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-422993	CLM	Betty G Gomez	1977-06-09	—	3774138090	347 Main St, Tampa, FL, 33632	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-407545	CLM	Juan Tran	2007-06-20	—	4312024556	354 Central Ave Apt 33, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street ZIP missing+3 more
CLM-424854	CLM	Thomas Butler	—	UHC-27322-96	2342784349	7572 Central Ave, Scottsdale, AZ, 85242	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-404482	CLM	Maria Fields	2000-02-10	—	4563813806	9137 Ocean Ave, Sacramento, CA, 95838	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418056	CLM	Brittany W Nunez	2006-06-06	UHC-13686-89	5748079358	2966 Cedar Ln, Seattle, WA, 98195	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405960	CLM	Judy P Wells	1938-01-11	UHC-84471-03	2872005196	9036 Valley View Dr, Tempe, AZ, 85211	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432583	CLM	Mateo Caarlson	1937-10-22	—	5974108821	805 Ocean Ave, Atlanta, GA, 30382	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406629	CLM	William Howard	1946-05-27	—	6322157771	9694 Bayshore Dr, Nashville, TN, 37277	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410849	CLM	Charlotte Kennedy	2008-05-19	—	2273003289	1168 Apache Blvd, San Diego, CA, 92146	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422632	CLM	Heather Hudson	1938-03-05	—	9293965350	359 Jefferson Ave, Fresno, CA, 93771	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424698	CLM	Ronald Valdez	1978-10-18	UHC-61056-55	7287468816	9019 Central Ave, Jacksonville, FL, 32234	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400624	CLM	Harold E Martin	1989-10-04	—	8902671945	1613 Highland Ave, Seattle, WA, 98125	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429105	CLM	Walter Gomez	1945-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-410806	CLM	Raymond Flores	2007-11-09	UHC-03771-17	5924754300	147 Apache Blvd, Eden Prairie, MN, 55357	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-409518	CLM	Hiroshi Freeman	1977-05-09	UHC-18692-03	4563485461	5685 Lake View Rd, Mesa, AZ, 85282	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423132	CLM	Cynthia King	1981-07-10	UHC-15784-43	3084654069	386 Mesa Dr, Fresno, CA, 93754	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
CLM-430817	CLM	Diego Montgomery	1950-06-08	UHC-56570-23	9429118311	2865 Main St, Columbus, OH, 43211	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410486	CLM	Carrolyn Price	2005-12-07	—	6302991698	8651 Ridge Rd, Atlanta, GA, 30391	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-416296	CLM	Jerry Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St # 434, Los Angeles, CA, 90098	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432114	CLM	Julie Miller	2007-01-20	—	6278406030	7356 Camelback Rd, Tucson, AZ	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
CLM-414277	CLM	Zachary Wakins	—	UHC-26709-92	7126853630	9266 Ridge Rd, Atlanta, GA, 30322	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-421335	CLM	Maria E Spencer	1977-03-27	—	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400335	CLM	Terry Edwards	1951-05-18	—	9146355492	1429 Desert Sky Blvd Apt 15, Miami, FL, 33169	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415266	CLM	Albet W Richadrs	1994-01-03	—	3465088391	3265 Church St, Chandler, AZ, 85246	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429008	CLM	Peter Garrett	1989-03-09	—	6724364168	6303 Church St, Orlando, FL, 32831	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428187	CLM	Victoria Ramirez	1987-10-14	—	4828457852	3413 Desert Sky Blvd Apt 7, Mesa, AZ, 85267	0.52	Phone reformatted Unit split from street State name converted to code Gender normalised+2 more
CLM-425773	CLM	Joan J Soto	1981-05-17	—	7578853556	1004 Apache Blvd, Los Angeles, CA, 90000	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404273	CLM	Adam Clark	1994-12-09	UHC-19041-57	2088420531	4456 Park Pl, Denver, CO, 80201	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422230	CLM	Samuel Perkins	1969-08-26	—	6179691045	514 Meadow Ln, Los Angeles, CA, 90033	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427032	CLM	Rebecca Garcia	—	UHC-03053-87	5029387613	3630 Baseline Rd Apt 21, San Diego, CA, 92120	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+2 more
CLM-416312	CLM	Kathleen Johnston	1964-01-05	—	6596069361	1204 Highland Ave, Los Angeles, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418817	CLM	Henry R Jordan	1968-05-02	—	3612431772	3607 Ridge Rd, Tampa, FL, 33646	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-412332	CLM	Juan J Santiago	1988-05-17	UHC-94054-77	8593034625	166 Union St, Plano, TX, 75037	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402786	CLM	Luis Wallace	1939-02-04	UHC-03439-03	4455931112	6713 Main St, Columbus, OH, 43232	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418790	CLM	Elijah Ruiz	1981-01-18	UHC-16462-61	2414150805	1368 Grand Ave, Mesa, AZ, 85249	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423690	CLM	Aaron E Johnson	1978-11-04	UHC-30422-67	4347922415	9581 Indian School Rd # 523, San Antonio, TX, 78283	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+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-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-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-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-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-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-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-417003	CLM	Dylan Clark	1998-10-11	—	6553692711	3398 Apache Blvd Apt 15, Eden Prairie, MN, 55367	0.52	Name split from “Last, First”Phone reformatted Unit split from street Gender normalised+2 more
CLM-422704	CLM	Virginia Cunningham	1956-10-16	UHC-75540-38	3516813664	2093 Bayshore Dr Apt 26, Charlotte, NC, 28297	0.52	Name split from “Last, First”Phone reformatted Unit split from street City 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-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-423587	CLM	Victoria Herrera	1944-07-22	UHC-21655-74	8346215419	6228 Bayshore Dr Apt 10, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more

11,960 rows, page 18 of 240Previous Next