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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107007	ENR	Walter Mejia	1972-03-26	UHC-11204-04	8149681688	3453 Forest Ave, Denver, CO, 80213	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106843	ENR	Lsa L Welch	1975-03-28	UHC-28414-39	6327975083	7329 Maple Ave, Tempe, AZ, 85261	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116378	ENR	Rebecca Pierce	1997-01-17	UHC-36404-38	2144901507	3492 Forest Ave, Houston, TX, 77034	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-426846	CLM	Brenda Austin	1952-09-21	UHC-54657-53	4455042178	4937 Lake View Rd, Gilbert, AZ, 85206	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-137464	ENR	Doris Reynolds	1992-03-28	UHC-16338-92	—	7980 Camelback Rd, Fresno, CA, 93784	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112890	ENR	Hannah X Lewis	2002-06-28	UHC-41226-01	8918067254	236 Church St, Denver, CO, 80227	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109728	ENR	Camila I Herrera	1970-12-22	UHC-32504-19	4817934994	4528 Union St, San Diego, CA, 92120	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106543	ENR	Denise W Harvey	1942-01-07	UHC-77597-34	6478556485	1226 Desert Sky Blvd, Scottsdale, AZ, 85285	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-431547	CLM	Jason Hudzon	1969-07-26	UHC-83255-99	—	8256 Elm St, Seattle, WA, 98183	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409604	CLM	Ryan O Evans	1975-02-07	UHC-88185-60	6479882680	1580 Sunset Blvd, San Diego, CA, 92191	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-103998	ENR	Kim Parker	2002-12-14	UHC-87896-22	8816768176	7164 Elm St, Chandler, AZ, 85227	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409483	CLM	Diego Mason	1942-06-19	UHC-86673-18	2463476114	2375 Sage Ct, Mesa, AZ, 85216	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115526	ENR	Robert V Lawson	1955-05-05	UHC-28291-68	—	4505 Ridge Rd, Austin, TX, 78767	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-104388	ENR	Cheryl Q Henry	1955-08-19	UHC-97793-44	5987324108	4304 Canyon Rd, Tucson, AZ, 85764	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-419731	CLM	Donna Wong	1967-09-15	UHC-05699-88	—	7147 Mountain View Dr, Glendale, AZ, 85396	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-141485	ENR	Grace U Williamson	1997-09-17	UHC-58263-31	8032575924	9267 Mesa Dr, Miami, FL, 33131	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-108788	ENR	Helen Boyd	1959-11-27	UHC-30571-53	6245909691	3119 Valley View Dr, Nashville, TN, 37291	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-27977	PRV	Alexander Hudson	1964-03-17	UHC-67582-64	4126394110	965 Hillcrest Rd, Gilbert, AZ, 85290	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-143058	ENR	Nancy G Miller	1953-09-11	UHC-43773-54	7795003781	3880 Desert Sky Blvd, Dallas, TX, 75272	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-419702	CLM	Jesse V Pena	1982-07-12	UHC-77062-43	—	9522 Oak St, Las Vegas, NV, 89171	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108794	ENR	Kelly B Richards	1995-06-22	UHC-61615-48	—	7406 Pine Dr, Orlando, FL, 32830	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134232	ENR	Kelly E Hudson	1972-08-17	UHC-39251-23	2177551084	7389 Willow Ct, Mesa, AZ, 85205	0.76	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-114371	ENR	Alexander X Diaz	2001-08-14	UHC-08945-48	5409453173	3718 Mountain View Dr, Eden Prairie, MN, 55318	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-415691	CLM	Bryan Scott	1969-06-16	UHC-62566-01	—	7540 Jefferson Ave, Chandler, AZ, 85242	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134859	ENR	Natalie I Reyes	1963-03-17	UHC-20278-68	9546606252	1848 Willow Ct, Scottsdale, AZ, 85286	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-112654	ENR	Dylan Jordan	1949-05-05	UHC-41667-88	7278806401	7294 Harbor Blvd, Sacramento, CA, 95880	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-411753	CLM	Emily B Thompson	1964-02-27	UHC-60492-22	—	7291 Mesa Dr, Charlotte, NC, 28216	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-138086	ENR	Omar J Sants	1991-06-04	UHC-67223-77	4687698289	7590 Willow Ct, Denver, CO, 80247	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411218	CLM	Kevin Mlls	1976-08-28	UHC-48283-04	7234116514	8930 Mesa Dr, Orlando, FL, 32899	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140859	ENR	Janice Carr	1938-10-26	UHC-20307-50	7669065071	7647 Park Pl, Tempe, AZ, 85268	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-104720	ENR	Donna Hoffman	1977-07-19	UHC-17702-88	3808314009	378 Valley View Dr, Houston, TX, 77058	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118006	ENR	Laura Snyder	1957-10-19	UHC-51993-56	9555388965	927 Washington St, Plano, TX, 75057	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-127010	ENR	Luis Patterson	1974-11-01	UHC-74727-19	5314841352	5011 Indian School Rd, Columbus, OH, 43209	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-22555	PRV	Cheryl Rios	1947-10-04	UHC-04103-47	7477868492	6678 Mountain View Dr, Columbus, OH, 43272	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20060	PRV	Russell D Matthews	1998-06-27	UHC-74421-81	3015054031	2003 Baseline Rd, Chandler, AZ, 85293	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54487	TPA	Jmaes Johnson	1945-07-21	UHC-22933-11	—	9124 Grand Ave, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing+2 more
ENR-131812	ENR	Tony I Carter	1967-05-05	UHC-26245-20	9109893969	8844 Harbor Blvd, Minneapolis, MN, 55483	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-141425	ENR	Jason M Hudson	1969-07-26	UHC-83255-99	5384242461	8256 Elm St, Seattle, WA, 98183	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-132531	ENR	Carl Campbell	1955-01-05	UHC-79675-76	9349815038	515 Canyon Rd, Sacramento, CA, 95870	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-109653	ENR	Diana T Jacobs	2008-11-10	UHC-46306-19	8883737288	5990 Mountain View Dr, Orlando, FL, 32818	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-141171	ENR	Doris D Tucker	1951-04-18	UHC-44970-38	7453368473	8068 Broadway, Miami, FL, 33128	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-414904	CLM	James Albert	1962-11-11	UHC-00467-13	—	2638 Forest Ave, Tempe, AZ, 85266	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-134440	ENR	Wei Z Greene	1997-03-09	UHC-56726-05	5012639404	8481 Mesa Dr, Minneapolis, MN, 55409	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-403671	CLM	Andrea Burke	1989-01-15	UHC-04666-59	—	6622 Maple Ave, Los Angeles, CA, 90062	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-57703	TPA	Shirley Larson	2002-03-01	UHC-40728-43	3777893684	3209 Washington St, Columbus, OH, 43206	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-119648	ENR	Jessica Cook	2004-07-07	UHC-84109-26	9496370799	2137 Camelback Rd, Glendale, AZ, 85348	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126722	ENR	Theresa U Green	1989-06-17	UHC-08782-35	9088375762	3471 Hillcrest Rd, Chandler, AZ, 85238	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116872	ENR	Harold D Fernandez	1981-07-02	UHC-45011-98	8222250190	6390 Lake View Rd, Sacramento, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-136763	ENR	Amy U Mejia	1988-06-26	UHC-88044-69	6464746600	1011 Canyon Rd, Houston, TX, 77095	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-141680	ENR	Peter W Elliott	1943-03-19	UHC-30062-36	5295277309	7953 Jefferson Ave, Mesa, AZ, 85289	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more

7,723 rows, page 79 of 155Previous Next