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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109187	ENR	Heather P Wganer	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21128	PRV	Judy Hawkins	1942-06-04	UHC-30240-19	8484872847	1144 Washington St, Houston, TX, 77089	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-425588	CLM	Douglas Edwards	1962-05-28	UHC-96258-72	6676298303	6463 Palm Dr, Denver, CO, 80246	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416561	CLM	Priya Ellis	1996-01-11	UHC-47259-09	9194213268	7290 Lake View Rd, Miami, FL, 33131	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22889	PRV	Amber Howell	1967-03-16	—	6768224706	575 Hillcrest Rd, Minneapolis, MN, 55485	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407663	CLM	Shirley Dean	1993-10-19	UHC-15898-83	—	3967 Mesa Dr, Miami, FL, 33140	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-56574	TPA	Jeremy Fernandeez	1942-06-17	—	4697208333	842 Church St, Charlotte, NC, 28265	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-26796	PRV	Mark Garrett	1994-11-07	UHC-56857-90	5054549837	7693 Central Ave, Miami, FL, 33196	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114232	ENR	Laura W Powell	1969-05-21	UHC-45064-52	7687704513	3187 Harbor Blvd, Eden Prairie, MN, 55356	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116117	ENR	Sophia Y Vazquez	1992-09-24	UHC-24298-39	9308438446	4625 Indian School Rd, Scottsdale, AZ, 85205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21190	PRV	Marcus T Little	2001-03-28	—	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21189	PRV	Marcus T Little	2001-03-28	—	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20673	PRV	George Castillo	2008-10-04	UHC-12374-30	2074700932	5752 Sage Ct, Phoenix, AZ, 85055	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28657	PRV	Carol Duncan	1943-10-11	UHC-01787-21	6039047913	9468 Forest Ave, Scottsdale, AZ, 85254	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121116	ENR	Raymond Thomas	1966-03-27	UHC-02723-41	8274614635	7605 Harbor Blvd, Phoenix, AZ, 85007	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-55913	TPA	Alan Sanchez	1966-11-25	—	—	5421 Hillcrest Rd, Phoenix, AZ, 85064	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106386	ENR	Scott X Stevens	1994-01-08	UHC-77093-82	7172575483	4455 Main St, Austin, TX, 78723	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-109311	ENR	Doris Evans	1949-06-05	UHC-49358-35	6204624184	3326 Forest Ave, Orlando, FL, 32805	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-431355	CLM	Daniel Fowler	1974-12-04	UHC-99397-30	—	9441 Broadway, Atlanta, GA, 30300	0.64	Name split from “Last, First”Member ID reformatted City re-cased Gender normalised+2 more
ENR-124191	ENR	Carol Soto	1988-09-25	UHC-49221-24	2276330016	8206 Bayshore Dr, Tampa, FL, 33624	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126317	ENR	Judy Brown	1979-03-24	UHC-18974-54	8854644983	—	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-135405	ENR	Christian I Alexandre	1998-11-14	UHC-81311-98	4787211571	5569 Spring St Apt 19, Sacramento, CA, 95815	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-123923	ENR	Deborah W Estrada	1991-03-10	UHC-65814-20	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23484	PRV	Michael Bishop	1941-05-08	UHC-40617-39	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-120147	ENR	Amanda Gomez	2008-04-23	UHC-45484-57	—	3531 Market St, Eden Prairie, MN, 55307	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104414	ENR	Wayne Wang	1963-02-23	UHC-60912-66	3194217820	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-415008	CLM	Wilson Brenda	1972-01-28	UHC-84051-84	7495889994	3725 Central Ave, Tampa, FL, 33644	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414327	CLM	Theresa Mills	2000-03-14	—	5065559050	2359 Market St, Tucson, AZ, 85714	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419058	CLM	Roger Palmer	1996-09-07	UHC-52177-19	2142386276	8924 Sage Ct, Nashville, TN, 37251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103807	ENR	Ruth Washington	2000-01-01	UHC-31281-40	2494934431	5227 Church St, Chandler, AZ, 85270	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414779	CLM	Scott D Bryant	1972-08-07	UHC-95355-13	3943588150	2176 Broadway Apt 23, San Antonio, TX, 78200	0.64	Name split from “Last, First”Phone reformatted Unit split from street Address re-cased+2 more
PRV-21037	PRV	Bradley L Burke	1938-12-02	—	7307930540	2646 Main St, Tucson, AZ, 85768	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
CLM-418067	CLM	Douglas E Collins	1941-10-14	UHC-00437-78	—	446 Baseline Rd, Tempe, AZ, 85211	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136861	ENR	Lauren Dunn	1950-02-24	UHC-63768-04	2038910625	5143 Meadow Ln, Las Vegas, NV, 89119	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413536	CLM	Betty Bennett	1972-12-08	UHC-09862-50	—	1451 Main St, Tampa, FL, 33605	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-29487	PRV	Lucia Castillo	1989-12-02	—	—	413 Ocean Ave, Miami, FL, 33108	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-103058	ENR	Debra Bennett	1990-11-07	UHC-53451-24	9208313051	6161 Union St, Sacramento, CA, 95838	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114223	ENR	Emily Q Robnson	1943-07-14	UHC-82354-80	2897454739	4500 Mesa Dr, Tucson, AZ, 85737	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131781	ENR	Phillips Judith	2007-06-26	UHC-30001-07	9382963912	8396 Oak St, Dallas, TX, 75284	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405093	CLM	Valentina J Alvarado	1954-06-20	—	2494603363	2353 Palm Dr, Orlando, FL, 32831	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-417624	CLM	Jennifer Hicks	1977-06-28	UHC-17473-44	3962482075	9182 Ridge Rd, Tempe, AZ, 85226	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52739	TPA	Donna G Mitcell	1947-08-01	UHC-84277-54	—	1369 Canyon Rd, Gilbert, AZ, 85290	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429356	CLM	Janet Weaver	1995-02-05	—	—	9551 Lake View Rd, Atlanta, GA, 30307	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-104030	ENR	Jesse B Webb	1952-05-09	UHC-06711-16	—	843 Central Ave, Eden Prairie, MN, 55356	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-136036	ENR	Maria Henderson	2010-11-21	UHC-96129-77	9462942356	7846 Washington St, Phoenix, AZ, 85083	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136618	ENR	Brittany W Maldonado	1959-10-01	UHC-24872-38	6723079759	3496 Desert Sky Blvd, Gilbert, AZ, 85285	0.64	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+2 more
ENR-130421	ENR	Raymond I Snyder	1957-01-06	UHC-68621-79	7075318291	2895 Park Pl, Denver, CO, 80280	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430496	CLM	Sean Schmidt	1984-12-05	—	4822037122	4144 Sage Ct, Fresno, CA, 93715	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432632	CLM	Mateo Black	1994-09-12	UHC-06260-45	3126194905	1266 Jefferson Ave, Tucson, AZ, 85722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120186	ENR	Albert W Gray	1946-07-15	UHC-15346-69	8152162015	3904 Valley View Dr, Dallas, TX, 75273	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 91 of 200Previous Next