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-29442	PRV	Arthur Guerrero	1959-07-27	—	9566478487	1737 Highland Ave, Austin, TX, 78749	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28270	PRV	Jesse Y Baker	1985-01-05	—	3199329132	6412 Lincoln Way, Houston, TX, 77033	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-27229	PRV	Barbara S Bell	1978-10-25	UHC-53380-72	5579080129	9869 Lincoln Way, Miami, FL, 33119	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21221	PRV	Jacqueline Jimenez	1950-09-07	UHC-16993-83	8869740952	7066 Highland Ave, Orlando, FL, 32875	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21101	PRV	Diego Pena	1993-08-12	—	5868388473	43 Washington St, Atlanta, GA, 30375	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-24626	PRV	Benjamin Welch	2001-07-14	UHC-88140-28	3417502380	8914 Willow Ct, Columbus, OH, 43270	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24910	PRV	Martha Hawkins	2004-12-04	—	6187532603	3240 Baseline Rd, Houston, TX, 77021	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27235	PRV	Hannah Burton	2003-10-26	UHC-36951-77	5578469076	7667 Desert Sky Blvd, Denver, CO, 80245	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28996	PRV	Larry Hudson	1983-09-17	UHC-70621-95	5372156216	7931 Elm St, San Diego, CA, 92161	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24284	PRV	Sandra Soto	2001-10-01	UHC-82070-02	2129714286	9307 Mesa Dr, Denver, CO, 80280	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25998	PRV	Emma Pena	2007-12-15	—	2135477737	1716 Sunset Blvd, Austin, TX, 78701	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-27656	PRV	Aaron Morales	1967-04-21	—	—	840 Main St, Atlanta, GA, 30315	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28602	PRV	Alan Contreras	1948-01-11	UHC-91768-91	5119444560	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22504	PRV	Judy Peyne	1950-01-20	UHC-70825-08	6587975545	1141 Indian School Rd, Minneapolis, MN, 55402	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-29019	PRV	Linda Duncan	1962-10-21	—	7868182688	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-29434	PRV	Amber D Ruiz	1947-11-07	—	8288418858	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25734	PRV	Diane Yang	2001-09-09	—	2616069814	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27538	PRV	Omar Valdez	1961-04-21	UHC-08703-94	7395475822	6802 Highland Ave, Scottsdale, AZ, 85215	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25425	PRV	Madison George	1973-08-01	—	8604444992	2881 Church St, Orlando, FL, 32867	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-29427	PRV	Martha Luna	1981-06-14	—	8744182831	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22401	PRV	Paul Padilla	1957-12-06	UHC-43955-02	6535784633	3595 Meadow Ln, Scottsdale, AZ, 85200	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-25350	PRV	Karen Morris	1953-01-08	—	6597903673	5232 Valley View Dr, Dallas, TX, 75233	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28715	PRV	Samuel Rodriguez	1969-03-03	—	2075511467	3532 Sage Ct, Sacramento, CA, 95843	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-28960	PRV	Barbara Stevens	1977-08-17	—	2502990466	720 Main St, Las Vegas, NV, 89150	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
PRV-21663	PRV	William Simpson	1999-12-22	—	6799464475	4472 Baseline Rd, Scottsdale, AZ, 85240	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27742	PRV	Wei Z Greene	1997-03-09	UHC-56726-05	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28590	PRV	Ben G Wright	1974-05-17	UHC-86998-36	3266584477	9599 Ocean Ave, Orlando, FL, 32824	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28583	PRV	Eugene Elliott	2000-07-24	UHC-39633-75	3182936242	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22957	PRV	Gabriel Ward	1972-06-13	—	9339841450	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27146	PRV	James W Fowler	1961-09-11	UHC-97018-67	6233257956	2069 Palm Dr, Denver, CO, 80294	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-21649	PRV	Christopher Payne	2000-05-20	UHC-95023-02	6947650155	6425 Desert Sky Blvd, Miami, FL, 33151	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-21315	PRV	Eugene Tucker	1989-07-13	UHC-26271-13	7955307172	9002 Maple Ave, Glendale, AZ, 85380	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28033	PRV	Austin Herrera	1951-06-11	UHC-82062-87	9375946785	6872 Highland Ave, Orlando, FL, 32853	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26071	PRV	Wei Alvarz	1986-10-15	—	8643300786	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26520	PRV	Daniel Sanchez	1968-03-01	UHC-00966-58	8809696915	1280 Mesa Dr, Eden Prairie, MN, 55396	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27525	PRV	Aisha Maldonado	1964-04-08	—	2406308438	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25391	PRV	Brandon X Reid	1968-11-07	—	5535939403	4052 Indian School Rd, Glendale, AZ, 85388	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21524	PRV	Alexis H Washington	1997-12-03	—	2627064480	5669 Valley View Dr, Columbus, OH, 43234	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28388	PRV	Robert Gilbert	1967-01-10	—	9632023528	8431 Oak St, Denver, CO, 80231	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26233	PRV	Nicole Soto	1965-10-04	UHC-91369-21	4902761204	1106 Union St, Jacksonville, FL, 32203	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22970	PRV	Mateo Mills	1941-03-17	—	4773268064	924 Camelback Rd, Eden Prairie, MN, 55312	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22186	PRV	Fox K Ahmed	1977-08-23	UHC-86795-06	4315376219	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25726	PRV	Sophia C Bell	1946-11-12	UHC-20089-46	5486368009	381 Jefferson Ave, Scottsdale, AZ, 85285	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28057	PRV	Lisa F Evans	1994-05-23	—	—	3982 Willow Ct, Los Angeles, CA, 90056	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-20794	PRV	Mason Moore	1984-05-16	UHC-30212-79	3256754387	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21374	PRV	Patricia Simmons	1963-12-19	—	6842935793	320 Sage Ct, Los Angeles, CA, 90029	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28968	PRV	James Le	1983-01-17	—	4096884407	5745 Mountain View Dr, Plano, TX, 75029	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21203	PRV	Bruce O Nichols	1943-10-11	UHC-21925-74	4717227129	7296 Indian School Rd, San Antonio, TX, 78234	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26134	PRV	Donna U Sullivan	1998-01-01	UHC-84309-27	5786888092	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24145	PRV	Patricia Silva	1953-01-22	UHC-60266-54	2823677128	9668 Harbor Blvd, San Antonio, TX, 78218	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared

5,467 rows, page 99 of 110Previous Next