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

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102284	ENR	Teresa G Hanson	1968-11-19	UHC-00302-33	9135999002	6035 Indian School Rd, Jacksonville, FL, 32265	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
ENR-129084	ENR	Alexander Wlels	1997-01-06	UHC-49517-10	8596896809	5592 Broadway, Los Angeles, CA, 90067	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-404582	CLM	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-404144	CLM	Kathleen K Carpenter	1965-06-13	UHC-24892-68	2586454641	—	0.74	Name re-cased Phone reformatted Member ID reformatted Gender normalised+3 more
ENR-138458	ENR	Keith V Gibson	1941-10-01	UHC-42791-01	2168270438	5528 Broadway, Scottsdale, AZ, 85286	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+3 more
PRV-27709	PRV	Ann U Bailey	2005-01-06	—	8347556210	6633 Oak St, Chandler, AZ, 85210	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
ENR-115384	ENR	Grace Z Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave, San Diego, CA, 92192	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115385	ENR	Grace Z Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave, San Diego, CA, 92192	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-100496	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-100497	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-126872	ENR	Gloria V Johnson	1987-03-02	UHC-44130-97	6965214868	3218 Hillcrest Rd, Orlando, FL, 32826	0.74	Name re-cased Date of birth reformatted Phone reformatted City 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
TPA-55448	TPA	Kevin Perkins	1946-09-13	—	8983675834	3108 Lake View Rd, San Diego, CA, 92117	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-21997	PRV	Mason X Patterson	1938-12-27	—	2144381962	1492 Willow Ct, Los Angeles, CA, 90039	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-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-402585	CLM	Russell Le	1941-05-10	UHC-19416-53	7007392456	—	0.74	Name re-cased Phone reformatted Member ID reformatted Gender normalised+3 more
CLM-421641	CLM	Sarah Richards	1969-07-06	—	8643960585	5747 Palm Dr, Scottsdale, AZ, 85223	0.74	Name re-cased City re-cased State code upper-cased Gender normalised+3 more
ENR-142348	ENR	Brandon Santiago	1970-11-04	UHC-64971-04	4058639114	9606 Spring St, Phoenix, AZ, 85076	0.74	Phone reformatted City re-cased State code upper-cased Email lower-cased+3 more
ENR-126321	ENR	Willie H Lynch	1987-06-03	UHC-89113-25	3562002780	3720 Park Pl, Glendale, AZ, 85380	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
CLM-421566	CLM	Julie Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-140108	ENR	Evelyn Santiago	1990-11-28	—	2074599198	238 Lake View Rd, Houston, TX, 77029	0.74	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+3 more
CLM-430911	CLM	Jose Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-141429	ENR	Rebecca Payne	1939-03-10	UHC-73170-37	6297749005	1740 Union St, Nashville, TN, 37257	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-418566	CLM	Lawrence Alvarado	1956-02-11	UHC-24233-95	8478193882	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-425109	CLM	Jerry W Carlson	1968-03-22	—	7747935492	6575 Market St, Orlando, FL, 32873	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-103450	ENR	Madison Jones	1997-09-09	UHC-46381-97	2644496707	4925 Palm Dr, Tucson, AZ, 85784	0.74	Name re-cased Date of birth reformatted City re-cased Email lower-cased+3 more
PRV-20858	PRV	Emily N Perkiins	1988-03-16	—	8845902415	8902 Union St, San Antonio, TX, 78206	0.74	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
ENR-113805	ENR	Walter Moreno	1948-02-08	UHC-57962-48	2207894625	968 Park Pl, Charlotte, NC, 28220	0.74	Name re-cased Member ID reformatted City re-cased Email lower-cased+3 more
PRV-20480	PRV	Santiago Rivera	1951-02-05	—	4276567861	3442 Camelback Rd, Minneapolis, MN, 55443	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-122671	ENR	Madison V Weber	1972-03-07	UHC-85127-96	2629504308	1549 Broadway, Glendale, AZ, 85363	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-135396	ENR	Julia L Miller	2000-08-25	UHC-18416-24	6243097387	2014 Jefferson Ave, Tempe, AZ, 85238	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-106701	ENR	Justin Wong	1960-01-10	UHC-66794-56	5583050718	4253 Forest Ave, Tucson, AZ, 85741	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-103553	ENR	Kathleen U Madina	1942-08-15	UHC-06034-54	8202887015	1063 Desert Sky Blvd, Glendale, AZ, 85349	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-420207	CLM	Albert T Sandoval	1941-10-21	UHC-70056-48	3167710019	9266 Forest Ave, Tampa, FL, 33615	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-425366	CLM	Janet Davis	1974-06-07	UHC-23902-55	9444432708	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-114955	ENR	Henry Murray	1946-02-20	UHC-84477-27	3549874866	3057 Forest Ave, Columbus, OH, 43262	0.74	Name re-cased Phone reformatted Email lower-cased Gender normalised+3 more
ENR-137445	ENR	Megan A Carter	1980-10-13	UHC-66312-14	6069038480	4534 Forest Ave, San Diego, CA, 92152	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-104093	ENR	Diana Tran	1972-04-06	UHC-97796-42	4294840474	8732 Broadway, Tucson, AZ, 85728	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-429592	CLM	Marcus Russell	1975-05-21	UHC-96252-01	—	1187 Church St, Gilbert, AZ, 85212	0.74	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+3 more
CLM-400366	CLM	Aisha Martinez	1982-02-27	UHC-74899-52	7212464143	6467 Broadway, Orlando, FL, 32886	0.74	Name re-cased Phone reformatted Member ID reformatted Address re-cased+3 more
PRV-21298	PRV	John Wast	1938-01-22	UHC-39164-01	7749919668	8348 Market St, Austin, TX, 78748	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-423487	CLM	Mary Patel	1985-08-12	UHC-02629-56	5106015184	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-423488	CLM	Mary Patel	1985-08-12	UHC-02629-56	5106015184	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-109458	ENR	Grace U Patterson	1983-05-26	UHC-32210-74	4177646397	3189 Maple Ave, Austin, TX, 78706	0.74	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+3 more
PRV-29204	PRV	Charles Z Jimenez	1946-02-17	UHC-25702-22	9815565596	5023 River Rd, Austin, TX, 78767	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20822	PRV	Beverly Taylor	1996-03-12	UHC-10404-50	4842487245	8531 Canyon Rd, Mesa, AZ, 85240	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
TPA-63954	TPA	Ashley Carpenter	1967-01-15	—	9056009029	3832 Ocean Ave, Denver, CO, 80255	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-115655	ENR	Deborah Z Marshall	2003-04-02	UHC-30718-59	6989848841	7085 Broadway, Dallas, TX, 75206	0.74	Name re-cased Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-104166	ENR	Ana Hamilton	1990-11-09	UHC-46536-08	3099029073	8530 Union St, Scottsdale, AZ, 85282	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more

16,828 rows, page 253 of 337Previous Next