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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430513	CLM	Lauren H Rice	—	—	4772388834	7069 Sage Ct, Los Angeles, CA, 90095	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415802	CLM	Brian Daniels	1991-04-27	—	—	1346 Grand Ave, Mesa, AZ, 85253	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-409392	CLM	Abigail K Holmes	1994-03-16	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424362	CLM	Pamela Hayes	1967-07-20	—	—	3336 Valley View Dr, Atlanta, GA, 30325	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-418581	CLM	Samuel Santiago	1960-07-21	UHC-56570-42	—	2697 Cedar Ln, Las Vegas, NV, 89186	0.52	Name re-cased Member ID reformatted SSN last four extracted State name converted to code+2 more
CLM-431666	CLM	Roger Luna	1960-10-11	—	—	2436 Indian School Rd, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428552	CLM	Eugene Mendez	1942-11-24	—	—	1937 Meadow Ln, Chandler, AZ, 85244	0.52	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-423259	CLM	Mark Howell	—	—	5226252989	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-414975	CLM	Keith Vasquze	2000-09-04	UHC-43961-56	—	3840 Elm St, Scottsdale, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403018	CLM	Nancy S Vazquez	1967-08-27	—	6555146171	4030 Maple Ave Apt 9, Scottsdale, AZ, 85207	0.52	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised+2 more
CLM-409627	CLM	Virginia T Rie	1942-12-26	—	5794576783	6678 Lincoln Way, Fresno, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403705	CLM	Samantha Z Guzman	1969-12-26	UHC-92739-37	9118284633	5202 Market St, Los Angeles, CA, 90040	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410851	CLM	Kayla D Thompson	1963-09-26	UHC-24551-29	7119538739	89 Park Pl, Mesa, AZ, 85276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408080	CLM	Marcus Scott	2003-02-20	UHC-58921-89	5475676342	2530 Harbor Blvd, Mesa, AZ, 85252	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416764	CLM	Ralph Sullivan	1943-12-18	UHC-55195-82	—	19 Washington St # 885, Orlando, FL, 32867	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425803	CLM	Stephanie Chapman	1961-10-04	UHC-42279-63	—	7839 Main St, Gilbert, AZ, 85262	0.52	Name split from “Last, First”Member ID reformatted State name converted to code Gender normalised+2 more
CLM-412637	CLM	Steve Hoffman	2007-05-08	UHC-34421-69	—	4134 Harbor Blvd, Denver, CO, 80299	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-425235	CLM	Debra Garza	1968-12-21	UHC-76716-09	—	6122 Highland Ave, Austin, TX, 78756	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427491	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427490	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418577	CLM	Keith Hicks	1951-08-22	—	6464051005	3052 Canyon Rd, Minneapolis, MN	0.52	Name re-cased State name converted to code ZIP missing Gender normalised+2 more
CLM-418576	CLM	Keith Hicks	1951-08-22	—	6464051005	3052 Canyon Rd, Minneapolis, MN	0.52	Name re-cased State name converted to code ZIP missing Gender normalised+2 more
CLM-418153	CLM	Hrold K Mejia	1969-10-17	—	—	1262 Willow Ct, Nashville, TN, 37270	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-415618	CLM	Logan Lawson	1992-11-11	—	2836807393	9216 Mesa Dr Apt 38, Atlanta, GA, 30313	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431732	CLM	Yuki Williamson	—	UHC-67835-34	2598489270	4914 Sage Ct, Jacksonville, FL, 32270	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-408381	CLM	Nicholas Phillips	1985-06-03	—	—	804 Cedar Ln, Mesa, AZ, 85271	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428690	CLM	Lucia Rios	1939-04-02	—	—	5436 Camelback Rd, Denver, CO, 80248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-428691	CLM	Lucia Rios	1939-04-02	—	—	5436 Camelback Rd, Denver, CO, 80248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-411374	CLM	Pamela Burns	—	UHC-07299-88	5162417294	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-431988	CLM	Austin Hansen	2002-05-16	—	—	9390 Lincoln Way, Minneapolis, MN, 55410	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408675	CLM	Mariana L Russell	1975-04-08	UHC-35952-60	7172387587	9455 Ridge Rd, Nashville, TN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406932	CLM	Amber O Delgado	1998-09-15	UHC-52060-85	—	6469 Market St, Minneapolis, MN, 55401	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426608	CLM	Sarah Fisher	1964-11-02	UHC-62164-98	8366173343	4209 Pine Dr, Fresno, CA, 93765	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-430828	CLM	Sandra Jaackson	1946-04-25	UHC-53077-56	—	3183 Union St # 539, Fresno, CA, 93728	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403856	CLM	Shirley Fowler	1997-01-19	UHC-32210-23	—	6694 Sage Ct, San Diego, CA	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420586	CLM	Margaret Carlson	1983-05-22	—	—	4067 Ridge Rd, Plano, TX, 75003	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422762	CLM	Omar Freeman	1968-07-21	UHC-21072-58	7112739404	6603 Highland Ave, Seattle, WA, 98178	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428152	CLM	Gloria Yang	1940-02-03	UHC-03625-33	—	9382 Indian School Rd, Orlando, FL, 32871	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413032	CLM	Brittany Lucas	2000-03-27	—	—	1258 Park Pl, Plano, TX, 75017	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403620	CLM	Brandon V Lopez	1955-02-03	—	3293167866	—	0.52	Name re-cased Two-digit birth year SSN last four extracted Gender normalised+2 more
CLM-409420	CLM	Richards Luis	1969-08-21	UHC-28814-43	9204617339	6338 Indian School Rd # 705, Gilbert, AZ, 85225	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403093	CLM	Sharon Olson	1999-08-10	UHC-00596-77	—	8016 Willow Ct, Houston, TX, 77060	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-403229	CLM	Megan Perkins	1985-09-03	—	—	3220 Camelback Rd Apt 8, Seattle, WA, 98196	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408906	CLM	Kevin Rice	2000-08-06	—	—	8670 Main St, Chandler, AZ, 85265	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416966	CLM	Alice Baliey	1959-05-04	UHC-91287-15	—	1607 Union St, Phoenix, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428687	CLM	Cynthia V Fuller	1974-01-03	UHC-17057-28	—	2479 Park Pl, Charlotte, NC	0.52	Name re-cased Two-digit birth year ZIP missing Gender normalised+2 more
CLM-407303	CLM	Kayla Graham	1955-06-10	—	—	1485 Baseline Rd, Columbus, OH, 43288	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-427302	CLM	Logan Vargas	1965-06-07	UHC-17983-86	8119287403	2581 River Rd, Las Vegas, NV, 89139	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404533	CLM	Hiroshi Kelley	1950-10-21	—	—	2695 Indian School Rd Apt 9, Phoenix, AZ, 85004	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401659	CLM	Timothy Carpenter	1991-02-01	—	—	9850 Mesa Dr, San Antonio, TX, 78252	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

5,465 rows, page 25 of 110Previous Next