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-423338	CLM	Camila Foster	1956-01-09	UHC-60110-40	2246822080	6637 Forest Ave, Columbus, OH, 43267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417626	CLM	Omar Sandoval	1988-10-09	UHC-06877-43	9317437233	6551 Grand Ave, San Antonio, TX, 78223	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428417	CLM	Tyler Washington	1941-08-11	UHC-77864-45	—	4828 Harbor Blvd, Sacramento, CA, 95892	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-429337	CLM	Laura Berry	1961-02-18	UHC-60478-77	7924332083	5033 Main St, Miami, FL, 33184	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430119	CLM	Kenneth Austin	1999-05-12	UHC-79067-76	2295598320	9530 Forest Ave, Miami, FL, 33121	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426800	CLM	Judy Powell	1950-12-05	UHC-29982-74	—	3896 Sunset Blvd, Tampa, FL, 33642	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400729	CLM	Jacob Grant	1995-02-18	—	4407839259	1832 Oak St, Seattle, WA, 98172	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419497	CLM	Richard Y Bennett	1947-10-11	UHC-79772-04	4762349443	9652 Forest Ave, Austin, TX, 78702	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-405179	CLM	Marilyn Aguilar	1977-06-02	UHC-97377-90	—	3638 Bayshore Dr, Dallas, TX, 75200	0.76	Name re-cased Phone missing area code Member ID reformatted City re-cased+2 more
CLM-416634	CLM	Bobby L Rice	1938-01-19	UHC-16174-42	5103470594	8491 Desert Sky Blvd, Sacramento, CA, 95810	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407159	CLM	Dylan Stewart	1969-11-13	UHC-17496-87	—	1139 Willow Ct, Mesa, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423523	CLM	Ahmed Castro	1993-12-17	—	7727389026	9824 Oak St, Minneapolis, MN, 55444	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428389	CLM	Frank Fernandez	2001-10-12	—	—	6733 Pine Dr, Nashville, TN, 37279	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401183	CLM	Anthony Gardner	2003-11-02	UHC-79973-15	—	2095 Oak St, Mesa, AZ, 85241	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-406228	CLM	Nicholas Armstrong	1947-12-11	UHC-83109-91	2583355901	9735 Canyon Rd, Columbus, OH, 43289	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-409626	CLM	Ann Kelley	1967-01-18	UHC-38082-71	—	2306 Union St, Scottsdale, AZ, 85236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431108	CLM	Jean McCoy	1936-12-09	—	5507371454	343 Maple Ave, Tampa, FL, 33600	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423231	CLM	Virginia Barnes	2007-04-02	UHC-21509-56	3827817215	6404 Sage Ct, Atlanta, GA, 30375	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431384	CLM	Stephen Mason	1947-02-10	UHC-44082-35	3455110924	5786 Church St, Austin, TX, 78721	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-432095	CLM	Deborah Murray	1968-11-04	UHC-16104-34	—	1166 Park Pl, Las Vegas, NV, 89199	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413375	CLM	Jacqueline Le	1977-04-28	UHC-21325-08	6019290911	4245 Meadow Ln, Las Vegas, NV, 89196	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408485	CLM	Ralph Johnston	1983-01-27	—	—	1083 Sage Ct, Minneapolis, MN, 55490	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414190	CLM	Lori Rice	1950-07-23	—	2503648762	5646 Cedar Ln, Mesa, AZ, 85298	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406791	CLM	Laura Holmes	1948-07-28	UHC-29275-38	4663076548	3945 Lincoln Way, Plano, TX, 75063	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425689	CLM	Gloria Gilbert	1990-12-28	—	—	478 Sage Ct, Phoenix, AZ, 85015	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-432765	CLM	Brenda Elliott	1954-10-24	UHC-48551-68	8424556271	2647 Ridge Rd, Columbus, OH, 43272	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405608	CLM	Diego Q Riley	1995-07-22	UHC-05758-75	2096792870	1017 Harbor Blvd, Miami, FL, 33136	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-429995	CLM	Ashley Marquez	1939-01-03	—	4835801301	384 Lake View Rd, Nashville, TN, 37279	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409203	CLM	Mariana J Clark	1963-08-20	UHC-09124-57	4778060019	3422 Mesa Dr, Tempe, AZ, 85251	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418519	CLM	Mrk Lynch	1997-12-19	UHC-56090-39	—	5482 Main St, Orlando, FL, 32838	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408341	CLM	Gloria Le	1940-08-28	UHC-26291-93	8386775087	1542 Highland Ave, Scottsdale, AZ, 85295	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409113	CLM	Wei Nalson	1975-03-28	UHC-64178-30	7305020182	5374 Mesa Dr, Tampa, FL, 33629	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401111	CLM	Timothy Hernandez	1991-07-06	UHC-76166-29	—	3939 Pine Dr, Dallas, TX, 75204	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410393	CLM	Lucia M Simpson	2000-07-06	UHC-91128-71	3045690763	7597 Ocean Ave, Atlanta, GA, 30376	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-410677	CLM	Grace Ross	1985-12-22	UHC-85981-15	2152747706	5740 Sunset Blvd, Eden Prairie, MN, 55308	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404731	CLM	Madison Freeman	1960-11-28	UHC-37196-07	5449331530	9182 Willow Ct, Seattle, WA, 98191	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402782	CLM	Wei Carlson	1949-12-04	—	6729008203	3604 Hillcrest Rd, Glendale, AZ, 85302	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414431	CLM	Justin Snyder	1941-02-25	—	—	6092 Ocean Ave, Scottsdale, AZ, 85205	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406887	CLM	Priya Cook	1956-08-04	UHC-96152-36	—	8550 Cedar Ln, Eden Prairie, MN, 55326	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409315	CLM	Douglsa M Pierce	1939-01-26	UHC-16964-87	—	2467 Church St, Glendale, AZ, 85304	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406633	CLM	Joe Stephens	2008-02-05	—	6195200229	4462 Sunset Blvd, Jacksonville, FL, 32242	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421916	CLM	Vincent Q Hart	1959-07-15	UHC-21987-76	4755130697	2540 Meadow Ln, Nashville, TN, 37236	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419952	CLM	Sofia Williams	1970-02-20	—	2563565103	3918 Pine Dr, Austin, TX, 78796	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-401179	CLM	Diego Bishop	1959-12-25	UHC-89423-86	—	6395 Jefferson Ave, Eden Prairie, MN, 55345	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419075	CLM	Jason Gray	1983-11-23	UHC-15887-53	2484697238	3678 Spring St, Gilbert, AZ, 85264	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412095	CLM	Samuel Graham	2007-03-12	UHC-58628-86	—	5141 Maple Ave, Columbus, OH, 43249	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427447	CLM	Michelle Carr	1968-12-25	UHC-88441-75	3277298800	3407 Mountain View Dr, Glendale, AZ, 85366	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414075	CLM	Christina Larson	1995-09-26	—	3112170105	7029 Market St, Las Vegas, NV, 89190	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408625	CLM	Betty Le	1953-07-25	—	—	9800 Mesa Dr, Houston, TX, 77009	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418311	CLM	Rebecca R Young	1958-07-26	UHC-29880-99	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more

13,120 rows, page 100 of 263Previous Next