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

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53675	TPA	Joe Robnson	1941-10-27	—	2634106889	5475 Lake View Rd, Jacksonville, FL, 32290	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-411050	CLM	Luis Clark	1983-08-07	UHC-84938-13	2014297624	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-106734	ENR	Carl Davis	1987-07-12	UHC-93283-17	5098810468	—	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
CLM-414095	CLM	Debra Elliott	1959-08-05	UHC-29655-41	7519558773	5362 Park Pl, Nashville, TN, 37210	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-115831	ENR	Samantha M Jimenez	2002-10-04	UHC-45609-04	9484296920	8491 Indian School Rd, Tempe, AZ, 85296	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
CLM-421767	CLM	Pat Li	1969-12-22	UHC-70875-63	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-52055	TPA	Aisha Robison	1990-08-11	—	—	9227 Canyon Rd, Chandler, AZ, 85251	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-122354	ENR	Hiroshi Henderson	1973-11-21	UHC-40444-18	7193588995	421 Highland Ave, Austin, TX, 78721	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-102675	ENR	Nancy Carr	1981-10-16	UHC-63787-77	3997255243	489 Market St, Sacramento, CA, 95855	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-406732	CLM	Kathryn Watosn	1973-06-16	UHC-16945-29	—	2955 Washington St, Nashville, TN, 37289	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-102087	ENR	Kathryn T Schmidt	1956-10-09	UHC-18595-46	6415188744	5650 Pine Dr, Tucson, AZ, 85714	0.82	Name split from “Last, First”Plan code upper-cased Placeholder values cleared
CLM-421130	CLM	Bell Doris	1957-03-09	UHC-49343-44	6277660285	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-137861	ENR	Susan Johnson	1945-08-24	UHC-21063-76	6177970823	8153 Mesa Dr, Gilbert, AZ, 85275	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
TPA-58887	TPA	George Mason	1981-12-17	—	9257007570	6505 Sunset Blvd, Seattle, WA, 98186	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-62626	TPA	Gerald Johnston	1938-05-21	—	3935165250	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-416072	CLM	Albert Alvarez	1975-08-20	UHC-42353-95	—	344 Broadway, Tucson, AZ, 85773	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-419926	CLM	Olivia Armstrong	1995-09-11	UHC-25797-48	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-132840	ENR	Patrick A Gomez	1989-03-08	UHC-18451-51	3104122600	9535 Willow Ct, Charlotte, NC, 28242	0.84	Name split from “Last, First”Phone reformatted
ENR-102297	ENR	Matthew I Hanson	1976-06-19	UHC-84691-78	3949968356	9493 Church St, Nashville, TN, 37227	0.84	Name split from “Last, First”Placeholder values cleared
TPA-59561	TPA	Charlotte Hayes	1991-10-15	—	—	7221 Bayshore Dr, Los Angeles, CA, 90097	0.84	Name split from “Last, First”Placeholder values cleared
ENR-105347	ENR	Amanda Rojas	1980-05-15	UHC-37438-87	9422130658	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-117830	ENR	Lucia C Mills	1944-08-17	UHC-98692-21	9405800244	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-59976	TPA	Doris Fisher	1999-12-25	—	3082115052	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-113648	ENR	Sarah Coe	1953-06-18	UHC-95165-36	—	6268 Ridge Rd, Las Vegas, NV, 89134	0.84	Name split from “Last, First”Placeholder values cleared
CLM-424052	CLM	Kim Gibson	2004-07-23	UHC-59029-58	8095436886	3019 Mesa Dr, Houston, TX, 77092	0.84	Name split from “Last, First”Phone reformatted
ENR-100941	ENR	Marcus X Collins	1946-03-20	UHC-00187-28	3772524734	3486 Harbor Blvd, Fresno, CA, 93786	0.84	Name split from “Last, First”Phone reformatted
PRV-29135	PRV	Josh Gonzales	2001-03-06	—	4668332251	4712 Sunset Blvd, Phoenix, AZ, 85052	0.84	Name split from “Last, First”Placeholder values cleared
ENR-106599	ENR	Alice P Lynh	1958-09-16	UHC-12665-44	7566717771	8765 Broadway, Minneapolis, MN, 55455	0.84	Name split from “Last, First”Whitespace trimmed
ENR-100854	ENR	Logan Ramirez	1944-05-18	UHC-91651-40	6686301068	3552 Lincoln Way, Minneapolis, MN, 55429	0.84	Name split from “Last, First”Placeholder values cleared
ENR-120521	ENR	Timothy B Brown	1962-05-07	UHC-81996-24	—	2918 Highland Ave, Charlotte, NC, 28209	0.84	Name split from “Last, First”Placeholder values cleared
ENR-134070	ENR	Carol Rojas	1994-10-01	—	8865038865	6779 Sunset Blvd, Chandler, AZ, 85256	0.84	Name split from “Last, First”Phone reformatted
CLM-403877	CLM	George Graham	1989-01-03	UHC-02568-85	—	1521 Palm Dr, Austin, TX, 78732	0.84	Name split from “Last, First”Placeholder values cleared
CLM-405303	CLM	Jluia Simmons	1965-04-28	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-414391	CLM	Lawrence Edwards	2003-09-21	UHC-37501-93	—	8301 Meadow Ln, San Diego, CA, 92176	0.84	Name split from “Last, First”Placeholder values cleared
TPA-52822	TPA	Logan Nychols	1955-08-13	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-429447	CLM	Richard Wheeler	1945-09-02	—	—	4484 Valley View Dr, Charlotte, NC, 28216	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431955	CLM	Beverly Lane	1939-05-15	—	9549045290	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-425346	CLM	Juan Campbell	1988-12-21	—	—	7855 Main St, Houston, TX, 77045	0.84	Name split from “Last, First”Placeholder values cleared
ENR-130279	ENR	Anna Baker	1960-11-24	UHC-40076-30	3776591620	6503 Spring St, Denver, CO, 80248	0.84	Name split from “Last, First”Whitespace trimmed
CLM-422611	CLM	Carlos Williamson	1977-07-01	UHC-61358-72	—	5335 Highland Ave, Tempe, AZ, 85242	0.84	Name split from “Last, First”Placeholder values cleared
ENR-113065	ENR	Kate Griffin	1986-10-11	UHC-05590-35	7578522137	5247 Lincoln Way, Scottsdale, AZ, 85280	0.84	Name split from “Last, First”Phone reformatted
ENR-135604	ENR	Heather M Austin	1994-10-27	UHC-79946-28	2465374210	4774 Harbor Blvd, Gilbert, AZ, 85244	0.84	Name split from “Last, First”Whitespace trimmed
CLM-417018	CLM	Jean Andrews	1940-07-07	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-125719	ENR	Jack X Vazquez	2006-09-18	UHC-72930-75	7237437229	7549 Broadway, San Antonio, TX, 78282	0.84	Name split from “Last, First”Whitespace trimmed
TPA-57155	TPA	Steven Guzman	1960-11-07	—	—	1507 Central Ave, Houston, TX, 77023	0.84	Name split from “Last, First”Placeholder values cleared
CLM-401626	CLM	Melissa D Vasquez	1998-05-26	UHC-30778-66	7055224240	—	0.84	Name split from “Last, First”Phone reformatted
CLM-400762	CLM	Heather M Wells	1942-07-17	UHC-18415-10	2048378450	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-108146	ENR	Gabriel Brown	1995-05-27	UHC-12037-69	9387919979	3573 Forest Ave, Tampa, FL, 33681	0.84	Name split from “Last, First”Whitespace trimmed
ENR-141221	ENR	Jesse M Stewart	1976-03-28	UHC-69637-54	8625449898	540 Oak St, Las Vegas, NV, 89128	0.84	Name split from “Last, First”Date of birth reformatted
TPA-64169	TPA	Deborah Murray	1968-11-04	—	—	1166 Park Pl, Las Vegas, NV, 89199	0.84	Name split from “Last, First”Placeholder values cleared

9,980 rows, page 193 of 200Previous Next