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-417612	CLM	Mei Flores	—	UHC-58714-51	—	129 Union St, Fresno, CA, 93787	0.60	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-430976	CLM	Philip Day	—	UHC-67344-68	8455978616	6435 Sage Ct, Plano, TX, 75021	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
CLM-420819	CLM	Ashley Pena	—	UHC-93084-46	—	5362 Church St, Los Angeles, CA, 90017	0.60	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-424493	CLM	Ryan Ramirez	—	UHC-68274-91	2413339116	2106 Cedar Ln, Sacramento, CA, 95845	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-419692	CLM	Jeremy Hunter	—	—	3078642965	6322 Market St, Charlotte, NC, 28248	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420229	CLM	Raymond Elliott	—	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420228	CLM	Raymond Elliott	—	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-409963	CLM	Ethan Hill	—	—	2225407877	3252 Main St, Austin, TX, 78790	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-403538	CLM	Ahmed Moore	—	UHC-96359-72	—	5163 Valley View Dr, Houston, TX, 77025	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-405222	CLM	Welch Lisa	—	—	6327975083	7329 Maple Ave, Tempe, AZ, 85261	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-404258	CLM	Julie Garza	—	UHC-95660-03	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-414668	CLM	Doris Watson	—	UHC-23249-96	5264765344	6258 Forest Ave, Charlotte, NC, 28267	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-406156	CLM	Stephens Katherine	—	UHC-94512-44	7707153349	2233 Pine Dr, Scottsdale, AZ, 85283	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-423506	CLM	Judith Romero	—	UHC-06958-08	9023892081	5716 Indian School Rd, Charlotte, NC, 28221	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-412788	CLM	Vincent Mitchell	—	—	3315801080	9713 Spring St, San Diego, CA, 92152	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-400334	CLM	Terry Edwards	—	UHC-82887-97	9146355492	1429 Desert Sky Blvd, Miami, FL, 33169	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-407317	CLM	Elizabeth Smith	—	UHC-74794-15	3299203468	6705 Sunset Blvd, Plano, TX, 75086	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
CLM-412367	CLM	Madison Webbb	—	UHC-00101-50	2077875107	2888 Market St, Tucson, AZ, 85716	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-401666	CLM	Emma Cole	—	—	7923069816	8778 Pine Dr, Denver, CO, 80250	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-425766	CLM	Anthony Hernandez	—	—	5736512891	9401 Central Ave, Orlando, FL, 32845	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-418008	CLM	Janet W Dixon	—	UHC-87234-89	—	6173 Jefferson Ave, Jacksonville, FL, 32229	0.62	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410913	CLM	Diana Chapman	—	—	6322272810	5964 Apache Blvd, Tucson, AZ, 85771	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-425262	CLM	Omar Mendez	—	UHC-18365-70	8877150749	6109 Broadway, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth unreadable Phone reformatted Address re-cased+3 more
CLM-428026	CLM	Deborah Carlson	—	—	—	3493 Mountain View Dr, Sacramento, CA, 95894	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-431920	CLM	Bryan Grant	—	—	5397706608	7460 Mountain View Dr, Chandler, AZ, 85254	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-409579	CLM	Brian Pallmer	—	UHC-03330-36	—	4587 Sunset Blvd, Charlotte, NC, 28256	0.62	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
CLM-429806	CLM	Jessica L Hunt	—	UHC-73352-65	7764191539	3711 Valley View Dr, Miami, FL, 33171	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-422623	CLM	Sofia Mitchell	—	—	4854661548	3017 Meadow Ln, San Diego, CA, 92186	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
CLM-415133	CLM	Jeremy Long	—	UHC-77442-78	7567850188	2147 Market St, Miami, FL, 33138	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-424055	CLM	Timothy Griffin	—	UHC-74484-31	—	3387 Hillcrest Rd, Austin, TX, 78761	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-420078	CLM	Maidson Flores	—	UHC-58663-08	—	4481 Mountain View Dr, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-403457	CLM	Christina Ortega	—	UHC-82591-33	6567000272	3808 Central Ave, Los Angeles, CA, 90029	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-405622	CLM	Timothy Garza	—	UHC-77050-03	—	2981 Union St, Columbus, OH, 43274	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-410011	CLM	Cynthia O Contreras	—	—	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-423606	CLM	Brandon Delgado	—	—	7115510942	2505 Hillcrest Rd, Tempe, AZ, 85267	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-426291	CLM	Ronald Li	—	—	—	7230 Lake View Rd, Houston, TX, 77031	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
CLM-407013	CLM	Jacob Kim	—	UHC-18672-96	4877489624	8072 Elm St, Jacksonville, FL, 32291	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400352	CLM	Mason Kyle	—	UHC-92667-29	9413804832	9092 Park Pl, Orlando, FL, 32888	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-400777	CLM	Melissa Alexander	—	UHC-11511-21	—	8745 Ocean Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+3 more
CLM-429594	CLM	Martha Watkins	—	UHC-39674-45	7984442945	6223 Spring St, Seattle, WA, 98127	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-419026	CLM	Jack Jenkins	—	UHC-75461-96	—	7076 Church St, Atlanta, GA, 30329	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-429393	CLM	Amber Bishop	—	UHC-03362-75	2052293003	5736 Sage Ct, Dallas, TX, 75236	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-417394	CLM	Aaorn M Flores	—	UHC-86224-78	5563133262	6857 Valley View Dr, Glendale, AZ, 85365	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-426138	CLM	Sharon P Burns	—	—	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-411709	CLM	Anthony Carr	—	—	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430370	CLM	Kathryn Obrien	—	UHC-59533-24	7412632886	650 Apache Blvd, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-411359	CLM	Roger D Dixon	—	UHC-30886-87	9676553886	1715 Jefferson Ave, Dallas, TX, 75243	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414637	CLM	Evelyn V Hawkins	—	—	—	5677 Harbor Blvd, Charlotte, NC, 28280	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-412587	CLM	Denise Y Prce	—	—	4589593879	8071 Desert Sky Blvd, Seattle, WA, 98119	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-412951	CLM	Jennifer Watson	—	—	—	9725 Harbor Blvd, Tucson, AZ, 85783	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more

753 rows, page 6 of 16Previous Next