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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102288	ENR	Edward Castro	1947-09-12	UHC-16241-24	7566232347	1337 Highland Ave # 492, Tempe, AZ, 85210	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-128814	ENR	David V Ford	1991-03-11	UHC-92766-36	7628170414	9634 Baseline Rd, Columbus, OH	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-115507	ENR	Teresa S Knight	1969-10-26	UHC-05402-97	6985405208	9898 Apache Blvd, Mesa, AZ, 85208	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134235	ENR	Prriya Lpez	1944-05-10	UHC-42912-95	2216165141	1884 Palm Dr, Orlando, FL, 32865	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-108722	ENR	Patricia A Nichols	—	UHC-45310-42	3116196673	9725 Desert Sky Blvd, Eden Prairie, MN, 55397	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+1 more
ENR-125779	ENR	Gerald Z Willis	1957-08-12	UHC-23329-03	—	7465 Church St, Houston, TX, 77008	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120307	ENR	Christine D Wells	1968-02-28	UHC-35426-84	—	8006 Hillcrest Rd Apt 6, Miami, FL, 33147	0.66	Name re-cased Unit split from street State name converted to code Email lower-cased+1 more
ENR-140619	ENR	Patrica King	1967-06-23	UHC-26700-94	4872781868	5936 Willow Ct, Dallas, TX, 75246	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
ENR-108798	ENR	Walter J Kelley	1940-10-04	UHC-88520-79	2724732346	2940 Mesa Dr, Charlotte, NC	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-112558	ENR	Randy U Kennedy	1954-11-01	UHC-29773-41	9732274314	5003 Union St, Las Vegas, NV, 89159	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-142095	ENR	Jack Yang	1992-01-27	UHC-07057-61	4359854255	1847 Central Ave, Gilbert, AZ	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-134052	ENR	Judith Lee	1981-02-09	UHC-48840-84	8098303444	1553 Market St, Atlanta, GA, 30357	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-136705	ENR	Elizabeth Gray	—	UHC-56847-87	9767537265	3136 Sunset Blvd, Minneapolis, MN, 55488	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-139758	ENR	Joshua Schultz	1985-01-13	UHC-64250-33	—	4046 Union St, Jacksonville, FL, 32297	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-135397	ENR	Billy T Dean	1982-09-27	UHC-18419-83	9336265801	969 Valley View Dr, San Antonio, TX, 78202	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-133945	ENR	Karen E Romero	1986-03-19	UHC-81131-34	6014145517	6696 Spring St Apt 30, Denver, CO, 80276	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-123296	ENR	Ryan Chen	1963-04-11	UHC-69720-39	8739516905	4269 Maple Ave, San Diego, CA, 92151	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104347	ENR	Mateo Cooper	1992-07-07	UHC-54482-85	8504563929	3037 Baseline Rd, Mesa, AZ, 85211	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-119671	ENR	Jose P Padilla	1955-01-14	UHC-81594-89	5785331507	2576 Elm St, Seattle, WA, 98141	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-129057	ENR	Roger Y Rivera	2006-07-08	UHC-22785-78	2048346714	4497 Forest Ave, Los Angeles, CA, 90084	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135285	ENR	David J Ryan	1990-01-19	UHC-06040-57	7342478808	5979 Park Pl, Orlando, FL, 32832	0.66	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-114425	ENR	Julia K Franklin	2001-03-26	UHC-21881-25	3883961290	9744 Indian School Rd, Dallas, TX, 75229	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-127918	ENR	Jerry McDonald	1969-01-06	UHC-06839-06	8545136054	9110 Jefferson Ave, San Diego, CA, 92160	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-107776	ENR	Thomas U Armstrong	1993-12-04	UHC-87670-07	9622937747	1436 Elm St Apt 23, Austin, TX, 78709	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106633	ENR	Samantha J Martinez	1975-02-15	UHC-54468-81	7356043698	3914 Forest Ave Apt 1, Phoenix, AZ, 85069	0.66	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-114413	ENR	Katherine O Burns	1989-08-26	UHC-25847-76	3717508803	275 Spring St, Los Angeles, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-133429	ENR	Nancy P Vega	—	UHC-73844-71	6715120415	3291 Mesa Dr, Glendale, AZ, 85321	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-115693	ENR	Carol R Walker	1987-08-16	UHC-53115-36	2052651534	384 Grand Ave, Orlando, FL, 32870	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-123627	ENR	Debra Hudson	1999-06-22	UHC-37158-60	6415311118	8828 Union St, Atlanta, GA, 30327	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-126275	ENR	Priya J Dncan	1990-06-08	UHC-97186-66	—	2247 Bayshore Dr, Austin, TX, 78724	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-141507	ENR	Patrick Y Fisher	2008-04-12	UHC-39580-82	—	799 Church St, Dallas, TX, 75206	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-141088	ENR	Brittany Jenkins	1948-10-02	UHC-38740-62	8455739459	4783 Ocean Ave # 627, Charlotte, NC, 28273	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142531	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-142530	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-127644	ENR	Dennis H Sims	1968-04-06	UHC-98893-34	4218093139	4238 Broadway, Eden Prairie, MN, 55352	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-111900	ENR	Frances Shmidt	1966-09-23	UHC-14743-34	3222932178	1285 Bayshore Dr, Miami, FL, 33113	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-100421	ENR	Robert B Harris	1983-10-27	UHC-42531-34	8783630618	7190 Main St, Charlotte, NC, 28290	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-105330	ENR	Sean B Martinez	—	UHC-99852-73	5774385369	8877 Canyon Rd, Phoenix, AZ, 85052	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-103926	ENR	Juan Reyes	1941-04-23	UHC-82658-05	2772949122	7663 Forest Ave, Dallas, TX, 75262	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-142342	ENR	Bradley U Bennett	1995-09-12	UHC-52823-46	7563879617	5501 Baseline Rd, Scottsdale, AZ, 85233	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-107781	ENR	Tyler O Weaver	1954-03-26	UHC-60000-16	5437913535	7409 Ocean Ave, Jacksonville, FL, 32265	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121026	ENR	Richard Maldonado	2003-04-20	UHC-25727-53	2346440348	2310 Sage Ct, Tempe, AZ, 85269	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-132977	ENR	Elijah Li	1942-01-05	UHC-84641-40	5463306592	6856 Mesa Dr, Las Vegas, NV, 89190	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-114924	ENR	Billy K Hansen	1960-03-13	UHC-35061-76	8119283330	8826 Grand Ave, San Diego, CA, 92132	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-109953	ENR	Charles Thomas	1941-07-20	UHC-32673-49	8862680111	3700 Washington St, Dallas, TX, 75203	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-121216	ENR	Willie U Hansn	1995-03-20	UHC-50777-90	3374316747	8046 Maple Ave, Seattle, WA	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-114804	ENR	Gabriel Gray	2001-08-25	UHC-14318-72	3388153032	8384 Lincoln Way, Gilbert, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-120510	ENR	Sean Harper	1969-03-14	UHC-05308-05	—	4042 Indian School Rd, Orlando, FL, 32882	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129895	ENR	Ryan T Morgan	2006-04-05	UHC-24598-44	2416691680	3435 Indian School Rd, Tucson, AZ, 85799	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-114997	ENR	Nanccy V Castillo	1967-03-21	UHC-50056-60	5223231228	8927 Pine Dr # 413, Tucson, AZ, 85723	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more

17,310 rows, page 113 of 347Previous Next