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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23354	PRV	Brenda Y Montgomery	1990-01-10	UHC-06242-21	2159996590	8095 Grand Ave, Los Angeles, CA, 90071	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-23013	PRV	Michelle W Cunningham	2007-07-25	UHC-27388-13	8905956307	1038 Main St, Gilbert, AZ, 85250	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
PRV-29505	PRV	Betty Wang	1985-06-11	—	—	8453 Washington St, Minneapolis, MN, 55471	0.78	Name re-cased State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-20979	PRV	Ryan Patel	2008-04-15	UHC-56279-29	5068686599	2016 Pine Dr, San Antonio, TX, 78270	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
PRV-20164	PRV	Anthony Riley	1961-09-02	—	3408448924	4452 Harbor Blvd, San Diego, CA, 92151	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-27244	PRV	Dylan Welch	1956-07-05	UHC-40221-33	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
PRV-21472	PRV	Alan Rios	2002-11-20	UHC-32796-59	3025516496	9075 Desert Sky Blvd, Minneapolis, MN, 55480	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
PRV-24664	PRV	Eric Bell	1943-10-03	—	7349738013	6105 Bayshore Dr, Denver, CO, 80258	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-24665	PRV	Eric Bell	1943-10-03	—	7349738013	6105 Bayshore Dr, Denver, CO, 80258	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-20269	PRV	Scott Alexander	1938-02-10	UHC-45983-33	4019916993	6524 Lincoln Way, Glendale, AZ, 85392	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-25114	PRV	Nancy Banks	1955-03-10	UHC-78948-13	2483066386	3184 Bayshore Dr, Chandler, AZ, 85233	0.78	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+1 more
PRV-26603	PRV	Matthew Hoffman	1995-04-23	UHC-49069-01	2903733827	3568 Church St, Gilbert, AZ, 85231	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-29122	PRV	Grace Porter	1948-11-03	UHC-43858-93	7486168913	1565 Indian School Rd, Seattle, WA, 98192	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-26276	PRV	Emma K Hayes	1947-11-22	UHC-08659-93	4386184440	7363 Cedar Ln, Charlotte, NC, 28215	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-24362	PRV	Dorothy Hudson	1988-11-08	—	8235125322	3077 Meadow Ln, Minneapolis, MN, 55437	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-22185	PRV	Ahmed K Fox	1977-08-23	UHC-86795-06	4315376219	7853 Harbor Blvd, Las Vegas, NV, 89187	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-23630	PRV	Roy X Sanders	1941-06-11	UHC-81923-33	—	4426 Harbor Blvd, Fresno, CA, 93720	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
PRV-28911	PRV	Frank Z Bailey	1963-12-16	UHC-35199-95	3979114661	4978 Pine Dr, Dallas, TX, 75292	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-21265	PRV	Alan Torres	1966-05-03	—	7945164440	2033 Maple Ave, Nashville, TN, 37205	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-20854	PRV	Willie Woods	2001-02-18	—	9468977509	6332 Broadway, Phoenix, AZ, 85019	0.78	Name re-cased Address re-cased City re-cased State name converted to code+1 more
PRV-27936	PRV	Sarah Carroll	1969-05-06	—	4593740828	2788 Ridge Rd, Columbus, OH, 43236	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-23549	PRV	Isabella Black	1988-09-02	—	8686574633	521 Spring St, San Diego, CA, 92104	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
PRV-23470	PRV	Lisa O Walker	1960-01-24	UHC-66353-78	—	3284 Mesa Dr, Atlanta, GA, 30361	0.78	Name re-cased Member ID reformatted State name converted to code Whitespace trimmed+1 more
PRV-29108	PRV	Kevin L Hoffman	2006-10-27	—	8928082700	3210 Park Pl, Miami, FL, 33188	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-26707	PRV	Valentina Coleman	1965-02-18	—	2629016360	4830 Palm Dr, Eden Prairie, MN, 55377	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22553	PRV	Timothy Yang	1954-04-02	—	2048134736	5445 Forest Ave, Phoenix, AZ, 85093	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-25035	PRV	Alan U Rice	1997-01-02	UHC-08546-54	4873637638	5955 Sage Ct, Seattle, WA, 98161	0.80	State name converted to code Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-29114	PRV	Timothy Bishop	1978-10-26	UHC-78355-49	7625034555	2293 Washington St, Jacksonville, FL, 32252	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-28287	PRV	Laura Thomas	1940-04-21	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH, 43227	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
PRV-24583	PRV	Debra Stone	1984-04-14	—	3433846337	1874 Maple Ave, Atlanta, GA, 30385	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-24129	PRV	Matt Lewis	1980-08-11	UHC-42467-38	7386742007	2427 Harbor Blvd, Tempe, AZ, 85217	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-27633	PRV	Stephanie Vasquez	1949-05-18	UHC-25440-72	5157970273	6735 Central Ave, Seattle, WA, 98131	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-24377	PRV	Kathryn Gonzalez	1988-08-13	—	6019982729	4472 Main St, Minneapolis, MN, 55483	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-26076	PRV	Janet Mendoza	1998-11-26	—	—	5780 Mountain View Dr, San Diego, CA, 92101	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
PRV-26180	PRV	Doris W Santiago	1986-07-04	UHC-85136-97	7588816808	6004 Forest Ave, Tucson, AZ, 85771	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-20360	PRV	Santiago P Anderson	1990-09-27	UHC-31051-13	3016255019	21 Main St, Glendale, AZ, 85366	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
PRV-23707	PRV	Charlotte Washington	2007-01-27	UHC-47321-13	—	7562 Union St, Seattle, WA, 98172	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
PRV-25577	PRV	Helen Green	1982-02-24	UHC-73031-46	4025457613	3097 Maple Ave, Seattle, WA, 98186	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
PRV-25202	PRV	Heen Thomas	1941-02-13	—	4405197634	3663 Sage Ct, Tempe, AZ, 85295	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-29544	PRV	Timothy Q Bryant	1980-04-17	UHC-71520-19	5316043515	4466 Ridge Rd, Phoenix, AZ, 85009	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-23204	PRV	Larua Z Li	1953-03-28	—	—	6983 Willow Ct, Scottsdale, AZ, 85213	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21094	PRV	Christopher Pierce	1985-09-16	UHC-28425-80	—	5397 Ridge Rd, Austin, TX, 78793	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22551	PRV	Stephen Munoz	1971-04-11	—	5838556176	4303 Maple Ave, Scottsdale, AZ, 85280	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-29361	PRV	Freeman Albert	1997-04-04	—	9807218047	4258 Palm Dr, Chandler, AZ, 85267	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
PRV-20894	PRV	Marcus Fields	1996-03-03	—	6133079537	8621 Oak St, Nashville, TN, 37241	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22421	PRV	Elizabeth F Lane	1943-05-04	—	2445185748	9077 Hillcrest Rd, Columbus, OH, 43224	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21890	PRV	Marcus J Delgado	1990-12-17	UHC-19436-23	9009239963	2234 Camelback Rd, Glendale, AZ, 85375	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-27580	PRV	Abby Grant	1953-02-13	UHC-92965-83	2228281112	7908 Hillcrest Rd, Tempe, AZ, 85253	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
PRV-27897	PRV	Charlotte Y Kennedy	1945-11-08	—	2464543506	6137 Maple Ave, Chandler, AZ, 85214	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
PRV-25615	PRV	Joseph Carpenter	1942-01-28	UHC-79380-69	2197361619	874 Main St, Tucson, AZ, 85713	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared

926 rows, page 17 of 19Previous Next