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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413880	CLM	Kathryn Sandoval	—	—	—	6364 Maple Ave, Seattle, WA, 98142	0.78	Name re-cased Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
CLM-400254	CLM	Henry T Brown	1998-08-21	—	—	3158 Indian School Rd, Miami, FL, 33178	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407739	CLM	Zachary M Butler	1961-12-01	UHC-71934-82	2035327700	7442 Central Ave, Miami, FL, 33140	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425475	CLM	Carolyn Howard	1951-05-02	UHC-95418-97	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-430595	CLM	Laarson Susan	1966-04-24	UHC-58072-95	9407838231	8213 Indian School Rd, Orlando, FL, 32859	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404208	CLM	Kvein Neelson	1946-03-21	UHC-81221-67	2538063119	739 Washington St, Denver, CO, 80228	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425282	CLM	Victooria Graham	1970-12-07	UHC-64777-70	—	2255 Cedar Ln, Las Vegas, NV, 89185	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421997	CLM	George Schultz	2002-11-11	UHC-55554-57	2096549594	7977 River Rd, Tucson, AZ, 85729	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-413311	CLM	Priya Rogers	1973-04-22	UHC-59829-72	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-413312	CLM	Priya Rogers	1973-04-22	UHC-59829-72	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-404000	CLM	Charlotte T Williams	1995-11-16	—	—	8125 Canyon Rd, Austin, TX, 78765	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426055	CLM	Frank Robertson	1982-05-16	UHC-20010-86	8027583177	2074 Hillcrest Rd, Tampa, FL, 33658	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-417857	CLM	Adam Rodriguez	—	UHC-87609-65	4485379656	7818 Oak St, San Diego, CA, 92131	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
CLM-406893	CLM	Don Gonzales	1991-03-04	UHC-75919-37	—	5540 Mesa Dr, Plano, TX, 75074	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-415770	CLM	Tyler Moore	1993-06-18	—	7622427816	2614 Market St, Seattle, WA, 98158	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428795	CLM	Jonathan Snyder	1967-03-07	UHC-98421-67	—	2709 Desert Sky Blvd, Eden Prairie, MN, 55343	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-409685	CLM	Terry Holmes	1973-09-04	UHC-16727-88	6245921610	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407255	CLM	Roger Lewis	1956-02-03	UHC-29701-15	—	5339 Ridge Rd, Dallas, TX, 75210	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401831	CLM	Ryan Brooks	2008-12-27	—	—	3718 Main St, Fresno, CA, 93773	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412632	CLM	Nancy Richardson	2006-07-04	UHC-90846-48	—	8986 Willow Ct, Houston, TX, 77006	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-422947	CLM	Betty Evans	1998-04-26	—	7805924058	5941 Apache Blvd, Miami, FL, 33166	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417317	CLM	George Mejia	1981-02-28	UHC-53320-70	—	6007 Lake View Rd, Dallas, TX, 75257	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432039	CLM	Heather Y Jones	1985-02-01	—	—	1863 Lake View Rd, Phoenix, AZ, 85071	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-428562	CLM	Janet Howell	2005-03-11	UHC-27476-62	—	2155 Baseline Rd, Sacramento, CA, 95820	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410975	CLM	Natalie Banks	1989-04-09	UHC-97535-49	6464522147	7508 Jefferson Ave, Seattle, WA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-416328	CLM	Dylan Wagner	1959-09-19	UHC-37245-67	2528708299	8950 Apache Blvd, Houston, TX, 77025	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402596	CLM	Patricia Graham	1970-10-08	—	6836175271	948 Indian School Rd, Tampa, FL, 33656	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418193	CLM	Brandon Reid	1969-11-07	UHC-76294-19	5535939403	4052 Indian School Rd, Glendale, AZ, 85388	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-409239	CLM	Mari Rice	1976-04-12	UHC-48373-74	—	7225 Desert Sky Blvd, Houston, TX, 77004	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403969	CLM	Hiroshi M Dean	1990-01-21	UHC-65896-87	—	4880 Mountain View Dr, Austin, TX, 78737	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-417577	CLM	Angela Hamilton	1960-09-08	—	—	1326 Valley View Dr, Houston, TX, 77096	0.78	Email lower-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-422906	CLM	Samantha Garza	1948-03-03	UHC-66841-45	—	2856 Bayshore Dr, Eden Prairie, MN, 55388	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-410329	CLM	Ronalld Watkins	2008-06-26	UHC-74277-24	—	21 Washington St, Fresno, CA, 93792	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-422320	CLM	Deborah Robinson	—	UHC-84327-14	3847063063	—	0.78	Date of birth missing Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431883	CLM	Lisa White	1939-07-16	—	6203883278	6103 Hillcrest Rd, Tucson, AZ, 85768	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-402315	CLM	Laura Alvarado	2005-01-12	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-426040	CLM	Lisa Harrisn	1953-06-05	UHC-11790-15	—	6571 Ocean Ave, Dallas, TX, 75266	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432775	CLM	Masno M Washington	1965-08-16	—	6613339695	5155 Ridge Rd, Minneapolis, MN, 55467	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-402313	CLM	Cynthia Torres	1956-06-07	UHC-01192-28	6399864115	3928 Grand Ave, San Antonio, TX, 78281	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431990	CLM	Christian Nichols	1949-03-23	UHC-98422-73	—	1259 Church St, San Antonio, TX, 78218	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406505	CLM	Carlos Gordon	1983-04-28	—	5745155263	3929 Valley View Dr, Austin, TX, 78761	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417572	CLM	Andrew Lawson	1940-01-10	UHC-12756-80	—	8968 Willow Ct, Orlando, FL, 32895	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414707	CLM	Sophia Prez	1948-12-19	—	—	2043 Forest Ave, Sacramento, CA, 95833	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401147	CLM	Victoria I Wilson	1951-06-12	UHC-11161-09	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-427488	CLM	Roy Hunt	1956-12-07	—	8059523122	2365 Maple Ave, Plano, TX, 75040	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404437	CLM	Anna Z Reyes	1998-07-17	UHC-62772-75	9174886248	273 Highland Ave, Austin, TX, 78775	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402373	CLM	Matthew Q Allen	1989-07-11	—	2306515265	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423698	CLM	John Maldonado	1952-09-17	—	8573189535	5314 Ridge Rd, Minneapolis, MN, 55481	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414849	CLM	Pamela Hughes	1962-02-24	—	—	4681 Bayshore Dr, Sacramento, CA, 95823	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-418034	CLM	William Williams	1953-12-19	—	6328536869	6941 Elm St, Scottsdale, AZ, 85239	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more

18,771 rows, page 181 of 376Previous Next