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

All sources, 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-111629	ENR	Justin N Carr	1979-02-16	UHC-13351-15	—	7691 Forest Ave, Gilbert, AZ, 85275	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-135307	ENR	Sofia Gonzalez	1989-06-16	UHC-28733-52	—	2628 Washington St, Nashville, TN	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-122084	ENR	Sara Ramos	2008-11-19	UHC-62520-52	—	2967 Highland Ave, San Diego, CA, 92123	0.52	Name re-cased Phone missing area code State name converted to code Gender normalised+2 more
PRV-20084	PRV	Christine Salazar	1973-11-05	UHC-75118-47	—	7127 Sunset Blvd, Plano, TX, 75020	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
TPA-51512	TPA	Samuel Evans	2003-06-19	—	—	4995 Maple Ave, Phoenix, AZ, 85021	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-112993	ENR	Sarah C Crawford	1967-09-27	UHC-35859-85	—	7164 Hillcrest Rd, Austin, TX, 78768	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-129141	ENR	Patrick Ortega	2001-07-20	UHC-45462-68	—	348 Cedar Ln, Atlanta, GA, 30305	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
ENR-141338	ENR	Joan O Jimeenz	1945-02-22	UHC-52208-38	—	3952 Valley View Dr, San Diego, CA, 92160	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24422	PRV	Thersea Harris	1958-09-18	UHC-49222-72	—	7303 Valley View Dr, Miami, FL, 33145	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121560	ENR	Scott Lopez	1953-08-14	UHC-54516-93	—	7734 Hillcrest Rd, Tucson, AZ, 85738	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140741	ENR	Aaron Freeman	—	UHC-00601-67	—	6995 Oak St, Mesa, AZ, 85216	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone missing area code+2 more
ENR-127520	ENR	Joran Robinson	1979-06-15	UHC-00837-84	—	1116 Washington St, Tucson, AZ, 85785	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-135733	ENR	Lawrence W Flores	2008-06-27	UHC-58157-26	—	7822 Oak St, Los Angeles, CA, 90024	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-55394	TPA	Kathleen Hill	1999-03-18	—	—	8010 Oak St, Fresno, CA, 93746	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118396	ENR	Nathan Y Howell	1991-01-14	—	—	3009 Harbor Blvd, San Antonio, TX, 78237	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-136446	ENR	Sophia A Nguen	1979-10-14	UHC-35591-59	—	1745 Highland Ave, Miami, FL, 33119	0.52	Name re-cased Two-digit birth year Phone missing area code Email lower-cased+2 more
ENR-102927	ENR	Olivia Hart	1976-10-26	UHC-78547-45	—	9622 Highland Ave, Houston, TX, 77017	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27949	PRV	Brittany M Watson	1971-04-25	—	—	3073 Market St, Sacramento, CA, 95874	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-122916	ENR	Helen Wallace	2006-03-25	UHC-46407-62	—	8344 Mountain View Dr, Phoenix, AZ, 85029	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-130316	ENR	Katherine H Rose	—	UHC-31860-41	—	2876 Oak St, Denver, CO, 80221	0.52	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+2 more
ENR-129562	ENR	Theresa U Hicks	1969-02-09	UHC-01574-14	—	1799 Highland Ave, Jacksonville, FL, 32208	0.52	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+2 more
CLM-403568	CLM	Joe Richardson	1943-10-04	UHC-53594-59	—	5386 Apache Blvd, Nashville, TN	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-414794	CLM	Scott Ward	1943-10-21	—	—	468 Pine Dr, Jacksonville, FL, 32251	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-130437	ENR	Jennifer G Aguilar	1942-11-23	—	—	3751 Forest Ave, Los Angeles, CA, 90061	0.52	Phone missing area code State name converted to code ZIP+4 trimmed Email lower-cased+2 more
PRV-28007	PRV	Harold N Black	1953-02-20	UHC-08811-16	—	1814 Lincoln Way, San Diego, CA, 92187	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-124921	ENR	Lauren Washington	1965-10-28	UHC-74755-05	—	6518 Harbor Blvd, Scottsdale, AZ, 85232	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-128049	ENR	Stephen K Jimenez	2006-09-27	UHC-39923-61	—	3249 Bayshore Dr, Denver, CO, 80254	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-105513	ENR	Martha Willis	1949-05-10	UHC-02418-70	—	1641 Sage Ct Apt 2, Eden Prairie, MN, 55351	0.52	Phone missing area code Unit split from street State code upper-cased Gender normalised+2 more
ENR-128575	ENR	Sandra G Franklin	—	UHC-25678-83	—	8987 Palm Dr, Jacksonville, FL, 32257	0.52	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+2 more
TPA-53091	TPA	Angela Cook	1957-11-18	—	—	2908 Highland Ave # 989, Plano, TX, 75000	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116053	ENR	Stephanie Y Ruiz	1999-01-26	UHC-28633-53	—	1752 Main St, Eden Prairie, MN, 55329	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109808	ENR	Ronald V Sandoval	1996-04-08	UHC-16953-93	—	6996 Mountain View Dr, Chandler, AZ, 85299	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-53716	TPA	Brenda Garrett	1984-09-28	—	—	—	0.54	Name re-cased Phone missing area code SSN last four extracted Gender normalised+1 more
CLM-405145	CLM	Alexis Q Ramirez	1964-04-18	—	—	7736 Ocean Ave, Gilbert, AZ, 85257	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-405144	CLM	Alexis Q Ramirez	1964-04-18	—	—	7736 Ocean Ave, Gilbert, AZ, 85257	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-116784	ENR	James Jordan	1997-05-17	UHC-70442-50	—	9233 Valley View Dr, Columbus, OH	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107146	ENR	Nicole Cunningham	2005-01-02	UHC-10640-05	—	7972 Meadow Ln, Phoenix, AZ, 85087	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-58030	TPA	Noah Wallace	1952-12-09	UHC-53723-54	—	3878 Main St, Minneapolis, MN, 55470	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102333	ENR	Luis Burke	1949-09-03	UHC-72644-35	—	5820 Hillcrest Rd, Houston, TX, 77077	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-129744	ENR	Karen R Duncan	1971-12-27	UHC-38258-24	—	6670 Cedar Ln # 886, Miami, FL, 33163	0.54	Name re-cased Phone missing area code Unit split from street Street suffix standardised+1 more
ENR-131770	ENR	Wei Q Morrison	1956-07-26	UHC-11160-33	—	5478 Canyon Rd Apt 34, Plano, TX, 75031	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415530	CLM	Raymond Martinez	1964-07-23	UHC-76339-68	—	—	0.54	Name re-cased Two-digit birth year Phone missing area code Gender normalised+1 more
ENR-132441	ENR	Jeremy V McDonald	1940-06-12	UHC-67446-94	—	5567 Willow Ct, Fresno, CA, 93729	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-111578	ENR	Bruce Fowler	1938-05-08	UHC-81149-56	—	7225 Lincoln Way, Columbus, OH, 43213	0.54	Phone missing area code State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-131003	ENR	Elijah Grant	1940-05-21	UHC-75378-87	—	587 Church St, Eden Prairie, MN, 55377	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-130751	ENR	Roy Ross	1976-06-23	UHC-03594-93	—	2156 Main St, Sacramento, CA, 95896	0.54	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-425222	CLM	Jacqueline Hayes	1983-05-03	—	—	—	0.54	Name split from “Last, First”Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-111899	ENR	Christina R Daniels	1975-11-09	UHC-78180-71	—	8725 Highland Ave, Orlando, FL, 32878	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423817	CLM	Yuki T Johnson	—	UHC-34539-08	—	—	0.54	Name split from “Last, First”Date of birth unreadable Phone missing area code Whitespace trimmed+1 more
ENR-117479	ENR	Terry Stephens	1946-12-02	UHC-30868-70	—	156 Indian School Rd, Fresno, CA	0.54	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more

2,021 rows, page 13 of 41Previous Next