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-415706	CLM	Amy Bell	—	—	—	588 Church St, Plano, TX, 75054	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-401622	CLM	Jeffrey Rojas	—	UHC-39663-17	—	3040 Apache Blvd, Seattle, WA, 98111	0.64	Date of birth unreadable City re-cased Email lower-cased Gender normalised+2 more
ENR-115465	ENR	Melissa C Stephens	—	—	6326311041	2913 Sunset Blvd, Jacksonville, FL, 32280	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405080	CLM	Nathan Jacobs	—	UHC-34860-04	—	2410 River Rd, Mesa, AZ, 85227	0.64	Name re-cased Date of birth unreadable Member ID reformatted State name converted to code+2 more
CLM-402612	CLM	Adam Long	—	—	2146031253	217 Valley View Dr, Plano, TX, 75043	0.64	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+2 more
ENR-104045	ENR	Michael B Harper	—	UHC-60558-43	3008123744	7129 Mesa Dr, Houston, TX	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
PRV-22345	PRV	Jeremy Reyes	—	UHC-87372-54	9305131662	—	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-418124	CLM	Donald Sullivan	—	—	—	9412 Main St, Fresno, CA, 93709	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-51880	TPA	Garald Robertson	—	—	6175138326	4482 Grand Ave # 370, San Antonio, TX, 78251	0.64	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
PRV-29551	PRV	Bryan Walker	—	UHC-36656-10	6824572043	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-29550	PRV	Bryan Walker	—	UHC-36656-10	6824572043	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+2 more
TPA-58036	TPA	Juan Stephens	—	—	2023853058	9366 Indian School Rd, Jacksonville, FL, 32273	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134714	ENR	Kathleen V Schultz	—	UHC-54766-31	7224422726	9642 Camelback Rd, Gilbert, AZ, 85298	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134977	ENR	Sean Black	—	UHC-29465-84	5715033382	2110 Sage Ct, Minneapolis, MN, 55488	0.64	Name re-cased Date of birth unreadable Member ID reformatted Email lower-cased+2 more
PRV-20579	PRV	Nathan Brooks	—	—	7876383278	5065 Meadow Ln, Charlotte, NC, 28284	0.64	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
ENR-100119	ENR	Nataie L Ferguson	—	UHC-79568-09	6239710925	8678 Pine Dr, Columbus, OH, 43202	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-409883	CLM	Timothy Mills	—	UHC-97279-49	—	4893 Valley View Dr, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth unreadable City re-cased State name converted to code+2 more
ENR-118472	ENR	Mary Schmidt	—	UHC-46724-21	3239759410	8824 Forest Ave, Eden Prairie, MN, 55344	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53218	TPA	Madison Garrett	—	—	—	8801 Desert Sky Blvd, Dallas, TX, 75229	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-21276	PRV	Lucia M Wood	—	—	3418749619	8150 Pine Dr, Fresno, CA, 93726	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
CLM-408881	CLM	Mariana D Reynolds	—	UHC-70487-07	—	5259 Palm Dr, Phoenix, AZ, 85038	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-122603	ENR	Meria Lawrence	—	UHC-04447-22	2466770094	2940 River Rd, Mesa, AZ, 85264	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-107513	ENR	Roy Stephens	—	UHC-69885-63	—	—	0.64	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased+2 more
TPA-57428	TPA	Jeffrey Mendoza	—	UHC-92808-15	6374715196	9882 Washington St, Tucson, AZ, 85725	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-403013	CLM	Elizabeth Carr	—	—	—	8111 Bayshore Dr, San Antonio, TX, 78246	0.64	Date of birth reformatted Date of birth unreadable SSN last four extracted City re-cased+2 more
ENR-140769	ENR	Anthony Gibson	—	UHC-83521-36	5704643442	2139 Forest Ave, Minneapolis, MN, 55428	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-103171	ENR	Karen R Simspon	—	—	8737022189	7760 Apache Blvd, San Antonio, TX, 78249	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-27886	PRV	Rebecca Stevens	—	—	2343656742	2879 Lincoln Way, Los Angeles, CA, 90097	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
TPA-50094	TPA	Sarah Sanders	—	UHC-10031-33	—	9257 Willow Ct, Phoenix, AZ, 85097	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
PRV-28969	PRV	Edward Boyd	—	—	7173338374	8783 Willow Ct, San Diego, CA, 92123	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142274	ENR	Steve J Gibson	—	UHC-07734-29	7075574177	8379 Ocean Ave, San Diego, CA, 92194	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-56858	TPA	Cheryl Jones	—	—	—	701 Forest Ave, Orlando, FL, 32843	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-117374	ENR	Roy N Hansen	—	UHC-25734-43	2473901544	3041 Canyon Rd, Tampa, FL, 33618	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-107138	ENR	Sara Patel	—	UHC-48728-33	7678398428	1780 Baseline Rd, Tucson, AZ, 85768	0.64	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+2 more
TPA-60386	TPA	Thomas Day	—	—	—	2133 Broadway, Las Vegas, NV, 89109	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
CLM-427531	CLM	Virginia E Wheeler	—	—	9404923172	3426 Main St, Denver, CO, 80277	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-122542	ENR	Angela T Perkins	—	UHC-99820-91	2482602208	7163 Oak St, San Diego, CA, 92125	0.64	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-421880	CLM	Ruth White	—	UHC-31890-56	—	262 Washington St, Los Angeles, CA, 90041	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-430208	CLM	Paul R Carpenter	—	UHC-05394-16	7899629940	3274 Desert Sky Blvd, Plano, TX, 75044	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410431	CLM	Katherine Hansen	—	—	8842003686	9220 Lake View Rd, Los Angeles, CA, 90064	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405853	CLM	Kelly Aguilar	—	—	2432705425	5312 Ridge Rd, San Antonio, TX, 78246	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108270	ENR	Albert Owens	—	UHC-26507-26	7425190776	367 Central Ave, Charlotte, NC, 28236	0.64	Name split from “Last, First”Date of birth unreadable Member ID reformatted City re-cased+2 more
CLM-408157	CLM	Amy Freeman	—	UHC-93204-01	—	2646 Desert Sky Blvd, Sacramento, CA, 95895	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-132375	ENR	Camila Q Coleman	—	UHC-30287-02	—	2961 Cedar Ln, Tampa, FL, 33609	0.64	Middle initial moved out of first name Name re-cased Date of birth unreadable City re-cased+2 more
ENR-132374	ENR	Camila Q Coleman	—	UHC-30287-02	—	2961 Cedar Ln, Tampa, FL, 33609	0.64	Middle initial moved out of first name Name re-cased Date of birth unreadable City re-cased+2 more
CLM-429242	CLM	George Q Howell	—	—	—	—	0.64	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+2 more
ENR-117009	ENR	Nick V Fuller	—	UHC-33001-85	9536415809	9706 Broadway, Austin, TX, 78708	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
TPA-51668	TPA	Camila Walsh	—	UHC-95340-27	5778404672	238 Market St, Miami, FL, 33187	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-122840	ENR	Elizabeth Gibson	—	UHC-53210-52	3338331944	833 Sage Ct, Tampa, FL, 33661	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
CLM-407764	CLM	Kim Robinson	—	UHC-32138-49	8852559584	1348 Mountain View Dr, Minneapolis, MN, 55428	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more

2,274 rows, page 24 of 46Previous Next