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 “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
CLM-403168	CLM	Ann Gilbert	2004-10-07	UHC-20636-06	5677011970	2196 Sage Ct, Chandler, AZ, 85274	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
TPA-55850	TPA	Frank Alexander	1999-12-26	—	7945034676	2263 Washington St, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52813	TPA	Elijah West	1967-12-05	—	5399264164	1172 Mesa Dr, Tampa, FL, 33658	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107950	ENR	Gerald V Santos	1975-06-28	UHC-52170-31	7308826264	3172 Bayshore Dr, Scottsdale, AZ, 85211	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428749	CLM	Charles Baker	2003-11-22	UHC-54348-51	—	1343 Main St, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427932	CLM	Jack Taylor	1971-03-07	—	—	3243 Main St Apt 32, Tampa, FL, 33650	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58259	TPA	Cynthia Yang	1951-06-03	—	—	4626 Spring St, Chandler, AZ, 85289	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109252	ENR	Kathryn V Schhmidt	1954-05-09	UHC-13597-67	5907459375	9323 Spring St, Seattle, WA, 98106	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51917	TPA	Barbara Collins	2001-11-01	—	—	7634 Pine Dr, Eden Prairie, MN, 55371	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426007	CLM	Lawrence Aguilar	1951-02-28	UHC-15412-78	2402782629	6601 Ridge Rd, Chandler, AZ, 85225	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59177	TPA	Christine Simmons	1969-07-11	—	8657541704	5236 Cedar Ln, Mesa, AZ, 85281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58121	TPA	Evelyn Rodriguez	1963-06-17	—	9769376282	9796 Union St, Fresno, CA, 93765	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-432302	CLM	Anthony Morrison	1987-09-13	UHC-63513-43	—	2366 Lake View Rd Apt 23, Tucson, AZ, 85724	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-432241	CLM	Priiya Wiliams	1972-03-23	—	3822537248	6515 Willow Ct, Charlotte, NC, 28247	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27817	PRV	Jordan Walker	1988-02-19	UHC-96381-04	2524509237	3465 Union St, Columbus, OH, 43291	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-401248	CLM	Kevin Gray	1944-07-03	UHC-41944-42	—	2932 Church St, Dallas, TX, 75282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106912	ENR	Sophai Rojas	1998-07-08	UHC-02551-98	8635440636	2983 Canyon Rd, Columbus, OH, 43274	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104358	ENR	Ruth B Knight	1952-12-16	UHC-11248-09	8445050268	7420 Oak St, Gilbert, AZ, 85269	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414685	CLM	Alice Gutierrez	2008-02-02	—	9764512274	8084 Baseline Rd # 744, Tampa, FL, 33626	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135098	ENR	Brittany S Patterson	1948-01-06	UHC-73847-70	6738581097	9509 Forest Ave, Seattle, WA, 98162	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407661	CLM	Dylan Guerrero	1944-04-17	UHC-70949-33	—	9202 Spring St, Las Vegas, NV, 89119	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-62744	TPA	Arjun Lopez	1968-03-16	—	3447970889	3719 Baseline Rd, Charlotte, NC, 28286	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428124	CLM	Megan Z Marquez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St, Mesa, AZ, 85238	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429657	CLM	Nancy Watkins	—	—	—	2027 Mesa Dr, Mesa, AZ, 85204	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-133298	ENR	Laura Obrien	2000-08-16	UHC-53924-24	4486001681	3657 Desert Sky Blvd, Los Angeles, CA, 90029	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123619	ENR	Ann R Long	1953-05-23	UHC-06317-61	8017191931	2571 Camelback Rd, Houston, TX, 77034	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21205	PRV	Maria Warren	1940-06-28	—	—	4096 Canyon Rd, Fresno, CA, 93708	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429664	CLM	Shirley Q Rojas	1966-01-02	—	—	4695 Indian School Rd, Fresno, CA, 93760	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-411097	CLM	Roger T Robertson	1977-02-25	—	7985157830	7470 Baseline Rd, Chandler, AZ, 85260	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53487	TPA	Richard Allen	1992-07-27	—	7974152000	3888 Mountain View Dr, Scottsdale, AZ, 85265	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
ENR-125127	ENR	Carl S Hall	1916-07-07	UHC-05485-85	4027821671	6450 Elm St, Minneapolis, MN	0.62	Name re-cased Phone reformatted SSN last four extracted ZIP missing+3 more
ENR-110642	ENR	Marcus Y Scott	2003-02-20	UHC-58921-89	5475676342	2530 Harbor Blvd, Mesa, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409947	CLM	Mason McDonald	2003-08-20	UHC-59502-09	—	2210 Cedar Ln, Atlanta, GA, 30379	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-426077	CLM	Lauren Peters	1984-07-16	UHC-23575-28	—	1420 Oak St, Glendale, AZ, 85392	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57740	TPA	Hannah V Bradley	1967-01-01	—	6474676152	7774 Oak St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140841	ENR	Kathryn Garza	1951-12-02	UHC-35299-16	7002835404	3592 Park Pl, Chandler, AZ, 85209	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-113420	ENR	Arthur F Alvarez	1957-11-13	UHC-12801-77	2328209924	8552 Grand Ave, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418287	CLM	Natalie Stewart	1967-01-15	—	8013968414	4853 Jefferson Ave Apt 4, Mesa, AZ, 85231	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-137640	ENR	Lucia M Ris	1939-04-02	UHC-92720-51	5095694502	5436 Camelback Rd, Denver, CO, 80248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418767	CLM	Sean Reynolds	1989-10-25	UHC-33152-78	5782881671	7232 Broadway, Charlotte, NC, 28298	0.62	Name re-cased Phone reformatted Address re-cased State name converted to code+3 more
CLM-414293	CLM	Camila I Ortiz	2008-06-21	—	3833706828	8674 Cedar Ln, Houston, TX, 77047	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-122820	ENR	Michael R Flores	2000-05-13	UHC-18243-61	—	7265 Maple Ave, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126572	ENR	Aisha K Johnston	1974-07-24	UHC-09878-17	3627002411	9013 Highland Ave, Columbus, OH, 43281	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
TPA-62250	TPA	Daniel Thompson	1954-07-13	—	—	3387 Baseline Rd, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428484	CLM	Carol C King	1986-01-28	—	2513178594	854 Lake View Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429274	CLM	Howard Joyce	1969-01-06	—	7123839741	9252 Lake View Rd, Houston, TX, 77044	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414863	CLM	Gloria D Ramirez	2008-09-21	—	6735669244	6554 Highland Ave, Seattle, WA, 98133	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431310	CLM	Dana L Ramos	1986-05-16	UHC-53674-02	4282570259	3376 Sunset Blvd, Los Angeles, CA, 90058	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404549	CLM	Teresa Washington	1954-06-04	—	2638790736	7191 Church St, San Antonio, TX, 78279	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111600	ENR	Linda L Moore	1961-12-17	UHC-65655-62	8206938727	1540 Market St, San Antonio, TX	0.62	Name re-cased Phone reformatted ZIP missing Email lower-cased+3 more

39,996 rows, page 153 of 800Previous Next