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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64440	TPA	Omar Hoffman	1946-01-16	—	—	5459 Ridge Rd, Sacramento, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-54153	TPA	Daniel Lynch	2001-05-17	—	—	2820 Valley View Dr, Mesa, AZ, 85224	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-55546	TPA	Christopher Chavez	1944-04-25	—	—	5415 Forest Ave, Los Angeles, CA, 90043	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52255	TPA	Elijah X Flores	1966-09-10	—	—	7879 Market St, Los Angeles, CA, 90040	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61591	TPA	Thomas Andrson	1943-05-21	—	6514995572	1774 Willow Ct, Seattle, WA, 98110	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57290	TPA	Debra Wagner	1967-06-21	—	—	4557 Canyon Rd, San Antonio, TX, 78240	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-60251	TPA	Nathan Turner	1987-05-06	—	—	528 Market St, Gilbert, AZ, 85275	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59492	TPA	Diana Webb	1967-05-27	—	—	5776 Oak St, Scottsdale, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-59744	TPA	Raymond Robinson	1942-04-12	UHC-17881-72	—	1979 Union St, Atlanta, GA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-64256	TPA	Austin Morgan	2003-05-17	—	—	6020 Sunset Blvd, Dallas, TX, 75225	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53485	TPA	Michelle Lee	1952-02-03	—	—	88 Highland Ave, Charlotte, NC, 28211	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-64238	TPA	Larry Webb	2004-10-23	—	—	6503 Church St, Orlando, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50067	TPA	Evelyn Singh	1976-01-08	—	—	9466 Union St, Minneapolis, MN, 55477	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54273	TPA	Hiroshi Rice	—	—	—	5783 Oak St, Jacksonville, FL, 32271	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56708	TPA	Ann Gonzalez	1960-10-27	UHC-34996-49	2788362292	4617 Grand Ave, Sacramento, CA, 95855	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-54640	TPA	Sara Ortiz	1979-04-07	—	3052494046	6585 Lake View Rd, Minneapolis, MN, 55411	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-50529	TPA	Danielle Young	1954-06-21	—	6733814339	3852 Market St, Scottsdale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-63756	TPA	Nathan Thompson	1947-04-04	—	—	8222 Jefferson Ave, Denver, CO	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-63133	TPA	Timothy Simmons	—	—	—	4725 Ocean Ave # 843, Orlando, FL, 32872	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54529	TPA	Elizabeth Morrison	1967-12-24	—	—	7434 Sunset Blvd, Fresno, CA, 93723	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-63581	TPA	Jesse Bryant	1948-07-25	—	—	9551 Sunset Blvd, Los Angeles, CA, 90089	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53326	TPA	Joe Turner	1997-09-21	—	—	3679 Lincoln Way, Denver, CO	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-51202	TPA	Luis W Wallace	—	—	—	6713 Main St, Columbus, OH, 43232	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60277	TPA	Gerald Ruiz	1989-02-10	—	2346481263	8019 Canyon Rd, Columbus, OH, 43251	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52918	TPA	Bill Howard	—	—	—	9694 Bayshore Dr, Nashville, TN	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63443	TPA	Brittany Ferguson	1944-05-18	UHC-92938-61	—	6556 Ocean Ave # 772, San Diego, CA, 92127	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
TPA-57332	TPA	Noah W Hall	1946-05-18	UHC-25198-97	—	7972 Forest Ave, Seattle, WA, 98119	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55082	TPA	Katherine Bowman	—	—	—	4963 Central Ave, Mesa, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53733	TPA	Stephen Patel	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53732	TPA	Stephen Patel	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-54368	TPA	Nicole Hayes	1939-04-16	UHC-32516-68	—	695 Apache Blvd Apt 28, Plano, TX, 75090	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52662	TPA	Brian Perkins	1971-11-22	UHC-98944-17	—	2848 Sage Ct, Seattle, WA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-53891	TPA	Fatima Vargas	2006-12-02	UHC-86574-22	—	4236 Sage Ct Apt 28, Tampa, FL	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57861	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-57709	TPA	Brndon Shaw	1960-11-07	—	—	7007 Oak St, Denver, CO	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62758	TPA	Diane George	1994-09-26	—	—	6546 Spring St Apt 8, Houston, TX, 77077	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59253	TPA	Joshua Williamson	1987-07-19	—	—	2202 Apache Blvd, Jacksonville, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-59315	TPA	Willie Le	1969-09-17	UHC-73240-85	—	6908 Oak St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58422	TPA	Joshua Hoffman	1949-01-03	—	—	5706 Desert Sky Blvd, Denver, CO	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53600	TPA	Mark Park	1959-03-08	—	—	8718 Church St, Gilbert, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55265	TPA	Heather Graham	1970-05-06	—	—	7236 Elm St Apt 7, Orlando, FL, 32835	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53409	TPA	Rebecca X Clark	1990-06-12	—	9403639048	9740 Oak St, Jacksonville, FL, 32208	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-53171	TPA	Lori Williams	1984-07-03	UHC-29788-73	2018001039	7301 Mountain View Dr, Tempe, AZ, 85213	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-57821	TPA	Brenda Santiago	1995-01-10	—	5637327961	7882 Washington St, Glendale, AZ, 85377	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-60422	TPA	Santiago Price	1978-05-09	UHC-98266-18	2632983584	8949 Mesa Dr Apt 27, Houston, TX, 77059	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-60423	TPA	Sharon Romero	2008-11-02	—	4672269397	633 Park Pl, Orlando, FL, 32897	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-51584	TPA	Evelyn Ray	1941-10-09	—	2313290812	1967 Camelback Rd, Eden Prairie, MN, 55330	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-57881	TPA	Kelly Park	2003-01-04	UHC-31870-54	2154662801	4154 Apache Blvd, Las Vegas, NV, 89132	0.56	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
TPA-59623	TPA	Terry Powell	1971-06-24	UHC-79657-29	2657634139	3918 Maple Ave, Austin, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-62398	TPA	Deborah Johnston	1963-05-04	—	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

7,854 rows, page 26 of 158Previous Next