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
CLM-425552	CLM	Emily F White	1942-09-14	UHC-52127-72	8232470038	208 Apache Blvd, Tempe, AZ, 85295	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-118722	ENR	Keith Owens	1995-10-16	UHC-04440-15	—	2171 Baseline Rd, Minneapolis, MN, 55445	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58194	TPA	George Z Li	1955-11-01	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-409925	CLM	Samuel Patterson	2002-06-04	UHC-90165-85	9643892607	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-128305	ENR	Laura Hayes	1982-02-12	UHC-18951-39	8847645031	8992 Canyon Rd, Minneapolis, MN, 55454	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-130742	ENR	Edward Spencer	1965-03-02	UHC-21630-91	7544692371	2549 Apache Blvd, Minneapolis, MN, 55426	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
ENR-129536	ENR	Pamela O Tran	1947-06-05	UHC-02051-22	7449348201	4889 Spring St, Sacramento, CA, 95828	0.82	Name split from “Last, First”State code upper-cased Whitespace trimmed
ENR-111073	ENR	Nancy Jones	1964-10-04	UHC-09787-34	3044336054	—	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
CLM-400549	CLM	Amy Wong	1972-07-16	UHC-19081-16	—	5871 Baseline Rd, Glendale, AZ, 85320	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
CLM-421669	CLM	Adam Soto	1963-03-23	UHC-12844-11	4985483779	9868 Elm St, Atlanta, GA, 30318	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-418494	CLM	Aizha Castro	1938-10-08	UHC-02967-76	8946040056	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-121110	ENR	Rth W Flores	2008-03-05	—	9073681366	2065 Elm St, Columbus, OH, 43214	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
TPA-51577	TPA	Nicole Wood	2002-05-07	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-104354	ENR	Steven V Patel	1972-10-27	UHC-64870-35	4472914198	3521 Main St, Sacramento, CA, 95837	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-113004	ENR	William Black	1976-09-22	UHC-86608-24	8072140815	1054 Meadow Ln, Eden Prairie, MN, 55381	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-118861	ENR	Gregory Peters	1955-04-11	UHC-87115-20	8178711426	2462 Oak St, Dallas, TX, 75200	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
CLM-414841	CLM	Elijah Ferguson	1965-08-27	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-426993	CLM	Peter Tucker	1978-02-05	UHC-36253-72	—	5174 Hillcrest Rd, Houston, TX, 77035	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-50286	TPA	Brian W Hughes	1973-09-07	UHC-74866-18	—	2261 Mesa Dr, Dallas, TX, 75287	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-404901	CLM	Geralld Cox	1971-10-05	UHC-87483-13	7334923654	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-432185	CLM	Wei Grant	1961-02-09	UHC-03343-57	7955828203	9605 Highland Ave, Seattle, WA, 98161	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-106128	ENR	Camila K Romero	1996-07-02	UHC-72971-80	3838850653	9641 Forest Ave, Glendale, AZ, 85326	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
CLM-416410	CLM	Amber Bryant	1989-11-09	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-430333	CLM	Diego Contreras	1948-02-23	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-131552	ENR	Brittany L Meyer	1957-05-19	UHC-09271-58	4389021854	1609 Apache Blvd, San Diego, CA, 92186	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
CLM-429907	CLM	John Carlsun	1965-03-06	—	5657975753	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-51113	TPA	Emma A Perez	1997-09-25	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-136256	ENR	Alexis Bennett	1968-06-04	UHC-65598-14	—	—	0.82	Name split from “Last, First”Date of birth reformatted Email lower-cased
ENR-101443	ENR	Lisa K Dean	1946-06-14	UHC-38719-10	4328640622	9715 Lincoln Way, San Diego, CA, 92170	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
CLM-415589	CLM	George Chen	1955-05-03	UHC-16155-35	6878507090	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-117711	ENR	Julie B Parker	1969-01-20	UHC-44097-04	6027967580	5927 Camelback Rd, Minneapolis, MN, 55402	0.82	Name split from “Last, First”Member ID reformatted City re-cased
CLM-414776	CLM	Carol Peters	1985-03-27	UHC-96890-16	—	9826 Baseline Rd, San Antonio, TX, 78215	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-27158	PRV	Brneda Carpenter	1953-05-23	—	3354432906	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-142057	ENR	Nicole A Arnold	1953-06-26	UHC-07442-46	9375571813	6561 River Rd, Mesa, AZ, 85239	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
CLM-407092	CLM	Lucia Grray	1981-03-26	UHC-38544-29	4512495460	5550 Lincoln Way, Charlotte, NC, 28253	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-131199	ENR	Bradley T Daniels	1938-07-26	UHC-73036-62	5104665254	9430 Lincoln Way, Los Angeles, CA, 90046	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-112512	ENR	Jennifer M Hicks	1968-07-13	UHC-40739-89	6137882807	3711 Central Ave, Minneapolis, MN, 55406	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-408026	CLM	Peters Sophia	1943-03-13	UHC-41273-98	5542457781	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-28344	PRV	Day Shirley	1939-05-17	—	—	8550 Cedar Ln, Plano, TX, 75097	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-102030	ENR	William H Ryn	1977-07-24	UHC-69758-29	—	4925 Park Pl, Sacramento, CA, 95887	0.82	Name split from “Last, First”Date of birth reformatted City re-cased
ENR-106588	ENR	Carl Rihards	1941-08-04	UHC-93428-71	4354378572	9485 Hillcrest Rd, Phoenix, AZ, 85087	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
TPA-57887	TPA	Alexander Reid	1978-02-16	—	—	4432 Lake View Rd, Austin, TX, 78712	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-23045	PRV	Marilyn I Patterson	1997-01-05	UHC-43471-66	5688744256	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-427871	CLM	Douglas Carlson	1984-05-11	UHC-39075-36	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-26384	PRV	Patricia Ramirez	1999-04-18	UHC-77528-55	5696782858	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-420474	CLM	Terry Ford	1994-10-01	UHC-24331-17	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-416620	CLM	Wayne Bailey	2007-07-10	UHC-22905-01	7077290054	8816 Forest Ave, Phoenix, AZ, 85017	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-110809	ENR	Theresa Torres	1990-03-18	UHC-55258-87	3989496320	4431 Highland Ave, San Antonio, TX, 78202	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
CLM-402983	CLM	Carolyn Ward	2004-03-16	UHC-59025-32	—	9472 Desert Sky Blvd, Chandler, AZ, 85298	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-421689	CLM	Jerry P Carroll	2007-12-04	UHC-29926-01	8899810753	8806 Lincoln Way, Jacksonville, FL, 32287	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared

9,980 rows, page 178 of 200Previous Next