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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106565	ENR	Diego O Turner	1949-06-20	UHC-55844-12	5127468412	6968 Harbor Blvd, Dallas, TX, 75279	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-137963	ENR	Carol B Chen	1939-05-17	UHC-82948-63	7937736343	5135 Maple Ave, Seattle, WA, 98168	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-123751	ENR	Marc S Stephens	2007-12-18	UHC-61030-24	2804886964	5019 Mesa Dr, Columbus, OH, 43295	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-120359	ENR	Madison T Padilla	1968-11-07	UHC-93662-76	4164693978	6184 Ridge Rd, Miami, FL, 33178	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-117345	ENR	Luis C Weaver	1970-06-07	UHC-64638-57	—	—	0.68	Name split from “Last, First”Phone missing area code Member ID reformatted Placeholder values cleared
ENR-130029	ENR	Denise West	1995-03-01	UHC-72342-76	5527912775	6930 Park Pl, Austin, TX, 78782	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
ENR-100924	ENR	Gerald N Foster	1939-04-09	UHC-60650-85	9776198827	3721 Indian School Rd, Atlanta, GA, 30352	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-100948	ENR	Mateo Q Duncan	—	UHC-05875-18	8554731562	709 Central Ave, Chandler, AZ, 85283	0.68	Name split from “Last, First”Date of birth missing State code upper-cased Whitespace trimmed
ENR-131840	ENR	Logan Young	1962-05-02	UHC-67733-21	4048507011	7731 Main St, Dallas, TX, 75285	0.68	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Whitespace trimmed
ENR-113975	ENR	Kathryn Portr	1976-03-17	UHC-28907-23	6793382184	1943 Broadway Apt 2, Tucson, AZ, 85774	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-136819	ENR	Alan H Payne	1996-01-14	UHC-33921-53	9495867131	9269 Apache Blvd, Chandler, AZ, 85290	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-136024	ENR	Kimberly P Robertson	1940-11-18	UHC-53237-67	5116223528	9549 Apache Blvd, Tempe, AZ, 85296	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-140047	ENR	Ruth Schultz	2007-02-04	UHC-03534-70	—	1937 Bayshore Dr, San Antonio, TX, 78293	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-103085	ENR	Patrick Carter	1986-11-22	UHC-68722-56	5933786815	9383 Washington St Apt 4, San Diego, CA, 92101	0.68	Name split from “Last, First”Phone reformatted Unit split from street City re-cased
ENR-113233	ENR	Bruce Campbell	1972-08-02	UHC-19587-40	2915001758	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-100952	ENR	Kyle Nelson	—	UHC-49038-08	2295679104	9867 Ridge Rd, Columbus, OH, 43227	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed
ENR-107318	ENR	Mason Gomez	1962-04-19	UHC-14665-92	7955081423	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-115955	ENR	Christopher Jenkins	1982-09-18	UHC-46541-04	2285506725	9681 Forest Ave, Dallas, TX, 75238	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-121225	ENR	Stephen Q Taylor	1995-01-19	UHC-02047-87	7163258971	2493 Desert Sky Blvd, Fresno, CA, 93781	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-118497	ENR	Douglas K Wheeler	1965-12-11	UHC-13923-52	7528722486	9442 Canyon Rd, Fresno, CA, 93780	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-103765	ENR	Benjamin Eans	1975-07-16	UHC-28667-26	3767703570	2265 Cedar Ln, San Diego, CA, 92180	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-104063	ENR	Wei Simmons	1960-12-13	UHC-53875-63	3679410501	9728 Broadway, Austin, TX, 78782	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-114738	ENR	Melissa Howell	1944-05-05	UHC-25869-95	—	1489 Apache Blvd, Seattle, WA, 98154	0.68	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased
ENR-107788	ENR	Beverly S Burns	1959-10-10	UHC-82374-33	—	2251 Lincoln Way, Tempe, AZ, 85276	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-138285	ENR	Tommy P Pierce	—	UHC-80612-76	3765254748	1406 Maple Ave, Orlando, FL, 32812	0.68	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed
ENR-106171	ENR	Karen Perez	2004-08-20	UHC-19309-60	7508465667	7831 Park Pl, Las Vegas, NV, 89130	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-137228	ENR	Juan Marshall	1983-10-26	UHC-18632-72	3956606933	4144 Maple Ave, Gilbert, AZ, 85284	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-140576	ENR	Noah A Ferguson	1964-06-17	UHC-63143-64	—	—	0.68	Name split from “Last, First”Phone missing area code Email lower-cased Whitespace trimmed
ENR-112932	ENR	Thomas Walsh	1959-02-19	UHC-48786-09	8986629979	6258 Mountain View Dr, Charlotte, NC, 28264	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-105920	ENR	Lori G Fuller	1975-05-05	UHC-05352-75	9618627114	1295 Mesa Dr, Tempe, AZ, 85266	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-139374	ENR	Carolyn Patel	1948-08-01	UHC-70506-50	4277477862	9476 Jefferson Ave, Jacksonville, FL, 32221	0.68	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-131989	ENR	Tyler B Wagner	1977-08-17	UHC-29723-33	—	8116 Willow Ct, San Antonio, TX	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
ENR-109543	ENR	Peter Elliott	1976-10-08	UHC-00976-77	4098608284	170 Church St, Fresno, CA, 93778	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-140818	ENR	Carolyn Bowman	1996-07-12	UHC-18725-59	2558311220	4382 Central Ave, Fresno, CA, 93704	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-118365	ENR	Joseph Johnson	1968-07-12	UHC-41679-03	3878236515	9695 Cedar Ln, Phoenix, AZ, 85034	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-140575	ENR	Sofia C Owens	1972-08-15	UHC-02113-98	3235522546	3376 Central Ave # 749, Denver, CO, 80219	0.68	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased
ENR-120362	ENR	Joyce M Grza	—	UHC-98079-58	7889027235	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed
ENR-122554	ENR	Lisa Hernandez	1993-11-25	UHC-98334-19	—	4517 Grand Ave # 996, San Antonio, TX, 78207	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-122553	ENR	Lisa Hernandez	1993-11-25	UHC-98334-19	—	4517 Grand Ave # 996, San Antonio, TX, 78207	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-129046	ENR	Matthew Anderson	1991-06-22	UHC-25095-70	9553681219	1620 Broadway, Tampa, FL, 33697	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed
ENR-134604	ENR	Carol Grant	1939-07-13	UHC-58128-35	2563778166	9824 Sunset Blvd, San Diego, CA, 92139	0.68	Name split from “Last, First”City re-cased Email lower-cased Gender normalised
ENR-131073	ENR	Rachel Le	2005-04-23	UHC-48882-13	9532478086	1943 River Rd, Sacramento, CA, 95841	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-111210	ENR	Valentina Castro	1965-09-27	UHC-67267-14	7689673204	4388 Broadway, Houston, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-135085	ENR	Donna B Delgado	1939-08-03	UHC-28789-87	—	8190 Desert Sky Blvd, Seattle, WA, 98110	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-119522	ENR	Lawrence T Owens	—	UHC-66059-99	5245311349	2445 Grand Ave, Scottsdale, AZ, 85205	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed
ENR-107886	ENR	Kenneth K Ellis	1945-06-12	UHC-91252-46	5884796031	5467 Apache Blvd, Austin, TX	0.68	Name split from “Last, First”Member ID reformatted ZIP missing Whitespace trimmed
ENR-121045	ENR	Jesse Kelley	1954-06-03	UHC-71064-07	9762097230	6169 Camelback Rd, San Antonio, TX, 78217	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-128098	ENR	Emma L Carroll	1984-04-25	UHC-47807-89	5816291336	8499 Indian School Rd, Fresno, CA, 93735	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-138425	ENR	Richard W Ortega	1954-01-13	UHC-12140-45	—	9796 Spring St, Mesa, AZ, 85231	0.68	Name split from “Last, First”State code upper-cased Gender normalised Placeholder values cleared
ENR-110774	ENR	Kayla Johnson	1990-01-07	UHC-82773-21	6019714583	9081 River Rd, Tampa, FL, 33639	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed

4,309 rows, page 63 of 87Previous Next