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-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-55025	TPA	Wei Hanson	1956-02-20	—	5763019804	7792 Spring St # 509, Nashville, TN, 37238	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-61536	TPA	Christopher Harris	1948-11-20	—	8657013414	3241 Valley View Dr, Tucson, AZ, 85782	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
TPA-60345	TPA	Adam Morgan	1970-12-26	—	—	7848 Bayshore Dr, Chandler, AZ, 85268	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61261	TPA	Jeffrey V Soto	2006-08-10	—	—	4743 Desert Sky Blvd, Fresno, CA, 93734	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58035	TPA	Peter Santiago	1962-08-17	—	—	8587 Valley View Dr, Eden Prairie, MN, 55337	0.80	Street suffix standardised Address re-cased City re-cased 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-57641	TPA	Danielle Rojas	1952-05-16	—	5149509022	4114 Forest Ave Apt 28, Tucson, AZ, 85762	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-57642	TPA	Danielle Rojas	1952-05-16	—	5149509022	4114 Forest Ave Apt 28, Tucson, AZ, 85762	0.80	Phone reformatted Unit split from street Whitespace trimmed 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-63138	TPA	Bilyl Z Wells	1947-09-03	UHC-28507-55	—	6266 Maple Ave, Minneapolis, MN, 55440	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-51255	TPA	Elijah Portter	1950-09-15	—	—	1753 Desert Sky Blvd, Plano, TX, 75042	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54277	TPA	Ruth Cole	1966-12-16	—	—	2598 Broadway, Jacksonville, FL, 32232	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55098	TPA	Barbara Pena	2005-02-23	—	—	2978 Church St, Atlanta, GA, 30318	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59355	TPA	Sean Wallacce	1994-10-23	UHC-48266-32	—	—	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-53744	TPA	Gary Contreras	1999-07-12	—	—	3338 Bayshore Dr, Los Angeles, CA, 90020	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56586	TPA	Andrew Y Carlson	1979-02-07	—	—	1592 Ridge Rd, Los Angeles, CA, 90074	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59879	TPA	Philip Hanson	1996-01-09	—	—	4609 Spring St, Eden Prairie, MN, 55373	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63409	TPA	Diaz Kelly	1996-08-11	—	2416917221	5998 Mesa Dr, Austin, TX, 78785	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50827	TPA	Pamela Ruiz	1951-01-16	—	—	2604 Baseline Rd, Gilbert, AZ, 85256	0.80	Street suffix standardised Address re-cased City 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-59995	TPA	Bath Reyes	1944-11-12	—	3417211908	6171 Spring St, Fresno, CA, 93733	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57498	TPA	Madison Taylor	1957-06-12	—	—	4368 Sage Ct, Sacramento, CA, 95847	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-56873	TPA	Mason Wong	1991-01-03	—	—	7395 Pine Dr, Fresno, CA, 93714	0.80	Street suffix standardised Address re-cased Whitespace trimmed 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-52548	TPA	Eric Burns	1991-06-28	—	8097941750	5566 Pine Dr, Tempe, AZ, 85240	0.80	Date of birth reformatted Street suffix standardised Address re-cased 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-56189	TPA	Fatima Boyd	1985-07-28	—	7457946116	7311 Sage Ct, Fresno, CA, 93791	0.80	Phone reformatted Street suffix standardised Address re-cased 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-53529	TPA	Carolyn W Kelley	1991-02-21	—	—	3821 Market St, Tucson, AZ, 85715	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54158	TPA	Brandon Jacobs	1962-07-15	—	7329392553	6182 Lincoln Way, Houston, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51114	TPA	Eric J Warren	2007-08-06	—	3673081573	8057 Union St, Nashville, TN, 37280	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63052	TPA	Aisha Cunningham	1948-04-16	—	—	9144 Pine Dr, Tempe, AZ, 85272	0.80	Street suffix standardised Address re-cased 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-52051	TPA	Ahmed Vega	2002-10-16	—	3932206753	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59039	TPA	Austin A Matthews	1998-04-17	—	7909741513	85 Union St, Tampa, FL, 33615	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63274	TPA	Benjamin Taylor	1965-12-19	—	9028345991	8247 Lake View Rd, Gilbert, AZ, 85217	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Placeholder values cleared
TPA-54877	TPA	Nancy Davis	1976-04-16	—	7686375785	487 Pine Dr, Minneapolis, MN, 55480	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-59730	TPA	Amy Davis	1987-11-28	—	6658721312	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted 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-50838	TPA	Kyle Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ, 85235	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55643	TPA	Eric Phillips	1951-12-09	—	6688516313	8796 Ridge Rd, Seattle, WA, 98149	0.80	Phone reformatted Street suffix standardised Address re-cased 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-55359	TPA	Evelyn Ortiz	2000-03-11	—	—	5848 Sage Ct, Plano, TX, 75025	0.80	Date of birth reformatted Email lower-cased Gender normalised Placeholder values cleared
TPA-58196	TPA	Susan Alvarez	1965-11-01	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-61026	TPA	Joseph Y Reid	1953-04-24	—	—	7309 Washington St, Dallas, TX, 75269	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared

14,135 rows, page 188 of 283Previous Next