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

Claims, 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
CLM-428284	CLM	Richard Bailey	—	UHC-89724-56	—	735 Jefferson Ave, Miami, FL, 33100	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423669	CLM	Santiago Prike	—	—	—	8949 Mesa Dr, Houston, TX	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407658	CLM	Ryn Austin	—	UHC-79286-61	4358514848	1673 Church St, Orlando, FL, 32833	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-419443	CLM	Joe Bishop	—	UHC-58513-77	—	1154 Forest Ave, Eden Prairie, MN, 55387	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403094	CLM	Ann O Adams	—	UHC-49487-89	9476613565	4774 Broadway # 640, Scottsdale, AZ, 85244	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+1 more
CLM-406693	CLM	Lauren Stevens	—	UHC-56668-55	3773283181	2878 Canyon Rd, Phoenix, AZ	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423817	CLM	Yuki T Johnson	—	UHC-34539-08	—	—	0.54	Name split from “Last, First”Date of birth unreadable Phone missing area code Whitespace trimmed+1 more
CLM-404685	CLM	Pat Castillo	—	UHC-12275-94	8154560222	106 Ridge Rd, Nashville, TN	0.54	Name re-cased Date of birth unreadable State name converted to code ZIP missing+1 more
CLM-421977	CLM	Kathy Garrett	—	UHC-28181-31	3254585437	6193 Pine Dr, San Antonio, TX, 78259	0.54	Name re-cased Date of birth unreadable State name converted to code Gender normalised+1 more
CLM-411282	CLM	Melissa Hudson	—	—	—	1991 Grand Ave, Miami, FL, 33100	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-411283	CLM	Melissa Hudson	—	—	—	1991 Grand Ave, Miami, FL, 33100	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-408176	CLM	Robert Maldonado	—	—	—	7388 Palm Dr, Orlando, FL, 32844	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-407991	CLM	Samantha Nunez	—	—	5365474717	3542 Hillcrest Rd Apt 18, Los Angeles, CA	0.54	Date of birth unreadable Phone reformatted Unit split from street ZIP missing+1 more
CLM-407929	CLM	Bryan Ryan	—	UHC-05334-68	—	1607 Desert Sky Blvd, Sacramento, CA, 95858	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428774	CLM	Michael Duncan	—	—	—	1692 Central Ave, Charlotte, NC, 28285	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405994	CLM	Mei B White	—	UHC-02392-26	—	8916 River Rd, Jacksonville, FL, 32273	0.54	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-401597	CLM	Brandon E Porter	—	—	7575976324	7764 Pine Dr, Miami, FL	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP missing+1 more
CLM-424720	CLM	Joan Weber	—	UHC-41593-57	—	2151 Canyon Rd, Los Angeles, CA	0.54	Date of birth unreadable ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-416403	CLM	Harold Rojas	—	UHC-16881-88	—	4310 Ridge Rd, Fresno, CA, 93794	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
CLM-416402	CLM	Harold Rojas	—	UHC-16881-88	—	4310 Ridge Rd, Fresno, CA, 93794	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
CLM-430168	CLM	Lawrence I Ray	—	UHC-62884-26	—	475 Pine Dr, Jacksonville, FL, 32213	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422571	CLM	Valentina Wong	—	UHC-87911-51	—	—	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-423584	CLM	Haroold O Howell	—	UHC-51378-74	4844312628	2564 Valley View Dr, Tucson, AZ	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424593	CLM	Paul D Estrada	—	UHC-63153-81	9586879366	5930 Ridge Rd, Seattle, WA	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407191	CLM	Kevin Peters	—	—	—	2466 Broadway, Columbus, OH, 43297	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-415181	CLM	Bradley Oliver	—	UHC-67161-27	—	5188 Union St, Tampa, FL, 33656	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-428683	CLM	Drew Montgomery	—	UHC-32115-70	7472401135	3903 Mesa Dr Apt 27, San Antonio, TX, 78284	0.54	Name split from “Last, First”Date of birth unreadable Unit split from street City re-cased+1 more
CLM-412791	CLM	Robert Simmons	—	UHC-52762-25	—	1818 Maple Ave, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-412790	CLM	Robert Simmons	—	UHC-52762-25	—	1818 Maple Ave, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-423053	CLM	Dennis G Ward	—	—	—	9793 Harbor Blvd, Plano, TX, 75067	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423185	CLM	Stephen Henry	—	—	—	5848 Forest Ave, Plano, TX, 75003	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-420102	CLM	Luis Cooper	—	UHC-43368-79	—	3847 Maple Ave # 829, San Diego, CA, 92139	0.54	Date of birth unreadable Unit split from street City re-cased State name converted to code+1 more
CLM-408076	CLM	Thomas Espinoza	—	UHC-83698-81	—	—	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-432107	CLM	John F Cox	—	—	2409656853	9483 Desert Sky Blvd, Houston, TX, 77062	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408024	CLM	Angela Salazar	—	UHC-63436-64	6996412968	5809 Mountain View Dr, Minneapolis, MN, 55406	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416950	CLM	Denise X Padilla	—	UHC-97647-24	—	1651 Hillcrest Rd, Denver, CO	0.56	Date of birth unreadable State name converted to code ZIP missing Placeholder values cleared
CLM-407677	CLM	Peter Kelly	—	UHC-28833-25	5439815708	—	0.56	Name split from “Last, First”Date of birth unreadable Gender normalised Placeholder values cleared
CLM-427439	CLM	Danielle K Crawford	—	UHC-73270-57	6655835578	3798 Desert Sky Blvd, Phoenix, AZ, 85033	0.56	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased
CLM-415577	CLM	Harold Murray	—	UHC-51489-92	—	188 Baseline Rd, Austin, TX, 78753	0.56	Date of birth unreadable ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-420465	CLM	Shirley Washington	—	UHC-05301-16	—	5417 Valley View Dr, San Diego, CA	0.56	Date of birth unreadable ZIP missing Gender normalised Placeholder values cleared
CLM-429765	CLM	Raplh Cox	—	UHC-70393-90	—	2393 Sage Ct Apt 21, Charlotte, NC, 28240	0.56	Date of birth unreadable Unit split from street State name converted to code Placeholder values cleared
CLM-413520	CLM	Fatima R Cole	—	UHC-66662-64	—	675 Grand Ave, Phoenix, AZ, 85095	0.56	Name split from “Last, First”Date of birth unreadable State name converted to code Placeholder values cleared
CLM-425174	CLM	James Richardsno	—	UHC-80635-16	3658397185	4127 Highland Ave, Gilbert, AZ, 85229	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
CLM-423083	CLM	Mark Day	—	UHC-40883-26	8694762010	9298 Bayshore Dr, Charlotte, NC, 28276	0.58	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-401825	CLM	Boobby Banks	—	UHC-25181-58	3852921108	8937 Ocean Ave, Nashville, TN, 37269	0.58	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-424902	CLM	Alan Obiren	—	UHC-95481-89	5413450956	2792 Bayshore Dr, Atlanta, GA, 30391	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-411274	CLM	Diego George	—	—	9444057800	251 Apache Blvd, Tucson, AZ, 85792	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-423700	CLM	Kathleen Day	—	UHC-81831-31	7488355174	5003 Ocean Ave, Glendale, AZ, 85390	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-420772	CLM	Elijah R Gutierrez	—	UHC-69658-63	2325738974	8582 Washington St, San Antonio, TX, 78262	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-406113	CLM	Juan S Banks	—	—	8269659337	7773 Forest Ave, Las Vegas, NV, 89164	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more

753 rows, page 5 of 16Previous Next