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

Claims, 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
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
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
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
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
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
CLM-429907	CLM	John Carlsun	1965-03-06	—	5657975753	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-415589	CLM	George Chen	1955-05-03	UHC-16155-35	6878507090	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
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
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
CLM-408026	CLM	Peters Sophia	1943-03-13	UHC-41273-98	5542457781	—	0.82	Name split from “Last, First”Whitespace trimmed 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
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
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
CLM-407638	CLM	Ana Mason	2002-01-10	—	3122246069	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-405491	CLM	Jacob Rivera	2005-08-21	UHC-66815-32	4562957222	5445 Union St, Columbus, OH, 43255	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-415629	CLM	Hannah Dunn	1973-09-11	UHC-05051-44	—	9272 Mountain View Dr, Dallas, TX, 75217	0.82	Name split from “Last, First”Plan code upper-cased Placeholder values cleared
CLM-413642	CLM	Lauren Hill	1970-11-09	UHC-71517-82	—	7973 Park Pl, Denver, CO, 80283	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
CLM-404624	CLM	Juan D Mendez	1945-09-16	UHC-10330-89	2369962654	6100 Oak St, Mesa, AZ, 85249	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-421983	CLM	Albert Diaz	1944-07-06	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-418093	CLM	Kathryn Jenkins	1979-07-12	UHC-10064-66	—	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
CLM-421004	CLM	Debra L Garza	1984-04-28	UHC-51147-76	—	6588 Ocean Ave, Columbus, OH, 43243	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-407983	CLM	Sara Watson	1981-05-08	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-402567	CLM	Logan Santos	1972-02-24	UHC-71830-89	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-423769	CLM	Virginia Maldonado	2006-02-18	—	—	4553 Main St, Sacramento, CA, 95889	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-429885	CLM	Ann Garrett	1938-12-18	UHC-63615-33	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-400117	CLM	Bobby X Silva	1966-06-25	UHC-38822-20	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-414286	CLM	Megan Watson	1975-04-10	UHC-62910-31	—	257 Pine Dr, Miami, FL, 33164	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-416491	CLM	Bruce Gray	1977-11-28	UHC-09823-62	2462198927	2080 River Rd, Nashville, TN, 37249	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-424744	CLM	Christine Z Le	1976-04-22	—	—	6862 Ridge Rd, San Antonio, TX, 78299	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-411740	CLM	Priya Tucker	1981-02-07	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-407948	CLM	Judy Lawrence	2008-01-26	—	6455272299	6788 Lincoln Way, Miami, FL, 33197	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-413069	CLM	Patrick Perez	1975-05-24	UHC-74189-68	4875571896	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-400374	CLM	Gloria U Woods	1998-09-16	—	—	6142 Jefferson Ave, San Antonio, TX, 78246	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-418455	CLM	Lawrence Morris	1965-03-05	—	—	6621 Central Ave, Jacksonville, FL, 32258	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-406815	CLM	Sara Aguilar	1949-01-09	UHC-97394-26	—	8640 Forest Ave, Las Vegas, NV, 89192	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-428768	CLM	Kyle Delagdo	1997-02-18	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-417990	CLM	Jennifer West	1962-05-28	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-415416	CLM	Bryan Hrrison	2007-11-10	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-421686	CLM	Jonathan Murphy	1988-04-25	UHC-59517-51	6044703811	1540 Canyon Rd, Mesa, AZ, 85299	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-431911	CLM	Ethan Gurdon	1945-10-17	UHC-40444-84	5623543872	706 Lincoln Way, Dallas, TX, 75288	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-427564	CLM	Diane Willis	1941-02-08	UHC-21362-15	—	4367 Park Pl, Gilbert, AZ, 85265	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-424938	CLM	Wayne Ward	1940-05-22	UHC-86507-79	—	8946 Apache Blvd, Plano, TX, 75025	0.82	Name split from “Last, First”State code upper-cased Placeholder values cleared

3,226 rows, page 56 of 65Previous Next