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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423752	CLM	Kelly H Harris	1961-03-22	UHC-15595-64	—	3408 Hillcrest Rd, Minneapolis, MN, 55490	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432237	CLM	Carl West	1992-01-06	—	—	3663 Grand Ave Apt 38, Glendale, AZ, 85353	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420313	CLM	Gregory Smith	1987-10-09	—	4026604922	2142 Indian School Rd, Charlotte, NC, 28207	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429180	CLM	Megan Richardson	1959-05-13	UHC-31006-11	—	2569 Indian School Rd, Orlando, FL, 32855	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430185	CLM	Ronald Thomas	1999-03-07	UHC-18112-04	6868544321	700 Grand Ave, Los Angeles, CA, 90054	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407241	CLM	Grace Patterson	1983-05-26	UHC-32210-74	—	3189 Maple Ave Apt 3, Austin, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418987	CLM	Ahmed Sanders	1960-10-26	—	4209977132	2821 Sunset Blvd, Sacramento, CA, 95877	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-400283	CLM	Walter Estrada	1987-03-07	UHC-13603-42	—	1573 Indian School Rd, Eden Prairie, MN	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-410859	CLM	Susan Burke	1985-02-25	UHC-70463-11	—	4081 Oak St, Mesa, AZ, 85266	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415601	CLM	Jacqueline Gonzales	1997-03-13	UHC-44443-96	—	5010 Cedar Ln # 809, Mesa, AZ, 85226	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431632	CLM	Austin Henderson	1941-12-22	—	—	4815 Mesa Dr, Charlotte, NC, 28250	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-417843	CLM	Walter Dominguez	1944-11-03	UHC-68577-83	—	7860 Palm Dr, Atlanta, GA, 30304	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409950	CLM	Douglas Schultz	1974-07-19	UHC-55063-31	7723170773	3366 Elm St, Miami, FL, 33181	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414338	CLM	Lucia V Welch	1983-09-18	UHC-74680-11	5945630677	1802 Spring St, Mesa, AZ, 85213	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426016	CLM	Albert Larson	1939-03-03	UHC-99616-93	—	197 Park Pl, Glendale, AZ, 85399	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431323	CLM	Jack N Jordan	—	—	8123620354	7965 Washington St, Houston, TX	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-409059	CLM	Donna Gutierrez	1958-05-06	UHC-64677-45	—	3046 Indian School Rd, Gilbert, AZ	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+3 more
CLM-422009	CLM	Edward Sanchez	1951-09-13	—	9225885292	9732 Market St, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-431045	CLM	Christine Sullivan	2007-09-24	—	—	4856 Indian School Rd, Eden Prairie, MN, 55332	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-426614	CLM	Elizabeth Rodrigeuz	1963-12-06	—	2787150921	7374 Sage Ct, Tampa, FL, 33602	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403147	CLM	Margaret James	1943-09-04	—	—	831 Grand Ave, Tempe, AZ, 85240	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-431165	CLM	Rachel Walker	1993-07-16	—	—	5745 Willow Ct, Denver, CO	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-413054	CLM	Virginia F Dominguez	1997-03-24	UHC-47834-81	—	9376 Elm St, Orlando, FL, 32846	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-428798	CLM	Russell Weaver	1962-04-14	UHC-60979-31	—	3160 Pine Dr, Phoenix, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-404343	CLM	Donald Coleman	1984-12-24	UHC-72406-80	5904275218	1107 Maple Ave, Austin, TX, 78727	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413236	CLM	David Lynch	1959-02-27	UHC-52815-47	9029903252	6485 Harbor Blvd, Dallas, TX, 75292	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421574	CLM	Madison E Moore	2001-01-14	UHC-36940-63	—	6393 Grand Ave, Tempe, AZ, 85260	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-424059	CLM	Kyle Black	1992-11-16	—	—	7088 Hillcrest Rd, San Antonio, TX, 78245	0.50	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+3 more
CLM-410377	CLM	Arjun Lerson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX, 75059	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427903	CLM	Rebecca Y Bennett	1961-04-14	UHC-24020-26	—	5489 Elm St, Tempe, AZ, 85284	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429828	CLM	Kelly Rivera	1941-09-27	UHC-23051-08	3554954254	7314 Baseline Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429056	CLM	Billy F Wheeler	1971-12-03	—	7874572500	7819 Willow Ct, Austin, TX, 78713	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403749	CLM	Henry F Litle	1944-12-26	UHC-93359-73	—	266 Camelback Rd, Atlanta, GA, 30361	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-409643	CLM	Gerald Nichols	1956-12-02	—	2252722408	592 Broadway, Los Angeles, CA, 90092	0.50	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
CLM-400027	CLM	Vincent Oliver	1973-05-14	UHC-16577-40	—	6938 Apache Blvd, San Diego, CA	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404938	CLM	Ann B Ryan	2003-08-24	—	8399494266	423 Oak St, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-417757	CLM	Carlos B Gibson	1939-07-05	—	3233165820	8326 Cedar Ln, Tucson, AZ, 85772	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-427181	CLM	Jacob J Patterson	1994-09-20	UHC-78868-43	—	3426 Maple Ave # 570, Dallas, TX, 75278	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419195	CLM	Bruce Santos	1996-02-23	—	3602362372	4163 Ocean Ave, Miami, FL, 33122	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426518	CLM	Clark Peetr	1938-10-16	—	—	3744 Sunset Blvd, Eden Prairie, MN, 55375	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-419359	CLM	Samantha Burns	1993-07-27	—	4936707621	9661 Main St, Nashville, TN, 37248	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404862	CLM	Ahmed Vazquez	1955-08-09	UHC-66130-93	9142541272	6035 Oak St, Fresno, CA, 93723	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422411	CLM	Joseph Carter	—	UHC-97279-29	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-432250	CLM	Catherine Romero	1952-02-09	—	—	9615 Camelback Rd, Tempe, AZ, 85263	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426346	CLM	Carolyn Wilson	1964-04-24	UHC-81583-75	4756896287	2570 Valley View Dr Apt 30, Jacksonville, FL, 32243	0.50	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418967	CLM	Charles Sullivan	1963-10-07	—	—	3599 Maple Ave, Orlando, FL, 32858	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-410406	CLM	Mei Rose	1951-02-06	UHC-33521-18	—	6585 Forest Ave, Atlanta, GA, 30314	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-405859	CLM	Sara King	1996-12-15	UHC-68504-05	—	4661 Central Ave, Tucson, AZ, 85706	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-423537	CLM	Megan Jimenez	1951-04-18	UHC-30141-52	9079492053	7961 Maple Ave, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409286	CLM	Kyle Webb	1991-06-22	UHC-73310-75	—	3288 Lake View Rd, Mesa, AZ, 85270	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more

30,862 rows, page 27 of 618Previous Next