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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20272	PRV	Jante Wright	1966-09-20	UHC-45348-02	3153185416	4019 Maple Ave, Minneapolis, MN, 55415	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29293	PRV	Brittany Diaz	1969-02-18	—	4036052054	242 Harbor Blvd, Tempe, AZ, 85247	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27481	PRV	Victoria Wallace	1984-12-10	—	—	2975 Cedar Ln, Denver, CO, 80204	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28198	PRV	Stephanie Lewis	1946-06-23	UHC-31263-99	8395851189	8137 Desert Sky Blvd, Tampa, FL, 33617	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28641	PRV	Maria Rose	1969-09-16	—	7594134013	1103 Sunset Blvd, Seattle, WA, 98123	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27099	PRV	Edward George	1983-06-17	UHC-36356-27	—	3180 Elm St, Austin, TX, 78742	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-24133	PRV	Ferguson Lori	2006-08-26	UHC-87498-51	2849026276	2459 Highland Ave, Glendale, AZ, 85352	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22331	PRV	Ann Wilson	1979-12-03	UHC-99469-90	7255666084	1701 Main St, Miami, FL, 33144	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27866	PRV	Chriistian Patel	1995-02-19	—	2496531835	1065 Maple Ave, Atlanta, GA, 30358	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25983	PRV	Adam T Phillips	1981-10-14	UHC-19294-10	2954501523	4287 Washington St, San Antonio, TX, 78273	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20109	PRV	Charlie Willis	1954-04-17	UHC-75469-91	—	2631 Lincoln Way, Austin, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-21205	PRV	Maria Warren	1940-06-28	—	—	4096 Canyon Rd, Fresno, CA, 93708	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24363	PRV	Elizabeth George	1960-05-24	UHC-90127-83	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22008	PRV	Marilyn Peters	2008-04-10	UHC-57980-91	—	9318 Elm St, Plano, TX, 75046	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28401	PRV	Dieo H Ford	1945-10-27	—	7705262408	3131 Apache Blvd, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27559	PRV	Angela Gonzalez	1964-02-05	—	2923059509	1263 Meadow Ln, Tempe, AZ, 85255	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26419	PRV	Luis McDonald	1940-06-07	—	8712962148	4096 Main St, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23846	PRV	Karn Morrison	2000-06-28	—	4764116775	5196 Cedar Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25235	PRV	Lucia Smith	1948-03-23	—	5488750873	4835 Church St, Nashville, TN, 37261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25221	PRV	Katherine Y Perry	1959-03-27	—	—	5610 Sage Ct, Fresno, CA, 93713	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-27516	PRV	Joseph Bradley	2005-11-16	—	6877226409	7644 Park Pl Apt 15, Charlotte, NC, 28237	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28986	PRV	Rachel Wagner	1981-04-09	—	4245238136	8428 Indian School Rd # 972, Austin, TX, 78749	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-28032	PRV	Roger Davis	1994-04-28	UHC-30457-09	2114195514	4491 Elm St # 863, Miami, FL, 33168	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-27615	PRV	Grace Ortiz	1939-09-27	—	4186879812	7871 Spring St, Orlando, FL, 32872	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-25315	PRV	Ann Ford	1943-01-09	UHC-08240-81	—	3659 Ridge Rd, Houston, TX, 77081	0.62	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+3 more
PRV-22234	PRV	Larry Ortega	1967-02-18	—	8462904302	2939 Sage Ct, Plano, TX, 75014	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-27210	PRV	Wei H Sanders	1961-05-27	UHC-34725-21	8345113721	1824 Broadway, Jacksonville, FL	0.62	Date of birth reformatted City re-cased ZIP missing Gender normalised+3 more
PRV-23873	PRV	Keith Smith	1997-05-06	UHC-42383-68	4134845736	8139 Washington St, Jacksonville, FL, 32275	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23819	PRV	Steven C Carlson	1961-09-04	UHC-37154-70	4694722563	4558 Harbor Blvd, Houston, TX, 77065	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21793	PRV	Jacqueline U Payne	1952-08-12	—	7664821145	8478 Sunset Blvd, Plano, TX	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
PRV-22840	PRV	Hannah Riley	1964-12-11	—	8008131959	2847 Sage Ct Apt 7, Houston, TX, 77074	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28965	PRV	Diane R Schultz	1948-08-24	UHC-38918-12	4099193242	7348 Bayshore Dr, Columbus, OH, 43211	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-25930	PRV	Dorothy Alvarado	1954-03-14	—	8917234380	6812 Park Pl, Jacksonville, FL, 32212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21699	PRV	Jacob Sullivan	2008-05-24	—	—	1349 Ocean Ave, Scottsdale, AZ, 85292	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-25092	PRV	Austin Hayes	1955-04-20	UHC-88677-05	7272455654	8554 Oak St, Jacksonville, FL, 32285	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28532	PRV	Fatima X Duncan	2001-09-26	—	5236513541	2074 Cedar Ln, Los Angeles, CA, 90070	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25583	PRV	Alice Jackson	1968-01-20	UHC-04889-09	4414694338	3218 Elm St, Denver, CO, 80247	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22801	PRV	Aisha Stephens	1996-04-17	—	7065044094	2778 Valley View Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-20135	PRV	Paul L Gutierrez	1939-11-28	UHC-28321-70	6632701366	167 Main St, Plano, TX, 75032	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24738	PRV	Marilyn L Walker	1999-12-09	—	5236517965	721 River Rd, Minneapolis, MN, 55443	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27870	PRV	Charlotte X Jordan	1983-07-23	UHC-36937-84	7169515293	4790 Bayshore Dr, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22316	PRV	Christopher Santos	1995-05-06	UHC-66123-93	—	609 Spring St, Eden Prairie, MN, 55332	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27671	PRV	Reed T Cheryl	1984-06-12	—	—	984 Meadow Ln, Nashville, TN, 37207	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25814	PRV	Lawrence P Harvey	1948-01-13	—	3252292733	455 Canyon Rd, Los Angeles, CA, 90051	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23208	PRV	Alan Morgan	1976-06-02	UHC-68605-81	2845116754	9755 Elm St, Glendale, AZ, 85398	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23319	PRV	Rachel Harrison	1956-09-25	—	6515175655	5938 Cedar Ln, Eden Prairie, MN, 55366	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-26189	PRV	Kathleen U Clark	1981-08-17	UHC-96127-46	—	3451 Sunset Blvd, Orlando, FL, 32860	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21177	PRV	Maria Allen	1963-12-08	UHC-56210-79	8012015427	4502 Hillcrest Rd, Phoenix, AZ, 85052	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-25731	PRV	Cheryl Brown	2005-07-19	—	—	872 Willow Ct Apt 37, Las Vegas, NV, 89105	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20592	PRV	Santiago Banks	1956-06-22	—	—	3079 Highland Ave, Scottsdale, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more

3,124 rows, page 15 of 63Previous Next