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

Provider network, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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
PRV-23200	PRV	Charlotte I Payne	2005-01-13	—	4724983309	2382 Grand Ave, Glendale, AZ, 85354	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-26644	PRV	Sofia Hicks	1952-05-23	UHC-80393-05	—	1685 Church St, Phoenix, AZ, 85060	0.52	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+2 more
PRV-26718	PRV	Ahmed Castillo	1996-09-28	UHC-03994-93	9295262376	5587 Meadow Ln, Sacramento, CA, 95807	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28929	PRV	Grace D Hughes	1965-10-15	—	6717940564	181 Central Ave, Tampa, FL, 33632	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23860	PRV	Dorothy F James	1987-02-16	UHC-93469-77	4016111175	8094 Indian School Rd, Eden Prairie, MN, 55392	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-28780	PRV	Christopher L Aguilar	1967-09-11	UHC-33800-17	—	3042 Sage Ct, Plano, TX, 75014	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20637	PRV	Ahmed Gutierrez	1938-05-12	—	—	6178 Forest Ave, Columbus, OH, 43204	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20601	PRV	Stephanie X Allen	1995-11-20	—	—	8645 Apache Blvd, Tempe, AZ	0.52	Name split from “Last, First”SSN last four extracted State code upper-cased ZIP missing+2 more
PRV-26105	PRV	Stephanie Ross	1998-02-27	—	—	504 Sunset Blvd, Austin, TX, 78795	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-23309	PRV	Kayla Carr	1964-05-19	—	6977835291	37 Camelback Rd, Phoenix, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21559	PRV	Ryan Z Warren	1946-08-13	UHC-88581-01	2195835859	243 Sunset Blvd Apt 12, Nashville, TN	0.52	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+2 more
PRV-26882	PRV	Sara K Roberts	1950-08-19	—	5388898222	7982 Maple Ave, Fresno, CA, 93799	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26398	PRV	Frank Arnold	1969-03-10	UHC-80971-82	6813421805	2031 Central Ave, San Antonio, TX, 78298	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21080	PRV	Fatima Green	1971-01-19	UHC-56858-96	8975855235	764 River Rd, Minneapolis, MN, 55442	0.52	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
PRV-22159	PRV	Christina Meyer	1958-09-22	UHC-53968-37	7853766672	9661 Maple Ave, Sacramento, CA, 95861	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28113	PRV	Grace Wong	2000-12-03	—	—	3571 Spring St, Sacramento, CA, 95834	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-21987	PRV	Aaron Willis	1938-05-01	UHC-70017-39	—	8138 Ridge Rd, Los Angeles, CA, 90021	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20457	PRV	Mateo Shaw	1955-06-19	—	9385570806	1818 Church St # 860, San Antonio, TX, 78281	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-26505	PRV	Donna Hansen	1961-06-10	—	8704506805	33 Meadow Ln, Atlanta, GA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28973	PRV	Christopher Evans	1905-10-23	—	8439633499	9894 Maple Ave, Tucson, AZ, 85730	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26721	PRV	Heather Hart	1960-06-27	UHC-02743-92	6385063717	8139 Highland Ave, Jacksonville, FL, 32212	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21622	PRV	Alice Welker	—	UHC-55066-76	3084175809	3598 Willow Ct, Minneapolis, MN, 55437	0.52	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
PRV-29220	PRV	Lauren Ryan	—	UHC-05185-18	3286179340	514 Lake View Rd, Glendale, AZ, 85314	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-26904	PRV	Elijah T Henderson	1980-02-17	UHC-24951-39	2205784083	8438 Camelback Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-26956	PRV	Bryan Franklin	1981-12-17	—	—	325 Valley View Dr, Scottsdale, AZ, 85200	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24880	PRV	Lori Lee	1943-09-07	—	7793828307	7843 Sunset Blvd, Scottsdale, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23264	PRV	Debra Hill	1947-12-10	—	3066553236	3871 Bayshore Dr, Phoenix, AZ, 85041	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22066	PRV	Heather P Wagner	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27527	PRV	Charlotte V Nichols	1970-05-19	UHC-53965-50	8148244059	3495 Market St # 722, Columbus, OH	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-26424	PRV	Nancy Graham	1959-03-19	—	7094605128	4350 Apache Blvd, Seattle, WA, 98197	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28328	PRV	Dennis Kelley	1978-04-18	UHC-97854-14	7932220150	3742 Meadow Ln, Chandler, AZ, 85217	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22106	PRV	Dylan Watkins	2007-10-27	—	8029169881	343 Bayshore Dr, Seattle, WA, 98191	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20123	PRV	Jacqueline Chen	1997-08-07	—	—	5143 Grand Ave, Los Angeles, CA, 90011	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24157	PRV	Lisa Huughes	2005-08-28	—	4335563172	3596 Main St # 498, Las Vegas, NV, 89178	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-27794	PRV	Mark Morgan	1981-04-13	UHC-34154-23	5242733609	2340 Pine Dr # 761, Tampa, FL, 33607	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24298	PRV	Jacob Watkins	1948-01-23	—	9825231742	1221 Church St, Fresno, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27378	PRV	Mary Simpson	1957-08-17	—	—	9133 River Rd, Jacksonville, FL, 32221	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25228	PRV	Adam I Lttle	1943-08-22	—	5515424028	1689 Mountain View Dr, Nashville, TN, 37201	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23247	PRV	Camila Turner	1990-05-10	UHC-89373-58	6009667929	9865 Mesa Dr, Charlotte, NC, 28218	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-23744	PRV	Gloria Allen	1976-12-08	UHC-05703-45	3084703302	585 River Rd, Austin, TX, 78773	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26220	PRV	Omar T Davis	1980-11-19	—	7883665174	2400 Mountain View Dr, Nashville, TN, 37241	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-26387	PRV	Patrick Mendez	1963-09-16	—	—	6528 Church St, Plano, TX, 75099	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21705	PRV	Hannah Schmidt	1959-01-13	UHC-54182-06	—	5316 Park Pl, San Antonio, TX, 78226	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25582	PRV	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ, 85230	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23803	PRV	Sara Espinoza	1997-01-27	UHC-90159-04	7938200340	859 Grand Ave, Tempe, AZ, 85201	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25261	PRV	Theresa L Garza	1942-10-28	—	—	877 Cedar Ln # 244, Atlanta, GA, 30319	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-22026	PRV	Priya Cook	1956-08-04	—	8593901606	8550 Cedar Ln, Eden Prairie, MN, 55326	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26299	PRV	Alexis Hill	1952-02-12	UHC-64036-10	—	4089 River Rd, Tucson, AZ, 85788	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more

957 rows, page 5 of 20Previous Next