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-127587	ENR	Debra L Garza	1984-04-28	UHC-51147-76	7983785945	6588 Ocean Ave, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-119040	ENR	Patricia K Obrien	1968-08-18	UHC-18106-84	—	5502 Valley View Dr, Orlando, FL, 32851	0.48	Name split from “Last, First”Middle initial moved out of first name Name re-cased Date of birth reformatted+4 more
ENR-114090	ENR	Keith B Olson	2006-03-05	UHC-20417-55	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-121148	ENR	Gary G Diaz	1989-06-16	UHC-46839-16	4233148081	4178 Baseline Rd, Chandler, AZ, 85225	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139467	ENR	Hannah Howell	1938-12-24	UHC-33142-04	9762549223	550 Palm Dr, Plano, TX, 75033	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109258	ENR	Jeremy K Mitchell	2003-04-22	UHC-39524-30	2295039534	7007 Camelback Rd, Nashville, TN, 37206	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-142155	ENR	Jerry Nelson	1988-01-17	UHC-37494-37	3914462333	1568 Highland Ave, Charlotte, NC, 28216	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104841	ENR	Alan X Chavez	1944-02-13	UHC-75933-71	—	1479 Pine Dr # 835, Dallas, TX, 75263	0.48	Name re-cased Phone missing area code Member ID reformatted Unit split from street+4 more
ENR-123461	ENR	Denise Welch	—	UHC-62650-06	8526940772	2403 Palm Dr, Nashville, TN, 37204	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-133925	ENR	Ben Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139453	ENR	Frank V Morales	1976-04-05	UHC-96271-47	4853542454	5658 Lincoln Way, Eden Prairie, MN	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-138670	ENR	Larry Y Morgan	1971-01-28	UHC-96302-08	8255940810	6143 Oak St, Tucson, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138459	ENR	Lori Garza	2005-10-18	UHC-40978-84	4384821898	661 Baseline Rd, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-101485	ENR	Maria Berry	1946-06-20	UHC-38529-44	2722344177	6589 Camelback Rd, Atlanta, GA, 30314	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102594	ENR	Santiago X Ruiz	—	UHC-24348-69	5946875549	7526 Union St, Miami, FL	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-136919	ENR	Chris Roberts	—	UHC-44960-88	6243264161	4330 Mesa Dr, Los Angeles, CA, 90089	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-140173	ENR	Angela Y Simpson	1958-02-01	UHC-60551-37	5054121302	3747 Ocean Ave Apt 33, Glendale, AZ, 85372	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-139776	ENR	Martinez Andrea	1941-05-17	UHC-02997-04	—	5480 Baseline Rd, Los Angeles, CA, 90047	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-110932	ENR	Alan A Wilson	2001-03-06	—	—	9375 Camelback Rd # 912, Columbus, OH, 43279	0.48	Middle initial moved out of first name Name re-cased Unit split from street Street suffix standardised+4 more
ENR-127538	ENR	Keith B Burke	1994-12-20	UHC-65252-24	4846619037	4190 Spring St, Austin, TX, 78711	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138245	ENR	Sarha D Green	2005-02-06	UHC-82924-01	5572580730	6549 Apache Blvd, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-117095	ENR	Kayyla L Reid	2003-09-12	UHC-98078-99	—	2115 Market St, Sacramento, CA, 95845	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-129913	ENR	Willie D Matthews	1980-12-05	UHC-09213-65	3737855981	3400 Forest Ave, San Antonio, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-139807	ENR	Ethan Peters	1971-06-14	UHC-28291-35	8725658434	4909 Meadow Ln # 261, Seattle, WA, 98152	0.48	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+4 more
ENR-131608	ENR	Terry Obrien	1975-01-07	UHC-51549-18	—	4141 Union St, Mesa, AZ, 85244	0.48	Name split from “Last, First”Name re-cased SSN last four extracted Street suffix standardised+4 more
ENR-104340	ENR	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139934	ENR	Jessica P Ball	1969-08-14	UHC-71411-11	—	262 Spring St, Mesa, AZ, 85216	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-137251	ENR	Aaron Gonzalez	1962-11-03	UHC-18772-45	2538912028	9680 Mountain View Dr, Seattle, WA, 98103	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-115360	ENR	Arthur L Rice	—	UHC-25386-54	5812371863	4090 Market St, Los Angeles, CA, 90002	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-126692	ENR	Noah Yang	—	UHC-35553-42	3393466328	1662 Main St, Sacramento, CA, 95892	0.48	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more
ENR-106498	ENR	Catherine X Garcia	1965-03-14	UHC-49707-14	6736093324	95 Baseline Rd, Chandler, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-137249	ENR	Ann Bowman	1970-06-15	UHC-58657-88	4508444063	6414 Ridge Rd, Phoenix, AZ, 85023	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-133359	ENR	Grace Armstrong	—	UHC-66399-35	—	6118 Sage Ct, Scottsdale, AZ, 85288	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-115316	ENR	Terry K Coleman	1939-09-10	UHC-28889-03	7553533818	9252 Lake View Rd, Gilbert, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-113709	ENR	Anna Hamilton	1947-07-28	UHC-64350-02	5723082398	1273 Mesa Dr, Chandler, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142407	ENR	Austin Mitchell	1991-12-18	UHC-30117-53	6364475533	8198 Lake View Rd, Minneapolis, MN, 55450	0.48	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-128264	ENR	Maria Salazar	1973-12-13	UHC-61139-77	—	2905 Harbor Blvd, Las Vegas, NV, 89192	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-122166	ENR	Albert L Santtos	1956-12-07	UHC-81733-66	—	8286 Harbor Blvd, Mesa, AZ, 85246	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+4 more
ENR-139943	ENR	Sophia Welch	1938-07-16	UHC-08969-87	8303198136	9297 Church St, San Diego, CA, 92171	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127833	ENR	Alexis Payne	1960-09-09	UHC-05678-36	8432121327	309 Indian School Rd, Phoenix, AZ, 85062	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-107859	ENR	Brandon Price	—	UHC-79134-71	7012471474	5569 Desert Sky Blvd, Orlando, FL, 32854	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-114089	ENR	Keith B Olson	2006-03-05	UHC-20417-55	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137373	ENR	Tyler Y Peters	2001-11-01	UHC-32643-22	—	1544 Market St Apt 35, Fresno, CA, 93738	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-102162	ENR	Garrett W Susan	2002-01-01	UHC-37392-40	4938965197	4354 Willow Ct # 729, Tempe, AZ, 85277	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-115767	ENR	Alexander S Andrews	1968-12-21	UHC-09924-10	5906401615	9048 Central Ave, Chandler, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126564	ENR	Wei Gomez	2005-03-13	UHC-05045-78	2609743152	3593 Ocean Ave Apt 16, Austin, TX, 78708	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-130966	ENR	Abigail F Vazquez	—	UHC-89341-24	3833353453	6140 Pine Dr, Austin, TX, 78747	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-118094	ENR	Carlos Carpennter	2008-06-12	UHC-93262-81	4753030901	833 Canyon Rd # 692, Scottsdale, AZ, 85207	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-129823	ENR	Carlos I Evans	1979-12-27	UHC-89882-16	6617140876	9503 Desert Sky Blvd, Plano, TX, 75067	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-129822	ENR	Carlos I Evans	1979-12-27	UHC-89882-16	6617140876	9503 Desert Sky Blvd, Plano, TX, 75067	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more

17,310 rows, page 12 of 347Previous Next