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-50696	TPA	Douglas Shaw	2007-05-05	—	—	2059 Valley View Dr, Charlotte, NC, 28285	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-51112	TPA	Emma A Perez	1997-09-25	UHC-52568-47	—	5635 Oak St, Gilbert, AZ, 85241	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-58684	TPA	Virginia Black	1959-02-23	—	5074129846	5876 Desert Sky Blvd, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-60340	TPA	Rachel H Carr	1969-09-16	—	—	6128 Central Ave, Seattle, WA, 98165	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-50144	TPA	Elizabeth Munoz	1982-02-13	—	4976882099	4165 Willow Ct, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53603	TPA	Madison W Lopez	1970-08-17	—	—	3579 Willow Ct, Miami, FL, 33104	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-59800	TPA	Noah Woods	1969-10-02	—	—	3225 Church St, Glendale, AZ, 85337	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-63762	TPA	Helen Munoz	—	—	6505700591	7417 Forest Ave Apt 27, San Diego, CA, 92146	0.68	Date of birth unreadable Phone reformatted Unit split from street Placeholder values cleared
TPA-62829	TPA	Sharon Ruiz	1996-02-26	UHC-05868-02	6668856260	2788 Washington St, Tampa, FL	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
TPA-52693	TPA	Sara Burotn	1938-03-28	—	—	2589 Canyon Rd, Atlanta, GA, 30328	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-56406	TPA	Mariana Evans	1997-10-27	—	—	9718 River Rd, Nashville, TN, 37251	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-57263	TPA	Nicholas V Miller	1959-05-12	UHC-78923-11	—	5983 Spring St, Tampa, FL, 33697	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-63617	TPA	Andrea Hrrison	1956-06-22	—	—	1180 Meadow Ln, Phoenix, AZ, 85054	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56584	TPA	Alice Peters	1997-11-27	—	—	8453 Apache Blvd, Plano, TX, 75040	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-59826	TPA	Jack A Riley	1986-05-12	—	—	9899 Park Pl # 841, Phoenix, AZ, 85010	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51247	TPA	Roy Tucker	1946-01-17	—	—	7341 Oak St, Atlanta, GA, 30300	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57457	TPA	Camila Daniels	—	—	—	2438 Sage Ct, Phoenix, AZ, 85053	0.68	Date of birth missing Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62227	TPA	Stephen Davis	1963-12-19	—	6675426757	4730 Washington St, Las Vegas, NV, 89174	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56967	TPA	Scott Reed	1984-08-28	—	7946055652	9220 Union St Apt 36, Tempe, AZ, 85299	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-57852	TPA	Aaron Jensen	1969-05-08	—	—	5197 Baseline Rd, Scottsdale, AZ, 85227	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-62017	TPA	Albert Watkins	2008-09-26	—	6938904629	6358 Ridge Rd, Tucson, AZ, 85780	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63624	TPA	Pamela Wheeler	1971-02-19	—	—	—	0.68	Name split from “Last, First”Gender normalised Plan code upper-cased Placeholder values cleared
TPA-55859	TPA	Diego Guerrero	1943-03-05	—	—	4725 Willow Ct # 450, San Diego, CA	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
TPA-57177	TPA	William S Carpenter	1954-02-11	—	—	2934 Apache Blvd, Denver, CO	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-53918	TPA	Samuel Jimenez	1953-04-02	UHC-67719-04	—	7505 Cedar Ln, Atlanta, GA, 30371	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-60178	TPA	Santiago Foster	1987-03-15	—	—	6861 Ridge Rd, Eden Prairie, MN, 55302	0.68	Two-digit birth year State code upper-cased Gender normalised Placeholder values cleared
TPA-60057	TPA	Benjammin Fuller	1980-12-22	—	—	3846 Sunset Blvd, Las Vegas, NV, 89113	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-59937	TPA	Tommy Day	1944-02-21	UHC-61347-18	—	1025 Mesa Dr, Miami, FL, 33171	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
TPA-50823	TPA	Dick Medina	1981-07-21	—	—	1406 Lincoln Way, Tucson, AZ, 85787	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-53616	TPA	Sandra B Andersn	2000-01-17	—	—	4692 Sunset Blvd, Seattle, WA, 98176	0.68	SSN last four extracted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-55437	TPA	Bob GJunk	2000-10-21	—	—	1002 Elm St, Seattle, WA	0.68	State code upper-cased ZIP missing Placeholder values cleared No usable name (quarantined)
TPA-60743	TPA	Jacqueline Lewis	1979-05-16	—	—	9882 Sage Ct, San Diego, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-56836	TPA	Anna Fox	1995-06-05	—	—	8586 Central Ave, San Diego, CA, 92146	0.68	Name split from “Last, First”Email lower-cased Gender normalised Placeholder values cleared
TPA-55853	TPA	Doris White	1995-02-02	—	—	—	0.68	Two-digit birth year SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-61391	TPA	Lucia Weaver	2000-08-24	—	—	4920 Lake View Rd, Columbus, OH, 43296	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-61879	TPA	Denise V Henry	1963-07-22	—	6454037308	6558 Apache Blvd Apt 35, Tempe, AZ, 85284	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58281	TPA	Ann Garrett	1977-01-19	—	—	6583 Oak St, Houston, TX	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
TPA-52512	TPA	Betty F Hernandez	1950-05-09	—	—	4114 Valley View Dr, Glendale, AZ, 85307	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-58577	TPA	Theersa Hill	—	—	—	5396 Church St, San Diego, CA, 92118	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
TPA-60789	TPA	Tyler B Wagner	1977-08-17	UHC-29723-33	4056658474	8116 Willow Ct, San Antonio, TX, 78239	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-61853	TPA	Sarrah Patterson	1962-09-14	—	—	2748 Maple Ave, Miami, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-58982	TPA	Donald Elllis	1939-01-25	—	2809011502	9268 Union St, Tempe, AZ, 85269	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-50546	TPA	Mark McDonald	1989-02-06	—	—	1238 Park Pl, Seattle, WA, 98192	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-57185	TPA	Christopher White	1978-04-15	—	—	6212 Broadway, Orlando, FL, 32820	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-62169	TPA	Sofia Mitkhell	1969-05-08	—	—	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-62560	TPA	Sara Murray	1944-05-25	—	—	9636 Spring St # 982, Columbus, OH, 43241	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-61633	TPA	Susan Perez	1978-02-15	—	2405458956	4972 Sunset Blvd, Minneapolis, MN	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
TPA-50834	TPA	Albert Miller	1940-02-09	—	—	5580 Hillcrest Rd, Orlando, FL, 32870	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-59922	TPA	Kayla B Contreras	1996-11-11	—	—	1305 Sunset Blvd, Scottsdale, AZ, 85281	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55663	TPA	Judy Ortega	1963-10-09	—	9313430829	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared

14,135 rows, page 89 of 283Previous Next