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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28000	PRV	Charlotte Q Sullivan	1954-08-24	UHC-97098-75	9856593353	1460 Willow Ct, Austin, TX, 78770	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-52946	TPA	Ryan Russell	1973-05-02	UHC-72695-19	5829805593	351 Ocean Ave, Tempe, AZ, 85260	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-57535	TPA	Ruth Z Price	1971-01-26	—	3438950785	4460 Mesa Dr, Las Vegas, NV, 89187	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135814	ENR	Emily R Reynolds	1962-04-06	—	8903392682	5254 Mountain View Dr # 199, Austin, TX, 78712	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135815	ENR	Emily R Reynolds	1962-04-06	—	8903392682	5254 Mountain View Dr # 199, Austin, TX, 78712	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131961	ENR	Olivia O Wheeler	1965-10-28	UHC-30003-90	3785066639	3824 Union St, Dallas, TX, 75246	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105415	ENR	Julie Contreras	1939-10-28	UHC-05984-76	2788724238	7644 Hillcrest Rd, Phoenix, AZ, 85039	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112589	ENR	Brandon Jacobs	1962-07-15	UHC-72775-55	7329392553	6182 Lincoln Way, Houston, TX, 77019	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111439	ENR	Douglas Boyd	2008-01-05	UHC-31244-35	2359283386	4939 Grand Ave, Tempe, AZ, 85228	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117341	ENR	Matthew S Medina	1961-09-14	UHC-54702-19	6442752167	9132 Spring St, Houston, TX, 77061	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128526	ENR	Christine E Ortega	1942-02-14	UHC-20181-23	8234727392	2376 Jefferson Ave # 672, Tampa, FL, 33697	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-417848	CLM	Sean Castro	1973-07-25	—	9756356992	9846 Bayshore Dr, Tampa, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121127	ENR	Raymond O Morales	1963-01-08	UHC-83339-38	8602309791	8567 Highland Ave, Gilbert, AZ, 85255	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412536	CLM	Charlotte F Brynt	2002-04-24	UHC-22651-59	—	1933 Grand Ave, Dallas, TX, 75255	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124660	ENR	Amy Torres	1995-01-01	UHC-25276-49	6413517923	5717 Desert Sky Blvd, San Antonio, TX, 78240	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430068	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	9539432023	5415 River Rd Apt 22, Minneapolis, MN, 55416	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136779	ENR	Susan Braadley	1982-11-11	UHC-96595-29	9597875567	3310 Camelback Rd, Denver, CO, 80201	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123529	ENR	Elizabeth O Wells	1985-09-11	UHC-74329-89	4477961760	8340 Baseline Rd, Dallas, TX, 75282	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-139545	ENR	Diane Carter	1974-06-22	UHC-52209-86	3799179824	663 Main St, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121985	ENR	Charles J Watson	1952-06-16	UHC-58095-79	7102090425	2196 Spring St Apt 37, Tempe, AZ, 85221	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-400701	CLM	Cheryl Parker	1988-06-09	—	7462616992	8286 Bayshore Dr, Tampa, FL, 33649	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24113	PRV	—Junk	2004-11-27	—	5989373221	1699 Hillcrest Rd, Miami, FL, 33123	0.62	Two-digit birth year Phone reformatted City re-cased Email lower-cased+3 more
ENR-131218	ENR	Heather Fuller	1938-09-04	UHC-97671-82	9303423348	5849 Mesa Dr, Minneapolis, MN, 55478	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409147	CLM	Zachary O Nichols	1973-09-11	UHC-39053-23	—	7771 Harbor Blvd Apt 37, Atlanta, GA, 30378	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58278	TPA	Randy Woods	1976-04-09	—	3947042040	1919 Market St, Phoenix, AZ, 85057	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26561	PRV	Dylan King	1987-06-20	—	4903523959	1249 Washington St # 678, Austin, TX, 78754	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-131652	ENR	Anna Hamilton	1982-06-21	UHC-04826-75	4307866289	6670 Apache Blvd, Atlanta, GA, 30326	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408695	CLM	Aisha A Allen	1979-02-22	—	7486011768	6345 Meadow Ln, Scottsdale, AZ, 85262	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404017	CLM	Betty Olson	1985-04-28	—	—	3868 Camelback Rd, Phoenix, AZ, 85037	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138531	ENR	Melissa Palmer	1968-09-20	UHC-45257-07	6479739874	4242 Camelback Rd, Columbus, OH, 43206	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404805	CLM	Emma A Simpson	1966-03-13	UHC-49747-10	—	2298 Lake View Rd # 746, Charlotte, NC, 28232	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-111372	ENR	Isabella S Shaw	1993-05-27	UHC-87611-44	4386905050	4412 Palm Dr, Atlanta, GA, 30369	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-20177	PRV	Harold X West	2003-10-12	—	3109956201	9739 Pine Dr, Mesa, AZ, 85270	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432617	CLM	Aisha Burke	1960-12-03	UHC-42201-91	—	8632 Oak St, Plano, TX, 75013	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422724	CLM	Catherine Watkins	1940-09-07	—	—	2262 Canyon Rd, Gilbert, AZ, 85221	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21601	PRV	Wayne Gutierrez	1982-11-13	—	4287131616	7979 Park Pl, Miami, FL, 33196	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25148	PRV	Diane Kim	1961-07-22	—	2785322639	7258 Spring St, Los Angeles, CA, 90069	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53418	TPA	Noah Milller	2003-01-20	—	—	468 Bayshore Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101015	ENR	Wei Patterson	1949-07-04	UHC-24216-61	9183319313	4830 Elm St, San Antonio, TX, 78235	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-131415	ENR	Scott Bryant	1964-06-07	UHC-34466-60	5566545472	7703 Spring St, Fresno, CA, 93731	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423372	CLM	Clark Deb	1985-04-10	UHC-43310-10	—	1310 River Rd, Fresno, CA, 93750	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-104575	ENR	Danielle Q Bradley	1946-04-12	UHC-12229-41	2354782240	3413 Broadway, Tampa, FL	0.62	Two-digit birth year Phone reformatted Address re-cased City re-cased+3 more
ENR-124551	ENR	Joseph N McCoy	1967-03-26	UHC-16425-97	7926288552	5635 Meadow Ln # 710, Tucson, AZ, 85795	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405412	CLM	Hannah G Garrett	1993-01-09	UHC-32176-42	6057650156	478 Sunset Blvd, Minneapolis, MN	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101714	ENR	Virginia Ruiz	2002-06-11	UHC-83107-13	2748714431	2822 Elm St, Las Vegas, NV, 89175	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422423	CLM	Thomas U Baker	1955-02-04	UHC-94453-11	—	9431 Desert Sky Blvd, Eden Prairie, MN, 55392	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-20965	PRV	Rachel Hughes	1969-06-06	—	5384126473	3782 Meadow Ln, Glendale, AZ, 85328	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403002	CLM	Gary B Barnes	1955-08-21	UHC-36095-57	6057612471	4992 Ridge Rd, Mesa, AZ, 85265	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102839	ENR	James O Marshall	2006-09-03	UHC-35247-81	3546443991	2554 Willow Ct, San Antonio, TX, 78240	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-425135	CLM	Marcs Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more

17,850 rows, page 67 of 357Previous Next