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-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-414382	CLM	Ashley Rios	1975-01-01	—	3532447064	4034 Ridge Rd, San Diego, CA, 92144	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-418763	CLM	Cheryl P Silva	1960-05-07	UHC-61430-78	—	7117 Central Ave, Gilbert, AZ, 85287	0.74	Name re-cased Date of birth 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-429499	CLM	Christopher Davis	1986-04-14	UHC-15407-27	—	6306 Jefferson Ave, Atlanta, GA, 30301	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425993	CLM	Theesa Cunningham	1960-10-09	UHC-41776-91	—	3066 Indian School Rd, Austin, TX, 78738	0.74	Name re-cased Date of birth 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-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-423657	CLM	Natalie H Duncan	1972-03-22	UHC-88287-19	—	930 Meadow Ln, Las Vegas, NV, 89125	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432152	CLM	Gabriel Estrada	1993-02-15	UHC-77015-81	7886590619	2383 Palm Dr, Eden Prairie, MN, 55312	0.74	Name re-cased Date of birth 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-412329	CLM	Sophia Murphy	1975-06-15	—	—	7694 Pine Dr, Glendale, AZ, 85314	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429732	CLM	Karen Nichols	1995-12-25	UHC-95356-40	7119571179	6380 Desert Sky Blvd, Chandler, AZ, 85298	0.74	Name re-cased Date of birth 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-427808	CLM	Edwards Christine	1955-04-20	UHC-05546-44	7746215789	5729 Elm St, Plano, TX, 75081	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406934	CLM	Lisa Howard	2000-06-25	—	—	5634 Market St, Charlotte, NC, 28296	0.74	Name re-cased Date of birth 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-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-427035	CLM	Luis Snyder	1956-03-26	—	2073677890	350 Maple Ave, Mesa, AZ, 85210	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431494	CLM	Matthew Cruz	1982-02-15	UHC-51746-95	—	5680 Hillcrest Rd, Sacramento, CA, 95879	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+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-424710	CLM	Dylen Parker	1988-11-15	—	—	539 Harbor Blvd, San Diego, CA, 92160	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address 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-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-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-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-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-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-405580	CLM	Hiroshi L Espinoza	1970-07-02	UHC-80972-01	5692583125	689 Pine Dr, San Diego, CA, 92117	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414810	CLM	Kathryn P Hall	1978-10-11	—	3409730598	4517 Jefferson Ave, Phoenix, AZ, 85086	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414561	CLM	Margaret G Hanson	1992-05-14	—	9488923079	1159 Mountain View Dr, Chandler, AZ, 85287	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420250	CLM	Tom Berry	1994-08-14	UHC-80771-70	4312346579	9827 Mountain View Dr, San Antonio, TX, 78274	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400191	CLM	Albert Montgomery	1971-02-03	UHC-48037-67	9888391055	7534 Cedar Ln, Glendale, AZ, 85384	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411140	CLM	Roy Kim	1972-11-02	—	6483736751	1602 Church St, Nashville, TN, 37295	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400581	CLM	Billy Contreras	1988-08-12	UHC-82947-39	7972873843	8844 Ocean Ave, Fresno, CA, 93790	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403612	CLM	Ronald Richardson	1961-04-12	UHC-28177-64	2028482643	7869 Grand Ave, Sacramento, CA, 95850	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-425987	CLM	Valentina Morris	2000-09-25	UHC-14927-47	—	1890 Mesa Dr, Austin, TX, 78794	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-427944	CLM	Nicholas Garcia	1964-11-11	—	5799195898	9584 Hillcrest Rd, Eden Prairie, MN, 55370	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-413822	CLM	Madison Jenkins	1983-01-05	—	—	1615 Church St, San Diego, CA, 92128	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405865	CLM	Karen N Elliott	1970-11-18	UHC-05863-63	7813543310	7428 Forest Ave, San Antonio, TX, 78201	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430124	CLM	Mariaa C Nelson	1967-03-19	UHC-30205-72	8625517740	3855 Cedar Ln, Charlotte, NC, 28228	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404298	CLM	Olivia Carroll	1965-03-12	UHC-10954-37	6817966665	1276 Oak St, Tampa, FL, 33699	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more

10,559 rows, page 73 of 212Previous Next