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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55426	TPA	Gabriel Romero	1952-06-22	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-50749	TPA	Andrea Holmes	1965-05-05	—	—	1113 River Rd, Atlanta, GA, 30336	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53910	TPA	Paul Warren	1988-02-11	—	6558986393	4438 Willow Ct, Los Angeles, CA, 90034	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-63937	TPA	Patricia Parker	1956-07-15	—	—	2919 Lake View Rd, Tucson, AZ, 85743	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-60279	TPA	Jonathan Burke	1994-02-09	—	—	2114 Spring St, Dallas, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50970	TPA	Bruce Fisher	1991-10-14	—	—	1939 Pine Dr, Charlotte, NC, 28268	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56360	TPA	George Torres	1964-05-20	—	9294162649	4804 Market St, Mesa, AZ, 85267	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-64367	TPA	Madison Ramos	2002-07-03	—	—	5080 Bayshore Dr, Las Vegas, NV	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-59581	TPA	Hiroshi Flores	1966-10-20	—	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-59457	TPA	Megan Beerry	1943-10-26	—	—	6422 Highland Ave, Sacramento, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-64071	TPA	Beverly Singh	1958-07-28	UHC-78091-79	—	8154 Sunset Blvd, Seattle, WA, 98132	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63225	TPA	Ashley Parker	1968-02-15	UHC-65675-26	6409045682	277 Park Pl, Tempe, AZ, 85275	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62855	TPA	Cynthia Ramirez	—	—	—	—	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-62571	TPA	Michael Holmes	1999-05-15	—	4726286045	6651 Broadway # 297, Dallas, TX, 75263	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55109	TPA	Santiago Miller	1951-02-23	UHC-98037-76	—	963 Mountain View Dr, Sacramento, CA, 95893	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
TPA-57083	TPA	Aslhey Johnston	1964-09-24	—	—	3722 Maple Ave, Sacramento, CA, 95854	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-63205	TPA	Ana Y Mkcoy	1965-09-24	UHC-95888-71	—	2208 Highland Ave, San Diego, CA, 92192	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54011	TPA	Emma Robertson	1974-03-04	—	—	434 Pine Dr, Tempe, AZ, 85242	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57532	TPA	Gary Carr	1957-05-06	—	—	9019 Washington St, Scottsdale, AZ, 85209	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54793	TPA	Sarah Fernandez	1951-11-24	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58218	TPA	Catherine Carroll	1971-06-08	—	—	5270 Highland Ave, Orlando, FL, 32847	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62467	TPA	Jesse Padilla	1944-01-13	—	8616486458	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-62176	TPA	Isabella Reed	1987-08-24	—	—	8519 Main St # 450, Gilbert, AZ, 85250	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-64443	TPA	Eugene Obrien	2005-10-05	UHC-43357-48	7642122310	3202 Spring St Apt 3, Fresno, CA, 93784	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-60473	TPA	Jeremy Black	1991-06-26	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-53839	TPA	Janice T Hicks	2003-12-05	—	—	5392 Ocean Ave # 630, Austin, TX, 78754	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
TPA-52679	TPA	Phiip Fisher	1953-02-10	—	—	2181 Jefferson Ave, Seattle, WA, 98180	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50583	TPA	Raymond U Foster	1973-06-17	—	2869869404	9571 Sunset Blvd # 201, Jacksonville, FL, 32262	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
TPA-62776	TPA	Cheryl Weaver	1965-09-19	—	—	5516 Lake View Rd, Miami, FL, 33126	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63855	TPA	Logan Porter	1973-10-07	—	3147183504	1265 Valley View Dr, Mesa, AZ, 85208	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
TPA-58196	TPA	Susan Alvarez	1965-11-01	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
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-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-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-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-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-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-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-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-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-56667	TPA	Margaret Cox	1995-02-01	—	—	—	0.80	Name re-cased Gender normalised 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

5,750 rows, page 81 of 115Previous Next