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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24847	PRV	Bettty B Soto	2008-12-20	—	4995925720	2184 Sage Ct, Jacksonville, FL, 32234	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52402	TPA	Jessica Alexander	1973-06-17	—	—	5403 Jefferson Ave, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406324	CLM	Sara Carter	1945-03-08	UHC-19581-65	4575658982	4145 Lake View Rd, Phoenix, AZ, 85097	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-61600	TPA	Ruth Dixon	—	—	—	4358 Park Pl, Glendale, AZ, 85349	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
ENR-103519	ENR	Benjamin T Webb	2003-01-07	UHC-05050-82	8286860774	6081 Camelback Rd, Jacksonville, FL, 32277	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62444	TPA	Scott Li	2004-10-06	—	—	5197 Ocean Ave, Phoenix, AZ, 85086	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133770	ENR	Jean N Guzman	1956-07-08	UHC-15922-15	5632920565	2640 Harbor Blvd, San Diego, CA, 92196	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124109	ENR	Hannah Willis	1973-05-27	UHC-29058-11	9126050434	9616 Harbor Blvd, Phoenix, AZ, 85023	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123078	ENR	Gloria J Simpson	1956-08-27	UHC-36962-36	7096947847	4897 Oak St, Atlanta, GA, 30301	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50288	TPA	Mattheew Vega	1998-08-17	—	4834304551	4884 Desert Sky Blvd, Tucson, AZ, 85722	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137979	ENR	Fatima Z Sandoval	1958-05-28	UHC-97575-26	6607243580	2226 Elm St, Seattle, WA, 98146	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56575	TPA	Donald Hamilton	1965-03-16	—	—	4473 Canyon Rd, Columbus, OH, 43291	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-405338	CLM	Frances Jensen	—	—	—	6699 Market St, San Diego, CA, 92101	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-430693	CLM	Lucia Goemz	—	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth unreadable Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-133924	ENR	Santiago Shaw	1950-05-04	UHC-52385-99	7428256905	6613 Harbor Blvd, Phoenix, AZ, 85084	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414534	CLM	Patricya Wang	1950-08-14	UHC-99901-23	—	8628 Maple Ave, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414076	CLM	Christina Larson	1995-09-26	UHC-33882-58	—	7029 Market St, Las Vegas, NV, 89190	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-140768	ENR	Madison Ortega	2005-08-14	UHC-04560-91	6087088136	689 Lincoln Way, San Antonio, TX, 78232	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132517	ENR	Kelly Carpenter	2004-07-26	UHC-64131-81	9015597621	9304 Mountain View Dr, Orlando, FL, 32878	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408958	CLM	Andrea Carroll	1988-07-02	UHC-45950-02	2617194299	6828 Oak St, Sacramento, CA, 95878	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124935	ENR	Sharon S Maldonado	1938-10-27	UHC-77322-66	—	2247 Palm Dr, Jacksonville, FL, 32250	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101747	ENR	Donald T Johnston	—	UHC-99698-01	—	942 Harbor Blvd, Glendale, AZ, 85356	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111968	ENR	Danielle Ward	2003-09-25	UHC-81974-47	8778395229	8315 Central Ave, Scottsdale, AZ, 85262	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
CLM-422851	CLM	George Kelley	1982-01-24	UHC-50392-85	—	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-104623	ENR	Bruce Knight	1950-07-18	UHC-76608-48	2636033400	9441 Church St, Phoenix, AZ, 85092	0.64	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed+2 more
CLM-422531	CLM	Betty Johnston	1977-01-21	UHC-31784-85	6585984154	4534 Baseline Rd, Houston, TX, 77096	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-62137	TPA	Jacqueline Bennett	1977-07-05	—	3159626158	5967 Washington St, Tempe, AZ, 85271	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25629	PRV	Grace Hall	2000-05-09	UHC-20965-19	5456964649	2262 Bayshore Dr, Tempe, AZ, 85213	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20293	PRV	Sofia Carr	1950-08-08	UHC-88392-63	6224737398	3946 Lincoln Way, San Antonio, TX, 78291	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-410227	CLM	Loir Cooper	1954-12-05	—	—	7740 Washington St, Las Vegas, NV, 89191	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-101360	ENR	Cynthia K Delgado	1944-05-25	UHC-58331-57	6984269363	8420 Oak St, Sacramento, CA, 95883	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23760	PRV	Bobby T Rojas	—	UHC-80225-05	7908295407	1537 Market St, Denver, CO, 80295	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412765	CLM	Steven Cook	1990-08-01	—	—	6710 Market St, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-133293	ENR	Bobby I Martin	1957-07-06	UHC-94655-70	8695876767	2580 Apache Blvd, Chandler, AZ, 85263	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424164	CLM	Larson Gary	1949-11-11	—	—	8955 Canyon Rd, Atlanta, GA, 30374	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-28390	PRV	Jnet L Howell	2005-03-11	—	—	9379 Willow Ct, Austin, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-23533	PRV	Katherine U Howell	2006-04-08	UHC-24751-04	7366408835	6115 Indian School Rd, Los Angeles, CA, 90004	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26948	PRV	Ashely D Lene	1993-09-20	—	3656099814	4467 Indian School Rd, Las Vegas, NV, 89116	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58544	TPA	Richard Boyd	1957-09-01	—	8805923977	7982 Central Ave, Glendale, AZ, 85337	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128497	ENR	Charles W Wagner	2000-07-15	UHC-43225-85	2408326959	5432 River Rd, Seattle, WA, 98185	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119750	ENR	Brenda Wilson	—	UHC-84051-84	7495889994	3725 Central Ave, Tampa, FL, 33644	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112895	ENR	Russell Price	1974-01-16	UHC-67029-54	9405478884	807 Valley View Dr, Phoenix, AZ, 85013	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-124483	ENR	Ruth Weber	1940-05-24	UHC-58634-65	—	9877 Market St, Glendale, AZ, 85334	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
CLM-417603	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	—	6998 Cedar Ln Apt 33, Austin, TX	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
CLM-408470	CLM	Alice Salezar	2002-02-23	—	—	7779 Maple Ave, Mesa, AZ, 85223	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-23516	PRV	Hiroshi Martinez	1946-08-27	—	3742149810	5606 Meadow Ln, Minneapolis, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-53422	TPA	Steven Jones	1987-01-21	—	—	8824 Main St, Tempe, AZ, 85261	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-116755	ENR	Rachel U Cruz	1995-10-10	UHC-28148-13	4334919508	5467 Forest Ave, Minneapolis, MN	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
CLM-414870	CLM	Dot Hudson	1988-11-08	—	—	3077 Meadow Ln, Minneapolis, MN, 55437	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-57102	TPA	Pamela Ruiz	1973-02-23	—	—	383 Meadow Ln, Charlotte, NC, 28235	0.66	City re-cased State code upper-cased ZIP+4 trimmed Gender normalised+1 more

17,850 rows, page 132 of 357Previous Next