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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411301	CLM	Donald Anderson	1955-04-02	UHC-91846-26	—	6274 Highland Ave, Phoenix, AZ, 85029	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131854	ENR	Helen E Patel	1998-06-19	UHC-28883-81	7446562319	2454 Apache Blvd, Scottsdale, AZ, 85291	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422335	CLM	Lrry Marshall	1971-07-04	UHC-53367-57	—	1466 Grand Ave, Minneapolis, MN, 55410	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-416527	CLM	Chuck Griffin	1970-05-26	UHC-14601-23	6163210233	9665 Maple Ave, Mesa, AZ, 85251	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103544	ENR	Gary U Pena	1983-06-09	UHC-34554-47	8606575105	7060 Jefferson Ave, San Diego, CA, 92173	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412541	CLM	Debra Powell	1945-02-07	UHC-90874-75	—	4358 Forest Ave, Tampa, FL, 33622	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-135709	ENR	Michelle Soto	1948-06-18	UHC-71794-95	4596715037	4713 Lincoln Way, Scottsdale, AZ, 85295	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130967	ENR	Grace I Williams	1977-04-18	UHC-70016-34	2232374335	9067 Highland Ave, Jacksonville, FL, 32233	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-134046	ENR	Lawrence S Aguilar	1951-02-28	UHC-15412-78	2402782629	6601 Ridge Rd, Chandler, AZ, 85225	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120904	ENR	Terry Gomez	2002-01-21	UHC-97945-44	4658139961	875 Grand Ave, Eden Prairie, MN, 55359	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-401297	CLM	Harold McCoy	1956-04-13	UHC-66918-98	9745926761	7067 Central Ave, Orlando, FL, 32827	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-115384	ENR	Grace Z Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave, San Diego, CA, 92192	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115385	ENR	Grace Z Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave, San Diego, CA, 92192	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-109834	ENR	Larua D Morris	1945-06-10	UHC-49891-97	3089620911	8646 Indian School Rd, Atlanta, GA, 30349	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-419863	CLM	Samuel Marquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-113632	ENR	Mason H Chen	1982-09-21	UHC-68233-59	7104003271	9569 Canyon Rd, San Antonio, TX, 78240	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21683	PRV	Emma Fernandez	1989-02-15	UHC-03907-18	6939661786	5873 Bayshore Dr, Phoenix, AZ, 85030	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-414879	CLM	Alvarado Jacqueline	1946-02-10	UHC-56970-49	—	9838 Lake View Rd, San Diego, CA, 92157	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100496	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-100497	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-128871	ENR	Daniel Kim	1958-09-25	UHC-66366-97	5024941594	3734 Mesa Dr, Nashville, TN, 37231	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141313	ENR	Kevin Fields	2005-02-19	UHC-78650-22	7019851289	3941 Maple Ave, San Antonio, TX, 78259	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117192	ENR	Sarah Tucker	1943-09-21	UHC-46506-60	5563557300	8369 Mountain View Dr, Sacramento, CA, 95819	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-412037	CLM	Julie J Wilson	1990-10-20	UHC-76381-41	—	6638 Park Pl, Tempe, AZ, 85247	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-119991	ENR	Eirc Foster	2000-11-12	UHC-97726-64	3052506160	8358 Meadow Ln, Fresno, CA, 93763	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-413177	CLM	Judith Lucas	1968-03-18	UHC-90519-50	4814061967	3242 Maple Ave, Fresno, CA, 93791	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-105914	ENR	Heather Soto	1972-04-28	UHC-92949-91	9742559371	4780 Union St, Tampa, FL, 33662	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-111733	ENR	Carol U Jamse	1996-11-22	UHC-10648-57	2377094556	5225 Union St, Tucson, AZ, 85723	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-105374	ENR	Michelle Hart	1972-02-27	UHC-85848-93	7917072618	8716 Hillcrest Rd, Mesa, AZ, 85214	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-406522	CLM	Alan Montgomery	1979-04-12	UHC-39258-97	7069753185	8755 Jefferson Ave, Columbus, OH, 43287	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-421526	CLM	Helen Reid	2005-11-28	UHC-88997-72	7597401091	463 Cedar Ln, Mesa, AZ, 85254	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422073	CLM	Sharon Vega	1970-01-16	UHC-51699-03	6665859164	6900 Baseline Rd, San Diego, CA, 92104	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131722	ENR	Lawrence Carpenter	1948-04-25	UHC-02642-89	6622215798	132 Valley View Dr, Columbus, OH, 43281	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-407562	CLM	Melissa Valdez	1954-02-10	UHC-81960-04	6816351928	962 Valley View Dr, Dallas, TX, 75228	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425097	CLM	Valentina White	1946-10-18	UHC-42715-20	5989153520	5207 Jefferson Ave, Gilbert, AZ, 85222	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131526	ENR	Eddie X Garrett	1992-04-08	UHC-58524-19	9607714545	2272 Sunset Blvd, San Antonio, TX, 78228	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131527	ENR	Eddie X Garrett	1992-04-08	UHC-58524-19	9607714545	2272 Sunset Blvd, San Antonio, TX, 78228	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-128073	ENR	Robert C Peterson	1965-06-27	UHC-08242-63	8943771501	9031 Jefferson Ave, Austin, TX	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115610	ENR	Michelle G Alvarado	1988-07-05	UHC-87184-39	6558928961	9144 Maple Ave, San Diego, CA, 92150	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118279	ENR	Ryan O Hunt	1986-03-21	UHC-48459-73	5488772611	6165 Ridge Rd, Tempe, AZ, 85234	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-115712	ENR	Keith Russell	1992-02-01	UHC-15398-69	9848661925	6957 Lake View Rd, Seattle, WA, 98115	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115713	ENR	Keith Russell	1992-02-01	UHC-15398-69	9848661925	6957 Lake View Rd, Seattle, WA, 98115	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140829	ENR	Elizabeth V Lucas	2008-07-01	UHC-40561-13	8098235084	8572 Sage Ct, Plano, TX, 75018	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
CLM-418636	CLM	Ahmed Chen	1939-08-07	UHC-08584-98	—	3083 Church St, San Diego, CA, 92150	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140419	ENR	Carolyn Simmons	1960-04-05	UHC-93810-96	8766516529	—	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-402143	CLM	Kenneth Pierce	1955-08-04	UHC-21426-20	5406534124	5052 Mountain View Dr, Tempe, AZ, 85251	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407531	CLM	Roger White	1948-08-05	UHC-38078-45	—	1413 Meadow Ln, Miami, FL, 33135	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407530	CLM	Roger White	1948-08-05	UHC-38078-45	—	1413 Meadow Ln, Miami, FL, 33135	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426156	CLM	Russell Schultz	1964-07-04	UHC-11427-28	—	1372 Forest Ave, Plano, TX, 75033	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
CLM-402296	CLM	Esspinoza P Amber	1948-01-22	UHC-65231-24	—	9369 Valley View Dr, Columbus, OH, 43256	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more

7,723 rows, page 69 of 155Previous Next