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
ENR-122076	ENR	Marilyn R Ellitot	—	UHC-00621-20	9842908816	5553 Lake View Rd, Gilbert, AZ, 85253	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54881	TPA	Cynthia Chapman	—	UHC-71505-92	—	5035 Camelback Rd, Glendale, AZ, 85341	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-26952	PRV	Bruce Hart	—	—	8842144282	2479 Mesa Dr, Tucson, AZ, 85786	0.66	Date of birth unreadable City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424385	CLM	Omar Perez	—	UHC-67246-08	—	5497 Canyon Rd, Las Vegas, NV, 89146	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-134301	ENR	Kevin L Tucker	—	UHC-01358-75	—	1128 Harbor Blvd, Columbus, OH, 43242	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-116058	ENR	Edward H Myers	—	UHC-95659-89	4238847530	4250 Grand Ave, Tempe, AZ, 85203	0.66	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-54114	TPA	Lawrence Wheeler	—	—	—	6746 Meadow Ln, Orlando, FL, 32804	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-58348	TPA	Jack Boyd	—	—	—	1043 Washington St, Columbus, OH, 43269	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51630	TPA	Jennifer Perez	—	—	—	6039 Grand Ave, Tucson, AZ, 85749	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408956	CLM	Andrea Carroll	—	—	—	6828 Oak St, Sacramento, CA, 95878	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-109212	ENR	Martha O Reynolds	—	UHC-05929-75	7617593664	7263 Apache Blvd, Minneapolis, MN, 55478	0.66	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-416049	CLM	Raymond Thomas	—	UHC-02723-41	—	7605 Harbor Blvd, Phoenix, AZ, 85007	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-109804	ENR	Nicole F Smith	—	UHC-40557-38	8015790101	901 Main St, Charlotte, NC, 28247	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419581	CLM	Tran Vincent	—	UHC-61998-96	—	3950 Harbor Blvd, San Diego, CA, 92172	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409801	CLM	Debra Lee	—	UHC-96470-57	7693478346	2601 Hillcrest Rd, Jacksonville, FL, 32231	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22796	PRV	Bradley Austin	—	UHC-84381-58	4116753479	7207 Washington St, Fresno, CA, 93738	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111427	ENR	Andy N Walsh	—	UHC-17683-33	6976538246	4949 Baseline Rd, Jacksonville, FL, 32292	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420945	CLM	Frances K Hudson	—	—	—	9405 Willow Ct, Nashville, TN, 37246	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-401037	CLM	Mateo Mendoza	—	UHC-72923-14	—	4100 Main St, Fresno, CA, 93707	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-405813	CLM	Jordan A Munoz	—	UHC-64719-86	6424777794	—	0.66	Date of birth reformatted Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-409057	CLM	Aisha Long	—	UHC-66414-72	4697170880	4700 Desert Sky Blvd, Tempe, AZ, 85259	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-111582	ENR	Denise Q Williams	—	UHC-36325-58	2975597302	3684 Indian School Rd, Jacksonville, FL, 32290	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-423547	CLM	Scott Marshall	—	—	7816414872	6184 Church St, Glendale, AZ, 85347	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-108820	ENR	Gary Harvey	—	UHC-53525-01	7039308215	3688 River Rd, Gilbert, AZ, 85222	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55120	TPA	Lawrencce E Mejia	—	—	—	8170 Church St, Tucson, AZ, 85727	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-109705	ENR	Anthony Holmes	—	UHC-49793-91	—	6000 Sunset Blvd, Austin, TX, 78770	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-424966	CLM	Joseph R Contreras	—	UHC-21100-34	—	5165 Lincoln Way, Tampa, FL, 33637	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-25024	PRV	Sharon A Little	—	—	—	8702 Pine Dr, Houston, TX, 77080	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-112359	ENR	Abigail Holmes	—	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431138	CLM	Julia Chavez	—	UHC-90166-60	6835403604	—	0.66	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407183	CLM	Helen N Kelley	—	UHC-08411-81	—	9444 Valley View Dr, Columbus, OH, 43248	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141936	ENR	Maria L Davis	—	UHC-91962-84	3258386557	7357 Apache Blvd, Mesa, AZ, 85275	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414479	CLM	Edward Ford	—	UHC-01186-58	4777968781	3257 Broadway, Tampa, FL, 33647	0.66	Name re-cased Date of birth unreadable Address re-cased Gender normalised+1 more
ENR-116974	ENR	Lucia G Little	—	UHC-70129-25	9542185645	5507 Mesa Dr, Miami, FL, 33115	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-116073	ENR	Arjun Murphy	—	UHC-55934-12	3244307164	256 Jefferson Ave, Tempe, AZ, 85204	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412868	CLM	Nancy Johnson	—	UHC-08685-37	—	7906 Broadway, Tucson, AZ, 85789	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
TPA-60667	TPA	Aisha Bishop	—	—	—	2430 Maple Ave, Orlando, FL, 32871	0.66	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+1 more
CLM-407865	CLM	Denise M Cooper	—	—	—	974 Washington St, Tampa, FL, 33612	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-118212	ENR	Adam Welch	—	UHC-45041-79	9463128704	4241 Desert Sky Blvd, Tampa, FL, 33648	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-124482	ENR	Andrew Adams	—	UHC-92432-52	2154986250	5914 Forest Ave, Miami, FL, 33146	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
TPA-51429	TPA	Arthur Halll	—	—	—	686 Church St, Glendale, AZ, 85360	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-28693	PRV	Gerald Wood	—	—	5035742089	5108 Maple Ave, Las Vegas, NV, 89180	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101782	ENR	Andrea Russell	—	UHC-80771-28	3922041435	9061 Ocean Ave, Houston, TX, 77080	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417743	CLM	Bryyan Simmons	—	—	—	67 Bayshore Dr, Atlanta, GA, 30364	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-423025	CLM	Santiago Allen	—	UHC-39555-75	—	2932 Ocean Ave, Nashville, TN, 37213	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-129445	ENR	Russell Richards	—	UHC-15077-93	—	3926 Maple Ave, Eden Prairie, MN, 55367	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401984	CLM	Walter Allen	—	—	—	6101 Hillcrest Rd, Nashville, TN, 37294	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142366	ENR	Judy S Morirson	—	UHC-54028-49	7017695054	9692 Main St, Austin, TX, 78753	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410650	CLM	Hiroshi Lynch	—	UHC-75411-44	—	581 Cedar Ln, Tampa, FL, 33626	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413802	CLM	Charlotte Kelly	—	—	9854999892	3950 Lincoln Way, Atlanta, GA, 30314	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more

2,274 rows, page 28 of 46Previous Next