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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131051	ENR	Kimberly Cunningham	1948-04-18	UHC-52660-83	6924575961	7075 Baseline Rd, Seattle, WA, 98153	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-104825	ENR	Josh Roe	1976-07-10	UHC-06457-96	—	6255 Meadow Ln, Los Angeles, CA, 90054	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133815	ENR	Rogeer Gordon	1945-04-10	UHC-28110-84	6068032271	3536 Grand Ave, Denver, CO, 80260	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129575	ENR	Barbara E Griffin	2007-08-03	UHC-87421-82	2184478651	747 Park Pl, Glendale, AZ, 85341	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119382	ENR	Donna F Hudson	1977-05-12	UHC-54328-52	2786468077	1234 Sage Ct, Seattle, WA, 98185	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110789	ENR	Cunningham T Doris	1949-03-07	UHC-12346-13	3359438706	6648 Palm Dr, Chandler, AZ, 85284	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
ENR-102845	ENR	Debra Duncan	1968-04-18	UHC-01762-08	6753275374	259 Apache Blvd, Mesa, AZ, 85225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138163	ENR	Donna Carpenter	1983-09-12	UHC-25893-43	5803238775	7395 Cedar Ln, Chandler, AZ, 85225	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132250	ENR	Teresa Johnson	1944-11-06	UHC-93030-14	2097641862	6582 Ocean Ave, Seattle, WA, 98152	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-104982	ENR	Kevin Foster	2005-12-06	UHC-75040-45	3263305186	262 Jefferson Ave, Dallas, TX, 75206	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104983	ENR	Kevin Foster	2005-12-06	UHC-75040-45	3263305186	262 Jefferson Ave, Dallas, TX, 75206	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110976	ENR	Tyler Ross	2000-01-22	UHC-29708-97	—	8109 Camelback Rd, Tempe, AZ, 85253	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142682	ENR	Joe L Stevens	1952-07-16	UHC-90246-63	5785875708	6977 Apache Blvd, Seattle, WA, 98174	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111009	ENR	Stephen Reyes	1960-07-03	—	6667724835	3796 Oak St, Scottsdale, AZ, 85243	0.74	Name re-cased Phone reformatted City re-cased Email lower-cased+3 more
ENR-125755	ENR	Logan Schmidt	1940-05-01	UHC-14333-36	—	1699 Desert Sky Blvd, Mesa, AZ, 85237	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111193	ENR	Ralph Johnston	1983-01-27	UHC-71172-51	2245358748	1083 Sage Ct, Minneapolis, MN, 55490	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136855	ENR	Lara Cooper	1969-09-05	UHC-94311-94	2377304974	6983 Hillcrest Rd, Atlanta, GA, 30364	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133985	ENR	Lori Cook	1950-10-23	—	3946346167	8743 Park Pl, Glendale, AZ, 85393	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135608	ENR	Lauren V Hoffman	1940-07-25	UHC-16769-64	4903378889	1201 Meadow Ln, Jacksonville, FL, 32203	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132972	ENR	Bruce N Rodriguez	1969-07-16	UHC-13735-40	4429318539	7551 Market St, Plano, TX, 75070	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114688	ENR	Marilyn Aguilar	1981-07-01	UHC-98818-07	3387502877	1980 Ocean Ave, Miami, FL, 33119	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137528	ENR	Hill M Mary	1972-07-16	UHC-33363-47	2327976461	2472 Jefferson Ave, Tucson, AZ, 85743	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125952	ENR	Abby L Arnold	1943-01-12	UHC-99410-20	7187396828	8528 Pine Dr, Gilbert, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102925	ENR	Olivia Grant	1994-07-23	UHC-50903-76	7594719061	631 Camelback Rd, Charlotte, NC, 28253	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-110889	ENR	Keith Ward	1966-01-18	UHC-05385-36	6594941855	6267 Park Pl, Phoenix, AZ, 85095	0.74	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
ENR-136057	ENR	Beverly G Satos	1984-03-21	UHC-19689-95	7458275991	7505 Ocean Ave, Fresno, CA, 93736	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-105324	ENR	Jerry Brooks	1964-12-18	UHC-26372-95	5739464691	3802 Bayshore Dr, Phoenix, AZ, 85089	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131431	ENR	Masn X Wang	1940-05-24	—	5516594785	5407 Pine Dr, Atlanta, GA, 30392	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111719	ENR	Perkins Bruce	1968-04-02	UHC-41515-84	3819597953	7248 Grand Ave, Jacksonville, FL, 32257	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141026	ENR	Jordan R Burns	1953-09-10	UHC-92287-05	9337782106	5530 Lake View Rd, Fresno, CA, 93709	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-124836	ENR	Joshua E Shaw	1962-09-27	UHC-14368-86	8456124699	3759 Elm St, Phoenix, AZ, 85052	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133075	ENR	Michael G Chapman	1980-02-27	UHC-12278-83	2157873890	8073 River Rd, Jacksonville, FL, 32274	0.74	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+3 more
ENR-105885	ENR	Sandra Porter	1942-10-01	UHC-18433-35	—	2639 Church St, Los Angeles, CA, 90016	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105776	ENR	Gregory Robinson	1999-03-14	UHC-86586-59	8919083975	1979 Cedar Ln, Gilbert, AZ, 85211	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102485	ENR	Gary Hughes	1977-05-24	UHC-90567-68	4929519669	1898 Pine Dr, Los Angeles, CA, 90000	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111323	ENR	Doris West	1939-12-09	UHC-24341-03	5302894016	9597 Camelback Rd, Tempe, AZ, 85259	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110359	ENR	Ronald Saanchez	1991-08-06	UHC-88684-05	2475837174	4103 Meadow Ln, Glendale, AZ, 85348	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137287	ENR	Gerald S Taylor	1975-09-10	UHC-09940-47	7102785529	2940 Cedar Ln, Chandler, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-120250	ENR	Joshua Bishop	1944-01-16	UHC-15066-21	7934058502	9490 Desert Sky Blvd, Chandler, AZ, 85202	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-132756	ENR	Debra N Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ, 85232	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-137474	ENR	Henry F Hunter	1946-09-13	UHC-98712-70	9737497858	1756 Indian School Rd, Las Vegas, NV, 89103	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-107861	ENR	Adam Riley	1941-11-05	UHC-40826-67	—	8342 Church St, Fresno, CA, 93744	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-105565	ENR	Austin Williamson	1994-05-28	UHC-58117-31	3649752513	6313 Bayshore Dr, Tempe, AZ, 85292	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105608	ENR	Beverly P Cruz	1984-09-25	UHC-18244-83	5244338683	6302 Harbor Blvd, Seattle, WA, 98189	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121921	ENR	Matthew Munoz	1999-05-08	UHC-78659-27	8454127928	9083 Main St, Las Vegas, NV, 89138	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127642	ENR	Frank K Howard	1984-09-13	UHC-75968-98	2514628449	4846 Elm St, Glendale, AZ, 85353	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120638	ENR	Glorya Anderson	1988-01-25	UHC-90380-35	2292146547	2801 Cedar Ln, Minneapolis, MN, 55401	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125151	ENR	Danielle D King	1986-06-21	UHC-43311-50	7712817369	2078 Broadway, Chandler, AZ, 85281	0.76	Name re-cased Phone reformatted Address re-cased City re-cased+2 more
ENR-127841	ENR	Shirley Torres	1951-11-12	—	5334115685	4346 Lake View Rd, San Diego, CA, 92107	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128940	ENR	Luis R Romero	1947-05-10	UHC-62136-56	9322377468	2683 Mountain View Dr Apt 4, Glendale, AZ, 85379	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more

8,423 rows, page 89 of 169Previous Next