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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140610	ENR	Jose F Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-115562	ENR	Andy Evans	1988-10-25	UHC-10411-09	9077744026	4471 Desert Sky Blvd, Nashville, TN, 37243	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-117839	ENR	Lauren Hill	1970-11-09	UHC-71517-82	3917240818	7973 Park Pl, Denver, CO, 80283	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104706	ENR	Jack M Knight	1955-10-20	UHC-49193-58	9868685310	252 Sage Ct, Nashville, TN, 37219	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-407536	CLM	Jose Q Silva	1944-11-08	—	3675180514	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-131211	ENR	Bryan I Fowler	1948-06-15	UHC-45894-30	3066782087	8770 Sage Ct, Scottsdale, AZ, 85269	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-417942	CLM	Andrew Matthews	1977-04-05	—	7812181951	9858 Baseline Rd, Orlando, FL, 32895	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126536	ENR	Abigail V Gonzalez	1980-11-06	UHC-62276-24	—	6210 Highland Ave, San Antonio, TX, 78200	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-29512	PRV	Amanda Bennett	2004-01-08	UHC-35446-77	4827629839	6065 Union St, Columbus, OH, 43251	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129772	ENR	Omar J Marquez	1993-05-23	UHC-55399-98	5175410345	1963 Highland Ave, Miami, FL, 33175	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-139948	ENR	Ray H Simpson	2000-04-13	UHC-16899-95	4867461031	8207 Pine Dr, Tampa, FL, 33647	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118503	ENR	Melissa Q Reed	2002-06-23	UHC-35854-27	—	5544 Cedar Ln, Dallas, TX, 75272	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423154	CLM	Matthew Ferguson	1995-03-20	UHC-66125-48	—	1582 Camelback Rd, Houston, TX, 77086	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400478	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-21050	PRV	Diane Y Robinson	1940-05-24	—	4563358471	6707 Spring St, Orlando, FL, 32806	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-117386	ENR	Megan C Wood	1984-10-23	UHC-68078-33	2154660580	7693 River Rd, Jacksonville, FL, 32262	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58171	TPA	Mark Lynch	1997-12-19	—	—	5482 Main St, Orlando, FL, 32838	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-419938	CLM	Mateo Diaz	1952-06-25	—	—	2968 Apache Blvd, Houston, TX, 77085	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-51373	TPA	Brenda Estrada	1963-12-15	—	—	8397 Canyon Rd, Tucson, AZ, 85738	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-132455	ENR	Martha Russell	1986-09-26	UHC-05709-13	5532736503	8647 Desert Sky Blvd, Orlando, FL, 32896	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-113219	ENR	Alan T Phillips	1997-07-18	UHC-62107-94	5906703839	2078 Sage Ct, Atlanta, GA, 30383	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-120849	ENR	Catherine Hawkins	1970-02-22	UHC-45783-13	4195745794	9389 Palm Dr, Chandler, AZ, 85281	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120848	ENR	Catherine Hawkins	1970-02-22	UHC-45783-13	4195745794	9389 Palm Dr, Chandler, AZ, 85281	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20433	PRV	Andrea Russell	1985-03-04	—	—	9061 Ocean Ave, Houston, TX, 77080	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-420259	CLM	Sandra X Powell	1996-04-25	UHC-02733-47	9758505545	9548 Main St, Los Angeles, CA, 90026	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-400103	CLM	Annna McDonald	1972-03-16	UHC-61383-31	—	5798 Union St, Los Angeles, CA, 90015	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-118358	ENR	Doris A Li	1999-01-07	UHC-88009-26	4665883054	5308 Indian School Rd, Atlanta, GA, 30334	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-111499	ENR	Evelyn C Lane	1985-04-14	UHC-61513-03	5677666790	2837 Cedar Ln, Jacksonville, FL, 32248	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109994	ENR	Linda Q Kelley	1977-04-15	UHC-65744-09	9342593909	6434 Washington St, Las Vegas, NV, 89155	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-135665	ENR	Gloria Yang	2008-06-20	UHC-77975-62	3764328088	7271 Broadway # 266, Glendale, AZ, 85321	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-429559	CLM	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd, Scottsdale, AZ, 85275	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-421296	CLM	Amanda Hall	2005-05-01	UHC-90296-30	4782432432	9017 Church St, Mesa, AZ, 85215	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405003	CLM	Carl Richards	1941-08-04	—	4354378572	9485 Hillcrest Rd, Phoenix, AZ, 85087	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416907	CLM	Bobby Gutierrez	1954-09-11	UHC-90316-10	—	4638 Broadway, Gilbert, AZ, 85238	0.64	Name re-cased Two-digit birth year City re-cased State name converted to code+2 more
ENR-141846	ENR	Dean Wayne	1988-12-23	UHC-74792-22	9394366445	5386 Church St, Plano, TX, 75056	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-418475	CLM	Ana A Ward	1990-10-10	—	6384259388	5438 Church St, San Antonio, TX, 78216	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109391	ENR	Sharon B Perez	1993-04-25	UHC-67455-26	4984828512	2104 Harbor Blvd, Mesa, AZ, 85208	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124644	ENR	Ann Garrett	1977-01-19	UHC-36257-71	4865700176	6583 Oak St, Houston, TX, 77084	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409159	CLM	Evelyn Austin	1953-04-15	UHC-82037-47	6654045053	6261 Church St, Gilbert, AZ, 85299	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27487	PRV	Riick Jenkins	1953-09-25	—	4009793863	1374 Forest Ave, Austin, TX, 78715	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125286	ENR	Gerald Banks	1998-10-17	UHC-54196-42	6513665118	1424 Desert Sky Blvd, Mesa, AZ, 85258	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-133394	ENR	Lauren X Simmons	1991-10-26	UHC-04808-71	8782236703	2970 Willow Ct, Chandler, AZ, 85283	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408128	CLM	Christian Romero	1957-02-08	—	—	3506 Ridge Rd, Dallas, TX, 75215	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-138716	ENR	Russell Torres	1984-12-02	UHC-27828-45	4887441353	4623 Lake View Rd, Nashville, TN, 37205	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
TPA-57314	TPA	Bobby Rice	1938-01-19	—	5103470594	8491 Desert Sky Blvd, Sacramento, CA, 95810	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101588	ENR	Maria H Warren	1982-03-24	UHC-60350-58	6485139927	5611 Hillcrest Rd, Plano, TX, 75062	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141825	ENR	Donna Mason	2002-04-14	UHC-93710-92	9678261186	1781 Forest Ave, San Antonio, TX, 78245	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429529	CLM	Mei Robertson	1987-02-22	UHC-47647-46	—	8987 Desert Sky Blvd, Jacksonville, FL, 32275	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-22386	PRV	Kimberly Young	1974-07-18	—	3612186867	5824 Washington St, Mesa, AZ, 85291	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-137166	ENR	Laurren F Fox	1996-02-25	UHC-96438-76	8746174711	7694 Cedar Ln, San Diego, CA, 92165	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

6,661 rows, page 66 of 134Previous Next