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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57812	TPA	Eric Nunez	—	UHC-54081-90	—	4557 Indian School Rd, Charlotte, NC, 28254	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-59815	TPA	Linda Ross	1969-06-14	UHC-27507-97	4297842765	9275 Ridge Rd Apt 2, Chandler, AZ, 85246	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-51344	TPA	Margaret James	1943-09-04	—	—	831 Grand Ave # 328, Tempe, AZ, 85240	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50332	TPA	Douglas Morales	1952-08-19	—	9172454353	2023 Maple Ave, Gilbert, AZ, 85226	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63180	TPA	Aisha Salazar	1953-11-10	—	—	2129 Jefferson Ave, Nashville, TN, 37292	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-64457	TPA	Harold Andarson	1979-02-28	—	8553104739	9783 Market St # 413, Chandler, AZ, 85276	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54766	TPA	Priya Jimenez	1962-12-10	—	—	1209 Central Ave, Dallas, TX, 75242	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-60721	TPA	Steve Boyd	2007-08-18	—	—	283 Spring St, Plano, TX, 75094	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-63269	TPA	Denise Pena	1998-08-10	—	—	8859 Lake View Rd, Tucson, AZ, 85711	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-54821	TPA	Helen McCoy	2004-04-17	—	—	5375 Oak St, Mesa, AZ, 85215	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63172	TPA	Jesse D Lewsi	—	—	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55509	TPA	Bradnon White	2000-04-11	—	6963792814	1696 Apache Blvd, Las Vegas, NV, 89171	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50292	TPA	Yuki E Berry	1953-01-02	—	—	5752 Lincoln Way, Atlanta, GA, 30354	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-51818	TPA	William Garrett	1993-12-01	—	6318431022	368 Desert Sky Blvd, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61129	TPA	Jordan Mason	1963-03-07	—	—	9391 Valley View Dr, Nashville, TN, 37291	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+3 more
TPA-52323	TPA	Raymond Simmons	1972-02-03	—	5704047418	5242 Desert Sky Blvd, Nashville, TN, 37204	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
TPA-51609	TPA	Keith Vazquez	1965-05-23	—	—	6164 Grand Ave, Scottsdale, AZ, 85299	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-50318	TPA	Diego Holmes	1965-05-21	—	—	5512 Sage Ct, Scottsdale, AZ, 85238	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-53799	TPA	Victoria Chen	1947-02-23	—	6924259533	925 Ridge Rd, Orlando, FL, 32808	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53969	TPA	Billy Le	1940-01-19	—	—	5795 Baseline Rd, Glendale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51486	TPA	Dylan Dominguez	—	—	—	3895 Palm Dr, Gilbert, AZ, 85279	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-57531	TPA	Gary Carr	1957-05-06	UHC-25634-04	—	9019 Washington St, Scottsdale, AZ, 85209	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
TPA-60207	TPA	Jose Cook	1954-04-10	—	—	7755 Union St, Las Vegas, NV, 89104	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-58571	TPA	Doris Fernandez	2003-02-04	UHC-98369-55	—	5596 Bayshore Dr Apt 40, Jacksonville, FL, 32268	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58570	TPA	Doris Fernandez	2003-02-04	UHC-98369-55	—	5596 Bayshore Dr Apt 40, Jacksonville, FL, 32268	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-51893	TPA	Stephen Y Hicks	2003-03-01	UHC-10555-56	—	2494 Oak St, Austin, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-50470	TPA	Gloria Stone	1954-03-28	—	—	7547 Broadway, Seattle, WA, 98141	0.50	Address re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
TPA-60498	TPA	Joyce Soto	1969-09-28	—	—	3811 Church St, Atlanta, GA, 30343	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-63569	TPA	Brittny Banks	1948-07-03	—	9155051099	493 Camelback Rd, Orlando, FL, 32858	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62934	TPA	Allice Gibson	1952-08-03	—	9569565704	3399 Palm Dr, Los Angeles, CA, 90062	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64274	TPA	Russell Mitchell	1992-05-13	—	—	5643 Washington St, Chandler, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-53328	TPA	Beverly Harris	2002-03-03	—	2919754979	1193 Apache Blvd, Scottsdale, AZ, 85211	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-55115	TPA	Ahmed Patel	2005-02-09	UHC-86063-13	—	7258 Apache Blvd Apt 7, Austin, TX, 78766	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56270	TPA	Weber Danielle	1961-11-12	—	4693634000	9546 Valley View Dr, Scottsdale, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-60295	TPA	Hiroshi A Greene	1999-03-25	—	—	2623 Maple Ave, Las Vegas, NV, 89176	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
TPA-53566	TPA	Carlos M Thomas	1983-01-24	—	—	1777 Highland Ave, Houston, TX, 77034	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+3 more
TPA-63089	TPA	Heather Rodriguez	1942-02-16	—	3008083557	460 Washington St, Mesa, AZ, 85276	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-52904	TPA	Nancy Andrews	1983-12-26	—	—	627 Grand Ave, Glendale, AZ, 85355	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-61080	TPA	Paul Price	2001-03-20	—	8032190290	6131 Jefferson Ave, Glendale, AZ, 85325	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58836	TPA	Mark Lewis	1995-06-14	—	—	1859 Indian School Rd Apt 6, Austin, TX, 78766	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53337	TPA	Diana I Oilver	2002-03-10	—	9045452654	7663 Maple Ave # 921, Columbus, OH, 43222	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-59202	TPA	Jessica Romero	1959-11-02	—	6048115514	2273 Lincoln Way, Nashville, TN, 37264	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54772	TPA	Charlotte Valdez	1991-05-01	—	8302217698	1375 Canyon Rd Apt 26, Columbus, OH, 43288	0.52	Two-digit birth year Phone reformatted Unit split from street State code upper-cased+2 more
TPA-56289	TPA	Ahmed Marshall	1985-05-08	—	—	4444 Canyon Rd # 987, Sacramento, CA, 95839	0.52	Two-digit birth year Unit split from street City re-cased Gender normalised+2 more
TPA-53443	TPA	Judy Little	2002-04-17	—	—	1140 Cedar Ln Apt 35, Columbus, OH, 43292	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61052	TPA	David Rios	1995-08-18	UHC-78651-32	—	1708 Camelback Rd, San Antonio, TX, 78266	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60660	TPA	Alexis Washington	1988-02-18	—	—	4319 Camelback Rd Apt 29, Tampa, FL, 33696	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52277	TPA	Emma Bryant	1970-12-11	—	—	1609 Lincoln Way, Tucson, AZ, 85729	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63609	TPA	Christian Andersson	1939-07-09	—	—	2042 Washington St, Orlando, FL, 32818	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63932	TPA	Zachary Scott	1949-12-24	—	6067826986	8108 Canyon Rd, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more

2,435 rows, page 9 of 49Previous Next