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 “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
ENR-105410	ENR	Ahmed Y Perez	1941-05-09	UHC-47618-85	9662242443	3435 Broadway, Sacramento, CA, 95811	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-130286	ENR	Virginia C Boyd	2006-01-27	UHC-21870-52	2878654580	7938 Harbor Blvd, San Antonio, TX, 78239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131859	ENR	Linda G Scott	1987-10-28	UHC-16616-27	9024578990	1462 Main St, Scottsdale, AZ, 85223	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-133387	ENR	Jean L Kennedy	1943-08-20	UHC-41234-29	9806639181	3458 Maple Ave, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125484	ENR	Stephanie Mitchell	—	UHC-58478-73	3772872178	6219 Valley View Dr, Fresno, CA, 93751	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address 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
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
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
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
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
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
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
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
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
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
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
ENR-130680	ENR	Amy K Jenkins	1970-03-01	UHC-40298-28	8513546174	2438 Cedar Ln, San Diego, CA, 92163	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127767	ENR	Albert C Le	2008-12-24	UHC-06229-79	8388034955	2260 Maple Ave, Minneapolis, MN, 55403	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-134829	ENR	Masun X Palmmer	2005-01-19	UHC-10433-05	3714733434	334 Lincoln Way, Atlanta, GA, 30351	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-134378	ENR	Hannah Munoz	1942-11-28	UHC-67975-18	4872096529	9778 Ridge Rd, Plano, TX, 75060	0.66	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+1 more
ENR-137389	ENR	Jason H Owens	1969-09-07	UHC-46988-13	6843323875	7101 Valley View Dr, Tucson, AZ, 85753	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121652	ENR	Fatima T Wilson	1955-05-22	UHC-30785-80	4022308476	2962 River Rd, Tucson, AZ, 85783	0.66	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
ENR-121397	ENR	Christina O Rodriguez	1942-05-15	UHC-66261-77	5419616712	6388 Cedar Ln, Austin, TX, 78770	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-139257	ENR	Janet R Olson	1951-03-04	UHC-94774-60	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Middle initial moved out of first name Phone missing area code Member ID reformatted City re-cased+1 more
ENR-134010	ENR	George H Le	2006-05-06	UHC-06211-11	5269622393	9213 Central Ave, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-109223	ENR	Joycce C Barnes	2007-10-25	UHC-71080-12	3069456635	3562 Broadway Apt 5, Miami, FL, 33150	0.66	Two-digit birth year Phone reformatted Unit split from street City re-cased+1 more
ENR-140511	ENR	Santos H Grace	—	UHC-38799-01	5604733272	1178 Central Ave, Austin, TX, 78779	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-119255	ENR	Alex Vasquez	1951-09-23	UHC-55510-39	7973625493	4517 Ridge Rd, Seattle, WA, 98176	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-120671	ENR	Bobby Hawkins	1965-12-02	UHC-80196-75	—	6630 Maple Ave # 993, Gilbert, AZ, 85211	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-127722	ENR	Denns N Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130645	ENR	Brittany Henderson	1993-01-25	UHC-53888-91	5749071503	799 Elm St, Eden Prairie, MN, 55340	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-115185	ENR	Michael Parker	1924-08-22	UHC-39601-87	—	2195 Church St, Seattle, WA, 98158	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-131653	ENR	Pamela R Arnold	1958-02-13	UHC-73899-09	8064463919	1866 Oak St, Fresno, CA, 93763	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137846	ENR	Jean I Schmidt	1939-01-14	UHC-37584-31	4207295348	944 Sage Ct Apt 33, Las Vegas, NV, 89148	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-120724	ENR	Nancy B Myers	1991-06-05	UHC-82208-74	—	5117 Indian School Rd, Minneapolis, MN, 55429	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more
ENR-128318	ENR	Larry Mejia	2008-10-26	UHC-51529-52	5785725779	9043 Bayshore Dr, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-108260	ENR	Philip Z Barry	1944-09-03	UHC-06254-11	3583435972	1544 Pine Dr, Sacramento, CA, 95812	0.66	City re-cased State name converted to code Email lower-cased Gender normalised+1 more
ENR-138212	ENR	Margaret Z Freeman	2007-05-19	UHC-69240-19	—	2160 Sunset Blvd, Tucson, AZ, 85789	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-131441	ENR	Jose C Hoffman	1999-02-22	UHC-47347-97	—	2374 Apache Blvd, San Diego, CA, 92124	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-125505	ENR	Gary T Armstrong	1941-03-11	UHC-04189-51	7196045435	751 Spring St, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116640	ENR	Eric R Pierce	—	UHC-40910-11	—	6563 Sage Ct, Chandler, AZ, 85292	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-103953	ENR	Wayne Jones	1975-01-24	UHC-18856-20	5299975980	408 Canyon Rd, Jacksonville, FL, 32204	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more

8,423 rows, page 64 of 169Previous Next