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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58307	TPA	Gry Vaga	1996-03-01	—	9553631305	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-50980	TPA	Lucia Espinoza	1971-11-16	—	—	2739 Union St, Columbus, OH, 43207	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57362	TPA	Thomas Black	1962-10-13	—	—	9730 Oak St, Glendale, AZ, 85321	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
TPA-54704	TPA	Amnada Washington	1958-08-18	—	7138030824	1751 Lake View Rd, Jacksonville, FL, 32236	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60543	TPA	Tyler Edwards	1988-03-04	—	—	8005 Church St, Los Angeles, CA, 90056	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-55726	TPA	Kathleen Brooks	1987-01-02	—	3443315594	8400 Broadway, Tempe, AZ, 85216	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
TPA-58664	TPA	Arthur Sanders	1946-01-06	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55538	TPA	Charles Patel	1997-03-15	—	—	8381 Hillcrest Rd, Tempe, AZ, 85219	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-55528	TPA	Elizabeth Ward	1947-08-04	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53384	TPA	Emma Sims	1963-11-28	—	—	7059 Sage Ct, Gilbert, AZ, 85222	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-58124	TPA	Sophia Munoz	1980-02-11	—	2096952786	3607 Mountain View Dr, Chandler, AZ, 85248	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60453	TPA	Donald O Jones	1995-03-24	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62387	TPA	Jacob McDonald	1976-03-22	—	7204908175	730 Central Ave, San Antonio, TX, 78242	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63362	TPA	Jacob Dominguez	1995-08-07	—	—	3852 Elm St, Chandler, AZ, 85215	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56872	TPA	Samantha Coleman	1974-01-06	—	8233136294	8594 Pine Dr, Dallas, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-57530	TPA	Russell Evans	1960-09-28	—	—	996 Oak St, Scottsdale, AZ, 85264	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56055	TPA	Catherine T Robertson	1941-07-02	—	—	4634 Desert Sky Blvd, Fresno, CA, 93766	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61580	TPA	Hannah Maartinez	1944-05-13	—	—	6560 Lincoln Way, San Diego, CA, 92159	0.80	SSN last four extracted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-54576	TPA	Gregory Ellis	1983-09-22	—	—	6057 Union St, Charlotte, NC, 28224	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53023	TPA	Brandon Coleman	1945-02-20	—	—	3945 Lake View Rd, Mesa, AZ, 85261	0.80	Gender normalised Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-56101	TPA	Amanda Johnston	1994-09-04	—	6613493211	4504 Valley View Dr # 504, Scottsdale, AZ, 85253	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-63522	TPA	Timothy Simmons	1970-01-17	—	—	1641 Washington St, Glendale, AZ, 85362	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51494	TPA	Ryan C Patel	2008-04-15	—	5068686599	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60610	TPA	Wei Austin	1994-08-27	UHC-88017-51	6158603465	1250 River Rd # 127, Orlando, FL, 32814	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-63907	TPA	Rebecca W Adams	1965-02-17	—	—	7683 Meadow Ln, Tempe, AZ, 85213	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53553	TPA	Christopher Henderson	1952-06-11	—	—	1971 Meadow Ln, Los Angeles, CA, 90052	0.80	Name re-cased ZIP+4 trimmed Email lower-cased Placeholder values cleared
TPA-52851	TPA	Ralph Schultz	1980-08-17	—	—	6360 Ridge Rd, Minneapolis, MN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-64453	TPA	Ryan Stephens	1975-11-12	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51993	TPA	Nancy Castro	2005-10-27	—	—	340 Canyon Rd, Tucson, AZ, 85767	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57093	TPA	Marcus Valdez	1994-01-05	—	5282052210	6287 Broadway, Denver, CO, 80221	0.80	Name re-cased State code upper-cased Gender normalised Placeholder values cleared
TPA-63570	TPA	Brittany Banks	1948-07-03	UHC-86957-86	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61724	TPA	Joseph Spencer	1986-06-21	—	—	8039 Central Ave, Orlando, FL, 32892	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
TPA-58850	TPA	Andrea Kim	1945-04-05	UHC-46800-07	4242687065	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-54935	TPA	Joyce Q Spencer	1948-01-17	—	9712380933	5919 Broadway, Sacramento, CA, 95800	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
TPA-52745	TPA	Arjun Wang	1953-11-17	—	—	8871 Lincoln Way, Las Vegas, NV, 89161	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52368	TPA	Douglas Sims	1955-11-20	—	8535942098	9415 Baseline Rd, Chandler, AZ, 85238	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-58084	TPA	Logan Morgan	1975-11-03	—	—	5987 Ocean Ave, Glendale, AZ, 85359	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-60085	TPA	Ana Bailey	1955-11-03	—	6524679034	9425 Forest Ave, San Diego, CA, 92157	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54379	TPA	Ann Thompson	1985-01-23	—	9413372476	2064 Pine Dr, Tempe, AZ, 85218	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61116	TPA	Frances Hanson	1954-10-11	—	4215886375	3170 Valley View Dr, Glendale, AZ, 85368	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
TPA-57230	TPA	Rtuh Mills	1958-02-08	—	—	6603 Elm St, Nashville, TN, 37205	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-52149	TPA	Keith Baker	1966-03-09	—	—	3446 Indian School Rd, Tampa, FL, 33651	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57088	TPA	Arjun Torres	1986-04-21	—	7978268816	4920 Cedar Ln, Orlando, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-56667	TPA	Margaret Cox	1995-02-01	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50539	TPA	Lisa Hawkins	1973-04-02	—	—	910 Pine Dr, San Antonio, TX, 78212	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62751	TPA	Logan Scott	1988-08-15	—	—	9396 Cedar Ln, Nashville, TN, 37243	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58228	TPA	Burce Gray	1997-05-17	—	—	3961 Baseline Rd, Minneapolis, MN, 55410	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58227	TPA	Burce Gray	1997-05-17	—	—	3961 Baseline Rd, Minneapolis, MN, 55410	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60246	TPA	Luis Nunez	1978-02-27	—	—	967 Bayshore Dr, Tampa, FL, 33601	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-59907	TPA	Larry Brwon	1950-04-06	UHC-42189-15	—	9380 Meadow Ln, Miami, FL, 33113	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared

14,135 rows, page 189 of 283Previous Next