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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51387	TPA	Priya West	—	—	2154121453	7070 Oak St, Charlotte, NC, 28252	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-412282	CLM	Christopher Rivera	—	UHC-38401-49	7849409167	7584 Grand Ave, Tucson, AZ, 85787	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55083	TPA	Juan Willlis	—	—	8037177315	5963 Maple Ave, Phoenix, AZ, 85001	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-132936	ENR	Denise Yang	—	UHC-29623-83	3574291332	1201 River Rd, Tucson, AZ, 85732	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-426777	CLM	Roy Ellis	—	UHC-97344-04	2135606666	2423 Central Ave, Mesa, AZ, 85234	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-137399	ENR	Emma Y Alvarez	—	UHC-46560-03	6956728941	1553 Bayshore Dr, Houston, TX, 77098	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408771	CLM	Joyce Gibson	—	UHC-76784-79	6918799287	9321 Mesa Dr, Atlanta, GA, 30381	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56910	TPA	Andrew Cole	—	—	9037791532	8388 Cedar Ln, Mesa, AZ, 85218	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-126369	ENR	Mark Lopez	—	UHC-07607-29	6253005210	7194 Park Pl, Sacramento, CA, 95843	0.62	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135393	ENR	Ann Marquez	—	UHC-61611-49	2608548739	9841 Central Ave, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-60406	TPA	Jerry Ramos	—	—	—	4035 Sage Ct, Chandler, AZ, 85249	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-142140	ENR	Jason Rogers	—	UHC-81029-91	7383966102	3757 Pine Dr, Minneapolis, MN, 55414	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-111375	ENR	Theresa Munoz	—	UHC-11208-80	8789573749	5154 Harbor Blvd, Tampa, FL, 33671	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-26040	PRV	Donna Greene	—	UHC-31782-23	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-405262	CLM	Helen Simmmons	—	—	4919270856	711 Oak St, Eden Prairie, MN, 55377	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-124446	ENR	Kelly Bishop	—	UHC-23217-24	9615919930	3102 Highland Ave, Chandler, AZ, 85249	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-414173	CLM	Eric Freeman	—	UHC-11481-11	—	533 Highland Ave, Dallas, TX, 75252	0.62	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100700	ENR	Bobby T Rios	—	UHC-87914-49	8625484940	3864 Mountain View Dr, Minneapolis, MN, 55471	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129502	ENR	Alice Bishop	—	UHC-10447-33	6753509647	3124 Main St, Nashville, TN, 37225	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129503	ENR	Alice Bishop	—	UHC-10447-33	6753509647	3124 Main St, Nashville, TN, 37225	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28039	PRV	Philip Wells	—	—	6092012456	5226 Baseline Rd, San Antonio, TX, 78229	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-141648	ENR	Ray Patterson	—	UHC-64680-98	3667059695	839 Washington St, Mesa, AZ, 85244	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more
PRV-22166	PRV	Kiimberly White	—	UHC-64583-03	—	6560 Camelback Rd, San Antonio, TX, 78255	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
PRV-26698	PRV	Hiroshi G Rivera	—	UHC-30776-85	8885005013	5321 River Rd, Orlando, FL, 32859	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102340	ENR	Hiroshi B Coleman	—	UHC-24824-94	—	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+3 more
TPA-62141	TPA	Margaret Gonzales	—	UHC-59119-32	—	6102 Valley View Dr, Orlando, FL, 32807	0.62	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
CLM-422113	CLM	Gloria Brooks	—	—	3253953961	9448 Cedar Ln, Orlando, FL, 32813	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
PRV-22728	PRV	Patrick Webb	—	—	9387519014	31 Palm Dr, Jacksonville, FL, 32266	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-431213	CLM	Sophia Daniiels	—	UHC-50502-80	—	9788 Jefferson Ave, Denver, CO, 80275	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-131951	ENR	Kenneth Daniels	—	UHC-47030-79	3872567309	3524 Central Ave, Orlando, FL, 32837	0.62	Name re-cased Date of birth missing Member ID reformatted Gender normalised+3 more
ENR-106302	ENR	Stephen Li	—	UHC-49292-64	4776314236	9593 Harbor Blvd, Atlanta, GA, 30321	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-52570	TPA	Lori Lee	—	—	9559123383	3574 Mountain View Dr, Phoenix, AZ, 85034	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20188	PRV	Brian Cole	—	—	8247148547	8635 Market St Apt 13, Miami, FL, 33182	0.62	Name re-cased Date of birth missing Phone reformatted Unit split from street+3 more
PRV-26823	PRV	Megan Rios	—	UHC-47867-27	8323654987	9068 Central Ave, Atlanta, GA, 30361	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-126495	ENR	Dennis Woods	—	UHC-68746-10	3012181871	5741 Mesa Dr, Tucson, AZ, 85763	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more
CLM-403285	CLM	Judith Gilbert	—	—	—	7478 Market St, Austin, TX, 78715	0.62	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
ENR-125727	ENR	Abigali O Stewart	—	UHC-23233-80	2465601392	4773 Ridge Rd, Austin, TX, 78732	0.62	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+3 more
ENR-120774	ENR	Sara Y Wagner	—	UHC-98016-07	—	5205 Camelback Rd, Glendale, AZ, 85319	0.64	Date of birth missing Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53968	TPA	Alice Franklin	—	—	6265226363	845 Broadway, Tampa, FL, 33628	0.64	Date of birth missing Phone reformatted Address re-cased ZIP+4 trimmed+2 more
ENR-130506	ENR	Lauren Porter	—	UHC-47113-19	4033406949	1731 Harbor Blvd, Orlando, FL, 32892	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-141565	ENR	Patrick M Welch	—	UHC-89309-03	6146469836	4756 Mesa Dr, Mesa, AZ, 85289	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-131348	ENR	Charles Cook	—	UHC-68735-07	—	7669 Hillcrest Rd, Orlando, FL, 32812	0.64	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400910	CLM	Terry L Gibson	—	—	2212555050	5213 Spring St, Seattle, WA, 98159	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
TPA-56171	TPA	Rachel W Marquez	—	—	—	4606 Valley View Dr, Miami, FL, 33185	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-429433	CLM	Jack Smith	—	—	—	742 Bayshore Dr, Las Vegas, NV, 89189	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-126661	ENR	Jaent Brown	—	UHC-22090-70	—	4416 Desert Sky Blvd, Austin, TX, 78726	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-26891	PRV	Austin A Hayes	—	—	5642526506	7703 Palm Dr, Denver, CO, 80201	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-112143	ENR	Mariana Clark	—	UHC-09124-57	4778060019	3422 Mesa Dr Apt 2, Tempe, AZ, 85251	0.64	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
CLM-419371	CLM	Mateo A Nichols	—	—	3852589739	8569 Sunset Blvd, Miami, FL, 33183	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114303	ENR	Joseph Watkins	—	UHC-68165-43	4839807908	8272 Sunset Blvd, Charlotte, NC, 28277	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more

990 rows, page 9 of 20Previous Next