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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106364	ENR	Janet O Bishop	1999-07-02	UHC-26356-02	7064250397	2909 Highland Ave, Atlanta, GA, 30359	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129650	ENR	Maria Jimenez	1978-12-28	UHC-78358-02	—	8781 Indian School Rd, Mesa, AZ, 85252	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-115140	ENR	Judith R Castillo	1984-08-12	UHC-17837-26	4316528624	5562 Pine Dr, Tucson, AZ, 85793	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-122739	ENR	Noah U Pryce	1969-11-08	UHC-27165-52	5552532220	4559 Market St, Plano, TX, 75026	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-109915	ENR	Sandra R Sanders	1958-04-12	UHC-26766-16	9358289327	2015 Pine Dr, Houston, TX, 77097	0.78	Date of birth reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
ENR-101000	ENR	Aisha Q Auilar	1978-01-06	UHC-50504-70	5908319425	1025 Ridge Rd, Tucson, AZ, 85752	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110589	ENR	Alan N Daniels	2007-02-25	UHC-21977-49	—	7300 Elm St, Los Angeles, CA, 90042	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
ENR-103013	ENR	Gabriel L Turner	1966-11-18	UHC-88390-70	6234093846	2559 Cedar Ln, Tempe, AZ, 85288	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-116953	ENR	Kyle M Hart	1969-12-11	UHC-31482-61	7474765791	5043 Grand Ave, Denver, CO, 80203	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-139976	ENR	Lucia G Hicks	1969-08-25	UHC-33115-56	—	9284 Bayshore Dr, San Antonio, TX, 78289	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
ENR-126919	ENR	Diego H Patel	1946-05-27	UHC-98588-04	6766297575	4558 Sage Ct, Plano, TX, 75023	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-109556	ENR	Heather Alvarado	1973-06-13	UHC-77728-30	8013347145	5069 River Rd, Charlotte, NC, 28259	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-103427	ENR	Kelly U Little	1942-11-21	UHC-29949-37	—	5921 Spring St, Jacksonville, FL, 32293	0.78	Name re-cased Phone missing area code Member ID reformatted City re-cased+1 more
ENR-111163	ENR	George I Rice	1961-12-24	UHC-30643-41	7783201256	5317 Camelback Rd, Sacramento, CA, 95869	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-139346	ENR	Keenneth Watkins	2008-07-15	UHC-71263-52	6618692744	4175 Indian School Rd, Scottsdale, AZ, 85240	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127374	ENR	Gabriel S Hawkins	1979-12-21	UHC-64043-38	2303183444	2471 Bayshore Dr, Orlando, FL, 32885	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109812	ENR	Abigail Hicks	2001-04-05	UHC-46842-79	—	251 Hillcrest Rd, Seattle, WA, 98176	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-135171	ENR	Christina Wallace	1953-01-21	UHC-17035-42	4926780977	2124 Washington St, Chandler, AZ, 85271	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131107	ENR	Jeremy Barnes	1995-08-25	UHC-01704-60	3037444906	7103 Main St, Las Vegas, NV, 89125	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131106	ENR	Jeremy Barnes	1995-08-25	UHC-01704-60	3037444906	7103 Main St, Las Vegas, NV, 89125	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-134609	ENR	Gerald Lynch	1994-12-05	UHC-99823-73	2077277856	1191 Church St, Fresno, CA, 93716	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-108956	ENR	Dieo H Gonzales	—	UHC-87150-98	4236021525	3904 Market St, Minneapolis, MN, 55408	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
ENR-131874	ENR	Tim M Watkins	1987-04-17	UHC-00433-06	—	5340 Market St, Jacksonville, FL, 32284	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-102866	ENR	Linda Bowman	1978-04-25	UHC-84271-43	3676944980	1878 Indian School Rd, Chandler, AZ, 85263	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-116148	ENR	David W Hansen	2004-02-20	UHC-62023-76	—	8251 Apache Blvd, Jacksonville, FL, 32255	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-134410	ENR	Abigail H Spencer	1969-09-15	UHC-82202-40	3175753421	8550 Lincoln Way, Dallas, TX, 75209	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
ENR-114838	ENR	Donna Q James	2006-06-08	UHC-73198-99	7208353766	6962 Mesa Dr, Miami, FL, 33154	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133525	ENR	William N Phillips	1952-12-19	UHC-39529-34	7817348393	1219 Desert Sky Blvd, Charlotte, NC, 28222	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-119417	ENR	Sofia Clark	1987-06-19	UHC-19964-84	3607268580	6761 Forest Ave, Gilbert, AZ, 85262	0.78	Two-digit birth year Phone reformatted City re-cased State code upper-cased+1 more
ENR-117598	ENR	Bobby Milller	1995-01-10	UHC-03506-53	3713143240	3637 Harbor Blvd, Tucson, AZ, 85759	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-126878	ENR	Nathan A Bennett	1998-08-28	UHC-01939-06	—	1469 Spring St, Eden Prairie, MN, 55313	0.78	Date of birth reformatted Phone missing area code City re-cased Plan code upper-cased+1 more
ENR-141814	ENR	Natalie K Daniels	1951-11-18	UHC-67354-43	6543049510	1690 Pine Dr, Eden Prairie, MN, 55375	0.78	Two-digit birth year City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-110351	ENR	Marilyn Hunt	2000-04-25	UHC-87899-87	4334049923	2638 Indian School Rd, Nashville, TN, 37286	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110373	ENR	Maria Jensen	1982-04-07	UHC-84904-08	—	8929 Central Ave, Tucson, AZ, 85729	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-120424	ENR	Hannah G Arnold	1963-06-17	UHC-27042-68	—	9533 Indian School Rd, Chandler, AZ, 85278	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-102770	ENR	Kathryn Stone	1968-08-16	UHC-92523-76	2576336260	428 Central Ave, Eden Prairie, MN, 55304	0.78	Phone reformatted City re-cased ZIP+4 trimmed Plan code upper-cased+1 more
ENR-117415	ENR	Maldonado S Grace	—	UHC-96133-18	—	6552 Baseline Rd, Jacksonville, FL, 32265	0.78	Date of birth unreadable Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-137567	ENR	Ethan Chavez	1951-07-01	—	—	2576 Central Ave, Tempe, AZ, 85272	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-132907	ENR	Cheryl Y Guerrero	1971-10-02	UHC-36231-88	2549324372	2502 Lake View Rd, Minneapolis, MN, 55416	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114870	ENR	Kathryn G Parker	1945-08-28	UHC-62847-12	2812101713	6159 Broadway, Orlando, FL	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-102651	ENR	Kimberly Cunningham	1943-01-17	UHC-50704-33	2817705447	4044 Jefferson Ave, Houston, TX	0.78	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-118621	ENR	Marcus Y Chapman	1961-09-14	UHC-72334-75	9176019555	2259 Park Pl, Glendale, AZ, 85346	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-133029	ENR	Terry X Butler	1944-04-07	UHC-72146-95	6783996193	4363 Baseline Rd, Orlando, FL	0.78	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-111005	ENR	Maggei Lopz	1992-12-22	UHC-31756-91	—	903 Main St, Miami, FL, 33168	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-128846	ENR	Coleman I Brian	1948-01-28	UHC-17963-76	8497860912	4479 Ocean Ave, San Antonio, TX, 78252	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119672	ENR	Ethan V Hernandez	1965-04-24	UHC-46562-46	6989377576	3802 Desert Sky Blvd, Tampa, FL, 33683	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-113318	ENR	Reynolds F Abigail	1976-04-27	UHC-56842-65	3269371605	8152 Ocean Ave, Seattle, WA, 98149	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-114281	ENR	Albert Q Garza	2005-02-17	UHC-92267-20	9359889020	4178 Canyon Rd, Los Angeles, CA, 90098	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103554	ENR	Alexis Alvarado	2002-07-18	UHC-08236-43	6908443487	7620 Harbor Blvd, Columbus, OH, 43299	0.78	Phone reformatted Member ID reformatted City re-cased State code upper-cased+1 more
ENR-112925	ENR	Gbariel G Chen	1997-06-05	UHC-42326-53	3578173583	3512 Washington St, Fresno, CA, 93736	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more

8,423 rows, page 125 of 169Previous Next