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

Provider network, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22504	PRV	Judy Peyne	1950-01-20	UHC-70825-08	6587975545	1141 Indian School Rd, Minneapolis, MN, 55402	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-29019	PRV	Linda Duncan	1962-10-21	—	7868182688	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-29434	PRV	Amber D Ruiz	1947-11-07	—	8288418858	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27538	PRV	Omar Valdez	1961-04-21	UHC-08703-94	7395475822	6802 Highland Ave, Scottsdale, AZ, 85215	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24228	PRV	Sara F Murphy	2008-01-24	—	—	7201 Cedar Ln, Las Vegas, NV, 89184	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
PRV-29263	PRV	Jacqueline Richards	2004-09-10	—	3352060718	2754 Main St, Dallas, TX, 75298	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-25907	PRV	Lawrence Jackson	1972-10-08	UHC-33336-58	4302933514	8802 Harbor Blvd, Nashville, TN, 37265	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25425	PRV	Madison George	1973-08-01	—	8604444992	2881 Church St, Orlando, FL, 32867	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-28993	PRV	Diego Weaver	1970-08-19	UHC-97229-55	4447441769	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21473	PRV	Judith Lopez	2002-05-16	UHC-84948-25	3307270584	9047 Broadway, Glendale, AZ, 85316	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28109	PRV	Jonathan Flores	1972-09-19	—	8434524663	9441 Canyon Rd, Eden Prairie, MN, 55360	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28110	PRV	Jonathan Flores	1972-09-19	—	8434524663	9441 Canyon Rd, Eden Prairie, MN, 55360	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25937	PRV	Kayla K Turner	1968-10-22	—	2254825712	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28715	PRV	Samuel Rodriguez	1969-03-03	—	2075511467	3532 Sage Ct, Sacramento, CA, 95843	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-28960	PRV	Barbara Stevens	1977-08-17	—	2502990466	720 Main St, Las Vegas, NV, 89150	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
PRV-29270	PRV	Elizabeth Schultz	1981-06-12	UHC-50432-56	—	8960 Union St, Phoenix, AZ, 85065	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
PRV-21663	PRV	William Simpson	1999-12-22	—	6799464475	4472 Baseline Rd, Scottsdale, AZ, 85240	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21515	PRV	Nathan Dixon	1966-02-20	—	6972138335	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27742	PRV	Wei Z Greene	1997-03-09	UHC-56726-05	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28590	PRV	Ben G Wright	1974-05-17	UHC-86998-36	3266584477	9599 Ocean Ave, Orlando, FL, 32824	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-22934	PRV	Aguilar Eric	1974-07-26	—	6062461955	3345 Lincoln Way, Austin, TX, 78754	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24493	PRV	Samuel Robinson	1966-03-26	UHC-35425-74	2562179642	944 Hillcrest Rd, Los Angeles, CA, 90080	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
PRV-22139	PRV	Lauren Howard	2002-10-01	—	9186796560	5084 River Rd, Gilbert, AZ, 85251	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-22506	PRV	Mark Gonzalez	1967-09-04	—	5072200436	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21433	PRV	Dorothy A Sullivan	1975-07-13	UHC-18967-93	6927698509	1010 Union St, Tucson, AZ, 85755	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-22835	PRV	Bryan Z Martinez	2008-10-21	UHC-39860-37	8102198850	4682 Washington St, Orlando, FL, 32825	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21524	PRV	Alexis H Washington	1997-12-03	—	2627064480	5669 Valley View Dr, Columbus, OH, 43234	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22970	PRV	Mateo Mills	1941-03-17	—	4773268064	924 Camelback Rd, Eden Prairie, MN, 55312	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26274	PRV	Logan Bell	1975-10-16	—	5609168744	7325 Baseline Rd, Jacksonville, FL, 32235	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20794	PRV	Mason Moore	1984-05-16	UHC-30212-79	3256754387	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21374	PRV	Patricia Simmons	1963-12-19	—	6842935793	320 Sage Ct, Los Angeles, CA, 90029	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28968	PRV	James Le	1983-01-17	—	4096884407	5745 Mountain View Dr, Plano, TX, 75029	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21203	PRV	Bruce O Nichols	1943-10-11	UHC-21925-74	4717227129	7296 Indian School Rd, San Antonio, TX, 78234	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26134	PRV	Donna U Sullivan	1998-01-01	UHC-84309-27	5786888092	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24145	PRV	Patricia Silva	1953-01-22	UHC-60266-54	2823677128	9668 Harbor Blvd, San Antonio, TX, 78218	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-22778	PRV	Juan Carroll	1941-07-09	UHC-56945-76	5633726733	7931 Desert Sky Blvd, Denver, CO, 80221	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21806	PRV	Sandra Lucas	2007-12-14	UHC-39711-12	5374051445	8619 Broadway, Austin, TX, 78777	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-27740	PRV	Christopher Robinson	1990-04-22	—	3142113859	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-23547	PRV	Vincent Jensen	1986-09-16	—	6065487112	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23320	PRV	Nicole Mason	2007-05-06	UHC-87408-83	9289648291	2874 Indian School Rd, Seattle, WA, 98135	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
PRV-21364	PRV	Carol Henderson	1948-10-16	—	2896880385	5023 Central Ave, Minneapolis, MN, 55455	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-22929	PRV	Bobby Walsh	2002-05-01	—	5884019411	5749 Mountain View Dr, Houston, TX, 77041	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25638	PRV	Caorl B Gibson	1941-01-10	UHC-92939-34	3465222203	6007 Oak St, Tempe, AZ, 85235	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-26931	PRV	Deborah Hoffman	1955-12-20	—	6522655625	551 Spring St, Chandler, AZ, 85202	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-23077	PRV	Anthony C Holmes	1952-10-14	—	8166740284	3009 Sage Ct, Denver, CO, 80255	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-24197	PRV	Jordan Stone	1989-11-22	UHC-29838-90	4534019809	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25972	PRV	Susan Yang	2000-01-13	UHC-21009-42	4769869935	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25030	PRV	Ethhan Green	1966-09-18	—	3287474285	6482 Lake View Rd, Las Vegas, NV, 89100	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27138	PRV	Susan Vazquez	2007-09-06	UHC-84134-22	3206987761	7588 Apache Blvd, Eden Prairie, MN, 55378	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
PRV-22732	PRV	Jose Y Campbell	1993-11-18	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared

3,816 rows, page 69 of 77Previous Next