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
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
TPA-62142	TPA	Julia Walsh	—	—	—	4421 Park Pl, Fresno, CA, 93798	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-124389	ENR	Virginia Hudson	—	UHC-37938-14	2086577829	5068 Ocean Ave, Dallas, TX, 75218	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+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
ENR-136986	ENR	Tim L Walkar	—	UHC-34814-20	5833028834	5513 Baseline Rd, Denver, CO, 80252	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-25052	PRV	Gerald Jenkins	—	—	5225566908	9796 Desert Sky Blvd, Chandler, AZ, 85242	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105267	ENR	Jeffrey F Padilla	—	UHC-92939-82	8442770009	7220 Main St, Tampa, FL, 33639	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-104615	ENR	Jerry Dunn	—	UHC-07648-70	5796312993	5051 Ridge Rd, Dallas, TX, 75270	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-141667	ENR	Diego Larsun	—	UHC-84199-26	5383557504	4740 Desert Sky Blvd, San Antonio, TX, 78245	0.62	Name re-cased Date of birth unreadable Phone reformatted 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
ENR-134231	ENR	Kelly E Hudson	—	—	2177551084	7389 Willow Ct, Mesa, AZ, 85205	0.62	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+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
ENR-134215	ENR	Kayla W Romero	—	UHC-78382-39	4462071248	6231 Baseline Rd, Dallas, TX	0.62	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+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
ENR-105696	ENR	Mason Morales	—	UHC-84582-98	7966035630	2969 Sage Ct, Los Angeles, CA, 90042	0.62	Date of birth unreadable Phone 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
ENR-115496	ENR	Jessica V Jones	—	UHC-61731-01	5945321428	371 Meadow Ln, Glendale, AZ, 85346	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-115173	ENR	Ken Santos	—	UHC-35521-44	5226564984	8325 Forest Ave, Atlanta, GA, 30393	0.62	Date of birth unreadable Phone reformatted Member ID 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
ENR-125292	ENR	Sophia Butler	—	UHC-88598-31	4106501981	3012 Market St, Glendale, AZ, 85320	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-55413	TPA	Samuel Hoffman	—	—	3636243972	4480 Sunset Blvd, San Antonio, TX, 78279	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+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
ENR-102680	ENR	Jacob Little	—	UHC-18349-35	2962387539	2027 Cedar Ln, Orlando, FL, 32819	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+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
TPA-64155	TPA	Cox I Edward	—	—	9136489708	3714 Meadow Ln, Tucson, AZ, 85712	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+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
ENR-139593	ENR	Brandon H Peterson	—	UHC-21678-78	4556965096	3748 Forest Ave, Austin, TX, 78799	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-22213	PRV	Camila Sandoval	—	—	6153861685	7717 Ocean Ave, Jacksonville, FL, 32220	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+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
ENR-122420	ENR	Olivia K Bradley	—	UHC-21842-25	5058067939	293 Grand Ave, Sacramento, CA, 95873	0.62	Date of birth unreadable Phone reformatted Member ID 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
PRV-26207	PRV	Donald Daniels	—	—	6124238839	6814 Valley View Dr, Dallas, TX, 75290	0.62	Date of birth unreadable Phone reformatted 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
ENR-105681	ENR	James S Watson	—	UHC-27018-46	4954177457	784 Palm Dr, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-106705	ENR	Diane Knihgt	—	UHC-54183-65	2424683030	2976 Market St, Tucson, AZ, 85760	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23570	PRV	Deb V Gilbert	—	UHC-22494-09	7152997127	5353 Church St, Minneapolis, MN, 55412	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
PRV-29174	PRV	William Collins	—	—	4868085700	6271 Cedar Ln, San Antonio, TX, 78218	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+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
ENR-129280	ENR	Wayne Y Brooks	—	UHC-70246-85	7966339248	582 Main St # 797, Fresno, CA, 93723	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
TPA-64465	TPA	Andrew Homes	—	—	—	4855 Mountain View Dr, Gilbert, AZ, 85291	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address 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

2,274 rows, page 18 of 46Previous Next