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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135766	ENR	Alan Gray	2005-10-03	UHC-03446-34	3762867399	4622 Jefferson Ave, Atlanta, GA, 30320	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-413596	CLM	Amanda Y McCoy	1969-01-12	UHC-80480-01	8678939961	428 Mesa Dr # 176, Houston, TX, 77016	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-109102	ENR	Marilyn Hudson	1998-12-27	UHC-41649-59	—	2271 Desert Sky Blvd, Charlotte, NC, 28232	0.48	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-126083	ENR	Ann Singh	1944-09-18	UHC-68432-82	2323236049	1013 Camelback Rd # 671, Fresno, CA, 93720	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-129229	ENR	Jacob O Herrera	1943-08-15	—	9255373957	3774 Palm Dr, Plano, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-402888	CLM	Mark Cole	1958-09-01	UHC-08276-88	—	9515 Sunset Blvd, Nashville, TN, 37286	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-416152	CLM	Nathan Le	—	UHC-58783-64	5219134034	6482 Forest Ave, Las Vegas, NV, 89182	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
TPA-59737	TPA	Janet Ryan	—	—	9558806102	1484 Mesa Dr, San Antonio, TX, 78203	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420405	CLM	Sara Harvey	1984-02-18	UHC-26372-60	6245431462	8811 Church St, Denver, CO	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415767	CLM	Mazon Castro	1957-09-28	UHC-01653-72	7644039675	4926 Main St, Austin, TX, 78768	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432175	CLM	Anthony Park	2001-02-22	UHC-76242-39	2763139632	379 Oak St, Dallas, TX, 75231	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-50003	TPA	James K Hunter	1960-03-14	—	—	6535 Bayshore Dr, Orlando, FL, 32832	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-122069	ENR	Peter Gray	1985-08-23	UHC-33256-68	4647764297	876 Spring St Apt 31, Los Angeles, CA	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-431403	CLM	Gary Matthews	1945-11-13	UHC-27209-51	6818665792	4842 Pine Dr, Charlotte, NC, 28266	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-26050	PRV	Carol Ortega	1996-01-15	UHC-51717-73	5967803069	5241 Central Ave, Tampa, FL	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-415453	CLM	Lawrence Richards	1964-11-21	UHC-84652-73	—	6040 Main St, Columbus, OH, 43236	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-418564	CLM	George Z Li	1955-11-01	—	6522542957	9770 Jefferson Ave, Atlanta, GA, 30349	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102978	ENR	Joshua Johnson	—	UHC-72422-30	6657950588	7815 Maple Ave, Tucson, AZ, 85726	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
CLM-422951	CLM	Bradley Bryant	1990-12-16	UHC-99924-03	—	3422 Lake View Rd, Atlanta, GA, 30370	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-119042	ENR	Carolyn I Herrera	1965-07-04	UHC-83872-65	3757062283	7974 Washington St, Gilbert, AZ, 85261	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400543	CLM	Bryan Valdez	1986-09-17	—	5189839214	5624 Canyon Rd, Columbus, OH, 43273	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428426	CLM	Rachel CJunk	1961-03-10	—	—	1832 Grand Ave, Seattle, WA, 98154	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-428427	CLM	Rachel CJunk	1961-03-10	—	—	1832 Grand Ave, Seattle, WA, 98154	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
PRV-22864	PRV	Raymond Payne	1967-06-01	UHC-06240-95	3808478937	7626 Broadway, Denver, CO, 80272	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-132964	ENR	Diana Little	1976-07-05	UHC-64760-52	7043619723	346 Jefferson Ave, Eden Prairie, MN, 55312	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-64070	TPA	Vincent Riley	1964-12-24	—	—	1651 Grand Ave, Atlanta, GA, 30381	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-403184	CLM	Gabriel Yang	1960-04-14	UHC-81771-20	—	1130 Elm St, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
PRV-24148	PRV	Philip Valdez	1996-03-02	UHC-84631-45	—	713 Camelback Rd Apt 24, Denver, CO, 80234	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-402040	CLM	Mark Palmer	2008-07-25	—	6604513054	6191 Oak St Apt 3, Gilbert, AZ, 85298	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-54682	TPA	Carlos Thompson	2002-01-26	—	—	7115 Apache Blvd Apt 38, Tampa, FL, 33652	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-142565	ENR	Alice L Adams	2003-11-05	UHC-37979-98	—	2201 Canyon Rd, Gilbert, AZ, 85214	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-20830	PRV	Tyler U Crawford	1968-08-07	UHC-49693-64	7255015011	9252 Ridge Rd, Plano, TX, 75095	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102097	ENR	Douglas Carr	1967-01-03	UHC-34967-07	6544442330	8779 Highland Ave, Phoenix, AZ, 85020	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419757	CLM	Lukia Patel	1982-11-08	UHC-19806-99	5209253553	3367 Meadow Ln Apt 11, Atlanta, GA	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-429938	CLM	Lauren I Johnson	1991-06-20	UHC-39409-51	—	1441 Central Ave Apt 3, Tempe, AZ, 85200	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-111732	ENR	LoganJunk	1994-07-22	UHC-07950-97	4009736982	9605 Canyon Rd, Mesa, AZ, 85203	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-425714	CLM	Teresa Fisher	1959-04-26	UHC-20504-81	5357686308	5150 Main St, Scottsdale, AZ, 85299	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-100717	ENR	Dorothy N Hill	1999-08-03	UHC-52013-53	2707688647	7095 Elm St, Orlando, FL, 32863	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103637	ENR	Jerry McDonald	1940-11-01	UHC-42185-25	3376984913	8173 Hillcrest Rd Apt 35, Atlanta, GA, 30351	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-103636	ENR	Jerry McDonald	1940-11-01	UHC-42185-25	3376984913	8173 Hillcrest Rd Apt 35, Atlanta, GA, 30351	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-430558	CLM	Valentina Johston	1981-12-19	—	4665431792	8285 Apache Blvd, Dallas, TX, 75245	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26703	PRV	Charlotte Oliver	1975-02-24	UHC-36496-49	9538699888	5885 Highland Ave, Phoenix, AZ, 85036	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123665	ENR	Jennifer F West	1962-05-28	UHC-32000-97	—	9635 Camelback Rd, Austin, TX	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417285	CLM	Aaron Ramos	1994-06-24	UHC-51082-43	3589880622	1086 Desert Sky Blvd, Orlando, FL, 32854	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-402696	CLM	Anthony Martin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-130856	ENR	Arthur Garrett	1991-02-17	UHC-98433-73	7604555393	4997 Camelback Rd, Miami, FL, 33122	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20554	PRV	Julie Lee	1979-01-20	—	3842543307	5571 Harbor Blvd, Jacksonville, FL, 32245	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-107747	ENR	Larry L Herrera	1954-02-16	UHC-34195-55	2547296438	3663 Mountain View Dr, Austin, TX, 78779	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419893	CLM	Lawrence Jackson	—	UHC-33336-58	4302933514	8802 Harbor Blvd, Nashville, TN	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
PRV-20401	PRV	Marilyn Long	1982-08-17	UHC-18585-05	4696515047	4829 Oak St, Atlanta, GA, 30357	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

71,257 rows, page 51 of 1,426Previous Next