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

Third-party administrator, 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
TPA-56467	TPA	Steven Robinson	2004-09-15	—	3272207989	9561 Mountain View Dr, Jacksonville, FL, 32266	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-61467	TPA	Justin Bennett	1996-11-06	—	—	7156 Broadway, Tampa, FL, 33667	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-61077	TPA	Arthur Rios	1971-01-03	—	—	1393 Meadow Ln, Orlando, FL, 32867	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-64158	TPA	Emily Shaw	1992-02-13	—	4262150652	1137 Washington St, Gilbert, AZ, 85258	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-62053	TPA	Michelle S Hart	1972-04-06	—	—	2271 Lake View Rd, Houston, TX, 77096	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-59477	TPA	Billy Williams	1950-04-07	—	—	6354 Baseline Rd, Houston, TX, 77045	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-60972	TPA	Willie Jensen	1943-06-26	—	—	3180 Market St, San Antonio, TX, 78283	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-58090	TPA	Laura Graham	1959-12-13	—	7866851262	8342 Apache Blvd, San Diego, CA, 92113	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-64270	TPA	Larry Fields	1966-04-23	—	—	7205 Broadway, Miami, FL, 33100	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-50315	TPA	Charlotte Bryant	1993-09-22	—	8588200512	4266 Union St, Denver, CO, 80230	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-60822	TPA	Mark Scott	1987-01-02	—	—	5120 Willow Ct, Gilbert, AZ, 85268	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-63866	TPA	Kimberly Mills	1955-12-07	—	—	9137 Main St, Gilbert, AZ, 85208	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-63865	TPA	Kimberly Mills	1955-12-07	—	—	9137 Main St, Gilbert, AZ, 85208	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-50734	TPA	Arthur Mason	1975-07-11	—	3373974367	5652 Jefferson Ave, San Antonio, TX, 78266	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-57976	TPA	Aisha Hayes	1948-06-25	UHC-52123-64	—	5403 Lincoln Way, Dallas, TX, 75274	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-52671	TPA	Jose Ruiz	1939-09-22	—	—	1145 Mountain View Dr, Sacramento, CA, 95899	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-63637	TPA	Butler Hannah	1987-06-26	UHC-70941-53	—	5044 Union St, San Antonio, TX, 78212	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-62635	TPA	Ana Carr	1981-08-17	—	5898373919	3689 Pine Dr, Los Angeles, CA, 90074	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-54350	TPA	Heather Cox	1991-04-26	—	—	5992 Apache Blvd, Las Vegas, NV, 89143	0.92	City re-cased State code upper-cased Plan code upper-cased Placeholder values cleared
TPA-50956	TPA	Jeremy Chen	1984-02-25	—	—	8578 Union St, Columbus, OH, 43238	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-52170	TPA	Kimberly Willis	1954-04-24	—	—	5805 Park Pl, San Diego, CA, 92106	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-53219	TPA	Jean Black	2006-07-24	UHC-16293-86	—	7087 Lincoln Way, Nashville, TN, 37274	0.92	City re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-59190	TPA	Michelle R Carpenter	1960-07-18	—	6545111132	8637 Ocean Ave, Chandler, AZ, 85278	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-52107	TPA	Laura Tucker	1991-02-16	—	—	7137 Lincoln Way, Minneapolis, MN, 55412	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-56455	TPA	Denise B Sanchez	1994-11-02	—	3769388256	8771 Market St, Scottsdale, AZ, 85293	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
TPA-58504	TPA	Hannah Roberts	2003-04-13	—	—	780 Meadow Ln, Tempe, AZ, 85251	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-63167	TPA	Nncy Porter	1940-07-15	—	8737810252	6331 Ocean Ave, Dallas, TX, 75291	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-55012	TPA	Emma Harrison	1939-12-13	—	—	1925 Mountain View Dr, Miami, FL, 33123	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-61368	TPA	Abigail Grant	1953-02-13	—	—	7908 Hillcrest Rd, Tempe, AZ, 85253	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-51295	TPA	Justin Satos	2004-04-04	—	—	8482 Apache Blvd, Orlando, FL, 32831	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-63013	TPA	Justin Y Jackson	1995-01-02	—	3712903668	4662 Apache Blvd, Denver, CO, 80254	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-53313	TPA	Gregory Y Franklin	2004-11-05	—	9379229801	4284 Bayshore Dr, Fresno, CA, 93761	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-61213	TPA	Paul Cole	1987-03-25	UHC-19182-68	—	5765 Indian School Rd, Tempe, AZ, 85246	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-61065	TPA	Valentina Alexander	1951-07-19	—	—	2332 Lincoln Way, Miami, FL, 33131	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-51198	TPA	Mason Moore	1984-05-16	—	3256754387	7231 Indian School Rd, Chandler, AZ, 85220	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-63401	TPA	Juan Burke	1960-06-11	—	—	2760 Spring St, Miami, FL, 33106	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-61403	TPA	Barb Little	1987-04-01	—	4963848797	629 Spring St, Sacramento, CA, 95841	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-57316	TPA	Ralph Q Ruz	1954-06-03	—	—	777 Lake View Rd, Fresno, CA, 93760	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-58531	TPA	Keith Cole	1950-11-04	UHC-98804-07	—	4613 Grand Ave, San Antonio, TX, 78255	0.92	Date of birth reformatted City re-cased Email lower-cased Placeholder values cleared
TPA-50555	TPA	Joseph Fields	1967-12-01	—	—	704 Grand Ave, Denver, CO, 80254	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-59793	TPA	Jean E Harrison	2004-10-13	—	8006415054	6547 Broadway, Sacramento, CA, 95886	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
TPA-52416	TPA	Emily Martinez	2004-08-11	—	6786736831	9266 Sage Ct, Orlando, FL, 32811	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
TPA-57455	TPA	Michelle Anderws	1994-08-24	—	—	6315 Highland Ave, Orlando, FL, 32874	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-61518	TPA	Lauren U Peters	1984-07-16	—	—	1420 Oak St, Glendale, AZ, 85392	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-51650	TPA	John Howad	1966-05-09	UHC-29863-30	4729471098	6539 Sage Ct, San Antonio, TX, 78222	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-55259	TPA	Sophia D Montgomery	1947-01-08	—	7222811380	2573 Oak St, Austin, TX, 78708	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-61739	TPA	Joyce Wells	1988-11-18	UHC-37536-81	7357410579	3694 Sage Ct, Dallas, TX, 75215	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
TPA-59163	TPA	Noah Hall	1967-05-02	—	—	8762 Desert Sky Blvd, Tampa, FL, 33644	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-59164	TPA	Noah Hall	1967-05-02	—	—	8762 Desert Sky Blvd, Tampa, FL, 33644	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-58252	TPA	Pamela Sims	2003-07-07	—	6417452159	6354 Bayshore Dr, Los Angeles, CA, 90064	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared

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