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-416724	CLM	Joyce Cole	1985-05-25	UHC-80112-12	—	2045 Oak St, Fresno, CA, 93728	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404434	CLM	Scott Moreno	1984-10-06	UHC-00221-37	—	3320 Cedar Ln, Dallas, TX, 75245	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429608	CLM	Margaret A Young	1964-09-18	UHC-01006-89	7357229670	6220 Valley View Dr, Austin, TX, 78772	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432378	CLM	Billy Chapman	1967-07-28	UHC-98525-46	—	4007 Grand Ave, Charlotte, NC, 28283	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-408320	CLM	Gregory L Pierce	1941-04-14	UHC-82947-32	—	1955 Maple Ave, San Antonio, TX, 78299	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407144	CLM	Dylan Watkins	2007-10-27	UHC-44967-83	8029169881	343 Bayshore Dr, Seattle, WA, 98191	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432401	CLM	Alice Y McDonald	1993-09-23	UHC-21511-16	7092161458	4747 Elm St, Los Angeles, CA, 90057	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-429492	CLM	Tricia Wilson	1962-09-25	UHC-11066-40	2682941704	7558 Mesa Dr, Columbus, OH, 43220	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420761	CLM	Nicole Larson	1949-01-24	UHC-63811-69	2174414087	3049 Highland Ave, Los Angeles, CA, 90094	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422313	CLM	Lisa U Ferguson	1965-10-13	UHC-46337-12	5077289719	4972 Cedar Ln, Eden Prairie, MN, 55370	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407873	CLM	Russell Jenkins	1981-01-19	UHC-53169-39	3286834487	3948 Church St, Sacramento, CA, 95868	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401891	CLM	Olivia Peterson	1981-08-21	UHC-82814-76	8402057356	2619 Union St, Phoenix, AZ, 85001	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402392	CLM	Carl Mrales	1979-12-15	—	—	5098 Market St, Orlando, FL, 32800	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416264	CLM	Dylan Olson	1954-01-06	UHC-51513-29	8749720292	6024 Desert Sky Blvd, Plano, TX, 75091	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429725	CLM	Denise Burns	1987-02-12	UHC-01051-87	—	501 Grand Ave, Mesa, AZ, 85299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430282	CLM	Christina Daniels	1967-09-05	UHC-59560-45	3256957947	2647 Washington St, Miami, FL, 33137	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425272	CLM	Roger Myers	2003-10-14	—	—	4575 Cedar Ln, Charlotte, NC, 28281	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425661	CLM	Ben Turner	1986-11-22	UHC-15001-22	8614303476	8717 Desert Sky Blvd, San Antonio, TX, 78209	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407244	CLM	Debbie Jackson	1951-07-21	—	6517170507	8786 Jefferson Ave # 194, Las Vegas, NV, 89108	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-426213	CLM	Nancy Peters	1996-11-07	UHC-86599-46	—	8113 Harbor Blvd, Chandler, AZ, 85237	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-401026	CLM	Maria Long	1972-11-04	—	—	5897 Central Ave, Glendale, AZ, 85322	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404522	CLM	Camila Perez	1974-09-02	UHC-02092-18	8224217416	3967 Highland Ave, Los Angeles, CA, 90065	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432100	CLM	Jason Rogers	1955-10-21	UHC-81029-91	7383966102	3757 Pine Dr, Minneapolis, MN, 55414	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409368	CLM	Elizabeth Diaz	1942-03-04	UHC-18660-05	7242315582	6510 Apache Blvd, Denver, CO, 80214	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426141	CLM	Christopher Clark	1970-08-06	UHC-32284-45	—	8980 Church St, San Antonio, TX, 78273	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402545	CLM	Lucia Hansen	1985-01-22	UHC-40817-20	3357434090	671 Maple Ave, Mesa, AZ, 85293	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-403417	CLM	Bruce Carr	1996-02-21	UHC-44424-97	—	6700 Hillcrest Rd, Chandler, AZ, 85241	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-401155	CLM	Jackie Weber	1980-01-06	UHC-14018-87	3005370105	2662 Camelback Rd, Mesa, AZ, 85260	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407668	CLM	Kevin Scott	1977-09-05	—	9182819105	4444 Willow Ct, Nashville, TN, 37251	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405288	CLM	Carl Kennedy	1947-07-22	UHC-27655-75	—	—	0.76	Name split from “Last, First”Date of birth reformatted Email lower-cased Plan code upper-cased+2 more
CLM-409444	CLM	Ethan Alvarez	1955-12-04	UHC-95573-58	—	349 Mountain View Dr, Nashville, TN, 37269	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429083	CLM	Diaana Hunter	1979-08-04	UHC-94261-15	3552938225	5523 Central Ave, Tampa, FL, 33646	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-426939	CLM	Randy Munoz	2003-09-18	UHC-21023-01	3436893410	7660 Central Ave, Sacramento, CA, 95872	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421904	CLM	Ryan Burke	2001-08-12	UHC-76409-12	3333786791	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-426667	CLM	Ana Lee	1945-12-22	—	—	8520 Washington St, Fresno, CA, 93791	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406930	CLM	Rebecca Harrison	1997-11-28	—	9826424169	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420601	CLM	Nicholas Clark	1963-11-09	UHC-59054-98	—	7847 Highland Ave, San Diego, CA, 92198	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420600	CLM	Nicholas Clark	1963-11-09	UHC-59054-98	—	7847 Highland Ave, San Diego, CA, 92198	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410099	CLM	Rachel C Hughes	1963-04-07	—	—	6194 Willow Ct, Austin, TX, 78713	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415202	CLM	Emily Contreras	1984-11-12	UHC-92691-05	—	1247 Baseline Rd, San Antonio, TX, 78220	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415052	CLM	Albert Hall	1981-10-24	UHC-09057-91	4889737661	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-414890	CLM	David Ryan	1956-10-15	—	—	5705 Pine Dr, Tempe, AZ, 85247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402337	CLM	Tommy Rios	1948-10-16	UHC-86093-47	—	9851 Hillcrest Rd, Fresno, CA, 93708	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413417	CLM	Bobby Miller	1995-01-10	—	—	3637 Harbor Blvd, Tucson, AZ, 85759	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402794	CLM	Jack Reed	1963-04-03	UHC-42013-97	7437110930	9195 River Rd, Charlotte, NC, 28255	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431783	CLM	Mariana Morrison	2006-09-09	—	—	279 Jefferson Ave, Tucson, AZ, 85715	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405462	CLM	Jess Alexannder	1973-06-17	—	5955116045	5403 Jefferson Ave, Phoenix, AZ, 85034	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413308	CLM	Cynthia M Ray	1944-07-28	UHC-77905-14	—	2807 Lake View Rd, Houston, TX, 77071	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414845	CLM	Betty Peters	1990-01-10	—	—	143 Desert Sky Blvd, Chandler, AZ, 85232	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-409312	CLM	Douglas Pierce	1939-01-26	—	—	2467 Church St, Glendale, AZ, 85304	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more

10,559 rows, page 89 of 212Previous Next