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 “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
CLM-418843	CLM	David Masson	—	UHC-84212-31	7909647933	4860 Mountain View Dr, Jacksonville, FL, 32255	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-422373	CLM	Jessica Q Sanchez	1948-10-19	—	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-128573	ENR	Kathryn Sanders	1984-05-23	UHC-07424-63	4855737664	452 Bayshore Dr # 126, Las Vegas, NV, 89106	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-57654	TPA	Judy Pierce	1991-02-15	UHC-76830-07	—	2875 Maple Ave Apt 8, San Antonio, TX, 78239	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410594	CLM	Alice Pierce	1941-03-26	UHC-24760-22	—	217 Washington St # 973, Austin, TX, 78784	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421183	CLM	Gary M Guerrero	1985-12-10	—	4105945149	5571 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-419888	CLM	Brian Walsh	1969-11-11	UHC-92358-31	8335883813	83 Lincoln Way, Houston, TX, 77096	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-124929	ENR	Amber I Fernandez	1970-08-14	UHC-71712-81	6085574480	1598 Central Ave, Minneapolis, MN, 55493	0.50	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142347	ENR	Gary B Hughes	1979-03-22	UHC-28631-85	—	3338 Willow Ct, Orlando, FL, 32826	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-415255	CLM	Ralph Pena	—	—	4703598893	154 Central Ave, Jacksonville, FL, 32215	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-61089	TPA	Diana Dean	1970-06-22	—	5154529362	2271 Indian School Rd, Orlando, FL, 32852	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123573	ENR	Edwadr Spencer	1970-05-03	UHC-01211-73	7868662574	6489 Elm St, Seattle, WA	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-55016	TPA	Mariana S Hart	1950-10-09	—	—	4835 Pine Dr, Scottsdale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-29520	PRV	Melissa Allen	1954-02-25	—	8376521130	9662 Main St Apt 12, Chandler, AZ, 85284	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-111638	ENR	Sarah Henderson	1972-04-16	UHC-24133-93	5716900431	8426 Cedar Ln # 716, Mesa, AZ	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117416	ENR	Susan King	1980-11-07	UHC-87239-11	5216262677	7530 Apache Blvd, Scottsdale, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25351	PRV	Linda Lucas	1951-03-06	—	4002711136	592 Jefferson Ave, Tucson, AZ, 85761	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-117653	ENR	Carl Z Allen	1998-09-06	UHC-59779-26	8453133494	6680 Meadow Ln, Nashville, TN, 37208	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23099	PRV	Gregory Q Hudson	1954-02-04	—	5356368820	8058 Main St, Nashville, TN, 37262	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58671	TPA	Sarra F Carpenter	1954-05-13	UHC-93904-22	2426327396	5892 Willow Ct, Orlando, FL, 32834	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-116899	ENR	Joshua Santiago	2006-03-26	UHC-23843-59	—	8004 Mountain View Dr, Charlotte, NC, 28257	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-116898	ENR	Joshua Santiago	2006-03-26	UHC-23843-59	—	8004 Mountain View Dr, Charlotte, NC, 28257	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-110477	ENR	Deborah E Black	1952-07-11	UHC-14123-88	2727844995	6026 Palm Dr # 297, Sacramento, CA, 95886	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-430362	CLM	Janet Reed	1958-05-16	—	7635444301	95 Valley View Dr, Tempe, AZ, 85284	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126510	ENR	Marcus X Bishop	2007-09-13	UHC-31910-58	9556941252	853 Park Pl, Gilbert, AZ, 85203	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414701	CLM	Alexander Washington	1959-07-09	UHC-78887-44	—	5736 River Rd # 502, San Antonio, TX, 78247	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109220	ENR	Sofia Kim	2007-02-04	UHC-90210-54	5972403708	8467 Elm St, Gilbert, AZ, 85257	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123756	ENR	Anna Z Hudson	1938-04-27	UHC-12146-86	2702910097	1281 Market St, Tucson, AZ	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131155	ENR	Yuki T Johnson	1960-07-06	UHC-34539-08	2568028066	8287 Apache Blvd Apt 11, Columbus, OH, 43255	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423312	CLM	Liz Simpson	—	UHC-88527-17	5783778188	7249 Valley View Dr, Las Vegas, NV, 89102	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-29452	PRV	Kelly Valdez	2000-08-09	—	—	3063 Indian School Rd, Fresno, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-408265	CLM	Alice Duncan	1962-04-05	UHC-66041-95	—	4992 Church St # 454, Seattle, WA, 98161	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-408730	CLM	Maria Fernandez	1962-12-10	UHC-85600-60	—	9762 Forest Ave, Gilbert, AZ, 85255	0.50	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-58853	TPA	Laura P Perry	1980-02-09	—	9038203639	5380 Ocean Ave, Gilbert, AZ, 85289	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405323	CLM	Frances Miller	1989-06-26	UHC-20698-15	4282930984	2646 River Rd, Minneapolis, MN	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-418935	CLM	Helen Jimenez	—	UHC-73267-49	—	6644 Mesa Dr, Fresno, CA, 93797	0.50	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
PRV-24955	PRV	Lewis Ahmed	1986-11-18	—	7914779822	1864 Baseline Rd, Miami, FL, 33155	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-24159	PRV	Gerald Nguyen	1995-06-26	UHC-55379-89	—	7182 Canyon Rd, Chandler, AZ, 85204	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112912	ENR	Julie P Soto	—	UHC-12423-03	3314494120	8093 Jefferson Ave, San Diego, CA, 92188	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-119978	ENR	SJunk	1940-03-22	UHC-56448-49	7826611322	9120 Harbor Blvd, Miami, FL, 33121	0.50	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-55585	TPA	Abigail Alexander	1940-03-04	—	—	6190 Indian School Rd, Atlanta, GA, 30392	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-107261	ENR	Kathryn Y Lawsoon	1941-09-02	UHC-96469-23	4396118559	6143 Washington St Apt 3, San Antonio, TX, 78274	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-107435	ENR	Eric Fuller	1975-09-21	UHC-24655-87	—	8373 Market St, San Diego, CA, 92190	0.50	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109285	ENR	Madison M Thompson	1995-01-11	UHC-19680-93	3103505993	9482 Highland Ave, San Antonio, TX, 78249	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25621	PRV	Ethan Mitchell	1954-08-17	UHC-64818-21	—	4533 Valley View Dr # 649, Atlanta, GA	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423012	CLM	Hiroshi R Peterson	1968-09-04	UHC-61159-02	—	2708 Oak St, Miami, FL, 33131	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-427141	CLM	Shirley Powell	1949-02-22	UHC-95313-90	9009977902	7038 Main St Apt 36, Sacramento, CA, 95859	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-118717	ENR	Wei Moore	1956-01-25	UHC-46942-23	4715982538	5844 Baseline Rd, Los Angeles, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407064	CLM	Stephanie V Hart	1987-08-13	—	8822966984	9207 Park Pl, Austin, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103543	ENR	Marilyn Palmer	—	UHC-43877-85	5445616647	617 Camelback Rd, Las Vegas, NV, 89172	0.50	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more

55,824 rows, page 105 of 1,117Previous Next