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-421436	CLM	David Hill	1969-02-17	UHC-60032-97	—	2886 Mountain View Dr, San Diego, CA, 92173	0.94	Name re-cased City re-cased Placeholder values cleared
CLM-427154	CLM	Lauren Hoffman	1940-07-25	—	—	1201 Meadow Ln, Jacksonville, FL, 32203	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-402088	CLM	Omar S Holmes	1945-03-15	—	—	6094 Meadow Ln, Eden Prairie, MN, 55304	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-416118	CLM	Frances O Reed	1990-02-14	—	—	9448 River Rd, Glendale, AZ, 85372	0.94	City re-cased Whitespace trimmed Placeholder values cleared
CLM-418357	CLM	Kelly Richardson	1959-01-18	—	—	1166 Sunset Blvd, Atlanta, GA, 30394	0.96	City re-cased Placeholder values cleared
CLM-429086	CLM	Thomas Snyder	1999-07-18	UHC-50742-28	5149856368	2100 Baseline Rd, Las Vegas, NV, 89116	0.96	City re-cased Whitespace trimmed
CLM-401715	CLM	Andrea Holmes	1965-05-05	—	—	1113 River Rd, Atlanta, GA, 30336	0.96	City re-cased Placeholder values cleared
CLM-429625	CLM	Susan Williams	2000-06-23	—	3679071705	4391 Lincoln Way, Dallas, TX, 75284	0.96	City re-cased Placeholder values cleared
CLM-432021	CLM	Ashley Gordon	1943-03-21	UHC-37593-82	—	478 Central Ave, Austin, TX, 78792	0.96	City re-cased Placeholder values cleared
CLM-430379	CLM	Brenda Parker	1959-12-24	UHC-50412-36	—	6506 Elm St, Austin, TX, 78775	0.96	City re-cased Placeholder values cleared
CLM-428891	CLM	Jack Espinoza	2001-01-19	UHC-29115-37	—	8268 Meadow Ln, Las Vegas, NV, 89109	0.96	City re-cased Placeholder values cleared
CLM-428367	CLM	Sarah Lewis	2001-04-11	UHC-20890-31	—	2010 Sunset Blvd, Dallas, TX, 75240	0.96	City re-cased Placeholder values cleared
CLM-407176	CLM	Ahmed Wallace	1970-07-11	UHC-37460-16	—	4100 Cedar Ln, Scottsdale, AZ, 85220	0.96	City re-cased Placeholder values cleared
CLM-418254	CLM	Anna Mejia	1953-01-17	UHC-23558-66	—	8238 Broadway, Tucson, AZ, 85782	0.96	City re-cased Placeholder values cleared
CLM-405289	CLM	Ctaherine F Myers	1954-10-08	—	—	6682 Broadway, Mesa, AZ, 85252	0.96	City re-cased Placeholder values cleared
CLM-431209	CLM	Samantha W Burton	1966-06-09	UHC-13043-98	—	3599 Church St, Gilbert, AZ, 85286	0.96	City re-cased Placeholder values cleared
CLM-405261	CLM	Pamela Griffin	1942-08-10	UHC-70075-68	4846451808	9620 Cedar Ln, Fresno, CA, 93700	0.96	City re-cased Placeholder values cleared
CLM-410324	CLM	Betty Hudson	1996-09-16	UHC-99970-03	6657558125	1505 Canyon Rd, Charlotte, NC, 28272	0.96	City re-cased Placeholder values cleared
CLM-411923	CLM	Carol R Walkker	1986-08-16	UHC-53115-36	—	384 Grand Ave, Orlando, FL, 32870	0.96	City re-cased Placeholder values cleared
CLM-427664	CLM	Alexis Bennett	1968-06-04	UHC-65598-14	9674333853	8577 Broadway, Sacramento, CA, 95882	0.96	City re-cased Placeholder values cleared
CLM-412052	CLM	Larry S Carlson	1968-09-07	UHC-21900-73	—	9728 Camelback Rd, San Diego, CA, 92144	0.96	City re-cased Placeholder values cleared
CLM-412051	CLM	Larry S Carlson	1968-09-07	UHC-21900-73	—	9728 Camelback Rd, San Diego, CA, 92144	0.96	City re-cased Placeholder values cleared
CLM-415586	CLM	Ralph Knight	1949-10-18	UHC-81725-26	—	5725 Pine Dr, San Diego, CA, 92142	0.96	City re-cased Placeholder values cleared
CLM-430844	CLM	Michael Padilla	1982-03-20	UHC-55203-13	—	8386 Pine Dr, Miami, FL, 33136	0.96	City re-cased Placeholder values cleared
CLM-411766	CLM	Jeffrey Vazquez	2007-06-12	—	—	2458 Lincoln Way, Houston, TX, 77061	0.96	City re-cased Placeholder values cleared
CLM-416792	CLM	Mason Garcia	2005-05-04	UHC-90864-72	—	4991 Park Pl, Miami, FL, 33170	0.96	City re-cased Placeholder values cleared
CLM-410831	CLM	Steven N Green	2007-05-26	UHC-83463-90	9166339086	17 Oak St, Plano, TX, 75011	0.96	Phone reformatted City re-cased
CLM-407811	CLM	Keith Z Alvarez	2001-08-18	UHC-14541-33	6609361558	6453 Indian School Rd, Charlotte, NC, 28299	0.96	City re-cased Placeholder values cleared
CLM-421835	CLM	Lawrence Wei	1949-01-10	UHC-49718-56	—	2144 Main St, Atlanta, GA, 30343	0.96	City re-cased Placeholder values cleared
CLM-412408	CLM	Shirley Hoawrd	1995-03-21	UHC-42640-50	3086782307	9430 Lincoln Way, Charlotte, NC, 28274	0.96	Date of birth reformatted City re-cased
CLM-418632	CLM	Jonathan Burns	1991-10-02	—	—	9173 Ocean Ave, Chandler, AZ, 85254	0.96	City re-cased Placeholder values cleared
CLM-411168	CLM	Jose Morrison	1962-08-14	—	—	3629 Park Pl, Tucson, AZ, 85771	0.96	City re-cased Placeholder values cleared
CLM-409881	CLM	Bruce Alverez	1981-05-04	—	—	8112 Main St, Dallas, TX, 75291	0.96	City re-cased Placeholder values cleared
CLM-413142	CLM	Sarah Olson	2002-10-06	UHC-21778-67	—	6116 Willow Ct, Fresno, CA, 93786	0.96	City re-cased Placeholder values cleared
CLM-413993	CLM	Anna Clark	1952-04-05	UHC-98211-28	—	7111 Lincoln Way, San Diego, CA, 92156	0.96	City re-cased Placeholder values cleared
CLM-409875	CLM	Jason Guerrero	1949-07-19	UHC-14738-35	—	1164 Indian School Rd, Seattle, WA, 98130	0.96	City re-cased Placeholder values cleared
CLM-424250	CLM	Shirley V Feranndez	1976-10-21	UHC-32823-27	—	3166 Desert Sky Blvd, Tucson, AZ, 85771	0.96	City re-cased Placeholder values cleared
CLM-424785	CLM	Kelly B Willis	1971-12-19	—	—	8540 Sage Ct, Los Angeles, CA, 90029	0.96	City re-cased Placeholder values cleared
CLM-400470	CLM	Stephanie Carlson	2004-04-11	UHC-09860-36	—	4973 Ocean Ave, Eden Prairie, MN, 55355	0.96	City re-cased Placeholder values cleared
CLM-400565	CLM	Janice Kelley	1960-05-25	—	—	5743 Pine Dr, Los Angeles, CA, 90036	0.96	Name re-cased City re-cased
CLM-425110	CLM	Teresa Rivera	1967-12-18	—	—	9292 Forest Ave, Fresno, CA, 93717	0.96	City re-cased Placeholder values cleared
CLM-417894	CLM	Keith Myers	1973-09-21	UHC-62002-94	—	9829 Ridge Rd, Tucson, AZ, 85739	0.96	City re-cased Placeholder values cleared
CLM-431255	CLM	Julie Martinez	1955-04-23	UHC-50684-90	—	19 Maple Ave, Tampa, FL, 33635	0.96	City re-cased Placeholder values cleared
CLM-409343	CLM	Stephen McCoy	1972-04-28	—	—	7456 Harbor Blvd, Glendale, AZ, 85371	0.96	City re-cased Placeholder values cleared
CLM-400002	CLM	Emily Snyder	1992-10-20	UHC-77678-88	—	4648 Baseline Rd, Los Angeles, CA, 90044	0.96	City re-cased Placeholder values cleared
CLM-432253	CLM	Olivia Williams	2008-09-01	—	—	5734 Palm Dr, Los Angeles, CA, 90051	0.96	City re-cased Placeholder values cleared
CLM-413504	CLM	Jennifer Aguilar	1938-06-12	UHC-05140-48	—	1514 Harbor Blvd, Gilbert, AZ, 85210	0.96	City re-cased Placeholder values cleared
CLM-416546	CLM	Linda Wagner	2002-03-03	UHC-24139-33	9868242447	3443 Broadway, Phoenix, AZ, 85037	0.96	Phone reformatted City re-cased
CLM-414824	CLM	John Salazar	1994-07-01	—	—	141 Valley View Dr, Minneapolis, MN, 55466	0.96	City re-cased Placeholder values cleared
CLM-430862	CLM	Joseph Lucas	1963-11-28	UHC-13804-58	6302689018	4555 Lincoln Way, Atlanta, GA, 30345	0.96	City re-cased Placeholder values cleared

5,235 rows, page 104 of 105Previous Next