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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21489	PRV	Debra Park	1957-01-10	—	6353207478	2847 Spring St, Glendale, AZ, 85369	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
PRV-25169	PRV	Donna A Evans	1960-11-01	UHC-46623-02	5206216393	4193 Forest Ave, Denver, CO, 80216	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23793	PRV	Joyce K Fisher	1974-05-01	UHC-71280-23	6424829456	6729 Washington St, Chandler, AZ, 85205	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-28461	PRV	Christina Gonzalez	1968-01-23	—	2084431625	87 Sage Ct, Jacksonville, FL, 32218	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28917	PRV	Lucia Welch	1987-03-03	UHC-60974-69	5014514426	7565 Maple Ave, Plano, TX, 75030	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25393	PRV	Deborah Estrada	1991-03-10	—	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22473	PRV	Aisha Scott	1950-09-05	—	9789081586	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-29379	PRV	Jonathen Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-29418	PRV	Alen S Lyynch	1959-07-02	UHC-97250-45	3839226600	7020 Elm St, Orlando, FL, 32886	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-27375	PRV	Jerry W Carlson	1968-03-22	—	7747935492	6575 Market St, Orlando, FL, 32873	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22459	PRV	Carol U Vazquez	1949-01-12	—	9268387556	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
PRV-21915	PRV	Yuki Santiago	1941-04-09	—	4699762795	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23857	PRV	Wayne T Piercce	2007-03-17	—	2775076446	8049 Highland Ave, Dallas, TX, 75277	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26965	PRV	Gabriel Nunez	1974-07-16	UHC-00967-47	4918642578	1549 Lake View Rd, Miami, FL, 33159	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-20969	PRV	Henry Cheryl	1955-08-19	UHC-97793-44	5987324108	4304 Canyon Rd, Tucson, AZ, 85764	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20968	PRV	Henry Cheryl	1955-08-19	UHC-97793-44	5987324108	4304 Canyon Rd, Tucson, AZ, 85764	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25929	PRV	Peter Reyes	1944-10-12	UHC-30205-67	9456969470	6145 Broadway, Denver, CO, 80228	0.90	Phone reformatted Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-21901	PRV	Logan Powell	1961-06-22	UHC-51488-43	—	9821 Cedar Ln, Sacramento, CA, 95845	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-28907	PRV	Brittany Ferguson	1944-05-18	UHC-92938-61	3197434136	6556 Ocean Ave, San Diego, CA, 92127	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25530	PRV	Cynthia Perkins	1954-01-11	—	7882885535	3711 Mountain View Dr, Plano, TX, 75017	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21111	PRV	Kenneth Tucker	1947-04-12	—	2384297613	1345 Meadow Ln, Gilbert, AZ, 85250	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24761	PRV	Christian Edwards	1977-03-19	—	4458577107	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-29035	PRV	Christina S Jacobs	1969-07-14	UHC-14937-07	4656196844	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24065	PRV	Allen Harold	1982-05-24	—	7466087016	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-25514	PRV	Ray Powell	1994-09-10	—	3929816205	9283 Washington St, San Antonio, TX, 78234	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-29354	PRV	Ralph Rodriguez	1991-08-03	UHC-39276-85	2873964684	7263 Washington St, Plano, TX, 75098	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26557	PRV	Melissa Morgan	1992-09-11	UHC-68202-82	8502646613	7009 Harbor Blvd, Tampa, FL, 33665	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25060	PRV	Grace Y Romero	2000-01-21	UHC-22850-73	5705514475	2205 Grand Ave, Glendale, AZ, 85300	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-25059	PRV	Grace Y Romero	2000-01-21	UHC-22850-73	5705514475	2205 Grand Ave, Glendale, AZ, 85300	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-26984	PRV	Mei Warren	1993-04-28	—	9109426521	2861 Lincoln Way, San Diego, CA, 92197	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24150	PRV	Helen Mitchell	1956-12-03	UHC-66688-12	2765796551	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-28777	PRV	Julia A Larson	1969-01-23	UHC-27502-34	5829734161	6838 Maple Ave, Houston, TX, 77091	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-28023	PRV	Daniel Nunez	1954-01-09	—	2176217578	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22961	PRV	Gary West	1940-04-16	—	6032037228	5456 Cedar Ln, Eden Prairie, MN, 55398	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28511	PRV	Walter Payne	1960-04-08	—	7496701442	1587 Camelback Rd, Tempe, AZ, 85229	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-23733	PRV	Susan Watson	1941-02-08	—	2403161345	2514 Broadway, Atlanta, GA, 30335	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23732	PRV	Susan Watson	1941-02-08	—	2403161345	2514 Broadway, Atlanta, GA, 30335	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21911	PRV	Jesse Pierce	1960-02-11	—	4439093185	8153 Broadway, Las Vegas, NV, 89190	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21857	PRV	Omar Collins	2001-09-13	UHC-17620-38	2292227324	9690 Hillcrest Rd, Atlanta, GA, 30341	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-23463	PRV	Eric Jordan	1988-01-16	—	8847680878	6155 Mesa Dr, Nashville, TN, 37240	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21687	PRV	Amanda Larson	1946-09-26	UHC-81514-74	2384766490	1439 Desert Sky Blvd, Tempe, AZ, 85258	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27148	PRV	Rachel R Anderson	1956-09-24	UHC-70564-37	3893233009	6955 Washington St, Minneapolis, MN, 55404	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27032	PRV	Madison Bennett	1987-08-09	UHC-18742-54	3919842076	8827 Highland Ave, Las Vegas, NV, 89113	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-21466	PRV	William Ross	1984-03-20	—	3517753659	9411 Hillcrest Rd, Tampa, FL, 33647	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25359	PRV	Susan Murphy	1969-07-25	—	3835492958	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25964	PRV	Dorothy Greene	1965-11-01	UHC-20965-16	—	1956 Indian School Rd, Glendale, AZ, 85338	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-23909	PRV	Samuel Harris	1982-11-16	UHC-32799-29	4006119644	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-28231	PRV	Susan Bradley	1982-11-11	UHC-96595-29	9597875567	3310 Camelback Rd, Denver, CO, 80201	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24143	PRV	Michelle Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-24144	PRV	Michelle Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more

5,467 rows, page 92 of 110Previous Next