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-407524	CLM	Kelly Nunez	1969-07-08	UHC-71535-19	—	2972 Washington St, Phoenix, AZ, 85025	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-424047	CLM	Henry Ross	1987-12-05	UHC-22131-74	—	2139 Spring St, Tucson, AZ, 85788	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-424048	CLM	Henry Ross	1987-12-05	UHC-22131-74	—	2139 Spring St, Tucson, AZ, 85788	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-404621	CLM	Scott Singh	1941-06-19	UHC-63799-34	4334896845	2352 Oak St, Nashville, TN, 37205	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-402075	CLM	Michael Z Buyd	1992-07-23	UHC-19257-78	3975431757	5328 Ridge Rd, San Antonio, TX, 78231	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-407625	CLM	Betty Perkins	1986-12-19	UHC-63108-91	—	938 Central Ave, Denver, CO, 80257	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-430155	CLM	Rachel S Taylor	2004-08-20	UHC-30724-46	—	391 Broadway, Houston, TX, 77023	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-415561	CLM	Olivia Perez	1963-04-16	—	—	2563 Park Pl, Las Vegas, NV, 89137	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-421751	CLM	Dylan Y Scott	1972-08-11	—	—	931 Park Pl, Austin, TX, 78727	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-420177	CLM	Donald Vazquez	1967-07-25	UHC-46967-70	—	3799 Indian School Rd, Miami, FL, 33155	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-426272	CLM	Ruth I Dixon	1938-07-22	UHC-79049-36	9319270788	4358 Park Pl, Glendale, AZ, 85349	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-424280	CLM	Adam Taylor	1958-11-06	UHC-10122-04	—	5074 Ocean Ave, Scottsdale, AZ, 85252	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-406384	CLM	Vincent Jenkins	1960-10-26	UHC-91130-49	—	789 Oak St, Tampa, FL	0.78	Name re-cased City re-cased ZIP missing Plan code upper-cased+1 more
CLM-410024	CLM	Christian Bowman	2007-09-01	UHC-31624-32	5558767508	9778 Willow Ct, Las Vegas, NV, 89171	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-403806	CLM	Austin H Mednoza	1939-04-11	—	—	4656 Baseline Rd, Chandler, AZ, 85245	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-421865	CLM	Harold Rivera	1954-10-21	UHC-92156-95	—	2011 Park Pl, Jacksonville, FL, 32254	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-427761	CLM	Kimberly Vega	1977-08-09	UHC-19644-11	—	914 Camelback Rd, Glendale, AZ, 85367	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-420697	CLM	Sarah Hill	1954-06-20	UHC-70738-77	7535001484	9678 Market St, Charlotte, NC, 28281	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-417358	CLM	Billy Edwrds	1985-12-05	UHC-09876-01	—	5729 Camelback Rd, Tempe, AZ	0.78	Name re-cased City re-cased ZIP missing Plan code upper-cased+1 more
CLM-404991	CLM	Sam K Cruz	1982-01-09	—	—	9457 Church St, Scottsdale, AZ, 85233	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-419804	CLM	Ann Singh	1944-09-18	—	—	1013 Camelback Rd, Fresno, CA, 93720	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-427509	CLM	Arthur Ray	2005-05-23	—	—	1716 Canyon Rd, Tampa, FL, 33617	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-424494	CLM	Ryan Ramirez	1940-06-16	—	—	2106 Cedar Ln, Sacramento, CA, 95845	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-410621	CLM	Fatima McDonald	—	—	7334039534	4487 Washington St, Los Angeles, CA, 90056	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-425429	CLM	Denise Wilson	1987-11-14	UHC-05747-60	—	420 Hillcrest Rd, San Diego, CA	0.78	Date of birth reformatted Member ID reformatted City re-cased ZIP missing+1 more
CLM-404050	CLM	Gregory O Pierce	1958-11-16	UHC-05854-23	3152055396	8670 Union St, Eden Prairie, MN, 55370	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414679	CLM	Phillips Eddie	1997-07-02	UHC-73690-84	—	4980 Sunset Blvd, Columbus, OH, 43216	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-413472	CLM	Jonathan Dunn	1997-09-20	—	—	6111 Mountain View Dr, Miami, FL, 33188	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-420928	CLM	Theresa G Parker	1993-08-02	—	—	3084 Willow Ct, Plano, TX, 75087	0.78	City re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405019	CLM	Abigail O George	1949-07-17	—	7176642774	4278 Union St, Jacksonville, FL, 32221	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-416793	CLM	Mason Garcia	2005-05-04	UHC-90864-72	—	4991 Park Pl, Miami, FL, 33170	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-405623	CLM	Timothy Howell	1953-09-28	UHC-30686-19	5526915775	5103 Oak St, Plano, TX, 75062	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-420375	CLM	David Young	1971-11-09	UHC-49220-87	8316705858	2689 Maple Ave, Tucson, AZ, 85710	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-411459	CLM	Carl Montgomery	1962-08-11	UHC-57349-54	4322156600	1278 Lake View Rd, Seattle, WA, 98151	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-425368	CLM	Aaron Edwards	1998-02-07	—	—	6545 Pine Dr, Nashville, TN, 37254	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-412608	CLM	Sandra Nelson	1965-05-01	UHC-08541-69	3526148150	699 Desert Sky Blvd, Fresno, CA, 93771	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421893	CLM	Andrew K Tucker	1980-06-07	UHC-92091-72	—	336 Indian School Rd, Sacramento, CA, 95842	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-426868	CLM	Wei Garza	1973-05-16	—	—	4564 Ocean Ave, Atlanta, GA, 30306	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-426440	CLM	Ryan Santos	1943-02-27	—	—	6112 Sunset Blvd, Glendale, AZ, 85366	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-422381	CLM	Kyle Q Castillo	1959-12-21	UHC-18191-50	6406022389	4313 Grand Ave, Tempe, AZ, 85299	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-407688	CLM	Natalie Burton	1968-05-28	UHC-11073-50	—	523 Main St, Tucson, AZ, 85769	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-400683	CLM	Anthony Kelly	1999-12-23	UHC-84357-74	—	5361 Sunset Blvd, Eden Prairie, MN, 55325	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-400626	CLM	Jesse J Price	1961-07-28	—	—	5432 Highland Ave, Mesa, AZ, 85265	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-406952	CLM	David Lee	1961-01-02	UHC-73882-26	—	997 Desert Sky Blvd, Mesa, AZ, 85284	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-409021	CLM	Mei Mejia	1987-08-02	UHC-42573-98	6409461791	1454 Mesa Dr, Fresno, CA, 93722	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-412848	CLM	Kathleen Butler	1997-07-03	—	5743413084	7271 Jefferson Ave, Jacksonville, FL, 32263	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-418769	CLM	Sean Reynolds	1989-10-25	UHC-33152-78	—	7232 Broadway, Charlotte, NC, 28298	0.78	Member ID reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-419036	CLM	Becky Williams	1980-04-20	UHC-32568-63	9349285863	1967 Union St, Charlotte, NC, 28278	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419070	CLM	Christine Banks	1957-10-20	UHC-95380-74	—	1950 Valley View Dr, Tempe, AZ, 85220	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-416302	CLM	Philip Watson	1968-01-28	UHC-44423-90	8264190894	1330 Maple Ave, Houston, TX, 77048	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more

5,235 rows, page 74 of 105Previous Next