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

Claims, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400111	CLM	Priya Griffin	1949-11-04	UHC-95233-69	—	229 Elm St, Atlanta, GA, 30360	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422910	CLM	Bradley Rodriguez	1956-08-20	UHC-54839-19	4422875080	6966 Canyon Rd, Tampa, FL, 33620	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409345	CLM	—Junk	1980-06-04	UHC-22345-18	—	2722 Grand Ave, Scottsdale, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
CLM-421030	CLM	Evelyn Q Matthews	1950-08-19	UHC-50807-12	3699550722	3422 Market St Apt 11, Chandler, AZ, 85260	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-429694	CLM	Deebra Wod	1946-09-21	UHC-63319-04	—	3612 Sunset Blvd, Houston, TX, 77029	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407271	CLM	Graham M Mason	1983-02-26	UHC-31696-70	—	4232 Desert Sky Blvd, Charlotte, NC, 28201	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-409138	CLM	Bruce Adams	1942-10-15	—	—	6011 Main St, Sacramento, CA, 95824	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432788	CLM	Benjamin S Lane	1985-01-05	UHC-09486-02	—	6981 Cedar Ln, Miami, FL, 33114	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400941	CLM	Santiago Elliott	1978-11-02	UHC-15961-44	—	3870 Willow Ct, Mesa, AZ, 85257	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415234	CLM	Betty Walsh	1988-09-04	UHC-06757-59	9128288778	3850 Maple Ave, Sacramento, CA, 95804	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420715	CLM	Dennis N Ray	1961-07-12	UHC-11585-25	—	959 Sunset Blvd, Atlanta, GA	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted ZIP missing+2 more
CLM-414171	CLM	Mateo Wright	1949-05-26	UHC-17285-52	—	4302 Harbor Blvd, Columbus, OH, 43234	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413093	CLM	Cynthia Mejia	—	UHC-80006-11	—	8021 Spring St, Austin, TX, 78792	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-415608	CLM	Larry H Mejia	1944-06-07	—	8282764875	3854 Desert Sky Blvd, Jacksonville, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404004	CLM	Ryan Thompson	1943-03-11	UHC-29740-76	4249913671	2844 Camelback Rd, Glendale, AZ, 85390	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-414145	CLM	Kelly Clark	1954-01-15	—	—	7794 Washington St, Orlando, FL, 32820	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426506	CLM	Jordan Walker	1988-02-19	UHC-96381-04	2524509237	3465 Union St # 959, Columbus, OH, 43291	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-424141	CLM	Donald R Hudson	1976-01-19	UHC-43303-53	—	6764 Baseline Rd # 526, Charlotte, NC, 28284	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405904	CLM	Sophia N Wagner	1982-04-26	—	8895125018	617 Highland Ave, Gilbert, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-412866	CLM	Steven Clark	1959-12-17	—	—	9021 Sage Ct, Denver, CO, 80268	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417092	CLM	Nicole Owens	1975-09-15	—	—	618 Mountain View Dr, San Antonio, TX, 78216	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423842	CLM	Wayne Ward	1981-01-02	UHC-83240-76	6054199098	9586 Baseline Rd, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428506	CLM	Albert Kim	1960-05-01	UHC-94099-84	8179101715	7346 Spring St, Las Vegas, NV, 89151	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-424368	CLM	Billy Burns	1994-09-28	—	—	1909 River Rd, Columbus, OH, 43251	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-408121	CLM	Stephen Peterson	1943-06-12	—	5229834977	6606 Jefferson Ave, San Antonio, TX, 78242	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402072	CLM	—Junk	2002-08-25	—	6695645536	—	0.64	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+2 more
CLM-400588	CLM	Alan L Contreras	1939-06-09	UHC-96866-71	—	7196 Bayshore Dr, Tampa, FL, 33627	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-408127	CLM	Ralph Jacobs	1973-08-05	—	3638756339	164 Ocean Ave, San Diego, CA, 92168	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420269	CLM	Diana D Jordan	1939-05-18	UHC-93994-77	3214722415	9225 Camelback Rd, Atlanta, GA, 30364	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-425687	CLM	Austin B Robertson	1968-10-16	UHC-45622-09	7956957572	7410 Ocean Ave, Jacksonville, FL, 32222	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417133	CLM	Harold Fuller	1967-02-28	—	—	189 Grand Ave, Plano, TX, 75046	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401754	CLM	Paatrick R Espinoza	1996-01-18	—	2278139119	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-410879	CLM	Knight Ryan	1952-11-19	UHC-97617-12	—	—	0.64	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+2 more
CLM-415946	CLM	Jean Wilson	1943-03-02	UHC-50761-37	—	3814 Apache Blvd, Jacksonville, FL, 32275	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418314	CLM	Lawrence Daiz	1998-01-18	UHC-88531-91	5457081027	6361 Lincoln Way, Austin, TX, 78751	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-429567	CLM	Alexis N Armstrong	2004-09-05	—	—	9668 Lincoln Way, Scottsdale, AZ, 85212	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420314	CLM	Kathryn Li	1941-10-12	UHC-88833-99	—	6691 Ocean Ave, Sacramento, CA, 95825	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408921	CLM	Christina Gonzales	1963-11-26	UHC-49127-77	—	3686 Lake View Rd, Scottsdale, AZ, 85219	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-408726	CLM	Sean Watson	1977-07-12	—	—	2932 Mesa Dr, Orlando, FL, 32846	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-405861	CLM	Heather Allen	1952-07-21	UHC-48091-12	—	9064 Grand Ave, Nashville, TN	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-404074	CLM	Austin I Rodriguez	1994-10-26	—	—	9749 Mesa Dr, Mesa, AZ, 85288	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432392	CLM	Alan Estrada	1981-01-01	—	5823011657	3010 Ocean Ave, San Antonio, TX, 78290	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430549	CLM	Rachel Griffin	1997-03-14	UHC-52956-07	—	8748 Hillcrest Rd, Atlanta, GA, 30390	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-424094	CLM	Nicole Gonzalez	1959-04-24	UHC-37073-66	—	1921 Union St, Las Vegas, NV, 89106	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421235	CLM	Virignia Ray	—	UHC-17642-30	9372571397	350 Union St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
CLM-424652	CLM	Debra Mendez	1960-06-24	UHC-40056-84	—	1756 Cedar Ln Apt 15, Glendale, AZ, 85342	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400964	CLM	Betty Pena	1946-08-14	—	—	590 Ridge Rd, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413927	CLM	Sean Tucker	1984-10-08	—	—	4906 Sage Ct, Gilbert, AZ, 85263	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-408427	CLM	Alvarado Michael	1981-06-25	UHC-14405-57	—	3038 Baseline Rd, Houston, TX, 77054	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407693	CLM	Ryan Ramos	1990-12-12	UHC-27963-44	—	1686 Hillcrest Rd, Columbus, OH, 43227	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more

18,771 rows, page 89 of 376Previous Next