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
TPA-60621	TPA	Doris Powell	1975-10-28	—	8973165951	1164 Grand Ave, Las Vegas, NV	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-426189	CLM	Mark Marquez	1953-02-28	UHC-00810-97	7106427661	5772 Sage Ct, San Antonio, TX, 78271	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-133731	ENR	Alan D Mejia	1962-09-22	—	8906365484	8642 Union St, Gilbert, AZ	0.34	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-401133	CLM	Diana Daan	2003-02-25	—	7933379623	9896 Sage Ct # 654, Dallas, TX, 75271	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-425242	CLM	Megan M Butler	—	UHC-88806-59	7994156664	8973 Church St, Atlanta, GA, 30351	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-112522	ENR	Abigail Montgomery	1945-06-27	UHC-74702-59	7394997841	3460 Forest Ave, Minneapolis, MN, 55448	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102473	ENR	Aisha F Weaver	1999-10-25	UHC-45713-40	—	6879 Jefferson Ave, Las Vegas, NV, 89110	0.34	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+5 more
PRV-23965	PRV	Joshua M Yang	2005-08-04	UHC-41387-41	5506881599	463 Palm Dr # 848, Plano, TX, 75040	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-420341	CLM	Hannah Roberts	1971-11-23	UHC-68689-28	—	8378 Bayshore Dr Apt 39, Tempe, AZ, 85209	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-126120	ENR	Mei Y White	1958-08-20	UHC-19755-67	—	3997 Central Ave Apt 39, Eden Prairie, MN, 55329	0.34	Middle initial moved out of first name Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-400155	CLM	Justin Espinoza	1972-09-14	UHC-99989-03	—	2598 Elm St Apt 32, Eden Prairie, MN, 55317	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-60282	TPA	Emma Sullivan	1967-11-11	—	7446131602	6436 Cedar Ln, Las Vegas, NV	0.34	Phone reformatted Street suffix standardised Address re-cased City re-cased+5 more
PRV-26087	PRV	Bradley Foster	1992-10-12	—	3692183356	8231 Grand Ave, Tempe, AZ, 85290	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-424921	CLM	Frances Davis	1990-05-01	—	—	8923 Desert Sky Blvd, Plano, TX, 75019	0.34	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+5 more
PRV-28405	PRV	Valentina Scott	1983-10-26	—	3452260399	6070 Elm St, Gilbert, AZ, 85220	0.34	Phone reformatted Street suffix standardised Address re-cased State name converted to code+5 more
ENR-101398	ENR	Samantha Flores	—	UHC-62256-11	2182269409	519 Lake View Rd, Eden Prairie, MN	0.34	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+5 more
TPA-61812	TPA	Virginia Cox	1964-12-25	—	—	6875 Camelback Rd # 275, Houston, TX	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-21361	PRV	Mary G Holmes	1997-06-25	—	—	3467 Sunset Blvd, Las Vegas, NV	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-115816	ENR	Jordan Montgomery	1968-01-10	UHC-81385-32	3552914224	5343 Spring St # 397, Gilbert, AZ, 85204	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
PRV-25773	PRV	Joose L Schultz	1998-12-25	UHC-22544-02	—	6038 Oak St, Orlando, FL, 32885	0.34	Name re-cased Street suffix standardised Address re-cased City re-cased+5 more
CLM-417999	CLM	Joan Robertson	2002-07-11	—	—	9644 Forest Ave, Houston, TX, 77009	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-127006	ENR	Theresa Y Mendoza	1997-10-15	UHC-04834-10	7454617319	6953 Market St, Charlotte, NC	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-63234	TPA	Jessica Scott	1971-03-12	—	2247301960	2188 Hillcrest Rd, Gilbert, AZ, 85274	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-64253	TPA	David Myers	1999-02-24	UHC-12504-38	5834592995	6706 Maple Ave, Glendale, AZ, 85371	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-431719	CLM	Mari Armstrong	1955-12-24	—	6129422657	9894 Ocean Ave # 688, Jacksonville, FL	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-431720	CLM	Mari Armstrong	1955-12-24	—	6129422657	9894 Ocean Ave # 688, Jacksonville, FL	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-106314	ENR	Roy Q Bennett	1950-11-23	UHC-17845-80	4639217582	4687 Central Ave # 706, Scottsdale, AZ, 85270	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-407199	CLM	Henry Miller	1963-04-22	—	3947673552	5024 Valley View Dr, Los Angeles, CA, 90043	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-60853	TPA	Sofia Banks	1974-10-01	—	2256355737	8990 Sunset Blvd # 855, Gilbert, AZ, 85250	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
PRV-28723	PRV	Kayla Guerrero	1974-04-05	—	3034634451	9734 Desert Sky Blvd, Nashville, TN, 37237	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-417470	CLM	Tyler Henry	1986-08-10	UHC-53217-87	—	3742 Palm Dr, Nashville, TN, 37277	0.34	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+5 more
CLM-401669	CLM	Frank Li	1974-10-04	UHC-11541-03	3346189898	365 Highland Ave, Mesa, AZ, 85209	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-109409	ENR	Ralph E Perry	1979-12-08	UHC-71340-83	—	9310 Lake View Rd, Jacksonville, FL	0.34	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+5 more
PRV-25145	PRV	Roger Edwards	2002-01-01	—	8782199861	1085 Forest Ave, Plano, TX	0.34	Phone reformatted Street suffix standardised Address re-cased State name converted to code+5 more
TPA-52104	TPA	Ruth Espinoza	1985-03-03	—	3072056243	3435 Willow Ct, Columbus, OH, 43296	0.34	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-51950	TPA	Willie Boyd	2004-10-16	—	7626248254	9492 Apache Blvd, Fresno, CA, 93787	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-22885	PRV	Christine George	2006-08-21	UHC-97886-80	5859503220	2631 Highland Ave, Austin, TX	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20449	PRV	Sam Hayes	—	UHC-36765-49	3629297240	2104 Ocean Ave, Jacksonville, FL	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-136468	ENR	Sophhia Ryan	1966-08-03	UHC-48990-31	5818771242	8766 Spring St, Seattle, WA	0.34	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-142738	ENR	Charles J Wang	1970-06-14	UHC-77837-25	—	8724 Camelback Rd, Charlotte, NC	0.34	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Street suffix standardised+5 more
CLM-416705	CLM	Logan Wilson	1998-01-09	UHC-97610-18	8814440387	2659 Ocean Ave, Orlando, FL	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-408784	CLM	Elizabeth U Bell	1968-12-27	UHC-65359-87	3476491358	4741 Hillcrest Rd, Dallas, TX, 75249	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-401433	CLM	Sophia Pierce	—	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.34	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
PRV-28513	PRV	Joshua Stevens	1980-10-26	—	7373281853	9610 Washington St # 268, Charlotte, NC, 28216	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
CLM-418138	CLM	Chris Diaz	1975-08-24	UHC-64030-78	9432688743	5277 Mountain View Dr # 572, Los Angeles, CA, 90040	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
CLM-402606	CLM	Albert Myers	1959-03-01	—	7528889110	2650 Mountain View Dr Apt 20, Denver, CO, 80224	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-406783	CLM	Andrew Crawford	1944-10-27	UHC-51292-90	—	5392 Grand Ave # 770, Tempe, AZ	0.34	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
TPA-64212	TPA	Alxis Hicks	1950-12-06	—	—	7538 Market St Apt 10, Seattle, WA	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-129991	ENR	Don D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd Apt 30, Orlando, FL, 32808	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-129990	ENR	Don D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd Apt 30, Orlando, FL, 32808	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more

71,257 rows, page 7 of 1,426Previous Next