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-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-25473	PRV	Kayla Brooks	1955-09-14	—	5992514981	2690 Oak St Apt 4, Los Angeles, CA, 90007	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+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-20614	PRV	Charlotte V Moore	2002-02-05	—	8357656917	3631 Market St, Minneapolis, MN, 55475	0.62	Name re-cased Phone 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-23672	PRV	Carlos Hunt	1971-12-18	—	3175981099	1181 Desert Sky Blvd, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22048	PRV	Diana Ramos	1994-10-07	UHC-98291-09	7007448006	8705 Pine Dr, Atlanta, GA, 30335	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-20067	PRV	Roy Wood	—	—	6067236102	2733 Sunset Blvd, Gilbert, AZ, 85212	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-27790	PRV	Joan O Brooks	1964-05-03	UHC-26997-72	6432077408	2198 Forest Ave Apt 40, Phoenix, AZ, 85096	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27791	PRV	Joan O Brooks	1964-05-03	UHC-26997-72	6432077408	2198 Forest Ave Apt 40, Phoenix, AZ, 85096	0.62	Name re-cased Unit split from street Street suffix standardised Address 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-26548	PRV	Mariana Franlkin	1954-12-15	—	8135063873	6836 Main St, Plano, TX, 75019	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26937	PRV	Sarah Frankllin	—	UHC-19757-48	6752135009	5484 Central Ave, Sacramento, CA, 95864	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-23725	PRV	Ethan Ross	1978-05-11	—	8693779501	1589 Central Ave, Jacksonville, FL, 32248	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-21664	PRV	Maggie Obrien	1985-05-03	UHC-19518-51	2982673659	1406 Elm St, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23083	PRV	Bobby Henderson	1995-04-15	UHC-70285-55	5709873670	9539 Mesa Dr, Los Angeles, CA, 90027	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28664	PRV	Andy Ford	1967-04-18	—	2557190087	4446 Bayshore Dr, Scottsdale, AZ, 85266	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-26131	PRV	Carolyn Kennedy	1948-08-06	UHC-02309-97	5397528324	5655 Main St, Glendale, AZ, 85336	0.62	Name re-cased Phone 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-21918	PRV	Kevvin A Rice	1953-10-12	—	7408127885	7401 Pine Dr, Fresno, CA, 93756	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27192	PRV	Mark Schultz	1984-04-08	—	6925889993	3302 Palm Dr Apt 25, Denver, CO, 80239	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22131	PRV	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct # 199, Chandler, AZ, 85285	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21478	PRV	Justin Wong	1960-01-10	—	5583050718	4253 Forest Ave, Tucson, AZ, 85741	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24535	PRV	Ruth West	1976-01-09	UHC-47531-91	7219560400	8654 Lake View Rd, Glendale, AZ, 85342	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-28105	PRV	Hiroshi Nichols	1940-10-19	—	2245412449	3716 Camelback Rd, Denver, CO, 80219	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22360	PRV	Ryan Howell	1982-04-25	UHC-91148-66	—	4377 Forest Ave, Miami, FL, 33176	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27693	PRV	Donald O Washinggton	1999-02-07	—	7537451819	732 Church St, Glendale, AZ, 85315	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-23872	PRV	Edward Holmes	1960-12-14	UHC-55851-37	2157943393	1254 Jefferson Ave, Glendale, AZ, 85360	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26332	PRV	Gloria Stewart	1979-03-28	—	4772561517	7869 Indian School Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20581	PRV	Omar Dixon	1973-07-09	UHC-94376-27	5108418557	636 Meadow Ln, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-20757	PRV	Christopher Y Perry	1981-12-03	—	4438076499	2218 Apache Blvd, Nashville, TN, 37233	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-28034	PRV	Deborah Pery	1942-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-26680	PRV	Megan Carter	1953-09-14	UHC-16129-53	4674071961	2354 Canyon Rd, Tucson, AZ	0.62	Name re-cased Phone 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-24741	PRV	Jennifer Hayse	2004-01-09	UHC-67865-24	6818982160	314 Maple Ave, Phoenix, AZ, 85021	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27523	PRV	Stephen Webb	1950-06-21	—	7028641262	7464 Canyon Rd, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26331	PRV	Ronald Guerrero	1953-09-22	—	—	8347 Market St, Scottsdale, AZ, 85262	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-20404	PRV	Ablert Clark	1977-05-15	UHC-36686-91	8862532948	7039 Apache Blvd, Eden Prairie, MN, 55330	0.62	Name re-cased Date of birth reformatted Phone 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-23936	PRV	Philip W Lawson	2008-12-27	UHC-04229-09	—	8364 Main St, Dallas, TX, 75217	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-27461	PRV	George Bishop	1998-03-28	UHC-09489-36	9042857970	1650 Grand Ave, Plano, TX, 75052	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21670	PRV	Anthony Fox	1958-07-09	—	9792049229	3622 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20678	PRV	Betty Lucaas	1984-12-10	UHC-91442-85	6316599428	8176 Mesa Dr, Nashville, TN, 37212	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21300	PRV	Timothy Tran	1958-04-25	—	4657645355	5906 Apache Blvd # 357, Glendale, AZ, 85384	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

3,816 rows, page 13 of 77Previous Next