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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23033	PRV	Kayla Bailey	—	—	6419740117	5758 Pine Dr, Columbus, OH, 43256	0.64	Date of birth missing Phone reformatted State name converted to code Email lower-cased+2 more
PRV-20539	PRV	Jordan Armstrong	1990-06-22	—	7224967167	5162 Bayshore Dr Apt 35, San Antonio, TX, 78276	0.64	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+2 more
PRV-28352	PRV	Alexander Kennedy	1962-10-17	UHC-46150-15	2818668900	5630 Forest Ave, Miami, FL	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
PRV-23259	PRV	Patricia Kennedy	1991-09-17	—	—	6142 Harbor Blvd, Los Angeles, CA, 90015	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28887	PRV	Emily Garcia	1950-12-25	—	—	9327 Union St, Chandler, AZ, 85283	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-23734	PRV	Robert Bradlay	1977-07-08	—	—	—	0.64	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+2 more
PRV-24673	PRV	Brandon Hicks	—	UHC-36394-59	5655433767	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+1 more
PRV-20852	PRV	Johhn R Ferguson	1940-02-16	UHC-93817-92	5806181576	3561 Ocean Ave, Los Angeles, CA, 90042	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-27840	PRV	Joe Payne	1996-08-03	—	—	6313 Central Ave, Scottsdale, AZ, 85221	0.66	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
PRV-28575	PRV	Camila Hunter	1984-09-23	—	—	8591 Lincoln Way, San Diego, CA, 92110	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-27825	PRV	Adam T Singh	1948-02-03	—	—	—	0.66	Middle initial moved out of first name Two-digit birth year Email lower-cased Whitespace trimmed+1 more
PRV-22107	PRV	Dylan Watkins	2007-10-27	UHC-44967-83	—	343 Bayshore Dr, Seattle, WA, 98191	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-26183	PRV	Gabriel Torres	1962-04-24	UHC-05549-07	—	2356 Desert Sky Blvd, Nashville, TN, 37249	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-22055	PRV	Donna B Padilla	1951-10-28	—	—	6322 Bayshore Dr, Sacramento, CA, 95875	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-22359	PRV	Sara Sanders	1970-11-07	—	—	2403 Spring St, Denver, CO, 80296	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-20024	PRV	Maria Ortiz	1999-11-28	—	—	5555 Harbor Blvd Apt 13, Jacksonville, FL, 32241	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-26850	PRV	Sara P Wallace	1970-10-27	UHC-48359-67	6659671601	298 Ridge Rd, Minneapolis, MN, 55471	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25573	PRV	Nancy N Morgan	1988-01-04	—	—	1598 Canyon Rd, Minneapolis, MN, 55415	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24171	PRV	Christian X Kennedy	1938-09-22	UHC-25677-82	—	4685 River Rd, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
PRV-24476	PRV	Steven Banks	1955-12-09	—	—	3943 Market St, Minneapolis, MN, 55440	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-20572	PRV	Sarah D Grannt	1999-01-04	UHC-93690-53	3543233551	4672 Canyon Rd, Minneapolis, MN, 55413	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
PRV-25161	PRV	Christopher Ellis	1986-04-05	UHC-61611-07	2522597934	3925 Broadway, San Diego, CA, 92178	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
PRV-22933	PRV	BJunk	1982-11-25	UHC-14257-05	8889851041	5562 Indian School Rd, Denver, CO, 80254	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared+1 more
PRV-28361	PRV	Evelyn Lucas	1955-07-07	UHC-92805-27	2587587018	6833 Desert Sky Blvd, Los Angeles, CA, 90010	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
PRV-22298	PRV	Albert Ortiz	—	UHC-43635-68	—	5853 Union St, Phoenix, AZ, 85051	0.66	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased+1 more
PRV-27804	PRV	Martha Q Soto	1987-07-21	UHC-39559-98	6494123942	1011 Lincoln Way, Glendale, AZ, 85337	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
PRV-20142	PRV	Samuel X Allen	1943-02-16	—	2087814263	7372 Washington St, Minneapolis, MN, 55438	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
PRV-20744	PRV	Joshua Lane	2008-08-05	—	7074910819	3732 Maple Ave, Sacramento, CA, 95899	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-27392	PRV	Sofia Ortiz	1995-11-04	UHC-16134-88	—	3988 Lincoln Way, Jacksonville, FL, 32242	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-23129	PRV	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave, Tampa, FL, 33615	0.66	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
PRV-23353	PRV	Helen West	1958-11-03	UHC-25626-75	9206263118	6857 Union St, Miami, FL, 33190	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25164	PRV	Jean Reed	1949-09-15	—	3579207839	5322 Sage Ct Apt 38, Fresno, CA, 93714	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-23063	PRV	Carol Hart	1945-05-28	UHC-35612-34	—	7981 Pine Dr, Austin, TX, 78789	0.66	Date of birth reformatted SSN last four extracted State name converted to code Email lower-cased+1 more
PRV-28946	PRV	Wei V Rojas	1959-03-01	—	4474536178	9644 Apache Blvd, Glendale, AZ, 85394	0.68	Name split from “Last, First”Two-digit birth year Email lower-cased Placeholder values cleared
PRV-25607	PRV	Dorothy Garrett	1941-08-11	UHC-53784-33	—	6322 Ridge Rd, Scottsdale, AZ	0.68	Two-digit birth year ZIP missing Email lower-cased Placeholder values cleared
PRV-26014	PRV	Sarah K Adams	2006-06-09	UHC-57106-30	3343701715	2699 Canyon Rd, Fresno, CA, 93784	0.68	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
PRV-25532	PRV	Brandon J White	1984-09-10	—	5795481981	8193 Cedar Ln, Gilbert, AZ, 85217	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
PRV-22530	PRV	Rachel Ford	2006-09-06	—	2424692124	9233 Pine Dr, Minneapolis, MN, 55486	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-29397	PRV	Elizabeth P Owens	1949-09-17	UHC-81340-30	8548711123	163 Oak St, Houston, TX, 77026	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24187	PRV	Jacqueline J Montgomery	1946-10-28	—	6598798371	4351 Harbor Blvd, Eden Prairie, MN, 55344	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20310	PRV	Mason H Sanchez	2001-03-12	UHC-57803-79	4423346851	9677 Camelback Rd, Tempe, AZ, 85240	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-25379	PRV	Patrikk C Ortega	1990-09-09	—	8315654725	3527 Canyon Rd, Atlanta, GA, 30306	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-29221	PRV	Jennifer Schmidt	2003-07-05	UHC-29055-65	6064750635	3969 Camelback Rd, Los Angeles, CA, 90096	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25302	PRV	Diane Contreras	1963-08-17	UHC-13930-95	4668453080	7134 Sage Ct, Fresno, CA, 93704	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20054	PRV	Yuki Fuller	2003-01-01	—	2093282988	656 Ridge Rd, Austin, TX, 78713	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23183	PRV	Eric Pierce	1955-08-25	—	8286588563	8456 Canyon Rd, Gilbert, AZ, 85279	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26638	PRV	Zachary George	1982-02-19	UHC-68384-52	—	8626 Ridge Rd, Seattle, WA, 98123	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24378	PRV	Kathryn Gonzalez	1988-08-13	UHC-91606-76	6019982729	4472 Main St, Minneapolis, MN, 55483	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-24924	PRV	Carol Rodriguez	1997-06-02	UHC-46306-66	8654478254	5317 Forest Ave, Nashville, TN, 37227	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25346	PRV	Katherine Holmes	1985-04-10	—	8584334280	3359 Jefferson Ave, Houston, TX, 77016	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

880 rows, page 7 of 18Previous Next