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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404267	CLM	Christina Phillips	1944-10-12	UHC-66533-38	3725798370	5413 Canyon Rd, Scottsdale, AZ, 85230	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
CLM-427343	CLM	Evelyn Gonzales	1941-07-02	UHC-66875-23	—	3451 Market St, Denver, CO, 80260	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427313	CLM	Brenda Stewart	1958-03-28	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-421548	CLM	Jesse P Castillo	1947-02-15	UHC-64582-82	—	1838 Palm Dr, Plano, TX, 75086	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-423011	CLM	Jennifer Edwards	1971-02-17	—	8125615624	728 Market St, Eden Prairie, MN, 55361	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-419900	CLM	Kathryn Robinson	1968-05-13	—	—	8157 Ridge Rd, Charlotte, NC, 28201	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-406397	CLM	Barbara Simpson	1949-07-18	—	—	5234 Washington St, Denver, CO, 80205	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427723	CLM	Nicole McDonald	1992-04-17	UHC-45834-45	—	9588 Valley View Dr, Los Angeles, CA, 90082	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-431449	CLM	Anthony Perkins	1988-06-09	UHC-29134-84	—	5905 Elm St, Las Vegas, NV	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-404085	CLM	Jacqueline G Black	1988-08-17	—	7868549331	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413651	CLM	Elijah Castillo	1939-10-27	UHC-97035-34	—	2196 Elm St, Chandler, AZ, 85289	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421167	CLM	Ashley Patterson	1989-04-24	UHC-07593-45	—	9026 Lake View Rd, Denver, CO, 80220	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-418882	CLM	Nicole F Watkins	1971-06-02	UHC-16399-53	—	2481 Lake View Rd, Sacramento, CA, 95855	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-407442	CLM	Elijah Aguilar	1996-12-19	UHC-11836-39	2339318889	1294 Sage Ct, Jacksonville, FL, 32292	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419554	CLM	Brittany Jensen	2006-05-17	UHC-37798-78	—	—	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-423182	CLM	Jeean Lawrence	1974-03-03	UHC-43612-23	—	661 Lincoln Way, Phoenix, AZ, 85005	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-407878	CLM	Richard Pierce	2001-02-08	UHC-33815-88	—	2290 Grand Ave, San Antonio, TX, 78224	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416083	CLM	Lori George	1947-08-05	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418499	CLM	Sophia Alexander	1973-02-01	UHC-65817-15	—	7574 Canyon Rd, Jacksonville, FL, 32239	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-418498	CLM	Sophia Alexander	1973-02-01	UHC-65817-15	—	7574 Canyon Rd, Jacksonville, FL, 32239	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-423299	CLM	Nathan Turner	1987-05-06	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed 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-425354	CLM	Mason Edwards	1998-08-27	—	7264066114	4767 Apache Blvd, San Diego, CA, 92146	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412355	CLM	Deborah Gilbert	1966-05-12	UHC-22494-09	—	5353 Church St # 186, Minneapolis, MN, 55412	0.80	Name re-cased Date of birth reformatted Unit split from street 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-413862	CLM	Ashley Richardson	1973-05-08	UHC-10095-43	—	8222 Elm St, Miami, FL, 33149	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-400641	CLM	Billy Jacobs	1959-06-28	UHC-33970-88	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
CLM-408626	CLM	Betty Le	1953-07-25	UHC-26618-68	—	9800 Mesa Dr, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429082	CLM	Lawrence Andrews	1972-09-22	—	—	5488 Spring St, Eden Prairie, MN, 55320	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-426410	CLM	Gereld Lynch	1949-12-05	UHC-99823-73	2077277856	1191 Church St, Fresno, CA, 93716	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427465	CLM	Jacquline Bennett	1977-07-05	UHC-63718-39	3159626158	5967 Washington St, Tempe, AZ, 85271	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-414329	CLM	Bobby Q Evans	1976-07-03	—	3658364507	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426893	CLM	Amanda Santiiago	—	—	—	—	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-402031	CLM	Robert Chen	1981-09-28	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-406101	CLM	Bobby Rojas	1945-05-20	—	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-428909	CLM	Janice Rose	1962-07-21	UHC-67004-45	8523032895	4623 Highland Ave, Chandler, AZ, 85234	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402540	CLM	James Delgado	—	—	2208398187	—	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
CLM-420516	CLM	James Wirght	1993-08-27	UHC-88515-11	—	8840 Cedar Ln, Columbus, OH	0.80	Name re-cased ZIP missing 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-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-417582	CLM	Andrew Lewis	1954-08-03	—	—	1089 Willow Ct, Tampa, FL, 33670	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-410758	CLM	Christina Ramos	1963-02-12	UHC-50875-92	—	7083 Grand Ave, Seattle, WA, 98178	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-415047	CLM	Albert Tran	2004-12-08	—	—	2632 Cedar Ln, Austin, TX, 78779	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-430620	CLM	Timothy Simmons	1970-01-17	—	—	1641 Washington St, Glendale, AZ, 85362	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-430752	CLM	Wayne Roberts	1976-04-16	UHC-40291-13	—	5652 Canyon Rd, Austin, TX, 78724	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409046	CLM	Kathryn Morris	1945-11-03	UHC-54409-02	4239564422	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-428699	CLM	Bobby Thomas	1951-10-17	—	—	8893 Baseline Rd, Minneapolis, MN, 55437	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-418746	CLM	Gary Burns	1967-01-03	UHC-46900-65	—	6344 Desert Sky Blvd, Jacksonville, FL, 32289	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-408019	CLM	Dana Black	1987-07-10	—	5346623032	1397 Ridge Rd, Tampa, FL, 33657	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-431051	CLM	Andrew Dean	1946-06-15	—	—	8626 Ridge Rd, Scottsdale, AZ, 85225	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared

13,120 rows, page 179 of 263Previous Next