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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136817	ENR	Heather Herrera	1969-08-21	UHC-46295-84	9026868882	9711 Indian School Rd, Charlotte, NC, 28270	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107166	ENR	Diane D Santiago	1982-08-20	UHC-92813-98	6124835022	7407 Valley View Dr, Denver, CO, 80230	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136739	ENR	Sophia U Wilson	1977-08-04	UHC-94774-27	6138291128	242 Main St, Chandler, AZ, 85202	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122668	ENR	Maria L Ryan	1965-03-01	UHC-53814-07	2898118492	8437 Lake View Rd, Atlanta, GA, 30370	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-141846	ENR	Dean Wayne	1988-12-23	UHC-74792-22	9394366445	5386 Church St, Plano, TX, 75056	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-122350	ENR	Kevin G Day	1994-04-10	UHC-09372-85	—	8737 Meadow Ln, Plano, TX, 75023	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-109391	ENR	Sharon B Perez	1993-04-25	UHC-67455-26	4984828512	2104 Harbor Blvd, Mesa, AZ, 85208	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134666	ENR	Brittany C Austin	1959-10-16	UHC-20101-22	3278146119	7017 Palm Dr, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124644	ENR	Ann Garrett	1977-01-19	UHC-36257-71	4865700176	6583 Oak St, Houston, TX, 77084	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142274	ENR	Steve J Gibson	—	UHC-07734-29	7075574177	8379 Ocean Ave, San Diego, CA, 92194	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-130716	ENR	Danielle N Burns	1965-08-03	UHC-52250-99	8227193032	5746 Oak St, Nashville, TN, 37224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130717	ENR	Danielle N Burns	1965-08-03	UHC-52250-99	8227193032	5746 Oak St, Nashville, TN, 37224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142117	ENR	Margaret Gomez	1987-01-16	UHC-02887-18	4054648648	4366 Valley View Dr, Los Angeles, CA, 90018	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125286	ENR	Gerald Banks	1998-10-17	UHC-54196-42	6513665118	1424 Desert Sky Blvd, Mesa, AZ, 85258	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131462	ENR	Paul E Coleman	1959-07-19	UHC-88763-02	9318890926	8700 Union St, Las Vegas, NV, 89179	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108361	ENR	Carlos T Austin	1990-08-02	UHC-10686-47	7497621933	7112 Mesa Dr, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123535	ENR	Justin P Tran	1941-03-07	UHC-17587-12	4994592312	3195 Market St # 222, Mesa, AZ, 85232	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130199	ENR	Donald C Taylor	1954-01-16	UHC-50814-99	2602463373	8960 Highland Ave, Fresno, CA, 93752	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140667	ENR	Albert V Wallace	1936-06-13	UHC-65677-48	9738460741	2994 Market St, Denver, CO, 80204	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120639	ENR	Megan X Reyes	2004-09-04	UHC-23869-03	8309063807	1973 Ocean Ave, Seattle, WA, 98178	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-123755	ENR	Denise D Padilla	—	UHC-91088-69	9065685160	3946 Union St, San Antonio, TX, 78296	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-122702	ENR	Charles S Butler	1971-12-12	UHC-81045-69	8295146067	4407 Harbor Blvd, Tucson, AZ, 85718	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126857	ENR	Henry Olson	1960-05-17	UHC-46750-03	2673230960	4258 Mountain View Dr, Tampa, FL, 33693	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-124523	ENR	Gerald J Harris	1949-08-15	UHC-66605-66	7258367025	4868 Sage Ct, Seattle, WA, 98152	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121955	ENR	Kelly V Espinoza	1999-11-27	UHC-28597-91	3398709158	2936 Canyon Rd, Sacramento, CA, 95858	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112048	ENR	Robert Piarce	1989-03-04	UHC-97744-57	2443713021	3041 Hillcrest Rd, Houston, TX, 77072	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133394	ENR	Lauren X Simmons	1991-10-26	UHC-04808-71	8782236703	2970 Willow Ct, Chandler, AZ, 85283	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101759	ENR	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd, Nashville, TN, 37233	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115578	ENR	Michelle Romero	1939-12-08	UHC-14494-77	6237241485	6069 Camelback Rd, Los Angeles, CA, 90071	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107097	ENR	Austin F Garcia	1999-04-27	UHC-82997-98	3653519007	987 Bayshore Dr, Los Angeles, CA	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128541	ENR	Abigail Allne	1999-01-07	UHC-78813-14	7256326895	2171 Oak St, Tampa, FL, 33683	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102006	ENR	Maria P Peterson	1984-06-19	UHC-70195-31	8104349538	9048 Lake View Rd, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107750	ENR	Ryan U Fox	1980-04-19	UHC-40849-31	5942004167	6203 Highland Ave, Houston, TX, 77095	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116704	ENR	Janice K Patel	1993-06-11	UHC-60883-65	5658649043	2290 Central Ave Apt 13, Phoenix, AZ, 85052	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115175	ENR	Hannah U Maldonado	1975-05-25	UHC-29515-36	4603525406	5758 Park Pl, Las Vegas, NV, 89126	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110291	ENR	Douglas Park	1996-04-07	UHC-07990-99	5446216404	4489 Ocean Ave, Plano, TX, 75072	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123929	ENR	Diego K Ross	1992-05-17	UHC-15538-57	7838658353	9117 Grand Ave, Houston, TX, 77043	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-102613	ENR	David L Weaver	1961-08-22	UHC-30385-23	9507941354	4931 Mesa Dr, Tucson, AZ, 85772	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133832	ENR	David E Guzman	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA, 95848	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111335	ENR	Kevin Hduson	1991-01-01	UHC-27296-98	2633439077	8959 Market St, Glendale, AZ, 85387	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136952	ENR	Jerry Mendez	1963-06-22	UHC-35334-30	—	5505 Canyon Rd, Las Vegas, NV, 89199	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-143039	ENR	Janice J Myers	1946-05-18	UHC-59107-05	8392319057	2446 Willow Ct, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136985	ENR	Jesse W Padilla	1944-01-13	UHC-93997-85	—	2649 Canyon Rd, Orlando, FL, 32890	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-136922	ENR	Maeto Robinson	1998-07-04	UHC-53334-17	4216567369	6073 Baseline Rd, Austin, TX, 78731	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111333	ENR	Walter H Fullre	1957-07-01	UHC-25159-18	2467984713	1122 Camelback Rd, Atlanta, GA, 30360	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125540	ENR	Peter D Schultz	1942-11-23	—	6076968799	4316 Canyon Rd, Austin, TX, 78743	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138257	ENR	Teresa Sims	1970-02-08	UHC-19809-99	7496542572	9686 Indian School Rd, Los Angeles, CA, 90042	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125554	ENR	Jacob E Jacobs	2002-01-06	UHC-55658-02	2123563818	2374 Jefferson Ave, Columbus, OH, 43296	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123458	ENR	Walter P Dominguez	1944-11-03	UHC-68577-83	4042994976	7860 Palm Dr, Atlanta, GA, 30304	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124549	ENR	Brian Watson	1975-03-19	UHC-01614-26	—	3215 Sage Ct, Las Vegas, NV, 89184	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 213 of 532Previous Next