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

Provider network, 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
PRV-28348	PRV	Brandon E Peters	2000-03-27	—	4913998978	1442 Harbor Blvd, Eden Prairie, MN, 55392	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21597	PRV	Mariana Sanders	1991-09-09	—	8117223521	2727 Willow Ct, Tempe, AZ, 85244	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-24039	PRV	Bruce Banks	1983-06-21	—	3515860335	5040 Harbor Blvd, Atlanta, GA, 30334	0.76	Phone reformatted City re-cased Email lower-cased Gender normalised+2 more
PRV-29038	PRV	Jessica Alvarez	1950-03-27	—	7407250663	976 Sunset Blvd, Gilbert, AZ, 85218	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
PRV-25479	PRV	Justin Schultz	1985-08-09	UHC-07089-67	4286094867	6556 Mountain View Dr, Glendale, AZ, 85309	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20650	PRV	Alexis W Shaw	2006-03-21	UHC-99178-38	2864031843	7789 Union St, Los Angeles, CA, 90090	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24458	PRV	Aaron Evans	1944-06-16	UHC-51560-75	6935365422	2320 Central Ave, Austin, TX, 78753	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26955	PRV	Mei Q Carter	1992-06-24	—	4672594055	635 Highland Ave, Houston, TX, 77055	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28651	PRV	Dylan R Fuller	1938-03-20	UHC-49709-97	6133801722	9644 Indian School Rd, Miami, FL	0.76	Phone reformatted Member ID reformatted State code upper-cased ZIP missing+2 more
PRV-26851	PRV	Rachel Garza	1951-02-09	—	2363283587	4470 Park Pl, Fresno, CA, 93732	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28043	PRV	Lawrence Ellis	1972-12-15	UHC-86802-85	3298366874	2366 Indian School Rd, San Diego, CA, 92152	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23998	PRV	Sarah I Oliver	1996-07-24	UHC-32902-31	2285136446	4779 Union St, Minneapolis, MN, 55405	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23997	PRV	Sarah I Oliver	1996-07-24	UHC-32902-31	2285136446	4779 Union St, Minneapolis, MN, 55405	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28550	PRV	Christine A Rios	1942-05-09	—	4482283647	2798 Jefferson Ave, Nashville, TN, 37216	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23016	PRV	Pat H Sanchez	1955-04-09	UHC-04893-31	2199865988	8588 Church St, Dallas, TX, 75215	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22518	PRV	Larry Spencer	1961-04-01	UHC-08518-76	—	3145 Sunset Blvd, Austin, TX, 78795	0.76	Name re-cased Member ID reformatted Email lower-cased Gender normalised+2 more
PRV-27654	PRV	Aisha V Wilson	1964-02-01	—	6583317945	2473 Bayshore Dr, Nashville, TN, 37229	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25407	PRV	Billy T Ryan	1941-06-01	—	5717744679	9764 Union St, Scottsdale, AZ, 85241	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20723	PRV	Brittany Wright	1946-05-25	UHC-09549-37	—	9086 Hillcrest Rd, Miami, FL, 33101	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
PRV-24277	PRV	Henry Pierce	2006-12-27	UHC-37182-32	2612814971	1170 Camelback Rd, Jacksonville, FL, 32208	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20571	PRV	Justin Cooper	1943-04-08	—	8333266042	8956 Baseline Rd, Fresno, CA, 93724	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22585	PRV	Susan Chavez	1982-09-21	—	3233610184	6323 Camelback Rd, Charlotte, NC, 28229	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20110	PRV	David Padilla	1952-11-13	UHC-51025-47	5289081998	5065 Hillcrest Rd, Tampa, FL, 33633	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23153	PRV	Carol Hughs	1979-02-28	—	3375477490	2280 Bayshore Dr, Seattle, WA, 98128	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26996	PRV	Wei K Powell	1941-11-23	—	7154287219	4263 Cedar Ln, Glendale, AZ, 85343	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22470	PRV	Catherine M Gomez	1998-10-01	—	4822010233	2035 Lake View Rd, Atlanta, GA, 30395	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-20180	PRV	Lisa Fernandez	1994-08-02	—	4397644733	6537 Lake View Rd, Nashville, TN, 37219	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23500	PRV	Hiroshi Hanson	1939-12-11	UHC-76924-24	9484755377	6791 Baseline Rd, Minneapolis, MN, 55425	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21359	PRV	Janet Arnold	1962-08-10	—	3933533885	2671 Palm Dr, Jacksonville, FL, 32296	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28135	PRV	Harold Morales	1967-11-19	—	3496873951	9344 Main St, Glendale, AZ, 85364	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23360	PRV	Alice Reed	1960-03-07	UHC-07621-79	2868782398	8551 Park Pl, Tucson, AZ, 85740	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21470	PRV	Lawrence H Ward	1983-01-07	UHC-20136-99	9838497743	664 Elm St, Tempe, AZ, 85233	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20137	PRV	Wayne S Carpenter	1993-02-01	—	9764727482	6771 Bayshore Dr, Eden Prairie, MN, 55375	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21584	PRV	Philip Lawrence	1991-10-02	—	8023222072	1594 River Rd, Chandler, AZ, 85200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27353	PRV	Frances Weaver	1999-12-23	UHC-64989-59	8169184825	9050 Camelback Rd, Seattle, WA, 98143	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-20162	PRV	Ralph P Weaver	1957-09-18	—	5376103292	4786 Ridge Rd, Charlotte, NC, 28232	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-25335	PRV	Jack X Dunn	1975-08-10	UHC-22549-45	5743947611	4632 Mesa Dr, Los Angeles, CA, 90029	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28572	PRV	Sara Williams	1973-12-22	—	6887004716	5037 Washington St, Seattle, WA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-20836	PRV	Benjamin Y Castillo	2007-09-15	—	8553087264	374 Canyon Rd, Los Angeles, CA, 90012	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27744	PRV	Donald Morales	1965-12-15	UHC-67538-62	8892940574	9049 Ridge Rd, Atlanta, GA, 30395	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27561	PRV	Arjun Jensen	1978-03-02	—	3204151379	7875 River Rd, Las Vegas, NV, 89115	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20127	PRV	Linda Wong	1947-02-11	UHC-59924-42	8165059028	6511 Canyon Rd, Denver, CO, 80243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22741	PRV	Teresa Williamson	1981-01-26	UHC-54512-54	4142162987	2913 Lincoln Way, Dallas, TX, 75257	0.76	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+2 more
PRV-28688	PRV	Barbara Owens	2002-06-24	—	5953490383	4882 Church St, Chandler, AZ, 85256	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26943	PRV	Ethan Phhillips	1996-03-07	—	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-27515	PRV	Grace Armstrong	1959-03-16	—	8696162345	6118 Sage Ct, Scottsdale, AZ, 85288	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25381	PRV	Harold K Mejia	1969-10-17	UHC-63645-91	5163320294	1262 Willow Ct, Nashville, TN, 37270	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-23701	PRV	Santiago A Wong	1969-10-19	—	6855242033	4049 Washington St, Houston, TX, 77081	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28031	PRV	Ana A Cox	1981-07-08	—	9546857596	8684 Main St, Tempe, AZ, 85216	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28019	PRV	Emily Reynolds	1962-04-06	UHC-54398-28	8903392682	5254 Mountain View Dr, Austin, TX, 78712	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

5,467 rows, page 63 of 110Previous Next