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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422308	CLM	Camila Cox	1938-02-19	—	—	2807 Grand Ave, Las Vegas, NV, 89111	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422190	CLM	Timothy Harris	1960-08-08	UHC-02413-69	—	1631 Lincoln Way, Los Angeles, CA, 90003	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-413717	CLM	Brenda Jimenez	1948-11-09	UHC-65193-54	4265998327	1286 Indian School Rd, Seattle, WA, 98116	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425149	CLM	Jack Boyd	1984-07-26	UHC-29529-01	5403831398	2902 Valley View Dr, Austin, TX, 78732	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416862	CLM	David Chapman	1956-09-28	—	6808289950	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429064	CLM	Margaret Stewart	1978-04-20	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403698	CLM	Jonathan Y Park	1983-01-09	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-411683	CLM	Catherine P Collins	1952-01-23	—	2254902786	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407395	CLM	Madison Moreno	1969-01-04	—	—	4876 Broadway, Las Vegas, NV, 89140	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408544	CLM	Jean E Tran	1941-02-01	—	7907107036	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-401665	CLM	Martha D Harrison	1980-03-26	UHC-15211-78	6556061026	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426666	CLM	Emily Lawson	2004-08-07	UHC-30773-21	—	9248 Ridge Rd, San Diego, CA, 92141	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-405521	CLM	Priay Crawford	1980-08-21	—	6557512172	2381 Indian School Rd, Tucson, AZ, 85735	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403932	CLM	Logan Holmes	1957-04-27	UHC-80073-60	7244005798	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417280	CLM	Ruth L Padilla	1941-05-02	UHC-57379-78	6295406102	6925 Willow Ct, Minneapolis, MN, 55489	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-429191	CLM	Karen Russell	1999-11-11	UHC-70383-59	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425551	CLM	Nancy P Vaga	2000-02-12	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408009	CLM	Coleman Joe	1952-07-16	—	2136132067	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-414958	CLM	Billy Holmes	1977-12-26	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430432	CLM	Joan Medina	1968-02-10	—	—	4462 Oak St, Orlando, FL, 32890	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404566	CLM	Grace Gardner	1961-12-10	UHC-54937-30	6323031694	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412146	CLM	Carlos Alvarez	1977-10-26	UHC-04426-82	7704001467	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418738	CLM	Willie Walsh	1986-02-01	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414982	CLM	Mark Olson	1966-11-28	UHC-48831-04	3643550082	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-404274	CLM	Andrea Medina	1987-08-16	—	6122241128	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402446	CLM	Ethan Hughes	1959-03-09	UHC-73338-55	—	3985 Palm Dr, Tucson, AZ, 85755	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-416345	CLM	Maria Medina	1939-05-27	UHC-67207-10	7317389920	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413569	CLM	Brandon Peterson	1974-03-12	UHC-68516-24	—	8586 Central Ave, Glendale, AZ, 85392	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-401731	CLM	Yuki Brown	1968-10-15	UHC-13539-41	—	6134 Canyon Rd, Austin, TX, 78708	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431321	CLM	Joe Thomas	2007-03-01	UHC-54570-05	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416438	CLM	Anna F Baker	1944-10-27	UHC-10154-58	7227887847	3705 Palm Dr, Chandler, AZ, 85289	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-408748	CLM	Aisha Hernandez	1983-11-18	UHC-28782-95	3947131223	4309 Mesa Dr, Seattle, WA, 98167	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413036	CLM	Michael George	1997-12-10	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414488	CLM	Diego Boyd	2001-09-23	—	7437540518	6612 Washington St, Columbus, OH, 43294	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423042	CLM	David A Singh	1940-09-12	UHC-97681-49	—	6257 Canyon Rd, Houston, TX, 77051	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-420615	CLM	Sandra H Bell	1952-11-28	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410381	CLM	Roger McDonald	1944-07-11	UHC-13355-77	3053638748	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-427088	CLM	James Banks	1999-03-22	—	8353343174	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431608	CLM	Maria Chavez	1990-06-03	—	5649586367	8628 Camelback Rd, Miami, FL, 33146	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423644	CLM	Daniel Lawrence	1953-09-12	UHC-08974-21	—	6349 Church St, Atlanta, GA, 30377	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-425847	CLM	Cerl Robertson	1976-08-21	—	—	1832 Broadway, Columbus, OH, 43231	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404925	CLM	Keith Baker	1966-03-09	UHC-75693-01	5696657863	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430142	CLM	Charlotte Vasquez	1941-01-08	UHC-44379-73	—	5356 River Rd, Mesa, AZ, 85280	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-431106	CLM	Sandra Richardson	2008-03-12	—	9109637712	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-418370	CLM	Brandon Graham	1998-03-03	UHC-81812-78	—	3790 River Rd, Dallas, TX, 75208	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-419873	CLM	Ronald Burton	1938-12-05	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400249	CLM	Sofia Woods	1961-10-28	UHC-13736-25	—	6262 Forest Ave, Chandler, AZ, 85238	0.92	Date of birth reformatted State code upper-cased Plan code upper-cased Placeholder values cleared
CLM-408915	CLM	Peter Hart	1968-07-14	UHC-61611-95	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430244	CLM	Wayne Wells	1995-08-28	UHC-44029-86	2015292038	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404936	CLM	Wei Simmons	1986-02-28	UHC-49677-36	2332044463	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 173 of 212Previous Next