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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120721	ENR	Austin B Reid	1958-06-25	UHC-30832-49	6234439959	6147 Harbor Blvd, Mesa, AZ, 85245	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141006	ENR	Bruce T Garrett	1962-07-12	UHC-64079-01	8223304412	383 Central Ave, Miami, FL, 33114	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-137896	ENR	Janice Rose	1962-07-21	UHC-67004-45	8523032895	4623 Highland Ave, Chandler, AZ, 85234	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138411	ENR	Donna Moreno	1950-03-17	UHC-42001-77	2593735032	7910 Indian School Rd, Glendale, AZ, 85316	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100294	ENR	Mie U Dunn	2006-08-16	UHC-18186-94	5549773334	7975 Church St, Glendale, AZ, 85329	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128307	ENR	Mary O Cox	1991-09-16	UHC-97164-90	—	7706 Ridge Rd, Plano, TX, 75006	0.74	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-106134	ENR	Deb Hudson	1938-07-01	UHC-17166-07	4636112740	8863 Main St, Tempe, AZ, 85227	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115588	ENR	Cynthia Ramirez	1949-07-11	UHC-27116-13	—	8515 Ridge Rd, Tampa, FL, 33642	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-101551	ENR	Maria Simpson	1939-09-04	UHC-55315-51	4315755528	9735 Canyon Rd, Charlotte, NC, 28269	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108477	ENR	Alexander H Crawford	1998-12-18	UHC-67276-23	—	8464 Washington St, Minneapolis, MN, 55472	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133137	ENR	Mark Mendez	1948-02-08	UHC-14011-85	4824548239	8805 Willow Ct, Austin, TX, 78755	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126705	ENR	Nicholas Walker	1962-03-16	UHC-31286-65	9705731101	9465 Park Pl, Eden Prairie, MN, 55341	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126704	ENR	Nicholas Walker	1962-03-16	UHC-31286-65	9705731101	9465 Park Pl, Eden Prairie, MN, 55341	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100359	ENR	Sean O Hamilton	2008-06-24	—	4867838243	6864 Bayshore Dr, Denver, CO, 80258	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129465	ENR	Steve Weber	1945-09-02	UHC-21855-17	6067060381	4201 Highland Ave, Glendale, AZ, 85316	0.74	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-137356	ENR	Matthew P Rodriguez	1955-09-11	UHC-64971-35	6838754255	9408 Bayshore Dr, Minneapolis, MN, 55447	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110312	ENR	Jacqueline Williamson	1952-06-01	UHC-44237-32	3996918034	1442 Canyon Rd, Las Vegas, NV, 89162	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117228	ENR	Lisa King	1967-05-01	UHC-93323-10	5004494195	4323 Union St, Nashville, TN, 37215	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137088	ENR	Carol Q Stephens	2001-03-25	UHC-58061-49	4895472072	959 Market St, San Diego, CA, 92158	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109762	ENR	Evalyn Burke	1951-03-08	UHC-50936-17	8657831045	9253 Valley View Dr, Atlanta, GA, 30365	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120751	ENR	Eric A Bell	1943-10-03	UHC-12366-37	7349738013	6105 Bayshore Dr Apt 9, Denver, CO, 80258	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-134534	ENR	Aaron R Foster	1946-01-19	UHC-62336-70	6017715743	1771 Oak St, Chandler, AZ, 85256	0.74	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased+3 more
ENR-120481	ENR	Charles Y Kelly	2006-07-14	UHC-86006-63	7155902967	25 Jefferson Ave, Scottsdale, AZ, 85226	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122788	ENR	Michael Patterson	1950-07-25	UHC-52330-39	5344757314	9741 Sunset Blvd Apt 30, Mesa, AZ, 85226	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-131010	ENR	Linda V Barnes	1984-10-21	UHC-93776-99	4523407863	1023 Palm Dr, Chandler, AZ, 85252	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138018	ENR	Jessica E Peterson	2006-07-07	UHC-90927-74	8457061133	8905 Indian School Rd, Scottsdale, AZ, 85296	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132334	ENR	Daniel Harper	1995-07-18	UHC-27789-68	9469250242	2855 Broadway Apt 15, Jacksonville, FL, 32226	0.74	Phone reformatted Member ID reformatted Unit split from street Address re-cased+3 more
ENR-108817	ENR	Dot Burton	1977-04-16	UHC-38127-12	5919614445	4833 Maple Ave, Seattle, WA, 98168	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134524	ENR	Maria R Jordan	1979-04-01	UHC-32080-45	4012827857	7536 Central Ave, Atlanta, GA, 30385	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112339	ENR	Christian Foster	1967-05-16	UHC-88351-38	5647815697	7933 Elm St, Austin, TX, 78771	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-127925	ENR	Sean J Le	1995-05-23	UHC-51623-66	9585624543	465 Willow Ct, Austin, TX, 78743	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-110336	ENR	Gerald V Martinez	1955-10-03	UHC-27156-84	5984567185	4734 Grand Ave, Dallas, TX, 75298	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133297	ENR	Scott D Gibson	2004-06-02	UHC-52419-70	2056250891	5853 Lake View Rd, Miami, FL, 33153	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142935	ENR	Donald G Kennedy	1959-08-24	UHC-80692-79	6095529694	7544 Canyon Rd, Jacksonville, FL, 32293	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131137	ENR	Anna Berry	1992-12-22	UHC-00510-59	4569096067	4508 Park Pl, Sacramento, CA, 95852	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133209	ENR	Ann Fernandez	1998-10-22	UHC-30255-20	5053818741	6009 Apache Blvd, San Antonio, TX, 78230	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111109	ENR	Julia A Castillo	1979-03-28	—	5135664821	6225 Bayshore Dr, Eden Prairie, MN, 55382	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103408	ENR	Yuki T Wagner	1975-12-10	UHC-48477-20	—	2516 Maple Ave, Los Angeles, CA, 90069	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122121	ENR	Aaron Castillo	1964-04-27	UHC-80412-20	9855393941	1483 Grand Ave, Chandler, AZ, 85215	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128013	ENR	Virginia Z Black	1938-01-07	UHC-71337-20	7998416456	8709 Union St, Chandler, AZ, 85274	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102284	ENR	Teresa G Hanson	1968-11-19	UHC-00302-33	9135999002	6035 Indian School Rd, Jacksonville, FL, 32265	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
ENR-127705	ENR	Dennsi J Holmes	1981-01-15	UHC-23663-34	9044237368	8792 Elm St, Miami, FL, 33153	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129048	ENR	Amy L Davis	1987-11-28	—	6658721312	4547 Indian School Rd, Phoenix, AZ, 85062	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111406	ENR	Lauren V Weber	1976-08-19	UHC-10306-09	—	4452 Forest Ave, Miami, FL, 33151	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132515	ENR	Danielle Allen	2000-07-14	UHC-15955-57	3523106593	3050 Desert Sky Blvd, Sacramento, CA, 95837	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142889	ENR	Stephanie George	1940-03-27	UHC-17435-68	5673065952	1885 Elm St, Tucson, AZ, 85706	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129199	ENR	Janet H Morgan	1968-04-24	UHC-17766-52	5336153995	2596 Sunset Blvd, Chandler, AZ, 85228	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118317	ENR	Rojas O Lauren	1973-03-01	UHC-74673-37	6284906626	1270 Valley View Dr, San Antonio, TX, 78201	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129870	ENR	Patty Rusell	1940-04-27	UHC-06298-35	4846704647	1335 Canyon Rd, San Antonio, TX, 78272	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131664	ENR	Larson O Luis	1979-08-22	UHC-85158-48	2644571080	362 Ocean Ave, Plano, TX, 75067	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

8,934 rows, page 82 of 179Previous Next