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-56806	TPA	Arjun Martinez	1938-06-17	—	—	210 Union St, Minneapolis, MN, 55436	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-50045	TPA	Omar McCoy	1951-12-23	—	3635401626	1770 Indian School Rd, Seattle, WA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58350	TPA	Willie Perez	—	—	—	5735 Park Pl, Sacramento, CA, 95810	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-62202	TPA	Paul Reynolds	1967-03-18	—	4046704966	1055 Mesa Dr, Tempe, AZ, 85244	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-50787	TPA	Diane A Lopez	2008-02-15	—	—	4040 Highland Ave, Eden Prairie, MN	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-60193	TPA	Jose Arnold	1973-03-20	—	7735759385	9748 Lake View Rd, Nashville, TN, 37247	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-53960	TPA	Kathryn Morris	1945-11-03	—	—	2221 Forest Ave, Jacksonville, FL, 32234	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-58112	TPA	Omar Evans	1971-06-08	—	—	3145 Jefferson Ave, Charlotte, NC, 28242	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-61127	TPA	Sean Harper	1966-04-26	UHC-34117-81	—	3513 Indian School Rd, Nashville, TN, 37206	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63026	TPA	Kyle Richardsun	1976-01-01	—	9023234080	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-60317	TPA	Amber T Wells	1953-04-11	—	—	3814 Palm Dr, Eden Prairie, MN, 55386	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55379	TPA	Kevin Vazquez	1945-11-22	—	—	1448 Elm St, Mesa, AZ, 85225	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56752	TPA	Sophia U Williamson	—	—	—	7952 Grand Ave, Plano, TX, 75077	0.66	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-62892	TPA	Laura Franklin	1946-02-10	—	4615155629	9639 Cedar Ln, Las Vegas, NV, 89110	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-61377	TPA	Isabella Vasquez	2002-12-07	—	—	6491 Washington St, Tempe, AZ, 85245	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-53162	TPA	Gloria Rogers	1985-03-18	—	—	5350 Desert Sky Blvd, Atlanta, GA, 30347	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-56444	TPA	Adam Williamson	1963-11-25	UHC-76610-04	—	4862 Washington St, Scottsdale, AZ, 85244	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53383	TPA	Julia Richardson	1982-08-18	—	7544771939	8484 Lincoln Way # 697, Eden Prairie, MN, 55301	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-50912	TPA	Dennis Williams	1980-03-15	—	—	6382 Sage Ct, Gilbert, AZ, 85204	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60584	TPA	Mariana Dixon	1990-10-07	—	3932577303	6216 Camelback Rd, Scottsdale, AZ, 85224	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55409	TPA	Thomas Richards	1945-02-21	—	—	4221 Oak St, Las Vegas, NV, 89129	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-61182	TPA	Raalph Shaw	1951-11-25	—	2043527727	416 Valley View Dr, San Antonio, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61668	TPA	Julie Rojas	1950-04-23	—	3367126600	5396 Meadow Ln, San Diego, CA, 92139	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59432	TPA	Arjun Williams	1947-07-11	—	9404445698	8526 Bayshore Dr Apt 23, Miami, FL	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-53340	TPA	Burton Logan	1945-08-04	—	—	9374 Canyon Rd, Houston, TX, 77017	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55440	TPA	Valentina Daniels	1995-04-20	—	—	8688 Palm Dr, Seattle, WA, 98108	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55439	TPA	Valentina Daniels	1995-04-20	—	—	8688 Palm Dr, Seattle, WA, 98108	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61720	TPA	Brenda Hughes	1948-10-21	—	—	8393 Market St, Scottsdale, AZ, 85260	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50192	TPA	Cheryl Fernandez	1964-05-13	UHC-81604-35	9667477100	5415 Lake View Rd, San Diego, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-62303	TPA	Amanda Ford	1946-05-22	—	—	251 Baseline Rd, Tucson, AZ, 85726	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-55933	TPA	Cynthia Sandoval	2002-04-06	—	—	9753 Lake View Rd, Austin, TX, 78787	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55174	TPA	Christopher Hoffman	1946-05-04	—	—	6080 Baseline Rd, Houston, TX, 77022	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56648	TPA	Stephanie J Morgan	—	—	—	338 Valley View Dr, Tempe, AZ, 85252	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-56386	TPA	Jordan Porter	2001-04-17	—	—	2631 Highland Ave, Austin, TX, 78707	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58432	TPA	Victoria Yang	1998-08-24	—	8715532764	4664 Forest Ave, Gilbert, AZ, 85248	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53502	TPA	Sharon B Aguilar	1981-06-17	—	—	9777 Grand Ave, Scottsdale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61108	TPA	Patrick J Turner	1980-02-22	—	7467895468	9136 Jefferson Ave, Phoenix, AZ, 85016	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52603	TPA	Anna Gonzalez	1984-04-25	—	—	425 Elm St, Denver, CO, 80241	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51129	TPA	Aisha Richards	1955-10-16	—	—	7394 Harbor Blvd, Dallas, TX, 75295	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64388	TPA	Jacqueline Rogers	1972-07-03	—	—	8721 Ridge Rd, Scottsdale, AZ, 85297	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59792	TPA	Amber Ward	2008-04-19	—	—	1260 Willow Ct, Austin, TX	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
TPA-60534	TPA	Lori Q Yang	1974-08-09	—	7174754465	5415 Forest Ave Apt 11, Dallas, TX, 75273	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55075	TPA	Lawrence Mills	1946-01-24	—	—	1067 Jefferson Ave, Seattle, WA, 98195	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58378	TPA	Willie F Ray	1961-09-01	UHC-49421-70	—	271 Valley View Dr, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
TPA-59013	TPA	Alice Hernandez	1987-10-06	—	—	4948 Sage Ct, Nashville, TN, 37211	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
TPA-52138	TPA	Jacqueline Simmons	2004-06-06	—	—	917 Spring St, Tempe, AZ, 85249	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58754	TPA	Bryan Remirez	1996-01-11	—	—	9889 Indian School Rd, Plano, TX, 75009	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63390	TPA	Charrles X Butler	1963-10-19	—	—	7058 Central Ave, Miami, FL, 33187	0.66	Middle initial moved out of first name Name re-cased State name converted to code Whitespace trimmed+1 more
TPA-56823	TPA	Olivya Perez	1963-04-16	—	—	1737 Union St, Tampa, FL, 33689	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
TPA-53909	TPA	Gebriel O Mejia	1961-12-12	—	—	1816 Forest Ave, Orlando, FL, 32826	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more

14,135 rows, page 69 of 283Previous Next