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

All sources, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415064	CLM	Jackson I Marilyn	1975-03-27	—	5614313140	5334 Hillcrest Rd, Nashville, TN, 37237	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408372	CLM	Annna Coleman	2006-03-20	—	—	9158 Washington St, Austin, TX, 78747	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59230	TPA	Peter Fowler	1990-09-28	—	—	1031 Central Ave, Mesa, AZ, 85243	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418789	CLM	Bryan Morris	1944-12-09	—	3758720481	2367 Jefferson Ave, Tucson, AZ	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-131739	ENR	Alexander Harvey	1947-08-04	UHC-12495-58	5024371257	7207 Church St, Plano, TX, 75056	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119060	ENR	Bruce B Weaver	1955-03-27	UHC-97693-66	7647669997	7058 Sage Ct, Tucson, AZ, 85731	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115844	ENR	Omar Graham	1938-09-07	UHC-91430-12	5449252110	8814 Washington St, Austin, TX, 78747	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131818	ENR	Janet B Anderson	2002-10-24	UHC-16486-01	3942399667	3028 Willow Ct, San Antonio, TX, 78204	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
CLM-423492	CLM	Gabriel Bell	1976-12-08	—	4772846941	7713 Market St, Tampa, FL, 33634	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430981	CLM	Karen Thomas	2005-11-05	UHC-47494-97	—	6718 Mesa Dr, Houston, TX, 77082	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-62210	TPA	Justin Barnes	1967-11-25	—	7253477336	7470 Valley View Dr, Seattle, WA, 98115	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122475	ENR	Nicole Moreno	1951-11-25	UHC-44531-14	—	9504 Apache Blvd, Houston, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-132248	ENR	Danielle N Graham	—	UHC-01900-59	—	4165 Washington St, Tucson, AZ, 85790	0.64	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431336	CLM	Brian Z Fox	1969-01-20	—	3014308839	4879 Spring St, Glendale, AZ, 85378	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
TPA-55356	TPA	Sharon J Duncan	1994-04-22	—	8586755796	1226 Mountain View Dr, Gilbert, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134569	ENR	Lucia T Olson	—	UHC-29957-26	8966968406	4774 Apache Blvd, Los Angeles, CA, 90013	0.64	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
TPA-59053	TPA	Sandra Bell	1952-11-28	—	2329043078	3064 Oak St, Miami, FL, 33185	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-122606	ENR	Philip C Ross	1944-12-11	UHC-42457-82	3545478928	3455 Park Pl, Tucson, AZ, 85773	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136464	ENR	Christine Y Edwards	1955-04-20	UHC-05546-44	7746215789	5729 Elm St, Plano, TX, 75081	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130311	ENR	Nathan Stewart	1977-07-16	UHC-94689-46	9265211957	8006 Cedar Ln, Phoenix, AZ, 85074	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421550	CLM	Frances Vega	2006-03-18	UHC-07350-60	—	2973 Elm St, Miami, FL, 33150	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426952	CLM	Gerald Dean	1964-08-14	UHC-07212-83	—	6063 Ridge Rd, San Diego, CA, 92196	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107993	ENR	Saan Duncan	2002-02-07	UHC-28881-12	—	6367 Desert Sky Blvd, Dallas, TX, 75206	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-107468	ENR	Peter C Gardner	1974-08-05	UHC-38763-95	6549614849	9174 Lake View Rd # 756, Orlando, FL, 32807	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109931	ENR	Laura Baker	1972-07-17	UHC-35298-05	—	6997 Sunset Blvd, Orlando, FL, 32879	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-127469	ENR	Michelle Q Moreno	1962-07-22	UHC-14791-68	6743333150	3588 Jefferson Ave, Glendale, AZ, 85344	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416490	CLM	Tony Z Weaver	1999-03-14	UHC-71437-69	—	8177 Mountain View Dr, Fresno, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-103844	ENR	Jacob Y Montgomery	1951-07-09	UHC-73246-48	7374924455	9776 Church St, Sacramento, CA, 95862	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141187	ENR	Heather N Reid	1993-03-26	UHC-36200-07	7059972860	5533 Maple Ave, Fresno, CA, 93711	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101586	ENR	Kevin I Riley	2003-06-19	UHC-92537-73	4726205862	7589 Jefferson Ave, Eden Prairie, MN, 55366	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-101585	ENR	Kevin I Riley	2003-06-19	UHC-92537-73	4726205862	7589 Jefferson Ave, Eden Prairie, MN, 55366	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-135486	ENR	Emily R Parker	2008-12-12	UHC-78781-60	5744718767	4293 Lake View Rd, Jacksonville, FL, 32200	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103155	ENR	Hlen Rios	1964-12-02	UHC-06308-99	4718544729	4173 Ocean Ave, Columbus, OH, 43219	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123740	ENR	Bryan C Ryan	1949-05-02	UHC-95424-62	5319694436	991 Grand Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-424906	CLM	Diego R Knight	1952-03-13	UHC-29007-63	—	6387 Indian School Rd, Dallas, TX, 75233	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-115492	ENR	Omar O Simppson	1999-11-26	UHC-59095-99	3475638475	7949 Central Ave, Charlotte, NC, 28273	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58941	TPA	Mason Foster	1975-03-14	UHC-91690-75	—	3701 Harbor Blvd, Nashville, TN, 37229	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-123305	ENR	Vincent Jacobs	1999-09-07	UHC-69484-81	2264674918	4581 Ocean Ave, Nashville, TN, 37229	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401725	CLM	Emma Patel	1988-09-21	UHC-14814-27	—	3616 Indian School Rd, Phoenix, AZ	0.64	Name split from “Last, First”City re-cased State code upper-cased ZIP missing+2 more
ENR-127409	ENR	Jeremy Y Barnes	1988-02-13	UHC-66920-30	2072481591	3426 Market St, San Antonio, TX, 78238	0.64	Two-digit birth year Phone reformatted SSN last four extracted City re-cased+2 more
ENR-140584	ENR	Valentina Reid	1965-04-06	UHC-92970-85	6779096548	4462 Lake View Rd, Phoenix, AZ, 85029	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-26775	PRV	Elijah Rodriguez	—	—	8889313453	5994 Union St, Charlotte, NC, 28280	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-50908	TPA	Danielle U Porter	1946-08-16	UHC-05123-51	6659659857	4668 Apache Blvd, Las Vegas, NV, 89173	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50241	TPA	Matt Lawson	1995-05-15	—	—	4892 Pine Dr, Mesa, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-410474	CLM	Cheryl Moore	1945-05-15	UHC-22464-21	—	861 Ocean Ave, Scottsdale, AZ, 85210	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-422034	CLM	Angela Cox	1944-04-26	UHC-63260-82	—	1497 Elm St, Plano, TX, 75014	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-104078	ENR	Yuki Morrison	1972-06-13	UHC-46933-33	5813799101	79 Cedar Ln, Tampa, FL, 33682	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134336	ENR	Daniel G Stevens	1956-12-21	UHC-99387-93	3785840567	5439 Cedar Ln, Tampa, FL, 33699	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60994	TPA	Omar Ros	1953-05-22	—	—	8413 Canyon Rd, Columbus, OH, 43215	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-22718	PRV	Juan Hoffman	2000-10-05	UHC-66382-01	3043043551	2964 Desert Sky Blvd, Denver, CO, 80240	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

17,850 rows, page 108 of 357Previous Next