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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116672	ENR	Ralph Weaver	1945-03-16	UHC-96928-89	8495346181	2322 Hillcrest Rd, Miami, FL, 33123	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-113639	ENR	Matthew O Hunt	1964-09-03	UHC-31740-14	5485113418	7991 Sunset Blvd, Scottsdale, AZ, 85263	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115840	ENR	Rebecca Greee	2006-05-05	UHC-66153-41	—	3070 Palm Dr, Tampa, FL, 33694	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-104018	ENR	Bryan R Bowman	1963-12-26	UHC-61619-10	4337776150	6735 Market St, Atlanta, GA, 30350	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-140116	ENR	Jacob S Hayes	1982-11-11	UHC-47437-62	2512518074	5141 Camelback Rd, Phoenix, AZ, 85073	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-111378	ENR	Brenda M Patel	1995-12-09	UHC-73125-94	5034557537	7529 Union St, Eden Prairie, MN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101454	ENR	Frank R Wallace	1999-09-15	UHC-74375-66	2852010316	37 Washington St, Tucson, AZ, 85782	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142746	ENR	Megan X Simpson	1978-05-18	UHC-48523-16	9713854023	1714 Mountain View Dr, Nashville, TN, 37203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121628	ENR	Joyec B Hunt	1951-05-13	UHC-05477-22	7968446569	901 Meadow Ln Apt 10, Glendale, AZ, 85347	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-104153	ENR	Paul G Holmes	1975-10-09	UHC-92596-05	8412909308	8631 Canyon Rd, Scottsdale, AZ, 85245	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126958	ENR	Jose Kennedy	1954-07-19	UHC-68721-38	9073065709	312 Harbor Blvd, Denver, CO, 80222	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-124427	ENR	Evelyn W Stone	1979-09-21	UHC-65548-15	3256552557	7348 Sage Ct, Tempe, AZ, 85222	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139357	ENR	Mateo Y Gardner	1991-11-03	UHC-88333-70	2283716017	2185 Market St, Minneapolis, MN, 55468	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120268	ENR	Ann Perkins	2005-06-21	UHC-55959-65	7693610046	3947 Willow Ct, Nashville, TN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138669	ENR	Carol W Turner	1988-06-04	UHC-66102-25	8674376699	834 Highland Ave, Eden Prairie, MN, 55325	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-136664	ENR	Nancy Jaes	1956-09-17	UHC-08079-42	3142689346	6858 Sage Ct, Denver, CO, 80228	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-104028	ENR	Nicholas Mejia	2003-02-11	UHC-04504-31	8783376786	1116 Sage Ct, Miami, FL	0.60	Name re-cased Street suffix standardised Address re-cased ZIP missing+4 more
ENR-122312	ENR	Christopher Dixon	1953-03-19	UHC-08912-57	9877276689	2285 Highland Ave, Charlotte, NC, 28298	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-123093	ENR	Arjun G Hall	2002-03-11	UHC-12634-22	2567233942	663 Jefferson Ave, Minneapolis, MN, 55448	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140298	ENR	Donna O Burton	2002-06-16	UHC-38505-42	2856003710	8162 Mesa Dr Apt 27, Tampa, FL, 33697	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-141377	ENR	Evelyn M Moore	1955-08-25	—	4022847451	7193 Elm St, Atlanta, GA, 30339	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-111098	ENR	James Burke	1947-01-12	UHC-47425-07	7486023083	6978 Forest Ave, San Diego, CA, 92128	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-123910	ENR	Sean Yang	1966-01-27	UHC-08711-40	8445415132	9465 Palm Dr, San Diego, CA, 92191	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133594	ENR	Amy M Ruiz	1999-10-06	—	2805193147	2277 Highland Ave, Eden Prairie, MN, 55333	0.60	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-137834	ENR	Eddie P Hnry	1990-12-09	UHC-97702-67	7486464760	3721 Washington St, Columbus, OH	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101319	ENR	Justin U Weber	1948-06-28	UHC-21843-63	—	9726 Palm Dr, Miami, FL, 33131	0.60	Street suffix standardised Address re-cased City re-cased State code upper-cased+4 more
ENR-141981	ENR	Brandon Cox	1969-02-23	UHC-48544-40	7149979450	9247 Mountain View Dr, Austin, TX, 78796	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104588	ENR	Brittany A Watson	1974-05-08	UHC-29744-32	8545621093	2080 Union St, Scottsdale, AZ, 85239	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129573	ENR	Jon H Reyes	1952-07-07	UHC-89739-72	6804201368	7319 Pine Dr, Austin, TX, 78703	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141899	ENR	Michelle P Gutierrez	1964-12-17	UHC-90571-23	8915690539	118 River Rd # 526, Mesa, AZ, 85254	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142807	ENR	Jacob Espinoza	1943-03-01	UHC-09081-77	2186631113	9827 Lake View Rd Apt 40, San Diego, CA, 92130	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-135457	ENR	Brandon G Sanchez	1949-12-04	UHC-72460-94	9658622273	6448 Lake View Rd # 450, Tucson, AZ, 85765	0.60	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
ENR-126235	ENR	Albert E Dean	1990-11-20	UHC-88054-86	5273213288	5601 Market St, Sacramento, CA, 95829	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-113539	ENR	Aisha P Butler	1971-04-13	UHC-74011-36	5842846470	181 Maple Ave, Denver, CO, 80237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-143050	ENR	Mateo V Simpson	1998-02-15	UHC-48188-73	9685961322	9683 Canyon Rd Apt 8, Minneapolis, MN, 55409	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-115344	ENR	Marttha J Ramirez	1997-05-05	UHC-27227-35	—	9690 Valley View Dr, Los Angeles, CA, 90091	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-127358	ENR	Adam Stewart	1954-09-02	UHC-00514-65	3346406936	7139 Oak St, Chandler, AZ, 85293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106872	ENR	Keith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-106787	ENR	Mariana I Carlson	1958-07-21	UHC-83774-86	7908141957	3744 Elm St # 522, Minneapolis, MN, 55474	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-101952	ENR	Jason Li	1970-05-16	UHC-97033-03	2478409639	8580 Lincoln Way, Phoenix, AZ, 85041	0.60	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-126283	ENR	Bradley Armstrong	1947-12-15	UHC-69711-57	4958818317	6289 Market St Apt 1, Chandler, AZ, 85266	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-117618	ENR	Kyle Richards	1981-02-28	UHC-09435-37	4076858147	1539 Indian School Rd, Minneapolis, MN, 55433	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126471	ENR	Rssell S Fuller	1976-09-18	UHC-39766-37	8296592894	7563 Maple Ave, Phoenix, AZ, 85069	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-131604	ENR	Alan T Gray	1991-02-28	UHC-21586-54	8112811697	8700 Spring St, Las Vegas, NV, 89114	0.60	Date of birth reformatted Phone reformatted City re-cased State name converted to code+4 more
ENR-141031	ENR	Raymond C Freeman	1953-01-23	UHC-96816-88	4823648363	3667 Valley View Dr, Tempe, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128957	ENR	Jean Chavez	1965-06-07	UHC-97809-22	7673313354	1806 River Rd, San Diego, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+4 more
ENR-135308	ENR	Mark I Hunt	1979-01-24	UHC-14722-67	8007595729	6380 Lake View Rd, Charlotte, NC, 28257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124943	ENR	Theresa Thompson	1998-04-21	UHC-43516-11	3065372127	7858 Palm Dr, Plano, TX, 75016	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117968	ENR	Jeffrey U Alvarado	1996-06-06	UHC-07952-97	3297682018	4090 Apache Blvd Apt 12, Orlando, FL, 32860	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-112224	ENR	Sandra M Fox	1971-01-19	UHC-53823-26	2352875157	8751 Washington St, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

2,126 rows, page 8 of 43Previous Next