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

Third-party administrator, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57922	TPA	Johnny Hicks	1965-03-05	—	—	5013 Sage Ct, Miami, FL, 33176	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52608	TPA	Victoria Webb	1951-07-08	UHC-59648-01	5186870944	1681 Desert Sky Blvd, Miami, FL, 33123	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56808	TPA	Katherine Hawkins	2002-12-12	—	—	7014 Valley View Dr, Austin, TX, 78788	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57121	TPA	Green Charlotte	1946-08-06	—	9502210414	4490 Valley View Dr, Minneapolis, MN, 55449	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54778	TPA	Charles Dunn	1993-10-24	UHC-26801-85	9608153372	4956 Meadow Ln, Columbus, OH, 43288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63658	TPA	Omar Miller	1974-07-20	—	5634126256	6937 Main St, Phoenix, AZ, 85002	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58431	TPA	Joyce Reid	1965-10-13	UHC-05392-10	3467266979	3296 Sunset Blvd, Scottsdale, AZ, 85241	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
TPA-50009	TPA	Martha V Stone	1952-05-13	UHC-83497-59	—	776 Oak St, Eden Prairie, MN, 55332	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54443	TPA	Isabella Le	1954-04-14	—	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59797	TPA	Valentina Ramos	2004-07-21	—	3122696515	8972 Oak St, Fresno, CA, 93750	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-64028	TPA	Christine Cooper	1963-04-27	—	8366767236	4649 Camelback Rd, Tampa, FL, 33646	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58355	TPA	Adam W Ortega	1967-06-08	—	—	8102 Mountain View Dr, Orlando, FL, 32855	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50434	TPA	Heather Lopez	1941-12-08	—	5406316183	2352 Ridge Rd, Seattle, WA, 98122	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60237	TPA	Brittany Sandoval	1970-02-25	UHC-22787-33	—	9784 Jefferson Ave, Charlotte, NC, 28253	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58427	TPA	Joan Taylor	1970-01-11	—	8259749480	320 Apache Blvd, Scottsdale, AZ, 85294	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61870	TPA	Katherine Silva	1966-01-18	—	3847463014	3394 Palm Dr, Tucson, AZ, 85792	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55901	TPA	Elizabeth S Tucker	1945-01-16	—	6926399135	5669 Meadow Ln, Minneapolis, MN, 55496	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52504	TPA	Helen V Lynch	1940-04-19	—	7927927574	465 Highland Ave, Fresno, CA, 93721	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59917	TPA	Gabriel Cox	1994-08-17	—	—	3550 Willow Ct, Scottsdale, AZ, 85217	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51456	TPA	John Palmer	1951-07-24	—	9197898404	2782 Park Pl, Orlando, FL, 32882	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64038	TPA	Ryan Butler	2000-07-04	UHC-03130-93	3875605862	8043 River Rd, Tucson, AZ, 85765	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-50376	TPA	Bobby Ryan	1985-01-27	—	5149677339	8076 Pine Dr, Tucson, AZ, 85753	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53081	TPA	Judith Hamilton	1971-03-26	—	8609681024	3677 Washington St, Tempe, AZ, 85281	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62217	TPA	Roy Burns	1996-01-06	—	—	1170 Church St, Denver, CO, 80296	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61501	TPA	Kayla Cole	2008-02-27	—	—	2740 Highland Ave, Nashville, TN, 37276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61267	TPA	Charlotte Nichols	1970-05-19	—	8148244059	3495 Market St, Columbus, OH, 43209	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62426	TPA	Sophia Rojas	1999-11-18	—	3467249967	4947 Mesa Dr, Nashville, TN, 37299	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62111	TPA	Karen Foler	1990-05-23	—	—	1888 Forest Ave, Tampa, FL, 33646	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55891	TPA	Nicholas Gibson	2005-05-25	UHC-22877-52	—	8407 Ocean Ave, Austin, TX, 78718	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50840	TPA	Carl Young	1960-02-05	—	8897555220	6285 Valley View Dr, San Diego, CA, 92115	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61939	TPA	Kyle Cook	1963-06-20	—	9472163495	8422 Hillcrest Rd, Tampa, FL, 33671	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51356	TPA	Amanda Fox	1992-11-01	—	8467912571	324 Highland Ave, Eden Prairie, MN, 55332	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60813	TPA	Kenneth Reynolds	1947-05-04	—	—	1528 Jefferson Ave, Gilbert, AZ, 85211	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-64259	TPA	Atrhur Guerrero	1959-07-27	—	—	1737 Highland Ave, Austin, TX, 78749	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56719	TPA	Teresa Alvarado	1974-07-25	—	3156699436	5002 Union St, Eden Prairie, MN, 55339	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56316	TPA	Cheryl Jacobs	1974-07-10	—	8352538081	8057 Harbor Blvd, Minneapolis, MN, 55439	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60471	TPA	Evelyn Hansen	1971-05-08	—	—	3438 Lake View Rd, Las Vegas, NV, 89115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60074	TPA	Tony Hunter	2003-02-28	—	4328052034	7734 Desert Sky Blvd, Atlanta, GA, 30338	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61558	TPA	Jessica Pierce	1960-03-20	—	—	1226 Jefferson Ave, Los Angeles, CA, 90020	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51530	TPA	Gary Richardson	1954-08-03	—	—	5154 Mountain View Dr, Eden Prairie, MN, 55336	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53266	TPA	Lawrence Li	1995-04-25	—	7785338097	2804 Cedar Ln, Phoenix, AZ, 85024	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62029	TPA	Carlos Lane	2005-05-06	—	—	8291 Desert Sky Blvd, Nashville, TN, 37244	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50897	TPA	Daniel Lawrence	1978-07-10	UHC-97508-22	8726698499	8162 Spring St, Plano, TX, 75004	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53530	TPA	Carolyn W Kelley	1991-02-21	—	8787864914	3821 Market St, Tucson, AZ, 85715	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51174	TPA	Chris Fox	1950-04-28	—	—	3691 Hillcrest Rd, Atlanta, GA, 30320	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58528	TPA	Theresa Carroll	2008-02-25	—	6303269239	7403 Baseline Rd, Scottsdale, AZ, 85273	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50225	TPA	Joseph Jordan	1959-10-27	—	2418246598	8423 Palm Dr, Las Vegas, NV, 89143	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52484	TPA	Mason Morales	1942-02-27	—	—	9675 Indian School Rd, Tempe, AZ, 85270	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58592	TPA	Gerald Gerrero	1960-07-06	—	8975114249	9677 Sunset Blvd, Las Vegas, NV, 89135	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
TPA-54919	TPA	Roy Olsson	1956-12-13	—	—	6965 Indian School Rd, Houston, TX, 77029	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

7,767 rows, page 106 of 156Previous Next