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-412398	CLM	Scott Gilbert	1940-05-12	—	2482628548	1979 Pine Dr, Houston, TX, 77078	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-412399	CLM	Scott Gilbert	1940-05-12	—	2482628548	1979 Pine Dr, Houston, TX, 77078	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-415411	CLM	Carolyn Schultz	1952-03-12	—	9566257981	5355 Harbor Blvd # 897, San Diego, CA, 92122	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
CLM-421330	CLM	Rebecca Mitchell	1963-12-03	UHC-70908-34	6237979279	8905 Canyon Rd, Plano, TX, 75071	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-432713	CLM	Harold Hanson	1959-12-11	UHC-26394-19	7374036095	8336 Hillcrest Rd, Plano, TX, 75075	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406473	CLM	Laura Ryan	1993-01-22	—	3507482025	9430 Sunset Blvd, Charlotte, NC, 28259	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-406885	CLM	Donald B Tucker	1941-03-06	UHC-37564-73	7073923863	1133 Park Pl, Atlanta, GA, 30369	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400292	CLM	Emma Hill	1974-02-09	UHC-72136-54	9835648155	5231 Central Ave, Tempe, AZ, 85242	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-426830	CLM	Kathryn Payne	1988-12-19	UHC-12324-03	8638248181	7108 Canyon Rd, Mesa, AZ, 85289	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410212	CLM	Philip George	1973-10-03	UHC-42855-64	6342069013	3287 Main St, Phoenix, AZ, 85055	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-406415	CLM	Anthony Barnes	1974-08-04	UHC-00910-34	7434779540	4823 Highland Ave, Phoenix, AZ, 85069	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-409015	CLM	Bradley Bell	1989-10-15	UHC-18863-18	6273622857	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421938	CLM	Wei Fields	1959-12-24	UHC-62961-20	2186784775	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421937	CLM	Wei Fields	1959-12-24	UHC-62961-20	2186784775	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412187	CLM	Edward Myers	2004-08-09	UHC-95659-89	4238847530	4250 Grand Ave, Tempe, AZ, 85203	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-401806	CLM	Robert Lawrence	1947-08-14	UHC-22531-60	3046283850	2875 Elm St, Columbus, OH, 43237	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413294	CLM	Andrew H Montgomery	1944-07-27	UHC-31571-55	4409979938	4498 Sunset Blvd, Columbus, OH, 43296	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418524	CLM	Walter T Hoffman	1965-04-17	UHC-83616-67	3763337955	1445 Meadow Ln, Tempe, AZ, 85232	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422614	CLM	Justin McDonald	1969-02-02	—	3552017981	389 Mountain View Dr, Gilbert, AZ, 85225	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-430309	CLM	Terry Payne	2007-04-07	UHC-95731-30	7303294495	1535 Apache Blvd, Atlanta, GA, 30323	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-401719	CLM	Camila L James	1990-08-22	—	9126168583	5779 Lincoln Way, Charlotte, NC, 28261	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419781	CLM	Chris Meyer	2004-02-28	—	5178838557	8041 Main St, Nashville, TN, 37251	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-406548	CLM	Carl Pena	1939-07-24	UHC-49648-62	4377911630	2430 Jefferson Ave, Mesa, AZ, 85240	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426419	CLM	James Riley	1957-12-04	—	3759170858	534 Sunset Blvd, San Diego, CA, 92169	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-404302	CLM	Amy Marshall	1994-10-07	UHC-80245-87	2732169038	555 Main St, Eden Prairie, MN, 55344	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410398	CLM	Ana Robinson	1955-02-02	UHC-45904-17	4879860691	3989 Indian School Rd, San Diego, CA, 92142	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
CLM-414694	CLM	John Sims	1979-06-09	UHC-98485-42	9872394608	7970 Main St, San Diego, CA, 92138	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425238	CLM	Sophia M White	1979-04-25	UHC-42195-58	7506415848	2873 Highland Ave # 647, San Antonio, TX, 78268	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-430958	CLM	Julie Fernandez	1943-02-14	—	6029989492	1927 Desert Sky Blvd, Tampa, FL, 33608	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-418372	CLM	Kenneth Fisher	1957-09-07	UHC-65531-04	8189970147	8808 Harbor Blvd, Tucson, AZ, 85745	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-404045	CLM	Robert Wang	1951-08-03	—	2386650626	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403009	CLM	George J Fernandez	1951-05-09	—	3496469783	9283 Main St, Phoenix, AZ, 85014	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425292	CLM	Patrick Parker	1986-09-01	UHC-14708-32	4863249088	5982 Bayshore Dr, Tempe, AZ, 85211	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-416105	CLM	Jonathan H Oliver	1972-10-17	—	3769185738	708 Forest Ave, San Antonio, TX, 78224	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-427503	CLM	Wayne Williamson	1984-05-16	—	5702669342	4055 Apache Blvd, Seattle, WA, 98184	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425248	CLM	Douglas M Ford	1943-10-27	UHC-73862-03	9556722086	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411003	CLM	Lucia Howell	1985-04-07	UHC-54508-07	2567041228	8793 Highland Ave, Nashville, TN, 37294	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413245	CLM	Yuki Sullivan	1941-10-26	UHC-25113-73	8489750296	2742 Camelback Rd, Las Vegas, NV, 89125	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-415418	CLM	Keith Williamson	1976-03-27	—	3008777832	1299 Valley View Dr, Phoenix, AZ, 85015	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428455	CLM	Alexander Kennedy	1962-10-17	UHC-46150-15	2818668900	5630 Forest Ave, Miami, FL, 33112	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429505	CLM	Judith Sanchez	1953-05-23	UHC-37863-85	7573912801	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402540	CLM	James Delgado	—	—	2208398187	—	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
CLM-401165	CLM	Natalie Chavez	1950-11-12	—	4102128078	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415077	CLM	Mariana Robertson	2004-08-20	—	8417085404	—	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
CLM-431789	CLM	Donald Silva	1940-01-23	UHC-12940-18	6514403019	7928 Union St, Las Vegas, NV, 89128	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428519	CLM	Carolyn Long	1953-09-13	—	7446688772	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-415382	CLM	Geradl N Jmienez	1970-12-07	UHC-02738-67	6312204467	109 Lincoln Way, Eden Prairie, MN, 55331	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-400530	CLM	Helen Singh	1928-05-11	UHC-90545-25	3027576553	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432805	CLM	Carlos Payne	1951-08-07	UHC-13103-96	8973881268	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-413350	CLM	Emma Mendez	1954-05-08	—	2403833741	5770 Indian School Rd, Eden Prairie, MN, 55348	0.80	Phone reformatted State name converted to code Email lower-cased Placeholder values cleared

11,960 rows, page 167 of 240Previous Next