 Indian School Rd, Atlanta, GA, 30336	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105852	ENR	Jerry P Wheeler	1977-06-17	—	—	4541 Meadow Ln, Atlanta, GA, 30344	0.50	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
TPA-64017	TPA	Heather Carpenter	1995-04-21	—	—	7891 Forest Ave, San Diego, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109144	ENR	Samantha Romero	1995-12-10	UHC-89166-23	—	3469 Mountain View Dr, Scottsdale, AZ, 85292	0.50	Date of birth reformatted Phone missing area code Member ID reformatted State name converted to code+3 more
CLM-418813	CLM	Mariana Ferguson	1992-09-24	UHC-69580-26	4095010491	3155 Pine Dr # 264, Jacksonville, FL, 32295	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106576	ENR	Samuel Cruz	1982-01-09	UHC-58921-61	8487267946	9457 Church St, Scottsdale, AZ, 85233	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-415572	CLM	Dennis Dominguez	1966-12-28	UHC-79255-89	—	7029 Union St, San Diego, CA, 92171	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-64060	TPA	Michael McDonald	1982-07-05	—	—	6489 Camelback Rd Apt 17, Gilbert, AZ, 85245	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408777	CLM	Gary Jimenez	1976-03-26	UHC-29986-91	6408089960	4951 Jefferson Ave Apt 10, Tampa, FL, 33639	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25956	PRV	Laura Cooper	2007-11-04	—	3596564023	1831 Willow Ct, San Diego, CA, 92106	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
TPA-55535	TPA	Mateo Brown	1938-02-04	—	—	5088 Sunset Blvd, Jacksonville, FL, 32296	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-125565	ENR	Debra Cox	1993-06-22	UHC-62132-15	2829083125	8967 Desert Sky Blvd, Columbus, OH, 43297	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130195	ENR	Dennnis Phillips	1996-12-07	UHC-63082-94	7066237718	725 Grand Ave, Orlando, FL	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
PRV-26820	PRV	Watkins N Amber	1976-10-16	UHC-11916-11	2954610659	9383 Baseline Rd, Tempe, AZ, 85292	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-61515	TPA	Dorothy Peterson	1947-10-04	—	—	1631 Camelback Rd, Phoenix, AZ, 85062	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
PRV-20441	PRV	Billy Lopez	1955-10-08	—	4153972520	3626 Sage Ct Apt 22, Seattle, WA, 98125	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102517	ENR	Rachel T Burns	1978-10-24	UHC-77800-01	7872811378	47 Union St, Columbus, OH, 43255	0.50	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128535	ENR	Nancy Graham	1959-03-19	UHC-43007-22	7094605128	9784 Sunset Blvd Apt 36, Jacksonville, FL, 32212	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-136586	ENR	Kyle Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA, 92182	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-29492	PRV	Bryan Clark	1978-05-19	—	3174122429	705 Camelback Rd Apt 27, Tampa, FL, 33638	0.50	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+3 more
ENR-133404	ENR	David Brown	1991-08-27	—	7872387239	729 Pine Dr, Minneapolis, MN, 55478	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-25492	PRV	Arthur Chavez	1973-02-02	UHC-10907-02	3686014273	3230 Pine Dr, Miami, FL, 33179	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140997	ENR	Amanda L George	1985-07-05	UHC-69524-04	9428066070	742 Oak St, Orlando, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-403352	CLM	Jeremy Torres	1982-06-17	UHC-01486-09	7966453095	8802 Jefferson Ave, Plano, TX, 75017	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-57700	TPA	Nicholas Montgomery	1976-12-24	—	2747217289	8660 Baseline Rd, San Antonio, TX, 78250	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-404180	CLM	Ryan Rivera	1974-02-14	UHC-04975-49	—	6236 Desert Sky Blvd Apt 6, Mesa, AZ, 85258	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418087	CLM	Margaret Mills	1980-01-24	—	5575713213	2628 Market St, Phoenix, AZ, 85023	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-129631	ENR	Megan V Carter	1953-09-14	UHC-16129-53	4674071961	2354 Canyon Rd, Tucson, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-132997	ENR	Debra Garza	—	UHC-76716-09	2958022764	6122 Highland Ave, Austin, TX, 78756	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415440	CLM	Jackie Owens	1994-08-23	UHC-62366-83	—	2104 Mountain View Dr, Gilbert, AZ, 85242	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119391	ENR	Yuki G Foster	1987-04-23	UHC-89406-61	9873332156	3566 Lake View Rd, Sacramento, CA, 95847	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107065	ENR	Arjun Bradley	1959-04-16	UHC-26745-33	—	1459 Ocean Ave, Dallas, TX, 75254	0.50	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-23818	PRV	Richard Alvarez	1969-07-23	—	8162929878	5615 Oak St, Tampa, FL, 33653	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62280	TPA	Kelly Vazquez	1940-03-23	—	—	5213 Jefferson Ave, Minneapolis, MN, 55480	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424286	CLM	Aisha P Walker	1952-12-22	UHC-06107-12	3002560759	7821 Ocean Ave, Atlanta, GA, 30305	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137293	ENR	Dougles Knight	1967-12-22	UHC-58513-50	6564736279	427 Central Ave, Chandler, AZ, 85241	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417935	CLM	Julie Myers	1971-06-16	UHC-98913-91	—	2119 Apache Blvd, Fresno, CA, 93706	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-104058	ENR	Deb L Ortega	1968-01-13	UHC-28296-54	7462136419	4916 Market St # 596, Dallas, TX, 75219	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431577	CLM	Natalie Ryan	2004-06-05	UHC-86274-64	3095522514	9790 Washington St, Minneapolis, MN, 55421	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142298	ENR	Alexis T Nunez	1962-05-04	UHC-93711-09	2929832165	9582 Grand Ave, Denver, CO, 80210	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-56266	TPA	Zachary Jensen	1970-03-16	—	8033754260	4197 Hillcrest Rd, Denver, CO, 80232	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

9,084 rows, page 35 of 182Previous Next