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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25443	PRV	Sandra W Alexander	2008-02-26	—	6833750889	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-25991	PRV	Frances P Valdez	1957-04-24	UHC-77875-73	2466061892	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-21679	PRV	Anna Bennett	1969-03-28	UHC-77170-89	4875613684	2754 Desert Sky Blvd, Scottsdale, AZ, 85258	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-21489	PRV	Debra Park	1957-01-10	—	6353207478	2847 Spring St, Glendale, AZ, 85369	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
PRV-22473	PRV	Aisha Scott	1950-09-05	—	9789081586	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-29379	PRV	Jonathen Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-22459	PRV	Carol U Vazquez	1949-01-12	—	9268387556	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26965	PRV	Gabriel Nunez	1974-07-16	UHC-00967-47	4918642578	1549 Lake View Rd, Miami, FL, 33159	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-21901	PRV	Logan Powell	1961-06-22	UHC-51488-43	—	9821 Cedar Ln, Sacramento, CA, 95845	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-24065	PRV	Allen Harold	1982-05-24	—	7466087016	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-24150	PRV	Helen Mitchell	1956-12-03	UHC-66688-12	2765796551	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-28511	PRV	Walter Payne	1960-04-08	—	7496701442	1587 Camelback Rd, Tempe, AZ, 85229	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27148	PRV	Rachel R Anderson	1956-09-24	UHC-70564-37	3893233009	6955 Washington St, Minneapolis, MN, 55404	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27032	PRV	Madison Bennett	1987-08-09	UHC-18742-54	3919842076	8827 Highland Ave, Las Vegas, NV, 89113	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-23661	PRV	Katherine Morales	1949-06-28	UHC-69962-70	7099215098	9500 Sunset Blvd, Los Angeles, CA, 90008	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
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-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-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-20392	PRV	Shirley Matthews	1944-06-25	—	6896006834	—	0.90	Date of birth reformatted Phone reformatted Email lower-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-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-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-28800	PRV	Harold Lewis	1983-03-15	—	4272662732	—	0.92	Phone reformatted Email lower-cased 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-20493	PRV	Joan Z Peters	1971-09-12	UHC-81748-15	2955823386	2879 Camelback Rd, Eden Prairie, MN, 55363	0.92	Phone reformatted City re-cased Email lower-cased Placeholder values cleared
PRV-29578	PRV	Tyler Lewis	1972-06-24	—	2676143133	2862 Forest Ave, Los Angeles, CA, 90080	0.92	Phone reformatted City re-cased Email lower-cased 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-24226	PRV	Gloria Richardsoon	1981-06-07	UHC-97404-89	8168222234	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-25985	PRV	Rebecca Foster	1972-09-20	UHC-85099-24	3755638106	2598 Oak St, San Diego, CA, 92198	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26386	PRV	Yuki V Gonzales	1983-06-23	UHC-45856-82	8599703479	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24718	PRV	Jordan Youung	2006-12-19	—	2956700581	4637 Highland Ave, Fresno, CA, 93791	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26756	PRV	Ethan Fernandez	2000-08-05	—	—	3381 Church St, San Diego, CA, 92166	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-28971	PRV	Sandra McCoy	1999-11-15	—	2688183877	2098 Camelback Rd, Scottsdale, AZ, 85282	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-23776	PRV	Judy Stevens	1962-08-11	UHC-82487-20	—	3652 Palm Dr, Los Angeles, CA, 90041	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-25855	PRV	Rios Maosn	1939-11-04	UHC-42367-40	—	2850 Valley View Dr, Tampa, FL, 33690	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-25290	PRV	Roger Black	1992-07-21	—	2847301448	929 Harbor Blvd, Dallas, TX, 75217	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-23560	PRV	Justin C Gonzales	1962-09-12	UHC-43830-36	5762342993	2916 Broadway, Seattle, WA, 98115	0.92	Date of birth reformatted City re-cased Email lower-cased Placeholder values cleared
PRV-25501	PRV	Kimberly Pierce	1978-12-17	—	7875141647	8849 Valley View Dr, Columbus, OH, 43253	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-25472	PRV	Kayla Brooks	1954-09-14	—	5992514981	2690 Oak St, Los Angeles, CA, 90007	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-20231	PRV	Jooshua Vasquez	1940-01-03	—	8276372355	8275 Washington St, Austin, TX, 78773	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-28825	PRV	Douglas Flores	1961-07-08	UHC-54916-59	3644005721	8010 Maple Ave, Fresno, CA, 93704	0.92	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased
PRV-27284	PRV	Isabella Collins	1984-04-07	—	9093956781	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-27737	PRV	Abigail Spencer	1969-09-15	—	3175753421	8550 Lincoln Way, Dallas, TX, 75209	0.92	Name re-cased City re-cased Email lower-cased Placeholder values cleared
PRV-20107	PRV	Charles Willis	1954-04-17	—	7783270021	2631 Lincoln Way, Austin, TX, 78745	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27774	PRV	Jeremy Fields	1941-08-04	—	6063411589	806 Jefferson Ave, San Antonio, TX, 78264	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-25272	PRV	Justin Johnson	1991-03-02	UHC-90635-30	6547959197	3789 Valley View Dr, Eden Prairie, MN, 55304	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared

880 rows, page 16 of 18Previous Next