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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114286	ENR	Natalie Palmer	1960-04-18	UHC-57368-32	4897955710	3397 Oak St, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-417331	CLM	Catherine Andrews	1959-08-12	—	8976250687	7499 Bayshore Dr, Denver, CO, 80272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-138659	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138660	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142375	ENR	Valentina Mitchell	1974-03-03	UHC-16459-16	9333637871	7778 Jefferson Ave, Glendale, AZ, 85337	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420910	CLM	Christopher Castro	2005-02-27	UHC-53454-40	3014325148	1841 Maple Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
CLM-415111	CLM	Dylan Carpenter	1997-09-04	UHC-57619-60	3898777707	2472 Ridge Rd, Minneapolis, MN, 55452	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20990	PRV	Patrick Olson	1993-11-18	UHC-19445-85	8122132692	3332 Central Ave, Eden Prairie, MN, 55372	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61650	TPA	Hannah Nguyan	1939-07-28	—	9458314352	8600 Lincoln Way, Los Angeles, CA, 90071	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
ENR-102886	ENR	Charlotte Berry	1966-11-20	UHC-48530-99	6178568471	3697 Desert Sky Blvd, Austin, TX, 78711	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102885	ENR	Charlotte Berry	1966-11-20	UHC-48530-99	6178568471	3697 Desert Sky Blvd, Austin, TX, 78711	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25816	PRV	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127980	ENR	Nicole W Dunn	1987-11-20	UHC-29283-47	9303599981	2594 Harbor Blvd, Charlotte, NC, 28271	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-102415	ENR	Justin Harper	1971-11-19	UHC-04030-46	5755065357	9486 Spring St, Charlotte, NC, 28291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118664	ENR	Terry B Griffin	1990-01-10	UHC-30346-05	5068396868	3061 Jefferson Ave, Glendale, AZ, 85355	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20835	PRV	James Reid	2008-10-13	UHC-04022-72	8103721681	5685 Sage Ct, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted ZIP missing Email lower-cased+3 more
TPA-59854	TPA	Wayne Thomas	1954-02-10	—	—	4016 Jefferson Ave, Seattle, WA, 98168	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-60383	TPA	Christine Hoffman	2003-05-09	—	4556819252	5855 Spring St, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59260	TPA	Brandon Gilbert	1940-03-10	UHC-47987-53	6393887358	5070 Highland Ave, Phoenix, AZ, 85093	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110054	ENR	Edward Rojas	2001-02-15	UHC-51103-02	—	1525 Apache Blvd, Chandler, AZ, 85235	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-57737	TPA	Sean Luna	1971-05-16	—	—	3548 Baseline Rd, Chandler, AZ, 85211	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-417396	CLM	Ahmed Howard	1972-06-26	—	6456337906	8347 Church St, Las Vegas, NV, 89147	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431402	CLM	Gary O Matthews	1945-11-13	—	—	4842 Pine Dr, Charlotte, NC, 28266	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119815	ENR	Rachel Z Stone	1956-06-26	—	4474610540	6213 Washington St, Houston, TX, 77088	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59513	TPA	Lori Gonalez	1956-11-03	—	—	2271 Ridge Rd, Nashville, TN, 37290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24234	PRV	George Jensen	1951-03-02	UHC-18575-03	4303150474	4915 Highland Ave, Columbus, OH, 43237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406799	CLM	Teresa Hunt	1976-08-13	UHC-72508-09	8098077514	6343 Lake View Rd, Chandler, AZ, 85206	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
TPA-51832	TPA	Janice C Clark	1988-06-25	—	—	2719 River Rd, Orlando, FL, 32817	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25697	PRV	Judith Herrera	2000-05-21	—	5244278363	1589 Meadow Ln, Austin, TX, 78752	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53771	TPA	Vincent Pena	1945-02-06	—	3683430541	3385 Hillcrest Rd, Minneapolis, MN, 55480	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58358	TPA	Kyle O Bryant	1976-09-16	UHC-45658-55	5824359988	3140 Ocean Ave, Nashville, TN, 37281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124126	ENR	Madison P Watson	2001-01-27	UHC-15705-43	4945429925	3991 Pine Dr, Phoenix, AZ, 85037	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114743	ENR	Natalie Powell	1985-12-22	UHC-10257-01	9074525869	9673 Jefferson Ave, Tampa, FL, 33687	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126702	ENR	Sophia E Kennedy	1978-12-02	UHC-74147-24	9556093104	2158 Main St, Tucson, AZ, 85742	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404553	CLM	Julie Fields	1956-08-09	UHC-68737-10	3175116525	6025 Oak St, San Antonio, TX, 78241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411508	CLM	Juan Bell	1953-01-03	—	—	8862 Hillcrest Rd, Phoenix, AZ, 85021	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111405	ENR	Katherine I Williamson	1999-08-27	UHC-87938-64	2908776161	6785 Sunset Blvd, Tucson, AZ, 85760	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425897	CLM	Susan Perry	2003-07-18	UHC-84096-55	4237405827	5019 Meadow Ln, Orlando, FL, 32862	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138429	ENR	Samantha Watkins	1991-09-24	UHC-12005-81	2036662020	935 Cedar Ln, Columbus, OH, 43276	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104373	ENR	Christine Clark	2001-10-24	UHC-65967-56	8077268978	1201 Sunset Blvd, San Antonio, TX, 78215	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-131515	ENR	Julie D Howard	1976-10-01	UHC-00257-49	8383182836	6533 Sunset Blvd, Miami, FL, 33161	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21137	PRV	Jesse Ryan	1984-11-25	—	5747534802	1048 Mesa Dr, Glendale, AZ, 85303	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118977	ENR	Cheryl Patterson	1989-05-27	UHC-27608-67	4523808551	6322 Valley View Dr, Orlando, FL, 32825	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432776	CLM	Mason M Washington	1965-08-16	UHC-11018-53	—	5155 Ridge Rd, Minneapolis, MN, 55467	0.62	Name re-cased Date of birth reformatted State code upper-cased ZIP+4 trimmed+3 more
ENR-117790	ENR	Danielle Marshall	1950-02-25	UHC-60613-36	5714297426	5450 Camelback Rd, Atlanta, GA, 30328	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62511	TPA	Gary Q Schultz	1974-05-01	—	7439390164	2035 Jefferson Ave, Tucson, AZ, 85747	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-400659	CLM	Lawrence Garrett	1982-07-27	UHC-83755-59	8606774695	6007 Broadway, Tampa, FL, 33687	0.62	Date of birth reformatted Phone reformatted Address re-cased ZIP+4 trimmed+3 more
ENR-113960	ENR	Terry Dean	2001-05-13	—	—	5823 Lincoln Way, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101693	ENR	Wayne P Reynolds	1991-05-07	UHC-75437-91	2906184292	8090 Spring St, Orlando, FL, 32892	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
CLM-400674	CLM	Randy Myers	1966-01-11	—	6085909804	5633 Mesa Dr, San Antonio, TX, 78256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

16,828 rows, page 124 of 337Previous Next