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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60535	TPA	Aaron Hill	—	—	9204761283	6660 Willow Ct, Nashville, TN, 37256	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404507	CLM	Nathan Clark	—	UHC-59130-67	—	9074 Hillcrest Rd, Denver, CO, 80202	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-429990	CLM	Arthur Nichols	—	UHC-48023-89	9557925499	1576 Mountain View Dr Apt 25, Columbus, OH, 43208	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more
CLM-422790	CLM	Sharon Garza	—	UHC-74021-28	—	9247 Highland Ave, Columbus, OH, 43298	0.66	Name re-cased Date of birth unreadable Phone missing area code Whitespace trimmed+1 more
CLM-420616	CLM	Jonathan Z Snyder	—	—	9414694853	8015 Oak St, Tampa, FL, 33683	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421453	CLM	Roanld Guerrero	—	UHC-63884-96	—	8347 Market St, Scottsdale, AZ, 85262	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-429074	CLM	Cammila P Andrews	—	UHC-07406-76	2402934059	6437 Broadway Apt 4, Charlotte, NC, 28235	0.66	Date of birth unreadable Unit split from street Address re-cased City re-cased+1 more
CLM-430141	CLM	Sandra Reynolds	—	UHC-28203-56	5499631879	3725 Apache Blvd, Jacksonville, FL, 32226	0.66	Date of birth unreadable Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-425492	CLM	Kathleen Jordan	—	UHC-29134-81	4562653540	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-407567	CLM	Jeremy Munoz	—	UHC-03662-51	8197310687	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-136705	ENR	Elizabeth Gray	—	UHC-56847-87	9767537265	3136 Sunset Blvd, Minneapolis, MN, 55488	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-415444	CLM	Tyler J Rojas	—	—	—	4070 Main St, Scottsdale, AZ, 85263	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-24936	PRV	Madison W Lee	—	—	8755515132	7266 Sage Ct, Houston, TX, 77098	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-414398	CLM	Santiago I Miller	—	UHC-35055-55	3279644892	3679 Meadow Ln, Mesa, AZ, 85216	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58453	TPA	Austin Murray	—	UHC-61729-64	—	6579 Washington St, Austin, TX, 78760	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-105330	ENR	Sean B Martinez	—	UHC-99852-73	5774385369	8877 Canyon Rd, Phoenix, AZ, 85052	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-411689	CLM	Randy Z Malddonado	—	UHC-32441-24	—	5269 Church St, Tucson, AZ, 85782	0.66	Date of birth reformatted Date of birth unreadable Email lower-cased Gender normalised+1 more
CLM-416411	CLM	Amber Bryant	—	UHC-16604-78	—	2103 Church St, Mesa, AZ, 85247	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28299	PRV	Maria Little	—	UHC-24075-34	4209178852	1334 Harbor Blvd, Phoenix, AZ, 85030	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400817	CLM	Nooah Yang	—	UHC-48251-04	8952513917	—	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-422218	CLM	Lauren Payne	—	UHC-12594-86	—	6651 Palm Dr, Plano, TX, 75068	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
TPA-54003	TPA	Kyle Day	—	—	—	1724 Jefferson Ave, San Diego, CA, 92188	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
TPA-59685	TPA	Michael Patterson	—	—	7988501642	1907 Lincoln Way, Los Angeles, CA, 90083	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-407801	CLM	Eric Lane	—	—	5356684609	9899 Central Ave, Tampa, FL, 33630	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420732	CLM	Jaack Ray	—	UHC-59604-32	—	7181 Cedar Ln, Plano, TX, 75096	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
ENR-134234	ENR	James N Oriz	—	UHC-18976-70	5575874242	7211 Desert Sky Blvd, Phoenix, AZ, 85022	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-109185	ENR	Janet McDonald	—	UHC-29446-60	3975337165	5152 Sunset Blvd, Tempe, AZ, 85297	0.66	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-102954	ENR	Michelle D Scott	—	UHC-58609-88	8119769730	1551 Forest Ave, Plano, TX, 75019	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-431469	CLM	Kim Heather	—	UHC-33481-45	—	—	0.66	Name re-cased Date of birth unreadable Member ID reformatted Gender normalised+1 more
TPA-58107	TPA	Jerry Patel	—	—	—	8468 Lake View Rd, Minneapolis, MN, 55427	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Email lower-cased+1 more
ENR-127695	ENR	Sara Gordon	—	UHC-17238-13	7009316062	8339 Ocean Ave, Minneapolis, MN, 55412	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414716	CLM	Brandon Fernandez	—	UHC-58402-80	7099875160	4574 Canyon Rd, Seattle, WA, 98186	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-108049	ENR	Theresa H Reiid	—	UHC-63053-40	4152532113	5210 Apache Blvd, Dallas, TX, 75211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-108048	ENR	Theresa H Reiid	—	UHC-63053-40	4152532113	5210 Apache Blvd, Dallas, TX, 75211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-61572	TPA	Matthew Sanchez	—	—	—	5256 Palm Dr, Scottsdale, AZ, 85242	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-108650	ENR	Ann Dunn	—	UHC-83785-92	4715513104	—	0.66	Name split from “Last, First”Date of birth unreadable Member ID reformatted Plan code upper-cased+1 more
ENR-127044	ENR	Mary E Price	—	UHC-79267-93	5314924067	4950 Union St, San Antonio, TX, 78285	0.66	Middle initial moved out of first name Name re-cased Date of birth unreadable Whitespace trimmed+1 more
CLM-416681	CLM	Dorothy Wagner	—	UHC-27472-49	—	—	0.66	Date of birth unreadable Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-123934	ENR	Kayla Luna	—	UHC-20633-02	8496062566	2442 Lincoln Way, Seattle, WA, 98140	0.66	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-425226	CLM	Jose Matthews	—	—	—	2912 Hillcrest Rd, Nashville, TN, 37210	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-121900	ENR	Lawrence G Sullivan	—	UHC-68792-58	8465575907	3901 Willow Ct Apt 30, Atlanta, GA, 30308	0.66	Date of birth unreadable Phone reformatted Unit split from street Email lower-cased+1 more
CLM-429354	CLM	Christian Lane	—	UHC-80877-08	—	4761 Ocean Ave, Scottsdale, AZ, 85270	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-420265	CLM	Christopher T Rios	—	UHC-69476-29	—	8480 Elm St, Plano, TX, 75044	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113097	ENR	Hiroshi Vazquez	—	UHC-28359-81	9065836819	928 Mountain View Dr, Scottsdale, AZ, 85204	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104406	ENR	Joseph K Martin	—	UHC-05158-85	—	4130 Washington St, Gilbert, AZ, 85285	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20087	PRV	Eugene Rose	—	—	7816941665	4245 Maple Ave, Orlando, FL, 32846	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142815	ENR	Carolyn Wright	—	UHC-94808-34	—	242 Park Pl # 951, Orlando, FL, 32850	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more
PRV-21457	PRV	Santiago Torres	—	—	2596244074	5968 Park Pl, Tucson, AZ	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-138362	ENR	Sandra Brown	—	UHC-38120-34	7064594971	4287 Central Ave, Mesa, AZ, 85278	0.66	Date of birth unreadable Phone reformatted SSN last four extracted State code upper-cased+1 more
CLM-425452	CLM	Jeffrey Myers	—	UHC-57569-28	7898148784	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more

2,274 rows, page 27 of 46Previous Next