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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404392	CLM	Bradley Marquez	2003-05-02	UHC-30238-54	—	7375 Lake View Rd, Chandler, AZ, 85254	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-400468	CLM	Virgina Gibson	1959-11-11	—	—	2972 Jefferson Ave Apt 16, Orlando, FL, 32886	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-404176	CLM	Willie Price	1946-06-09	UHC-51717-16	6119984074	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-407501	CLM	Michelle T Andarson	1945-08-13	UHC-25845-07	5746379320	3733 Ocean Ave # 205, Los Angeles, CA, 90028	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-424558	CLM	Kimberly Austin	1982-01-28	UHC-04038-37	—	1515 Maple Ave, Nashville, TN	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-422389	CLM	Carolyn McCoy	1991-01-07	—	—	3201 Lincoln Way, Miami, FL	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-400873	CLM	Fatima Nguyen	1984-03-14	UHC-77642-95	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-405082	CLM	Alan Rios	2002-11-20	UHC-32796-59	3025516496	—	0.82	Name re-cased Date of birth reformatted Gender normalised
CLM-404391	CLM	Joe M Fllores	1977-12-18	—	—	8481 River Rd, Plano, TX, 75008	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-432331	CLM	Brittany Torres	1969-12-15	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-409913	CLM	Kyle Sanchez	1963-05-16	UHC-85114-93	—	878 Ridge Rd, Minneapolis, MN, 55456	0.82	Date of birth reformatted Street suffix standardised Address re-cased
CLM-422815	CLM	Natalie Ferguson	1942-05-16	UHC-75951-23	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-415901	CLM	Rachal Alen	1990-08-27	UHC-61641-27	—	1261 Lake View Rd, Chandler, AZ, 85284	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-417342	CLM	Sofia O Garcia	1962-08-12	UHC-26354-32	—	9463 Meadow Ln, Jacksonville, FL, 32216	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-427829	CLM	Wayne Cruz	1964-09-07	UHC-31174-70	—	5670 Indian School Rd, Seattle, WA, 98179	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
CLM-405368	CLM	Roy Sullivan	2003-08-27	UHC-76918-42	—	8596 Apache Blvd, Las Vegas, NV, 89138	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-423826	CLM	Jose Warren	1970-05-20	UHC-16298-74	—	876 Indian School Rd, Plano, TX, 75089	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-412309	CLM	Logan Salazar	2007-03-09	UHC-81920-75	—	4954 Union St, Charlotte, NC, 28266	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-430799	CLM	Matthew Harper	2001-06-03	UHC-43987-44	—	3125 Union St, Los Angeles, CA, 90067	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-419684	CLM	Gregory Aguilar	1961-08-18	UHC-47637-38	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-422596	CLM	Kimberly Green	1987-09-27	UHC-75762-90	8223395011	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-412509	CLM	Carlos Y Guerrero	1960-03-11	—	6975859369	53 Grand Ave, Gilbert, AZ, 85241	0.82	Date of birth reformatted Street suffix standardised Address re-cased
CLM-410579	CLM	Jack Henderson	1954-06-16	UHC-16606-32	—	5249 Union St, Fresno, CA, 93775	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-425507	CLM	Ruth Rose	1997-12-20	UHC-90723-35	9529317242	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-431683	CLM	Frances Yang	1969-08-14	UHC-53107-97	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-410445	CLM	Kathy Burton	1947-07-15	UHC-48446-12	—	3808 Harbor Blvd, Scottsdale, AZ, 85292	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-401078	CLM	Angela Mills	1973-10-09	UHC-64081-98	—	3753 Harbor Blvd, Tucson, AZ, 85789	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-405443	CLM	Jason Mills	1948-12-08	UHC-87174-74	—	1493 Sage Ct, Columbus, OH, 43203	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-421852	CLM	Eric Watson	2005-01-05	—	—	6608 Elm St, Fresno, CA, 93767	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-427544	CLM	Marilyn Y George	1956-07-01	—	—	4851 Desert Sky Blvd, Jacksonville, FL, 32249	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-401819	CLM	Carlos Wood	2002-12-16	UHC-66810-53	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-419044	CLM	Donald Reyes	1991-06-19	—	—	2262 Highland Ave, San Antonio, TX, 78211	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-414011	CLM	Gloria Sanchez	1977-08-26	UHC-28712-93	—	3874 Church St, Columbus, OH, 43288	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-420592	CLM	Kim Green	1987-03-15	—	9086782047	784 Harbor Blvd, Glendale, AZ, 85368	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-400890	CLM	Laura Tucker	1994-01-10	UHC-80382-94	—	8125 Indian School Rd, Tampa, FL, 33615	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-420731	CLM	Ashley Shaw	1989-09-26	UHC-49013-03	—	3813 Indian School Rd, Houston, TX, 77046	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-423972	CLM	Isabella Edwards	1948-09-23	—	—	2003 Washington St, Tucson, AZ, 85704	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-427199	CLM	Laura Silva	1989-04-13	UHC-50366-19	7122348745	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-421209	CLM	Ralph Wang	1952-06-03	UHC-12292-28	—	7240 Grand Ave, Atlanta, GA, 30344	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-429185	CLM	Eric P Williamson	1998-05-13	UHC-85185-79	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-406119	CLM	Judith H Rivera	1953-09-08	UHC-82345-54	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-407366	CLM	Brian Jenkins	2006-11-01	UHC-85971-66	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-413630	CLM	Hannah C Day	1991-08-23	UHC-89666-89	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-414611	CLM	Kathy Garrett	1959-05-02	—	—	9748 Market St, Fresno, CA, 93748	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-414610	CLM	Kathy Garrett	1959-05-02	—	—	9748 Market St, Fresno, CA, 93748	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-400222	CLM	Alice Le	2005-09-17	UHC-71611-32	—	4656 Hillcrest Rd, Glendale, AZ, 85382	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-428983	CLM	Anna J Palmar	1961-01-03	UHC-08520-27	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-430364	CLM	Andrea Ortiz	1980-09-18	UHC-56559-86	—	662 Union St, Tucson, AZ, 85792	0.82	Name re-cased Date of birth reformatted Gender normalised
CLM-409003	CLM	Eugene R Larson	1981-12-17	UHC-44889-49	2722871552	7615 Palm Dr, Glendale, AZ, 85331	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-428469	CLM	Joan Allen	1967-12-22	UHC-42345-40	—	7075 Harbor Blvd, Orlando, FL, 32822	0.82	Date of birth reformatted State name converted to code Placeholder values cleared

10,559 rows, page 147 of 212Previous Next