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-427832	CLM	Kelly Vazquez	1940-03-23	UHC-86573-18	6036359231	5213 Jefferson Ave, Minneapolis, MN, 55480	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-408738	CLM	Sandra Franklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-402444	CLM	Natlie Howell	1950-03-28	UHC-74422-60	6915246600	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-430391	CLM	Keith Kennedy	2007-04-08	—	—	8920 Palm Dr, Houston, TX, 77003	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417187	CLM	Julia Jackson	2004-09-26	—	—	6367 Oak St, Orlando, FL, 32800	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419229	CLM	Vincent Reyes	2006-10-23	—	—	8555 Park Pl, Plano, TX, 75016	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430951	CLM	Ray Robinson	1994-09-08	UHC-23437-72	—	8665 Bayshore Dr, Denver, CO, 80298	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425784	CLM	Jason H Ruiz	2000-12-27	UHC-96989-78	5813823891	5935 Jefferson Ave, Chandler, AZ, 85251	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428707	CLM	Charlotte Alexander	1966-07-09	—	8152173038	3185 Park Pl, Tucson, AZ, 85745	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430522	CLM	Janet Grrett	1995-11-27	UHC-41886-21	4366904995	6771 Broadway # 109, Miami, FL, 33154	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-406059	CLM	Arthur Oliver	1944-07-11	UHC-24409-36	—	6950 Spring St, Los Angeles, CA, 90046	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417332	CLM	Keith G Ford	1947-04-21	—	4382416892	6215 Central Ave, Orlando, FL, 32811	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-404368	CLM	Katherine Fuller	1977-05-11	UHC-06882-78	—	6620 Market St, Glendale, AZ, 85388	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432047	CLM	Nathen Hernandez	1998-09-28	UHC-51466-53	6626810799	7291 Union St, Fresno, CA, 93756	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411583	CLM	Anthony T Reyes	1995-01-10	UHC-11894-03	9703438330	6739 Hillcrest Rd, Columbus, OH, 43239	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-404859	CLM	Virginia J Munoz	1964-08-23	UHC-21025-48	6556513146	4537 Oak St, Los Angeles, CA, 90018	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430789	CLM	Christian Anderson	1939-07-09	—	—	2042 Washington St, Orlando, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-402586	CLM	Jennifer Oliver	1972-06-16	UHC-34799-44	6606920658	9553 Highland Ave, Seattle, WA, 98153	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413483	CLM	Joshua Wright	1965-03-19	UHC-71174-31	3802215070	7265 Desert Sky Blvd, Chandler, AZ, 85273	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420227	CLM	Raymond Elliott	1956-04-25	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431481	CLM	Elizabeth Miller	1941-07-11	UHC-74198-61	9377688825	5736 Broadway Apt 34, Las Vegas, NV, 89146	0.76	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
CLM-426478	CLM	Bryan Matthews	1988-07-28	—	9246330012	8907 Harbor Blvd, Plano, TX, 75085	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418236	CLM	Ruth Dunn	1939-07-12	UHC-54120-52	4703459151	8764 Sage Ct, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-410053	CLM	Shirley George	1976-07-24	UHC-25946-28	—	7203 Sunset Blvd, Charlotte, NC, 28231	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428922	CLM	Andrea C Griffin	1985-06-07	UHC-70467-12	—	5822 Bayshore Dr, Charlotte, NC, 28203	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421201	CLM	Peterson V Diane	1945-05-14	UHC-44831-58	4464578209	7230 Church St, Jacksonville, FL, 32223	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421202	CLM	Peterson V Diane	1945-05-14	UHC-44831-58	4464578209	7230 Church St, Jacksonville, FL, 32223	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416021	CLM	Mark Hart	1986-01-20	—	8049933833	9124 Park Pl, Atlanta, GA, 30313	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429260	CLM	Frank Evans	1968-12-05	UHC-28029-33	8125078641	8664 Ridge Rd, Atlanta, GA, 30363	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415199	CLM	Amanda Freeman	1976-07-07	UHC-66453-18	6933521053	7544 Ridge Rd Apt 26, Scottsdale, AZ, 85286	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-430278	CLM	Euegne Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln, Tucson, AZ, 85708	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-427415	CLM	Karen Fowler	1990-05-23	UHC-09454-42	4298398474	1888 Forest Ave, Tampa, FL, 33646	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420436	CLM	Brenda Adams	1953-06-22	—	5278476230	9136 Desert Sky Blvd, Orlando, FL, 32846	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-429861	CLM	Sara Murphy	1953-07-01	UHC-72812-48	5945430014	8753 Palm Dr, Plano, TX, 75082	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-415515	CLM	Keyth Walker	1996-06-22	—	4463337236	8898 Apache Blvd, Dallas, TX, 75278	0.76	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
CLM-426122	CLM	Rebecca Dunn	1945-09-20	UHC-28867-84	9863831536	3054 Harbor Blvd # 205, Sacramento, CA, 95884	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-408691	CLM	Jacob Y Alvarez	1972-05-12	UHC-93064-17	2189303366	6151 Union St Apt 21, Atlanta, GA, 30358	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-410147	CLM	Evelyn F Campbell	1999-05-21	—	3747667952	8276 Spring St, Orlando, FL, 32860	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401412	CLM	Amy Graham	1942-12-08	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-401065	CLM	Sofai W Dominguez	1951-12-27	UHC-86327-43	7299984305	3315 Sage Ct, Houston, TX, 77064	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414134	CLM	Daniel Marshall	1964-11-10	UHC-78984-90	—	7389 Hillcrest Rd, Scottsdale, AZ, 85219	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405954	CLM	Eugene Carlson	1993-08-18	UHC-73643-65	4763169237	7646 Ridge Rd, Phoenix, AZ, 85051	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405597	CLM	Roger Dominguez	1946-05-18	UHC-51931-65	4357984198	668 Forest Ave, Las Vegas, NV, 89193	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431229	CLM	Jeremy S Garrett	1946-10-22	UHC-79001-22	6188790007	1633 Indian School Rd, Gilbert, AZ, 85240	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407629	CLM	Alexis Hunter	1978-10-28	—	—	9633 Spring St, Dallas, TX, 75209	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430930	CLM	Jason Meyer	2002-12-20	UHC-71924-51	3083924589	412 Canyon Rd, Los Angeles, CA, 90053	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410899	CLM	Amanda Ortiz	2003-09-19	UHC-69544-44	—	7344 Baseline Rd, Seattle, WA, 98125	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428956	CLM	Jess Reid	1948-12-23	—	—	8259 Park Pl, Jacksonville, FL, 32287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419063	CLM	Wayne Lopez	1988-09-08	—	4846326261	1771 Canyon Rd, Jacksonville, FL, 32218	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426018	CLM	Albert Larson	1939-03-03	—	—	197 Park Pl, Glendale, AZ, 85399	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

10,559 rows, page 80 of 212Previous Next