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-61821	TPA	Anthony Ramos	1938-10-17	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-60132	TPA	Benjamin C Barrnes	1943-11-28	UHC-74392-69	—	8722 Ridge Rd Apt 28, Sacramento, CA, 95862	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
TPA-50369	TPA	Roy G Fisher	1967-07-02	—	6277456138	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51676	TPA	Patrick Santiago	2000-03-24	—	—	3196 Grand Ave, Minneapolis, MN, 55411	0.82	City re-cased State name converted to code Placeholder values cleared
TPA-63870	TPA	Vincent Herrera	1954-11-26	—	—	6704 Lincoln Way, Charlotte, NC	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-50717	TPA	Nathan M Armstrong	1942-02-06	—	6337905699	5140 Highland Ave, Orlando, FL, 32843	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
TPA-57871	TPA	Alexander Wood	1960-12-15	—	—	5121 Jefferson Ave, Scottsdale, AZ, 85212	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60275	TPA	Madison Kelly	1952-05-25	—	—	5238 Sage Ct, Nashville, TN, 37275	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-51021	TPA	Diana A Hudson	—	—	—	—	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-53676	TPA	Arthur Cooper	1979-03-09	—	—	1558 Valley View Dr, San Diego, CA, 92129	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60159	TPA	Aanda Cole	2005-10-28	—	—	593 Cedar Ln, Seattle, WA, 98142	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59725	TPA	Jack Lyttle	1989-06-17	—	—	7673 Pine Dr, Las Vegas, NV	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53837	TPA	Richard Q Perkins	1996-10-09	UHC-20022-04	—	5545 Grand Ave, Jacksonville, FL, 32224	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59578	TPA	Tyler Shaaw	2000-01-22	—	5016323481	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50461	TPA	Henry Gray	1950-12-21	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-50682	TPA	Megan Peters	1991-08-14	—	—	5630 Park Pl Apt 36, Tucson, AZ, 85758	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-58995	TPA	Sam Tores	1954-08-20	—	—	5874 Sunset Blvd, Austin, TX, 78717	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-62610	TPA	Joseph Pena	1945-01-07	UHC-35846-37	—	7383 Church St, Denver, CO	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-55362	TPA	Elizabeth Young	1979-01-13	UHC-34103-14	—	6703 Sage Ct, Miami, FL, 33133	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54860	TPA	Jacob Phillips	1996-11-10	—	5396455044	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-63949	TPA	Sean Cunningham	1949-09-07	—	9739336958	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-60778	TPA	Olivia Wheeler	1965-10-28	—	—	8573 Ridge Rd, Mesa, AZ, 85217	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63228	TPA	Rachel Fowler	1983-05-20	UHC-83408-02	—	8542 Forest Ave, Minneapolis, MN	0.82	ZIP missing Email lower-cased Placeholder values cleared
TPA-56439	TPA	Maria Wheeler	1978-02-11	UHC-63171-78	2863458013	6718 Broadway, Austin, TX, 78778	0.82	Two-digit birth year Address re-cased Placeholder values cleared
TPA-57643	TPA	Isabella Cook	2003-12-09	—	—	1808 Elm St, Eden Prairie, MN, 55386	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60867	TPA	Doorthy Fox	1960-10-15	UHC-34920-65	5793449713	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53412	TPA	Kelly Scott	1976-02-12	—	2319954014	3517 River Rd, Columbus, OH, 43232	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50344	TPA	Adam R Simpson	2005-10-07	UHC-19865-62	—	5333 Harbor Blvd, Phoenix, AZ, 85000	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
TPA-60523	TPA	Camila Bennett	1992-08-15	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-53538	TPA	Carlos Stone	1982-01-01	UHC-21036-35	—	3927 Lincoln Way, Atlanta, GA, 30345	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
TPA-52975	TPA	Michael I Olson	1956-12-01	—	8359858016	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-61382	TPA	Eugene Freeman	1961-12-23	—	8543837439	5162 Lincoln Way, Scottsdale, AZ, 85251	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50195	TPA	Nicole Chen	—	—	—	—	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-50806	TPA	Lucia Turner	2001-01-12	—	—	7359 Willow Ct, Charlotte, NC, 28240	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59490	TPA	Brian Q Hunt	1994-05-23	—	—	1019 Harbor Blvd, Austin, TX, 78716	0.82	Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
TPA-52978	TPA	Diana James	1952-05-22	—	—	3640 Sage Ct, Glendale, AZ, 85358	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53078	TPA	Jesse Hudson	—	—	8006928238	7065 Lincoln Way, Los Angeles, CA, 90025	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
TPA-62497	TPA	Ana Adams	1944-07-09	—	—	9369 Ocean Ave, Phoenix, AZ, 85085	0.82	Name re-cased Phone missing area code Placeholder values cleared
TPA-63656	TPA	Noah Ferguson	1964-06-17	UHC-63143-64	—	4294 Mountain View Dr, Dallas, TX, 75234	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-63301	TPA	Zachary Harvy	1982-02-22	UHC-43673-22	—	7636 Canyon Rd, Miami, FL, 33176	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61478	TPA	Joan Brooks	1997-11-12	—	—	—	0.82	Name re-cased SSN last four extracted Placeholder values cleared
TPA-55060	TPA	Alice Foster	1955-05-09	UHC-43864-94	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51461	TPA	Dylan Day	1968-03-05	—	4364032927	522 Indian School Rd, Denver, CO, 80214	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
TPA-58658	TPA	Mei Munoz	1964-12-03	—	—	8580 Lake View Rd, Tucson, AZ, 85716	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58330	TPA	Wei Bradley	1967-03-01	—	—	1936 Jefferson Ave, Austin, TX, 78780	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62186	TPA	Bruce Vazquez	1951-05-17	—	8319669136	8774 Maple Ave, Gilbert, AZ, 85273	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-58957	TPA	Mary Wheeler	1975-09-27	—	—	4043 Pine Dr Apt 6, Seattle, WA, 98133	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-64438	TPA	Ana Adams	1999-09-22	—	—	8157 Harbor Blvd, Orlando, FL, 32887	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52129	TPA	Marcus Payne	1962-12-06	UHC-10387-43	—	8525 Main St, Austin, TX, 78749	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58537	TPA	Priya Murrya	1978-02-02	—	—	995 Washington St, Miami, FL, 33156	0.82	Street suffix standardised Address re-cased Placeholder values cleared

14,135 rows, page 200 of 283Previous Next