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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113625	ENR	Camila H Hamilton	—	UHC-11513-95	9793806921	2058 Broadway, San Antonio, TX, 78253	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-130946	ENR	Scott U Delgado	1964-08-08	UHC-84050-71	2019128572	2628 Mountain View Dr, Nashville, TN, 37274	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100202	ENR	Thomas Lee	1992-10-01	UHC-71574-96	—	7162 Camelback Rd, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129984	ENR	Ahmed M Murray	1969-10-08	UHC-25565-57	2152984239	8022 Lincoln Way, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142290	ENR	Ray Maldonado	—	UHC-59420-59	6079050488	4552 Market St, Columbus, OH, 43285	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-124115	ENR	Ethan I Dunn	1982-03-25	UHC-54863-87	—	424 Washington St, Charlotte, NC, 28257	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-135329	ENR	Ryan Dixon	2007-03-03	UHC-90343-37	8795979163	3550 Lake View Rd Apt 27, San Diego, CA, 92195	0.66	Name re-cased Two-digit birth year Unit split from street Email lower-cased+1 more
ENR-115390	ENR	Patrick Flores	1988-01-24	UHC-57340-93	5786280882	6167 Oak St, Charlotte, NC, 28236	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117332	ENR	Jackie Little	1987-12-24	UHC-07892-65	4069434164	8051 Camelback Rd, Eden Prairie, MN, 55303	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-105372	ENR	Zachary R Carpenter	1946-09-12	UHC-74272-06	3255728760	4234 Central Ave, Phoenix, AZ, 85025	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119898	ENR	Patricia Z Luces	1957-10-07	UHC-65722-87	6598540597	3051 River Rd, Miami, FL, 33100	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107401	ENR	Deborah Padilla	—	UHC-59330-53	2085444476	8041 Grand Ave, Tampa, FL, 33673	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-134580	ENR	Shirley Soto	1948-09-15	UHC-96595-31	3274211075	6577 Baseline Rd, Nashville, TN, 37217	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123692	ENR	Mei E Ward	1984-01-23	UHC-21084-45	2027696987	1182 Spring St, Tucson, AZ, 85729	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-138009	ENR	Jack Pena	2004-03-20	UHC-35249-07	6559910376	4207 Baseline Rd, Phoenix, AZ, 85083	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
ENR-124889	ENR	Hether XJunk	1986-11-05	UHC-80866-77	8963722273	3112 Grand Ave, Orlando, FL, 32823	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118082	ENR	Christian I Wood	1941-12-22	UHC-19195-42	3704900822	4177 Ocean Ave, Chandler, AZ, 85271	0.66	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-113011	ENR	Dine Johnson	1961-12-02	UHC-39148-39	2468226657	2253 Broadway, Tucson, AZ, 85745	0.66	Name re-cased Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-136286	ENR	Wllie D Nguyen	1987-11-23	UHC-05114-92	8322992306	9795 Highland Ave, San Diego, CA, 92196	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-103742	ENR	Kathryn J Carlson	1957-11-06	UHC-30030-62	7937503481	7669 Park Pl, Denver, CO, 80286	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-108992	ENR	Victoria Kelley	1970-01-05	UHC-40929-68	2525909094	7982 Palm Dr, Houston, TX, 77008	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address 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-114060	ENR	Ahmed D Jacobs	1982-06-07	UHC-99057-32	9026572813	1326 Lincoln Way, Plano, TX	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103615	ENR	Sharon Alexander	1965-11-03	UHC-67371-91	4083657644	1874 Market St # 232, Plano, TX, 75038	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108863	ENR	Robert H Murphy	1999-04-24	UHC-28931-58	4718085102	7979 Apache Blvd, Charlotte, NC, 28258	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126768	ENR	Dennis M Cole	1950-01-09	UHC-96366-62	—	4920 Pine Dr, Phoenix, AZ, 85099	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-118269	ENR	Willie Y King	1963-06-12	UHC-42174-16	3193806185	2183 Cedar Ln, Miami, FL	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-123568	ENR	Babara Martinez	1947-03-08	UHC-41208-77	9494507178	5465 Main St, Miami, FL, 33180	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135679	ENR	Debra Butler	1954-04-20	UHC-87048-43	4996967388	2380 Oak St, Nashville, TN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-119607	ENR	Alert James	1962-11-11	UHC-00467-13	8357572854	2638 Forest Ave # 327, Tempe, AZ, 85266	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+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-139077	ENR	Paul C Williiams	1960-07-19	UHC-92291-18	—	5880 Forest Ave, Fresno, CA	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-119845	ENR	Noah N Morales	1945-08-19	UHC-68220-74	4496927790	5678 Desert Sky Blvd, Miami, FL	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141010	ENR	Diego Moreno	1957-09-05	UHC-06269-70	5869119057	8878 Central Ave, Chandler, AZ, 85268	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114675	ENR	Kelly Smith	1992-03-27	UHC-61111-64	7669133363	3349 Sage Ct, Orlando, FL, 32889	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-123369	ENR	Brandon K Gibson	1981-12-23	UHC-11579-39	6695503338	3333 Maple Ave, Denver, CO, 80292	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115416	ENR	Danielle Romero	1957-12-04	UHC-39500-83	6017669330	4258 Bayshore Dr, Atlanta, GA, 30383	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111278	ENR	Jean E Tran	1941-02-01	UHC-62640-51	7907107036	8164 Sage Ct Apt 18, Austin, TX, 78716	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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-132017	ENR	Carol Peterson	1988-03-27	UHC-20697-04	9047784461	7116 Central Ave, Columbus, OH, 43230	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-123246	ENR	Jordan Duncan	1994-04-05	UHC-98291-52	6474868687	3252 Ridge Rd, Houston, TX, 77060	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-122769	ENR	Olivia Morgan	1954-04-18	UHC-69683-92	6516959529	4590 Grand Ave, Las Vegas, NV, 89113	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100031	ENR	Janice Z Patterson	1995-04-03	UHC-67938-73	8716311335	7423 Mesa Dr, Gilbert, AZ, 85209	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105518	ENR	Brian L Andrews	1960-12-05	—	4946002511	8947 Forest Ave, Sacramento, CA, 95813	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102890	ENR	Camila Snyder	1953-12-15	UHC-87849-68	3419919078	5462 Union St, Austin, TX, 78776	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107053	ENR	Ronald Sims	1983-08-21	UHC-85514-63	7753208593	2231 Church St, Fresno, CA, 93729	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-136656	ENR	Charlotte G Wells	1985-06-05	UHC-61324-56	—	7601 Mesa Dr, Eden Prairie, MN, 55317	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106024	ENR	Sara Cruz	2001-01-20	UHC-57937-69	9178258192	2379 Cedar Ln, San Diego, CA, 92105	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-109618	ENR	Joshua C Nelson	1975-02-24	UHC-27770-85	—	1628 Camelback Rd, Denver, CO, 80238	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

17,310 rows, page 110 of 347Previous Next