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-120564	ENR	Bradley H Burton	1975-04-28	UHC-71453-79	5993241731	4574 Broadway, Houston, TX	0.64	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-105383	ENR	Nancy Palmer	1975-12-11	UHC-18015-69	8348821792	4573 Elm St, Dallas, TX, 75273	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52061	TPA	Carol Henderson	1948-10-16	UHC-17723-27	—	2661 Cedar Ln Apt 1, Los Angeles, CA, 90044	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105049	ENR	Gabriel Fisher	1962-02-02	UHC-15892-86	—	3157 Baseline Rd, Chandler, AZ, 85283	0.64	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-123108	ENR	Kelly Edwards	2004-12-24	UHC-92632-23	9095066660	150 Lincoln Way, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-409820	CLM	Sofia Ward	1961-04-16	UHC-55808-79	—	6963 Desert Sky Blvd, Tucson, AZ, 85786	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-119707	ENR	Diego M Fox	2002-12-07	UHC-18151-08	6462926769	9433 Elm St # 608, Plano, TX	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-116362	ENR	Carl Elliott	1956-07-18	UHC-86856-88	6795155685	7197 Market St, Jacksonville, FL, 32296	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141138	ENR	James Lopez	—	UHC-89242-84	2859791022	8157 Spring St, Atlanta, GA, 30372	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-430693	CLM	Lucia Goemz	—	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth unreadable Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-429857	CLM	Noah Campbell	1961-12-01	UHC-25272-68	3033863621	7910 Harbor Blvd, Orlando, FL, 32880	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101747	ENR	Donald T Johnston	—	UHC-99698-01	—	942 Harbor Blvd, Glendale, AZ, 85356	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110263	ENR	Amy W Park	1981-06-17	UHC-81057-31	3426406071	7336 Camelback Rd Apt 11, Fresno, CA, 93761	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-422851	CLM	George Kelley	1982-01-24	UHC-50392-85	—	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
PRV-23403	PRV	Mary L Castro	1960-07-19	UHC-41566-60	—	7608 Ocean Ave, Seattle, WA, 98125	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20293	PRV	Sofia Carr	1950-08-08	UHC-88392-63	6224737398	3946 Lincoln Way, San Antonio, TX, 78291	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-124106	ENR	Patricia I Edwards	1990-08-27	UHC-40472-13	—	1996 Elm St # 811, Tampa, FL, 33661	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413117	CLM	Anthony Johnston	1976-01-26	UHC-39804-89	2375899084	6353 Cedar Ln # 964, Tampa, FL, 33619	0.64	Name split from “Last, First”Member ID reformatted Unit split from street State code upper-cased+2 more
ENR-116665	ENR	Jacob Pierce	1950-04-11	UHC-39294-12	6216545488	3638 Hillcrest Rd, Mesa, AZ, 85229	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128497	ENR	Charles W Wagner	2000-07-15	UHC-43225-85	2408326959	5432 River Rd, Seattle, WA, 98185	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130680	ENR	Amy K Jenkins	1970-03-01	UHC-40298-28	8513546174	2438 Cedar Ln, San Diego, CA, 92163	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-432260	CLM	Arthur Turner	1996-10-25	UHC-79544-73	5504083128	3704 Mountain View Dr, Gilbert, AZ, 85271	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-401962	CLM	Mateo Stewart	1957-12-19	UHC-20020-02	—	6550 Jefferson Ave, Denver, CO, 80261	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted State code upper-cased+1 more
ENR-109037	ENR	Gerald Davis	1959-07-13	UHC-68736-64	7918239090	7154 Pine Dr, Tempe, AZ	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-141522	ENR	Helen L Powell	1994-08-24	UHC-51723-48	7042842822	5067 Union St, Tampa, FL, 33611	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-124876	ENR	Anthony F Fernandez	1950-07-04	UHC-52235-73	7575491957	899 River Rd, Jacksonville, FL, 32254	0.66	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-140249	ENR	Jonathan Santos	1953-10-16	UHC-39949-87	—	7007 Indian School Rd, San Diego, CA, 92167	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-139257	ENR	Janet R Olson	1951-03-04	UHC-94774-60	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Middle initial moved out of first name Phone missing area code Member ID reformatted City re-cased+1 more
ENR-142707	ENR	Donald Wallace	1966-05-22	UHC-15888-67	2143853591	3382 Main St, Austin, TX, 78763	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-125595	ENR	Yuki Harvey	1997-05-09	UHC-16316-39	2508728767	2071 Mesa Dr, Tampa, FL, 33619	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-426034	CLM	Kayla Cole	2008-02-27	UHC-60226-22	—	2740 Highland Ave, Nashville, TN, 37276	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137962	ENR	Robert Carter	1978-08-07	UHC-70161-33	9189019731	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+1 more
ENR-135956	ENR	Jessica Butler	1983-07-23	UHC-02526-79	7299124563	4446 Sage Ct Apt 36, Houston, TX	0.66	Phone reformatted Member ID reformatted Unit split from street ZIP missing+1 more
ENR-134695	ENR	Isabella F Castillo	1946-08-01	UHC-47426-43	8376165863	256 Elm St, Chandler, AZ	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-402863	CLM	Timothy Le	1982-07-08	UHC-27033-98	—	1198 Washington St, Phoenix, AZ	0.66	Name re-cased Member ID reformatted ZIP missing Gender normalised+1 more
ENR-111355	ENR	Frances Z Pena	—	UHC-11201-26	7385547011	8554 Apache Blvd, Sacramento, CA, 95832	0.66	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-111354	ENR	Frances Z Pena	—	UHC-11201-26	7385547011	8554 Apache Blvd, Sacramento, CA, 95832	0.66	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-427202	CLM	William Hansen	1974-02-21	UHC-24086-77	—	201 River Rd, Jacksonville, FL, 32247	0.66	Phone missing area code Member ID reformatted State code upper-cased Gender normalised+1 more
ENR-132583	ENR	Jeffrey G Jenkins	1992-05-11	UHC-38887-29	8399898724	413 Baseline Rd, Houston, TX, 77084	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
ENR-102384	ENR	Anthony E Freeman	1985-11-17	UHC-41115-85	4016804568	4223 Hillcrest Rd, Gilbert, AZ, 85286	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138622	ENR	Scott M Collins	1983-05-19	UHC-15395-64	2825757427	6546 Market St, Las Vegas, NV, 89179	0.66	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-119064	ENR	Joan I Torres	—	UHC-36583-04	5434484675	7239 Ridge Rd, Orlando, FL, 32894	0.66	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-141209	ENR	Bradley HJunk	1967-06-08	UHC-08456-54	2419496475	553 Highland Ave, San Diego, CA, 92129	0.66	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-123796	ENR	Billy Vega	1941-05-20	UHC-19280-61	3883406916	6469 Hillcrest Rd, Chandler, AZ, 85210	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134582	ENR	Judith Robinson	2005-10-03	UHC-43378-50	7774022508	9430 Baseline Rd, Fresno, CA, 93742	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+1 more
CLM-425947	CLM	Justin Bennett	1996-11-06	UHC-31433-79	—	7156 Broadway, Tampa, FL, 33667	0.66	Two-digit birth year Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24207	PRV	Anna D Park	1983-12-27	UHC-82241-54	2906267195	68 Broadway, San Diego, CA	0.66	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP missing+1 more
CLM-413956	CLM	Noah Espinoza	1942-02-16	UHC-52234-98	—	—	0.66	Phone missing area code Member ID reformatted Gender normalised Whitespace trimmed+1 more
PRV-28691	PRV	Charles McDonald	—	UHC-75613-83	—	—	0.66	Name split from “Last, First”Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
CLM-410567	CLM	Carol Luna	1974-03-25	UHC-13714-34	2956266227	6623 Harbor Blvd, Atlanta, GA, 30320	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

7,723 rows, page 55 of 155Previous Next