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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409585	CLM	Keith Schultz	1939-09-09	UHC-01231-40	5294372974	9249 Sage Ct, Denver, CO, 80219	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418032	CLM	Jluie M Salazar	1945-11-07	UHC-75947-68	4568253507	7977 Forest Ave, Sacramento, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429362	CLM	Kenneth S Ray	1965-07-14	UHC-87282-25	6774813526	9330 Cedar Ln, Orlando, FL, 32826	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-430180	CLM	Caroyln I Li	1943-09-13	UHC-24165-93	5094447690	2737 Lake View Rd, Minneapolis, MN, 55479	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429556	CLM	Alexis Elliott	1987-05-15	—	2089979146	1711 Canyon Rd, Tempe, AZ, 85260	0.64	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+2 more
CLM-429103	CLM	Walter Gomez	1945-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-429171	CLM	Teersa Sims	1970-02-08	UHC-19809-99	7496542572	9686 Indian School Rd, Los Angeles, CA, 90042	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418956	CLM	Vincent Le	1947-02-13	—	9202898359	1141 Ocean Ave, Tempe, AZ, 85219	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408811	CLM	Vincent G Ruiz	1997-09-22	UHC-15528-60	4182214963	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-428305	CLM	Jerry I Perkins	1988-01-07	—	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428306	CLM	Jerry I Perkins	1988-01-07	—	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417439	CLM	Samuel Rodriguez	1957-12-02	UHC-96426-29	3802015276	9608 Meadow Ln, Plano, TX, 75018	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+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-409672	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	8589214752	6249 Mesa Dr Apt 31, Atlanta, GA, 30366	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-407108	CLM	Omar Oliver	2008-10-01	UHC-32622-59	8862881687	7149 Market St, San Diego, CA, 92147	0.64	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-408259	CLM	Hicks Pamela	1951-06-04	UHC-52905-09	5164572256	5492 Highland Ave, Seattle, WA, 98198	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418438	CLM	Wayne Z Mills	1997-11-07	UHC-99004-23	9037062779	5085 Lincoln Way, Charlotte, NC, 28222	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425266	CLM	Alan X Wheeler	1941-03-09	—	2066442524	2513 Bayshore Dr Apt 1, Las Vegas, NV, 89167	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406061	CLM	Sara Burton	1938-03-28	UHC-95297-67	5299768788	2589 Canyon Rd Apt 22, Atlanta, GA, 30328	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-428247	CLM	Beverly Kennedy	1943-05-06	UHC-48471-80	6014045500	2465 Pine Dr, Houston, TX, 77054	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402995	CLM	Natalie Banks	1985-05-18	UHC-06375-15	4805542343	4380 Pine Dr, Austin, TX, 78789	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420604	CLM	Billy Wong	1989-02-21	—	7366585740	5293 Ridge Rd, Plano, TX, 75096	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407314	CLM	Dorothy Medina	1967-10-19	UHC-55197-73	9407334986	1837 Pine Dr, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417513	CLM	Russell Garcia	1989-02-11	—	7436920228	4408 River Rd, Miami, FL	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-409986	CLM	Nicole Hayes	1939-04-16	—	7178720107	695 Apache Blvd, Plano, TX, 75090	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-405628	CLM	Jeremy Henry	2005-08-01	—	6309822037	5034 Main St, Charlotte, NC, 28222	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419585	CLM	Paul Montgmery	1971-08-23	UHC-33633-18	9275616628	9334 Oak St, Phoenix, AZ, 85024	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-416640	CLM	Ralph Q Ruiz	1954-06-03	—	3688264206	777 Lake View Rd, Fresno, CA, 93760	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-418650	CLM	Billy Weaver	1953-05-24	—	6538022577	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-404188	CLM	Sharon Santos	1990-01-28	UHC-46936-59	9059848621	6404 Bayshore Dr, Denver, CO, 80272	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-432228	CLM	Wayne Contreras	1939-08-03	—	9265272504	8608 Hillcrest Rd, Charlotte, NC, 28217	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406291	CLM	Nathan W Powell	1989-03-17	—	4416767283	683 Willow Ct, Seattle, WA, 98177	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429930	CLM	Michelle Oliver	1978-02-16	UHC-82552-09	4003361707	8192 Indian School Rd, Sacramento, CA, 95899	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414963	CLM	Lucia Vega	2006-09-16	—	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414962	CLM	Lucia Vega	2006-09-16	—	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424832	CLM	Joe Weaver	1989-10-27	—	6965698934	7990 Jefferson Ave, San Antonio, TX, 78245	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-426544	CLM	Maria P King	1975-10-01	UHC-23433-66	3859989233	3684 Oak St, Tampa, FL, 33630	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424116	CLM	Frank Lawrence	1992-06-14	—	2344122544	4496 River Rd, Tucson, AZ, 85735	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-407714	CLM	Amy O Elliott	1950-07-18	—	4656105196	7041 Elm St, Phoenix, AZ, 85070	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420679	CLM	Debbie Davis	1953-07-11	—	5963862981	9882 Valley View Dr, Austin, TX, 78745	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411557	CLM	Kelly Watson	1987-01-01	—	8166214642	—	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-426858	CLM	Sofia Q Ramos	1993-10-13	—	5789974934	273 Church St, Tucson, AZ, 85740	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408226	CLM	Julia Carroll	1972-07-10	UHC-35780-70	8312837561	5704 Jefferson Ave, Atlanta, GA	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
CLM-419882	CLM	Hiroshi Castro	1950-07-07	UHC-42235-41	3443645351	4534 Church St, Gilbert, AZ, 85228	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413917	CLM	Barbara Stephens	2008-08-03	UHC-27000-56	7179503033	315 Grand Ave, Chandler, AZ, 85248	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-415120	CLM	Ana Webb	2001-09-28	—	3183860052	6431 Desert Sky Blvd, Tampa, FL, 33641	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-416601	CLM	Logan Baiey	2001-10-07	—	2186812804	4259 Indian School Rd, Minneapolis, MN, 55413	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401195	CLM	Noah Wast	2008-12-14	UHC-54131-68	3956248427	5602 Central Ave, Denver, CO, 80264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

11,960 rows, page 59 of 240Previous Next