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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401816	CLM	Russell Herrera	1993-02-03	—	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-402670	CLM	Gary Ryan	1948-02-13	UHC-57701-74	4496817231	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-414235	CLM	Lori Austin	2003-07-23	—	—	500 Camelback Rd, San Diego, CA, 92121	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-417164	CLM	Joyce Q Medina	1948-12-10	UHC-72617-64	9742914813	9324 Jefferson Ave, Atlanta, GA, 30321	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-404742	CLM	Lisa Jimenez	1985-04-16	UHC-89522-53	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-420821	CLM	Ralph Andrews	1946-09-20	UHC-36948-36	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-427573	CLM	Santiago Willis	2005-07-22	—	—	6570 Mesa Dr, Scottsdale, AZ, 85293	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-413523	CLM	George Gomez	1947-02-03	—	—	5861 Highland Ave Apt 26, Glendale, AZ, 85390	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
CLM-412549	CLM	Rachel Coleman	1949-10-19	UHC-34040-77	—	935 Meadow Ln, Atlanta, GA, 30376	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-415624	CLM	Donna Weaver	1955-03-14	—	—	9791 Park Pl, Austin, TX, 78756	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-417794	CLM	Jacob Schmidt	1969-03-25	UHC-25356-26	5413923289	7946 Oak St, Columbus, OH, 43211	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
CLM-419112	CLM	Jacqueline Nelson	1956-08-17	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Email lower-cased Placeholder values cleared
CLM-416420	CLM	Bryan Rogers	1943-10-08	UHC-70108-52	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
CLM-401150	CLM	Albert Wods	1954-07-09	—	9056557520	1380 Harbor Blvd # 374, Denver, CO, 80213	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-411708	CLM	Fraances Fox	1960-03-25	UHC-10054-32	4206977770	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-403236	CLM	Richard Luna	1986-01-18	UHC-69234-20	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423764	CLM	Margaret P Stevens	1981-12-12	UHC-74068-29	—	7419 Baseline Rd, Atlanta, GA, 30383	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-408330	CLM	Becky Wilson	1982-12-21	UHC-50574-71	8263080261	3284 Valley View Dr, San Antonio, TX	0.68	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed
CLM-406311	CLM	Christine W Griffin	1997-12-12	UHC-79067-60	—	6866 Mesa Dr, Gilbert, AZ, 85243	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-410088	CLM	Helen Guzmman	1977-07-25	UHC-62092-10	4839340028	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-429914	CLM	Susan Perry	1946-01-03	—	—	8796 Camelback Rd, Eden Prairie, MN, 55309	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418886	CLM	Russell Valdez	1968-04-09	UHC-94337-10	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-414414	CLM	Lawrence Garza	1959-12-26	UHC-96175-05	—	4747 Palm Dr, Minneapolis, MN, 55423	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-420545	CLM	Omar Lopez	1969-11-17	UHC-67709-81	8007005328	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-428123	CLM	Dylan Day	1946-11-15	UHC-32420-88	—	8287 Central Ave, Gilbert, AZ, 85275	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-406781	CLM	Billy Perez	1978-10-05	—	2562963049	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-418833	CLM	Henry Scott	1959-07-01	—	—	6046 Baseline Rd # 381, Denver, CO, 80268	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
CLM-431578	CLM	Pamela Woods	1997-01-27	UHC-24441-51	—	5461 River Rd, Sacramento, CA, 95888	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-400073	CLM	Valentina D Warren	1959-11-17	UHC-64240-81	—	9049 Maple Ave, Dallas, TX, 75225	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-406514	CLM	Virginia Berry	1960-09-23	—	—	6980 Canyon Rd, San Diego, CA, 92197	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
CLM-420065	CLM	Andrea Kim	1945-04-05	UHC-46800-07	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416007	CLM	Brian M Lawrence	1981-07-24	UHC-44332-02	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-405922	CLM	Steven Orteag	1941-03-27	UHC-06063-03	—	1456 Jefferson Ave, Tempe, AZ, 85239	0.68	Two-digit birth year SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-405932	CLM	Amber Oliver	1949-08-23	UHC-05224-51	5777948476	1841 Willow Ct, Scottsdale, AZ, 85236	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-415565	CLM	Fatima G Vasquez	1981-08-13	—	8245020799	3158 Valley View Dr, Los Angeles, CA, 90094	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-408102	CLM	Judith Peters	1972-01-24	—	4798712757	1591 Canyon Rd, Dallas, TX, 75219	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-400417	CLM	Stephen Vasquez	1957-08-23	—	6998107538	7979 Canyon Rd, Houston, TX, 77029	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414465	CLM	William Allen	1953-06-12	UHC-46233-87	—	430 Highland Ave, Dallas, TX, 75267	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-412589	CLM	Jesse Ross	1940-07-10	UHC-10623-58	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-406540	CLM	Christopher Owens	1988-11-07	UHC-06809-20	—	5084 Broadway # 916, Gilbert, AZ, 85246	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
CLM-426460	CLM	Cynthia D Cralson	1997-07-15	—	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-431322	CLM	Bradley Silva	2006-03-08	—	8055883195	7257 Broadway, Mesa, AZ, 85235	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-413378	CLM	Jesse Richards	1969-03-05	UHC-63467-74	7083178157	1959 Lincoln Way, Las Vegas, NV, 89135	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-400874	CLM	Timohy Kelly	1989-07-01	UHC-36460-96	—	2193 Mountain View Dr, Seattle, WA, 98132	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
CLM-428438	CLM	Tyler X Meyer	1964-04-20	UHC-06884-65	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-426285	CLM	Fances Morgan	1953-04-15	UHC-23380-81	7226005592	7262 Park Pl, Plano, TX, 75039	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-409775	CLM	Jason Larson	1981-03-24	—	—	50 Bayshore Dr, Dallas, TX, 75275	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-428473	CLM	Terry Howard	1938-02-09	UHC-55912-89	3499822887	4948 Washington St, Jacksonville, FL, 32251	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428472	CLM	Terry Howard	1938-02-09	UHC-55912-89	3499822887	4948 Washington St, Jacksonville, FL, 32251	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-427160	CLM	Sue Owens	1941-08-12	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared

2,168 rows, page 27 of 44Previous Next