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-52122	TPA	Arthur Harris	1984-02-13	—	—	6027 Church St, Scottsdale, AZ, 85262	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-63003	TPA	Emma Reynolds	1960-11-23	—	—	2833 Union St, San Diego, CA, 92191	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61081	TPA	Bruce Wong	1945-02-10	—	—	5043 Apache Blvd, San Diego, CA, 92128	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-54841	TPA	Robert Stevens	1948-10-10	—	—	6132 Maple Ave, Columbus, OH	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-51568	TPA	Brandon Lopez	1955-02-03	—	—	4254 Desert Sky Blvd, Seattle, WA	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
TPA-56729	TPA	Albert Gray	1946-07-15	—	—	3904 Valley View Dr, Dallas, TX, 75273	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-56468	TPA	Brenda Sullivan	1992-01-01	—	9844802930	1728 Highland Ave, Orlando, FL, 32890	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-52732	TPA	Beverly Freeman	1963-07-23	—	—	8881 Mountain View Dr, Tucson, AZ, 85774	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-56172	TPA	Kayla Watkins	1977-02-06	—	—	5154 Harbor Blvd, Mesa, AZ, 85267	0.78	Name re-cased City re-cased Gender normalised Plan code upper-cased+1 more
TPA-59745	TPA	Alexander Wells	1997-01-06	—	—	5592 Broadway Apt 40, Los Angeles, CA, 90067	0.78	Date of birth reformatted Unit split from street City re-cased Email lower-cased+1 more
TPA-51274	TPA	Mary Wilson	1988-12-11	UHC-70575-82	—	7940 Ocean Ave, Atlanta, GA, 30390	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62049	TPA	Christine Wright	1944-09-24	—	—	5725 Ocean Ave, Orlando, FL, 32857	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-59530	TPA	Alexander Williamson	1974-12-09	—	4158127570	3105 Highland Ave, Glendale, AZ, 85375	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-51117	TPA	Kenneth Hughes	1975-08-17	—	—	3248 Bayshore Dr, Miami, FL, 33115	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-64432	TPA	Randy Riley	1975-07-01	UHC-06936-55	3255105808	2611 Jefferson Ave, Plano, TX, 75054	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
TPA-56635	TPA	Albert Hall	1981-10-24	—	—	8750 Central Ave, Tampa, FL, 33654	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
TPA-53921	TPA	Walter Peterson	1965-10-07	—	7395661763	4110 Spring St, Seattle, WA, 98144	0.78	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
TPA-62042	TPA	Olivia Lynch	1991-07-18	—	—	4811 Central Ave, Dallas, TX, 75243	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59268	TPA	Rebecca Carlson	1983-06-12	UHC-32126-56	—	3457 Bayshore Dr, Chandler, AZ, 85242	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53399	TPA	Emma Walsh	2000-09-24	—	—	1229 Park Pl, Glendale, AZ, 85379	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-56941	TPA	Jeffrey Evans	1997-04-07	—	—	9743 Sunset Blvd, Jacksonville, FL, 32221	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-60283	TPA	Hannah Yang	1960-11-12	—	8628563844	9744 Church St, Tucson, AZ, 85713	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50050	TPA	Dylaan Reed	1950-04-23	—	5409818923	5538 Park Pl, Gilbert, AZ, 85209	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-61665	TPA	Chryl Alvarez	1938-01-25	—	—	9105 Baseline Rd, Orlando, FL, 32875	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-60493	TPA	Kevin Fowler	1963-10-01	—	—	5151 Valley View Dr, Chandler, AZ	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-55554	TPA	Olivia Sanchez	1947-09-04	UHC-66069-07	—	94 Cedar Ln # 421, Atlanta, GA, 30374	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-57665	TPA	Sean Pryce	1952-05-18	—	—	469 Apache Blvd, Chandler, AZ, 85296	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
TPA-53700	TPA	Jacqueline Adams	1996-06-09	—	—	5404 Spring St, Houston, TX, 77067	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-54674	TPA	Evelyn Coleman	1982-11-13	—	—	5757 Main St, Tampa, FL, 33672	0.78	Date of birth reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
TPA-59023	TPA	George Lopez	1951-11-13	UHC-53502-65	5942626767	9472 Sunset Blvd, San Diego, CA, 92182	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-58061	TPA	Shirley Morgan	1997-05-16	—	8164955234	9045 Lake View Rd, Phoenix, AZ, 85079	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59543	TPA	Debra Holmes	2003-01-12	—	—	6762 River Rd, Eden Prairie, MN, 55326	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-51278	TPA	Ryan Bennett	1983-12-04	UHC-03938-67	9107426296	1282 Ridge Rd, Seattle, WA, 98139	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55282	TPA	Julie Bowman	2000-07-07	—	—	23 Desert Sky Blvd, Houston, TX, 77066	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59263	TPA	Juan Wells	1963-12-02	—	7514299935	943 Lincoln Way, Dallas, TX, 75235	0.78	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
TPA-60226	TPA	Cynthia H Jenkins	1950-04-28	UHC-09930-93	8026603486	1893 Ridge Rd, San Antonio, TX, 78275	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
TPA-53250	TPA	Bobby Alexander	2003-03-28	—	—	711 Mountain View Dr, Tempe, AZ, 85242	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-53901	TPA	Kevin Rice	—	—	—	8670 Main St, Chandler, AZ, 85265	0.80	Date of birth reformatted Date of birth unreadable City re-cased Placeholder values cleared
TPA-53180	TPA	Wei Day	1964-04-22	—	—	3556 Baseline Rd, Seattle, WA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-57788	TPA	Nancy Williams	1983-09-13	—	—	4029 Harbor Blvd Apt 32, Dallas, TX, 75225	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
TPA-61019	TPA	Carol C Meyer	1979-07-21	—	—	3897 Camelback Rd, Nashville, TN, 37265	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
TPA-64140	TPA	Dina Harris	1992-03-11	—	—	6494 Mesa Dr, Miami, FL, 33154	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
TPA-57225	TPA	Lori Lee	1943-09-07	—	—	7843 Sunset Blvd, Scottsdale, AZ, 85261	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-63080	TPA	Hansen Linda	1941-10-09	UHC-10492-62	—	6644 Union St, Houston, TX, 77022	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
TPA-52508	TPA	Jon Foster	1953-09-06	—	9493297184	7387 Lake View Rd, Charlotte, NC, 28284	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-63928	TPA	Ahmed Young	1946-04-02	—	—	1525 Pine Dr, Scottsdale, AZ, 85226	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-63927	TPA	Ahmed Young	1946-04-02	—	—	1525 Pine Dr, Scottsdale, AZ, 85226	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-63498	TPA	Chris Stephens	2002-06-22	—	3875759592	8367 Oak St, Miami, FL, 33186	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
TPA-62324	TPA	Mary Herrrera	1973-03-20	—	—	7943 Palm Dr, Houston, TX, 77040	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-51248	TPA	Benjamin Greane	1994-06-08	—	—	1364 Oak St, Dallas, TX, 75286	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared

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