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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26780	PRV	Isabella P Freeman	1965-09-13	—	8605143057	2072 Market St, Los Angeles, CA, 90059	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
PRV-20152	PRV	Amy Hanson	1987-10-08	—	—	62 Lake View Rd, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28101	PRV	Eryc Wheeler	1997-06-10	—	2015855404	2403 Canyon Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27285	PRV	Sam Elliott	1990-03-17	UHC-79245-67	3112686874	6721 Sunset Blvd Apt 34, Las Vegas, NV, 89105	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-23125	PRV	Rojas D Christian	1958-05-15	—	5299698703	4017 Main St, Las Vegas, NV, 89161	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26344	PRV	Danielle Weaver	1975-04-25	—	2869432840	2761 Maple Ave Apt 38, Houston, TX, 77011	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-23093	PRV	Charlotte Ruiz	1955-09-20	UHC-93692-65	8838923998	6948 Broadway Apt 19, Scottsdale, AZ, 85217	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-24459	PRV	Anthony U Hayes	1946-09-03	UHC-47136-42	9296420529	1648 Baseline Rd, Houston, TX, 77003	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-24318	PRV	Mary Young	1996-07-16	—	5496646553	4728 Market St, San Antonio, TX, 78237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28249	PRV	Mei Clark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ, 85329	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25376	PRV	Emma Cook	1960-02-23	UHC-78970-78	—	2069 Willow Ct, Houston, TX, 77096	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25663	PRV	Marcus Rodriguez	—	UHC-13361-97	2205693909	439 Desert Sky Blvd, Dallas, TX, 75295	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
PRV-29358	PRV	Theresa Sims	1984-01-16	UHC-55226-19	5218851317	9244 Canyon Rd, Jacksonville, FL, 32261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23714	PRV	Josh Herrera	1971-03-17	—	3002743617	7826 Mesa Dr, Denver, CO, 80228	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-27096	PRV	Brian Oliver	1950-01-27	—	4297986364	6033 Bayshore Dr, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24920	PRV	Helen V Mejia	1987-01-20	—	9608719395	9445 Desert Sky Blvd, Eden Prairie, MN, 55352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20901	PRV	Gabriel R Yang	1960-04-14	UHC-81771-20	8706604064	1130 Elm St, Columbus, OH, 43210	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24388	PRV	Janice Li	1942-05-02	UHC-15517-50	3965345484	8397 Broadway, Denver, CO, 80201	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-22130	PRV	Brenda Rose	1958-08-04	—	7147314899	6353 Apache Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27695	PRV	Emily Lucas	1987-03-01	—	—	664 Hillcrest Rd, Atlanta, GA, 30325	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26348	PRV	Frances L Ruiz	1994-03-16	—	3817942729	9212 Main St, Atlanta, GA, 30353	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22795	PRV	Debra Mitchell	1988-07-23	UHC-96771-59	3883379800	7275 Lincoln Way, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
PRV-26924	PRV	Billy A Watkins	1990-11-07	UHC-49351-53	5172848724	4593 River Rd, Las Vegas, NV, 89153	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-23704	PRV	Robert Dixon	2000-10-05	—	5745804447	7749 Meadow Ln, Denver, CO, 80234	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-20871	PRV	Randy Ward	1980-01-25	UHC-24436-39	7975544450	1813 Union St, Plano, TX, 75009	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26979	PRV	Janice Banks	1964-06-22	UHC-81252-69	7216183607	6376 Church St, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26980	PRV	Janice Banks	1964-06-22	UHC-81252-69	7216183607	6376 Church St, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27369	PRV	Joan Fowler	1983-10-14	UHC-85183-78	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26525	PRV	Isabella Kelly	1959-02-25	—	4505933422	2733 Sunset Blvd, Dallas, TX	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP missing+2 more
PRV-21355	PRV	Ashley Gordon	1983-11-11	—	5797996732	7103 Spring St Apt 1, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
PRV-27698	PRV	Helen Lane	1975-05-05	UHC-35404-03	—	9691 Sunset Blvd # 561, Minneapolis, MN, 55470	0.64	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
PRV-24633	PRV	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd, Phoenix, AZ, 85053	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26325	PRV	Priya Stewart	1976-08-09	UHC-29329-49	4672770248	6977 Hillcrest Rd, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27274	PRV	Benjamin Alvarado	1960-08-19	UHC-00426-39	6566811955	8188 Mesa Dr, Sacramento, CA, 95826	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29576	PRV	Maria D Fields	1944-03-23	—	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-23524	PRV	Kathryn X Lopez	2001-01-08	—	9363317270	2249 Valley View Dr, Scottsdale, AZ, 85265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25250	PRV	Mariana Ryan	1955-05-09	—	—	2596 Valley View Dr, Plano, TX, 75082	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22617	PRV	Alice Fox	1956-01-28	—	7556918267	4968 Mountain View Dr, Charlotte, NC, 28291	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25720	PRV	Wei Hamilton	1938-05-27	—	—	4558 Cedar Ln, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27135	PRV	Stephanie B Porter	1974-01-20	UHC-82341-82	8525836360	3850 Jefferson Ave, Los Angeles, CA, 90086	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25271	PRV	Justin Johnson	1992-03-02	—	6547959197	3789 Valley View Dr, Eden Prairie, MN, 55304	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23967	PRV	Anthony L Palmer	1953-06-21	UHC-35596-29	6407435110	867 Elm St, Fresno, CA, 93755	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21424	PRV	Austin Wong	1961-03-19	UHC-52819-86	7579956047	7229 Cedar Ln, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-22498	PRV	Marshall J Christian	1994-01-04	UHC-58093-69	8485091616	5719 Sunset Blvd Apt 37, Minneapolis, MN, 55478	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-27460	PRV	Thomas Matthews	2002-08-28	UHC-58466-91	—	8141 Mountain View Dr, Miami, FL, 33161	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26374	PRV	Larry Mejia	2008-10-26	—	—	9043 Bayshore Dr, Fresno, CA, 93712	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20349	PRV	Eugene Dean	1963-10-24	—	7625742131	1762 Oak St # 953, Scottsdale, AZ, 85211	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28745	PRV	Catherine R Larson	1971-12-20	—	6422852095	2721 Sunset Blvd, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25109	PRV	Angela Watkins	1959-11-08	UHC-59656-73	3539147433	3595 Mountain View Dr, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21747	PRV	Ahmed N Gibson	1955-01-10	—	5635976220	5266 Main St, San Diego, CA, 92155	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

3,124 rows, page 19 of 63Previous Next