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-54876	TPA	Brian Powelll	1972-03-11	—	6553298627	3245 Main St, Denver, CO, 80255	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55847	TPA	Judith Henry	1968-07-02	—	9412418220	7256 Willow Ct, Fresno, CA, 93788	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-53768	TPA	Jerry Lawson	1992-06-03	—	5596205988	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51029	TPA	James Chen	1961-02-13	—	—	2201 River Rd, Tucson, AZ, 85704	0.80	Name re-cased Gender normalised Whitespace trimmed 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-57772	TPA	Karen Allen	1986-09-15	UHC-05227-85	—	3484 Cedar Ln, Los Angeles, CA, 90008	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52137	TPA	Samantha Gonzalez	1939-04-09	—	—	9765 Meadow Ln, San Antonio, TX, 78275	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53147	TPA	Keren Howard	1980-09-03	—	—	9621 Broadway, San Antonio, TX, 78225	0.80	Name re-cased Gender normalised 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
TPA-59642	TPA	Cooper Vincetn	1990-12-24	—	9089137181	8425 Jefferson Ave, Nashville, TN, 37245	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52914	TPA	Kelly Ortiz	1972-07-07	—	—	311 Ridge Rd, Plano, TX, 75065	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52735	TPA	Willie Wood	1968-02-12	—	2319069442	2996 Pine Dr, Fresno, CA, 93766	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54928	TPA	Kevin Mills	1976-08-28	UHC-48283-04	—	8930 Mesa Dr, Orlando, FL, 32899	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56009	TPA	Anthony L Palmer	1953-06-21	UHC-35596-29	6407435110	867 Elm St, Fresno, CA, 93755	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-61695	TPA	Michael Schmidt	2004-10-28	—	5799566239	7258 Harbor Blvd, Dallas, TX, 75268	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51849	TPA	Maria D Estrada	1977-08-07	—	—	4706 Indian School Rd, Jacksonville, FL, 32292	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54504	TPA	Edward Q Cole	1994-09-24	—	—	9543 Forest Ave, Fresno, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-52705	TPA	Catherine Taylor	1965-12-12	UHC-44781-53	—	7245 Hillcrest Rd Apt 11, Chandler, AZ, 85253	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-50431	TPA	Brandon Gonzales	1966-05-07	—	—	1764 Ocean Ave, Plano, TX, 75060	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63981	TPA	Roger Luna	1960-10-11	—	8308053037	2436 Indian School Rd, Miami, FL, 33148	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64415	TPA	Teresa Howell	1959-10-07	—	—	6315 Oak St, Austin, TX, 78713	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54698	TPA	Evelyn M Williams	2007-09-27	—	—	8149 Bayshore Dr, Tempe, AZ, 85270	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-52383	TPA	Maria M Ramirez	1999-04-23	—	4519246038	1413 Ridge Rd, San Antonio, TX, 78296	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55792	TPA	Steven Carlson	1961-09-04	—	—	4558 Harbor Blvd, Houston, TX, 77065	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-64387	TPA	Carolyn Wright	1976-05-19	—	—	3585 Jefferson Ave, Dallas, TX, 75210	0.80	SSN last four extracted City re-cased Email lower-cased Placeholder values cleared
TPA-53835	TPA	Gerald Rose	1982-08-05	—	—	7637 Forest Ave, Mesa, AZ, 85283	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59719	TPA	Bruce Little	1939-07-09	—	7795054597	9067 Harbor Blvd, Fresno, CA, 93797	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58745	TPA	Kyel Garrett	1972-02-20	—	—	1381 Apache Blvd, Jacksonville, FL, 32299	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57879	TPA	Justin Turner	1995-11-12	—	4686196634	3538 Indian School Rd, Miami, FL, 33160	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52153	TPA	Susan Contreras	1995-09-03	—	—	4132 Baseline Rd, Tempe, AZ, 85203	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57091	TPA	Rebecca Collins	1972-06-13	—	—	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61050	TPA	Amy Simpson	1969-02-17	—	—	8176 Bayshore Dr, Las Vegas, NV, 89144	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63914	TPA	Kathryn Campbell	1983-12-01	—	6057720741	3280 Valley View Dr, Los Angeles, CA, 90059	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54017	TPA	Juan Kim	1965-09-28	—	—	8159 River Rd Apt 23, Nashville, TN, 37259	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-58092	TPA	Gary H Hart	1984-01-04	—	—	5166 Ridge Rd, Mesa, AZ, 85272	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61192	TPA	Isabella Lynch	1973-11-09	—	8597405922	7754 Valley View Dr, Gilbert, AZ, 85235	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61622	TPA	Collins Ruth	1938-02-06	—	—	4725 Harbor Blvd, Charlotte, NC, 28279	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56647	TPA	Daniel Jackson	1951-11-21	—	—	9136 Baseline Rd, Denver, CO, 80242	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-58063	TPA	Brenda Thompson	1986-01-18	—	—	7461 Lincoln Way, Seattle, WA, 98165	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-51948	TPA	Jesse Santos	1981-06-19	—	—	8431 Palm Dr, Phoenix, AZ, 85086	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-56980	TPA	Tyler Padilla	1974-03-25	—	—	7057 Mesa Dr, Tempe, AZ, 85297	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-52196	TPA	Willie Cole	1985-09-21	—	5026621678	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56236	TPA	Kathleen Morris	1962-10-27	—	—	4720 Apache Blvd, Tucson, AZ, 85750	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53870	TPA	Michael Alexander	2003-08-01	—	—	9873 Indian School Rd, Glendale, AZ, 85318	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58136	TPA	Gabriel F Cole	1988-03-14	—	—	2533 Hillcrest Rd, Eden Prairie, MN, 55350	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58710	TPA	Juan Fowler	2002-09-11	—	—	196 Cedar Ln, San Antonio, TX, 78273	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-56884	TPA	Jose Green	1998-10-12	—	—	6617 Ocean Ave, Los Angeles, CA, 90002	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58077	TPA	Keith Webb	1995-10-16	—	4146552867	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62441	TPA	Mei Clark	1987-03-09	—	—	4102 Sunset Blvd, Glendale, AZ, 85329	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51946	TPA	Dan Carroll	2008-09-22	—	—	4534 Highland Ave, Charlotte, NC, 28286	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared

14,135 rows, page 173 of 283Previous Next