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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426723	CLM	GeorgeJunk	1944-02-26	UHC-26152-27	—	4249 Union St, Scottsdale, AZ, 85213	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140600	ENR	Dyylan R Stephens	1982-08-03	UHC-29218-23	3878070018	8540 Meadow Ln, Plano, TX	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-57982	TPA	Kayla Perez	1964-12-11	—	—	5951 Forest Ave, Plano, TX, 75025	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-101934	ENR	Robert C Alexander	1959-03-08	UHC-08776-21	—	814 Camelback Rd, Orlando, FL, 32866	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26195	PRV	Henry Myeers	1953-05-04	—	2132071418	2969 Cedar Ln, Las Vegas, NV, 89100	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21656	PRV	Anna Carpenter	1952-02-03	UHC-11448-93	—	5759 River Rd, Jacksonville, FL	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107374	ENR	Heather G Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107373	ENR	Heather G Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106474	ENR	Jason Nelson	1990-01-28	UHC-26606-97	8774549967	5012 Desert Sky Blvd # 887, San Diego, CA, 92187	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-50700	TPA	Brandon E Porter	1947-04-22	—	7575976324	7764 Pine Dr, Miami, FL, 33165	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-136413	ENR	Willie Bailey	1973-10-24	UHC-45370-87	6732864536	9548 Union St, San Antonio, TX, 78284	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418393	CLM	Maria Reid	1943-06-02	UHC-95329-63	—	8664 Mountain View Dr, Las Vegas, NV, 89198	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-119719	ENR	George S Hernandez	1955-03-23	UHC-67581-90	2286317709	6868 Ridge Rd # 437, Mesa, AZ, 85297	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429323	CLM	Jordan Robertson	1979-09-13	—	—	1875 Ocean Ave, Tempe, AZ, 85216	0.50	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+3 more
ENR-140994	ENR	Susan Contreras	1963-04-01	UHC-06057-20	—	7437 Sage Ct, Columbus, OH, 43295	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-410765	CLM	Brittany Fowler	1948-04-11	—	7738311115	4303 Lake View Rd Apt 28, San Antonio, TX, 78274	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21950	PRV	Danielle Collins	1983-10-27	—	4824884280	2407 Park Pl, Tampa, FL, 33610	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-122561	ENR	Sophia T Jensen	1955-01-11	—	7598340220	9101 Union St, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412718	CLM	Janice K Patel	1993-06-11	UHC-60883-65	5658649043	2290 Central Ave, Phoenix, AZ	0.50	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
PRV-26572	PRV	Ruth Ford	1973-12-26	—	7219563712	3627 Desert Sky Blvd # 199, Tempe, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430580	CLM	Matthew K Long	1990-05-18	UHC-59379-93	—	5571 Meadow Ln, Glendale, AZ	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-410229	CLM	Russell Hicks	1974-03-05	UHC-25635-11	3292866762	294 Central Ave, Charlotte, NC, 28284	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-415304	CLM	Amy Lawrence	2003-09-23	—	—	2012 Mountain View Dr, Denver, CO, 80247	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408945	CLM	Pat Lawis	1979-06-05	UHC-15634-12	6184234663	4359 Forest Ave, Nashville, TN, 37277	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112846	ENR	Deborah S Berry	1940-01-16	UHC-77773-42	5867850565	2880 Pine Dr, Gilbert, AZ, 85257	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51542	TPA	Ahmed Moore	1988-10-26	—	4727963380	5163 Valley View Dr, Houston, TX, 77025	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418782	CLM	Wei Ramos	1994-12-25	UHC-46923-40	4415881085	5493 Elm St, Gilbert, AZ, 85205	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107738	ENR	Deborah U Carter	1952-02-25	UHC-61116-02	2694821588	9650 Indian School Rd Apt 33, Scottsdale, AZ	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-120885	ENR	Brittany Knight	1941-02-07	UHC-00515-04	6724832008	9018 Maple Ave, Orlando, FL, 32882	0.50	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-107556	ENR	Christopher Kelley	1959-08-12	UHC-48024-33	4533484941	9760 Highland Ave, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22644	PRV	Helen K Freeman	—	UHC-18574-51	—	712 Main St, San Antonio, TX	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-127127	ENR	Theresa Murray	1974-08-13	UHC-57458-89	6309309580	7975 Hillcrest Rd Apt 9, San Diego, CA, 92157	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-419127	CLM	Etan Wood	1959-11-23	—	—	2316 Washington St, Austin, TX, 78753	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414528	CLM	Bryan Anderson	1956-03-03	—	—	2161 Meadow Ln, Orlando, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-138145	ENR	Kenneth E Woods	1963-12-26	UHC-80979-49	—	6704 Sage Ct, Seattle, WA, 98171	0.50	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-113320	ENR	Sara F Padilla	1982-02-02	UHC-35197-28	5183584426	3359 Church St # 715, Tempe, AZ, 85240	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-402062	CLM	Barbara Jacobs	1984-08-03	—	5343695383	2168 Harbor Blvd, Scottsdale, AZ, 85245	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-61641	TPA	Denise Ryan	1968-12-17	—	—	7619 Palm Dr, Denver, CO, 80205	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421270	CLM	Stephen Wang	1979-08-11	UHC-64067-18	—	1084 Washington St, Austin, TX, 78767	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429430	CLM	Dorothy Collins	2002-11-16	—	—	7220 Forest Ave, Mesa, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111888	ENR	Brittany Z Wheeler	1971-09-05	UHC-55556-45	9617043830	1233 Forest Ave, Miami, FL, 33162	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420449	CLM	Aaron Andrews	1995-07-06	UHC-11785-20	—	4074 Central Ave, Charlotte, NC, 28269	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-131686	ENR	Philip Warren	1964-04-26	UHC-00906-32	6237643552	416 Meadow Ln, Nashville, TN, 37260	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113182	ENR	Jean J Williamson	1954-07-12	UHC-15361-56	6508719078	5902 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111224	ENR	Vincent J Stevens	1975-10-05	UHC-60712-59	4723952432	1528 Baseline Rd # 847, Sacramento, CA, 95845	0.50	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+3 more
TPA-50007	TPA	Kathryn Austin	1955-03-27	—	—	4907 Spring St, Denver, CO	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106951	ENR	Sophia Schultz	1979-05-28	UHC-23034-25	2338750924	2062 Jefferson Ave, Phoenix, AZ, 85019	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28862	PRV	—Junk	2006-03-14	—	4928731767	8767 Harbor Blvd, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416819	CLM	Diana Chen	1971-06-13	UHC-87642-81	3998180006	3556 Meadow Ln, Eden Prairie, MN, 55313	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416818	CLM	Diana Chen	1971-06-13	UHC-87642-81	3998180006	3556 Meadow Ln, Eden Prairie, MN, 55313	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

32,400 rows, page 42 of 648Previous Next