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 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
TPA-52816	TPA	Alexis Welch	1950-05-21	—	—	2207 Meadow Ln, Fresno, CA, 93725	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55446	TPA	Jaanice Hanson	1966-12-14	UHC-80875-48	8507143700	5303 Willow Ct, Tempe, AZ, 85271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50503	TPA	Mark C Johnson	1982-02-03	—	5765606988	4650 Market St, Las Vegas, NV, 89145	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-50226	TPA	Sandra Warren	1993-08-01	UHC-88298-78	—	2427 Spring St, Sacramento, CA, 95864	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60606	TPA	Abigail Patterson	1957-05-24	—	—	4835 Palm Dr, Charlotte, NC, 28257	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56378	TPA	Ashley Reed	2002-09-19	—	6046028141	418 Ridge Rd, Charlotte, NC, 28289	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61913	TPA	Jacob E Alvarado	1953-02-16	UHC-96879-20	—	8878 Ocean Ave, Nashville, TN, 37269	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62911	TPA	Karen R Russell	1999-11-11	—	2513295395	2104 Sage Ct, Fresno, CA, 93766	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50113	TPA	Ema Gutierrez	1968-02-12	UHC-12397-86	—	9308 Indian School Rd, Tampa, FL, 33653	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55461	TPA	Linda Perkins	2004-01-21	—	—	2599 Indian School Rd, Eden Prairie, MN, 55342	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58625	TPA	Emma Ruiz	1990-04-02	—	—	4087 Broadway Apt 13, Atlanta, GA, 30376	0.76	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
TPA-58624	TPA	Emma Ruiz	1990-04-02	—	—	4087 Broadway Apt 13, Atlanta, GA, 30376	0.76	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
TPA-56375	TPA	Aaron Reyes	2005-04-20	—	—	2415 Ridge Rd, Tampa, FL, 33640	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56085	TPA	Cooper Carl	1961-11-02	—	5952517734	7817 Maple Ave, Denver, CO, 80294	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50725	TPA	Frank Li	1974-10-04	—	3346189898	365 Highland Ave, Mesa, AZ, 85209	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52649	TPA	Patrick West	1961-09-23	UHC-73334-92	3204545775	5599 Maple Ave, Tampa, FL, 33640	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55358	TPA	Sandra Estrada	1986-01-13	—	—	7408 Spring St, Charlotte, NC, 28277	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57445	TPA	Matthew Green	1993-09-16	—	—	1531 Oak St, Gilbert, AZ, 85291	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53433	TPA	Scott Long	2005-01-19	—	—	333 Pine Dr, San Diego, CA, 92132	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54129	TPA	Garrett Aadm	1986-12-01	—	—	1633 Palm Dr, Los Angeles, CA, 90078	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-54601	TPA	Kathleen Berry	1952-08-18	—	2624806532	5038 River Rd, Phoenix, AZ, 85046	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53506	TPA	Ryan Hudson	1952-05-21	UHC-64364-34	8367713755	1147 Union St, Atlanta, GA, 30375	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59186	TPA	Andrea Peters	1962-05-26	—	—	5022 Lake View Rd, Tampa, FL, 33675	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59649	TPA	Sean Chen	1972-03-10	—	7488890655	376 Apache Blvd, Tampa, FL, 33632	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-57762	TPA	Gregory Hayes	1950-09-22	—	—	8021 Lincoln Way, San Antonio, TX, 78262	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55065	TPA	Jack Clark	1957-06-05	—	6415235981	6822 Harbor Blvd, Atlanta, GA, 30388	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51596	TPA	Rachel Fernandez	1965-06-19	—	4387420693	2170 Hillcrest Rd, Sacramento, CA, 95830	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59227	TPA	Angela Williamson	1947-10-26	UHC-83917-22	—	6565 Baseline Rd, Phoenix, AZ, 85072	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-60762	TPA	Adam Rivera	1945-11-13	—	—	1591 Spring St, Los Angeles, CA, 90001	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60374	TPA	Cheryl Butler	1945-11-14	—	—	6585 Bayshore Dr, Plano, TX, 75038	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53460	TPA	Jose Perry	1967-07-03	—	9156935561	7548 Mountain View Dr, Fresno, CA, 93749	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57490	TPA	Pamela Hill	1982-04-20	—	—	6733 Hillcrest Rd, Charlotte, NC, 28281	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57128	TPA	Joyce Hanson	1944-01-14	—	—	2684 Grand Ave, Plano, TX, 75062	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-53539	TPA	Angela Salazar	1979-06-05	—	6996412968	5809 Mountain View Dr, Minneapolis, MN, 55406	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-59727	TPA	Gloria Obrien	1970-10-23	—	3227351204	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-50106	TPA	Elijjah Pena	1997-07-20	—	6374286005	7649 Union St, Tucson, AZ, 85794	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+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-54203	TPA	Anthony Graham	1963-10-09	—	9787531810	8414 Highland Ave, Las Vegas, NV, 89165	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+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-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-56079	TPA	Roger Stewart	1968-02-21	—	9217988735	6205 Sage Ct, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted ZIP missing 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-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-52722	TPA	Jacob Kim	1988-11-28	—	6176643822	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+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-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

5,750 rows, page 53 of 115Previous Next