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-61122	TPA	Sofia Guerrero	1958-11-24	—	—	748 Cedar Ln Apt 31, Eden Prairie, MN, 55381	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-64060	TPA	Michael McDonald	1982-07-05	—	—	6489 Camelback Rd Apt 17, Gilbert, AZ, 85245	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55535	TPA	Mateo Brown	1938-02-04	—	—	5088 Sunset Blvd, Jacksonville, FL, 32296	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-63176	TPA	Aadm Sanders	2005-02-09	—	—	5341 Ridge Rd, Tempe, AZ, 85206	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
TPA-63897	TPA	Heather Kim	2006-01-04	—	—	4203 Harbor Blvd # 558, Tempe, AZ, 85255	0.50	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+3 more
TPA-53556	TPA	Melissa Gardner	1949-02-05	—	6383769295	778 Apache Blvd, Austin, TX, 78758	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60793	TPA	Elijah Jackson	1991-08-23	—	6808879251	2903 Lake View Rd # 551, Fresno, CA, 93786	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61515	TPA	Dorothy Peterson	1947-10-04	—	—	1631 Camelback Rd, Phoenix, AZ, 85062	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
TPA-63467	TPA	Evelyn F Hudson	1989-06-07	—	—	1021 Grand Ave, Plano, TX, 75034	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
TPA-54301	TPA	Charlotte Greene	—	—	—	9599 Park Pl, San Antonio, TX, 78260	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-56364	TPA	Linda N Patterson	—	—	—	9882 Oak St, San Antonio, TX, 78260	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-61059	TPA	Ashley Oliver	1973-04-06	—	—	229 Bayshore Dr, Gilbert, AZ, 85201	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-57700	TPA	Nicholas Montgomery	1976-12-24	—	2747217289	8660 Baseline Rd, San Antonio, TX, 78250	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-54697	TPA	Sarah Bowman	1983-04-27	—	—	3180 Apache Blvd, Los Angeles, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-58576	TPA	Sharon Sanchez	1996-03-09	—	—	6949 Canyon Rd # 643, Tempe, AZ, 85271	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-56561	TPA	Wei Romero	1986-01-19	—	2228584516	8922 Willow Ct Apt 12, Scottsdale, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62193	TPA	William Cook	2002-03-27	—	—	221 Baseline Rd, Seattle, WA	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
TPA-62280	TPA	Kelly Vazquez	1940-03-23	—	—	5213 Jefferson Ave, Minneapolis, MN, 55480	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-63084	TPA	Kimberly Hayes	1991-10-13	—	—	1773 Ocean Ave Apt 40, Columbus, OH, 43281	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56266	TPA	Zachary Jensen	1970-03-16	—	8033754260	4197 Hillcrest Rd, Denver, CO, 80232	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53115	TPA	Victoria Davis	1999-02-22	—	—	159 Highland Ave, Seattle, WA, 98190	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52110	TPA	Terry Q Watson	1949-06-28	—	—	9167 Church St, Tampa, FL	0.50	Middle initial moved out of first name Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-58098	TPA	Jack Schultz	1958-03-23	—	5696345222	1433 Union St # 384, Orlando, FL, 32847	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55092	TPA	Elizabeth Crawford	2002-07-18	—	6113531127	6310 Hillcrest Rd, Houston, TX	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58137	TPA	Wei Garrett	1986-11-10	—	—	2747 Harbor Blvd, Seattle, WA, 98169	0.50	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
TPA-50087	TPA	Sharon Patel	1955-09-08	—	—	400 Washington St # 136, Chandler, AZ, 85207	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-50764	TPA	Fatima Clark	1979-03-05	—	—	2705 Sage Ct, Minneapolis, MN	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-60044	TPA	Zachary Greene	1992-12-26	—	—	3732 Palm Dr, Los Angeles, CA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-57279	TPA	Ahmed P Fiher	1986-05-01	—	5053056699	44 Elm St, Seattle, WA, 98149	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60736	TPA	Joe Bshop	1988-10-18	—	5279154620	6422 Harbor Blvd, Nashville, TN	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-57330	TPA	Gerald Foster	1992-05-17	—	—	368 Church St, Mesa, AZ, 85244	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-53767	TPA	Samantha Alvarado	1987-10-11	—	6102422246	2471 Sunset Blvd, Fresno, CA, 93777	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54978	TPA	Fatima Robertson	1960-07-14	—	—	2081 Ridge Rd, Houston, TX, 77023	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62415	TPA	Deborah Y Fox	1982-06-04	—	—	3808 Highland Ave Apt 9, Houston, TX, 77059	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-53156	TPA	Theresa Espinosa	1979-02-20	—	3879101465	8697 Mountain View Dr, Orlando, FL, 32873	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51377	TPA	Anthony Knight	1973-06-22	UHC-86954-11	—	7521 Market St, San Diego, CA, 92153	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
TPA-50217	TPA	Dot X Reyes	1994-07-24	—	—	8886 Lake View Rd, Orlando, FL, 32868	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53712	TPA	Margaret Hunter	2005-01-01	—	8467827683	2931 Oak St, Chandler, AZ, 85272	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-63908	TPA	Dylan Carlsno	1946-10-01	—	—	1363 Baseline Rd Apt 40, Atlanta, GA	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56679	TPA	Jessica Green	1964-04-06	—	5235045944	3674 Washington St, Tempe, AZ, 85281	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58784	TPA	Douglas Wang	1938-02-04	—	9179773554	566 Pine Dr, San Diego, CA, 92145	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53006	TPA	Tommy Sandoval	1954-06-23	—	—	1297 Apache Blvd Apt 19, Charlotte, NC	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-55484	TPA	Joseph Ward	1957-04-24	—	5134061525	6443 Bayshore Dr, Glendale, AZ, 85367	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52806	TPA	Billy Bennett	1952-01-25	—	—	1043 Sage Ct, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53981	TPA	Terry E Owens	1967-05-12	—	2942099762	2368 Camelback Rd, Mesa, AZ, 85231	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54398	TPA	Sharon Ellis	1983-09-20	—	9364427562	8570 Maple Ave, Phoenix, AZ, 85085	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52268	TPA	Mariana Carlson	1958-07-21	UHC-83774-86	—	3744 Elm St, Minneapolis, MN	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-58269	TPA	Carol Walker	1946-02-09	—	—	8826 Canyon Rd # 879, Sacramento, CA, 95891	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54122	TPA	Justin Russell	1972-06-26	—	—	2618 Church St Apt 35, Nashville, TN	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58617	TPA	Bryan Walker	1962-11-10	—	—	385 Oak St, Miami, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more

14,135 rows, page 12 of 283Previous Next