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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139911	ENR	Beverly B Reid	1967-12-17	UHC-24324-35	5264995382	6813 Sunset Blvd, Austin, TX, 78705	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126204	ENR	Brittany Ramirez	2004-01-11	UHC-59030-32	4775698125	1639 Valley View Dr, Houston, TX, 77007	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-138633	ENR	Jacob Rice	1997-05-27	UHC-69188-90	—	209 Park Pl, Miami, FL, 33125	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-135827	ENR	Daniel Nunez	1954-01-09	UHC-37947-01	2176217578	580 Church St, Glendale, AZ, 85333	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127674	ENR	David Ray	2006-09-26	UHC-63175-31	5379777346	8279 Mountain View Dr, Phoenix, AZ, 85014	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106361	ENR	Robert S Dunnn	1951-07-20	UHC-95326-41	3987553995	6341 Baseline Rd, Houston, TX, 77003	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-130706	ENR	Theresa Lynch	1959-04-14	UHC-62297-36	3799758159	4893 Apache Blvd, Chandler, AZ, 85267	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114971	ENR	Brandon Vazquez	1956-10-03	UHC-22701-62	6102459596	2328 Elm St, Austin, TX, 78789	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104818	ENR	Karen C Sanders	1938-12-05	UHC-22618-73	5833940764	2097 Union St, Chandler, AZ, 85273	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106346	ENR	John V Diaz	1973-02-15	UHC-09680-90	2097273612	1634 Willow Ct, Sacramento, CA, 95877	0.66	Name re-cased State name converted to code Email lower-cased Gender normalised+1 more
ENR-140160	ENR	Laura McDonald	1991-03-11	UHC-97504-92	7148041271	8336 Market St, Miami, FL, 33146	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122359	ENR	Douglas D Howell	1959-05-10	UHC-59326-05	7455862120	275 Apache Blvd, Minneapolis, MN, 55417	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-125191	ENR	Michelle Mason	1990-12-28	UHC-20548-45	9224131844	4639 Forest Ave, Seattle, WA, 98194	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132303	ENR	Joe Thomas	1975-10-17	UHC-78254-13	8457618659	9108 Washington St, San Antonio, TX, 78215	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103223	ENR	Gregory Wheeler	1949-09-13	UHC-48536-70	—	2451 Valley View Dr, Gilbert, AZ, 85299	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113913	ENR	Dorothy A Lwarence	1989-01-19	UHC-50425-91	6036224255	9067 Desert Sky Blvd, Phoenix, AZ, 85072	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-116272	ENR	Tim W Olson	1938-01-07	UHC-91075-61	—	6827 Mountain View Dr, Phoenix, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Plan code upper-cased+1 more
ENR-100867	ENR	Thomas A Arnold	2006-02-21	UHC-89089-69	2027408513	1279 Forest Ave, Miami, FL, 33181	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127526	ENR	Betty U Wood	1993-01-15	UHC-43146-32	8075932787	2494 Lincoln Way, Miami, FL, 33112	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-128956	ENR	Frances G Hicks	1963-04-27	UHC-99257-33	8352650587	2571 Desert Sky Blvd, Chandler, AZ, 85225	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-112737	ENR	Kayla W Gray	1963-10-09	UHC-69276-35	6977496815	9706 Lake View Rd, Scottsdale, AZ, 85214	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-131109	ENR	Arthur Sims	1953-05-18	UHC-45701-84	4998883626	7908 Broadway, Charlotte, NC, 28208	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-121438	ENR	Teresa Martinez	1976-02-26	UHC-30493-45	9614786866	332 Cedar Ln, Tucson, AZ, 85752	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109059	ENR	Bruce N Mandez	1960-07-22	UHC-37672-74	2823168450	7262 Pine Dr, Orlando, FL, 32844	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104785	ENR	Arjun W Richardson	1995-07-14	UHC-29828-03	5063767791	1606 Valley View Dr, Sacramento, CA, 95824	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-103034	ENR	Gerald L Walsh	2000-04-07	UHC-17281-92	6514991143	8766 Forest Ave, Plano, TX, 75052	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-130469	ENR	Julie J Fields	1971-11-17	UHC-81237-58	2106958181	7526 Sage Ct, San Antonio, TX, 78263	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117152	ENR	Roy P Munoz	2006-12-15	UHC-96798-08	4185228008	6002 Highland Ave, Phoenix, AZ, 85083	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134969	ENR	Ana P Lee	1945-12-22	UHC-71604-82	5949592135	8520 Washington St, Fresno, CA, 93791	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111036	ENR	Dennis E Chavez	1968-03-06	UHC-33190-11	8595746589	6052 Mountain View Dr, Columbus, OH, 43295	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-143077	ENR	Jennifer S Cunningham	1940-02-25	UHC-08687-94	6513695982	9866 Harbor Blvd, Gilbert, AZ, 85228	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132283	ENR	Dylan F Praker	1988-11-15	UHC-07807-62	—	539 Harbor Blvd, San Diego, CA, 92160	0.66	State name converted to code Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-104912	ENR	Heather T Walsh	1942-10-11	UHC-45163-98	—	6927 Oak St, Eden Prairie, MN	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
ENR-118536	ENR	Daniel J Larson	1969-07-04	UHC-92751-41	8193802676	5189 Jefferson Ave, Seattle, WA, 98194	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-140105	ENR	Daniel Turner	1982-06-20	UHC-52643-65	4509372554	5490 Lake View Rd, Tucson, AZ, 85761	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-140104	ENR	Daniel Turner	1982-06-20	UHC-52643-65	4509372554	5490 Lake View Rd, Tucson, AZ, 85761	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-107255	ENR	Julia Y Morales	1986-01-20	UHC-43213-79	4055122006	2365 Oak St, Plano, TX, 75033	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-140018	ENR	Santiago M Hansen	1958-12-11	UHC-18914-37	9568454035	8566 Central Ave, San Antonio, TX, 78296	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134163	ENR	Gary V Freeman	1972-10-03	UHC-26226-69	5738053116	8770 Maple Ave, Glendale, AZ, 85338	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-128743	ENR	Ryan N Nunez	1950-10-06	UHC-12863-64	6953116420	3715 River Rd, Sacramento, CA, 95819	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-132387	ENR	Rebecca Willis	2007-08-08	UHC-57975-48	9022040059	6080 Grand Ave, Glendale, AZ, 85338	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127549	ENR	Stephanie Harper	1964-06-15	UHC-74220-77	4434033199	2829 Cedar Ln, Orlando, FL, 32850	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-115208	ENR	Melissa Ray	1990-07-22	UHC-44121-79	8093623753	1183 Indian School Rd, Fresno, CA, 93720	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-123167	ENR	Carolyn O Bishop	1967-07-25	UHC-15130-95	—	9199 Apache Blvd, Miami, FL, 33187	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128476	ENR	Lori K Soto	1956-09-26	UHC-93373-56	7779977989	9248 Harbor Blvd, Tampa, FL, 33669	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106919	ENR	Nicholas D Lane	1996-05-19	UHC-57583-18	2276288685	7226 Camelback Rd, Tucson, AZ, 85765	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114603	ENR	Jessica Evans	1974-08-13	UHC-87523-88	5406006053	2157 River Rd, Dallas, TX, 75242	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
ENR-119484	ENR	Denise Q Harrison	1977-01-12	UHC-02609-73	—	1036 Union St # 837, Sacramento, CA, 95818	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-110140	ENR	Willie Campbell	1977-11-04	UHC-14885-76	3312750266	9601 Palm Dr, Plano, TX, 75060	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103111	ENR	Edward Espinoza	1949-08-10	UHC-52731-49	2694871692	2750 Valley View Dr, San Antonio, TX, 78297	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

4,296 rows, page 59 of 86Previous Next