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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-431273	CLM	Russell Schultz	1981-01-04	UHC-35071-02	6498910779	4539 Market St, Scottsdale, AZ, 85227	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-404356	CLM	Roy Olson	1967-08-06	UHC-36243-10	5185483978	6622 Bayshore Dr, Chandler, AZ, 85200	0.76	Date of birth reformatted 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-407736	CLM	Andrew D Miller	1956-04-11	UHC-75854-99	7552888775	3855 Park Pl, Los Angeles, CA, 90001	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-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-416011	CLM	Jordan Bailey	1963-06-28	UHC-61063-87	5903217949	7325 Harbor Blvd, Eden Prairie, MN, 55313	0.76	Phone reformatted Street suffix standardised Address re-cased City 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-404331	CLM	Randy Tucker	1982-03-15	UHC-72020-56	2363621547	9264 Mesa Dr, Orlando, FL, 32840	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-413007	CLM	Camila E Weaver	1976-10-02	—	5518171644	1120 Spring St, Tempe, AZ, 85298	0.76	Date of birth reformatted Phone 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-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-421797	CLM	Kathleen Tran	1975-04-20	UHC-59783-86	3623599237	4373 Central Ave, Miami, FL, 33166	0.76	Phone reformatted 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-418399	CLM	Christian Singh	1982-01-01	—	3588723278	3214 Washington St, Austin, TX, 78763	0.76	Date of birth reformatted 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-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
CLM-428192	CLM	Rebecca Campbell	1938-06-11	UHC-89802-47	5877750928	7151 Church St, Austin, TX, 78776	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400996	CLM	Diane Washington	1971-08-01	UHC-22655-79	—	6998 Bayshore Dr, Plano, TX, 75068	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417557	CLM	Barbara Hansen	1998-05-22	—	8727913356	1050 Grand Ave, Tampa, FL, 33676	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-427507	CLM	Brucce Q Peterson	1945-11-18	UHC-86369-01	—	6573 Harbor Blvd, Gilbert, AZ, 85294	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408826	CLM	Juan Ellis	1996-07-02	—	—	3402 River Rd, Eden Prairie, MN, 55362	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-427275	CLM	Maria Stewart	2006-12-26	UHC-45508-52	—	9251 Pine Dr, Eden Prairie, MN, 55398	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415654	CLM	Christine O Valdez	1942-10-24	UHC-97505-59	4996053513	220 Pine Dr, Seattle, WA, 98107	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418839	CLM	Jonathan Aguilar	1951-05-10	UHC-85529-50	7305567436	9826 Indian School Rd, Atlanta, GA, 30393	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404156	CLM	Wayne Luna	1962-06-10	UHC-07761-24	5749302894	9398 Willow Ct, Chandler, AZ, 85235	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417438	CLM	Samuel Rodriguez	1957-12-02	—	—	9608 Meadow Ln, Plano, TX, 75018	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431640	CLM	Sofia Scott	1969-07-19	UHC-21371-17	—	6149 Cedar Ln, Eden Prairie, MN, 55365	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407834	CLM	Roger X Stephens	1991-01-11	UHC-94066-98	—	8151 Indian School Rd, Jacksonville, FL, 32282	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405588	CLM	Omar Rchardson	1941-06-13	—	7725403106	8804 Baseline Rd, Chandler, AZ, 85250	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-407922	CLM	Donald Aguilar	1950-07-15	UHC-95936-49	—	3477 Bayshore Dr, Columbus, OH, 43241	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420198	CLM	Heather Freeman	1961-09-08	UHC-82586-58	—	2537 Grand Ave, Orlando, FL, 32846	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401500	CLM	Judy Nguyen	1972-11-15	UHC-34093-90	—	5497 Main St, Columbus, OH, 43277	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 166 of 376Previous Next