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

All sources, 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
PRV-25829	PRV	Sarah Nelson	1981-10-23	—	—	2553 Canyon Rd Apt 25, Eden Prairie, MN, 55345	0.64	Name re-cased Unit split from street City re-cased Email lower-cased+2 more
ENR-107426	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-107425	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-421297	CLM	Jerry O McDonald	1969-01-06	UHC-06839-06	8545136054	9110 Jefferson Ave, San Diego, CA, 92160	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-130869	ENR	Ashley Lane	1993-09-20	UHC-54559-03	3656099814	4467 Indian School Rd, Las Vegas, NV, 89116	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113371	ENR	Ann Lawson	1968-10-16	UHC-56133-10	5737014616	9722 Camelback Rd, Charlotte, NC, 28260	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21802	PRV	Bobby Q Medina	1981-03-07	UHC-80283-64	5973759403	4451 Desert Sky Blvd, Charlotte, NC, 28243	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-118810	ENR	Abigail Harrison	1940-01-16	UHC-10145-26	9594071001	4339 Spring St, Nashville, TN, 37230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430374	CLM	Jacqueline Gomez	1967-02-17	UHC-57063-16	9254703763	1869 Palm Dr, Charlotte, NC, 28246	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113740	ENR	Zachary Y Greeen	1979-02-02	UHC-03711-37	3508287855	2413 Elm St, Tampa, FL, 33655	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-400766	CLM	Samuel Price	1987-11-25	—	—	3203 Central Ave, Atlanta, GA, 30365	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130838	ENR	Ben Duncan	1957-04-07	UHC-06987-44	6398284850	1120 Sage Ct, Gilbert, AZ, 85299	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-116556	ENR	Cheryl K Crawford	—	—	3855974144	1039 Willow Ct, Los Angeles, CA, 90015	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-60618	TPA	Terry Davis	1976-05-26	—	—	7984 River Rd # 244, Glendale, AZ, 85332	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56171	TPA	Rachel W Marquez	—	—	—	4606 Valley View Dr, Miami, FL, 33185	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-101553	ENR	Billy Espinoza	1974-07-07	UHC-20184-24	—	7555 River Rd, San Diego, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
CLM-400146	CLM	Katherine Young	1985-06-08	UHC-45033-96	—	9786 Mountain View Dr, Austin, TX, 78765	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127612	ENR	Becky Espinoza	1999-07-27	—	8868922238	8621 Highland Ave, San Diego, CA, 92197	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-100800	ENR	Cynthia Reid	1973-09-12	—	7532373081	8344 Forest Ave, Los Angeles, CA, 90075	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122432	ENR	Gabriel R Ruiz	1993-12-09	UHC-87163-08	9222064334	5977 Indian School Rd, Tampa, FL, 33695	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100877	ENR	Eugene J Kim	2001-08-02	UHC-75568-78	4325136961	8421 Mesa Dr, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23554	PRV	John Z Armstrong	2003-06-27	—	2117248758	143 Sunset Blvd, Glendale, AZ, 85360	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20956	PRV	Ann Dominguez	1959-12-03	UHC-89013-57	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-126800	ENR	Diego Dean	1990-08-08	UHC-15193-16	7456293363	5012 Meadow Ln, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134526	ENR	Mariana P Hamilton	1963-05-16	UHC-80048-60	8583358665	5035 River Rd, Denver, CO, 80290	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-128060	ENR	Linda Howard	—	UHC-68897-62	—	6346 Market St, Tampa, FL, 33614	0.64	Name re-cased Date of birth unreadable State code upper-cased ZIP+4 trimmed+2 more
ENR-104742	ENR	Philip V Nichols	1995-02-20	UHC-60512-53	2287262876	9885 Cedar Ln, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405989	CLM	Joshua B Marshall	—	—	—	8078 Canyon Rd, Mesa, AZ, 85266	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-116293	ENR	Ronald X Boyd	1942-11-04	UHC-40835-40	8828864355	6867 Baseline Rd, Tucson, AZ, 85798	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61874	TPA	Philip Johnston	1966-07-26	—	—	9556 River Rd, Tucson, AZ, 85789	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142103	ENR	Karen Rose	1993-11-16	UHC-41271-45	8776486886	1976 Willow Ct, Las Vegas, NV, 89101	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133974	ENR	Christina F Jacobs	1961-08-11	UHC-68007-46	—	2890 Central Ave, Fresno, CA, 93736	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-58120	TPA	Evelyn Rodriguez	1963-06-17	—	—	9796 Union St Apt 26, Fresno, CA, 93765	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414278	CLM	Zachary Watkins	1962-03-15	—	—	9266 Ridge Rd, Atlanta, GA, 30322	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407666	CLM	Kevin Scott	1977-09-05	UHC-95333-52	—	4444 Willow Ct, Nashville, TN, 37251	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23615	PRV	Megan Rivera	1959-08-21	—	—	1707 Baseline Rd, Mesa, AZ, 85204	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-422706	CLM	Virginia Cunningham	1956-10-16	UHC-75540-38	—	2093 Bayshore Dr, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402717	CLM	Wayne Lwrence	1941-10-10	—	4959315140	6617 Hillcrest Rd Apt 15, Chandler, AZ, 85228	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416284	CLM	Jason Montgomery	1998-09-24	UHC-17328-72	8256252792	8845 Park Pl, Orlando, FL, 32891	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-121919	ENR	Kelly Reed	1965-04-13	UHC-18092-14	6537521335	1750 Grand Ave # 324, Minneapolis, MN, 55475	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-63807	TPA	Nicholas Walsh	1996-07-04	—	—	3420 Oak St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-139801	ENR	Hannah B Bowman	—	UHC-55159-69	8235094395	3657 Central Ave, Charlotte, NC, 28227	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-404456	CLM	Brittany KJunk	1943-04-15	UHC-13360-01	7207147632	199 Grand Ave, Scottsdale, AZ, 85268	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-428531	CLM	Virginia Kim	1945-08-11	UHC-47194-23	9334591023	4941 Mesa Dr, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63438	TPA	Kelly Watson	1986-04-16	—	—	7815 Lake View Rd Apt 12, Dallas, TX, 75216	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58402	TPA	Shirley Adams	1958-03-11	—	9054980219	2419 Sunset Blvd, Tampa, FL, 33625	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124640	ENR	Heather Armstrong	1984-05-11	UHC-08049-74	8507564381	3274 Pine Dr, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136188	ENR	Timothy J Rios	—	UHC-27057-19	2285992592	2391 Desert Sky Blvd, Fresno, CA, 93766	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-137385	ENR	Mateo Berry	1952-02-23	UHC-83479-46	—	4999 Pine Dr, Sacramento, CA, 95814	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123684	ENR	Sean Dunn	1948-11-10	UHC-74433-70	5566277090	4739 Pine Dr, Nashville, TN, 37228	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

39,996 rows, page 166 of 800Previous Next