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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422280	CLM	Maria Jones	1981-12-28	—	—	5204 Spring St, Chandler, AZ, 85221	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408393	CLM	Arjun Chavez	1958-07-21	—	7752777863	3309 Elm St, Charlotte, NC, 28276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405784	CLM	Doris L Robertson	1951-03-03	UHC-59682-46	—	1581 Canyon Rd, Houston, TX, 77097	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432558	CLM	Mariana Henderson	1986-11-02	UHC-16259-95	—	8672 Highland Ave, Orlando, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429299	CLM	Arthur Smith	1975-09-02	—	8772636178	7230 Harbor Blvd Apt 23, Nashville, TN, 37202	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427978	CLM	Ruth Jones	1983-03-16	UHC-19292-41	4379921122	5065 Sage Ct, Fresno, CA, 93720	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406287	CLM	Isabella Carrr	1960-06-13	UHC-32279-06	—	1829 Mountain View Dr Apt 17, Phoenix, AZ, 85008	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-418270	CLM	Kenneth Sims	1999-06-16	UHC-30731-18	2473060141	392 Indian School Rd, Phoenix, AZ, 85096	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423697	CLM	Ronald West	—	UHC-21226-69	3499013255	1699 Union St, Minneapolis, MN, 55467	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420054	CLM	Teresa Snyder	2006-03-14	UHC-84654-02	—	750 Church St, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407067	CLM	Mariana Roberts	1979-06-21	UHC-18824-99	—	3135 Market St # 785, San Diego, CA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424207	CLM	Linda S Wong	1986-02-05	—	6142896788	2390 Apache Blvd, Tampa, FL, 33681	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426897	CLM	Steve P Lawrence	1974-12-08	—	—	5363 Park Pl Apt 38, Plano, TX, 75087	0.52	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+2 more
CLM-423107	CLM	Raymond Collins	1971-03-26	—	3534901244	6254 Forest Ave, Seattle, WA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426178	CLM	Jose Jordan	1947-12-06	UHC-22708-92	5628054075	2093 Oak St, Dallas, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-413262	CLM	Edward Alvarez	1948-01-05	UHC-92725-88	8786178484	9770 Highland Ave, Fresno, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415799	CLM	Alan Ramos	—	—	—	3586 Bayshore Dr, Chandler, AZ, 85255	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-414916	CLM	Andrea Pena	2004-03-16	—	—	5974 Grand Ave # 240, Nashville, TN, 37284	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426899	CLM	Ethan Rogers	1938-12-18	—	—	1672 Spring St, San Antonio, TX, 78251	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-405160	CLM	Alexis Fox	2007-04-26	UHC-32649-36	—	7627 Indian School Rd Apt 38, Gilbert, AZ, 85200	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414698	CLM	Nicholas Elis	1982-03-16	UHC-59410-03	3344927136	7082 Willow Ct # 712, Mesa, AZ, 85298	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405896	CLM	Noah Pena	1977-02-21	—	7034408565	9475 Canyon Rd, Fresno, CA, 93701	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410619	CLM	Ronald Sanders	1978-08-24	UHC-31632-29	—	7520 Church St, Minneapolis, MN, 55414	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-401136	CLM	Kayla Mejia	2003-09-22	UHC-37503-44	—	6725 Baseline Rd, Seattle, WA, 98160	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417846	CLM	Sean Castro	1973-07-25	UHC-78224-40	—	9846 Bayshore Dr, Tampa, FL, 33672	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413106	CLM	Henry Hanson	—	UHC-69978-70	—	8735 Bayshore Dr, Houston, TX, 77067	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-411983	CLM	Fuller Christian	1993-07-18	—	—	7702 Harbor Blvd, Minneapolis, MN, 55431	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430924	CLM	Emma Baker	—	UHC-19416-16	—	2129 Market St, Chandler, AZ, 85223	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-404963	CLM	Gary Hughes	1947-06-17	UHC-42310-56	5145358130	6761 Cedar Ln, Mesa, AZ, 85235	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411041	CLM	Charlotte I Payne	2005-01-13	—	—	2382 Grand Ave, Glendale, AZ, 85354	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430336	CLM	Diego Contreras	1948-02-23	UHC-46032-06	—	2310 Forest Ave # 235, Eden Prairie, MN, 55360	0.52	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432513	CLM	Harold Pierce	1958-09-17	UHC-59853-76	—	5371 Park Pl, Glendale, AZ, 85370	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431751	CLM	Alan Gilbert	1966-08-18	UHC-57392-18	—	5697 Camelback Rd, Charlotte, NC, 28248	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-412643	CLM	Andrea Sanders	1976-03-15	—	8756613660	6103 Market St, Columbus, OH, 43248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411892	CLM	Ryan Fuller	1965-12-23	—	7176395510	9460 Elm St, Columbus, OH	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418815	CLM	Richard Boyd	1945-02-02	—	9896695363	2919 Jefferson Ave Apt 29, Scottsdale, AZ, 85258	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-415141	CLM	Jacqueline Munoz	1961-08-13	UHC-96980-74	3046147732	9815 Ocean Ave # 632, Chandler, AZ	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425545	CLM	Sophia Foster	1939-02-09	UHC-38274-57	9839074273	7330 Canyon Rd, Nashville, TN, 37241	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424862	CLM	Ben Rose	2007-04-19	UHC-01453-15	—	3350 Maple Ave, Scottsdale, AZ, 85216	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401286	CLM	Emma Valdez	—	UHC-16477-14	—	5102 Cedar Ln, Seattle, WA, 98192	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-432405	CLM	Micehlle Alvarez	2007-03-11	UHC-56884-74	—	9370 Hillcrest Rd, Tempe, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-406174	CLM	Jean Kelly	2007-01-26	—	—	1655 Cedar Ln, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403283	CLM	Judith E Gilbert	1955-10-23	UHC-52805-66	—	7478 Market St, Austin, TX, 78715	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423404	CLM	Scott Duncan	1997-10-26	UHC-47476-28	—	4543 Indian School Rd, Gilbert, AZ	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426586	CLM	Diana Garrett	1962-01-07	UHC-79807-80	—	2079 Ocean Ave, Nashville, TN, 37283	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-404044	CLM	Robert Wng	1951-08-03	UHC-24041-45	—	167 Harbor Blvd, Sacramento, CA, 95888	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415830	CLM	Gabriel L Hawkins	1949-12-22	—	8643419326	3579 Desert Sky Blvd, San Antonio, TX, 78217	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427240	CLM	Juan Richardson	1953-06-28	UHC-66465-99	2914235102	4782 Palm Dr, Scottsdale, AZ, 85279	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-427819	CLM	Andrea Armstrong	1958-04-28	UHC-90391-35	—	1343 Willow Ct, Tampa, FL, 33602	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-420923	CLM	Naancy Freeman	1991-07-03	UHC-64096-58	—	4919 Sunset Blvd, San Antonio, TX, 78262	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

16,411 rows, page 40 of 329Previous Next