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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421875	CLM	Judy F Perkins	1981-12-19	UHC-49732-53	—	7070 Park Pl, Eden Prairie, MN, 55383	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-425876	CLM	Maria Green	1959-06-16	UHC-28618-76	—	5973 Meadow Ln, Nashville, TN, 37270	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-429786	CLM	Heather Ramirez	1984-02-13	—	7002360098	—	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-404899	CLM	Zachary Gibson	1955-12-07	UHC-27948-29	—	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-403392	CLM	Henry Hunter	1944-09-06	UHC-56451-44	4696066935	8415 Canyon Rd, Tampa, FL, 33682	0.78	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+1 more
CLM-417404	CLM	Jeremy Palmer	1947-11-07	—	6774553925	3539 Hillcrest Rd, Gilbert, AZ, 85232	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-432264	CLM	Bryan Vargas	1991-01-19	—	—	6311 Sunset Blvd, Las Vegas, NV, 89101	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-421046	CLM	Joshua Williamson	1987-07-19	UHC-99344-22	8406078508	2202 Apache Blvd, Jacksonville, FL, 32286	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-409400	CLM	Arjun R Sullivan	1967-11-02	—	7098308941	5726 Broadway, Jacksonville, FL, 32202	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-414714	CLM	Jack Schmidt	1991-03-04	—	6667473273	9893 Lincoln Way, Los Angeles, CA, 90017	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-402306	CLM	Steven Griffin	1964-06-03	—	9233736481	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-422134	CLM	Samuel Mendoza	1979-01-02	UHC-48138-76	—	808 Park Pl, San Diego, CA, 92164	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-411651	CLM	Amy Woods	1998-06-08	UHC-57366-89	—	4834 Washington St, Atlanta, GA, 30338	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-406294	CLM	Owens Albert	1942-03-01	UHC-26507-26	7425190776	367 Central Ave, Charlotte, NC, 28236	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-402366	CLM	Rogeer Crawfford	1966-01-21	—	3098485055	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-406524	CLM	Cynthia Torres	1978-03-02	UHC-94028-02	6349455581	7270 Park Pl, Gilbert, AZ, 85256	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-402583	CLM	Philip Crawford	1964-08-16	UHC-09959-89	3057207867	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-427366	CLM	Mary Carroll	2002-08-18	UHC-52050-46	8658569274	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-422287	CLM	Martha Parker	1991-09-26	—	—	236 Market St, Glendale, AZ, 85347	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-429255	CLM	Mei Miller	1981-04-16	—	8232901643	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-412114	CLM	Denise Day	1996-07-21	UHC-59634-29	—	2491 Highland Ave, Tempe, AZ, 85243	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-426272	CLM	Ruth I Dixon	1938-07-22	UHC-79049-36	9319270788	4358 Park Pl, Glendale, AZ, 85349	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-432576	CLM	Melissa Alen	1954-02-25	UHC-41301-70	8376521130	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-409133	CLM	Don T Tayllor	2000-01-13	—	7222985698	1401 Hillcrest Rd, Miami, FL, 33106	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
CLM-408653	CLM	Katherine Williamson	1999-08-27	—	2908776161	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-412904	CLM	Amber E Reyes	1997-03-24	UHC-63044-27	3525515883	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-423746	CLM	Mariana Gardner	2001-01-24	UHC-13906-61	—	7580 Willow Ct, Miami, FL, 33169	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-403746	CLM	Cynthia Castro	1988-10-16	UHC-17557-30	8556990149	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-404052	CLM	Daniel Palmer	1960-03-08	UHC-52734-93	—	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-401313	CLM	Ahmed Schultz	2005-09-27	—	6079607108	6157 Hillcrest Rd, Las Vegas, NV, 89173	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-416743	CLM	Lisa Reid	1975-03-14	—	4552448359	4559 Apache Blvd, Las Vegas, NV, 89120	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-416744	CLM	Lisa Reid	1975-03-14	—	4552448359	4559 Apache Blvd, Las Vegas, NV, 89120	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-416117	CLM	Jack Sims	1983-09-21	UHC-08090-72	8249894889	8391 Harbor Blvd, Plano, TX, 75073	0.78	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-414078	CLM	Jesse U Ward	2002-03-04	UHC-08488-60	2216734126	1208 Elm St, Nashville, TN, 37290	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-401294	CLM	Kevin Ford	1946-09-25	UHC-90193-21	—	3596 Broadway, Houston, TX, 77069	0.78	Two-digit birth year Member ID reformatted Address re-cased Whitespace trimmed+1 more
CLM-409181	CLM	Brandon Lane	1947-09-08	—	9649246918	581 Lincoln Way, Chandler, AZ, 85219	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-410854	CLM	Edward Powell	1968-08-27	UHC-15445-60	7008664825	1518 Indian School Rd, Tucson, AZ, 85731	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-425283	CLM	Christina Green	1969-11-10	—	—	8203 Jefferson Ave, Glendale, AZ, 85351	0.78	Name re-cased Two-digit birth year City re-cased Plan code upper-cased+1 more
CLM-413159	CLM	Samuel Lynch	1981-12-12	UHC-18157-27	7306344799	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-415395	CLM	Kathy Watkins	1972-05-26	UHC-19886-37	8113903013	630 Desert Sky Blvd, Charlotte, NC, 28297	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-415942	CLM	Abigail Olson	1944-07-07	UHC-32653-35	—	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-406038	CLM	Larry Y Barnes	1958-04-09	UHC-76599-05	—	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-424173	CLM	Gregory Price	1991-07-24	UHC-11694-58	—	3676 Harbor Blvd, Tampa, FL, 33699	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-421181	CLM	Betty Daniels	1994-02-16	UHC-73612-80	9647127372	6649 Palm Dr, Nashville, TN, 37242	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-409774	CLM	Marcus Scott	1966-10-26	UHC-10294-58	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-431218	CLM	Amanda Rice	1997-05-06	—	9486785631	453 Mountain View Dr, Tempe, AZ, 85257	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426061	CLM	Wei D Arnold	1976-05-23	UHC-93430-91	5936496455	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400186	CLM	Albert Mills	1969-04-17	UHC-55242-12	—	8048 Mountain View Dr, Tempe, AZ, 85228	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423990	CLM	Randy Park	1976-06-27	UHC-28027-27	3824538562	3567 Cedar Ln, Tampa, FL, 33647	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412630	CLM	Judith Bradley	1975-07-23	UHC-04466-99	2995934510	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared

2,168 rows, page 33 of 44Previous Next