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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107440	ENR	Robert Z Tucker	1946-03-04	UHC-80868-20	4466299185	2143 Baseline Rd, Tempe, AZ, 85205	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109834	ENR	Larua D Morris	1945-06-10	UHC-49891-97	3089620911	8646 Indian School Rd, Atlanta, GA, 30349	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109390	ENR	Juan N Holmes	1970-06-03	UHC-80034-40	2639567921	8161 Harbor Blvd Apt 32, Mesa, AZ, 85275	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-135530	ENR	Mari I Garza	1969-01-28	UHC-55365-58	6705950897	1017 Washington St, Phoenix, AZ, 85052	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130941	ENR	David A Long	1966-04-07	UHC-02750-47	3748099187	5155 Maple Ave, Chandler, AZ, 85240	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113632	ENR	Mason H Chen	1982-09-21	UHC-68233-59	7104003271	9569 Canyon Rd, San Antonio, TX, 78240	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101252	ENR	Emily Mejia	1976-04-16	UHC-14207-80	2842861564	9063 Hillcrest Rd, Dallas, TX, 75252	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122809	ENR	Jason A Wheeler	1954-08-10	UHC-04921-58	—	1833 Apache Blvd, Las Vegas, NV, 89113	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100599	ENR	Christine Hansen	1986-06-25	—	7106545112	6451 Sage Ct, Miami, FL, 33104	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141205	ENR	Carolyn Payne	1978-06-09	UHC-43307-68	7666339374	5657 Bayshore Dr, Orlando, FL, 32824	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127197	ENR	Emma Hunt	1984-02-17	UHC-70237-17	8986135660	3835 Central Ave, Miami, FL, 33161	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100496	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-100497	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-133142	ENR	Mark Jacobs	1980-06-09	UHC-36737-62	8449756221	5805 Ridge Rd, Eden Prairie, MN, 55358	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123990	ENR	Kayla C Reid	1950-11-06	UHC-05355-87	9527451399	1181 Sage Ct, Plano, TX, 75014	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128871	ENR	Daniel Kim	1958-09-25	UHC-66366-97	5024941594	3734 Mesa Dr, Nashville, TN, 37231	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138128	ENR	Mariana D Williamson	1967-04-01	—	4858857683	2955 Church St, Fresno, CA, 93708	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141313	ENR	Kevin Fields	2005-02-19	UHC-78650-22	7019851289	3941 Maple Ave, San Antonio, TX, 78259	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129454	ENR	Ryan Fox	1977-05-21	UHC-02124-02	4885795539	1529 Willow Ct, Gilbert, AZ, 85292	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126282	ENR	Robert Q Price	1967-04-12	UHC-60747-77	2549092832	1156 Meadow Ln, Atlanta, GA, 30313	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139871	ENR	Dorothy D Robertson	1971-02-06	UHC-71835-97	3109728911	7638 Harbor Blvd, Tempe, AZ, 85220	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126872	ENR	Gloria V Johnson	1987-03-02	UHC-44130-97	6965214868	3218 Hillcrest Rd, Orlando, FL, 32826	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-114910	ENR	Pamela U Padilla	1964-02-16	UHC-75119-62	6205719342	8048 Mountain View Dr, Chandler, AZ, 85206	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-105914	ENR	Heather Soto	1972-04-28	UHC-92949-91	9742559371	4780 Union St, Tampa, FL, 33662	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117146	ENR	Jack Z Watson	1988-08-25	UHC-54078-08	2789872748	3106 Cedar Ln, Eden Prairie, MN, 55318	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113067	ENR	Vincent R Thompson	1948-10-06	UHC-04730-28	6289389939	6202 Indian School Rd, Tempe, AZ, 85261	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113068	ENR	Vincent R Thompson	1948-10-06	UHC-04730-28	6289389939	6202 Indian School Rd, Tempe, AZ, 85261	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140429	ENR	Gerald E Simpson	1942-12-15	UHC-08297-98	—	4029 Forest Ave, Las Vegas, NV, 89116	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111733	ENR	Carol U Jamse	1996-11-22	UHC-10648-57	2377094556	5225 Union St, Tucson, AZ, 85723	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-105374	ENR	Michelle Hart	1972-02-27	UHC-85848-93	7917072618	8716 Hillcrest Rd, Mesa, AZ, 85214	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-118828	ENR	Stephen B Hayes	1945-03-09	UHC-96739-90	8712752032	5994 Willow Ct, Scottsdale, AZ, 85264	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101431	ENR	Janice Z Luna	1976-10-02	UHC-02636-28	2433521738	6923 Palm Dr, Tucson, AZ, 85763	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133802	ENR	Julia Ruiz	1994-08-20	UHC-49539-71	5229299885	1868 River Rd # 410, Miami, FL, 33195	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-113083	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	7726886294	3858 Harbor Blvd, Sacramento, CA, 95828	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138389	ENR	Eugene Elliott	2000-07-24	UHC-39633-75	—	7124 Bayshore Dr, Tucson, AZ, 85766	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118279	ENR	Ryan O Hunt	1986-03-21	UHC-48459-73	5488772611	6165 Ridge Rd, Tempe, AZ, 85234	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141880	ENR	Bradley Porter	1988-12-21	UHC-49462-04	9024898553	6755 Spring St, Mesa, AZ, 85224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115712	ENR	Keith Russell	1992-02-01	UHC-15398-69	9848661925	6957 Lake View Rd, Seattle, WA, 98115	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115713	ENR	Keith Russell	1992-02-01	UHC-15398-69	9848661925	6957 Lake View Rd, Seattle, WA, 98115	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-107947	ENR	Joan Weaver	1968-11-18	UHC-44176-53	6462763604	1111 Ocean Ave, San Antonio, TX, 78242	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140829	ENR	Elizabeth V Lucas	2008-07-01	UHC-40561-13	8098235084	8572 Sage Ct, Plano, TX, 75018	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-140419	ENR	Carolyn Simmons	1960-04-05	UHC-93810-96	8766516529	—	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140555	ENR	Yuki White	1982-10-25	UHC-87519-70	4044403581	7035 Baseline Rd, Scottsdale, AZ, 85293	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117480	ENR	Amber Brown	1948-01-04	UHC-82688-97	7732869431	5547 Hillcrest Rd, Tucson, AZ, 85743	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138769	ENR	Pamela B Freeman	2000-11-27	UHC-57310-52	6634663964	3547 Church St, Phoenix, AZ, 85010	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103112	ENR	Austin Z Palmer	1987-05-14	UHC-12179-42	9546747694	8866 Hillcrest Rd, Minneapolis, MN, 55498	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135518	ENR	Kathryn Bennett	2006-11-14	UHC-30653-36	8524400006	6482 Union St, Mesa, AZ, 85241	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129418	ENR	Christina L Dominguez	1987-03-17	UHC-73710-24	5978094287	4892 Union St, Mesa, AZ, 85218	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105807	ENR	Dennis T Gray	1969-06-20	UHC-23100-81	6273152189	4859 Maple Ave, Fresno, CA, 93720	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123937	ENR	Dylan C Reed	2005-08-19	UHC-39800-75	3157449919	4465 Desert Sky Blvd, Austin, TX, 78735	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more

16,916 rows, page 145 of 339Previous Next