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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20994	PRV	Sue Fuller	1956-09-15	—	6545469134	1486 Main St, Tampa, FL, 33699	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27918	PRV	Billy Mills	1946-11-11	—	—	8661 Indian School Rd, Plano, TX, 75097	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-25527	PRV	Bradley U Weaver	1982-07-14	UHC-09294-02	4022615401	7945 Grand Ave, Atlanta, GA, 30318	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
PRV-26192	PRV	Geerald T Larson	1986-02-15	—	4435153502	8163 Valley View Dr, Atlanta, GA, 30381	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25468	PRV	Martha J Gonzales	1950-02-07	UHC-87872-07	3638174099	8970 Spring St, Sacramento, CA, 95806	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26900	PRV	Hiroshi A Greene	1999-03-25	—	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-24580	PRV	Maria Vazquez	1954-10-10	—	2385506675	6910 Jefferson Ave, Miami, FL, 33150	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28322	PRV	Bradley J Warren	2005-07-23	—	5883727120	93 Valley View Dr, Atlanta, GA, 30385	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20258	PRV	Stephen C Morales	1961-03-24	UHC-68494-83	9183796476	5118 Grand Ave, Los Angeles, CA, 90075	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-25634	PRV	Hiroshi Espinoza	1997-12-09	—	—	2482 Mesa Dr, Tempe, AZ, 85226	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
PRV-28741	PRV	Valentina Perry	1958-07-19	—	6945792409	4222 Maple Ave, Nashville, TN, 37234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27652	PRV	Ethan E Sanchez	—	UHC-35179-03	5623279904	1217 Oak St, San Antonio, TX, 78252	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
PRV-24793	PRV	Anthony Reed	1942-05-02	—	8332751534	6410 Cedar Ln, Nashville, TN, 37221	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-23487	PRV	Ralph Cox	2006-05-21	UHC-01981-81	9835644071	7355 Cedar Ln, Phoenix, AZ, 85038	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-28604	PRV	Don Banks	1971-06-13	—	4742355070	5222 Camelback Rd, Austin, TX, 78730	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20061	PRV	Brandon D Benett	1976-10-06	—	6375998649	625 Spring St, Tampa, FL, 33620	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21766	PRV	Larry Barnes	1958-04-09	UHC-76599-05	4312402230	6609 Market St, Houston, TX, 77037	0.76	Name re-cased 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-24097	PRV	Kyle Young	1957-11-24	—	2117034491	5907 Harbor Blvd, San Antonio, TX, 78231	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22309	PRV	Scott X Long	2005-01-19	—	3365227421	333 Pine Dr, San Diego, CA, 92132	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-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-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-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-20750	PRV	Megan Wells	1981-11-20	UHC-49630-57	4495837635	3063 Desert Sky Blvd, Tampa, FL, 33660	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-21256	PRV	Sanchez V Dennis	1955-05-06	—	9878442270	5141 Mesa Dr, Orlando, FL, 32849	0.76	Name re-cased Phone reformatted Street suffix standardised Address 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-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-27180	PRV	Billy M Burns	1994-09-28	—	6327330132	1909 River Rd, Columbus, OH, 43251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-21156	PRV	Alexander F Berry	1967-05-21	UHC-08426-20	3816504355	806 Apache Blvd, Los Angeles, CA, 90048	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23530	PRV	Jushua Romero	1947-12-22	UHC-88354-80	6262412754	8508 Harbor Blvd, Sacramento, CA, 95878	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-23513	PRV	Lawrence Garza	1959-02-09	—	2267021806	6718 Park Pl, Las Vegas, NV, 89176	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23514	PRV	Lawrence Garza	1959-02-09	—	2267021806	6718 Park Pl, Las Vegas, NV, 89176	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26452	PRV	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23847	PRV	Susan Wong	1939-04-05	—	4805225549	730 Desert Sky Blvd, Sacramento, CA, 95826	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-25656	PRV	Russell Parker	1970-08-10	UHC-91285-73	6027276902	3317 Oak St, Las Vegas, NV, 89180	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29077	PRV	Mark Gardner	1966-02-12	—	3145760286	607 Harbor Blvd, Charlotte, NC, 28207	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25603	PRV	Carolyn Pierce	1990-11-13	UHC-31172-20	8409420975	2381 Mountain View Dr, Jacksonville, FL, 32296	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21714	PRV	Larry I Bradley	1979-01-15	—	4323159224	1967 Meadow Ln, Tucson, AZ, 85756	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25685	PRV	Judy Hoffman	1949-11-07	UHC-63831-15	—	9408 Valley View Dr, Phoenix, AZ, 85016	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20671	PRV	Camila Snydre	1953-12-15	UHC-87849-68	3419919078	5462 Union St, Austin, TX, 78776	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26435	PRV	Sandra Franklin	2007-06-07	—	5514941927	8987 Palm Dr, Jacksonville, FL, 32257	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24495	PRV	Aisha Owens	2002-06-26	—	2317075318	7806 Main St, Orlando, FL, 32868	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

1,737 rows, page 21 of 35Previous Next