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-123180	ENR	Hannah Luna	1980-07-17	UHC-65080-54	9642409671	4685 Grand Ave, Tampa, FL, 33676	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-64398	TPA	Ana Howell	1940-02-13	—	—	8360 Pine Dr, Minneapolis, MN, 55497	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-108200	ENR	Steven G Roberts	1984-09-22	UHC-13249-09	5102013793	4159 Mountain View Dr, Tucson, AZ, 85728	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59938	TPA	Dyylan Ramos	1961-07-22	UHC-33618-37	8185998585	1058 Sunset Blvd, Atlanta, GA, 30336	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113125	ENR	Dougles R Schultz	1974-07-19	UHC-55063-31	7723170773	3366 Elm St, Miami, FL, 33181	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118935	ENR	Barbara J Brooks	2004-04-02	UHC-49696-28	7159973458	2534 Palm Dr, Scottsdale, AZ, 85271	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136445	ENR	Valentina Q Contreras	1958-06-16	UHC-43924-28	7299045898	9833 Baseline Rd, Columbus, OH, 43291	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115302	ENR	George Day	1963-09-28	UHC-52847-57	3234607260	6255 River Rd, Phoenix, AZ, 85095	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61396	TPA	Gary Torres	1950-01-13	—	—	3540 Harbor Blvd, Chandler, AZ, 85287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55960	TPA	Isaella Payne	1990-06-09	—	—	2458 Forest Ave, Houston, TX, 77019	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-405469	CLM	Amber Bailey	1999-11-06	UHC-62902-39	—	630 Union St, Jacksonville, FL, 32208	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138213	ENR	Nancy W Morles	1945-10-03	UHC-29743-13	6607485132	2130 Forest Ave, Mesa, AZ, 85239	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131180	ENR	Tricia Dean	1975-01-19	UHC-92478-92	4044431190	9355 Cedar Ln, Chandler, AZ, 85273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63612	TPA	Lawrence Silva	1974-07-17	—	2083487666	5164 Canyon Rd, Fresno, CA, 93726	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407265	CLM	Carol Mendoza	1946-05-19	UHC-73382-64	8912186104	7006 Harbor Blvd, Jacksonville, FL, 32220	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-136654	ENR	Ahmed P Washington	1959-10-04	UHC-72011-30	3243472179	580 Maple Ave, Minneapolis, MN, 55437	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400670	CLM	Melissa Palmer	1949-04-01	—	2829691073	1984 Washington St, Tampa, FL, 33614	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137867	ENR	Donna Russell	1981-09-22	UHC-64385-22	3098673471	8815 Sunset Blvd, Seattle, WA, 98122	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102379	ENR	Bobby Banks	1948-08-26	UHC-25181-58	3852921108	8937 Ocean Ave, Nashville, TN, 37269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119902	ENR	Arjun Harris	1945-12-01	UHC-75263-37	5493781207	8106 Meadow Ln, Orlando, FL, 32858	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131624	ENR	Santiago J Lawrence	1983-05-25	UHC-56649-87	—	4938 Bayshore Dr, Fresno, CA, 93722	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-118971	ENR	Walter Andrews	1962-06-20	UHC-25990-64	9725950422	7531 Ocean Ave, Phoenix, AZ, 85084	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427623	CLM	Amber N Lee	2004-04-08	—	—	5091 Church St, Sacramento, CA, 95883	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109078	ENR	Jesse Alexander	2007-02-13	UHC-98335-18	3156531933	7579 Canyon Rd, Chandler, AZ, 85266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106883	ENR	Brandon E Lane	1986-11-24	UHC-12070-15	—	8331 Maple Ave, Tampa, FL, 33653	0.64	Name re-cased SSN last four extracted State code upper-cased Email lower-cased+2 more
TPA-55749	TPA	Natalie Moore	1940-10-09	—	—	4797 Cedar Ln, Glendale, AZ, 85322	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22215	PRV	Hannah Dean	1988-08-19	UHC-24263-66	3712832774	9624 Maple Ave, Dallas, TX, 75217	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407540	CLM	Diana X Murphy	1963-09-13	UHC-35658-26	7635285128	800 Market St, Mesa, AZ, 85260	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407893	CLM	Alexis Olson	1974-03-23	—	—	2050 River Rd, Charlotte, NC, 28221	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24464	PRV	Edward Garcia	1942-12-09	UHC-82255-21	4818602544	5691 Lincoln Way, Austin, TX, 78786	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-422201	CLM	Henry Salazar	2006-05-10	—	8067857829	—	0.64	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+2 more
CLM-422621	CLM	Danielle Lee	1975-10-25	—	8745331126	7026 Jefferson Ave, Atlanta, GA, 30306	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-419631	CLM	Shirley Torres	1992-01-21	UHC-32432-85	—	5278 Harbor Blvd, San Diego, CA, 92112	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-106864	ENR	Ryan Green	1995-12-03	UHC-87774-30	5993419936	1735 Sunset Blvd, Phoenix, AZ, 85035	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120753	ENR	Cheryl U Stephens	1986-06-06	UHC-11129-02	7482697831	8588 Washington St, Miami, FL, 33176	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133112	ENR	Jon Vargas	1938-12-09	UHC-70773-53	9807362296	6222 Meadow Ln, Mesa, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20790	PRV	Linda T Weaver	1945-04-12	UHC-05696-37	5934093369	8132 Grand Ave, Seattle, WA, 98145	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137636	ENR	Emma X Wang	1967-05-28	UHC-33419-22	4106228015	5672 Sunset Blvd, Miami, FL, 33165	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-124042	ENR	Waayne Phillips	1985-01-07	UHC-08722-05	6203962170	8846 Canyon Rd, Orlando, FL, 32840	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133332	ENR	Ed Z Weber	1993-05-22	UHC-08283-53	6826281643	8099 Elm St, San Antonio, TX, 78287	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135016	ENR	Anthony Jordan	1979-03-14	UHC-38827-56	7096974630	6601 Willow Ct, Mesa, AZ, 85284	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102753	ENR	Luis Sullivan	1943-02-09	UHC-42957-58	2826340299	2265 Maple Ave, Los Angeles, CA, 90010	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101942	ENR	Alan A Matthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ, 85745	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-135674	ENR	Alice M Payne	1938-09-21	UHC-18304-48	4935017101	143 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-401770	CLM	Kathleen Nelson	2002-03-19	UHC-00781-10	3565482555	7481 Mesa Dr, Nashville, TN, 37287	0.64	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+2 more
PRV-29409	PRV	Jordan D Thomas	1948-03-05	—	8933660562	5317 Jefferson Ave, Sacramento, CA, 95895	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414336	CLM	Lucia V Welch	1983-09-18	—	5945630677	1802 Spring St, Mesa, AZ, 85213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100653	ENR	Roobert Q Welch	1985-02-09	UHC-71028-83	4636892094	5032 Park Pl, Tempe, AZ, 85214	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-50982	TPA	Noah Cox	1963-08-03	—	2144891117	1809 Grand Ave, Los Angeles, CA, 90070	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60712	TPA	Nathan Payne	1974-09-14	—	—	8774 Canyon Rd, San Antonio, TX, 78299	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more

16,828 rows, page 168 of 337Previous Next