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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27199	PRV	Charles C Reynolds	1961-09-26	—	2975574630	6382 Apache Blvd, Orlando, FL, 32824	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26653	PRV	Frances A Long	1959-08-23	—	5167277627	3267 Park Pl, Tucson, AZ, 85763	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-24826	PRV	Philip Marshall	1941-02-24	—	7685352956	3565 Broadway, Tucson, AZ, 85734	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-27072	PRV	Maria V Vazquez	1990-06-01	UHC-44744-44	8449166831	7929 Union St, Charlotte, NC, 28230	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21016	PRV	CarlosJunk	1951-12-17	UHC-94148-09	3845930105	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-21500	PRV	Billy Morgan	1977-10-28	UHC-03233-84	8478182485	2010 Union St, Denver, CO, 80224	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21583	PRV	Camila Knight	1977-12-26	—	8666637272	9815 Harbor Blvd, Phoenix, AZ, 85062	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24914	PRV	Jak Bowman	1940-04-17	—	3062909753	8293 Washington St, Gilbert, AZ, 85205	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22892	PRV	Sam Patterson	2002-06-04	—	9643892607	4811 Hillcrest Rd, Columbus, OH, 43253	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21641	PRV	Brenda Marquez	1974-03-24	UHC-60566-59	7079907062	5518 Grand Ave, Las Vegas, NV, 89172	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25518	PRV	Ruth Weber	1940-05-24	—	2436066165	9877 Market St, Glendale, AZ, 85334	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20492	PRV	Kim M Ramirez	1979-07-26	UHC-27862-28	5455727362	5718 Spring St, Denver, CO, 80298	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25825	PRV	Danielle X Cox	1943-04-12	—	7134007297	5635 Spring St, Sacramento, CA, 95887	0.74	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
PRV-25824	PRV	Danielle X Cox	1943-04-12	—	7134007297	5635 Spring St, Sacramento, CA, 95887	0.74	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
PRV-24618	PRV	Beverly Hunter	1996-11-15	UHC-61579-57	—	121 Desert Sky Blvd, Plano, TX, 75041	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24617	PRV	Beverly Hunter	1996-11-15	UHC-61579-57	—	121 Desert Sky Blvd, Plano, TX, 75041	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23983	PRV	Aaron Bailey	1938-10-12	UHC-83010-96	3414456706	3294 Elm St, Eden Prairie, MN, 55325	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26161	PRV	Thompson Barbara	1967-10-28	—	6273534245	8600 Washington St, Tempe, AZ, 85233	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22828	PRV	Charlie Taylor	1946-01-22	—	—	3261 Jefferson Ave, Austin, TX, 78763	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22446	PRV	Bryan Herrera	2003-11-28	—	8374424852	7399 Palm Dr, Glendale, AZ, 85386	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28241	PRV	Priya Lopez	1947-04-09	—	2076566795	6000 Harbor Blvd, Chandler, AZ, 85296	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29383	PRV	Raymond W Mendoza	1993-02-15	UHC-69480-21	8672698446	5981 Maple Ave, Chandler, AZ, 85268	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27543	PRV	Aaron Nunez	1987-02-13	—	9204428633	5598 Canyon Rd, Tampa, FL, 33653	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28812	PRV	Carol Warren	1952-07-21	—	7727283716	7040 Hillcrest Rd, Gilbert, AZ, 85266	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23005	PRV	Vincent K Smith	1954-08-27	—	3492261141	2219 Canyon Rd, San Diego, CA, 92184	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29251	PRV	Ashley Castillo	2007-03-10	UHC-36019-06	5076674217	9750 Desert Sky Blvd, Denver, CO, 80289	0.74	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
PRV-27946	PRV	Sean A Gordon	1948-09-19	UHC-57083-46	6269540392	9787 Canyon Rd, Mesa, AZ, 85272	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29240	PRV	Mary Hudzon	1995-01-14	UHC-28041-40	7754797193	9385 Mesa Dr, San Diego, CA, 92171	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29521	PRV	Alan Harris	1946-08-05	—	6765925049	1221 Union St, Minneapolis, MN, 55422	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24690	PRV	Kenneth Thompson	1952-02-21	—	4765472424	2624 Central Ave, San Antonio, TX, 78270	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23716	PRV	Christian W Lane	1971-03-19	—	9039419029	5676 Meadow Ln, Jacksonville, FL, 32260	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25769	PRV	Jennifer Dean	1954-01-02	UHC-62336-89	6205421689	8007 Indian School Rd, Jacksonville, FL, 32204	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22162	PRV	Lisa J Bryant	1997-02-06	—	9268184628	5893 Meadow Ln, Nashville, TN, 37224	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20543	PRV	Teresa Chavez	1953-05-09	UHC-36535-42	4362124413	1648 Valley View Dr, Eden Prairie, MN, 55343	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21406	PRV	Brenda Johnston	1996-01-24	—	8784258724	1490 River Rd, Tampa, FL, 33656	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-21405	PRV	Brenda Johnston	1996-01-24	—	8784258724	1490 River Rd, Tampa, FL, 33656	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-26986	PRV	Fatima Z Bell	1997-02-17	—	3783962460	3325 Harbor Blvd, Miami, FL, 33179	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25160	PRV	Amanda Weaver	2008-06-06	—	6942664323	7895 Park Pl, Plano, TX, 75007	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-24712	PRV	Charles J Ray	1951-09-17	—	—	8897 Ridge Rd, Nashville, TN, 37227	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-29382	PRV	Keith Cruz	1946-01-14	UHC-71380-39	8117629109	5885 Sunset Blvd # 810, Plano, TX, 75054	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
PRV-24348	PRV	Patrikk Nguyen	2001-11-21	UHC-62124-12	6962571225	4943 Elm St, Sacramento, CA, 95809	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-20521	PRV	Virginia E Castillo	1992-06-06	UHC-00947-15	—	6133 Canyon Rd, Los Angeles, CA, 90090	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29184	PRV	Christina A Silva	1989-01-20	—	5524932005	4021 Maple Ave, Las Vegas, NV, 89161	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22548	PRV	Bailey Harold	1979-08-05	—	—	2892 Maple Ave, Tucson, AZ, 85756	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23834	PRV	Ann X Fields	1946-01-03	UHC-32591-81	2802824556	5259 Valley View Dr, Tempe, AZ, 85241	0.74	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-23242	PRV	Helne Robinson	1996-03-10	—	6532054941	1332 Hillcrest Rd, Atlanta, GA, 30378	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22605	PRV	Elizabeth Bell	1969-12-27	UHC-65359-87	3476491358	4741 Hillcrest Rd, Dallas, TX, 75249	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22040	PRV	Diane Gibson	1978-01-07	—	7289213628	8641 Highland Ave, Austin, TX, 78720	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25598	PRV	Arjun Rojas	1990-12-11	—	4594541601	9833 Jefferson Ave, Chandler, AZ, 85299	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25432	PRV	Omar V Moore	2004-07-06	—	2598112902	6676 Central Ave, Columbus, OH, 43232	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

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