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-134962	ENR	Dennise Carroll	1982-01-17	UHC-81260-37	3689136886	5475 Willow Ct, Houston, TX, 77046	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113805	ENR	Walter Moreno	1948-02-08	UHC-57962-48	2207894625	968 Park Pl, Charlotte, NC, 28220	0.74	Name re-cased Member ID reformatted City re-cased Email lower-cased+3 more
ENR-121084	ENR	Brian N Santiago	1966-02-12	UHC-08803-03	9188576749	2137 Ocean Ave, Minneapolis, MN, 55482	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138848	ENR	Mason Carlson	1946-09-16	UHC-73897-98	7308679771	9434 Willow Ct, Orlando, FL, 32806	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127092	ENR	Margaret W Carlson	1982-05-22	UHC-27339-67	5708797604	4067 Ridge Rd, Plano, TX, 75003	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102512	ENR	Ralph R Perry	2003-07-19	UHC-41084-85	8495004457	775 Union St, Phoenix, AZ, 85069	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112056	ENR	Stephen Miller	1998-05-04	UHC-10946-99	5813978980	8460 Baseline Rd, Jacksonville, FL, 32210	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-124813	ENR	Donna C Kelley	1989-05-24	UHC-99118-77	7537095343	719 Highland Ave, Fresno, CA, 93716	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127694	ENR	Sara V Gorodn	1947-05-25	UHC-17238-13	7009316062	8339 Ocean Ave, Minneapolis, MN, 55412	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104875	ENR	Justin Hansen	1988-07-23	UHC-01798-59	2374928581	7600 Cedar Ln, Phoenix, AZ, 85021	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120373	ENR	Eugene J Ortiz	1945-02-07	UHC-50774-89	3632379331	5759 Harbor Blvd, Sacramento, CA, 95843	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141599	ENR	Ahmed E Silva	1986-03-04	UHC-14575-83	6624801071	3571 Indian School Rd, Orlando, FL, 32877	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122671	ENR	Madison V Weber	1972-03-07	UHC-85127-96	2629504308	1549 Broadway, Glendale, AZ, 85363	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-115317	ENR	Terry K Coleman	1939-09-10	UHC-28889-03	7553533818	9252 Lake View Rd, Gilbert, AZ, 85229	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124019	ENR	Vincent Gutierrez	1941-03-03	UHC-14218-79	3528985204	6401 Desert Sky Blvd, Orlando, FL, 32812	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-123125	ENR	Donna Graham	1968-02-06	UHC-32253-23	8736758043	4721 Ocean Ave, Seattle, WA, 98128	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114448	ENR	David Rojas	1995-04-13	UHC-66034-48	9637690220	2822 Meadow Ln, Miami, FL, 33194	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123375	ENR	Alice Ford	1992-11-15	UHC-51724-46	8392648378	2562 Meadow Ln, Gilbert, AZ, 85264	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133533	ENR	Santiago Graham	1960-05-11	UHC-34126-09	6497511756	4764 Park Pl, Tampa, FL, 33624	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118413	ENR	Sophia Hart	1944-01-04	UHC-60761-45	6904705630	4177 Grand Ave, Las Vegas, NV, 89109	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105906	ENR	Wilile Johnson	1938-10-17	UHC-36023-37	9618583013	1333 Indian School Rd, Seattle, WA, 98169	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-124232	ENR	Noah G Munoz	1974-01-26	UHC-18911-31	7644842166	5381 Pine Dr, Houston, TX, 77095	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114582	ENR	Scutt A Brown	1993-02-07	UHC-85303-69	8308421400	5537 Main St, Miami, FL, 33123	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105999	ENR	Donald Torres	1997-12-14	UHC-22457-76	7844289930	8591 Central Ave # 822, San Diego, CA, 92186	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-109344	ENR	Aaron U Mason	1955-06-21	UHC-53527-13	2874515027	7117 Jefferson Ave, Glendale, AZ, 85385	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-128196	ENR	Robert A Parkar	1970-10-07	UHC-31239-17	8226750838	7061 Bayshore Dr, Phoenix, AZ, 85069	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100668	ENR	Christine Simpson	1941-04-10	UHC-03299-46	4546248511	5334 Jefferson Ave, Tempe, AZ, 85280	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106305	ENR	Justin D Evans	1968-06-01	UHC-25755-07	—	4255 Apache Blvd, Denver, CO, 80200	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119836	ENR	Ryan Q Freeman	1978-05-22	UHC-74150-37	6888579676	6031 Ridge Rd, Sacramento, CA, 95816	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-124130	ENR	Stephen Robertson	1983-07-21	UHC-16280-18	3469499967	9329 Canyon Rd, Charlotte, NC, 28263	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131676	ENR	Yuki C Ramos	1959-07-13	UHC-80469-73	4827191739	6994 Oak St, Houston, TX, 77057	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141261	ENR	Billy G Romero	1952-02-05	UHC-55739-85	7953549660	4647 Sunset Blvd, Gilbert, AZ, 85247	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139701	ENR	Russell Matthews	2002-06-26	UHC-10245-84	3513975523	288 Desert Sky Blvd, San Antonio, TX, 78282	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135396	ENR	Julia L Miller	2000-08-25	UHC-18416-24	6243097387	2014 Jefferson Ave, Tempe, AZ, 85238	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-108344	ENR	Matt Nichols	1947-10-03	UHC-90051-49	3185639127	3063 Central Ave, Atlanta, GA, 30337	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100597	ENR	Charlotte Nichols	1960-03-16	UHC-47740-24	5339827203	5200 Bayshore Dr, Tempe, AZ, 85259	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110879	ENR	Ethan Torres	1967-05-28	UHC-85992-36	2737448496	5045 Canyon Rd, Glendale, AZ, 85330	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100933	ENR	Debra Welch	1958-05-02	UHC-72784-39	6323537484	7993 Spring St, San Diego, CA, 92182	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111399	ENR	Aaron B Duncan	1958-05-10	UHC-17184-61	9012059601	7780 Grand Ave, Atlanta, GA, 30325	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119756	ENR	Josh U Bowman	1972-02-10	UHC-78350-48	5648005827	6523 Jefferson Ave, Charlotte, NC, 28261	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133662	ENR	Luis W Dominguez	1955-05-24	UHC-85052-29	3937968725	42 Washington St, Los Angeles, CA, 90034	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140192	ENR	Jess Smth	1991-08-28	UHC-10378-37	7944874284	25 Lincoln Way, Las Vegas, NV, 89107	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127877	ENR	Susan Z Ellis	2007-01-09	UHC-65143-38	8923009983	1896 Indian School Rd, Seattle, WA, 98134	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106051	ENR	Priya O Warrne	1958-06-19	UHC-43262-29	9333868605	7010 Bayshore Dr, Tampa, FL, 33653	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128985	ENR	Mark Fields	1944-08-18	UHC-96592-26	4689440752	3207 Sunset Blvd, Jacksonville, FL, 32224	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114260	ENR	Brenda D Rojas	1985-06-14	UHC-14306-22	5556592334	1484 Grand Ave, Chandler, AZ, 85228	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135247	ENR	Katherine Estrada	1969-09-09	UHC-53777-97	5177047628	3002 Elm St, Dallas, TX, 75262	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125218	ENR	Nathan Harrison	1967-09-23	UHC-91973-02	5368123885	4637 Indian School Rd, Jacksonville, FL, 32260	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119201	ENR	Kayla Thompson	1966-10-13	UHC-32429-71	8255817398	8233 Mesa Dr, Jacksonville, FL, 32263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131930	ENR	Daniel Den	1952-03-07	UHC-58097-77	7857040886	3301 Palm Dr, Nashville, TN, 37246	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

8,423 rows, page 85 of 169Previous Next