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

Provider network, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25711	PRV	Mei West	1967-06-26	—	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
PRV-28997	PRV	Brenda Grant	1974-07-20	UHC-59470-91	3353922803	6156 Washington St, Chandler, AZ, 85211	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-24856	PRV	Sean W Estrada	1976-12-02	—	6758554042	6902 Washington St, Atlanta, GA, 30360	0.90	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed+1 more
PRV-24654	PRV	Randy Marshall	2007-12-17	UHC-21917-14	5213290907	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-28634	PRV	Jordan Carr	1973-07-06	UHC-39558-60	3682238387	205 Spring St, Gilbert, AZ, 85242	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-22379	PRV	Nathan West	1970-10-16	UHC-00293-65	8595336082	8702 Valley View Dr, Phoenix, AZ, 85003	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26453	PRV	Joshua Phillips	1955-12-12	UHC-93601-34	9405027434	7125 Church St, Tempe, AZ, 85288	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-26549	PRV	Shraon Rose	2004-02-27	UHC-55095-57	2703965719	99 Lake View Rd, Orlando, FL, 32839	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-27536	PRV	Charles Morales	1996-07-06	—	8843696264	1061 Mesa Dr, Charlotte, NC, 28244	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20392	PRV	Shirley Matthews	1944-06-25	—	6896006834	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-22060	PRV	Jesse Hudson	1973-08-21	—	8006928238	7065 Lincoln Way, Los Angeles, CA, 90025	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-20913	PRV	Vincent Brooks	1946-11-09	—	4282903653	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26426	PRV	Wayne B Lee	1949-01-02	UHC-57483-83	8754384567	6588 Sage Ct, Denver, CO, 80286	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-29545	PRV	Mary Foster	1978-06-27	UHC-70030-68	9672593697	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-28781	PRV	Noah Espinoza	1950-08-14	—	6846895040	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-20882	PRV	Ralph Shaw	1955-09-18	UHC-87502-98	8135007335	6408 Central Ave, San Antonio, TX, 78238	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-25914	PRV	Wayne Davis	1956-05-25	UHC-67278-96	2448415214	4681 Oak St, Eden Prairie, MN, 55309	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-22452	PRV	Julia Jensen	1958-06-21	—	3894618707	6824 Broadway, Phoenix, AZ, 85014	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-21044	PRV	Abigail Freeman	1940-01-20	—	3975775670	7577 Baseline Rd, Minneapolis, MN, 55477	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26987	PRV	Calros Wang	1947-05-21	UHC-28233-13	9844229467	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22586	PRV	Evelyn C Lane	1985-04-14	UHC-61513-03	5677666790	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28800	PRV	Harold Lewis	1983-03-15	—	4272662732	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24313	PRV	Brandon S Fernandez	1986-09-06	UHC-58402-80	7099875160	4574 Canyon Rd, Seattle, WA, 98186	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-27407	PRV	Arthur Wallace	1961-07-10	—	6658667099	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20267	PRV	Barbara Greene	2007-11-17	—	3764992139	6074 Washington St, Scottsdale, AZ, 85202	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-23876	PRV	Frances B Carpenter	1989-07-13	—	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26479	PRV	Christine W Singh	1970-02-03	—	2526413605	835 Main St, Tempe, AZ, 85255	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26566	PRV	Ruth Olson	1960-10-19	UHC-37143-79	—	8833 Sage Ct, Seattle, WA, 98120	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-29533	PRV	Mateo Black	1994-09-12	—	3126194905	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-22367	PRV	Thomas I Sullivan	1982-02-28	—	7659727137	8589 Indian School Rd, Denver, CO, 80285	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-29026	PRV	Jerry Banks	1945-09-20	—	6254404110	249 Oak St, Columbus, OH, 43202	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28594	PRV	Ann B Sims	1992-02-16	—	4029507313	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26582	PRV	Brenda A Baker	1962-01-23	UHC-57775-48	6448973432	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-22909	PRV	Mariana T Green	1989-08-17	UHC-41515-80	—	9052 Grand Ave, Denver, CO, 80222	0.92	City re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-22497	PRV	Christian Marshall	1994-01-04	UHC-58093-69	8485091616	5719 Sunset Blvd, Minneapolis, MN, 55478	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28787	PRV	Carolyn Li	1947-07-28	—	7749764183	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23068	PRV	Victoria Contreras	1974-07-19	—	5102282443	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22366	PRV	Jeean Watkins	1990-03-21	—	—	5101 Mountain View Dr, Seattle, WA, 98153	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-24585	PRV	Carolyn Fields	1953-10-11	—	3515223530	9599 Lincoln Way, Tampa, FL, 33611	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24870	PRV	Samuel F Bunrs	1982-07-12	UHC-91892-68	8969619072	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28465	PRV	Ryan Washington	1986-04-02	—	4432045515	7264 Lincoln Way, Glendale, AZ, 85361	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-26662	PRV	Valentina Wong	1950-04-08	UHC-87911-51	5475147665	316 Pine Dr, Gilbert, AZ, 85240	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28783	PRV	Billy Hayes	1974-05-19	—	2067769094	3862 Apache Blvd, Tucson, AZ, 85765	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28782	PRV	Billy Hayes	1974-05-19	—	2067769094	3862 Apache Blvd, Tucson, AZ, 85765	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-21772	PRV	Debra Collins	1980-11-19	UHC-86010-85	6784952922	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-29178	PRV	Mason Stephen	1947-02-10	—	3455110924	5786 Church St, Austin, TX, 78721	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27564	PRV	Cynthia Porter	1983-10-11	—	2749709102	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21862	PRV	Ralph Gutierrez	1950-11-24	—	3114397602	9361 Sage Ct, Denver, CO, 80259	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25300	PRV	Sara Jones	1965-11-04	—	8552580299	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22433	PRV	Mateo K Clark	2006-01-06	UHC-38810-30	8574659904	399 Mesa Dr, Scottsdale, AZ, 85204	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 93 of 110Previous Next