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 “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
TPA-50227	TPA	Catherine S Gomez	1944-12-26	—	—	790 Meadow Ln, Sacramento, CA, 95805	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60116	TPA	Santiago Allen	1975-09-04	—	—	2932 Ocean Ave, Nashville, TN, 37213	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-55214	TPA	Sean Campblel	1961-07-27	—	—	—	0.80	Date of birth reformatted Email lower-cased Gender normalised Placeholder values cleared
TPA-52744	TPA	Nancy Mendoza	1988-03-18	UHC-66651-92	—	7989 River Rd, Gilbert, AZ, 85298	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57894	TPA	Ryan Wright	1953-03-20	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62499	TPA	Price Brenda	1950-07-23	—	—	553 Forest Ave, Atlanta, GA, 30397	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62500	TPA	Price Brenda	1950-07-23	—	—	553 Forest Ave, Atlanta, GA, 30397	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50212	TPA	Fatima Kim	1976-08-22	—	—	6634 Baseline Rd, Charlotte, NC, 28222	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60407	TPA	Virginia Burton	1994-09-10	—	—	210 River Rd, Dallas, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-56219	TPA	Christian UJunk	1942-03-18	—	—	—	0.80	Date of birth reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
TPA-50983	TPA	Noah Cox	1963-08-03	UHC-36111-12	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57111	TPA	Lisa Mills	1942-08-12	UHC-79129-20	—	4582 Pine Dr, Las Vegas, NV, 89107	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51558	TPA	Daniel Dean	1950-10-04	—	—	3184 Spring St, Austin, TX, 78776	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61425	TPA	Scott Ducan	1970-06-06	UHC-34340-60	—	71 Bayshore Dr, Los Angeles, CA, 90071	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58115	TPA	Jack Williamson	1973-01-11	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53672	TPA	Gloria Ferguson	1941-07-02	UHC-59505-65	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61409	TPA	Alexnder Palmer	1984-03-01	—	—	8899 Apache Blvd, Dallas, TX, 75278	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50098	TPA	Deboarh Murry	2003-04-24	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55906	TPA	Abby O Walker	1944-08-21	—	—	9062 Ridge Rd, Sacramento, CA, 95815	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-57639	TPA	Lawrence Chapman	1975-10-20	—	—	3172 Ocean Ave, Austin, TX, 78770	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61690	TPA	Roy Lawrence	1993-06-09	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56703	TPA	Martha P Ferguson	1990-08-18	—	—	6568 Broadway, San Antonio, TX, 78288	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57984	TPA	Denise Padilla	1970-09-21	—	—	5052 Church St, Phoenix, AZ, 85080	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-54718	TPA	Ashley Hayes	1970-03-20	UHC-08753-09	—	2850 Valley View Dr, Chandler, AZ, 85230	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-61386	TPA	Amy Ruuiz	2005-04-11	—	2073820208	347 Indian School Rd, Gilbert, AZ, 85269	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-53018	TPA	Steev Meer	1999-09-17	—	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-58862	TPA	Ashley Park	1984-03-25	—	—	5422 Meadow Ln, Miami, FL, 33129	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59010	TPA	Christina Armstrong	1977-06-05	—	6675606643	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-61078	TPA	Madison Black	1995-03-09	—	—	5866 Sunset Blvd, Tucson, AZ, 85747	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-50544	TPA	Karen Martinez	1972-11-01	—	4828590805	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-50710	TPA	Jerry Walsh	1994-09-24	—	—	6984 Union St, Tampa, FL, 33621	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60415	TPA	Arjun Jones	1953-02-05	—	8045062354	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50880	TPA	Alexander Carlson	1940-06-07	—	—	5227 Ridge Rd Apt 19, Fresno, CA, 93742	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-53651	TPA	Susn Estrada	1995-10-02	—	—	4654 Bayshore Dr, Gilbert, AZ, 85263	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51003	TPA	Natalie Luuna	1943-03-22	—	9408938025	9853 River Rd, Glendale, AZ, 85323	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-56483	TPA	Sophia Perez	1948-12-19	—	—	2043 Forest Ave, Sacramento, CA, 95833	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61931	TPA	Madison Dean	1972-12-12	—	3164987718	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59620	TPA	Stephanie Campbell	1952-03-26	—	—	—	0.80	Date of birth reformatted Email lower-cased Gender normalised Placeholder values cleared
TPA-56148	TPA	Mason Rios	1950-09-14	—	2208220528	8770 Washington St, Glendale, AZ, 85340	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
TPA-57231	TPA	Olyvia Maldonado	1959-04-02	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51892	TPA	Raymond Hanon	1990-05-20	—	—	3321 Grand Ave, Atlanta, GA, 30388	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53911	TPA	Helen Freeman	2000-03-19	—	—	712 Main St, San Antonio, TX, 78299	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52444	TPA	Maria Nguyen	2003-04-02	—	—	4081 Willow Ct, Phoenix, AZ, 85030	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-60714	TPA	Lucia Castro	1956-03-02	—	5676591519	7981 Broadway, Scottsdale, AZ, 85251	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-60713	TPA	Lucia Castro	1956-03-02	—	5676591519	7981 Broadway, Scottsdale, AZ, 85251	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-55897	TPA	Amber Alexander	1960-05-26	—	2306384043	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-56528	TPA	Christine Garcia	1961-03-06	—	—	2995 Broadway, Minneapolis, MN, 55477	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-54046	TPA	Russell Johnson	1965-07-17	—	4803964351	7387 Oak St, Los Angeles, CA, 90052	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-55848	TPA	Amy Martin	1982-07-04	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55269	TPA	Margaret Mendooza	2008-02-05	—	9565530815	678 Broadway, Plano, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared

4,728 rows, page 63 of 95Previous Next