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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408169	CLM	Julia McDonald	1955-06-09	UHC-85079-53	5538857952	628 Canyon Rd, Los Angeles, CA, 90029	0.76	Name re-cased Phone reformatted Street suffix standardised Address 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-414106	CLM	Eugene Rios	2006-04-25	—	2974255977	9216 Canyon Rd, Las Vegas, NV, 89193	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-402381	CLM	Alan O Garza	1955-01-28	UHC-67562-83	4739159766	8771 Canyon Rd, Phoenix, AZ, 85074	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-416668	CLM	Samatnha Henderson	1945-01-13	—	5783864169	2943 Canyon Rd, Jacksonville, FL, 32266	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-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-430108	CLM	Roger Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418069	CLM	Hiroshi T Ortega	1992-05-26	UHC-13898-70	5708039620	3773 Palm Dr, Dallas, TX, 75266	0.76	Name re-cased Phone 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-411496	CLM	Edward Ward	1939-08-01	UHC-15071-61	4403600369	4128 Washington St, Atlanta, GA, 30301	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426700	CLM	Mason McDonald	1952-09-16	—	4412821838	3129 River Rd, Miami, FL, 33185	0.76	Name re-cased Phone 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-414989	CLM	Lori Elliott	1987-11-02	—	4264130044	6009 Jefferson Ave, Denver, CO, 80248	0.76	Phone reformatted Street suffix standardised Address re-cased City 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-409476	CLM	Aaron Estrada	1988-08-23	UHC-63672-89	3947125800	8086 Pine Dr, Scottsdale, AZ, 85208	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419966	CLM	Donald Collins	1989-08-04	UHC-39777-23	9322769898	1234 Pine Dr, Plano, TX, 75040	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408666	CLM	Julie Coleman	2008-11-17	UHC-45338-86	3247720178	3736 Indian School Rd, Charlotte, NC, 28289	0.76	Name re-cased 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-419579	CLM	Ashley Obrien	1950-02-12	—	5396770252	8933 Ocean Ave, Sacramento, CA, 95866	0.76	Name re-cased 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-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-418924	CLM	Bradley Graay	1942-07-22	UHC-96466-84	7944122851	9015 Valley View Dr, Scottsdale, AZ, 85207	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401491	CLM	Marcus F Mendez	1998-01-10	UHC-43400-14	7578791239	878 Camelback Rd, Chandler, AZ, 85287	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-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-400157	CLM	Mateo Lawson	1960-10-05	—	8324772521	9381 Elm St, Jacksonville, FL, 32219	0.76	Name re-cased 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-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-411115	CLM	Carl Chen	1997-08-15	UHC-16221-28	6119534344	8246 Canyon Rd, Charlotte, NC	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+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-421262	CLM	Randy Lawrence	1952-10-20	UHC-68395-91	4035065606	9077 Oak St, Las Vegas, NV, 89131	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432388	CLM	Walter Santos	1946-09-15	UHC-32733-19	6715910608	8694 Baseline Rd, Nashville, TN, 37234	0.76	Name re-cased Phone 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-400825	CLM	Victoria Jensen	1947-04-21	—	6565923680	2757 Spring St, Sacramento, CA, 95834	0.76	Name re-cased Phone 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-429924	CLM	Stephen Freeman	1991-10-18	—	4962753492	1765 Spring St, Atlanta, GA, 30398	0.76	Phone 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-411699	CLM	Elijah Garza	1955-08-02	UHC-38088-77	3632254182	5045 Broadway, Eden Prairie, MN, 55350	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+2 more
CLM-413233	CLM	Diaan J Valdez	1999-11-04	UHC-88091-78	6172462764	4552 Sage Ct, Las Vegas, NV, 89167	0.76	Two-digit birth year Phone reformatted City re-cased State code upper-cased+2 more
CLM-414390	CLM	Walter Cruz	2003-11-07	UHC-56734-59	8238596850	485 Washington St, Gilbert, AZ, 85277	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404720	CLM	Karen Walker	1965-08-19	UHC-57736-99	4455396447	8920 Grand Ave, Denver, CO, 80288	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414506	CLM	Wei T Willis	1998-11-23	UHC-55764-27	8846613508	107 Meadow Ln, Dallas, TX, 75249	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424665	CLM	Alice Mejia	1942-06-13	UHC-60560-81	2824471224	649 Apache Blvd, Denver, CO, 80254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432075	CLM	Emily Shaw	1992-02-13	—	4262150652	1137 Washington St, Gilbert, AZ, 85258	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 106 of 240Previous Next