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
CLM-402522	CLM	Mary Shaw	1961-12-27	UHC-19721-07	—	958 Palm Dr # 393, Denver, CO, 80290	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50470	TPA	Gloria Stone	1954-03-28	—	—	7547 Broadway, Seattle, WA, 98141	0.50	Address re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-123407	ENR	Fatima S Garza	1972-11-26	UHC-26672-93	7346831773	1370 Lincoln Way Apt 6, Scottsdale, AZ, 85285	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27998	PRV	Kimberly Larson	2003-08-24	—	8117587713	2152 Desert Sky Blvd, Glendale, AZ, 85361	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-413628	CLM	Keith Banks	—	—	4206415138	8804 Camelback Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-60498	TPA	Joyce Soto	1969-09-28	—	—	3811 Church St, Atlanta, GA, 30343	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141052	ENR	Thomas M Luna	1997-10-20	UHC-95083-87	8886275690	4011 Main St # 201, Orlando, FL, 32803	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-122629	ENR	Eugene K Parker	1988-06-25	UHC-32909-27	7575722235	2035 Ocean Ave, Minneapolis, MN	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102596	ENR	Robert T Chen	1981-09-28	UHC-20989-04	9444041252	3700 Willow Ct, Las Vegas, NV, 89139	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421858	CLM	Lauren Garza	1939-08-06	UHC-35044-28	4845604601	7624 Church St, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413025	CLM	Kayla Gardner	1947-02-13	UHC-87728-37	—	9879 Elm St, Jacksonville, FL, 32278	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-117405	ENR	Eddie Alvarez	1948-01-05	—	—	9770 Highland Ave, Fresno, CA, 93745	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-58242	TPA	Carol Siingh	—	—	5752674334	5749 Canyon Rd, Las Vegas, NV, 89107	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-29154	PRV	Edward K Burton	2004-10-20	—	8339089193	1763 Palm Dr, Mesa, AZ, 85244	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28354	PRV	Steven P Black	1977-09-05	—	8258022336	7645 Sage Ct # 969, Scottsdale, AZ, 85251	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-63569	TPA	Brittny Banks	1948-07-03	—	9155051099	493 Camelback Rd, Orlando, FL, 32858	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405935	CLM	Peter Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way Apt 4, Fresno, CA	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-404277	CLM	Virginia H Ross	1944-06-04	UHC-66259-56	4014827608	8604 Maple Ave, Tempe, AZ, 85297	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-413947	CLM	Mason Rios	1950-09-14	—	2208220528	8770 Washington St, Glendale, AZ	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-422107	CLM	Olivia Davis	1995-11-18	—	—	5346 Elm St, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430466	CLM	Joyke Sanders	1972-01-18	—	6839567999	566 Union St # 641, Las Vegas, NV, 89177	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135217	ENR	Sean X Barnes	1988-07-02	UHC-81350-59	9827299022	8435 Mesa Dr, Las Vegas, NV, 89154	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25298	PRV	Benjamin Taylor	2001-12-08	UHC-67866-65	9405908262	6565 Cedar Ln, Las Vegas, NV	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50381	TPA	Sandra Medina	—	—	3678336241	2837 Willow Ct, Las Vegas, NV, 89158	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-25687	PRV	Vincent Gilbert	2005-03-11	—	4174329160	5120 Cedar Ln, San Diego, CA, 92158	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-62934	TPA	Allice Gibson	1952-08-03	—	9569565704	3399 Palm Dr, Los Angeles, CA, 90062	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64274	TPA	Russell Mitchell	1992-05-13	—	—	5643 Washington St, Chandler, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-53328	TPA	Beverly Harris	2002-03-03	—	2919754979	1193 Apache Blvd, Scottsdale, AZ, 85211	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-428959	CLM	Robert Carter	1978-08-07	—	—	1465 Ocean Ave, Eden Prairie, MN, 55337	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-414509	CLM	Samuel Guerrero	2004-08-11	—	3562221119	4432 Willow Ct, Plano, TX, 75040	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141123	ENR	Joe Graham	1972-07-05	UHC-78221-88	8115051406	8873 Harbor Blvd, Tampa, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418453	CLM	Julia Jackson	1987-05-03	UHC-00538-03	—	9856 Maple Ave, San Antonio, TX, 78252	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412200	CLM	Karen Y Jackson	1949-11-02	—	—	1976 Main St, Tempe, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
ENR-117379	ENR	Ryan K Edwards	—	UHC-00951-12	2522258706	7275 Harbor Blvd, Glendale, AZ, 85367	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23359	PRV	Wayne Rice	1999-12-05	—	3802391706	103 Sunset Blvd, Fresno, CA, 93729	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135044	ENR	Jennifer Bishop	1971-11-19	UHC-66354-28	7299319861	8524 Lake View Rd # 125, Charlotte, NC, 28265	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-26445	PRV	Dennis Diaz	2005-06-03	—	9303490223	6178 Ocean Ave, Las Vegas, NV, 89129	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27914	PRV	Elijah Campbell	1959-10-22	—	3409678447	6580 Central Ave, Sacramento, CA, 95886	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58331	TPA	Ethan Perry	2007-06-27	UHC-68803-96	—	124 Park Pl, Eden Prairie, MN, 55357	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-409431	CLM	Ahmed T Le	2003-06-10	UHC-34122-14	—	1420 Washington St # 228, Las Vegas, NV	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418744	CLM	Marilyn Barnes	1997-03-01	UHC-46631-14	9546693317	1252 Mountain View Dr, Chandler, AZ, 85275	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430555	CLM	Billy Reid	1999-03-09	UHC-17079-68	—	2250 Apache Blvd, Eden Prairie, MN, 55376	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430095	CLM	Jean O Nelson	1987-09-12	UHC-20738-64	—	5776 Ridge Rd, Charlotte, NC, 28236	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-113849	ENR	Karen Jones	2002-07-28	UHC-76594-76	7426539630	203 Washington St, Los Angeles, CA, 90029	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-142250	ENR	Carol X Hoffman	1961-10-11	UHC-22754-18	6155433254	2719 Elm St, Mesa, AZ, 85249	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
TPA-55115	TPA	Ahmed Patel	2005-02-09	UHC-86063-13	—	7258 Apache Blvd Apt 7, Austin, TX, 78766	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414674	CLM	Rachel Ray	1956-09-26	—	—	4441 Palm Dr, Fresno, CA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56270	TPA	Weber Danielle	1961-11-12	—	4693634000	9546 Valley View Dr, Scottsdale, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-128695	ENR	Nancy Williamson	1948-03-24	UHC-86218-75	8245117466	8444 Apache Blvd # 354, Fresno, CA, 93781	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-60295	TPA	Hiroshi A Greene	1999-03-25	—	—	2623 Maple Ave, Las Vegas, NV, 89176	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more

71,257 rows, page 95 of 1,426Previous Next