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-142745	ENR	Amanda Bennett	2004-01-08	UHC-35446-77	4827629839	6065 Union St # 946, Columbus, OH, 43251	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-62003	TPA	Ronald Bennett	1988-11-01	—	—	3179 Camelback Rd, Fresno, CA, 93794	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-106784	ENR	Denise L Morgan	1995-12-27	UHC-49964-55	5346232496	5211 Harbor Blvd Apt 36, Houston, TX, 77085	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-421353	CLM	Elijah Clark	1966-03-23	UHC-01209-61	2916998180	3071 Oak St, Chandler, AZ, 85295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421352	CLM	Elijah Clark	1966-03-23	UHC-01209-61	2916998180	3071 Oak St, Chandler, AZ, 85295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138625	ENR	Luis Hicks	1963-12-07	UHC-24118-33	2258984724	7581 Lincoln Way, Tempe, AZ, 85219	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130246	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130247	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127584	ENR	Nicole Snyder	1988-07-06	UHC-47909-54	3302417673	6336 Spring St, San Antonio, TX, 78237	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422442	CLM	Silva Emma	1977-06-11	—	3613258723	7932 Grand Ave, Tucson, AZ, 85788	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-102993	ENR	Jesse C Peters	1982-04-06	UHC-85390-38	5203892262	6712 Ridge Rd, Glendale, AZ, 85361	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-23253	PRV	Samuel Reyes	—	—	8256939401	445 Mesa Dr, Charlotte, NC, 28256	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415490	CLM	Charlotte Obrien	1944-12-04	UHC-09453-36	—	2619 Central Ave, San Diego, CA, 92110	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107361	ENR	William Bradley	1964-03-20	UHC-33492-59	—	9247 Jefferson Ave, Glendale, AZ, 85349	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60464	TPA	Dennis Alvarez	1979-08-21	—	9587739772	3110 Desert Sky Blvd, Plano, TX, 75063	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-127791	ENR	Sarah C Murphy	1964-06-03	UHC-01157-30	5473549016	7273 Palm Dr, Scottsdale, AZ, 85237	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-117697	ENR	Marilyn E Long	1948-06-28	UHC-02319-99	5165112072	4006 Broadway, Eden Prairie, MN, 55374	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
ENR-117698	ENR	Marilyn E Long	1948-06-28	UHC-02319-99	5165112072	4006 Broadway, Eden Prairie, MN, 55374	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
PRV-20112	PRV	Diego Payne	1962-04-18	—	7578067166	9440 Mountain View Dr, Scottsdale, AZ, 85213	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
ENR-102938	ENR	Dan R Brooks	1984-10-20	UHC-42328-90	6146592557	5113 Cedar Ln, Phoenix, AZ, 85009	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-431084	CLM	Goerge Jones	2006-12-09	UHC-24975-70	—	3287 Lincoln Way Apt 28, Atlanta, GA, 30333	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-123354	ENR	Wayne T Garza	1990-11-24	UHC-17167-67	—	7840 Forest Ave # 508, Jacksonville, FL, 32295	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22701	PRV	Justin Fuller	1981-05-06	UHC-95343-24	2023297842	4564 Camelback Rd, Phoenix, AZ, 85029	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-50558	TPA	Fank Y Park	1940-10-09	—	6432702924	9254 Cedar Ln, Sacramento, CA, 95886	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60007	TPA	Santiago Carolyn	—	—	3335090715	3514 Indian School Rd, Atlanta, GA, 30355	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26346	PRV	Bobby Q Barnes	—	—	2505428493	7012 Lake View Rd, Jacksonville, FL	0.50	Name re-cased Date of birth missing Phone reformatted City re-cased+3 more
CLM-404282	CLM	Aisha Fowler	1946-04-20	—	—	1357 Cedar Ln, Nashville, TN, 37204	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-28260	PRV	Kevin D Matthews	1965-08-15	—	—	6609 Mesa Dr, Houston, TX, 77074	0.50	Name re-cased Phone missing area code State name converted to code Email lower-cased+3 more
ENR-125025	ENR	Aisha Stone	—	UHC-36349-47	7474481889	905 Main St, Houston, TX, 77055	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134655	ENR	Dennis N Patterson	1969-03-28	UHC-31263-30	9535198192	3295 Market St, Eden Prairie, MN, 55374	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106083	ENR	Bruce Matthews	1948-10-15	UHC-70940-82	3564878906	9500 Church St, Eden Prairie, MN, 55362	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122977	ENR	Vicky Q Hamilton	1974-09-06	UHC-20657-68	5389913492	1611 Spring St, Las Vegas, NV, 89162	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110572	ENR	Amy B Franklin	1995-06-08	UHC-99324-88	5447875680	2923 Washington St, Mesa, AZ, 85279	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-138986	ENR	Denise Burns	1987-02-12	UHC-01051-87	4796277279	5721 Meadow Ln, Eden Prairie, MN	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130212	ENR	Marilyn D Bryant	1956-07-24	UHC-01965-82	7749332441	9387 Apache Blvd, Tampa, FL, 33674	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56998	TPA	Charlotte Lopez	1954-05-07	—	—	4337 Sage Ct, Houston, TX, 77053	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54536	TPA	Vyncent K Smith	1954-08-27	—	—	2219 Canyon Rd, San Diego, CA, 92184	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100233	ENR	Marcus Schmidt	2006-12-12	UHC-74913-88	6997328017	1781 Apache Blvd, Dallas, TX, 75246	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-101185	ENR	Eric G Hoffman	—	UHC-44737-83	7583780776	4427 Desert Sky Blvd, Plano, TX, 75048	0.50	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100526	ENR	Susan Freeman	1948-01-26	UHC-73337-86	4182535245	8141 Pine Dr, Sacramento, CA, 95810	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124309	ENR	Joshua Warren	1949-05-13	UHC-33579-29	—	497 Baseline Rd, Orlando, FL, 32831	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-422276	CLM	Janet Morgan	1968-04-24	UHC-17766-52	—	2596 Sunset Blvd Apt 39, Chandler, AZ, 85228	0.50	Unit split from street Street suffix standardised Address re-cased Gender normalised+3 more
ENR-122653	ENR	Eugene J Johnson	1959-08-22	UHC-80550-84	8783399091	9294 Park Pl, Tucson, AZ, 85736	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-428847	CLM	Kelly Contreras	2004-02-22	—	—	6369 Maple Ave, Eden Prairie, MN, 55346	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-136318	ENR	Katherine B West	2001-01-25	UHC-33223-95	6707918648	798 Central Ave Apt 4, Dallas, TX, 75213	0.50	Name re-cased Date of birth reformatted Unit split from street State name converted to code+3 more
CLM-402896	CLM	Bradley Q Hayes	1943-07-10	—	2463906813	8430 Forest Ave, Las Vegas, NV, 89118	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-25445	PRV	Janice Weaver	1973-10-17	—	6138030040	1279 Oak St, Denver, CO, 80225	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59755	TPA	Brandon James	1955-10-27	—	3366459875	9899 Central Ave, Chandler, AZ, 85263	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-415567	CLM	Benjamin P Singh	1948-11-04	UHC-04897-53	4392169084	747 Ocean Ave, San Antonio, TX, 78286	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-406568	CLM	Jonathan Weaver	1979-02-25	UHC-19398-18	—	1511 Palm Dr, Tucson, AZ, 85793	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

16,828 rows, page 46 of 337Previous Next