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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23960	PRV	Tim Dixon	1951-11-17	UHC-54331-87	4456310971	1368 Ridge Rd, Plano, TX, 75078	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25512	PRV	Christian Chavez	1996-01-20	—	5037920366	7834 Oak St, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24821	PRV	Wei Cook	1991-12-07	UHC-33024-75	6399599575	6459 Ocean Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25442	PRV	Isabella N Guerrero	1993-10-01	UHC-86915-27	4148118317	1635 Church St, Sacramento, CA, 95841	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27748	PRV	Dorothy Smith	2003-10-07	UHC-01581-36	5346791797	624 Central Ave, Gilbert, AZ, 85257	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-29041	PRV	Ethan S Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St Apt 22, Atlanta, GA, 30335	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-27662	PRV	Kevin V Knight	1953-01-22	—	8899796016	7111 Ridge Rd, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26082	PRV	Sara Hanson	1993-07-16	UHC-23621-71	6265279615	2711 Sage Ct, Charlotte, NC, 28237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22829	PRV	Aisha Mason	2002-10-17	UHC-99034-92	4116705178	5568 Hillcrest Rd, San Diego, CA, 92148	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28815	PRV	Jshua Stewart	1988-02-15	—	6618979534	1223 Sunset Blvd # 828, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-20990	PRV	Patrick Olson	1993-11-18	UHC-19445-85	8122132692	3332 Central Ave, Eden Prairie, MN, 55372	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20538	PRV	Madison J Welch	1946-12-10	UHC-40299-97	5966626268	2397 Hillcrest Rd, Phoenix, AZ, 85076	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25816	PRV	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25277	PRV	Wayne Simpson	1996-12-17	UHC-80007-46	5759495120	1873 Ridge Rd, Chandler, AZ, 85208	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20835	PRV	James Reid	2008-10-13	UHC-04022-72	8103721681	5685 Sage Ct, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted ZIP missing Email lower-cased+3 more
PRV-28132	PRV	Brandon Bennett	1939-08-21	UHC-20776-28	8373045542	1280 Camelback Rd, Tucson, AZ, 85732	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
PRV-29258	PRV	Jonathan Meyer	1993-07-27	UHC-33815-73	9179306798	5475 Baseline Rd, Atlanta, GA, 30368	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21926	PRV	Camila Santiago	1940-08-03	UHC-21140-26	5508216953	1728 Valley View Dr, Scottsdale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23773	PRV	Lawrence King	1953-12-26	—	2084035748	569 Ridge Rd, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24072	PRV	Joan Alvarado	1946-07-21	UHC-00087-63	8823688818	8314 Forest Ave Apt 24, Miami, FL, 33182	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-23412	PRV	Theresa U Richards	1968-04-08	—	4569637577	5657 Ridge Rd, Las Vegas, NV, 89140	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22033	PRV	Robert K Romero	1986-11-18	UHC-84309-91	2892436915	4570 Baseline Rd, Tucson, AZ, 85780	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26583	PRV	Peer Payne	1994-06-07	—	2385128845	4592 Maple Ave, Atlanta, GA, 30378	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22720	PRV	Scott Johnston	1991-06-01	UHC-09585-03	5782113159	8261 Pine Dr, San Diego, CA, 92181	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22127	PRV	Grace Phillips	1939-01-26	—	2322617469	7250 Pine Dr, Houston, TX, 77002	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25953	PRV	Daniel Webb	1951-10-12	UHC-29575-59	3948521162	4456 Harbor Blvd, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29022	PRV	Matthew Cox	1952-01-15	UHC-62478-86	8509834923	6971 Park Pl, Atlanta, GA, 30377	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27713	PRV	Joe S Mills	1948-12-08	—	8457087300	2003 Mountain View Dr # 463, Miami, FL, 33167	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22203	PRV	Joan Duncan	1950-01-11	UHC-35968-68	9008536637	8323 Spring St, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20216	PRV	Karen T Rojas	1996-05-21	UHC-95344-65	9038384737	6039 Sage Ct # 528, Miami, FL, 33184	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22279	PRV	Eugene H Kellly	1976-07-07	UHC-59154-82	8614086016	1751 Valley View Dr, Miami, FL, 33148	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24997	PRV	Elijah Myers	1989-12-09	—	5506243373	3062 Highland Ave, Dallas, TX, 75233	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20327	PRV	Maria L Long	1972-11-04	UHC-89960-59	9763378811	5897 Central Ave, Glendale, AZ, 85322	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24477	PRV	Ethan Ortiz	1968-07-09	—	6939202181	3946 Park Pl, Nashville, TN, 37215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22032	PRV	Gerald Davis	1959-07-13	—	7918239090	7154 Pine Dr, Tempe, AZ, 85215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-28148	PRV	Mark Lopez	1954-09-19	UHC-01657-31	2959574362	810 Mesa Dr Apt 13, Sacramento, CA, 95812	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-25018	PRV	Philip Mejia	1940-07-22	—	3108702256	6716 Central Ave, Plano, TX, 75019	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28945	PRV	Janet Grant	1991-05-18	—	4312737256	7089 Willow Ct, Los Angeles, CA, 90080	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-21562	PRV	Judith Cooper	1957-01-28	—	—	6211 Palm Dr, Eden Prairie, MN, 55331	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21561	PRV	Judith Cooper	1957-01-28	—	—	6211 Palm Dr, Eden Prairie, MN, 55331	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25670	PRV	Karen S Rivera	1984-05-22	—	6439595537	9144 Ridge Rd, Fresno, CA, 93779	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24230	PRV	Aisha Ryan	2006-03-11	—	9812238695	7550 Spring St, Gilbert, AZ, 85220	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-29027	PRV	Christopher Ross	1990-02-16	UHC-51132-99	7698326458	5213 Spring St, Seattle, WA, 98152	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27553	PRV	Heather Meyer	1985-05-19	UHC-17486-97	6239850085	9200 Harbor Blvd, Charlotte, NC, 28252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25390	PRV	Sean Yang	1966-01-27	—	8445415132	9465 Palm Dr, San Diego, CA, 92191	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26560	PRV	Jacob Wallace	1969-05-04	UHC-66285-29	8632623231	9419 Sage Ct, Minneapolis, MN, 55451	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22414	PRV	Camla Sandoval	1983-09-18	UHC-60824-59	4592179167	5221 Broadway # 109, Seattle, WA, 98142	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-24546	PRV	Harold V Vasquez	2001-04-18	UHC-05206-24	5215295672	4231 Lake View Rd, Mesa, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24244	PRV	Carolyn I Herrera	1965-07-04	UHC-83872-65	—	7974 Washington St, Gilbert, AZ, 85261	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28881	PRV	Sofia Y Bowman	1964-11-20	—	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more

3,816 rows, page 14 of 77Previous Next