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-401688	CLM	Carl King	1958-02-06	UHC-56378-01	2633404744	6441 Mesa Dr, Houston, TX, 77050	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418468	CLM	Brittany Z Rios	1946-01-13	—	2496124145	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416801	CLM	Logan M Taylor	1982-08-28	UHC-41442-10	4464912602	1147 Valley View Dr, Austin, TX, 78749	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
CLM-426859	CLM	Michael Santos	2003-07-12	UHC-41364-96	4978339677	7101 Sage Ct, Miami, FL, 33125	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408991	CLM	Ashley Hanssen	2005-06-15	UHC-64589-54	9172110365	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-403658	CLM	Dorothy Mejia	1939-07-16	UHC-42359-64	3699616081	347 Lincoln Way, Glendale, AZ, 85354	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431231	CLM	Jeremy S Garrett	1946-10-22	UHC-79001-22	6188790007	1633 Indian School Rd, Gilbert, AZ, 85240	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406282	CLM	Eric Q Reed	1967-11-15	—	2587956415	6945 Ridge Rd, Atlanta, GA, 30358	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-412167	CLM	Emma Hofmfan	1975-03-28	—	4352276984	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-407240	CLM	Grace Patterson	1983-05-26	—	4177646397	3189 Maple Ave, Austin, TX, 78706	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-411676	CLM	Grace Gumzan	1982-12-19	UHC-39682-17	7566431855	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-415933	CLM	Diaz Frances	1971-11-09	UHC-59919-29	3814633888	673 Mountain View Dr, Columbus, OH, 43217	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-416022	CLM	Mateo Nguyen	2008-12-17	UHC-58348-24	4393417548	1578 Canyon Rd, Minneapolis, MN, 55459	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429498	CLM	Christopher Davis	1986-04-14	UHC-15407-27	3003032139	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419002	CLM	Taylor Joan	1970-01-11	—	8259749480	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430884	CLM	Joshua D Stevens	1947-07-11	—	7107124016	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-431196	CLM	Scott Stone	1986-06-26	UHC-07176-62	3568083476	5704 Forest Ave, Tempe, AZ, 85214	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-401512	CLM	Karen Rogers	1981-07-19	UHC-25867-04	3648920828	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-406024	CLM	Jesse Fields	1948-04-10	UHC-75871-12	2475310915	829 Central Ave, Dallas, TX, 75288	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407394	CLM	Madson Morneo	1969-01-04	—	5789631746	4876 Broadway, Las Vegas, NV, 89140	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-404679	CLM	Julia Murray	1975-08-10	UHC-55303-54	5737574995	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424919	CLM	Nicole Gilbert	1951-01-25	UHC-93489-42	7702818360	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-401503	CLM	Kimberly A Miller	2002-12-17	UHC-03074-28	5977327599	3861 Ridge Rd, Sacramento, CA, 95833	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408476	CLM	Eric Castro	1968-04-02	—	9256593838	5160 Main St, Seattle, WA, 98197	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427296	CLM	Jeremy West	1938-07-24	UHC-33653-23	4207577384	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-430431	CLM	Joan G Medina	1968-02-10	UHC-51846-88	4538790854	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423396	CLM	Victoria Cook	1987-07-25	—	8377569564	2012 Ridge Rd, San Antonio, TX, 78240	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425527	CLM	Scott Johnston	1965-08-10	UHC-34433-48	3599750648	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-416416	CLM	Edwards Santiago	2001-03-24	—	3697242779	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402265	CLM	Camila Snyder	1953-12-15	UHC-87849-68	3419919078	5462 Union St, Austin, TX, 78776	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-412135	CLM	Roger Rodriguez	1956-03-28	—	8667400237	7531 Valley View Dr, Fresno, CA, 93740	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-404165	CLM	Larry Franklin	1973-09-04	UHC-64798-78	4168405275	9897 Sunset Blvd, Houston, TX, 77017	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-408886	CLM	Lawrence Wrihgt	1939-01-02	UHC-13959-33	2189220061	8382 Harbor Blvd, Plano, TX, 75036	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400385	CLM	Alice Hall	1966-02-09	—	4513227980	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412762	CLM	Ethan Turner	1979-07-21	UHC-63512-82	4725798708	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430754	CLM	Wayne Roberts	1976-04-16	UHC-40291-13	7748769308	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424389	CLM	Sofia K Montogmery	1943-11-05	—	3275451987	9440 Canyon Rd, Glendale, AZ, 85329	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
CLM-418651	CLM	Omar Morales	1965-06-15	UHC-01149-88	8075311364	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416812	CLM	Nancy Contreras	1988-02-04	UHC-44710-83	5184070820	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408362	CLM	Jean Obrien	1964-10-05	UHC-85050-34	6083000354	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405731	CLM	Randy Franklin	1939-02-21	UHC-11089-40	6919244328	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416506	CLM	Joshua Young	2003-09-05	UHC-79976-16	7109692931	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-432298	CLM	Daniel X Pena	1971-01-08	UHC-54987-16	5478946677	9716 Maple Ave, Houston, TX, 77037	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-414950	CLM	Teresa Powell	1949-06-17	UHC-00378-09	7196167688	2685 River Rd, Seattle, WA, 98111	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418469	CLM	Garrett Nicholas	1987-02-16	UHC-58324-10	8963032558	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-407841	CLM	Gloria U Kim	1953-04-03	UHC-38778-99	4409054905	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431808	CLM	Beverly Warren	1949-07-15	—	6807195317	3744 River Rd, Tucson, AZ, 85789	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416840	CLM	Megan Harison	1987-12-25	UHC-84396-20	3183064248	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421073	CLM	Richard W Lucas	1962-05-16	UHC-76193-77	9489632123	2788 Mesa Dr, Tampa, FL, 33651	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-422011	CLM	Mary Guzman	2000-03-27	UHC-44249-22	2579401794	1636 Pine Dr, Las Vegas, NV, 89111	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared

11,960 rows, page 194 of 240Previous Next