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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55795	TPA	Doothy Valdez	1990-02-06	UHC-33215-14	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-59287	TPA	Eric Castillo	1941-01-03	—	—	3675 Broadway, Austin, TX	0.80	Date of birth reformatted Address re-cased ZIP missing Placeholder values cleared
TPA-51435	TPA	Greg Romero	1958-11-23	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-51846	TPA	Judith Cruz	1945-12-27	—	—	2981 Highland Ave, Miami, FL, 33173	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63946	TPA	Andrea Silva	1968-07-26	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-59482	TPA	Madison Moore	2001-01-14	—	—	6393 Grand Ave, Tempe, AZ, 85260	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57568	TPA	Harold C Simmons	1948-07-21	UHC-09892-81	—	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61362	TPA	Yuki Perez	1986-01-19	—	—	5798 Elm St, Sacramento, CA, 95846	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61066	TPA	Teresa Rivera	1967-12-18	UHC-46808-74	—	9292 Forest Ave, Fresno, CA, 93717	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60028	TPA	Tiimothy Carpenter	1970-04-07	UHC-24778-33	—	8987 Hillcrest Rd, Mesa, AZ, 85217	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed
TPA-56476	TPA	Alice Gutierrez	2008-02-02	—	—	8084 Baseline Rd, Tampa, FL, 33626	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58248	TPA	Gary Brown	1950-01-24	UHC-63458-01	—	5247 Jefferson Ave, Tucson, AZ, 85789	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
TPA-52514	TPA	Santiago Mendoza	1939-10-25	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52718	TPA	Michelle Nelsno	1947-08-08	—	—	2704 Lincoln Way, Nashville, TN, 37286	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-59218	TPA	William Freeman	1954-03-22	—	—	765 Highland Ave, Plano, TX, 75071	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63368	TPA	Janet Carpenter	1945-03-16	—	—	3704 Canyon Rd, Austin, TX, 78710	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60691	TPA	Scott Anderson	1987-07-26	—	2314012079	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-53010	TPA	Roger Fuller	1975-07-09	—	—	1014 Mountain View Dr, Charlotte, NC, 28231	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61884	TPA	Nathan Sanchez	1961-05-19	—	—	9173 Cedar Ln, Las Vegas, NV, 89194	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50120	TPA	Lauren Castro	1964-01-22	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64093	TPA	Patrick Jenkins	1987-04-22	—	—	975 Valley View Dr, Jacksonville, FL, 32234	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58408	TPA	Ashley Hall	2002-03-15	—	—	5373 Jefferson Ave, Nashville, TN, 37281	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62956	TPA	Bruce Fox	1979-09-06	—	—	4844 Cedar Ln, Austin, TX, 78744	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57970	TPA	Sofia Richards	1987-11-21	UHC-23021-94	—	2580 Desert Sky Blvd, Plano, TX, 75020	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased
TPA-56741	TPA	Nanyc Boyd	1967-04-18	—	4295382034	7848 Grand Ave, Glendale, AZ, 85301	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-52857	TPA	Mateo Vazquez	1964-10-05	UHC-94454-99	—	5141 Church St # 719, Orlando, FL, 32800	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-57196	TPA	Logan Wang	2000-11-20	—	—	7493 Ridge Rd, Scottsdale, AZ, 85245	0.80	Date of birth reformatted ZIP+4 trimmed Plan code upper-cased Placeholder values cleared
TPA-56470	TPA	Mariana Z Luna	1951-12-20	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-62948	TPA	Vincent Ramirez	1944-02-21	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61856	TPA	Vincent King	1948-08-14	—	—	5963 Valley View Dr, Tucson, AZ, 85712	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53195	TPA	Debra Jorden	1984-10-12	—	4698938683	1275 Lake View Rd, Jacksonville, FL, 32241	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58500	TPA	Gabriel Z Espinoza	1939-11-25	UHC-49887-40	2397741239	6048 Lake View Rd, Glendale, AZ, 85330	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
TPA-57219	TPA	Virginia J Morgan	1998-09-03	—	—	337 Elm St, Mesa, AZ, 85252	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55005	TPA	Pamela Burns	1944-05-11	—	—	6099 Mesa Dr, Miami, FL, 33140	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56590	TPA	Brenda Reed	1974-02-24	—	—	3928 Hillcrest Rd, Eden Prairie, MN, 55320	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56589	TPA	Brenda Reed	1974-02-24	—	—	3928 Hillcrest Rd, Eden Prairie, MN, 55320	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51856	TPA	Melissa Thomppson	1976-02-10	—	—	7633 Washington St, Scottsdale, AZ, 85205	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50362	TPA	Samuel Price	1987-11-25	—	—	3203 Central Ave, Atlanta, GA, 30365	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53238	TPA	Arthur Gilbert	1963-09-27	—	4344045344	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-54524	TPA	Brandon Ortega	2008-07-14	—	—	5578 Pine Dr, Tempe, AZ, 85298	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55812	TPA	Matthew Burke	1982-01-07	—	5544510237	2792 Desert Sky Blvd, Nashville, TN, 37291	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
TPA-63565	TPA	Fatima Schmidt	1955-10-17	—	—	6559 Highland Ave, Los Angeles, CA, 90068	0.80	Date of birth reformatted State code upper-cased Gender normalised Placeholder values cleared
TPA-60430	TPA	Jerry White	1996-12-23	—	—	2285 Sage Ct, Seattle, WA, 98181	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-54091	TPA	Sophai I Jenkins	1960-06-23	—	6293895354	1604 River Rd, Orlando, FL, 32822	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53778	TPA	Waye Ferguson	1969-06-12	—	7397781136	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59732	TPA	Billy Collins	1941-06-06	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53816	TPA	Gregorry Pena	1942-12-12	—	2317755984	3086 Spring St, San Antonio, TX, 78237	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55044	TPA	Ethan Vasquez	1973-06-11	—	—	9113 Washington St, Las Vegas, NV, 89122	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55500	TPA	Edward Garrett	1941-02-20	—	—	4079 Hillcrest Rd, Orlando, FL, 32833	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50543	TPA	Lucia Peters	1981-09-08	—	—	8664 Market St # 614, Atlanta, GA, 30375	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared

4,728 rows, page 65 of 95Previous Next