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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411185	CLM	Alan G Hoffman	1983-06-23	UHC-11329-12	6496540688	3527 Bayshore Dr, Fresno, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-56446	TPA	Kevin Z Morris	1938-05-10	—	3923878287	2422 Willow Ct, Austin, TX, 78755	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-429619	CLM	Patrcia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd, San Diego, CA, 92152	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
CLM-429618	CLM	Patrcia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd, San Diego, CA, 92152	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
ENR-133912	ENR	Ann Lynch	1944-07-26	UHC-38972-50	5167159152	3075 Apache Blvd, Tempe, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
CLM-416936	CLM	Amber Vasquez	1950-05-03	—	—	3362 Pine Dr, San Antonio, TX, 78252	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400255	CLM	Marcus Garcai	1986-01-10	—	3819313410	3958 Mesa Dr, Tempe, AZ, 85246	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-402544	CLM	Patricia Bryant	1959-03-10	UHC-41750-16	4314758174	1618 Central Ave, Houston, TX, 77076	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26743	PRV	Tyler Davis	1980-07-28	—	3612890257	3924 Bayshore Dr, Nashville, TN, 37267	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-135965	ENR	Michelle N Carr	1968-12-25	UHC-88441-75	3277298800	3407 Mountain View Dr, Glendale, AZ, 85366	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-63070	TPA	Jonathan Gutieerrez	2004-02-09	—	—	2956 Market St, Scottsdale, AZ, 85200	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-140106	ENR	Rachel T Griffin	1997-03-14	UHC-52956-07	5959875403	8748 Hillcrest Rd, Atlanta, GA, 30390	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412954	CLM	Rachel I Diaz	1999-12-10	—	—	9301 Highland Ave, Nashville, TN, 37232	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422237	CLM	Joseph Daniels	1995-07-13	—	—	9477 Bayshore Dr # 821, Phoenix, AZ, 85037	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
ENR-107754	ENR	Marcus M Lawson	1986-09-06	UHC-23031-42	5963571987	1599 Meadow Ln, Orlando, FL, 32899	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119453	ENR	Luis Delgado	1999-07-17	UHC-53962-42	7199466860	3376 Camelback Rd, Denver, CO, 80216	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126365	ENR	Gloria X Torres	1991-11-21	UHC-65880-12	3725662572	156 Sunset Blvd, Charlotte, NC, 28268	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-130511	ENR	Josh Contreras	1946-04-27	UHC-41464-28	8736181988	177 Cedar Ln, Tampa, FL, 33600	0.66	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+1 more
TPA-51005	TPA	Matt Allen	1989-07-11	—	2306515265	558 Forest Ave, Eden Prairie, MN, 55396	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-126401	ENR	Evelyn Delgado	1961-10-05	UHC-46372-43	3543686826	495 Church St, Plano, TX	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-421709	CLM	Thomas Rodriguez	1948-09-10	UHC-16493-55	8356459710	6430 Maple Ave, Minneapolis, MN, 55497	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-401998	CLM	Anna U Shaw	1956-08-26	UHC-44369-31	—	8585 Desert Sky Blvd, San Antonio, TX, 78276	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-138803	ENR	Katherine N Ramirez	1958-09-11	UHC-39074-82	—	8202 Palm Dr, Gilbert, AZ, 85212	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119167	ENR	Ashley Q Harris	1943-06-21	UHC-26122-25	—	9314 Mountain View Dr, Charlotte, NC, 28222	0.66	Two-digit birth year Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-107470	ENR	Nancy I Soto	1975-04-23	UHC-36039-09	8143441145	1141 Canyon Rd, Miami, FL, 33130	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
TPA-51762	TPA	Sandra Fuller	1983-09-17	UHC-21692-45	—	2866 Bayshore Dr, Los Angeles, CA, 90064	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
ENR-106027	ENR	Lisa Thompson	1980-03-13	UHC-79224-34	8929076595	9812 Ridge Rd, San Antonio, TX, 78289	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-413210	CLM	Kathryn O Bradley	1997-02-02	—	5785830736	1751 Oak St, Jacksonville, FL, 32239	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
ENR-109660	ENR	Jeremy Nichols	1978-04-27	UHC-36703-86	4899180472	7024 Indian School Rd, Orlando, FL, 32860	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-112865	ENR	Samual Carr	1956-02-23	UHC-86700-07	—	1920 Ridge Rd, Denver, CO, 80245	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-130080	ENR	Glroia H Graham	1979-05-11	UHC-62018-44	2714051776	4843 Ridge Rd, Mesa, AZ, 85294	0.66	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
CLM-409438	CLM	Jess Ellis	1997-03-05	UHC-51002-75	—	2135 Mesa Dr, Jacksonville, FL, 32280	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-425730	CLM	Brenda Rodriguez	1957-10-04	UHC-80980-57	—	4390 Baseline Rd, Tucson, AZ, 85738	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-21892	PRV	Albert Q Kennedy	1945-12-05	UHC-89191-01	2908392311	—	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-404668	CLM	Margaret Smith	1976-01-15	UHC-25071-63	3342591824	1446 Ridge Rd, Chandler, AZ	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
PRV-24252	PRV	Dorothy Taylor	1989-04-01	—	2773667436	3562 Meadow Ln, Gilbert, AZ, 85248	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403917	CLM	Wayne Marshall	2002-05-04	UHC-10389-42	—	8276 Desert Sky Blvd, Orlando, FL, 32828	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22107	PRV	Dylan Watkins	2007-10-27	UHC-44967-83	—	343 Bayshore Dr, Seattle, WA, 98191	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-138432	ENR	Debra O Kennedy	1964-01-18	UHC-17931-97	3367354783	171 Apache Blvd # 278, Seattle, WA, 98107	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-114310	ENR	Teresa R Payne	1959-09-23	—	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.66	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+1 more
CLM-430784	CLM	Catherine Marshall	1999-12-18	—	5655780944	5936 River Rd, Tucson, AZ, 85759	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-405113	CLM	Nathan Soto	1986-07-23	UHC-40896-79	—	1702 Jefferson Ave, Eden Prairie, MN, 55366	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-406004	CLM	Janice Roberts	1981-08-28	UHC-08282-28	—	1097 Mountain View Dr, Eden Prairie, MN, 55330	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416228	CLM	Fatima T Mendez	1945-07-18	UHC-89648-48	9868505073	4395 Union St, Orlando, FL, 32809	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-129989	ENR	Donald D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd, Orlando, FL, 32808	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-21068	PRV	Michelle Richards	1944-03-15	—	3858035714	7612 Union St, San Diego, CA, 92188	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58835	TPA	Mark Leewis	1995-06-14	UHC-34718-55	—	1859 Indian School Rd, Austin, TX, 78766	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-402883	CLM	Diana P Evans	1997-04-15	—	—	5623 River Rd, Phoenix, AZ, 85007	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-407972	CLM	Margaret Hughes	1954-04-12	UHC-43067-83	—	9478 Central Ave, Mesa, AZ, 85280	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140170	ENR	Stephanie S Burke	1974-03-25	UHC-61758-29	5735016295	7411 Valley View Dr, Mesa, AZ, 85227	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more

6,661 rows, page 72 of 134Previous Next