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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417351	CLM	Samuel West	1959-04-07	UHC-29799-48	4113394871	6720 Willow Ct, Austin, TX, 78770	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412271	CLM	Jerry Jensen	1955-08-28	UHC-63050-35	2679586582	4916 Sunset Blvd, Nashville, TN, 37255	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114465	ENR	Daniel Spencer	1988-07-25	UHC-34290-39	5803814153	738 Grand Ave, Tucson, AZ	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-113152	ENR	Tler Sullivan	1992-07-06	UHC-70041-90	9603215648	1500 Meadow Ln, Miami, FL, 33115	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414793	CLM	Scott Ward	1943-10-21	UHC-40403-01	9702470172	468 Pine Dr # 226, Jacksonville, FL, 32251	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-56423	TPA	Virrginia Hart	1982-10-13	—	5067498822	4504 Church St # 736, Miami, FL, 33139	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-403710	CLM	Ketih Vazquez	1965-05-23	UHC-01356-46	2096682567	6164 Grand Ave, Scottsdale, AZ, 85299	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406777	CLM	Bradley B Russell	2000-07-16	UHC-45171-11	2749922193	5244 Valley View Dr, Minneapolis, MN, 55446	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-415569	CLM	Timothy Brown	1962-05-07	UHC-81996-24	—	2918 Highland Ave # 420, Charlotte, NC, 28209	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
PRV-21762	PRV	Gerald W Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct, Gilbert, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-414252	CLM	Lisa Hughes	2005-08-28	UHC-77813-26	—	3596 Main St, Las Vegas, NV, 89178	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-416760	CLM	Jeffrey Jones	1994-10-09	UHC-52048-16	9746767639	6076 Market St, Columbus, OH	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-429792	CLM	Jeremy Moore	1995-09-27	—	9455731222	7041 Willow Ct Apt 13, Mesa, AZ, 85262	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60086	TPA	Bradley Bryant	1990-12-16	—	2034211154	3422 Lake View Rd, Atlanta, GA, 30370	0.50	Date of birth reformatted 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
CLM-420411	CLM	Espinoza Jason	1959-09-06	UHC-11220-61	—	7502 Central Ave, Miami, FL, 33109	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-431076	CLM	Robert Mason	1978-01-24	—	—	4934 Mountain View Dr Apt 25, Orlando, FL, 32839	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61688	TPA	Evelyn Palmer	1997-04-03	—	6092390924	8011 Church St Apt 11, Tucson, AZ, 85758	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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
CLM-404870	CLM	Kyle Cruz	1970-07-28	UHC-67404-33	7427326030	4360 Broadway # 696, Glendale, AZ	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
TPA-51215	TPA	Eugene Espinoza	1945-12-11	—	7592923712	4711 Mountain View Dr, Houston, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404230	CLM	Diana Reid	2000-01-25	—	—	548 Central Ave, Houston, TX, 77006	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430569	CLM	Kelly Miller	1970-07-10	UHC-14354-74	5884851834	4486 Palm Dr, Gilbert, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53110	TPA	Emma Tucker	1955-10-18	—	3596116766	4116 Market St, Mesa, AZ, 85245	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103405	ENR	Aaron Munoz	1943-12-09	UHC-15982-66	7337486742	4673 Palm Dr # 119, Glendale, AZ	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-124505	ENR	John T Ramos	1994-07-07	UHC-05969-13	2086278814	3869 Baseline Rd, Fresno, CA, 93712	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
CLM-404397	CLM	Samantha Castillo	1972-09-18	UHC-23757-47	4294026965	398 Meadow Ln Apt 27, Atlanta, GA, 30302	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-125951	ENR	Marilyn James	1969-10-05	UHC-34608-53	4304165070	4451 Forest Ave Apt 23, Scottsdale, AZ, 85265	0.50	Two-digit birth year Phone reformatted Unit split from street 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
TPA-58845	TPA	Jacqueline Evns	1967-02-19	—	—	9777 Elm St, Tucson, AZ, 85706	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421710	CLM	Sophia Ray	—	—	7377922231	707 Valley View Dr, Austin, TX, 78737	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429485	CLM	Steve King	1969-01-20	—	2199779871	5493 Meadow Ln, Los Angeles, CA, 90019	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21107	PRV	Mark Crawford	1942-07-15	UHC-80518-14	3363944959	9452 Mesa Dr, Eden Prairie, MN, 55398	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+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-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
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-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
TPA-51262	TPA	Anna Freeman	2005-05-18	UHC-84558-26	—	9520 Apache Blvd, Nashville, TN	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-410059	CLM	Meyer Yuki	1950-06-01	UHC-39552-52	—	7772 Harbor Blvd, Seattle, WA, 98122	0.50	Name split from “Last, First”Date of birth reformatted 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
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
ENR-127161	ENR	Megan B Clark	1990-01-05	UHC-96665-83	—	3323 Grand Ave, Eden Prairie, MN	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+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
TPA-58979	TPA	Dominguez Helen	2000-05-20	—	—	320 Pine Dr, Eden Prairie, MN, 55369	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-404577	CLM	Scott D Richardson	1980-05-06	—	9834541600	9172 Canyon Rd, Chandler, AZ, 85243	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-413974	CLM	Margaret Gardner	1978-11-20	UHC-83781-04	—	9118 Cedar Ln, Orlando, FL, 32864	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55936	TPA	Larry H Freeman	1973-10-19	—	—	8114 Sage Ct, Tampa, FL, 33688	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more

9,084 rows, page 31 of 182Previous Next