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-416851	CLM	James White	—	—	8569966147	2410 Canyon Rd, Chandler, AZ, 85224	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-409777	CLM	Abigail Jenkins	—	—	7217880087	5428 Apache Blvd, San Diego, CA, 92185	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431432	CLM	Billy G Romero	—	UHC-55739-85	—	4647 Sunset Blvd, Gilbert, AZ, 85247	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-405873	CLM	Nancy Stephens	—	UHC-48987-01	6659931265	5003 Pine Dr, San Diego, CA, 92149	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
CLM-402768	CLM	Gloria Perez	—	—	6766305258	8074 Pine Dr, Tampa, FL	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
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
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
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
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
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
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
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
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
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
CLM-429242	CLM	George Q Howell	—	—	—	—	0.64	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+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
CLM-408869	CLM	Walter Clark	—	—	2577336460	3926 Lincoln Way, Jacksonville, FL, 32298	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427362	CLM	Naathan Gilbert	—	UHC-54667-70	—	9116 Sunset Blvd, Charlotte, NC, 28217	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-417276	CLM	Wei Hamilton	—	UHC-96684-93	—	449 Grand Ave, Jacksonville, FL, 32209	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-411033	CLM	Alice Jamas	—	UHC-50230-34	—	1005 Forest Ave # 764, Phoenix, AZ, 85036	0.64	Name re-cased Date of birth unreadable Member ID reformatted Unit split from street+2 more
CLM-428285	CLM	Jessica Y Carroll	—	—	5033331504	9859 Sage Ct, Jacksonville, FL, 32206	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-421848	CLM	Eric Perkins	—	UHC-30832-44	7378873712	3134 Mountain View Dr, Fresno, CA, 93767	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-404657	CLM	Marcus Wells	—	UHC-49609-62	9782229188	9829 River Rd, Denver, CO, 80225	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427475	CLM	Shirley Lopez	—	UHC-32327-74	6152096793	3855 Palm Dr, Plano, TX, 75085	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401565	CLM	Vincent George	—	—	—	2954 Lincoln Way, Phoenix, AZ, 85029	0.64	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430067	CLM	Dona Bell	—	UHC-23412-40	—	—	0.64	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+2 more
CLM-405642	CLM	Andrew Davis	—	UHC-87127-13	9404659477	1983 Oak St, Tucson, AZ, 85725	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428527	CLM	Billy R Dunn	—	UHC-74132-11	7107005817	8863 Bayshore Dr, Fresno, CA, 93746	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400868	CLM	Catherine Ford	—	UHC-79361-30	3644097615	975 Main St, Gilbert, AZ, 85287	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428901	CLM	Barbara Weber	—	UHC-24739-99	—	4863 Ocean Ave, Eden Prairie, MN, 55336	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-406690	CLM	Raymnd Rodriguez	—	UHC-81501-18	7043124628	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+2 more
CLM-416294	CLM	Jerry J Watkins	—	UHC-20153-72	9407703748	2207 Washington St, Los Angeles, CA, 90098	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-408232	CLM	Olivia Stephens	—	—	—	2367 Desert Sky Blvd, San Diego, CA, 92136	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-405338	CLM	Frances Jensen	—	—	—	6699 Market St, San Diego, CA, 92101	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-430693	CLM	Lucia Goemz	—	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth unreadable Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-430351	CLM	Aaron Shaw	—	—	—	3907 Elm St, Seattle, WA, 98107	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
CLM-411866	CLM	Helen West	—	UHC-20637-25	—	5497 Lincoln Way, Mesa, AZ	0.66	Name re-cased Date of birth unreadable ZIP missing Whitespace trimmed+1 more
CLM-407772	CLM	Brian M Wang	—	—	—	2019 Valley View Dr Apt 10, Eden Prairie, MN, 55356	0.66	Name re-cased Date of birth unreadable Unit split from street Whitespace trimmed+1 more
CLM-412566	CLM	Kathleen Lane	—	UHC-31114-80	—	7643 Highland Ave, Miami, FL, 33193	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-415858	CLM	Brittany I Knight	—	—	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-403055	CLM	Alexander V Bell	—	—	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-422750	CLM	Julie K Banks	—	UHC-67292-12	9616571052	2818 River Rd, Minneapolis, MN, 55419	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425835	CLM	Donna Silva	—	UHC-90917-79	6128482262	9374 Sage Ct, Las Vegas, NV	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-414203	CLM	Meyer Justin	—	UHC-91993-91	5996239149	420 Forest Ave, Tucson, AZ, 85768	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
CLM-404507	CLM	Nathan Clark	—	UHC-59130-67	—	9074 Hillcrest Rd, Denver, CO, 80202	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more

753 rows, page 8 of 16Previous Next