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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21721	PRV	Deborah Baker	1994-06-22	—	5715185709	3889 Canyon Rd, Plano, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21011	PRV	Bradley Gilbert	2005-03-24	—	—	600 Maple Ave, Las Vegas, NV, 89123	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24700	PRV	Jennifer Wong	1988-03-02	—	7235624918	2502 Sunset Blvd # 313, San Antonio, TX, 78258	0.52	Unit split from street 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-22463	PRV	Janet Holmes	2001-05-05	—	7608132571	5096 River Rd, Las Vegas, NV	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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
PRV-22006	PRV	Cheryl Rivera	1963-09-14	—	—	7489 Apache Blvd, Phoenix, AZ, 85039	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-29192	PRV	Wayne Lopez	2001-12-26	—	6396090321	8070 Highland Ave, Dallas, TX, 75296	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29485	PRV	Cheryl Gibson	1999-05-15	—	2944819018	6044 Willow Ct, Los Angeles, CA, 90080	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21788	PRV	Diana Berry	1978-03-11	UHC-53245-53	6816581324	8859 Spring St, Miami, FL, 33197	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23390	PRV	Alice Ortega	1948-01-20	—	7567665648	4708 Camelback Rd, Miami, FL, 33194	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28484	PRV	Lucia B Watkins	—	UHC-64281-09	—	952 Bayshore Dr, Scottsdale, AZ, 85200	0.52	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-20223	PRV	Douglas M Morales	1952-08-19	—	—	2023 Maple Ave, Gilbert, AZ, 85226	0.52	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24063	PRV	Camila Burton	2003-01-14	—	—	6355 Mesa Dr, Seattle, WA, 98185	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28254	PRV	Logan J Larson	1945-04-19	—	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21302	PRV	Patricia T Gonzales	2002-07-18	UHC-73800-42	—	5925 Cedar Ln, Minneapolis, MN	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20856	PRV	Arjun Turner	1984-09-08	—	—	8735 Valley View Dr, Phoenix, AZ, 85067	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24422	PRV	Thersea Harris	1958-09-18	UHC-49222-72	—	7303 Valley View Dr, Miami, FL, 33145	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28861	PRV	Karen Alexander	1975-02-26	—	—	6849 Cedar Ln, Nashville, TN, 37254	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
PRV-21148	PRV	Danielle Lynch	2000-02-09	UHC-65454-97	—	1905 Elm St, Minneapolis, MN, 55432	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24926	PRV	Debra C Robertsson	1983-01-04	UHC-55599-52	7105004908	4220 Canyon Rd, Seattle, WA, 98134	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23364	PRV	Julie Johnson	1971-12-09	—	—	4699 Sunset Blvd, Houston, TX, 77023	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23365	PRV	Julie Johnson	1971-12-09	—	—	4699 Sunset Blvd, Houston, TX, 77023	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-22311	PRV	Elizabeth Stevens	1993-01-09	UHC-16032-76	—	5198 Union St, Jacksonville, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27949	PRV	Brittany M Watson	1971-04-25	—	—	3073 Market St, Sacramento, CA, 95874	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26111	PRV	EJunk	2000-05-06	UHC-64732-99	7679426234	7447 Central Ave, Miami, FL, 33171	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29198	PRV	Anthony Perkins	1988-06-09	—	—	5905 Elm St, Las Vegas, NV, 89113	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-21784	PRV	Linda Y Palmer	—	—	9225632591	4786 Sunset Blvd, Dallas, TX, 75228	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26988	PRV	Kathleen Day	1982-02-23	UHC-81831-31	—	5003 Ocean Ave, Glendale, AZ, 85390	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28007	PRV	Harold N Black	1953-02-20	UHC-08811-16	—	1814 Lincoln Way, San Diego, CA, 92187	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25756	PRV	Olivia Franklin	2003-08-18	—	2308304907	2718 Palm Dr, Seattle, WA, 98101	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22589	PRV	Brenda Alvarado	1980-06-28	UHC-41851-99	—	6602 Oak St, Jacksonville, FL, 32243	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23300	PRV	Anthony Guerrero	1972-11-10	UHC-93685-60	2622920400	6030 Main St, Austin, TX, 78733	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23399	PRV	David Y Armstrong	1946-07-26	UHC-93636-05	—	1887 Ridge Rd, Gilbert, AZ	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-21241	PRV	George Bradley	1978-09-01	UHC-28120-86	6594321783	114 Highland Ave, Denver, CO, 80226	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28387	PRV	Megan Morgan	1997-09-07	—	—	9294 Lake View Rd, Tempe, AZ, 85252	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21206	PRV	Nancy Oliver	1944-10-25	UHC-38921-64	—	8923 Baseline Rd, Plano, TX, 75066	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
PRV-28199	PRV	Kevin Guerrero	—	UHC-55296-65	3795891436	4927 River Rd, Fresno, CA	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25101	PRV	Willie C Elliott	1943-01-20	UHC-22957-69	—	9782 Ridge Rd, Tempe, AZ, 85289	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25100	PRV	Willie C Elliott	1943-01-20	UHC-22957-69	—	9782 Ridge Rd, Tempe, AZ, 85289	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28326	PRV	Shirley A Meyer	1976-09-12	—	2663373260	413 Cedar Ln, Seattle, WA, 98187	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
PRV-27624	PRV	Donna Ellis	1965-07-03	UHC-56478-17	3776934209	4083 Desert Sky Blvd, Jacksonville, FL, 32293	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28765	PRV	Ahmed J Singh	—	—	—	8556 Apache Blvd, Plano, TX	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
PRV-26528	PRV	Emily Bennett	1981-02-04	—	3986642803	5579 Lake View Rd, Fresno, CA, 93723	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26059	PRV	Mason V Sanchez	1953-01-04	—	—	1884 Forest Ave, San Antonio, TX, 78278	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
PRV-23974	PRV	Christine V Martinez	1999-08-16	UHC-53553-34	—	4871 Mountain View Dr # 113, Tampa, FL, 33616	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27677	PRV	Frank Robertson	1982-05-16	UHC-20010-86	8027583177	2074 Hillcrest Rd, Tampa, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
PRV-23736	PRV	Gerald M Pena	1978-10-23	UHC-42304-14	—	9382 Bayshore Dr, Phoenix, AZ, 85038	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24122	PRV	Tyler Q Alvarado	1993-03-01	UHC-30206-42	—	1297 Valley View Dr, Gilbert, AZ, 85264	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more

5,462 rows, page 18 of 110Previous Next