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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426498	CLM	Wayne Rodriguez	1962-01-02	UHC-24236-32	—	1949 Lake View Rd, Denver, CO	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60187	TPA	Justin Watkins	1950-04-17	—	—	2253 Meadow Ln, San Antonio, TX, 78202	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
CLM-401080	CLM	Joan Castillo	1960-04-13	UHC-72136-56	—	53 Apache Blvd, Seattle, WA, 98111	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107107	ENR	Carolyn Wallace	1999-01-07	UHC-49684-67	4847170868	2659 Grand Ave, Tampa, FL, 33668	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63250	TPA	Carolyn Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140251	ENR	Karen I Bisohp	1996-06-05	UHC-78276-89	9389182720	4628 River Rd, Miami, FL, 33156	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116094	ENR	Madison V Jensen	1962-02-08	UHC-49654-88	8215380683	7937 Valley View Dr, Denver, CO, 80272	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426275	CLM	Alan O Greene	1943-11-23	UHC-55208-95	—	9748 Oak St Apt 8, Columbus, OH, 43243	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55864	TPA	Lawrence Anderson	2000-08-07	—	—	6884 Meadow Ln, San Diego, CA, 92130	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119728	ENR	Lauren Moreno	1998-10-13	UHC-40660-98	2462415841	7155 Ocean Ave # 545, Plano, TX, 75087	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-138152	ENR	Walter Gomez	1946-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403592	CLM	Stevens H Kevin	1947-11-12	UHC-74291-02	—	2398 River Rd, San Antonio, TX, 78255	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55712	TPA	Sean Schmidt	1942-03-08	—	—	1550 Pine Dr, Plano, TX, 75048	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110096	ENR	Doris R Contreras	1962-05-19	UHC-02950-74	6987518369	3497 Willow Ct, Glendale, AZ, 85328	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-141915	ENR	Austin Bradley	1943-08-01	UHC-33190-68	7626066429	9838 Palm Dr, Austin, TX, 78799	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103517	ENR	Sofia Lucas	1953-01-25	UHC-18083-05	6062342622	3179 Ridge Rd, San Antonio, TX, 78279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120348	ENR	Aisha Q Henderson	1986-02-18	UHC-27793-06	6573880632	563 Spring St, San Antonio, TX, 78287	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-410055	CLM	Emma Medina	1946-10-22	—	—	1963 Mesa Dr, Atlanta, GA, 30333	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110765	ENR	Charlotte Vega	1969-05-09	UHC-23171-99	2054368369	4574 Ocean Ave, Las Vegas, NV, 89191	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123122	ENR	Sandra Hart	1950-09-18	UHC-51984-99	8464264777	9811 Maple Ave # 555, Orlando, FL, 32892	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-127027	ENR	Patricia Maldonado	1988-01-25	UHC-13370-92	—	599 Apache Blvd, Fresno, CA, 93760	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412009	CLM	Gerald Jones	1943-06-01	—	—	6618 Church St, Tempe, AZ, 85268	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24522	PRV	Wayne Jackson	1951-12-22	—	2844921848	4411 Willow Ct, Dallas, TX, 75290	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106866	ENR	Paul Fernandez	1989-03-22	UHC-24250-94	5273117113	3114 Broadway, Scottsdale, AZ, 85204	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-118631	ENR	Joyce I Harvey	1994-03-07	UHC-19081-25	3659345400	9892 Mesa Dr, Plano, TX, 75034	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-420953	CLM	Hiroshi Montgomery	1976-04-17	—	—	1778 Ridge Rd Apt 21, Miami, FL	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-431559	CLM	Bryan Payne	1960-09-21	UHC-76306-90	3424340781	3458 Camelback Rd, Orlando, FL, 32860	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121061	ENR	Austin H Stevens	1960-06-14	UHC-43550-76	5567049968	2950 Spring St Apt 26, Mesa, AZ, 85268	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-408095	CLM	Gregory Guerrero	1967-09-14	UHC-16053-08	—	6620 Mountain View Dr # 623, Phoenix, AZ, 85001	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-429313	CLM	Joseph Hanson	1999-12-05	—	—	3879 Mountain View Dr, Atlanta, GA, 30389	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-110616	ENR	Gary Diaz	2002-06-22	UHC-02826-83	6362226164	8326 Mountain View Dr, Dallas, TX, 75218	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-424917	CLM	Jack Padilla	1944-09-12	—	3314481495	2861 Mountain View Dr, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-62067	TPA	Mark Montgomery	1969-05-01	—	3624278460	5341 Canyon Rd, Miami, FL, 33105	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-425425	CLM	Barbaa S Park	1982-05-01	UHC-16638-84	—	4177 Pine Dr, Scottsdale, AZ, 85224	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127740	ENR	Carolyn X Day	1973-03-06	UHC-57139-59	4683562322	3750 River Rd, Seattle, WA, 98170	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123192	ENR	Frank Santos	1972-10-25	UHC-87051-08	9422313149	1611 Meadow Ln, Glendale, AZ, 85345	0.64	Date of birth reformatted City re-cased State name converted to code Email lower-cased+2 more
ENR-111628	ENR	Ralph Graham	1945-03-21	UHC-93056-35	3472743902	3487 Maple Ave, Atlanta, GA, 30353	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123447	ENR	Jack Edwards	1968-02-07	UHC-73459-41	5867733610	3607 Cedar Ln Apt 18, Atlanta, GA, 30357	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-103593	ENR	Sophia Hays	1939-08-09	UHC-62891-69	9085133145	4068 Harbor Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430687	CLM	Sharon V Bell	2006-07-20	UHC-77136-29	2289194915	6511 Sage Ct, Houston, TX, 77018	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+2 more
TPA-52445	TPA	Maria Nguyen	2003-04-02	—	—	4081 Willow Ct, Phoenix, AZ, 85030	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114960	ENR	Salazar Greg	1955-03-17	UHC-54013-72	3938067388	5228 Harbor Blvd, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430969	CLM	Sharon Webb	1974-10-26	—	—	6290 Cedar Ln, Denver, CO, 80269	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118148	ENR	Keith C Obrien	1958-05-20	UHC-09251-92	5132632802	5450 Valley View Dr, Charlotte, NC	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-132137	ENR	Lauren F Burke	1998-04-05	UHC-93455-36	6428985531	2157 Park Pl, Miami, FL, 33132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106025	ENR	Michael Henry	1990-05-07	UHC-07836-36	—	6130 Mountain View Dr, Tempe, AZ, 85297	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
TPA-59153	TPA	Julia McDonald	1990-11-24	—	—	7526 Hillcrest Rd, Plano, TX, 75052	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135584	ENR	Sullivan A Carolyn	1992-02-06	UHC-26152-56	9034196631	695 Indian School Rd, Tempe, AZ, 85280	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415041	CLM	Ronald Evans	1987-01-25	—	—	8732 Meadow Ln # 417, Gilbert, AZ, 85296	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56799	TPA	—Junk	1944-12-04	—	—	2619 Central Ave, San Diego, CA, 92110	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

32,400 rows, page 147 of 648Previous Next