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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22821	PRV	Alan Ramos	1971-09-24	UHC-81866-57	9793426863	34 Washington St, Seattle, WA, 98132	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-20735	PRV	Douglas Morgan	1974-01-02	UHC-20227-50	7783900003	4328 Grand Ave, Chandler, AZ, 85207	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21426	PRV	Bobby Rodriguez	1953-05-08	UHC-68797-41	3869332186	2710 Lincoln Way, Fresno, CA, 93791	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-29259	PRV	Amber G Walker	1987-09-21	—	—	6375 River Rd, Miami, FL, 33158	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24973	PRV	Anthony Jackson	1996-11-11	—	7084971104	7175 Mesa Dr, Dallas, TX, 75263	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25324	PRV	Lori Parker	1989-05-13	—	2246029121	—	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
PRV-25823	PRV	Jacob Herrera	1962-03-22	—	—	8167 Highland Ave, Nashville, TN, 37298	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20764	PRV	Gregory Richardson	1960-04-11	—	2909667947	1687 Palm Dr, Dallas, TX, 75271	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-21835	PRV	William M Gibson	1955-09-23	—	9477235664	9176 Church St, Nashville, TN, 37264	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20074	PRV	Madison Boyd	1997-10-09	—	4957631430	5761 Central Ave, Nashville, TN, 37230	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-28091	PRV	Jennifer Price	—	UHC-20738-60	3973788524	5802 Washington St, Phoenix, AZ, 85030	0.78	Name re-cased Date of birth missing City re-cased Whitespace trimmed+1 more
PRV-25465	PRV	Aaron Bell	1965-07-04	—	5996254481	5517 Desert Sky Blvd, Miami, FL, 33162	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-25885	PRV	Nicholas Bowman	1993-08-02	UHC-35066-30	—	8094 Main St, Sacramento, CA, 95807	0.78	Name re-cased Phone missing area code City re-cased Whitespace trimmed+1 more
PRV-28842	PRV	Bradley Hunt	1952-02-13	UHC-08493-41	4684525828	3232 Lake View Rd, Nashville, TN, 37206	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
PRV-25458	PRV	Ronald Espinoza	1975-10-25	—	—	3502 Lincoln Way, Eden Prairie, MN, 55309	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25753	PRV	Santiago O Hamilton	2007-02-12	UHC-80543-19	—	6075 Canyon Rd, Phoenix, AZ, 85080	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23287	PRV	Shirley Le	1982-02-01	—	8314009761	6940 Camelback Rd, Jacksonville, FL, 32258	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25502	PRV	Roy Q Simpson	1956-07-16	—	9677755119	9767 Harbor Blvd, Gilbert, AZ, 85278	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-22015	PRV	Jerry Fowler	1948-09-15	UHC-15169-15	2374041501	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
PRV-22878	PRV	Hanson Elijah	2003-03-04	UHC-11708-39	—	119 Indian School Rd, Jacksonville, FL, 32200	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
PRV-27819	PRV	Kelly Robinson	1981-07-19	—	9245058985	7506 Cedar Ln Apt 11, Orlando, FL, 32883	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
PRV-28753	PRV	Barbara C Carroll	1966-01-23	—	5239637570	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-23331	PRV	Gary King	1974-08-05	UHC-19513-90	4534671857	6406 Camelback Rd, Columbus, OH, 43211	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-28478	PRV	Kelly B Contreras	2004-02-22	—	8759710356	6369 Maple Ave, Eden Prairie, MN, 55346	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21691	PRV	Nathan K Moore	2000-08-01	UHC-49058-08	—	2651 Central Ave, Eden Prairie, MN, 55339	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27657	PRV	Beverly Wheeler	1947-10-05	—	9437954809	7151 Central Ave, San Diego, CA, 92180	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21888	PRV	Joseph Carpenter	1962-01-19	—	7323945307	611 Church St, Las Vegas, NV	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-29500	PRV	Arjun Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-20406	PRV	Nancy George	1946-06-28	—	3134241295	6342 Forest Ave # 511, Scottsdale, AZ, 85290	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-24415	PRV	Yuki Russell	1942-02-14	UHC-06443-59	4839904752	4736 Ridge Rd, Mesa, AZ, 85223	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-24627	PRV	Charles Fowler	1963-05-20	—	9655437918	3451 Mountain View Dr, Mesa, AZ, 85269	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
PRV-24124	PRV	Angela Espinoza	2005-12-14	UHC-85864-70	4256206749	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
PRV-25867	PRV	Douglas Rice	1968-09-12	UHC-71875-98	8242225479	6348 Pine Dr, Chandler, AZ, 85274	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
PRV-27541	PRV	Omar Valdez	1961-04-21	UHC-08703-94	7395475822	6802 Highland Ave, Scottsdale, AZ, 85215	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27540	PRV	Omar Valdez	1961-04-21	UHC-08703-94	7395475822	6802 Highland Ave, Scottsdale, AZ, 85215	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21905	PRV	Aaron Obrien	1967-10-21	—	2449088405	2467 Central Ave, Chandler, AZ, 85277	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21904	PRV	Aaron Obrien	1967-10-21	—	2449088405	2467 Central Ave, Chandler, AZ, 85277	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25173	PRV	Rachel Webb	2001-04-13	—	3127625131	5298 Maple Ave, Atlanta, GA, 30378	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29213	PRV	Russell Munoz	1963-01-27	UHC-30448-14	5286990617	5968 Spring St, Seattle, WA, 98171	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29212	PRV	Russell Munoz	1963-01-27	UHC-30448-14	5286990617	5968 Spring St, Seattle, WA, 98171	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25547	PRV	Paul E White	1995-03-22	—	9138684896	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25078	PRV	Christine F Davis	1968-04-16	—	9487277411	5608 Lincoln Way, Dallas, TX, 75252	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21606	PRV	Brian Martin	1955-12-12	—	2929755523	8828 Cedar Ln, Seattle, WA, 98113	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24208	PRV	Raymond Lucas	1980-04-23	—	6575071479	4336 Washington St, Phoenix, AZ, 85026	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29070	PRV	Daniel Mejia	1965-07-17	—	8766420344	7763 Ocean Ave, Columbus, OH, 43222	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
PRV-24119	PRV	Maria Little	1995-08-17	—	—	8543 Ridge Rd, Charlotte, NC, 28284	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29061	PRV	Natalie Medina	1963-09-06	—	4893294533	9112 River Rd, Columbus, OH, 43250	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28522	PRV	Martha Herrera	1956-06-01	UHC-70389-89	3229670616	1696 Park Pl, Los Angeles, CA, 90054	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-24775	PRV	Danielle Foster	1954-06-27	UHC-72462-66	8375395481	4979 Sage Ct, Orlando, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26903	PRV	Kathleen O Edwards	—	—	9648259461	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more

3,816 rows, page 47 of 77Previous Next