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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27919	PRV	Justin D Welch	1981-03-05	UHC-40931-89	3755187151	6794 Market St, San Antonio, TX, 78289	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25886	PRV	Kyle J Garrett	1972-02-20	—	5086578915	1381 Apache Blvd, Jacksonville, FL, 32299	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-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-23444	PRV	Janet E Ryan	1951-06-25	UHC-07664-48	5294862951	1077 Sage Ct, Minneapolis, MN, 55435	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-25988	PRV	Alexis Armstrong	1996-08-18	—	6015868888	1658 Canyon Rd, Austin, TX, 78733	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22887	PRV	Nunez Alan	2003-08-05	—	9433305822	6551 Maple Ave, Tampa, FL, 33644	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28222	PRV	Brown Mary	2006-08-18	UHC-47472-45	4137986407	2062 Willow Ct, Tampa, FL, 33638	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23376	PRV	Yuki Peters	1998-05-08	—	8272615075	890 Oak St, Austin, TX, 78744	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
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-21813	PRV	Pamela Hill	1943-02-01	UHC-49585-16	6119927648	2806 Forest Ave, Fresno, CA, 93749	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
PRV-22905	PRV	Mariana Chavez	2005-11-01	—	9555527673	3008 Sunset Blvd, Houston, TX, 77018	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27058	PRV	Helen Peters	1941-05-16	UHC-13869-39	8626777215	7041 Ridge Rd, Scottsdale, AZ, 85268	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24750	PRV	Terry T Meyer	1989-09-11	—	6599944418	8620 Ridge Rd, Eden Prairie, MN, 55361	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22779	PRV	Eric Freeman	1962-05-09	UHC-17531-99	3566904311	8096 Spring St, Minneapolis, MN, 55421	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24568	PRV	Jacob R Gerene	1984-10-02	UHC-35926-22	3149657945	9893 Meadow Ln, Jacksonville, FL, 32211	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26252	PRV	Judy Santiago	1999-05-13	—	8664182162	132 Pine Dr, Tempe, AZ, 85248	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22391	PRV	Sarah Marshall	1941-06-20	—	5417891031	4580 River Rd, Tucson, AZ, 85708	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22392	PRV	Sarah Marshall	1941-06-20	—	5417891031	4580 River Rd, Tucson, AZ, 85708	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26968	PRV	Charlotte N Fowler	1967-11-27	UHC-76075-73	8238044717	9467 Indian School Rd, Gilbert, AZ, 85247	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20515	PRV	Dorothy Jacobs	1942-02-04	—	4322011656	2626 River Rd, Fresno, CA, 93771	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21978	PRV	Daniel V Miller	1964-11-11	UHC-96988-93	2362954985	7620 Palm Dr, Tucson, AZ, 85746	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21194	PRV	Austin Williamson	1994-05-28	—	3649752513	6313 Bayshore Dr, Tempe, AZ, 85292	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29595	PRV	Zachary Mendez	2003-01-26	UHC-28618-02	8337141304	8894 Lake View Rd, Atlanta, GA, 30373	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22227	PRV	Virginia G Yang	1988-08-28	UHC-41415-62	6856039563	200 Jefferson Ave, Mesa, AZ, 85287	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24123	PRV	Daniel G Bennett	2008-08-12	UHC-66829-88	3279523910	9592 Market St, Glendale, AZ, 85308	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-20224	PRV	Patrick Robinson	1977-04-11	—	2776456911	7387 Bayshore Dr, Sacramento, CA, 95862	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28889	PRV	Charles Butler	1963-10-19	UHC-33196-93	8462801030	7058 Central Ave, Miami, FL, 33187	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-28395	PRV	Brittany Fuller	1965-12-07	UHC-81567-13	5543874972	799 Elm St, Las Vegas, NV, 89109	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22590	PRV	Sullivan E Michelle	1950-10-26	—	6344746191	2442 Market St, Dallas, TX, 75255	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29562	PRV	Mary McCoy	2002-02-19	UHC-45825-03	7553936940	52 Harbor Blvd, Phoenix, AZ, 85079	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26237	PRV	Sarah C Murphy	1964-06-03	—	5473549016	7273 Palm Dr, Scottsdale, AZ, 85237	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26779	PRV	Barbara Collins	2004-05-17	—	9139945612	647 Market St, Minneapolis, MN, 55468	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20808	PRV	Ruth E Wells	2003-12-08	UHC-16007-69	8227708183	7402 Sage Ct, Tempe, AZ, 85264	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-28083	PRV	Saniago Willis	2005-07-22	—	3459769221	6570 Mesa Dr, Scottsdale, AZ, 85293	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23008	PRV	Elijah Washington	1979-09-07	UHC-16414-38	9886230862	959 Mesa Dr, Austin, TX, 78748	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20234	PRV	Victoria Greene	1976-07-22	UHC-12466-94	3705144850	7520 Church St, Seattle, WA, 98185	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-20633	PRV	Luis R Freeman	1981-07-01	—	4378136234	147 Central Ave, Tucson, AZ, 85797	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25301	PRV	Paul Lucas	1946-06-15	—	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26902	PRV	Grace B Davis	1944-10-19	UHC-06537-09	5339720897	7504 Ridge Rd, Austin, TX, 78794	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28875	PRV	Laura Warren	2001-07-17	UHC-80409-15	2382379361	3061 Cedar Ln, Chandler, AZ, 85214	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-26090	PRV	Patricia Maldonado	1988-01-25	UHC-13370-92	5303491512	599 Apache Blvd, Fresno, CA, 93760	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25790	PRV	Justin Murphy	1952-10-21	UHC-52723-74	3747576957	3207 Union St, Tucson, AZ, 85764	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-21134	PRV	Steven Guzman	2001-11-20	UHC-15163-18	6762258210	6461 Mesa Dr, Las Vegas, NV, 89120	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27446	PRV	Patrick Collins	1974-11-27	—	7308391245	1406 Maple Ave, Jacksonville, FL, 32222	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22081	PRV	Charlotte Coleman	1994-05-05	—	7035761622	4598 Baseline Rd, Nashville, TN, 37221	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26942	PRV	Harold Franklin	1980-02-23	UHC-93681-23	8705539675	8586 Sage Ct, Scottsdale, AZ, 85291	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
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-29085	PRV	Kayla Hofffman	1944-05-06	—	5343459050	8332 Camelback Rd, Houston, TX, 77010	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

5,906 rows, page 46 of 119Previous Next