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-425141	CLM	Piya Taylor	1960-10-18	—	9334440369	2303 Hillcrest Rd, Atlanta, GA, 30347	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432437	CLM	—Junk	1987-08-11	UHC-33009-48	2779075625	5506 Maple Ave, Tucson, AZ, 85742	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400690	CLM	Charlotte E Bryant	1993-09-22	UHC-51096-97	8588200512	4266 Union St # 802, Denver, CO, 80230	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-406039	CLM	Larry Barnes	1958-04-09	UHC-76599-05	4312402230	2481 Mesa Dr, San Antonio, TX, 78207	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414492	CLM	Jeremy Payne	1938-08-06	UHC-63081-90	7118102959	5765 Indian School Rd, San Antonio, TX, 78268	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428634	CLM	Christopher Young	1993-07-09	UHC-27607-79	3524015851	1866 Church St, Chandler, AZ, 85269	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-428528	CLM	Billy Dunn	1959-03-16	UHC-74132-11	7107005817	8863 Bayshore Dr, Fresno, CA, 93746	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422961	CLM	Julye Dixon	1947-05-03	UHC-54209-32	8718050839	8661 Bayshore Dr Apt 27, Gilbert, AZ, 85249	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-413570	CLM	Linda Wang	1979-05-24	—	4636538677	528 Sage Ct, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418825	CLM	Carlos Young	1958-03-14	—	7564710943	8579 Spring St, Tampa, FL, 33678	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409352	CLM	Janet Z Cole	1950-04-16	UHC-14286-74	2173471538	9793 Desert Sky Blvd, Scottsdale, AZ, 85282	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403457	CLM	Christina Ortega	—	UHC-82591-33	6567000272	3808 Central Ave, Los Angeles, CA, 90029	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-401275	CLM	Mark R McDonald	1989-02-06	—	8548300320	1238 Park Pl, Seattle, WA, 98192	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432642	CLM	Susan Carlson	2003-04-25	—	5784932750	9449 Pine Dr, Columbus, OH, 43241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417022	CLM	Peter Arnold	1994-08-02	—	8313924397	1574 Oak St, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
CLM-426914	CLM	Susan Morrison	1959-02-28	UHC-92801-47	8742334613	2746 Apache Blvd, Denver, CO, 80252	0.62	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-403246	CLM	Kenneth Martinez	1966-11-26	—	4136454750	6621 Sage Ct, Fresno, CA, 93735	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432036	CLM	Randy Scott	1973-03-08	UHC-99947-20	4326178920	2010 Sunset Blvd, Tampa, FL, 33625	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425230	CLM	Braldey R Cole	1966-12-02	—	3476095712	8014 Central Ave, San Diego, CA, 92159	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415962	CLM	Kelly L Contreras	1992-03-23	UHC-65136-03	6797463100	9844 Valley View Dr, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401498	CLM	Judith Arnold	1968-02-05	UHC-64428-98	2258522295	5198 Church St, Dallas, TX, 75262	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-424780	CLM	Gabriel C Patterson	1980-06-05	—	9642252123	2762 Elm St, Glendale, AZ, 85393	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401510	CLM	Andrea Payne	1981-11-17	UHC-53890-52	3597406326	6213 Ridge Rd, Columbus, OH, 43283	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408780	CLM	Randy Hernandez	1980-10-19	—	8468546648	5165 Grand Ave, Denver, CO, 80243	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410011	CLM	Cynthia O Contreras	—	—	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420021	CLM	Hiroshi Guerrero	1959-10-27	—	9214336320	3471 Baseline Rd, Atlanta, GA, 30352	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412855	CLM	Danielle Z Phillips	1992-06-04	UHC-60897-94	7368254868	8140 Canyon Rd, Scottsdale, AZ, 85256	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403388	CLM	Joseph Martin	1948-01-18	UHC-05158-85	5115572616	4130 Washington St, Gilbert, AZ, 85285	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427384	CLM	Lori Armstrong	1939-08-17	UHC-85173-78	2402251345	319 River Rd, Charlotte, NC, 28225	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423606	CLM	Brandon Delgado	—	—	7115510942	2505 Hillcrest Rd, Tempe, AZ, 85267	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-417797	CLM	Justin Gordon	1958-09-10	—	3437828464	8913 Mountain View Dr, Phoenix, AZ, 85069	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-407452	CLM	Ann Sullivan	1992-08-26	UHC-58187-57	9422849100	4276 Desert Sky Blvd, Glendale, AZ, 85391	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406572	CLM	Jean Ward	1942-05-13	—	7902441502	2434 River Rd, San Diego, CA	0.62	Name re-cased 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
CLM-404513	CLM	Bryan Freeman	1951-11-21	—	7866862770	7670 Valley View Dr Apt 6, Plano, TX, 75079	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422810	CLM	Russell Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-426684	CLM	Kelly Mason	1950-04-08	UHC-40432-40	6127365124	527 Jefferson Ave, Eden Prairie, MN, 55374	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432122	CLM	Christopher Hawkins	1939-10-19	—	2455172144	3342 Harbor Blvd Apt 35, Sacramento, CA, 95876	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-429497	CLM	Maria L Moreno	2007-11-28	UHC-61343-62	3067881041	9319 Apache Blvd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405086	CLM	Margaret R McCoy	1969-07-09	UHC-88924-63	5842301903	4305 Meadow Ln, Denver, CO, 80235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429993	CLM	Terry Henderson	1940-10-05	—	4433182087	6152 Meadow Ln, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428776	CLM	Jacob W Grant	1969-10-22	UHC-57440-22	3084346185	3053 Harbor Blvd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416495	CLM	Ryan Lee	1954-10-11	UHC-63291-28	7399597825	990 Sage Ct, Glendale, AZ, 85397	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410666	CLM	Lawrence D Cunningham	1998-07-17	—	2386081454	—	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-410665	CLM	Lawrence D Cunningham	1998-07-17	—	2386081454	—	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-402987	CLM	Carolyn Ward	2004-03-16	—	5162297629	9472 Desert Sky Blvd, Chandler, AZ, 85298	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431283	CLM	Kelly Fowler	1942-10-03	UHC-70294-56	8219749261	4775 Washington St, Mesa, AZ, 85242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417954	CLM	Roger F Arnold	2005-06-25	UHC-95539-20	2925753939	2065 Lake View Rd # 259, Denver, CO	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-412032	CLM	Aaron Luna	1942-12-10	UHC-83607-54	7264205977	9188 Pine Dr, Chandler, AZ, 85208	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

11,960 rows, page 37 of 240Previous Next