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-415156	CLM	Jean Carpenter	1966-02-01	UHC-69541-09	7779916915	3025 Bayshore Dr, Tempe, AZ, 85287	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411679	CLM	Carolyn J Fisher	1951-05-24	UHC-83736-19	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-413293	CLM	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404144	CLM	Kathleen K Carpenter	1965-06-13	UHC-24892-68	2586454641	—	0.74	Name re-cased Phone reformatted Member ID reformatted Gender normalised+3 more
CLM-408540	CLM	Santiago J Fowler	1946-12-10	UHC-38032-37	2975307721	566 Broadway Apt 8, Las Vegas, NV, 89197	0.74	Name re-cased Phone reformatted Unit split from street Address re-cased+3 more
CLM-420789	CLM	Sara Santigao	1996-01-19	UHC-85534-15	2595948101	2345 Valley View Dr, Denver, CO, 80251	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407729	CLM	Luis X Oliver	1999-04-15	UHC-83023-09	6433737907	6924 Oak St, Tucson, AZ, 85772	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432578	CLM	Melissa Allen	1954-02-25	UHC-41301-70	8376521130	9662 Main St, Chandler, AZ, 85284	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424563	CLM	Bruce Burke	1979-08-05	—	3947690549	3592 Market St, Seattle, WA, 98120	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426094	CLM	Kayla Schmidt	1973-12-05	—	6105445206	7183 Sunset Blvd, Columbus, OH, 43276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412459	CLM	Amy Williamson	1988-06-15	—	5662235739	2430 Pine Dr, Orlando, FL, 32868	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417365	CLM	Sirley Griffin	2008-09-22	UHC-80810-02	9153713074	3836 Oak St, Denver, CO, 80262	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401547	CLM	Michael Clrk	1966-05-02	UHC-15951-28	9724733887	3630 Maple Ave, Denver, CO, 80232	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413445	CLM	Emily Sandes	1943-06-20	UHC-15252-88	6952888530	1004 Central Ave, Glendale, AZ, 85313	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-413275	CLM	Joe Peters	1999-06-14	UHC-86752-62	2235846559	4227 Market St, Miami, FL, 33180	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409072	CLM	Nicole Q Jensen	1995-11-22	UHC-78290-10	5034682713	7398 Indian School Rd, Phoenix, AZ, 85066	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404897	CLM	Wayne Weaver	1954-08-08	UHC-84816-21	2849344569	8045 Main St, Austin, TX, 78710	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422775	CLM	Brenda Simmons	1969-10-10	—	9604581012	2504 Hillcrest Rd, San Diego, CA, 92181	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425614	CLM	Bryan V Edwards	1981-02-28	—	9899866288	4716 Park Pl, Tampa, FL, 33600	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405302	CLM	Roger V Jensen	1977-04-21	UHC-86142-77	9604369931	8290 Indian School Rd, Jacksonville, FL, 32293	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414325	CLM	Isabella Park	1972-06-27	UHC-23698-51	6163182710	3705 Hillcrest Rd, Denver, CO, 80290	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400520	CLM	Danielle Fuller	1963-03-07	—	2572606122	8088 Central Ave, Phoenix, AZ, 85057	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423968	CLM	Jonathan Dominguez	1990-09-08	—	4502350403	2989 Lincoln Way, Scottsdale, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-408455	CLM	Mragaret Hunter	2005-01-01	UHC-03826-60	8467827683	2931 Oak St, Chandler, AZ, 85272	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415749	CLM	Brian Reed	1964-12-08	UHC-65423-74	7015018114	586 Ocean Ave, Dallas, TX, 75209	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420352	CLM	Wright Helen	1968-04-24	UHC-67550-86	6238775433	1666 Sunset Blvd, Phoenix, AZ, 85019	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409507	CLM	Adam Garrett	1986-12-01	UHC-27878-40	8079311482	1351 Ocean Ave, Seattle, WA, 98139	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429895	CLM	Ralph T Fowler	1998-08-16	UHC-37591-35	2582588730	3163 Oak St, Miami, FL, 33166	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420695	CLM	Karen Y Perez	1955-07-03	—	4983433474	2263 Palm Dr, Nashville, TN, 37250	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411763	CLM	Isabella Montgomery	2007-08-20	UHC-13566-87	4746184857	2219 Union St, Jacksonville, FL, 32263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416527	CLM	Chuck Griffin	1970-05-26	UHC-14601-23	6163210233	9665 Maple Ave, Mesa, AZ, 85251	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422831	CLM	Timothy U Carpenter	1970-04-07	—	4365542674	8987 Hillcrest Rd, Mesa, AZ, 85217	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429720	CLM	Chuck Reid	1991-01-01	UHC-05817-62	8094845272	4894 Highland Ave, Tucson, AZ, 85761	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425303	CLM	Dot Wgner	1939-09-12	UHC-46359-62	5153165960	9333 Sage Ct, Scottsdale, AZ, 85293	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423360	CLM	Makr Riley	1951-04-23	UHC-38683-19	5008850807	4150 Ridge Rd, Nashville, TN, 37225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401297	CLM	Harold McCoy	1956-04-13	UHC-66918-98	9745926761	7067 Central Ave, Orlando, FL, 32827	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429183	CLM	Jennifer Williamson	1973-12-03	—	6977925414	1510 Forest Ave, Seattle, WA, 98147	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419863	CLM	Samuel Marquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-417524	CLM	Jeremy Young	1981-06-24	—	9063797467	4942 Main St, Las Vegas, NV, 89132	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404147	CLM	Zachary Luna	1949-03-04	UHC-56365-90	4993825921	8165 Harbor Blvd, Glendale, AZ, 85350	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423187	CLM	Jennifer U Weaver	1966-01-21	UHC-23136-26	5179445337	—	0.74	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-421854	CLM	Eric Watson	2005-01-05	—	6615613429	6608 Elm St, Fresno, CA, 93767	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409213	CLM	Nick Patterson	1974-12-05	—	9733221182	9852 Washington St, Tempe, AZ, 85259	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405563	CLM	Shirley Burke	1999-05-25	UHC-99524-15	7857771577	4375 Washington St, San Diego, CA, 92123	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413177	CLM	Judith Lucas	1968-03-18	UHC-90519-50	4814061967	3242 Maple Ave, Fresno, CA, 93791	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-415284	CLM	Justin Perkins	1960-04-24	—	4476065628	4260 Market St, Fresno, CA, 93714	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406522	CLM	Alan Montgomery	1979-04-12	UHC-39258-97	7069753185	8755 Jefferson Ave, Columbus, OH, 43287	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-430516	CLM	Sara Hicks	2001-12-23	UHC-24394-15	4745795639	2890 Mountain View Dr, Sacramento, CA, 95867	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-406989	CLM	Donna B Padilla	1951-10-28	UHC-36891-63	7322627317	6322 Bayshore Dr, Sacramento, CA, 95875	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421526	CLM	Helen Reid	2005-11-28	UHC-88997-72	7597401091	463 Cedar Ln, Mesa, AZ, 85254	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more

11,960 rows, page 84 of 240Previous Next