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 “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
PRV-27457	PRV	Julia Ryan	1988-04-08	—	7123874597	2161 Hillcrest Rd, Sacramento, CA, 95881	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28985	PRV	Ketherine G Black	1997-07-25	UHC-68969-40	2322677319	45 Palm Dr, Tucson, AZ, 85765	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26077	PRV	Maria W Romero	1964-03-15	UHC-35666-67	8954560231	4347 Willow Ct Apt 31, Dallas, TX, 75275	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
PRV-24380	PRV	Dennis Dunn	1984-08-27	UHC-10436-45	2045820357	8612 Central Ave, Fresno, CA, 93783	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
PRV-26868	PRV	Sean S James	1978-05-06	—	9112757314	7309 Mountain View Dr, Tucson, AZ, 85758	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22261	PRV	Samantha L Nelson	1986-06-05	—	3894137288	5634 Bayshore Dr, Sacramento, CA, 95855	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24091	PRV	Jesse Ward	2002-03-04	—	2216734126	1208 Elm St, Nashville, TN, 37290	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29051	PRV	Richard Park	2000-11-22	UHC-05141-79	4204467255	3576 Lincoln Way, Orlando, FL, 32872	0.62	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+3 more
PRV-29057	PRV	Bobby Arnold	1987-06-23	UHC-31712-74	7503559603	9386 Harbor Blvd, Columbus, OH, 43263	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27504	PRV	Ethan Spencer	2002-01-09	UHC-46162-88	2807486166	8718 Ocean Ave, Atlanta, GA, 30361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27503	PRV	Ethan Spencer	2002-01-09	UHC-46162-88	2807486166	8718 Ocean Ave, Atlanta, GA, 30361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28026	PRV	Gregry Sandoval	1980-02-21	—	3753785007	1634 Mesa Dr, Jacksonville, FL, 32266	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23492	PRV	Joshua Ross	1989-12-07	—	2955334474	3415 Pine Dr, Miami, FL, 33128	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21833	PRV	Jason Morales	1947-11-11	—	7029978960	3993 Desert Sky Blvd, Charlotte, NC, 28246	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-27423	PRV	Arthur Greene	1942-11-16	—	4914654923	4951 Canyon Rd, Los Angeles, CA, 90085	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-29375	PRV	Wei Rogers	1991-09-25	—	7742378258	9562 Elm St, Orlando, FL, 32889	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27380	PRV	Kaen Oliver	1961-01-25	UHC-08596-95	8316253695	532 Lincoln Way, Houston, TX, 77049	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20476	PRV	Julie Washington	1939-10-25	UHC-19375-27	4662015517	4718 Union St, Scottsdale, AZ, 85298	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20197	PRV	Linda Y Oliver	1945-06-19	—	9753209662	8742 Baseline Rd, Tampa, FL, 33609	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24887	PRV	Megan R Lee	1974-08-11	UHC-53262-83	—	1493 Highland Ave, Denver, CO, 80254	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24886	PRV	Megan R Lee	1974-08-11	UHC-53262-83	—	1493 Highland Ave, Denver, CO, 80254	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26992	PRV	Juulie J Gomez	1941-06-07	UHC-08457-10	7508062634	5130 Bayshore Dr # 696, Gilbert, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-27547	PRV	Alexander James	1995-08-17	UHC-89597-44	7732849113	2877 Indian School Rd, Tempe, AZ, 85221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20226	PRV	Joe J Washington	1952-07-17	UHC-56815-47	6196643976	6560 Market St, Glendale, AZ, 85325	0.62	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-25534	PRV	Marilyn Reyes	1975-10-22	—	3649536284	6140 Baseline Rd, Eden Prairie, MN, 55365	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28077	PRV	William Hunt	1993-07-18	—	3074370892	670 Willow Ct, Orlando, FL, 32837	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24162	PRV	Danielle G Carroll	1992-03-01	UHC-70974-77	5179648732	1954 Maple Ave, Gilbert, AZ, 85256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23893	PRV	Lauren Shaw	1997-08-15	UHC-70188-66	6014169084	2823 Spring St, Los Angeles, CA, 90095	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20839	PRV	Greg Hudson	2001-05-05	UHC-35926-32	4223891622	3589 Spring St, Tucson, AZ, 85701	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26016	PRV	Tyler Li	1939-02-08	UHC-35505-93	5075694556	3573 Grand Ave, Las Vegas, NV, 89111	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26015	PRV	Tyler Li	1939-02-08	UHC-35505-93	5075694556	3573 Grand Ave, Las Vegas, NV, 89111	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20301	PRV	Emily Mejia	1976-04-16	UHC-14207-80	2842861564	9063 Hillcrest Rd, Dallas, TX, 75252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29554	PRV	Bruce Bennett	1966-04-06	—	2022203023	1262 Union St, Miami, FL, 33108	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24561	PRV	Elizabeth Ruiz	1971-02-03	UHC-93078-29	2312135623	1768 Union St, San Antonio, TX, 78242	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23960	PRV	Tim Dixon	1951-11-17	UHC-54331-87	4456310971	1368 Ridge Rd, Plano, TX, 75078	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25066	PRV	Dick Jacobs	1974-12-03	UHC-92645-71	2947781536	6914 Lincoln Way, Tucson, AZ, 85780	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
PRV-26082	PRV	Sara Hanson	1993-07-16	UHC-23621-71	6265279615	2711 Sage Ct, Charlotte, NC, 28237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20653	PRV	Gary Munoz	1965-10-25	UHC-01867-73	7376018815	8538 Ocean Ave, Nashville, TN, 37225	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26406	PRV	Philip Andrews	1970-08-06	—	9803898782	5061 Elm St, Nashville, TN, 37274	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26583	PRV	Peer Payne	1994-06-07	—	2385128845	4592 Maple Ave, Atlanta, GA, 30378	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24444	PRV	Jannet Hernandez	1956-04-08	UHC-93819-19	9423625956	5958 Meadow Ln, Tampa, FL, 33687	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29022	PRV	Matthew Cox	1952-01-15	UHC-62478-86	8509834923	6971 Park Pl, Atlanta, GA, 30377	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21229	PRV	Daniel O Duncan	1938-07-21	—	7425243732	6999 Canyon Rd, Houston, TX, 77066	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28018	PRV	Matthew Padilla	1988-06-22	UHC-76766-77	7206064212	4283 Valley View Dr, San Diego, CA, 92134	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28662	PRV	Olivia Shaw	1957-04-28	—	2169564424	6872 Jefferson Ave, Dallas, TX, 75259	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27027	PRV	Aisha O Brookks	1951-06-13	—	2563247034	3747 Canyon Rd, Jacksonville, FL, 32260	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26540	PRV	Kelly Ray	1972-10-16	UHC-34652-06	6414038096	9554 Sage Ct, Los Angeles, CA, 90009	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28552	PRV	Bruce Q Wilson	2007-09-09	UHC-69395-77	7449154205	2098 Baseline Rd, Tampa, FL, 33668	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-23385	PRV	Melissa Stephens	2005-04-03	—	6326311041	2913 Sunset Blvd, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
PRV-24871	PRV	Logan Kelly	1978-06-24	—	8965104633	6858 Central Ave, Nashville, TN, 37221	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

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