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

Claims, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409934	CLM	Thomas Jensen	1993-10-28	UHC-32487-12	—	2508 Maple Ave, Mesa, AZ, 85243	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417355	CLM	Dorothy Nguyen	2001-11-04	UHC-17968-70	7729904806	1106 Valley View Dr, Las Vegas, NV, 89152	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-423674	CLM	Albert Santos	1975-05-16	—	7459294057	7865 Hillcrest Rd, Austin, TX, 78726	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419837	CLM	Teresa Dixon	1970-04-03	UHC-78294-80	7039456181	5177 Camelback Rd, Dallas, TX, 75270	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430269	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-430268	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-402474	CLM	Peter Roberts	1988-04-11	UHC-41456-86	—	7569 Church St, Scottsdale, AZ, 85253	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419487	CLM	Judith Knight	1982-11-15	—	4643500124	3638 Ridge Rd, Sacramento, CA, 95867	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-406367	CLM	Nicle Santiiago	1969-07-13	UHC-39042-85	—	9805 Broadway, Minneapolis, MN, 55440	0.78	Member ID reformatted Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414926	CLM	Michael Tran	2008-05-26	UHC-75255-96	—	9081 Camelback Rd, Jacksonville, FL, 32204	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419772	CLM	Hannah Schultz	1981-07-03	UHC-07964-17	9624747147	8354 Mountain View Dr, Scottsdale, AZ, 85298	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416492	CLM	Willie Walker	1978-11-27	UHC-08462-20	7534623285	6371 Meadow Ln, Seattle, WA, 98110	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412470	CLM	Matthew Arnold	1944-08-07	UHC-10919-83	7106837939	2877 Apache Blvd, Austin, TX, 78783	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432041	CLM	Santiago B Burton	1998-05-26	—	4428302308	3029 Willow Ct, Orlando, FL, 32897	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408516	CLM	Larry Spencer	1961-04-01	—	6719597345	3145 Sunset Blvd, Austin, TX, 78795	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426208	CLM	Kyle Lawrence	1997-10-11	—	6142221488	6147 Lincoln Way, Fresno, CA, 93707	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420842	CLM	Jeffrey Weaver	1959-01-20	UHC-44776-24	7788541598	1047 Broadway, Miami, FL, 33153	0.78	Phone reformatted Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411215	CLM	Walter R Mendez	2008-03-08	UHC-63260-69	3406406912	3148 Grand Ave, Dallas, TX, 75282	0.78	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-420234	CLM	Karen Q Ruiz	1943-08-01	—	9193230121	5995 Sage Ct, Austin, TX, 78782	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415965	CLM	Logan Rivera	1976-05-01	UHC-27810-95	—	8658 Elm St, Phoenix, AZ, 85060	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419248	CLM	Sophia Bell	1946-11-12	UHC-20089-46	5486368009	381 Jefferson Ave, Scottsdale, AZ, 85285	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414461	CLM	Noah Garrett	1984-06-17	UHC-99638-91	7952268932	3201 Sunset Blvd, Charlotte, NC, 28246	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411239	CLM	Emily Walker	1957-12-26	UHC-96731-61	3812594600	541 Maple Ave, Austin, TX, 78749	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421361	CLM	Walter Cook	1962-06-25	UHC-07206-18	8353676991	4996 Meadow Ln, Tampa, FL, 33611	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430615	CLM	Jessica Smith	1991-08-28	UHC-10378-37	—	25 Lincoln Way, Las Vegas, NV, 89107	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425128	CLM	Joshua Gray	1994-04-12	UHC-40679-05	8249883339	1373 Lincoln Way, Sacramento, CA, 95872	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405319	CLM	Bruce D White	1979-12-28	UHC-55756-12	4385548348	1956 Market St, Tempe, AZ, 85279	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400290	CLM	Santigao Valdez	2000-02-24	UHC-41588-95	—	2731 Sunset Blvd, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432678	CLM	Bruce Bennett	1966-04-06	UHC-40458-10	2022203023	1262 Union St, Miami, FL, 33108	0.78	Phone reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-432810	CLM	Jennifer Cunningham	1940-02-25	—	6513695982	9866 Harbor Blvd, Gilbert, AZ, 85228	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419158	CLM	Jancie McCoy	2004-03-02	—	9487736586	7802 Oak St, Nashville, TN, 37293	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427274	CLM	Maria H Stewart	2006-12-26	UHC-45508-52	—	9251 Pine Dr, Eden Prairie, MN, 55398	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407050	CLM	Denise Santos	1938-08-19	UHC-94172-06	5652734992	8780 Indian School Rd, Tampa, FL, 33662	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426774	CLM	Bradley Weber	1991-06-17	—	7224829611	6986 Pine Dr, Miami, FL, 33102	0.78	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed+1 more
CLM-403846	CLM	Fatyma Green	1971-01-19	UHC-56858-96	—	764 River Rd, Minneapolis, MN, 55442	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-409901	CLM	Scott S Hart	1962-04-02	—	4126057459	7942 Oak St, Miami, FL, 33100	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405930	CLM	Michael Wells	1953-10-18	—	—	4425 Mesa Dr, Charlotte, NC, 28254	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417844	CLM	Walter Dominguez	1944-11-03	—	4042994976	7860 Palm Dr, Atlanta, GA, 30304	0.78	Date of birth reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-430457	CLM	Benjamin Ferguson	1948-02-20	—	—	6269 Willow Ct, Eden Prairie, MN, 55325	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406076	CLM	Lisa Foter	1995-08-24	UHC-72634-68	—	1012 Broadway, Houston, TX, 77058	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403752	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-415856	CLM	Tyler Snyder	1964-08-19	—	—	6743 Lake View Rd, Eden Prairie, MN, 55316	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422768	CLM	Joe Obrine	1938-06-20	UHC-91026-53	—	832 Oak St, Jacksonville, FL, 32288	0.78	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411590	CLM	Teresa Nguyen	1975-04-20	UHC-74299-44	8392549670	5453 Lincoln Way, Houston, TX, 77059	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414809	CLM	John Henry	1944-01-19	UHC-67530-07	8532614998	9524 Desert Sky Blvd, Atlanta, GA, 30391	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-426348	CLM	Aaron O Moore	1995-06-17	—	7935208211	7264 Indian School Rd, San Diego, CA, 92174	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-414995	CLM	Cheryl Castro	1950-02-04	UHC-39022-48	—	570 Broadway, Phoenix, AZ, 85002	0.78	Address re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402119	CLM	Ray E Scott	1988-07-05	—	2233122221	7866 Lincoln Way, Denver, CO, 80228	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419375	CLM	Jeffrey Wells	1929-03-12	—	5047408272	1354 Sunset Blvd, Fresno, CA, 93742	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429631	CLM	Janice Willis	1943-09-05	UHC-62619-37	—	3829 Hillcrest Rd, Orlando, FL, 32829	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more

2,352 rows, page 40 of 48Previous Next