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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29412	PRV	Diane Chavez	1971-09-18	—	3069769457	7566 Mountain View Dr, Jacksonville, FL, 32255	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25684	PRV	Scott Tran	1976-08-06	UHC-47745-73	8696995329	1201 Palm Dr, Houston, TX, 77031	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
PRV-20715	PRV	Ethan Hughes	1959-03-09	—	4583701146	3985 Palm Dr, Tucson, AZ, 85755	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28953	PRV	Mateo K Patel	1961-03-05	UHC-36080-99	5076092351	8109 Canyon Rd, San Antonio, TX, 78253	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-25200	PRV	Henry Jacobs	1983-09-26	—	3334796139	9810 Palm Dr, Houston, TX, 77083	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25861	PRV	Judy Schmidt	2002-02-05	—	6373923645	4339 Park Pl, Tempe, AZ, 85233	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-26343	PRV	Joe G Stewart	1953-02-11	UHC-21317-80	5262346068	286 Sage Ct, Los Angeles, CA, 90063	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-27678	PRV	Wei Arnold	1976-05-23	UHC-93430-91	5936496455	9213 Pine Dr, Glendale, AZ, 85331	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28393	PRV	Harold Sandoval	2006-12-28	UHC-13759-35	8739872211	3094 Mountain View Dr, Jacksonville, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-27528	PRV	Marilyn Rice	1941-09-13	UHC-69910-24	4712389955	1406 Ocean Ave, Nashville, TN, 37235	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-26785	PRV	Ruth Jackson	2003-08-16	—	7248121502	8808 Camelback Rd, Las Vegas, NV	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-28526	PRV	Arjun Hudson	1999-04-14	UHC-69955-67	3663862344	4237 Sunset Blvd, Gilbert, AZ, 85297	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-22005	PRV	Larry S Gibson	—	UHC-74898-55	9375549069	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
PRV-29414	PRV	Stephanie E Alvarado	2006-12-17	—	4554158798	985 Ridge Rd, San Antonio, TX, 78240	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25326	PRV	Wayne Silva	2005-02-18	—	2374504670	3386 Union St, Orlando, FL, 32817	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22343	PRV	Debra Z Price	1948-07-26	—	4333085023	7061 Willow Ct, Houston, TX, 77082	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28087	PRV	Bruce Vaqzuez	—	UHC-72856-87	8319669136	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
PRV-22087	PRV	Emma Tucker	1955-10-18	UHC-67045-13	—	4116 Market St, Mesa, AZ, 85245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21023	PRV	Jacob Brown	1984-09-17	UHC-55032-13	—	2479 Camelback Rd, Dallas, TX, 75297	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28635	PRV	Kyle Richardson	1976-01-01	—	9023234080	4860 Willow Ct, Scottsdale, AZ, 85278	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-24555	PRV	Samuel Castro	1975-05-08	—	—	5853 Market St, Fresno, CA, 93729	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24509	PRV	Fatima Myers	1948-02-05	—	9485978728	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-24170	PRV	Aam Chapman	1985-07-19	UHC-28802-93	5739619826	8709 Sage Ct, Eden Prairie, MN, 55360	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24503	PRV	Hiroshi Baker	1982-11-19	UHC-72853-63	—	4990 Harbor Blvd, Orlando, FL, 32847	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-27015	PRV	Carlos Jensen	1988-06-19	UHC-53640-66	—	5801 Canyon Rd, Tucson, AZ, 85700	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25019	PRV	Diane Rogers	2004-10-08	UHC-26032-76	9448180415	7771 Maple Ave, Gilbert, AZ, 85215	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-20028	PRV	Morales Debra	1999-05-17	—	4627541837	6145 Elm St, Las Vegas, NV, 89152	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22185	PRV	Ahmed K Fox	1977-08-23	UHC-86795-06	4315376219	7853 Harbor Blvd, Las Vegas, NV, 89187	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-26578	PRV	Henry Burton	—	—	6458435996	—	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Email lower-cased+1 more
PRV-28411	PRV	Carlos Henry	1980-07-13	—	7703973382	1706 Jefferson Ave, Minneapolis, MN	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-26176	PRV	Brittany H Parker	1966-10-13	UHC-15235-59	5033064629	7950 River Rd, Scottsdale, AZ, 85213	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21065	PRV	Mei O Matthews	—	UHC-74503-34	—	—	0.78	Name re-cased Date of birth unreadable Plan code upper-cased Whitespace trimmed+1 more
PRV-25908	PRV	Jacob Brooks	1980-04-10	UHC-39223-34	8776605057	6477 Broadway, Tempe, AZ, 85240	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25213	PRV	Mark Ford	1956-12-04	—	8387637311	2379 Lake View Rd Apt 9, Eden Prairie, MN, 55352	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-23870	PRV	Ryan H Schultz	1982-05-15	UHC-89183-96	5647067001	7856 Elm St, Glendale, AZ, 85345	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-20999	PRV	Marc A Nichols	2004-08-26	UHC-44150-48	7788749468	7644 Ridge Rd, Minneapolis, MN	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-29465	PRV	Lucia Jimenez	1971-07-28	—	6463949096	4373 Union St, San Diego, CA, 92136	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26991	PRV	Isabella Silva	1973-11-18	UHC-93649-89	8843186465	9728 Harbor Blvd, Austin, TX, 78792	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24737	PRV	Joan Lee	1994-08-13	UHC-59669-36	—	4173 Apache Blvd, Jacksonville, FL, 32226	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-29489	PRV	Eveln H Wright	1986-04-13	—	—	7919 Harbor Blvd, Jacksonville, FL, 32236	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28746	PRV	Catherine Lasron	1971-12-20	—	6422852095	2721 Sunset Blvd, San Diego, CA, 92109	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23630	PRV	Roy X Sanders	1941-06-11	UHC-81923-33	—	4426 Harbor Blvd, Fresno, CA, 93720	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
PRV-24644	PRV	Joe Jensen	1986-02-13	UHC-10382-91	2734920821	3667 Camelback Rd, Phoenix, AZ, 85057	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24094	PRV	Natalie Collins	1957-07-26	—	4856365413	8209 River Rd Apt 13, Las Vegas, NV, 89157	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
PRV-24496	PRV	Judy Ortega	1997-11-23	—	2342283457	2089 Camelback Rd, San Diego, CA, 92136	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-28740	PRV	Luis Y Stevens	2002-07-18	—	3082697885	7599 Grand Ave, Sacramento, CA, 95850	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29497	PRV	Linda Walsh	1947-06-04	UHC-51831-20	—	3155 Valley View Dr, Tucson, AZ, 85767	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23777	PRV	Judy Stevens	1962-08-11	UHC-82487-20	4019688917	3652 Palm Dr, Los Angeles, CA, 90041	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28911	PRV	Frank Z Bailey	1963-12-16	UHC-35199-95	3979114661	4978 Pine Dr, Dallas, TX, 75292	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-27847	PRV	Jeffrey Gordon	1944-07-06	—	—	7623 Spring St, Sacramento, CA, 95836	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

3,816 rows, page 51 of 77Previous Next