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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417181	CLM	Melissa Santiago	1992-03-10	UHC-16590-48	—	1606 Washington St, Denver, CO, 80259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426697	CLM	Dennis Harris	1980-02-23	—	—	9387 Valley View Dr, Sacramento, CA, 95868	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412906	CLM	Ryan Dominguez	1939-09-20	UHC-98592-45	7269162865	3654 Hillcrest Rd, Tempe, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419832	CLM	Daniel Elliott	1944-03-10	—	—	8182 Washington St, San Diego, CA, 92172	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416279	CLM	Carlos C Kennady	1976-02-05	UHC-61491-38	9014896388	6234 Highland Ave, Phoenix, AZ, 85056	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406838	CLM	Marilyn Peters	2008-04-10	UHC-57980-91	7704149392	9318 Elm St, Plano, TX, 75046	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425888	CLM	Randy Edwards	1967-04-07	—	9118890062	1054 Washington St, Miami, FL, 33128	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-412956	CLM	Yuki Jackson	1948-06-05	—	3572891617	3177 Sunset Blvd, Scottsdale, AZ, 85279	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-432211	CLM	Catherine B Contreras	2003-10-05	UHC-25346-21	—	8672 Sage Ct, Scottsdale, AZ, 85289	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408677	CLM	Janice Burton	1955-04-03	—	—	5988 Baseline Rd, Seattle, WA, 98179	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411213	CLM	Stephanie Z Torres	2006-11-14	UHC-99975-09	—	3934 Forest Ave, Mesa, AZ, 85295	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-415001	CLM	Alan J Hfofman	1971-07-28	UHC-60711-43	5624324799	5888 Church St, Mesa, AZ, 85247	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421841	CLM	Philip Owens	2004-08-19	—	—	391 Sunset Blvd, Fresno, CA, 93797	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-400393	CLM	Ethan Lewis	1948-02-25	UHC-22221-92	—	5473 Lincoln Way, Houston, TX, 77041	0.64	Name split from “Last, First”City re-cased Gender normalised Plan code upper-cased+2 more
CLM-422341	CLM	Albert Gardner	1993-09-01	UHC-51913-36	3099985364	232 Jefferson Ave, Mesa, AZ, 85299	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431831	CLM	Maria Hart	1957-06-22	—	—	6164 Oak St, Tempe, AZ, 85263	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-419444	CLM	Joe Bishop	1966-10-26	UHC-58513-77	9089607735	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-424789	CLM	Stephanie B Jenkins	1972-11-19	UHC-66957-95	4266098211	1363 Sunset Blvd, Columbus, OH, 43252	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419823	CLM	Randy J Guzman	1967-11-04	UHC-25385-67	—	5574 Elm St, Houston, TX, 77011	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-421497	CLM	Emma Dean	2001-02-28	UHC-64762-98	2672224022	4006 Meadow Ln, Nashville, TN, 37231	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-421900	CLM	Alexis Price	1958-09-09	—	9034940566	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-418491	CLM	Linda Kelly	1950-08-10	—	4955731764	5183 Ridge Rd, Columbus, OH, 43262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402894	CLM	Beverly Taylor	1996-03-12	UHC-10404-50	4842487245	8531 Canyon Rd, Mesa, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-409028	CLM	Logan Vega	1999-02-16	UHC-11562-55	9365514263	2873 Cedar Ln, Austin, TX, 78767	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-406793	CLM	Bradley Taylor	1977-02-24	UHC-96928-98	6317958677	4774 Meadow Ln, Plano, TX, 75045	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-417610	CLM	Mari Perkins	1947-08-16	—	—	9426 Camelback Rd, Charlotte, NC, 28202	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432167	CLM	Andrew Mitchell	1963-11-28	UHC-95456-03	4357827740	4626 Elm St, Eden Prairie, MN, 55339	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400926	CLM	Priya F Chen	1999-03-03	—	—	6678 Ridge Rd, Nashville, TN, 37262	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418038	CLM	Brandun Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-417120	CLM	Terry Snyder	2007-04-01	UHC-52224-90	7849436459	5679 Park Pl, Denver, CO, 80201	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409031	CLM	Patricia O Andrews	1996-05-07	UHC-97038-28	—	9097 Washington St, Orlando, FL, 32873	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-412464	CLM	Meyer Gloria	1998-04-17	UHC-03153-24	—	1137 Pine Dr, Houston, TX, 77008	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409111	CLM	Zachary Ray	2007-06-03	—	2036671378	557 Bayshore Dr, Miami, FL, 33172	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425498	CLM	Amber Henry	1992-07-12	UHC-75407-58	—	5490 Indian School Rd, Chandler, AZ, 85206	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406676	CLM	William Vasquez	1939-01-24	UHC-36379-12	—	3942 Union St, Minneapolis, MN, 55411	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-413213	CLM	Frances Fields	1952-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-419796	CLM	Evelyn Hart	2002-11-11	UHC-67231-57	5626768152	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-411132	CLM	Lori T Garcia	1993-06-24	—	—	988 Sage Ct, Tampa, FL, 33691	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405075	CLM	Joyce Rice	1943-05-25	UHC-64786-05	—	2028 Baseline Rd, Mesa, AZ, 85273	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-427200	CLM	Sharon H Black	1957-01-15	—	3065355621	7161 Main St, Tempe, AZ, 85260	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405625	CLM	Timothy Howell	1953-09-28	—	5526915775	5103 Oak St, Plano, TX, 75062	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428075	CLM	Christian King	1952-07-18	UHC-48234-46	—	5526 Sunset Blvd, Tempe, AZ, 85215	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-428420	CLM	Jeremy Rios	1938-12-24	UHC-43577-47	4738485439	1519 Market St, Phoenix, AZ, 85030	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421527	CLM	Maria Montgomery	1949-04-12	—	6323746359	9106 Main St, Austin, TX, 78788	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427265	CLM	Doris Ryan	1981-08-24	—	3596909950	2666 Sage Ct, Minneapolis, MN, 55480	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410460	CLM	Zachary Green	1978-02-02	—	3508287855	2091 Willow Ct, San Diego, CA, 92134	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422610	CLM	Carlos Williiamson	1977-07-01	UHC-61358-72	7075107974	5335 Highland Ave, Tempe, AZ, 85242	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-401456	CLM	Teresa C Hill	1990-08-22	UHC-82145-43	—	8639 Meadow Ln, Seattle, WA, 98178	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411237	CLM	Joyce Spencer	1948-01-17	—	9712380933	5919 Broadway # 624, Sacramento, CA, 95800	0.64	Name split from “Last, First”Phone reformatted Unit split from street Address re-cased+2 more
CLM-408872	CLM	Maria Ortiz	1961-08-02	—	—	1527 Park Pl, Nashville, TN, 37222	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more

3,226 rows, page 29 of 65Previous Next