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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421374	CLM	Frances R Grant	1979-03-19	—	—	7335 Broadway, Los Angeles, CA, 90033	0.68	Name split from “Last, First”Middle initial moved out of first name State code upper-cased Placeholder values cleared
PRV-23598	PRV	Ruth Z Contreras	1978-05-04	UHC-90999-03	—	—	0.68	Middle initial moved out of first name Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-115447	ENR	Jeffrey N Wagner	1981-04-19	UHC-02624-89	7676570707	8796 River Rd, Nashville, TN, 37299	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed
ENR-110347	ENR	Justin R Campbell	1938-08-08	UHC-25971-15	8262074474	525 Sage Ct Apt 40, Jacksonville, FL, 32208	0.68	Middle initial moved out of first name Name re-cased Unit split from street Email lower-cased
CLM-428573	CLM	Gabriel R Barnes	1990-12-06	UHC-60346-86	—	3179 Sage Ct, San Diego, CA, 92114	0.68	Middle initial moved out of first name Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-57045	TPA	Joan Q Padilla	1968-09-01	—	—	—	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
PRV-21215	PRV	Randy Q Snyder	1989-06-16	—	4318186468	398 Broadway, San Antonio, TX, 78213	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Placeholder values cleared
CLM-421024	CLM	Justin G Griffin	1966-09-20	—	—	—	0.68	Middle initial moved out of first name Date of birth reformatted Gender normalised Placeholder values cleared
ENR-139920	ENR	Alexander E Johnston	—	UHC-11573-97	5566083016	4124 Sunset Blvd, Eden Prairie, MN, 55367	0.68	Middle initial moved out of first name Date of birth missing Phone reformatted Email lower-cased
ENR-115039	ENR	Betty B Garcia	2001-01-14	UHC-13172-55	—	5278 Union St, Tampa, FL, 33655	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
CLM-420384	CLM	Ronald P Espinoza	1971-03-13	—	—	5055 Highland Ave Apt 21, Nashville, TN, 37281	0.68	Middle initial moved out of first name Name re-cased Unit split from street Placeholder values cleared
CLM-414383	CLM	Kayla N Kelley	1951-11-09	UHC-25348-74	—	1189 Meadow Ln, Phoenix, AZ, 85049	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
ENR-138899	ENR	Diane P Snyder	1952-05-14	UHC-24704-03	—	2666 Spring St, Austin, TX, 78738	0.68	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased
ENR-138900	ENR	Diane P Snyder	1952-05-14	UHC-24704-03	—	2666 Spring St, Austin, TX, 78738	0.68	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased
ENR-102729	ENR	Kevin G Nelson	—	UHC-08394-23	8234131024	7386 Market St, Dallas, TX, 75269	0.68	Middle initial moved out of first name Date of birth unreadable City re-cased Plan code upper-cased
ENR-101636	ENR	Diego Z Woods	1988-10-12	UHC-49602-83	5888909008	4266 Ridge Rd, Houston, TX, 77004	0.68	Middle initial moved out of first name Phone reformatted City re-cased State name converted to code
ENR-134742	ENR	Jasse W Freeman	2001-09-26	UHC-54492-80	3432921075	3400 Grand Ave, Tucson, AZ, 85753	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
CLM-411112	CLM	Albert T Burton	1982-06-17	UHC-66153-74	5863607460	9508 Mesa Dr, Denver, CO, 80277	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
ENR-134651	ENR	Arjun R Le	1990-10-15	UHC-80955-18	5723421302	7332 Bayshore Dr, Orlando, FL, 32837	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-101314	ENR	Angela R Wood	1961-01-17	UHC-29334-95	9334375863	602 Central Ave, Dallas, TX, 75297	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed
ENR-129089	ENR	Heather L Morris	1949-06-10	UHC-15441-17	4399367405	1309 Willow Ct, Austin, TX	0.68	Middle initial moved out of first name Phone reformatted ZIP missing Plan code upper-cased
ENR-139726	ENR	Anna K Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.68	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised
ENR-110677	ENR	Andrew X Cole	1941-01-06	UHC-77075-53	3297161087	1438 Union St, Los Angeles, CA, 90037	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
CLM-412080	CLM	Gregory T Moreno	1991-02-06	—	—	2887 Apache Blvd, Fresno, CA, 93727	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
ENR-105232	ENR	Albert J Sanders	1943-07-28	UHC-97542-95	9309676412	313 Canyon Rd, Las Vegas, NV, 89106	0.68	Middle initial moved out of first name Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-63226	TPA	Ashley D Parker	1968-02-15	—	—	277 Park Pl, Tempe, AZ	0.68	Middle initial moved out of first name Name re-cased ZIP missing Placeholder values cleared
ENR-133139	ENR	Denny Z Morgan	1952-05-17	UHC-00375-23	—	1239 Hillcrest Rd, Denver, CO, 80252	0.68	Middle initial moved out of first name Date of birth reformatted Phone missing area code City re-cased
ENR-125002	ENR	Ashley F Hunt	1993-02-17	UHC-17135-04	7175151481	9010 Grand Ave # 407, Miami, FL, 33154	0.68	Middle initial moved out of first name Date of birth reformatted Unit split from street Whitespace trimmed
CLM-407686	CLM	Timothy N Dunn	2001-10-15	UHC-00270-77	—	5933 Mountain View Dr, Sacramento, CA, 95855	0.68	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Placeholder values cleared
CLM-424719	CLM	Paul M Gordon	1954-05-19	—	6838472125	9470 Camelback Rd, Miami, FL, 33165	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
ENR-100988	ENR	Adam R Simspon	2005-10-07	UHC-19865-62	8162752293	5333 Harbor Blvd, Phoenix, AZ, 85000	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Plan code upper-cased
ENR-100987	ENR	Adam R Simspon	2005-10-07	UHC-19865-62	8162752293	5333 Harbor Blvd, Phoenix, AZ, 85000	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Plan code upper-cased
ENR-136363	ENR	Alxeander Q Smith	1958-09-25	UHC-06478-92	—	1669 Park Pl, Los Angeles, CA	0.68	Middle initial moved out of first name Name re-cased ZIP missing Placeholder values cleared
ENR-142883	ENR	Jacob P Wagner	1939-11-01	UHC-00451-03	3115156824	3494 Pine Dr, Minneapolis, MN, 55406	0.68	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased
ENR-100562	ENR	Stephen M Vasquez	1957-08-23	UHC-70906-85	6998107538	7979 Canyon Rd, Houston, TX, 77029	0.70	Middle initial moved out of first name Email lower-cased Gender normalised
CLM-418247	CLM	Juan S Estrada	1965-08-13	—	—	—	0.70	Name split from “Last, First”Middle initial moved out of first name Placeholder values cleared
CLM-401643	CLM	Donna G Perez	2005-06-03	UHC-15786-23	—	—	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
CLM-401644	CLM	Donna G Perez	2005-06-03	UHC-15786-23	—	—	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
ENR-107322	ENR	Judy I Guerrero	2000-09-26	UHC-86814-03	—	7102 Oak St, Tucson, AZ, 85749	0.70	Name split from “Last, First”Middle initial moved out of first name Placeholder values cleared
CLM-412679	CLM	Mark X Delgado	1948-10-08	UHC-23763-86	—	2337 Mesa Dr, Tempe, AZ, 85209	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
ENR-124456	ENR	Roy B Rios	1972-02-26	UHC-25856-56	7133187215	7323 Indian School Rd # 701, Nashville, TN, 37278	0.70	Middle initial moved out of first name Phone reformatted Unit split from street
ENR-104712	ENR	Amy Q Carlson	1948-11-09	UHC-63262-92	—	4691 River Rd, Fresno, CA, 93780	0.70	Middle initial moved out of first name Name re-cased Phone missing area code
ENR-125992	ENR	Mary L Park	2008-03-21	UHC-76025-30	8557223871	2838 Mesa Dr Apt 39, Plano, TX, 75055	0.70	Middle initial moved out of first name Unit split from street Whitespace trimmed
CLM-428035	CLM	Lawrence L Johnston	1981-05-16	UHC-28017-01	—	—	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
ENR-128922	ENR	Keith P Hudson	—	UHC-69245-17	7224729488	9739 Central Ave, Tucson, AZ, 85706	0.70	Middle initial moved out of first name Date of birth missing Placeholder values cleared
ENR-128681	ENR	Robert H Santiago	1989-03-07	UHC-91718-93	9574342591	2420 Pine Dr, Orlando, FL, 32898	0.70	Middle initial moved out of first name Street suffix standardised Address re-cased
PRV-27511	PRV	Nathan R Clark	1941-01-15	UHC-81651-12	2929846918	—	0.70	Middle initial moved out of first name Gender normalised Placeholder values cleared
ENR-132901	ENR	Timothy W Clark	1948-06-25	UHC-54796-17	7048975860	1128 Broadway, Phoenix, AZ	0.70	Middle initial moved out of first name Phone reformatted ZIP missing
ENR-131883	ENR	Mariana V Stewart	1984-05-09	UHC-55215-31	6614925969	4958 Indian School Rd, Houston, TX, 77056	0.70	Middle initial moved out of first name Name re-cased ZIP+4 trimmed
PRV-23071	PRV	Lucia S Mendoza	1978-09-11	—	7059742980	—	0.70	Name split from “Last, First”Middle initial moved out of first name Placeholder values cleared

1,125 rows, page 18 of 23Previous Next