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

Enrollment, 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-130552	ENR	Hannah Yang	1960-11-12	UHC-38205-90	8628563844	9744 Church St, Tucson, AZ, 85713	0.82	City re-cased Gender normalised Whitespace trimmed
ENR-108081	ENR	Donna Walker	1943-03-11	UHC-21945-59	8946861853	6832 Forest Ave, Mesa, AZ, 85274	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-137770	ENR	Junathan M Snyder	1967-03-07	UHC-98421-67	9722298767	7183 Lake View Rd, Columbus, OH, 43257	0.82	Phone reformatted Email lower-cased Gender normalised
ENR-124973	ENR	Ann Sullivan	1968-11-08	UHC-02506-39	8549065713	6227 Sunset Blvd, Dallas, TX, 75274	0.82	Name re-cased Date of birth reformatted Gender normalised
ENR-120243	ENR	Sophia U Williamson	1944-06-09	UHC-37598-10	—	7952 Grand Ave, Plano, TX, 75077	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
ENR-106455	ENR	Jordan Ramirez	1995-11-26	UHC-27987-27	8045672997	1597 Harbor Blvd, Mesa, AZ, 85262	0.82	Email lower-cased Gender normalised Whitespace trimmed
ENR-114763	ENR	Owens Joe	1955-02-22	UHC-36112-23	5136542587	6789 Cedar Ln, Houston, TX, 77062	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-120757	ENR	Omar I Watkins	1997-01-14	UHC-95823-31	4527556839	2890 Ocean Ave, Dallas, TX, 75253	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-107001	ENR	Bruce Porter	2005-04-15	UHC-38921-20	9752994052	1886 Maple Ave, Tempe, AZ, 85247	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-139806	ENR	Omar I Daniels	1928-04-27	UHC-69239-50	3686329394	5275 Park Pl, Gilbert, AZ, 85219	0.82	Phone reformatted City re-cased Gender normalised
ENR-105693	ENR	Daniel O Duncan	1938-07-21	UHC-24935-31	7425243732	6999 Canyon Rd, Houston, TX, 77066	0.82	Phone reformatted City re-cased Gender normalised
ENR-120073	ENR	Jacob Q Allen	2001-04-10	UHC-64592-60	—	6594 Meadow Ln, Minneapolis, MN, 55458	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109405	ENR	Ana I Price	1949-12-07	UHC-64901-14	5512031933	605 Broadway, Jacksonville, FL, 32257	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-128339	ENR	Isabella X Pena	1952-12-15	UHC-37201-24	4054670229	6705 Grand Ave, San Antonio, TX, 78297	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-110964	ENR	Cheryl Little	1951-06-21	UHC-98539-88	—	8771 Meadow Ln, Eden Prairie, MN, 55382	0.82	Name re-cased Gender normalised Placeholder values cleared
ENR-131467	ENR	Kathleen A Crawford	1964-10-28	UHC-91893-76	4256825536	6694 Maple Ave, Chandler, AZ, 85283	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-120269	ENR	Ronald G Flores	1996-04-24	UHC-43464-13	9415542057	7090 Canyon Rd, Sacramento, CA, 95850	0.82	Phone reformatted State code upper-cased Gender normalised
ENR-114121	ENR	Christina E Ramos	1963-02-12	UHC-50875-92	—	7157 Market St, Los Angeles, CA, 90046	0.82	Name re-cased Email lower-cased Gender normalised
ENR-142925	ENR	Weber Susan	1960-12-03	UHC-37047-32	4764901768	5025 Camelback Rd, Tempe, AZ, 85298	0.82	Name re-cased Phone reformatted Gender normalised
ENR-127013	ENR	Ryan V Black	2007-08-16	UHC-62223-85	4362208983	3868 Lincoln Way, Atlanta, GA, 30353	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-140834	ENR	Bakeer Daneille	1945-05-02	UHC-85743-44	3097084953	129 Maple Ave, San Antonio, TX, 78252	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-100635	ENR	Joan Y Bryant	1958-12-01	UHC-19390-36	5253887592	6477 Spring St, Mesa, AZ, 85287	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
ENR-142429	ENR	Ashley Silva	1993-05-16	UHC-35129-23	3524334723	7620 Sunset Blvd, Chandler, AZ, 85281	0.82	Name re-cased Gender normalised Placeholder values cleared
ENR-103350	ENR	Martha X Hamilton	1972-02-23	UHC-32440-74	4747774134	8699 Lincoln Way, Charlotte, NC, 28295	0.82	Date of birth reformatted Member ID reformatted Gender normalised
ENR-117780	ENR	Jonathan Freeman	1950-11-23	UHC-97811-68	5582189906	230 Sage Ct, Miami, FL, 33196	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-105207	ENR	Sue P Harris	1986-01-07	UHC-90243-60	—	1827 Camelback Rd, Glendale, AZ, 85388	0.82	Name re-cased Gender normalised Placeholder values cleared
ENR-107531	ENR	Tim Ellis	1950-02-04	UHC-65470-84	5873027011	7265 Elm St, Charlotte, NC, 28288	0.82	Date of birth reformatted City re-cased Gender normalised
ENR-133228	ENR	Richard J Jenkins	1953-09-25	UHC-62559-30	4009793863	1374 Forest Ave, Austin, TX, 78715	0.82	Name re-cased Gender normalised Placeholder values cleared
ENR-118129	ENR	Jose J Adams	1938-05-09	UHC-52436-99	3018157190	8059 Elm St, Columbus, OH, 43246	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-100585	ENR	Heather Z Hunt	2001-05-18	UHC-54458-17	8444312433	4288 Baseline Rd, Sacramento, CA, 95890	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-132773	ENR	Amber Davis	1986-12-09	UHC-69598-56	8627675311	6588 Main St, Chandler, AZ, 85203	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-122871	ENR	Diane U Kim	1961-07-22	UHC-20211-16	—	7258 Spring St, Los Angeles, CA, 90069	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
ENR-140547	ENR	Stephen Padilla	1952-08-02	UHC-99631-53	5535673589	2032 Lincoln Way, Las Vegas, NV, 89164	0.82	Name re-cased Phone reformatted Gender normalised
ENR-119547	ENR	Abigail Z Brooks	1992-04-21	UHC-31101-36	5104388223	3405 Harbor Blvd, Orlando, FL, 32801	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-117812	ENR	Jusitn Gilbert	1979-10-17	UHC-98842-28	—	5876 Indian School Rd, Mesa, AZ, 85232	0.82	Email lower-cased Gender normalised Placeholder values cleared
ENR-115475	ENR	Roy Rojas	1996-09-12	UHC-09247-18	2385900445	4151 Washington St, Los Angeles, CA, 90034	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-140089	ENR	Justin Fowler	1981-12-21	UHC-57350-28	8713126401	9821 Sage Ct, Phoenix, AZ, 85081	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-102414	ENR	Sandra Hughes	1952-01-10	UHC-80842-64	—	5269 Grand Ave, Los Angeles, CA, 90057	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-123657	ENR	Nancy O Johnston	1994-08-14	UHC-13915-38	5159073098	3918 Bayshore Dr, Plano, TX, 75039	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-110583	ENR	Diana G Black	1987-07-10	UHC-19098-18	5346623032	1397 Ridge Rd, Tampa, FL, 33657	0.82	Phone reformatted Email lower-cased Gender normalised
ENR-128193	ENR	Joe Y Ferguson	1938-03-21	UHC-87999-31	3102498049	—	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-109349	ENR	Logan Lane	1953-01-13	UHC-29585-43	—	8325 River Rd, San Antonio, TX, 78264	0.82	Name re-cased Gender normalised Whitespace trimmed
ENR-137810	ENR	Nicholas King	1992-05-02	UHC-48082-65	2465985861	2780 Oak St, San Antonio, TX, 78231	0.82	Name re-cased Gender normalised Whitespace trimmed
ENR-120128	ENR	Jesse Murray	1963-12-17	UHC-00502-63	8948422268	2900 Lincoln Way, Jacksonville, FL, 32253	0.82	Name re-cased Phone reformatted Gender normalised
ENR-128538	ENR	Tyler Shaw	2000-01-22	UHC-07105-17	5016323481	7252 Market St, Chandler, AZ, 85212	0.82	Name re-cased City re-cased Gender normalised
ENR-120726	ENR	Don G Murray	2001-12-17	UHC-38778-25	7513713750	7821 Lincoln Way, Sacramento, CA, 95825	0.82	Name re-cased Gender normalised Whitespace trimmed
ENR-129969	ENR	Mara D Reynolds	1984-04-07	UHC-36945-54	5475445772	6424 Lake View Rd, Tempe, AZ, 85240	0.82	Date of birth reformatted City re-cased Gender normalised
ENR-112872	ENR	Ralph Owens	1964-12-11	UHC-21792-86	8114865271	1795 Indian School Rd, Eden Prairie, MN, 55324	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-119131	ENR	Pamela Lynch	1939-11-19	UHC-10784-98	7328307891	4180 Park Pl, Chandler, AZ, 85281	0.82	Phone reformatted Email lower-cased Gender normalised
ENR-101099	ENR	Yuki S Fernandez	1966-03-28	UHC-74167-37	7228011236	9530 Indian School Rd, Mesa, AZ, 85291	0.82	Member ID reformatted Email lower-cased Gender normalised

7,326 rows, page 143 of 147Previous Next