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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52657	TPA	Zachary Romero	—	—	9163739317	—	0.70	Name split from “Last, First”Date of birth missing Placeholder values cleared
TPA-53016	TPA	Susan Edwards	1977-01-25	—	—	1215 Ridge Rd, Orlando, FL, 32867	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
TPA-55831	TPA	Thomas Mendoza	2007-04-23	UHC-73410-84	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-50616	TPA	Yuki Green	1907-08-13	—	—	6180 Jefferson Ave, San Antonio, TX, 78223	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-55274	TPA	Julia Vega	—	—	—	8225 Highland Ave, Scottsdale, AZ, 85229	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
TPA-62055	TPA	Douglas Edwards	1996-09-28	UHC-70622-63	4089910490	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-56035	TPA	Christian Y Burton	1976-03-16	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-58488	TPA	Michelle Jenkins	1979-10-13	UHC-18507-38	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-61615	TPA	Marc X Herrera	1956-12-27	—	—	9213 Cedar Ln, Denver, CO, 80209	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-54456	TPA	Nancy Lynch	1970-02-10	—	—	1365 Spring St, Denver, CO, 80289	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-59963	TPA	Wei Morris	1970-02-14	—	—	9555 Central Ave, Mesa, AZ, 85253	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-62160	TPA	Elizabeth Taylor	1988-03-18	—	—	9091 Forest Ave, Gilbert, AZ, 85237	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
TPA-61092	TPA	Betty Miller	1965-05-22	—	—	4060 Indian School Rd, Tampa, FL, 33671	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-61217	TPA	Carol Watkins	1997-02-06	—	—	7919 Broadway, San Antonio, TX, 78290	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-61216	TPA	Carol Watkins	1997-02-06	—	—	7919 Broadway, San Antonio, TX, 78290	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-57523	TPA	Yuki Rios	1979-11-21	UHC-04431-12	—	2827 Central Ave Apt 10, Orlando, FL, 32883	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
TPA-57842	TPA	Maria Wagner	1983-05-02	—	4059179634	9202 Camelback Rd, Seattle, WA, 98184	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
TPA-55983	TPA	Gregory Price	1944-02-04	UHC-92493-94	—	2317 Church St # 594, Houston, TX, 77050	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
TPA-52871	TPA	Yuki Santiago	1941-04-09	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-52831	TPA	Joan Bryant	1976-01-01	—	3477781633	7618 Meadow Ln, Tucson, AZ, 85726	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-53390	TPA	Jennifer Martinez	1975-04-05	—	—	3815 Highland Ave # 906, Nashville, TN, 37279	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
TPA-63691	TPA	Ann Castro	1997-07-15	—	—	8768 Washington St, Charlotte, NC, 28237	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
TPA-61576	TPA	Abigail Gibson	1947-09-22	—	—	8715 Mesa Dr, Dallas, TX, 75239	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
TPA-57983	TPA	Kayla Perez	1964-12-11	UHC-80886-56	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-62179	TPA	Joshua Gibson	1987-11-05	—	—	4752 Washington St, Tempe, AZ, 85232	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-57421	TPA	Kathleen Howard	1986-01-21	—	—	3370 Oak St, Houston, TX, 77060	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
TPA-55449	TPA	Heather Berry	—	—	—	—	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
TPA-54753	TPA	Eric Lane	1948-11-21	—	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-60520	TPA	John Hamilton	1939-02-07	—	6365820436	3945 Main St, Tucson, AZ, 85749	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
TPA-51167	TPA	Sandra Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-64311	TPA	Christina Cooper	1958-05-08	—	—	6821 Sage Ct, Miami, FL, 33179	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-50475	TPA	Jack Hudson	1946-12-16	—	—	5259 River Rd, Gilbert, AZ, 85265	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-57191	TPA	Sean Estrada	1976-12-02	—	—	6902 Washington St # 282, Atlanta, GA, 30360	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
TPA-56922	TPA	Walter T Davis	1950-11-05	—	—	5197 Cedar Ln, Las Vegas, NV, 89109	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-57399	TPA	Fatima I Bryant	2001-06-19	UHC-81628-53	—	5830 Willow Ct Apt 23, Fresno, CA, 93700	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
TPA-60238	TPA	Aisha U Davis	1941-09-24	UHC-53783-77	—	7376 Broadway, Orlando, FL	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
TPA-56918	TPA	Camila Dunn	2007-12-05	—	4307541468	3918 Palm Dr, Minneapolis, MN, 55448	0.70	Name split from “Last, First”Phone reformatted Gender normalised
TPA-61470	TPA	Dylan G Guerrero	2001-10-15	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-56628	TPA	Amanda Carter	2008-02-14	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-58479	TPA	Kenneth Williamson	2005-08-17	—	—	2871 Lake View Rd, Seattle, WA, 98135	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-58103	TPA	Marcus Soto	1977-03-21	—	—	8050 Main St, Atlanta, GA, 30362	0.72	Name split from “Last, First”ZIP+4 trimmed
TPA-50713	TPA	Charles Marquez	1991-05-09	—	5675652015	357 Willow Ct, Miami, FL, 33145	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-54352	TPA	Teresa Hayes	1958-07-09	UHC-65208-35	2643977486	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-61218	TPA	Carool Watkins	1997-02-06	—	9778309618	7919 Broadway, San Antonio, TX, 78290	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+2 more
TPA-60441	TPA	Linda Barnes	1984-10-21	UHC-93776-99	4523407863	1023 Palm Dr, Chandler, AZ, 85252	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-59523	TPA	Pamela Grant	1949-06-15	UHC-93251-47	—	6343 Maple Ave, Denver, CO, 80235	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
TPA-59731	TPA	Amy L Davis	1987-11-28	—	6658721312	4547 Indian School Rd, Phoenix, AZ, 85062	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
TPA-60546	TPA	Diego Ramos	2004-03-13	—	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-51101	TPA	Janet A Graham	1965-01-05	—	2075643692	7239 Lincoln Way, Phoenix, AZ, 85034	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-55644	TPA	Eric Phillips	1951-12-09	—	6688516313	8796 Ridge Rd, Seattle, WA, 98149	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

1,488 rows, page 22 of 30Previous Next