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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417681	CLM	Ryan Chen	1963-04-11	UHC-69720-39	8739516905	4269 Maple Ave, San Diego, CA, 92151	0.88	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
CLM-404979	CLM	Julia Silva	1961-06-28	UHC-78965-73	4274742207	180 Lake View Rd, Sacramento, CA, 95817	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-425833	CLM	Anna H Williams	1985-11-05	UHC-92716-76	3408108516	2622 Lincoln Way, Sacramento, CA, 95860	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-430680	CLM	Camila A Castillo	2000-07-24	UHC-26142-58	3084750346	—	0.88	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased+2 more
CLM-421256	CLM	Brian Cook	1997-03-07	—	7973394249	3174 Market St, Columbus, OH, 43224	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-418169	CLM	Ronald Hoffman	1979-03-11	UHC-79889-87	8652159800	4022 Park Pl, Austin, TX, 78792	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-404671	CLM	Albert Ray	1963-01-25	UHC-24942-04	2715871969	4063 Elm St, Denver, CO, 80232	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-407170	CLM	Nicholas Gibson	1948-06-11	—	8219769250	6030 Camelback Rd, Minneapolis, MN, 55489	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
CLM-418863	CLM	Ethan Armstrong	1952-01-19	UHC-82773-75	2599056255	3847 Indian School Rd, Mesa, AZ, 85212	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-407852	CLM	Gerald Martinez	1955-10-03	UHC-27156-84	5984567185	4734 Grand Ave, Dallas, TX, 75298	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-413024	CLM	Kayla Gardner	1947-02-13	UHC-87728-37	8635967809	9879 Elm St, Jacksonville, FL, 32278	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-431263	CLM	Jacob D Parker	1969-11-12	UHC-01644-25	4603785370	3708 Desert Sky Blvd, San Antonio, TX, 78250	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
CLM-409912	CLM	Kyle Snachez	1963-05-16	UHC-85114-93	9607333637	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-411855	CLM	Christian Henderson	1964-08-16	—	6639945607	145 Mountain View Dr, Charlotte, NC, 28227	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-429952	CLM	Danielle Young	2004-09-22	—	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-419266	CLM	Kimberly Henderson	1979-01-28	UHC-38908-47	4012007130	2478 Forest Ave, Sacramento, CA, 95810	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-418547	CLM	Russell Q Powell	1939-10-22	UHC-73379-98	6546722457	8283 Willow Ct, Fresno, CA, 93760	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-418081	CLM	Charles Ross	1992-12-15	UHC-90074-48	3622687021	8583 Elm St, Fresno, CA, 93771	0.88	Name re-cased Phone reformatted State code upper-cased Plan code upper-cased+2 more
CLM-418731	CLM	Abigail Vasquez	1956-07-25	UHC-24730-66	5174250119	—	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
CLM-402087	CLM	Mateo Olson	1957-06-04	UHC-93325-81	8942216360	7391 Broadway, Mesa, AZ, 85251	0.88	Date of birth reformatted Phone reformatted Address re-cased Plan code upper-cased+2 more
CLM-405153	CLM	Douglas Hernandez	1945-10-12	UHC-13991-22	2623919056	1934 Lincoln Way, San Antonio, TX, 78213	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-416824	CLM	Kyle T Watkins	1984-12-10	UHC-94843-45	2243979350	2406 Palm Dr, Tampa, FL, 33648	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-427305	CLM	Ausin Madina	1954-03-06	UHC-50918-06	8027098372	4470 Main St, Fresno, CA, 93780	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-402825	CLM	Chaarles Ford	1950-05-01	UHC-71049-42	6656299130	5204 Washington St, Mesa, AZ, 85230	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-400594	CLM	Haroold X West	2003-10-12	—	3109956201	9739 Pine Dr, Mesa, AZ, 85270	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-429881	CLM	Julie Pena	1994-12-14	UHC-64751-19	8296431839	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-419305	CLM	Willie Harrison	1984-07-13	UHC-17637-88	5139515823	7270 Harbor Blvd, Dallas, TX, 75203	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-415924	CLM	Marcus Alexander	1987-11-15	UHC-89293-82	4999021320	1390 Valley View Dr, Tempe, AZ, 85294	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-412937	CLM	Maria McDonald	1959-09-15	UHC-99859-28	4795566129	8254 Cedar Ln, Glendale, AZ, 85327	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
CLM-409538	CLM	Maria Park	1979-04-01	UHC-74024-31	3945588640	1510 Grand Ave, Phoenix, AZ, 85034	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-432255	CLM	Harold W Delgado	1989-07-19	UHC-55070-03	7113132644	7685 Ridge Rd, San Diego, CA, 92160	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-400473	CLM	Racehl Steves	1945-10-14	UHC-75585-92	3464806818	7985 Pine Dr, Houston, TX, 77030	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-403667	CLM	Ken Schultz	1944-12-20	UHC-13416-25	2282432552	455 Washington St, Nashville, TN, 37280	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-401928	CLM	Jean Contreras	1943-05-24	UHC-66804-04	6796195090	6390 Pine Dr, Orlando, FL, 32822	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
CLM-429177	CLM	Kathleen Le	1987-06-08	UHC-95340-31	9124584030	8323 Bayshore Dr, Tucson, AZ, 85782	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-410556	CLM	Joe Green	1980-10-16	UHC-41373-96	6076011068	3650 Union St, Fresno, CA, 93785	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-413066	CLM	Stephen Y Montgomery	1975-11-13	UHC-57923-64	5164584594	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-428882	CLM	Kyle Kelly	1961-11-14	UHC-76124-01	4133906145	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-400176	CLM	Tony Maldonado	1958-06-17	UHC-57454-98	8816298459	7136 Sage Ct, Dallas, TX, 75246	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-428513	CLM	Hannah Nelson	1987-03-10	—	9654875248	7495 Mesa Dr, Tampa, FL, 33646	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-427428	CLM	Brian F Thomas	1956-12-02	UHC-07672-91	8093837394	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-408914	CLM	Peter Hart	1968-07-14	UHC-61611-95	6354902797	7329 River Rd, Chandler, AZ, 85233	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-412202	CLM	Frances Harrrison	1988-08-03	UHC-07662-30	2027216922	5983 Apache Blvd, Dallas, TX, 75292	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-426533	CLM	Catherine Medina	1970-09-07	UHC-50377-75	3318657151	4377 Park Pl, Houston, TX, 77001	0.88	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-431098	CLM	Julia Roberts	1944-04-19	UHC-00443-94	8448149697	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-425405	CLM	Jeremy Cruz	1952-07-06	UHC-05311-82	3644865549	6553 River Rd, Orlando, FL, 32829	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-415771	CLM	William Carlson	1991-12-18	UHC-03108-32	2307520205	4889 Willow Ct, Seattle, WA, 98148	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-422907	CLM	Laura Weber	1941-09-14	UHC-70400-26	3908170764	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-411522	CLM	Aaron Webb	1964-02-02	UHC-01857-64	3242847345	8555 Apache Blvd, San Antonio, TX, 78290	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-407829	CLM	Mark Moore	1944-12-06	UHC-67771-87	6105689554	8179 Ridge Rd, Columbus, OH, 43210	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more

11,960 rows, page 176 of 240Previous Next