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-401449	CLM	Melissa Cruz	1996-09-15	UHC-43441-53	7224673408	8804 Mesa Dr, Gilbert, AZ, 85249	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421014	CLM	Adam Williamson	1977-03-03	UHC-12020-33	5512808766	2283 Valley View Dr, Miami, FL, 33143	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-419142	CLM	Yuki Perkins	1967-05-28	—	8818518156	329 Park Pl, Dallas, TX, 75207	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403207	CLM	Betty Allen	1956-09-12	—	9659635693	8596 Broadway, Tempe, AZ, 85248	0.74	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
CLM-409415	CLM	Kennneth F Stewatr	2003-04-08	—	2539247268	333 Jefferson Ave, Atlanta, GA, 30389	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424836	CLM	Brittany B Jenkins	1951-09-02	UHC-52134-96	5596133325	2783 Apache Blvd, Jacksonville, FL, 32261	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404918	CLM	Cheryl Bryant	1960-12-26	—	2389474949	6111 Willow Ct, San Antonio, TX, 78214	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415059	CLM	Diana Russell	1941-12-27	—	8985095934	6622 Mesa Dr, Las Vegas, NV, 89164	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426696	CLM	Billy Lopez	1940-09-21	UHC-11120-88	4917094308	6638 Highland Ave, Columbus, OH, 43220	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-425085	CLM	Steve Jensen	1982-07-10	—	3469653664	3986 Desert Sky Blvd, Dallas, TX, 75282	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430700	CLM	Fatima Schmidt	1955-10-17	UHC-46411-87	5527940361	6559 Highland Ave, Los Angeles, CA, 90068	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406469	CLM	Sihrley O Collins	1960-07-07	—	2099989594	2678 Pine Dr, Tucson, AZ, 85790	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418654	CLM	Maria B Gonzales	1946-04-21	—	4833381608	6725 Bayshore Dr, Glendale, AZ, 85330	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401234	CLM	Amanda Sullivan	1941-09-23	—	9464907836	3262 Lake View Rd, Jacksonville, FL, 32241	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419129	CLM	Tyler Simpson	1958-12-13	UHC-59723-53	3208513563	8568 Cedar Ln, Denver, CO, 80272	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430381	CLM	Kyle Ray	1993-08-17	UHC-93921-70	2446127525	2370 River Rd, Mesa, AZ, 85269	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404210	CLM	Katherine Robinson	1975-05-01	UHC-61326-69	2426865492	7828 Church St, Plano, TX, 75087	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419042	CLM	Karen Rivera	1984-05-22	UHC-62284-61	6439595537	9144 Ridge Rd, Fresno, CA, 93779	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400894	CLM	Helen Holmees	1978-08-01	UHC-13051-27	2347574996	2988 Elm St, Austin, TX, 78768	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405286	CLM	Ana White	1980-04-08	UHC-34268-88	4737053266	7235 Lake View Rd, Nashville, TN, 37290	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411672	CLM	Dunna Stephens	1984-03-07	UHC-67995-44	5458276708	1758 Mountain View Dr, Plano, TX, 75067	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400221	CLM	Sarah Sanders	1961-05-12	UHC-10031-33	2274580840	9257 Willow Ct, Phoenix, AZ, 85097	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-418215	CLM	Russell Price	1985-02-12	UHC-62136-98	4187365039	9733 Church St, Glendale, AZ, 85348	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411865	CLM	Helen West	1953-01-09	—	9737254148	5497 Lincoln Way, Mesa, AZ, 85289	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405695	CLM	Kenneth Medina	1992-03-26	UHC-71216-93	2579853596	4894 Ocean Ave, Las Vegas, NV, 89112	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414921	CLM	Jessica Cunningam	1978-09-04	—	4277057006	6160 Central Ave, Phoenix, AZ, 85047	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401201	CLM	Sandra Z George	1939-07-26	—	6396667723	7414 Cedar Ln, Chandler, AZ, 85287	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404809	CLM	Michelle Fowler	1981-09-08	—	5003646441	2988 Central Ave, Phoenix, AZ, 85015	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425223	CLM	Bruce Rodriguez	1969-07-16	UHC-13735-40	4429318539	7551 Market St, Plano, TX, 75070	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
CLM-428673	CLM	Wood U Jordan	2004-05-05	UHC-07231-79	4036427703	7709 Park Pl, Dallas, TX, 75285	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411431	CLM	Betty Garcia	2001-01-14	UHC-13172-55	9324382060	5278 Union St, Tampa, FL, 33655	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403754	CLM	Elijah Hunt	1948-08-06	UHC-81346-28	5638914106	8491 Union St, Phoenix, AZ, 85058	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430133	CLM	Patrick Torres	1977-07-20	UHC-30389-16	3029839746	9888 Sunset Blvd, Los Angeles, CA, 90000	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424473	CLM	Judith Ramirez	1983-10-07	UHC-46061-12	6095396518	1586 Bayshore Dr, San Antonio, TX, 78206	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417755	CLM	Brandon Gibsson	1981-12-23	UHC-11579-39	6695503338	3333 Maple Ave, Denver, CO, 80292	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410026	CLM	Kyle Alexander	1961-02-18	UHC-72430-58	4789515500	9366 Elm St, Scottsdale, AZ, 85298	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
CLM-431991	CLM	Arthur Oliver	1972-07-19	UHC-81066-86	3859338005	3820 Mountain View Dr, Minneapolis, MN, 55472	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401411	CLM	Amy Gaham	1942-12-08	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428084	CLM	Frank Richardson	1994-10-21	UHC-73768-87	4779830364	557 Meadow Ln, Austin, TX, 78796	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420046	CLM	Isabella A Wallace	1955-09-12	—	4754751113	6211 Jefferson Ave, Miami, FL, 33141	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426748	CLM	Daniel W Bennett	1976-03-28	—	6123526396	1864 Market St, Austin, TX, 78761	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404340	CLM	Madison Armstrong	1973-10-11	—	9595884632	6205 Grand Ave, Plano, TX, 75071	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415387	CLM	Sara Welch	1959-09-27	UHC-01909-90	9613363370	8470 Pine Dr, Miami, FL, 33182	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428754	CLM	Joan Coleman	2003-05-25	UHC-76680-53	5514246119	6592 Willow Ct, Tampa, FL, 33636	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407600	CLM	Daniel Hicks	1938-07-16	UHC-52172-92	5418310349	8578 Mesa Dr, Glendale, AZ, 85315	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400501	CLM	Martha Parker	1981-02-15	UHC-19603-97	6026444202	9366 Maple Ave, Eden Prairie, MN, 55321	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417619	CLM	Logna Daniels	1971-07-23	UHC-21667-70	8336317589	4220 Mountain View Dr, San Diego, CA, 92180	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-413415	CLM	Bobby Miller	1995-01-10	—	3713143240	3637 Harbor Blvd, Tucson, AZ, 85759	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430519	CLM	Ronald L Guzman	2008-01-21	UHC-49979-38	3499943771	3336 Church St, Tampa, FL, 33693	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423946	CLM	Sandra Reed	1985-04-05	—	4217610275	4807 Central Ave, Columbus, OH, 43264	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

11,960 rows, page 90 of 240Previous Next