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

Provider network, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28882	PRV	Theresa M Munoz	1962-04-06	UHC-44745-77	8933039828	2470 Camelback Rd, Atlanta, GA, 30364	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23522	PRV	Kyle Henry	1990-02-17	—	5553431166	7259 Ocean Ave, Seattle, WA, 98176	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29243	PRV	Lauren Medina	1962-06-02	—	7458414713	2179 Bayshore Dr, Phoenix, AZ, 85086	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-29400	PRV	Roger S Wang	1950-02-04	—	5287310709	5745 Jefferson Ave, Charlotte, NC, 28271	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
PRV-23676	PRV	Flores Mateo	1975-04-04	UHC-34251-40	3226007276	486 Highland Ave, Jacksonville, FL, 32249	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-29196	PRV	Ana X Elliott	1959-04-12	—	7853505297	4973 Mountain View Dr, Seattle, WA, 98119	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28216	PRV	Ahsley Cook	1970-12-27	UHC-87838-91	2563277536	510 Valley View Dr, Glendale, AZ, 85309	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26051	PRV	Carol Ortega	1996-01-15	UHC-51717-73	5967803069	5241 Central Ave, Tampa, FL, 33612	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29223	PRV	Kenneth Y Jacobs	1972-07-26	UHC-31074-32	—	9236 River Rd, San Antonio, TX, 78234	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-28237	PRV	Bruce Harvey	2004-03-21	—	6897592283	9486 Indian School Rd, Orlando, FL, 32876	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26631	PRV	Natalie Myers	2006-05-19	—	6615760051	5100 Main St, Miami, FL, 33128	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-21859	PRV	William V Snyder	1941-06-07	—	9102846823	1256 Baseline Rd, Mesa, AZ, 85266	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-29523	PRV	Ralph Daniels	2005-10-09	—	—	6510 Lake View Rd, Mesa, AZ, 85200	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20897	PRV	Diego Williams	1978-12-01	—	6827659100	1963 Willow Ct, Chandler, AZ, 85252	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21017	PRV	Eric Woods	1986-03-05	—	—	9334 Sunset Blvd, Orlando, FL, 32817	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20958	PRV	Doris Sullivan	1938-05-11	UHC-02605-16	2776544676	2615 Park Pl, Atlanta, GA, 30380	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20959	PRV	Doris Sullivan	1938-05-11	UHC-02605-16	2776544676	2615 Park Pl, Atlanta, GA, 30380	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21290	PRV	Kathy Sandoval	1962-05-14	—	—	5904 Central Ave, Tempe, AZ, 85242	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24393	PRV	Keith Jones	1987-02-19	—	2474192342	5349 Palm Dr, Orlando, FL, 32884	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24481	PRV	Jordan Bishop	2008-09-23	—	7322546561	5429 Meadow Ln, Phoenix, AZ, 85083	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-27047	PRV	Larry J Medina	1994-12-02	UHC-84410-11	6682384028	9134 Desert Sky Blvd, San Antonio, TX, 78211	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22522	PRV	Ralph Fernandez	1991-09-20	UHC-99815-83	—	8245 Ocean Ave, Fresno, CA, 93769	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22534	PRV	Jerry Lawsoon	1992-06-03	—	5596205988	6696 Spring St, Los Angeles, CA, 90010	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25775	PRV	Mari Perkins	2001-09-19	UHC-59431-05	9427708233	7167 Mountain View Dr, Tucson, AZ, 85738	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-20096	PRV	Philip Cole	1991-03-27	—	4138016940	4966 Forest Ave, Denver, CO, 80283	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27739	PRV	Stephen Morrison	1999-05-03	UHC-09325-93	6654978473	141 Indian School Rd, Las Vegas, NV, 89145	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25034	PRV	Kenneth Henry	2001-05-17	—	5245542623	4427 Forest Ave, Dallas, TX, 75208	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22211	PRV	Stven Ellis	1944-12-28	UHC-97673-76	4918030432	6255 Park Pl, Jacksonville, FL, 32272	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21447	PRV	Carl Dean	1972-03-28	—	5768443760	9585 Oak St, Tampa, FL, 33642	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-23874	PRV	Keith V Smith	1997-05-06	UHC-42383-68	4134845736	8139 Washington St, Jacksonville, FL, 32275	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27204	PRV	Gerald Olson	2002-01-08	—	3104644629	5297 Pine Dr, Jacksonville, FL, 32246	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24385	PRV	Hiroshi H Parker	1979-07-03	UHC-03341-19	2693058733	8871 Ocean Ave, Houston, TX, 77028	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24240	PRV	Emma McDonald	2004-12-11	UHC-13241-25	3473094169	2008 Central Ave, Jacksonville, FL, 32217	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28162	PRV	Carol Baker	1956-10-28	UHC-48163-52	8538249552	3917 Maple Ave, Houston, TX, 77006	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22707	PRV	Terry Rvera	1993-04-10	UHC-56476-05	2339455683	4242 Hillcrest Rd, Miami, FL, 33159	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24609	PRV	Frank Bishop	1987-09-21	—	3086636932	5597 Willow Ct, Las Vegas, NV, 89124	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25796	PRV	Bryan Walker	1962-11-10	—	8027789037	385 Oak St, Miami, FL, 33144	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29519	PRV	Stephen West	1942-02-06	UHC-89184-93	3659807490	1006 Market St, Houston, TX, 77065	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26232	PRV	Alexis Bowman	2006-05-09	UHC-55664-07	7442202071	4239 Ridge Rd, Chandler, AZ, 85258	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28998	PRV	Natalie Fisher	1947-12-27	—	—	1004 Valley View Dr, Austin, TX, 78757	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-29062	PRV	Sara Q Guzman	1964-06-15	—	—	1638 Washington St, Sacramento, CA, 95816	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21716	PRV	Heather Allen	1952-07-21	—	—	9064 Grand Ave, Nashville, TN, 37272	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22949	PRV	Alexander E Carpenter	1948-07-15	—	—	1607 Oak St, Orlando, FL, 32811	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-24103	PRV	Walter F Florse	1966-11-05	—	4604772449	4465 Jefferson Ave, Houston, TX, 77058	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27241	PRV	Margaret Ford	2008-01-08	UHC-83967-28	3727764500	7510 Washington St, Miami, FL, 33131	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26932	PRV	Eugene Harper	1961-01-04	—	7052485267	787 Baseline Rd, Dallas, TX, 75286	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29211	PRV	Emily F Dean	1938-09-11	UHC-59103-27	8095753906	45 Oak St, Denver, CO, 80259	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28146	PRV	Benjamin I Walsh	1994-02-10	UHC-49322-36	—	6739 Union St, Mesa, AZ, 85207	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-25321	PRV	Kevin Cunningham	1962-09-09	UHC-16646-65	—	4566 Forest Ave, Phoenix, AZ, 85099	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-24391	PRV	Paul Pena	1987-03-24	—	—	1244 Forest Ave, Eden Prairie, MN, 55334	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

5,405 rows, page 105 of 109Previous Next