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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24574	PRV	Rebecca Hart	1962-03-15	—	4442893304	2012 Jefferson Ave, Dallas, TX, 75284	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-24437	PRV	Ralph Oliver	1995-03-26	—	—	1949 Spring St, Los Angeles, CA, 90061	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-22119	PRV	Joice Garrett	2008-12-28	UHC-90365-28	—	7709 Grand Ave, Eden Prairie, MN, 55363	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-26533	PRV	Diego Hill	2001-12-20	—	—	6895 Willow Ct, Nashville, TN, 37201	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-27557	PRV	Larry Scott	1959-05-02	—	—	1815 Lincoln Way, Nashville, TN, 37257	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-20147	PRV	Arthur Wright	1943-12-18	UHC-32304-69	—	7348 Baseline Rd, Las Vegas, NV, 89112	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-21153	PRV	Ryan Jimenez	1955-06-10	—	—	2708 Forest Ave, Denver, CO, 80294	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-22368	PRV	Yuki Dominguez	1982-09-13	—	5733552265	2794 Camelback Rd, Nashville, TN, 37291	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-27409	PRV	Gary Delgado	1945-02-08	—	—	8879 Valley View Dr, Fresno, CA, 93767	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-28246	PRV	Megan Z Marquaz	1990-06-14	UHC-86538-02	7964673988	4790 Washington St, Mesa, AZ, 85238	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
PRV-29205	PRV	Mei Thomas	1976-12-22	UHC-27268-61	2487190934	5547 Union St, Sacramento, CA, 95871	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-28092	PRV	Joyce Chapman	2007-02-23	UHC-27758-57	3514492477	7447 Canyon Rd, Tempe, AZ, 85222	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-22915	PRV	Debra Rojas	1941-07-15	UHC-41714-20	7817565985	2800 Sage Ct, Las Vegas, NV, 89182	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-24301	PRV	Doris D Watson	1951-12-05	UHC-23249-96	5264765344	6258 Forest Ave, Charlotte, NC, 28267	0.72	Middle initial moved out of first name ZIP+4 trimmed
PRV-28563	PRV	Brandon Andrews	1956-02-04	UHC-68112-03	5848021755	414 Oak St, Tucson, AZ, 85712	0.72	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+4 more
PRV-26456	PRV	Nancy I Williamson	1948-03-24	UHC-86218-75	8245117466	8444 Apache Blvd, Fresno, CA, 93781	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-26333	PRV	Marcus Howell	1997-01-01	UHC-94996-60	8419915857	337 Mesa Dr, San Antonio, TX, 78216	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
PRV-24826	PRV	Philip Marshall	1941-02-24	—	7685352956	3565 Broadway, Tucson, AZ, 85734	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-29251	PRV	Ashley Castillo	2007-03-10	UHC-36019-06	5076674217	9750 Desert Sky Blvd, Denver, CO, 80289	0.74	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
PRV-28574	PRV	John Moore	1996-04-11	—	4072061847	3523 Market St, Sacramento, CA, 95863	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-21406	PRV	Brenda Johnston	1996-01-24	—	8784258724	1490 River Rd, Tampa, FL, 33656	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-21405	PRV	Brenda Johnston	1996-01-24	—	8784258724	1490 River Rd, Tampa, FL, 33656	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-23834	PRV	Ann X Fields	1946-01-03	UHC-32591-81	2802824556	5259 Valley View Dr, Tempe, AZ, 85241	0.74	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-24594	PRV	George Owens	1938-04-26	—	6016586517	491 Union St, Glendale, AZ, 85322	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
PRV-22537	PRV	Jack O Hudson	1999-01-25	—	7907161482	9203 Broadway, Miami, FL, 33199	0.76	Phone reformatted Address re-cased City re-cased State code upper-cased+2 more
PRV-26262	PRV	Lawrence Shaw	1968-10-26	—	2686453729	1500 Baseline Rd, Houston, TX, 77023	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-22630	PRV	Juan Powell	1975-01-22	—	4517712270	1179 Bayshore Dr, Los Angeles, CA, 90058	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-24965	PRV	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-22902	PRV	Austin Domynguez	1954-04-10	—	—	7136 Cedar Ln, Tampa, FL, 33601	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
PRV-28181	PRV	Stepen Holmes	1962-07-06	UHC-14308-30	6882860067	3832 Meadow Ln, Scottsdale, AZ, 85242	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
PRV-27126	PRV	Aisha Harvey	1979-02-02	UHC-39601-09	2292988233	4208 Main St, Dallas, TX, 75211	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-20350	PRV	Martha Padilla	1940-01-26	UHC-51567-53	3902255298	3228 River Rd, Tempe, AZ, 85202	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-28460	PRV	Ann Santiago	1990-01-07	UHC-72018-89	4313414103	4669 Main St, Glendale, AZ, 85338	0.76	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
PRV-21643	PRV	Robert Z Tucker	1946-03-04	—	4466299185	7017 Baseline Rd, San Diego, CA, 92176	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-24632	PRV	Cynthia J Mitchell	1993-08-18	UHC-39160-11	2164820816	308 Broadway, Tampa, FL, 33602	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-24631	PRV	Cynthia J Mitchell	1993-08-18	UHC-39160-11	2164820816	308 Broadway, Tampa, FL, 33602	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-20042	PRV	Jacqueline P Watson	1974-05-28	—	8933271096	2412 Valley View Dr, Fresno, CA, 93727	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-28831	PRV	Zachary U Blacck	2008-07-06	UHC-26635-36	7755495429	7325 Oak St, Orlando, FL, 32820	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-28305	PRV	Bryan Wheeler	1958-07-14	—	7467854283	6051 Broadway, Atlanta, GA, 30338	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-21827	PRV	Brittany Robinson	1966-08-08	UHC-17369-36	7726091297	521 Lincoln Way, Austin, TX, 78797	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-29038	PRV	Jessica Alvarez	1950-03-27	—	7407250663	976 Sunset Blvd, Gilbert, AZ, 85218	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
PRV-24106	PRV	Danielle Andrews	1952-11-02	—	3413261209	247 Camelback Rd, Eden Prairie, MN, 55393	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-25157	PRV	Natalie Miller	1995-01-18	UHC-17934-72	8182611742	9031 Apache Blvd, Scottsdale, AZ, 85210	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27085	PRV	Anna Wagner	1969-02-07	—	3694535865	2838 Main St, Chandler, AZ, 85251	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26411	PRV	Ntaalie Ward	1959-04-17	UHC-22202-45	5949289595	2490 Apache Blvd, Gilbert, AZ, 85264	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23156	PRV	Noah Sctot	1995-03-20	—	7635846302	8854 Mountain View Dr, San Diego, CA, 92129	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23616	PRV	Henry Nguyen	1975-07-18	—	4925628011	3106 Palm Dr, Columbus, OH, 43272	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25286	PRV	Andrea Carter	1968-01-14	—	—	589 Bayshore Dr, Houston, TX, 77082	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24087	PRV	Adam Ellis	1958-09-26	—	—	8930 Cedar Ln, Glendale, AZ, 85301	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23648	PRV	Barb Z Robinson	1953-03-09	UHC-20413-79	4286836779	1839 River Rd, Miami, FL, 33164	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more

815 rows, page 14 of 17Previous Next