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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421489	CLM	Philip Simmons	1967-10-13	UHC-94170-33	4504973934	4893 Maple Ave, Eden Prairie, MN, 55379	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased+2 more
CLM-428287	CLM	Ana Adams	1944-07-09	UHC-91260-01	9769096894	9369 Ocean Ave, Phoenix, AZ, 85085	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426162	CLM	Catherine Olson	2006-11-26	UHC-98377-56	7582989454	2364 Elm St, Eden Prairie, MN, 55396	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425874	CLM	John E Dean	1983-06-25	UHC-03494-74	—	2971 Broadway, Fresno, CA, 93700	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-414064	CLM	Adam Martin	1986-06-26	—	4554524274	3997 Canyon Rd, Houston, TX, 77057	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420032	CLM	Walter B Vazquez	2005-09-05	UHC-84313-87	7602760070	2980 Washington St, Denver, CO, 80264	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-425330	CLM	Amber Contreras	1960-03-11	UHC-34873-58	—	1434 Pine Dr, Plano, TX, 75002	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-429918	CLM	Ana Y McCuy	1965-09-24	—	8345774490	2208 Highland Ave, San Diego, CA, 92192	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-427029	CLM	Doris Armstrong	1946-07-03	—	—	9518 Lake View Rd, Atlanta, GA, 30322	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431505	CLM	Chris K Richards	1960-12-12	—	8454528539	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-421885	CLM	Martha Brown	1957-06-11	UHC-05954-71	—	6487 River Rd, Sacramento, CA, 95893	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420019	CLM	Juan Gordon	1979-08-06	—	—	7373 Washington St, Atlanta, GA, 30391	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406461	CLM	Marcus J Delgado	1990-12-17	—	9009239963	2234 Camelback Rd, Glendale, AZ, 85375	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430099	CLM	Nathan E Campbell	1985-11-19	—	8525258031	8466 Lake View Rd, Seattle, WA, 98103	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-421704	CLM	Paul Bryant	1975-01-19	UHC-25714-67	3587077031	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-414333	CLM	Mariaana Parker	2008-11-14	—	—	9046 Church St, Gilbert, AZ, 85224	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-406067	CLM	Joseph Henderson	1941-07-25	UHC-18059-43	9867454693	3798 Market St, Atlanta, GA, 30310	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402837	CLM	Laura Castro	1938-03-14	UHC-77112-55	—	5820 Ridge Rd, Fresno, CA, 93740	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428764	CLM	Elizabeth Rose	2006-10-22	—	3863457873	4365 Baseline Rd, San Antonio, TX, 78235	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425484	CLM	Carl Coleman	1970-03-15	UHC-95130-07	9847669139	3129 Church St, San Antonio, TX, 78288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425483	CLM	Carl Coleman	1970-03-15	UHC-95130-07	9847669139	3129 Church St, San Antonio, TX, 78288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406890	CLM	Priya Cook	1956-08-04	—	8593901606	8550 Cedar Ln, Eden Prairie, MN, 55326	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406889	CLM	Priya Cook	1956-08-04	—	8593901606	8550 Cedar Ln, Eden Prairie, MN, 55326	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417475	CLM	Patterson H Bill	1974-02-18	UHC-70673-52	9662483732	9035 Sunset Blvd, Miami, FL, 33172	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427194	CLM	Albert Watkins	2008-09-26	UHC-76579-96	6938904629	6358 Ridge Rd, Tucson, AZ, 85780	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430421	CLM	Dennis Nelson	1992-09-02	—	—	8076 Valley View Dr, Scottsdale, AZ, 85218	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431619	CLM	Evelyn Vargas	1995-06-15	—	—	8105 Church St, Glendale, AZ, 85347	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-405956	CLM	Patrick West	1961-09-23	UHC-73334-92	—	5599 Maple Ave, Tampa, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-406135	CLM	Donald Meyer	1987-07-10	UHC-63332-29	8529518013	5980 Washington St, Columbus, OH, 43211	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-427934	CLM	Valentina Payne	1974-01-26	—	—	4929 Church St Apt 5, Jacksonville, FL, 32288	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
CLM-428993	CLM	Jack Pena	2004-03-20	UHC-35249-07	—	4207 Baseline Rd, Phoenix, AZ, 85083	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418809	CLM	Jordan Greene	1986-10-12	UHC-15739-92	—	3593 Central Ave, Dallas, TX, 75244	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430416	CLM	Valentina T Guerrero	1977-09-18	UHC-71193-02	—	7765 Grand Ave, Columbus, OH, 43232	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418329	CLM	Hannah Willis	1973-05-27	UHC-29058-11	9126050434	9616 Harbor Blvd, Phoenix, AZ, 85023	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430518	CLM	Lori Garza	1957-07-24	UHC-77444-75	—	6528 River Rd, Los Angeles, CA, 90017	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415124	CLM	Omar Richardson	1973-05-16	UHC-04522-73	—	903 Broadway, Tampa, FL, 33633	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-425519	CLM	Eric Warren	1998-06-01	UHC-46478-91	2809585707	9407 Cedar Ln, Tampa, FL, 33631	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430712	CLM	Brittany Banks	1948-07-03	UHC-86957-86	—	493 Camelback Rd, Orlando, FL, 32858	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-416511	CLM	Yang Austin	1968-02-23	UHC-44918-67	9658041536	1316 River Rd, Tampa, FL, 33670	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401738	CLM	Betty Long	1965-10-14	UHC-18001-61	—	6155 Baseline Rd, Columbus, OH, 43230	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424417	CLM	Noah Cooper	1993-07-02	UHC-85600-23	—	1754 Sage Ct, Las Vegas, NV, 89154	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417793	CLM	Arjun Jimmenez	1994-06-09	—	2808052611	7369 River Rd Apt 20, Phoenix, AZ, 85061	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-429405	CLM	Edward Edwards	1964-11-24	—	—	1315 Apache Blvd, Charlotte, NC, 28241	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429329	CLM	Bryan C Rose	1991-01-28	—	4813886338	3255 Broadway, Chandler, AZ, 85255	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
CLM-414557	CLM	Ashley Alvarado	1992-05-17	UHC-25866-63	5858307848	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431784	CLM	McHelle Le	1978-11-05	—	—	6244 Apache Blvd, Austin, TX, 78746	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-403266	CLM	Kenneth Cooper	1999-04-06	UHC-97521-32	4474774516	6394 Baseline Rd, Mesa, AZ, 85234	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407141	CLM	Meteo Kelly	1947-07-10	—	—	9270 Elm St, San Diego, CA, 92165	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405070	CLM	Alan Aguilar	1941-11-05	UHC-72077-72	5943606724	7777 Hillcrest Rd, Miami, FL, 33170	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403795	CLM	Brittany Vargas	2002-05-22	UHC-94718-15	2644601163	2068 Union St, Plano, TX, 75088	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

13,120 rows, page 111 of 263Previous Next