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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58319	TPA	Richard Hicks	1987-02-15	—	—	6440 River Rd, Eden Prairie, MN, 55321	0.52	Date of birth reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
PRV-25582	PRV	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ, 85230	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411641	CLM	Jason Moreno	1977-12-24	—	—	7109 Pine Dr, Mesa, AZ, 85270	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-134688	ENR	Roy A Lawrence	1993-06-09	UHC-96696-03	3749643075	1251 Main St, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-427104	CLM	Lori Burke	1960-03-14	—	9582986080	3482 Sage Ct, Charlotte, NC, 28240	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+2 more
TPA-57062	TPA	Carl Schmidt	—	—	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-409751	CLM	Amber Powell	1964-03-27	UHC-53088-98	—	7198 Ridge Rd, San Antonio, TX, 78252	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410544	CLM	Nicole Nunez	—	—	—	6643 Valley View Dr, Dallas, TX	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410545	CLM	Nicole Nunez	—	—	—	6643 Valley View Dr, Dallas, TX	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429166	CLM	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ, 85263	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416347	CLM	Arjun Anderson	2006-04-21	UHC-43813-38	—	7072 Desert Sky Blvd Apt 18, Austin, TX	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-57054	TPA	Marrk Green	1988-03-05	UHC-58036-68	—	464 Ocean Ave, San Diego, CA, 92114	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-412637	CLM	Steve Hoffman	2007-05-08	UHC-34421-69	—	4134 Harbor Blvd, Denver, CO, 80299	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-140695	ENR	Jule N Guerrero	1976-02-13	—	9008893494	3375 Apache Blvd, Sacramento, CA, 95822	0.52	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+2 more
CLM-430502	CLM	Pamela Guzman	1982-06-11	—	4095881018	9168 Mountain View Dr, Tempe, AZ, 85257	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400632	CLM	Justin R Robertson	2005-01-13	UHC-36053-50	5574706801	2985 Market St, Sacramento, CA, 95830	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-22901	PRV	Henry T Espinoza	1959-07-26	—	—	1745 Church St, Austin, TX	0.52	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+2 more
TPA-52112	TPA	Diane S Banks	1988-03-16	—	—	8353 Ocean Ave, Orlando, FL, 32873	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-126765	ENR	Jean Martin	1980-08-25	UHC-24078-99	—	2678 Cedar Ln # 136, Columbus, OH, 43276	0.52	Name re-cased Phone missing area code Unit split from street State name converted to code+2 more
ENR-136633	ENR	JamesJunk	1966-02-24	UHC-52508-51	—	9781 Harbor Blvd, Phoenix, AZ	0.52	Name re-cased State name converted to code ZIP missing Whitespace trimmed+2 more
CLM-425235	CLM	Debra Garza	1968-12-21	UHC-76716-09	—	6122 Highland Ave, Austin, TX, 78756	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-52743	TPA	Gloria Bennett	—	—	3613735871	8792 Grand Ave, Minneapolis, MN, 55419	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28914	PRV	Alan Lopez	1983-04-13	UHC-37303-83	—	6719 Union St, Gilbert, AZ	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
CLM-427491	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427490	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402897	CLM	Wayne E Coleman	1961-12-22	—	—	691 Grand Ave, Tampa, FL	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125341	ENR	Judith Robertson	1974-05-11	UHC-96845-24	—	9604 Elm St Apt 14, Nashville, TN, 37268	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
TPA-56738	TPA	Brian Carter	1941-08-02	—	—	4200 Valley View Dr # 372, Los Angeles, CA, 90014	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-123998	ENR	Tyler A Oliver	1951-05-20	UHC-51920-31	—	7954 Market St, Seattle, WA, 98173	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50049	TPA	Dylan Reed	—	—	—	5538 Park Pl, Gilbert, AZ, 85209	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-426622	CLM	Donna T Myers	1954-01-21	UHC-28456-29	9273674387	648 Oak St, Gilbert, AZ	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-59977	TPA	Doris Fisher	1999-12-25	—	3082115052	3931 Oak St Apt 4, Glendale, AZ, 85376	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-135489	ENR	Marcus Ford	1972-01-02	UHC-07354-04	7046364739	4043 Washington St, Eden Prairie, MN, 55344	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427728	CLM	Alexander Smith	1958-09-25	UHC-06478-92	5583827401	1669 Park Pl Apt 10, Los Angeles, CA, 90020	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418577	CLM	Keith Hicks	1951-08-22	—	6464051005	3052 Canyon Rd, Minneapolis, MN	0.52	Name re-cased State name converted to code ZIP missing Gender normalised+2 more
CLM-418576	CLM	Keith Hicks	1951-08-22	—	6464051005	3052 Canyon Rd, Minneapolis, MN	0.52	Name re-cased State name converted to code ZIP missing Gender normalised+2 more
CLM-418153	CLM	Hrold K Mejia	1969-10-17	—	—	1262 Willow Ct, Nashville, TN, 37270	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-120023	ENR	Kyle Harrison	1967-05-15	UHC-34852-96	6359648948	2106 Mountain View Dr, Gilbert, AZ, 85217	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-415618	CLM	Logan Lawson	1992-11-11	—	2836807393	9216 Mesa Dr Apt 38, Atlanta, GA, 30313	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431976	CLM	Sam Ray	1998-10-01	UHC-71219-67	3219583527	9124 Spring St, Charlotte, NC, 28299	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429557	CLM	Alexis Elliott	1987-05-15	UHC-17159-14	—	1711 Canyon Rd Apt 33, Tempe, AZ, 85260	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121504	ENR	Valentina G Cunningham	1969-08-28	UHC-01564-71	4835649196	2965 Baseline Rd, Chandler, AZ, 85244	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20598	PRV	David F Kelley	1970-06-19	—	4127037771	979 Mountain View Dr Apt 35, Dallas, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63777	TPA	Steeve Robertson	1974-04-26	—	—	4568 Canyon Rd, Fresno, CA, 93735	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137007	ENR	Beverly Gonzalez	1995-11-24	UHC-10930-89	4328947915	6102 Camelback Rd, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62684	TPA	Lauren Reid	—	—	—	4573 Willow Ct, Los Angeles, CA, 90021	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429159	CLM	Jason Z Thompson	—	—	—	1783 Indian School Rd, Nashville, TN, 37241	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-57860	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-62454	TPA	Jerry Mendez	1963-06-22	—	—	5505 Canyon Rd # 908, Las Vegas, NV, 89199	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109847	ENR	Judy R Rose	1991-12-22	UHC-66936-96	4538850988	2851 Sunset Blvd, Minneapolis, MN, 55417	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

71,257 rows, page 122 of 1,426Previous Next