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 “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
CLM-413058	CLM	Danielle Thompson	1993-05-12	—	—	5664 Ridge Rd, Columbus, OH, 43221	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-414011	CLM	Gloria Sanchez	1977-08-26	UHC-28712-93	—	3874 Church St, Columbus, OH, 43288	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-400533	CLM	Jacob Carlson	1998-05-03	UHC-93191-37	—	9129 Apache Blvd, Minneapolis, MN, 55469	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-418752	CLM	Josh Frnklin	1955-05-26	—	—	1169 Park Pl, Tucson, AZ, 85786	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-420805	CLM	John Fernandez	1959-03-01	UHC-23284-11	6678472896	5731 Sage Ct, Houston, TX, 77046	0.82	Phone reformatted State name converted to code Whitespace trimmed
CLM-402195	CLM	Sue Morris	1958-03-10	UHC-02849-78	—	6814 Baseline Rd, Jacksonville, FL, 32291	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-416449	CLM	Ruth Peterson	1959-09-25	—	—	2019 River Rd, Denver, CO, 80270	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421659	CLM	Kathleen Lynch	1979-09-21	UHC-39030-53	2289098244	7652 Sage Ct, Austin, TX, 78794	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-420040	CLM	Kayla Cole	1978-01-06	UHC-96523-84	—	1075 Sunset Blvd, San Antonio, TX, 78248	0.82	Member ID reformatted State name converted to code Placeholder values cleared
CLM-408877	CLM	Stepanie Woods	1995-10-19	UHC-93610-29	—	129 Broadway, Miami, FL, 33163	0.82	Address re-cased State name converted to code Placeholder values cleared
CLM-428686	CLM	Cynthia V Fuller	1974-01-03	UHC-17057-28	2178250135	2479 Park Pl, Charlotte, NC, 28299	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409003	CLM	Eugene R Larson	1981-12-17	UHC-44889-49	2722871552	7615 Palm Dr, Glendale, AZ, 85331	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-428469	CLM	Joan Allen	1967-12-22	UHC-42345-40	—	7075 Harbor Blvd, Orlando, FL, 32822	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-409792	CLM	Jacqueline Z Webb	1940-04-10	—	2482686027	9796 Washington St, Columbus, OH, 43259	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-429193	CLM	David Mson	1997-04-19	UHC-37883-73	—	8973 Cedar Ln, Seattle, WA, 98181	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-406738	CLM	Barb Hanson	1966-06-11	—	—	6526 Apache Blvd, Dallas, TX, 75243	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-403281	CLM	Fatima Black	1952-10-15	UHC-56500-90	2853816591	8227 Washington St, Los Angeles, CA, 90081	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-417375	CLM	Sean J Allen	1945-02-02	UHC-01959-63	—	9540 Lake View Rd, Denver, CO, 80293	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409962	CLM	Ethan Hill	1944-05-11	UHC-60191-91	—	3252 Main St, Austin, TX, 78790	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-412216	CLM	Noah Welhc	1978-12-12	UHC-89604-28	8893605124	4394 Pine Dr, Denver, CO, 80245	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-404941	CLM	Carlos Brooks	1950-05-09	—	—	3873 Broadway, Columbus, OH, 43255	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-406586	CLM	Kelly Gordon	1941-07-19	UHC-60170-41	—	8001 River Rd, Los Angeles, CA, 90020	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-417772	CLM	Amy Larson	2005-06-02	UHC-16715-78	—	1811 Canyon Rd, Scottsdale, AZ, 85207	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-400258	CLM	Daniel H Wang	1972-09-13	—	9435359067	7349 Elm St, Fresno, CA, 93779	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-415045	CLM	Carolyn Bennett	1962-07-28	—	3394322127	4016 Baseline Rd, Jacksonville, FL, 32221	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-418853	CLM	Omar E Stone	1968-10-01	UHC-51318-37	3293853415	144 River Rd, Los Angeles, CA, 90007	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-406664	CLM	Pamela Black	1969-01-06	—	—	8059 Park Pl, Denver, CO, 80257	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-415171	CLM	Gloria Hicks	2003-10-27	UHC-36418-41	8026370034	3358 Valley View Dr, Columbus, OH, 43215	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-404542	CLM	Susan K Rojas	1992-10-15	UHC-20787-07	—	8780 Central Ave, Tampa, FL, 33655	0.82	Member ID reformatted State name converted to code Placeholder values cleared
CLM-409120	CLM	Donald Williamson	1973-09-21	UHC-85616-98	—	1094 Jefferson Ave, San Antonio, TX, 78238	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-412343	CLM	Katherine W Carter	1963-12-21	—	9787362306	9532 Maple Ave, Gilbert, AZ, 85273	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-414857	CLM	Katherine Tucker	1948-10-27	UHC-50556-18	4682820604	7176 Maple Ave, Chandler, AZ, 85272	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-412513	CLM	Steven Bradley	1952-11-19	UHC-17904-26	—	4367 Desert Sky Blvd, Houston, TX, 77010	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-430032	CLM	Carolyn P Patel	1948-08-01	UHC-70506-50	—	9476 Jefferson Ave, Jacksonville, FL, 32221	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409509	CLM	Jean Hunt	2000-11-13	UHC-31215-87	—	3757 Central Ave, Seattle, WA, 98175	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409465	CLM	Jessica J Brooks	1968-01-08	UHC-63784-90	5462337236	5621 Elm St, Glendale, AZ, 85362	0.82	Phone reformatted City re-cased State name converted to code
CLM-413819	CLM	Ann Salazar	1991-01-03	UHC-52249-72	—	4627 Union St, Phoenix, AZ, 85089	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-416476	CLM	Judith J Salazar	1938-02-17	UHC-63958-44	2699514154	3981 Harbor Blvd, Las Vegas, NV, 89197	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-405294	CLM	Camila T Snyder	1993-06-09	UHC-17020-16	4196341764	3515 Willow Ct, Miami, FL, 33192	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-408644	CLM	Maateo Ortega	1956-01-09	—	4685438303	7123 Lincoln Way, Houston, TX, 77027	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-430768	CLM	Lisa Rogers	1955-05-21	UHC-24194-21	—	6526 Park Pl, Los Angeles, CA, 90048	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-400350	CLM	Bruce Henry	2001-02-18	UHC-59684-25	—	415 Palm Dr, Nashville, TN, 37202	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-404319	CLM	Christina Soto	1990-04-18	UHC-05302-85	2887741702	6040 Harbor Blvd, Charlotte, NC, 28292	0.82	Date of birth reformatted Phone reformatted State name converted to code
CLM-405102	CLM	Diane Knight	1942-11-18	—	—	2976 Market St, Tucson, AZ, 85760	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431367	CLM	Heather Reid	1993-03-26	UHC-36200-07	—	5533 Maple Ave, Fresno, CA, 93711	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-406757	CLM	Eugene Elliott	1945-03-11	—	—	3781 Lincoln Way, Columbus, OH, 43244	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-411159	CLM	Fuller Kenneth	1968-01-21	UHC-48254-48	5127562363	7076 Lake View Rd, Seattle, WA, 98176	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-430827	CLM	Pamela L Wheeler	1971-02-19	UHC-85700-76	—	8244 Park Pl, Chandler, AZ, 85270	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-400656	CLM	Paul Jimenez	1977-10-17	UHC-80721-02	—	1194 Pine Dr, Tempe, AZ, 85257	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-417530	CLM	Jeff Singh	2008-10-28	UHC-30073-49	9054588942	3844 Cedar Ln, Las Vegas, NV, 89168	0.82	State name converted to code Whitespace trimmed Placeholder values cleared

2,633 rows, page 51 of 53Previous Next