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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428417	CLM	Tyler Washington	1941-08-11	UHC-77864-45	—	4828 Harbor Blvd, Sacramento, CA, 95892	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-429337	CLM	Laura Berry	1961-02-18	UHC-60478-77	7924332083	5033 Main St, Miami, FL, 33184	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430119	CLM	Kenneth Austin	1999-05-12	UHC-79067-76	2295598320	9530 Forest Ave, Miami, FL, 33121	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426800	CLM	Judy Powell	1950-12-05	UHC-29982-74	—	3896 Sunset Blvd, Tampa, FL, 33642	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400706	CLM	Kyle Nelson	1949-09-04	UHC-49038-08	—	9867 Ridge Rd, Columbus, OH, 43227	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419497	CLM	Richard Y Bennett	1947-10-11	UHC-79772-04	4762349443	9652 Forest Ave, Austin, TX, 78702	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-405279	CLM	Sophia Rojas	1998-07-08	UHC-02551-98	8635440636	2983 Canyon Rd, Columbus, OH, 43274	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405613	CLM	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ, 85234	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416385	CLM	Lara Perez	1961-02-26	—	6774685000	4678 Bayshore Dr, Dallas, TX, 75288	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405179	CLM	Marilyn Aguilar	1977-06-02	UHC-97377-90	—	3638 Bayshore Dr, Dallas, TX, 75200	0.76	Name re-cased Phone missing area code Member ID reformatted City re-cased+2 more
CLM-426160	CLM	Roy Watson	1981-02-16	UHC-53548-27	5969610633	7291 Hillcrest Rd, Glendale, AZ, 85303	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416634	CLM	Bobby L Rice	1938-01-19	UHC-16174-42	5103470594	8491 Desert Sky Blvd, Sacramento, CA, 95810	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407159	CLM	Dylan Stewart	1969-11-13	UHC-17496-87	—	1139 Willow Ct, Mesa, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425090	CLM	Christopher Hall	1951-02-21	UHC-25937-42	—	1703 Spring St, Eden Prairie, MN, 55302	0.76	Date of birth reformatted Phone missing area code Member ID reformatted City re-cased+2 more
CLM-407007	CLM	Emily Silva	1976-12-22	UHC-43687-71	—	4265 Union St, Los Angeles, CA, 90067	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423523	CLM	Ahmed Castro	1993-12-17	—	7727389026	9824 Oak St, Minneapolis, MN, 55444	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428389	CLM	Frank Fernandez	2001-10-12	—	—	6733 Pine Dr, Nashville, TN, 37279	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401183	CLM	Anthony Gardner	2003-11-02	UHC-79973-15	—	2095 Oak St, Mesa, AZ, 85241	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-430322	CLM	Amber McDonald	1956-01-06	—	7746687557	3030 Spring St, Tucson, AZ, 85763	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409626	CLM	Ann Kelley	1967-01-18	UHC-38082-71	—	2306 Union St, Scottsdale, AZ, 85236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426464	CLM	Suusan Bradley	1983-04-27	UHC-85039-25	—	7748 Forest Ave, Scottsdale, AZ, 85241	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401710	CLM	Betty Young	1987-10-28	UHC-02259-50	7782485860	8656 Sunset Blvd, Phoenix, AZ, 85071	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407298	CLM	Ann N Washington	1963-12-28	UHC-77404-59	4203024821	5383 Mountain View Dr, Gilbert, AZ, 85282	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409632	CLM	Madison Butler	2008-01-28	UHC-99173-26	6657307530	9668 Bayshore Dr, San Antonio, TX, 78240	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403861	CLM	Lauren Taylor	1953-08-26	—	—	232 Ocean Ave, Las Vegas, NV, 89119	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431384	CLM	Stephen Mason	1947-02-10	UHC-44082-35	3455110924	5786 Church St, Austin, TX, 78721	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-432095	CLM	Deborah Murray	1968-11-04	UHC-16104-34	—	1166 Park Pl, Las Vegas, NV, 89199	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414190	CLM	Lori Rice	1950-07-23	—	2503648762	5646 Cedar Ln, Mesa, AZ, 85298	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406791	CLM	Laura Holmes	1948-07-28	UHC-29275-38	4663076548	3945 Lincoln Way, Plano, TX, 75063	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425689	CLM	Gloria Gilbert	1990-12-28	—	—	478 Sage Ct, Phoenix, AZ, 85015	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-432765	CLM	Brenda Elliott	1954-10-24	UHC-48551-68	8424556271	2647 Ridge Rd, Columbus, OH, 43272	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409931	CLM	Jose Carter	1996-09-11	UHC-93162-93	5076545104	9314 Jefferson Ave, Jacksonville, FL, 32281	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-411864	CLM	Naalie Garza	1984-06-04	UHC-86293-53	—	6728 Elm St, Austin, TX, 78794	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429995	CLM	Ashley Marquez	1939-01-03	—	4835801301	384 Lake View Rd, Nashville, TN, 37279	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416257	CLM	Philip Marshall	1941-02-24	UHC-91665-33	7685352956	3565 Broadway, Tucson, AZ, 85734	0.76	Phone reformatted Member ID reformatted Address re-cased City re-cased+2 more
CLM-409203	CLM	Mariana J Clark	1963-08-20	UHC-09124-57	4778060019	3422 Mesa Dr, Tempe, AZ, 85251	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412678	CLM	Lucia Dunn	1997-02-28	—	2592768878	3213 Grand Ave, Tempe, AZ, 85277	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418519	CLM	Mrk Lynch	1997-12-19	UHC-56090-39	—	5482 Main St, Orlando, FL, 32838	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408341	CLM	Gloria Le	1940-08-28	UHC-26291-93	8386775087	1542 Highland Ave, Scottsdale, AZ, 85295	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429360	CLM	Peggy Knight	1952-08-24	UHC-23298-02	6384374725	3058 Willow Ct, Tucson, AZ, 85787	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401111	CLM	Timothy Hernandez	1991-07-06	UHC-76166-29	—	3939 Pine Dr, Dallas, TX, 75204	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412141	CLM	Brittany Fowler	1995-11-07	UHC-59225-95	—	3562 Apache Blvd, Austin, TX, 78742	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418350	CLM	Steve Robrtson	1983-07-21	—	—	9329 Canyon Rd, Charlotte, NC, 28263	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404307	CLM	Lawrence Claark	1996-12-10	UHC-09797-27	8802015475	6263 River Rd, Chandler, AZ, 85265	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404731	CLM	Madison Freeman	1960-11-28	UHC-37196-07	5449331530	9182 Willow Ct, Seattle, WA, 98191	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-413182	CLM	Roy Smith	1945-01-07	—	4653773812	5453 Market St, Scottsdale, AZ, 85283	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402782	CLM	Wei Carlson	1949-12-04	—	6729008203	3604 Hillcrest Rd, Glendale, AZ, 85302	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414431	CLM	Justin Snyder	1941-02-25	—	—	6092 Ocean Ave, Scottsdale, AZ, 85205	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418367	CLM	Philip Larson	1953-11-19	UHC-32280-28	4609465524	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-406887	CLM	Priya Cook	1956-08-04	UHC-96152-36	—	8550 Cedar Ln, Eden Prairie, MN, 55326	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 152 of 376Previous Next