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-26175	PRV	Christopher Castro	2005-02-27	—	3014325148	1841 Maple Ave, Las Vegas, NV, 89108	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-20411	PRV	Joan Nunez	2001-10-23	—	6507798099	6137 Mountain View Dr, Las Vegas, NV, 89168	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-24163	PRV	Rachel Kellly	1944-02-27	UHC-94298-23	8564026237	572 Market St, Chandler, AZ, 85231	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-22830	PRV	Cheryl Daniels	1974-11-24	UHC-88831-98	9263879492	5417 Palm Dr, Fresno, CA, 93782	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20040	PRV	Hannah Campbbell	2007-04-15	—	3255178293	9710 Canyon Rd, Phoenix, AZ, 85099	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24237	PRV	Ashley O Valdez	1999-02-10	—	2358623232	483 Hillcrest Rd, Glendale, AZ, 85388	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24764	PRV	Eugene Bailey	1968-02-11	UHC-60178-10	5264472913	5402 Church St, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-28733	PRV	Austin Contreras	1941-12-19	UHC-72120-49	2887922714	7460 Canyon Rd, San Diego, CA, 92125	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23880	PRV	Jeremy Romero	1954-11-14	UHC-73018-04	3467871225	4322 Bayshore Dr, Sacramento, CA, 95834	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-27876	PRV	Pamela Shaw	1999-12-17	UHC-66394-29	2495146270	6583 Indian School Rd, Tampa, FL, 33690	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-24806	PRV	Gloria Miller	1988-09-11	—	3153675577	7263 Cedar Ln, Columbus, OH, 43288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25439	PRV	Bobby Wright	1995-04-03	—	—	8097 Central Ave, Eden Prairie, MN, 55323	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26225	PRV	Ethan T Bowman	1986-05-20	—	6579669526	1390 Mesa Dr, San Diego, CA, 92126	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-20549	PRV	Ana Garcia	2003-05-13	—	—	7115 Ocean Ave, Denver, CO, 80252	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27811	PRV	Ahmed J Hoffman	1987-02-08	—	7696889136	7858 Spring St, Gilbert, AZ, 85296	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28428	PRV	Michael Rios	1961-08-23	—	2537291705	9120 Lake View Rd, Los Angeles, CA, 90097	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26275	PRV	Douglas Padilla	1983-05-27	UHC-70673-95	6709213908	6987 Park Pl, Atlanta, GA, 30312	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25515	PRV	Sofia Mendozza	1974-07-26	—	6813668192	527 Union St, Scottsdale, AZ, 85233	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28568	PRV	Theresa Stephens	1963-10-20	—	8785544791	5288 Market St, Tempe, AZ, 85225	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27909	PRV	Susan Morrison	1959-02-28	—	8742334613	2746 Apache Blvd, Denver, CO, 80252	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21196	PRV	Arjun Stephens	1978-12-06	—	3999441594	7955 Mesa Dr, Austin, TX, 78710	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26185	PRV	Russell G Bell	2006-04-02	—	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28205	PRV	Beverly Williams	1987-03-25	—	3174966872	3490 Cedar Ln, Phoenix, AZ, 85066	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26031	PRV	Samuel Green	2005-09-27	—	6314528134	44 Sage Ct, San Diego, CA, 92153	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25222	PRV	Carolyn Campbell	1950-02-15	—	8255973022	7292 Broadway, Denver, CO, 80244	0.76	Name split from “Last, First”Phone reformatted Address re-cased City re-cased+2 more
PRV-24519	PRV	Jerry Foster	2005-12-20	—	2649135799	1403 Ridge Rd, San Antonio, TX, 78278	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26624	PRV	Frank Fernandez	1960-04-04	UHC-46561-13	8743006582	6763 Mesa Dr, Glendale, AZ, 85323	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25006	PRV	Kayla Ellis	1953-06-22	—	6007909574	3107 Union St, Atlanta, GA, 30353	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
PRV-28599	PRV	Raymond Richards	1962-10-21	UHC-30938-76	5183840984	4610 Union St, Charlotte, NC, 28270	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
PRV-29341	PRV	Alexis Reed	1955-03-05	UHC-79076-73	2516881975	5473 Canyon Rd, Minneapolis, MN, 55426	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28438	PRV	Joyce T Johnson	1994-08-04	—	2222822911	1785 Ridge Rd, Scottsdale, AZ, 85209	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23042	PRV	Yuki Powell	1971-05-24	—	8512237099	402 Lincoln Way, Glendale, AZ, 85390	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21767	PRV	Julie Obrien	1980-03-21	—	7799567668	4488 Washington St, Charlotte, NC, 28283	0.76	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+2 more
PRV-28102	PRV	Raymnd Phillips	1995-01-28	—	4037341297	1479 Baseline Rd, Glendale, AZ, 85314	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28763	PRV	Aisha H King	1981-07-14	UHC-01605-28	4604334400	2857 Lincoln Way, Chandler, AZ, 85208	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26725	PRV	Julie Banks	1988-03-13	UHC-67292-12	9616571052	2818 River Rd, Minneapolis, MN, 55419	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27245	PRV	Dylan Welch	1956-07-05	UHC-40221-33	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20077	PRV	Harper Adam	1994-06-26	—	4604830028	3915 Maple Ave, Jacksonville, FL, 32279	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20595	PRV	Vincent Jimenez	1996-10-21	UHC-80139-49	8059850483	6632 Sage Ct, Mesa, AZ, 85202	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27311	PRV	Ana Mendez	2008-07-28	UHC-82946-68	9752844269	5210 Jefferson Ave, Columbus, OH, 43294	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25506	PRV	George Z Li	1955-11-01	—	6522542957	9770 Jefferson Ave, Atlanta, GA, 30349	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25672	PRV	Arthur Morrison	1988-09-03	UHC-75672-61	3417974398	3735 Meadow Ln, Miami, FL, 33105	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24702	PRV	Aaron T Simpson	2005-05-22	UHC-21933-26	6439817281	659 Washington St, Miami, FL, 33175	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28808	PRV	Jean O Nelson	1987-09-12	—	4947311148	5776 Ridge Rd, Charlotte, NC, 28236	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28319	PRV	Michael Nunez	1991-12-07	UHC-34718-24	3704988608	—	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
PRV-24993	PRV	Waltre Cole	1946-03-19	UHC-18104-33	2673831887	6107 Palm Dr, Atlanta, GA, 30382	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24557	PRV	Aisha Q Henderon	1986-02-18	—	6573880632	563 Spring St, San Antonio, TX, 78287	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

5,467 rows, page 56 of 110Previous Next