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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121701	ENR	Christian T Ferguson	1949-08-19	UHC-15332-76	4869583442	7562 Indian School Rd, Fresno, CA, 93733	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104866	ENR	Ray A Park	1976-12-12	UHC-17523-45	7324001291	8795 Valley View Dr, Jacksonville, FL, 32245	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-110032	ENR	Mason Thomas	1992-11-14	UHC-48966-12	5329930151	4433 Washington St, Denver, CO, 80263	0.58	Name split from “Last, First”SSN last four extracted ZIP+4 trimmed
CLM-421826	CLM	Jeffrey X Green	1958-05-12	UHC-73338-83	6722446085	6830 Church St, Columbus, OH, 43229	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-51554	TPA	Dennis Powell	1977-07-24	—	9316250254	8141 Main St, Tucson, AZ, 85765	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-121849	ENR	Kimberly F McDonald	1959-12-14	UHC-49543-48	8215069224	2253 Cedar Ln, San Diego, CA, 92102	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-101621	ENR	Hiroshi Wang	1966-02-10	UHC-08450-66	7575494570	4121 Valley View Dr, Houston, TX, 77043	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128390	ENR	Sentiago Y Perkins	1972-01-21	UHC-86977-19	2417300455	172 Jefferson Ave, Glendale, AZ, 85363	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-425652	CLM	Lisa Walker	1950-02-28	—	9696295974	7489 Valley View Dr, Denver, CO, 80205	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106716	ENR	Billy K Duncan	1983-12-27	UHC-74793-36	2994509725	575 Ocean Ave, Tucson, AZ, 85771	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139733	ENR	Lynch G Paul	2005-03-22	UHC-76821-72	5903439107	6421 Park Pl, Los Angeles, CA, 90054	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105463	ENR	Melissa C Tran	1958-07-11	UHC-37788-27	8677786881	5448 Church St, Charlotte, NC, 28264	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63843	TPA	John Holmes	1983-10-10	—	3549491986	1760 Forest Ave, Dallas, TX, 75231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60640	TPA	Kevin W Howell	1965-01-04	—	—	8133 Palm Dr, Denver, CO, 80276	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-402048	CLM	Stephanie Allen	1995-11-20	UHC-51810-47	6213718519	8645 Apache Blvd, Tempe, AZ, 85210	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-140731	ENR	Denise Q Reid	1966-07-03	UHC-47159-46	2873648557	5411 Church St, San Antonio, TX, 78236	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116657	ENR	Katherine D Black	2003-06-08	UHC-30092-48	—	4617 Grand Ave, Dallas, TX, 75254	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-112079	ENR	Kyle Ross	1970-08-03	UHC-21941-25	2449000918	6425 Baseline Rd, Fresno, CA, 93736	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-424181	CLM	Matthew Ward	1944-03-10	UHC-15822-54	6094992984	2316 Baseline Rd, Glendale, AZ, 85311	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130691	ENR	Teresa Simmons	1949-01-11	UHC-70791-29	8949190292	2740 Mesa Dr, Columbus, OH, 43203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118783	ENR	Ray Q Lawrence	1949-08-08	UHC-59874-28	—	9838 Canyon Rd, Seattle, WA, 98109	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-105401	ENR	Anthhony M Perkins	1961-05-03	UHC-47503-40	6777248181	1854 Ocean Ave, Glendale, AZ, 85339	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-29331	PRV	Gloria Robinson	1986-05-28	—	2456991630	5674 Maple Ave, Seattle, WA, 98173	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114036	ENR	Emily A Anderson	1953-02-16	UHC-77460-19	5059545342	3066 Sage Ct, Mesa, AZ, 85249	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128731	ENR	Sarah Wilson	1957-02-01	UHC-97990-06	3252732920	1295 Pine Dr, Dallas, TX, 75257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141886	ENR	Sean Q Watson	1998-06-23	UHC-89921-87	9307044332	9192 Apache Blvd, Columbus, OH, 43218	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106262	ENR	Pamela U Rychardson	1941-03-21	UHC-65975-52	7633791900	7954 Spring St, Las Vegas, NV, 89173	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108389	ENR	Amber X Bishop	1982-11-04	UHC-24337-50	5697082860	1127 Meadow Ln, Fresno, CA, 93719	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55385	TPA	Gabriel Guzman	2007-09-24	—	—	6274 Lake View Rd, Chandler, AZ, 85276	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-409819	CLM	Sofia D Wrd	1961-04-16	UHC-55808-79	2366515297	6963 Desert Sky Blvd, Tucson, AZ, 85786	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412648	CLM	Janet Young	1976-05-24	—	2425705194	3328 Oak St, Nashville, TN, 37280	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428910	CLM	Billy Lewis	1942-04-19	UHC-32201-16	2212731809	1864 Main St, Eden Prairie, MN, 55369	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-25593	PRV	Sophia I Hill	1996-03-13	—	7346564859	7644 Hillcrest Rd, Houston, TX, 77057	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406615	CLM	Jeremy Dean	1938-10-04	UHC-80606-85	3092649779	6931 Park Pl, Phoenix, AZ, 85095	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-135701	ENR	Teresa V Sims	1981-01-25	UHC-68801-10	3847185091	9302 Meadow Ln, Houston, TX, 77045	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124257	ENR	Aaron Bell	1965-07-04	UHC-16001-92	5996254481	5517 Desert Sky Blvd # 635, Miami, FL, 33162	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-120999	ENR	Daniel K Ramirez	1992-09-15	UHC-57427-66	6727715403	815 Sunset Blvd, Miami, FL, 33128	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22662	PRV	Joyce Patterson	1973-07-17	UHC-06691-69	2577197097	4507 Highland Ave, San Antonio, TX, 78278	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416405	CLM	Danielle Ross	1997-05-10	UHC-36430-99	—	6832 Main St, Austin, TX, 78728	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-139539	ENR	Kyyle G Rivera	2007-12-24	UHC-99475-72	5918657063	8014 Central Ave, Atlanta, GA, 30341	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417108	CLM	Lori Meyer	1992-05-01	UHC-60823-70	8387135443	4365 Sunset Blvd, Las Vegas, NV, 89104	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118849	ENR	Luys A Jones	2000-02-09	UHC-29350-58	9748678233	5765 Bayshore Dr, Sacramento, CA, 95822	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28082	PRV	Josh I Gybson	1987-11-05	UHC-80149-44	3983453076	4752 Washington St, Tempe, AZ, 85232	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140645	ENR	Brandon H Fields	1969-09-11	UHC-95171-29	—	2541 Willow Ct, Denver, CO, 80298	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139709	ENR	Ashley Q Mejia	1969-02-05	UHC-53643-77	8658817090	4736 Desert Sky Blvd, Scottsdale, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-59368	TPA	Amy Hamilton	1957-11-14	—	7488178584	6489 River Rd, Gilbert, AZ, 85229	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138039	ENR	Charlotte D Perry	1983-12-12	UHC-56932-15	4792872369	6577 Spring St, Scottsdale, AZ, 85266	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-63302	TPA	Adam Vega	1974-12-27	—	5372467498	3130 Cedar Ln, San Diego, CA, 92181	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55381	TPA	Wayne T Greene	1964-05-20	—	4785479922	5071 Cedar Ln, Nashville, TN, 37279	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55382	TPA	Wayne T Greene	1964-05-20	—	4785479922	5071 Cedar Ln, Nashville, TN, 37279	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

8,263 rows, page 56 of 166Previous Next