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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59299	TPA	Matthew Marquez	1984-02-09	—	8057332989	6565 Maple Ave, Glendale, AZ, 85322	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53849	TPA	Andrea Bell	2007-01-24	—	—	4106 Baseline Rd, Austin, TX, 78713	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417885	CLM	Betty Patel	1959-02-07	UHC-54842-23	—	1321 River Rd, Charlotte, NC, 28291	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-430497	CLM	Eric Harris	1989-03-15	UHC-75275-07	—	2516 Ridge Rd, Los Angeles, CA, 90064	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56594	TPA	George Hernandez	1955-03-23	—	—	6868 Ridge Rd, Mesa, AZ, 85297	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408787	CLM	Jacob D Hoffman	1997-03-25	—	—	6402 Willow Ct, Chandler, AZ, 85236	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-120790	ENR	Katheen N Porter	1945-12-06	UHC-38152-21	5145838584	4540 Harbor Blvd, Las Vegas, NV	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57144	TPA	Jacob Jensen	1944-06-02	—	—	3352 Mountain View Dr, Las Vegas, NV	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418790	CLM	Elijah Ruiz	1981-01-18	UHC-16462-61	2414150805	1368 Grand Ave, Mesa, AZ, 85249	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59904	TPA	Maria Lopez	1945-04-08	—	—	3303 Forest Ave, Jacksonville, FL, 32243	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60777	TPA	Angela Wheeler	1952-02-15	—	—	1829 Grand Ave, Jacksonville, FL, 32266	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60915	TPA	Billy Lawrence	1942-02-09	UHC-31776-14	—	187 Cedar Ln, Seattle, WA, 98191	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-418435	CLM	Michelle Kennedy	1950-05-17	UHC-09693-82	6354812881	5675 Cedar Ln, Austin, TX, 78780	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-422973	CLM	Melissa Owens	1972-03-18	UHC-20322-63	—	7251 Sunset Blvd # 673, San Antonio, TX	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-21655	PRV	Rebecca Franklin	2008-01-09	UHC-18936-06	8234147070	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-403669	CLM	Lawrence Estrada	1944-10-22	UHC-71464-18	—	4645 Harbor Blvd, Columbus, OH, 43290	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-428459	CLM	Martha Henderzon	1970-11-08	—	—	4102 Forest Ave Apt 19, Chandler, AZ, 85278	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53457	TPA	Kevin Chapman	1967-09-13	—	—	3206 Meadow Ln, Scottsdale, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422244	CLM	Megan X Castillo	1955-03-05	UHC-34234-24	—	4037 River Rd # 420, San Antonio, TX, 78243	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21776	PRV	Grace Garrett	1993-10-14	UHC-31113-38	3157222991	1674 Oak St # 574, Plano, TX, 75024	0.52	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+2 more
CLM-427748	CLM	Mark Valdez	1980-03-27	—	—	9126 Main St, Orlando, FL, 32880	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-51493	TPA	Anthony N Salazar	2004-01-25	—	—	3940 Hillcrest Rd, Plano, TX, 75007	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-428963	CLM	Lori Johnsson	1990-01-12	—	—	6298 Forest Ave Apt 26, Charlotte, NC, 28251	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24494	PRV	Andrew Larson	1994-01-10	UHC-19155-72	—	7764 Highland Ave, Austin, TX, 78710	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
TPA-63381	TPA	Hannah Bowman	1997-02-18	—	—	3657 Central Ave, Charlotte, NC, 28227	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-107571	ENR	Michelle Harvey	—	UHC-39297-70	8737490631	1657 Ridge Rd, San Diego, CA, 92191	0.52	Name split from “Last, First”Date of birth missing Phone reformatted ZIP+4 trimmed+2 more
PRV-28811	PRV	Scott B Howell	1997-12-18	—	8458824338	1511 Willow Ct, Scottsdale, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409698	CLM	Eugene Coleman	1986-01-20	UHC-30788-02	—	9066 Ocean Ave, Austin, TX, 78748	0.52	Name re-cased SSN last four extracted State name converted to code Gender normalised+2 more
CLM-424268	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St # 920, Atlanta, GA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122114	ENR	Anthony Q Garcia	1993-05-08	UHC-14322-96	3845041459	9491 Bayshore Dr, Houston, TX, 77030	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115373	ENR	Susan Ward	1959-08-18	UHC-02824-24	—	8521 Highland Ave, Nashville, TN, 37228	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25454	PRV	Martha Castro	1984-04-01	—	—	5565 Hillcrest Rd Apt 25, Nashville, TN, 37234	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409571	CLM	Harold Mason	1940-11-11	—	—	1481 Hillcrest Rd, Gilbert, AZ, 85238	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-142997	ENR	Noah K Boyd	—	UHC-94724-49	—	474 Washington St, Glendale, AZ	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126394	ENR	Joyce Watson	1938-11-17	UHC-18256-92	4017122581	3969 Lincoln Way, Jacksonville, FL, 32297	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-423690	CLM	Aaron E Johnson	1978-11-04	UHC-30422-67	4347922415	9581 Indian School Rd # 523, San Antonio, TX, 78283	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-403551	CLM	Carolyn O Jacckson	2002-11-02	—	—	2843 Mesa Dr # 494, Atlanta, GA, 30305	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403552	CLM	Carolyn O Jacckson	2002-11-02	—	—	2843 Mesa Dr # 494, Atlanta, GA, 30305	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413832	CLM	Doris Dominguez	2001-12-16	UHC-82608-31	—	6256 Sunset Blvd, Scottsdale, AZ, 85220	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414318	CLM	Cheryl U Wang	1959-07-15	UHC-22851-71	6223808771	2046 River Rd, Plano, TX, 75069	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-141185	ENR	Kyle Cook	2001-09-07	UHC-25023-44	2166147611	9327 Broadway, Scottsdale, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+2 more
ENR-102571	ENR	Mei F Estrada	1958-06-13	UHC-89965-96	—	8211 Church St, Tempe, AZ	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421357	CLM	Larry Bradley	2001-01-13	—	—	3299 Pine Dr, Eden Prairie, MN, 55391	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59103	TPA	Ashley W Walker	1952-12-07	—	—	524 Indian School Rd, Atlanta, GA, 30310	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21271	PRV	George Moreno	1975-07-02	UHC-65364-35	5858632110	9621 Cedar Ln, Phoenix, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-121796	ENR	Philip Perez	1975-01-14	UHC-11905-66	—	8397 Sage Ct, Phoenix, AZ, 85084	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-108611	ENR	Julia V Peterson	1944-12-08	UHC-94819-32	—	718 Palm Dr # 820, Dallas, TX, 75255	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131156	ENR	Wei Ortega	1955-10-09	UHC-90425-63	9729104239	933 Highland Ave, Chandler, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23119	PRV	Aaron Gacia	1963-04-27	—	7519765126	7813 Desert Sky Blvd, Minneapolis, MN, 55424	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+2 more
PRV-24051	PRV	Paul Alvarez	2000-05-10	—	—	7640 Washington St, Houston, TX, 77048	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more

71,257 rows, page 102 of 1,426Previous Next