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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140323	ENR	Alice T Chapman	1984-10-10	UHC-31500-76	—	101 Palm Dr, Tucson, AZ, 85751	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-113997	ENR	Sandra K Wallace	1967-04-23	UHC-09961-74	—	204 Sage Ct, Los Angeles, CA, 90009	0.52	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-142033	ENR	Sara Spencer	1992-08-11	UHC-86653-96	—	4028 Oak St # 476, Nashville, TN, 37290	0.52	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-142034	ENR	Sara Spencer	1992-08-11	UHC-86653-96	—	4028 Oak St # 476, Nashville, TN, 37290	0.52	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-123559	ENR	Tricia V Bradley	2000-08-04	UHC-03687-10	—	5690 Forest Ave Apt 34, Houston, TX, 77023	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-127814	ENR	Brenda E Simmons	—	UHC-70438-09	—	6890 Spring St, Sacramento, CA, 95882	0.52	Date of birth missing Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-123979	ENR	Russell O Robinson	1960-03-26	UHC-60313-10	—	4046 Lake View Rd, Eden Prairie, MN	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-100345	ENR	Shirley D Reynolds	1973-09-12	UHC-14074-32	—	6472 Desert Sky Blvd, Houston, TX, 77024	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105099	ENR	Jessiac O Carter	1950-09-14	UHC-93972-21	—	4008 Indian School Rd, Jacksonville, FL	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109202	ENR	Kathleen Li	1966-09-10	UHC-10889-86	—	3196 Sage Ct, Tampa, FL, 33654	0.52	Date of birth reformatted Phone missing area code SSN last four extracted State name converted to code+2 more
ENR-140591	ENR	Susan Snyder	1943-02-09	UHC-74817-71	—	7267 Cedar Ln, Austin, TX, 78774	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-120474	ENR	Laura Q Ramos	1995-07-22	UHC-35531-48	—	9515 Jefferson Ave, Tucson, AZ, 85754	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-141432	ENR	Julia B Daniels	1957-03-11	UHC-14003-41	—	507 Forest Ave # 375, Jacksonville, FL, 32278	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
ENR-109043	ENR	Samuel Williamson	2003-10-11	UHC-27141-39	—	8488 Valley View Dr, Austin, TX, 78798	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-137887	ENR	Jean Q Johnson	1947-06-09	UHC-89715-52	—	6754 Canyon Rd, Nashville, TN, 37277	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-134779	ENR	Jonh D Payne	1947-12-01	UHC-58602-12	—	4417 Hillcrest Rd, Atlanta, GA, 30363	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-105279	ENR	Jesse Ryan	1984-11-25	UHC-71476-43	—	1048 Mesa Dr, Glendale, AZ, 85303	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120929	ENR	Alan Mills	1998-02-18	UHC-85719-06	—	6345 Church St, Eden Prairie, MN	0.52	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
ENR-113964	ENR	Mei Chavez	1997-10-09	UHC-94469-58	—	3316 Mesa Dr, Austin, TX, 78799	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131944	ENR	Dennis H Ford	1939-10-12	UHC-80301-90	—	8159 Desert Sky Blvd, Fresno, CA, 93752	0.52	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
ENR-133390	ENR	Jeff V Soto	2006-08-10	UHC-86836-12	—	4743 Desert Sky Blvd, Fresno, CA, 93734	0.52	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-127954	ENR	Victoria G Kelley	2004-12-11	UHC-58308-81	—	3826 Washington St, Glendale, AZ, 85321	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-101637	ENR	Jeffrey Q Parker	1957-09-12	UHC-89349-27	—	408 Oak St, Orlando, FL, 32858	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-132670	ENR	Aaron Alexander	1956-03-20	UHC-32032-51	—	6261 Highland Ave, Denver, CO, 80267	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-110280	ENR	Diane Mendez	1973-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.52	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-112901	ENR	Nicholas Harris	1967-05-19	UHC-74346-37	—	2764 Washington St, Fresno, CA, 93729	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-107494	ENR	Frank Alvarado	1968-11-17	UHC-72561-53	—	9413 Central Ave, Glendale, AZ, 85378	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117623	ENR	Robert Li	1958-02-14	UHC-01999-78	—	9518 Desert Sky Blvd, Chandler, AZ, 85280	0.52	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-124342	ENR	Justin P Li	1939-12-07	UHC-25803-73	—	540 Palm Dr, Austin, TX, 78799	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-138472	ENR	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126277	ENR	Jean J Vargas	1990-06-03	UHC-91924-50	—	3267 Oak St, Mesa, AZ, 85261	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111534	ENR	Carol James	1950-05-14	UHC-38761-26	—	34 Sage Ct Apt 39, Scottsdale, AZ, 85209	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125606	ENR	Margaret Bishop	1983-09-08	UHC-24206-49	—	9864 Maple Ave, Eden Prairie, MN, 55300	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code SSN last four extracted+2 more
ENR-120370	ENR	Mark Hunter	1941-09-01	UHC-16438-98	—	1443 Elm St, San Diego, CA, 92170	0.52	Phone missing area code SSN last four extracted City re-cased Gender normalised+2 more
ENR-115636	ENR	Theresa W Cruz	1962-06-06	UHC-36360-26	—	8152 Camelback Rd # 212, Jacksonville, FL, 32280	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124291	ENR	Jordan Y Hill	1979-05-24	UHC-65651-73	—	9487 Church St, Tampa, FL, 33695	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-119334	ENR	Samuel Y Vargas	1949-09-18	UHC-39371-85	—	3642 Apache Blvd, Atlanta, GA, 30374	0.52	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
ENR-132892	ENR	Logan Parkar	1994-07-10	UHC-13216-29	—	7040 Willow Ct, Gilbert, AZ, 85235	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-105032	ENR	Bobby X Moreno	1969-02-07	UHC-17565-73	—	1957 Baseline Rd, Tampa, FL, 33627	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-138120	ENR	Omar Q Reed	1962-02-17	UHC-46285-34	—	8059 Indian School Rd, Miami, FL, 33136	0.52	Date of birth reformatted Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-122117	ENR	Gloria F Roberts	1966-06-16	UHC-36740-98	—	1681 Spring St, Austin, TX	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-111848	ENR	Diane A Simpson	1972-09-27	UHC-14389-58	—	366 Hillcrest Rd, Tempe, AZ, 85234	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116377	ENR	Rebecca Pierce	1997-01-17	UHC-36404-38	—	3492 Forest Ave, Houston, TX, 77034	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-114353	ENR	Carl N Boyd	1942-12-18	UHC-08601-36	—	8407 Washington St, Mesa, AZ, 85269	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-105439	ENR	Emily Q Rojas	1973-08-11	UHC-97762-04	—	3791 Baseline Rd, Mesa, AZ	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126765	ENR	Jean Martin	1980-08-25	UHC-24078-99	—	2678 Cedar Ln # 136, Columbus, OH, 43276	0.52	Name re-cased Phone missing area code Unit split from street State name converted to code+2 more
ENR-139050	ENR	Arthur Watkins	1939-08-05	UHC-78749-93	—	8530 Canyon Rd, Gilbert, AZ, 85272	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123998	ENR	Tyler A Oliver	1951-05-20	UHC-51920-31	—	7954 Market St, Seattle, WA, 98173	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-116489	ENR	Janet Mason	1993-12-07	UHC-60080-69	—	5646 Highland Ave, Fresno, CA, 93769	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-118692	ENR	Adam Green	2003-05-12	UHC-08215-14	—	731 Market St, Austin, TX, 78743	0.52	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+2 more

1,095 rows, page 6 of 22Previous Next