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

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102808	ENR	Madison W Baanks	1952-07-14	UHC-91735-12	7585196642	559 Valley View Dr, Austin, TX, 78718	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114679	ENR	Ronald E Jenkins	1959-10-24	UHC-45399-14	—	9848 Hillcrest Rd, Seattle, WA, 98173	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105198	ENR	Dorothy Dean	1995-03-25	UHC-71188-19	9476569653	1245 Broadway, Minneapolis, MN, 55495	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-109574	ENR	Bryan Campbell	1947-12-03	UHC-92636-35	9889904699	321 Willow Ct, Tucson, AZ, 85706	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116342	ENR	Shirley E Garza	1945-02-24	UHC-94800-43	3124178699	3378 Maple Ave, Scottsdale, AZ, 85265	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107431	ENR	James E Rivera	1959-08-11	UHC-90965-61	6896869435	1090 Spring St, Glendale, AZ, 85375	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
ENR-119438	ENR	Eugene I Crawford	1980-09-21	UHC-23406-39	8894951061	2129 Indian School Rd, Scottsdale, AZ, 85202	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-116745	ENR	Timothy Y Castro	1964-07-24	UHC-74969-23	8914107340	4333 Palm Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-101438	ENR	Thomas J Walker	1989-10-05	UHC-43323-39	4109704364	6661 Grand Ave, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136143	ENR	Eddie D Wells	1978-01-13	UHC-13861-27	6476625603	8906 Washington St, Atlanta, GA, 30314	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104892	ENR	Rutth Richardson	1955-12-15	UHC-95017-79	4884441471	8875 Indian School Rd, Columbus, OH, 43290	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-111187	ENR	Doris I Brooks	1996-11-04	UHC-78067-14	4737320730	2229 Mesa Dr, Phoenix, AZ, 85036	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126301	ENR	Omar U Stevens	1970-10-06	UHC-20389-49	7394425307	1230 Church St, Atlanta, GA, 30397	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121635	ENR	Santos C Raymond	1959-02-12	UHC-31261-86	8946100025	1830 Spring St, Atlanta, GA, 30311	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105773	ENR	Katherine Fuller	1977-05-11	UHC-06882-78	3759091540	6620 Market St, Glendale, AZ, 85388	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111689	ENR	Bryan Salazar	2001-02-12	UHC-20241-66	3944604231	3405 Camelback Rd, Phoenix, AZ, 85028	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142180	ENR	Matthew Bennett	1960-12-27	UHC-23368-20	9269975765	4921 Elm St, Austin, TX, 78741	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103530	ENR	Linda T Weaver	1945-04-12	UHC-05696-37	5934093369	8132 Grand Ave, Seattle, WA, 98145	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122055	ENR	Daniel P Patel	1995-10-17	UHC-17742-04	4688753594	8966 Sunset Blvd, Las Vegas, NV, 89196	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106801	ENR	Victoria F McCoy	1998-05-22	UHC-62971-33	7018455061	8234 Oak St, Seattle, WA, 98100	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121623	ENR	Richard Weber	1943-10-02	UHC-47031-62	5094373878	3157 Grand Ave, Sacramento, CA, 95840	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122004	ENR	Walter W Black	1952-02-19	UHC-18775-66	—	5693 Palm Dr, Glendale, AZ, 85336	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127007	ENR	Jose M Stewart	1985-06-11	UHC-32916-70	—	9738 Mountain View Dr, Jacksonville, FL, 32200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110570	ENR	Dennis P Gilbert	1970-04-09	UHC-11590-49	5418724398	5790 Jefferson Ave, Denver, CO, 80291	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105858	ENR	Tyler I Estrada	1961-11-21	UHC-95830-27	5554777605	2045 Mesa Dr, Nashville, TN, 37219	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-140341	ENR	Fatima Cunningham	1968-08-24	UHC-86786-27	6557673822	3972 Washington St, Minneapolis, MN, 55441	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131184	ENR	Brandon I Robinson	1952-09-16	UHC-78201-84	3552868027	5826 Jefferson Ave, Tempe, AZ, 85218	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113027	ENR	Timothy L Mills	1950-11-18	UHC-97279-49	8027334997	4893 Valley View Dr, Gilbert, AZ, 85284	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125888	ENR	Lisa I Vargas	1939-02-28	UHC-03351-44	8653572287	3295 Meadow Ln, Atlanta, GA, 30367	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137472	ENR	Olivia B Jenkins	1989-09-09	UHC-31191-56	9736685211	1921 Mesa Dr, Dallas, TX, 75256	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127699	ENR	Omar T Davis	1980-11-19	UHC-09305-15	7883665174	2400 Mountain View Dr, Nashville, TN, 37241	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
ENR-143010	ENR	Nicholes T Rose	1970-04-23	UHC-29927-87	6319159086	3939 Ridge Rd, Miami, FL, 33127	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136422	ENR	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	7831 Harbor Blvd, Las Vegas, NV, 89119	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140563	ENR	Diana K Cruz	1984-05-15	UHC-19574-09	—	2273 Main St, Orlando, FL, 32808	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-109467	ENR	Lori S Williams	1984-07-03	UHC-29788-73	2018001039	7301 Mountain View Dr, Tempe, AZ, 85213	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110657	ENR	William Weaver	2005-10-15	UHC-50237-81	5262984540	8974 Indian School Rd, Atlanta, GA, 30355	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-121243	ENR	Ray U Dixon	1967-09-10	UHC-48483-58	7249326417	7727 Mesa Dr, Seattle, WA, 98115	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136495	ENR	Michelle Y Harper	1952-04-17	UHC-59426-45	8208969482	3693 Union St, Plano, TX, 75080	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112277	ENR	Russell M Johnson	1965-07-17	UHC-60041-38	4803964351	7387 Oak St, Los Angeles, CA, 90052	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103189	ENR	Logan A Gonzalez	1984-03-05	UHC-65333-57	3739600544	4704 Meadow Ln, Sacramento, CA, 95800	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123957	ENR	Kenneth Herrera	1963-03-04	UHC-01315-12	7962142659	5908 Baseline Rd, Plano, TX, 75062	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109902	ENR	Brandon Boyd	1988-06-11	UHC-74380-08	4308735326	2563 Union St, Glendale, AZ, 85395	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109623	ENR	Aisha D Sims	1946-09-12	UHC-46665-12	7217420187	7274 Market St, Eden Prairie, MN, 55336	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128411	ENR	Aisha Q Bishop	1987-05-26	UHC-15406-67	3303496472	7135 Baseline Rd, Charlotte, NC, 28235	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-106378	ENR	Terry Watson	1949-06-28	UHC-98156-98	—	9167 Church St, Tampa, FL, 33694	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-125649	ENR	Harold C Peterson	1987-07-03	UHC-35736-34	6756480028	6134 Baseline Rd, Jacksonville, FL, 32259	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110563	ENR	Jean Watkins	1990-03-21	UHC-72810-50	4089419471	5101 Mountain View Dr, Seattle, WA, 98153	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124047	ENR	Natalie Stewart	1967-01-15	UHC-71635-91	8013968414	4853 Jefferson Ave, Mesa, AZ, 85231	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137155	ENR	Vincent L West	2003-01-17	UHC-43500-59	3863783365	8724 Central Ave, Plano, TX, 75011	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128955	ENR	Judith Maldonado	2007-01-02	UHC-57528-29	6129373179	2777 Bayshore Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more

13,989 rows, page 139 of 280Previous Next