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-431247	CLM	Gregory Dean	1986-04-16	—	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408909	CLM	Brandon G Jacobs	1955-08-05	UHC-10592-72	—	9500 Grand Ave, Orlando, FL, 32825	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406825	CLM	Grace Kelly	1992-06-04	UHC-21222-79	—	5725 Maple Ave, San Diego, CA, 92122	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408414	CLM	Janice Diaz	1987-06-13	UHC-88057-73	—	2994 Indian School Rd, Chandler, AZ, 85267	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-408405	CLM	Marilyn Meyer	1969-04-26	UHC-34872-28	—	7037 Forest Ave, Fresno, CA, 93745	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-412930	CLM	Nicholas Price	1942-09-03	UHC-89676-44	8266868530	5158 Baseline Rd, Fresno, CA, 93794	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421976	CLM	Thomas Wheeler	1951-03-02	—	6272382541	5073 Market St, Chandler, AZ, 85280	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424194	CLM	David Lynch	1968-09-13	UHC-56000-70	7386679694	7366 Union St, Tempe, AZ, 85207	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417331	CLM	Catherine Andrews	1959-08-12	—	8976250687	7499 Bayshore Dr, Denver, CO, 80272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-419819	CLM	Arthur Munoz	1956-01-04	UHC-55142-03	—	4160 Sage Ct, Tampa, FL, 33691	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410803	CLM	Fatima Baker	1982-12-22	UHC-98242-13	7482443393	7973 Apache Blvd, Chandler, AZ, 85289	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417580	CLM	Henry Graham	1969-04-04	—	8152633479	46 Grand Ave, Plano, TX, 75023	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417579	CLM	Henry Graham	1969-04-04	—	8152633479	46 Grand Ave, Plano, TX, 75023	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423251	CLM	Larry Campbell	1950-10-28	UHC-12054-79	4665699102	5628 Ridge Rd, Nashville, TN, 37223	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404167	CLM	Rick U Matthews	1958-07-27	UHC-04859-74	8945794523	276 Ridge Rd, Orlando, FL, 32857	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-403399	CLM	Katherine Marshall	1944-08-16	UHC-61716-65	5719886069	6981 Grand Ave, Fresno, CA, 93735	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402056	CLM	Walter Ortega	1960-11-18	—	7589864166	3191 Elm St, San Antonio, TX, 78296	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419537	CLM	Henry Brooks	1980-08-28	UHC-09209-87	2086981397	9799 Pine Dr, Denver, CO, 80217	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412059	CLM	Lisa Soto	1980-08-16	UHC-28518-82	8755444993	264 Elm St, Sacramento, CA, 95876	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430115	CLM	Isabella Gardner	1997-09-23	—	7438452183	2017 Sunset Blvd, Dallas, TX, 75208	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407683	CLM	Robertson Mark	1956-05-14	UHC-79068-41	—	3376 Indian School Rd, Phoenix, AZ, 85053	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431797	CLM	Catherine Carroll	1972-09-27	—	4293087050	1286 Broadway, Chandler, AZ, 85236	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-401299	CLM	Frank Park	1940-10-09	UHC-71024-06	6432702924	9254 Cedar Ln, Sacramento, CA, 95886	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411458	CLM	Terry N Arnold	1952-02-27	UHC-57242-43	—	5298 Elm St, Sacramento, CA, 95877	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-418614	CLM	Rachel Arnold	2006-11-03	UHC-88152-78	—	5388 Highland Ave, Austin, TX, 78705	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418157	CLM	Christopher Cunningham	1989-03-02	—	—	9136 Apache Blvd, Seattle, WA, 98120	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412161	CLM	Deborah N Harper	1973-09-28	—	—	4799 River Rd, Charlotte, NC, 28291	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422961	CLM	Julye Dixon	1947-05-03	UHC-54209-32	8718050839	8661 Bayshore Dr Apt 27, Gilbert, AZ, 85249	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-418825	CLM	Carlos Young	1958-03-14	—	7564710943	8579 Spring St, Tampa, FL, 33678	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412855	CLM	Danielle Z Phillips	1992-06-04	UHC-60897-94	7368254868	8140 Canyon Rd, Scottsdale, AZ, 85256	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403764	CLM	Alice Robinson	1955-12-26	UHC-97366-44	—	8625 Spring St, Eden Prairie, MN, 55365	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414865	CLM	Gregory Ramos	1984-08-11	UHC-69287-98	—	843 Harbor Blvd, Nashville, TN, 37202	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431343	CLM	Kayla Brooks	1994-05-18	UHC-31508-89	2779818387	4646 Camelback Rd, Seattle, WA, 98138	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421692	CLM	Judy J Henderson	1973-01-23	UHC-53252-69	8753161429	4191 Ridge Rd, Eden Prairie, MN, 55354	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425476	CLM	Boby Chen	2003-07-10	—	8082970122	7936 Pine Dr, San Antonio, TX, 78210	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403429	CLM	Aisha Cole	1975-04-01	—	4593416989	4922 Cedar Ln, Minneapolis, MN, 55410	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401387	CLM	Katherine Grant	2008-04-28	—	3439782209	7447 Valley View Dr, Tempe, AZ, 85289	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417722	CLM	Cheryl Cunningham	1963-02-20	UHC-69862-58	8194278892	9223 Elm St, Seattle, WA, 98192	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402243	CLM	Linda Bowman	1978-04-25	UHC-84271-43	3676944980	1878 Indian School Rd, Chandler, AZ, 85263	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-413527	CLM	Fatima A Howard	1997-03-07	UHC-10084-09	5706521809	3345 Sage Ct, Dallas, TX, 75225	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-405668	CLM	Henry Larson	2005-10-19	UHC-00409-57	6215021280	3319 Maple Ave, Jacksonville, FL, 32204	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404271	CLM	Nancy Williams	1978-09-28	—	—	6186 Grand Ave, Las Vegas, NV, 89145	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402945	CLM	Frances Bailey	1996-09-28	—	—	8364 Park Pl, Nashville, TN, 37226	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430086	CLM	Amy Butler	1959-06-20	—	—	1003 Harbor Blvd, Tucson, AZ, 85753	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412272	CLM	Charlotte C Obrien	1983-03-14	UHC-54203-40	3556449036	314 Washington St, San Diego, CA, 92168	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-429459	CLM	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416742	CLM	Ahmed V Gibson	1976-03-13	UHC-32423-18	2598842017	8166 Desert Sky Blvd, Orlando, FL, 32817	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414753	CLM	Andrea Davis	1979-07-08	UHC-58349-43	—	5797 Spring St, Denver, CO, 80205	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+3 more
CLM-432448	CLM	Christina Cooper	1958-05-08	UHC-08660-19	7949304045	6821 Sage Ct, Miami, FL, 33179	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-421879	CLM	Catherine Peterson	1954-08-10	UHC-33326-02	6258836765	4080 Canyon Rd, Phoenix, AZ, 85057	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

3,226 rows, page 22 of 65Previous Next