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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100944	ENR	Ethan Vargas	1950-02-18	UHC-32789-06	—	6425 Highland Ave Apt 3, Phoenix, AZ, 85005	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Placeholder values cleared
ENR-102775	ENR	Amber Armstrong	1991-11-26	UHC-39729-71	—	145 Sage Ct # 117, Atlanta, GA, 30392	0.56	Name re-cased Two-digit birth year Phone missing area code Unit split from street
ENR-111649	ENR	Roy F Baker	1988-08-17	UHC-30265-04	6099120916	3050 Elm St Apt 21, Phoenix, AZ, 85061	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Email lower-cased
ENR-119105	ENR	Lori F Hunt	1990-05-24	UHC-23583-92	3428429051	4504 Forest Ave, Plano, TX, 75013	0.56	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased
ENR-131956	ENR	Scutt Z Lawrence	2002-08-06	UHC-34761-11	5983835297	823 Valley View Dr # 845, Tempe, AZ, 85281	0.56	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street
ENR-128744	ENR	Jeremy T Flores	1973-01-23	UHC-14635-78	7528652778	8701 Highland Ave, Columbus, OH, 43291	0.58	Two-digit birth year SSN last four extracted State name converted to code
ENR-120291	ENR	Anglea Willis	1984-11-27	UHC-64489-28	3892245136	4786 Hillcrest Rd, Seattle, WA, 98195	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-139963	ENR	Frances F Ortega	1967-12-23	UHC-57356-50	6367187785	5402 Valley View Dr, Charlotte, NC, 28275	0.58	Two-digit birth year SSN last four extracted Gender normalised
ENR-101788	ENR	Douglas Carlson	1939-01-28	UHC-97519-33	—	3127 Washington St Apt 34, Austin, TX, 78718	0.58	Two-digit birth year Unit split from street Gender normalised
ENR-124011	ENR	Austin G Alvarado	1970-08-08	UHC-25449-29	3039362540	3546 Highland Ave, Chandler, AZ, 85293	0.58	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year
ENR-136870	ENR	Dylan Day	1946-11-15	UHC-32420-88	—	8287 Central Ave # 731, Gilbert, AZ	0.58	Two-digit birth year Unit split from street ZIP missing
ENR-117053	ENR	Willie Gordon	1944-06-13	UHC-53886-67	9893213490	7310 Church St, Tucson, AZ, 85754	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-120292	ENR	Janet W Edwards	1965-07-10	UHC-30103-66	7378263478	3833 Market St, Scottsdale, AZ, 85260	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-108291	ENR	Bobby M Jimenez	1963-03-15	UHC-23688-88	8914890504	8735 Ridge Rd, San Diego, CA, 92169	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-130945	ENR	Jonathan Castillo	1970-02-18	UHC-98958-75	9342811565	8032 Camelback Rd, Fresno, CA, 93730	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116327	ENR	Austin Robertson	1968-11-08	UHC-21088-14	6407955327	169 Valley View Dr, Gilbert, AZ, 85284	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123481	ENR	Justin A Turner	1995-11-12	UHC-52766-67	4686196634	3538 Indian School Rd, Miami, FL, 33160	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-122559	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way, Dallas, TX, 75252	0.60	Two-digit birth year Phone reformatted City re-cased State code upper-cased+4 more
ENR-119562	ENR	Timothy Q Berry	2007-12-24	UHC-32504-88	6572168277	1940 Cedar Ln, Plano, TX, 75095	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-133310	ENR	Steven Rams	1969-01-26	UHC-53604-06	7312929098	1184 Hillcrest Rd, Sacramento, CA, 95863	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-130913	ENR	Nathhan E Knight	2000-02-11	UHC-02960-10	9477704749	431 Highland Ave, Dallas, TX, 75254	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128848	ENR	Jesse V West	1946-11-25	UHC-82874-61	9418218477	6026 Hillcrest Rd, Denver, CO, 80256	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-110751	ENR	Frances Hill	1941-11-27	UHC-11640-50	7687767218	8660 Apache Blvd, Eden Prairie, MN, 55359	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-104018	ENR	Bryan R Bowman	1963-12-26	UHC-61619-10	4337776150	6735 Market St, Atlanta, GA, 30350	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-135389	ENR	Harold V Matthews	1967-11-23	UHC-47451-76	8814601146	1371 Elm St, Nashville, TN, 37212	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-112658	ENR	Virginia D Marrtin	1953-05-18	UHC-82287-41	7182520263	5201 Apache Blvd, Orlando, FL, 32875	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111015	ENR	Mariana D Fields	1960-11-22	UHC-96749-28	6022285654	4850 Apache Blvd, Mesa, AZ, 85234	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129198	ENR	Abigail F Gilbert	1989-04-04	UHC-55949-97	—	937 Canyon Rd, Orlando, FL, 32841	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-119965	ENR	Eugene Dean	1980-11-04	UHC-92457-43	7034043731	1663 Forest Ave, Sacramento, CA, 95876	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-128147	ENR	Ralph U Amrstrong	1981-07-21	UHC-24998-70	6455889547	8223 Pine Dr, Los Angeles, CA, 90077	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-127777	ENR	Andrew Bryant	1951-01-06	UHC-48874-47	3472467726	5644 Mountain View Dr, Scottsdale, AZ, 85262	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-129223	ENR	Andrea L Wells	1974-04-08	UHC-09143-66	2962636283	1442 Highland Ave, Atlanta, GA, 30301	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-116918	ENR	Patty A Nguyen	2005-03-23	UHC-22321-64	7243578348	6015 Elm St, Fresno, CA, 93770	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-112337	ENR	Gerald W Ramirez	1975-05-28	UHC-09097-49	8484342645	7735 Ridge Rd, Nashville, TN, 37236	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-121372	ENR	Andrew Y Dominguez	2008-06-06	UHC-74762-12	2778317507	2936 Broadway, Columbus, OH	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-141981	ENR	Brandon Cox	1969-02-23	UHC-48544-40	7149979450	9247 Mountain View Dr, Austin, TX, 78796	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116149	ENR	Logan P Soto	1944-04-23	UHC-78783-45	7958357007	7453 Maple Ave, Jacksonville, FL, 32295	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-107972	ENR	John Delgado	1990-07-14	UHC-78053-81	6478350126	9808 Market St, Sacramento, CA, 95873	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119004	ENR	Nancy Wright	1984-01-05	UHC-03765-78	6073773218	8257 Mountain View Dr, Plano, TX, 75067	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-122889	ENR	Joyce Medina	1943-09-18	UHC-17090-46	7676833062	1257 Central Ave, San Diego, CA, 92137	0.60	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+4 more
ENR-114849	ENR	Debbie Q Cooper	1980-01-04	UHC-66987-74	6489207149	5581 Central Ave, San Antonio, TX, 78203	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-133351	ENR	Aaron Palmer	2005-08-20	UHC-08236-22	3215976906	9580 Indian School Rd, Scottsdale, AZ, 85208	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-101690	ENR	Melissa Jimenez	1939-10-06	UHC-42639-44	8898156374	6734 Pine Dr, Atlanta, GA, 30373	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-114585	ENR	Christopher Z Stewart	2007-01-04	UHC-24875-05	2935431305	3083 Main St, Houston, TX, 77068	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-117032	ENR	Luis S Howard	1987-09-10	UHC-63334-20	5407541885	744 Harbor Blvd, Las Vegas, NV, 89139	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-140612	ENR	Bradley Perez	1988-02-23	UHC-12473-59	8529010649	3352 Oak St, Orlando, FL, 32837	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-137650	ENR	Gregory Pena	1944-04-24	UHC-46769-63	5237698601	1872 Meadow Ln, Columbus, OH, 43218	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120524	ENR	Nicholas Espinoza	2003-07-25	UHC-39988-70	2948060529	2471 Indian School Rd, Glendale, AZ, 85381	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-100511	ENR	Grace P Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave, Columbus, OH, 43279	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-114591	ENR	Adam Rogers	1991-02-14	UHC-08320-64	—	550 Valley View Dr, Tampa, FL, 33679	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more

2,874 rows, page 23 of 58Previous Next