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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432203	CLM	Helen Jacobs	1998-02-04	UHC-52233-84	7632433077	2811 Desert Sky Blvd, Las Vegas, NV, 89160	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-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-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-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-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-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-429788	CLM	Nanyc Q Marshall	1961-03-10	UHC-91729-28	2635545355	9776 Main St, Phoenix, AZ, 85073	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407707	CLM	Marcus Jones	1952-02-04	UHC-16298-63	—	9174 Indian School Rd, Tampa, FL, 33621	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412541	CLM	Debra Powell	1945-02-07	UHC-90874-75	—	4358 Forest Ave, Tampa, FL, 33622	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+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-424583	CLM	Dylan Burke	1977-10-22	UHC-49908-79	—	4906 Mountain View Dr, Las Vegas, NV, 89179	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410699	CLM	Brandon Armstrong	1959-11-13	UHC-84467-90	—	2641 Apache Blvd, Denver, CO, 80281	0.74	Name re-cased Date of birth 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-422798	CLM	Shirley R Hunter	1958-03-17	—	—	4214 Spring St, San Diego, CA, 92173	0.74	Name re-cased Street suffix standardised Address re-cased City re-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-422073	CLM	Sharon Vega	1970-01-16	UHC-51699-03	6665859164	6900 Baseline Rd, San Diego, CA, 92104	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403789	CLM	Samuel Ramirez	1986-05-28	UHC-35438-68	5425687978	895 Church St, Glendale, AZ, 85376	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407200	CLM	Wei Gonzales	1950-07-11	UHC-13014-37	7722097302	2897 Grand Ave, Las Vegas, NV, 89180	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425097	CLM	Valentina White	1946-10-18	UHC-42715-20	5989153520	5207 Jefferson Ave, Gilbert, AZ, 85222	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430932	CLM	Mateeo Harvey	1969-12-25	UHC-78172-12	—	8811 Mountain View Dr, Las Vegas, NV, 89180	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426079	CLM	Vincent Butler	1958-03-24	UHC-67979-89	7492831037	966 Bayshore Dr, Miami, FL, 33177	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405987	CLM	Deborah Vasquez	1956-12-13	—	3792788435	6123 Highland Ave, San Diego, CA, 92150	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409745	CLM	Aisha Mason	2002-10-17	UHC-99034-92	—	7936 Willow Ct, Seattle, WA, 98128	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428361	CLM	Bradley Warren	2005-07-23	—	5883727120	93 Valley View Dr, Atlanta, GA, 30385	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422428	CLM	Doris N Ford	1978-03-15	—	4094082386	616 Lincoln Way, Eden Prairie, MN, 55303	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402143	CLM	Kenneth Pierce	1955-08-04	UHC-21426-20	5406534124	5052 Mountain View Dr, Tempe, AZ, 85251	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426156	CLM	Russell Schultz	1964-07-04	UHC-11427-28	—	1372 Forest Ave, Plano, TX, 75033	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
CLM-404957	CLM	Katherine R Austin	1964-01-09	—	6152244394	8602 Main St, Jacksonville, FL, 32240	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422176	CLM	Vincent Holmes	1942-09-03	UHC-45761-46	6069749908	2193 Maple Ave Apt 9, Seattle, WA, 98170	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-412326	CLM	Juan Harris	1965-11-17	—	7794991234	5790 Cedar Ln, Sacramento, CA, 95802	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420371	CLM	Gabriel Thompson	1953-09-15	—	4973179802	1380 Washington St, Nashville, TN, 37220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424612	CLM	Peter Patel	1945-04-20	UHC-99963-63	—	981 Union St, Chandler, AZ, 85264	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-401273	CLM	Mason Porter	1984-11-16	—	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401272	CLM	Mason Porter	1984-11-16	—	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405041	CLM	Judy Sanders	1961-06-20	—	6016220859	8196 Ridge Rd, Los Angeles, CA, 90032	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416156	CLM	Priya Welch	1991-08-20	—	8995936937	8413 Ocean Ave, Nashville, TN, 37244	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406730	CLM	Brenda Day	1975-08-25	UHC-90446-52	9707146699	8929 Willow Ct, Tucson, AZ, 85752	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431626	CLM	Gabriel Rios	1960-07-09	UHC-91956-10	4886347198	4839 Ocean Ave, San Antonio, TX, 78264	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402686	CLM	Noah Lawrence	1965-07-20	UHC-16878-36	2895613596	169 Baseline Rd, Minneapolis, MN, 55443	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412847	CLM	Jerry Romero	1964-03-24	—	—	855 Lake View Rd, Tucson, AZ, 85786	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412015	CLM	Jerry Price	1957-10-17	UHC-62204-46	—	563 Desert Sky Blvd, Glendale, AZ, 85340	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
CLM-416115	CLM	Jack Sims	1983-09-21	UHC-08090-72	8249894889	8391 Harbor Blvd, Plano, TX, 75073	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-429566	CLM	Alexis Armsrtong	2004-09-05	UHC-43400-99	4566033923	9668 Lincoln Way, Scottsdale, AZ, 85212	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419652	CLM	Jennifer Russell	2003-03-03	UHC-52480-15	2147576362	8600 Ridge Rd, Chandler, AZ, 85287	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427767	CLM	Anthony Harris	2002-11-20	UHC-93261-88	8364390145	6767 Palm Dr, Orlando, FL, 32833	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400237	CLM	Angela Espinooza	1979-07-09	—	2506932916	6531 Ocean Ave, Fresno, CA, 93743	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

5,235 rows, page 47 of 105Previous Next