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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421364	CLM	Willie Morris	1938-12-04	UHC-45440-30	—	6145 Market St, Sacramento, CA, 95831	0.92	Name re-cased City re-cased Email lower-cased Placeholder values cleared
CLM-417292	CLM	Jacob Russell	1961-03-27	UHC-99756-43	—	2233 Broadway, Dallas, TX, 75284	0.92	Address re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-422048	CLM	Carlos Campbell	1961-06-18	UHC-89227-34	—	1159 Bayshore Dr, Austin, TX, 78762	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-400943	CLM	Amber Walker	1993-08-19	—	7785053188	6562 Elm St, Orlando, FL, 32846	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-402394	CLM	Randy Harrison	1985-11-20	UHC-93922-74	—	5559 Sage Ct, Chandler, AZ, 85226	0.92	Date of birth reformatted City re-cased Plan code upper-cased Placeholder values cleared
CLM-427462	CLM	Wei Peterson	1981-03-11	UHC-91249-27	9382467605	6533 Palm Dr, Seattle, WA, 98117	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-431193	CLM	Jordan Z Banks	1970-12-22	—	8409919696	8078 Valley View Dr, San Antonio, TX, 78289	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-416962	CLM	Margaret Owens	1984-01-22	UHC-62039-91	—	6737 Ridge Rd, Atlanta, GA, 30330	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-424888	CLM	Dennis U Hernandez	1969-10-08	—	—	8695 Mountain View Dr, Sacramento, CA, 95836	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-430319	CLM	Ethan Peters	1971-06-14	UHC-28291-35	—	4909 Meadow Ln, Seattle, WA, 98152	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-413500	CLM	Larry Freeman	1973-10-19	UHC-74769-25	—	8114 Sage Ct, Tampa, FL, 33688	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-432567	CLM	Brittany Jackson	1956-01-05	UHC-56213-21	2709600751	2035 Oak St, Mesa, AZ, 85281	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-428859	CLM	Grace Rios	1940-12-04	UHC-55558-64	9647071813	2070 Ridge Rd, Seattle, WA, 98122	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-426940	CLM	Andrew M Ray	1959-12-12	UHC-74730-74	—	1611 Jefferson Ave, Tempe, AZ, 85278	0.92	Date of birth reformatted City re-cased State code upper-cased Placeholder values cleared
CLM-413073	CLM	Jordna Diana	1997-12-17	—	—	2158 Ridge Rd, Columbus, OH, 43250	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-415843	CLM	Mason Q Auustin	1986-12-16	UHC-03632-16	—	4635 Willow Ct, Dallas, TX, 75217	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-401817	CLM	Carlos Wood	2002-12-16	—	—	7823 Market St, Eden Prairie, MN, 55336	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-421907	CLM	Kathy Wood	1968-12-28	UHC-04145-86	2228626696	1573 Hillcrest Rd, Dallas, TX, 75295	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-432754	CLM	Nathan Phillips	1964-12-27	UHC-35983-06	—	3692 River Rd, Jacksonville, FL, 32218	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-431777	CLM	Peter Elliott	1943-03-19	—	—	7953 Jefferson Ave, Mesa, AZ, 85289	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-415078	CLM	Diana Morris	2008-06-09	UHC-96413-53	—	9577 Oak St, Gilbert, AZ, 85266	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-401951	CLM	Justin Cooper	1943-04-08	UHC-19536-68	8333266042	8956 Baseline Rd, Fresno, CA, 93724	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
CLM-419336	CLM	Janie Cunningham	1973-06-02	—	—	721 Union St, Glendale, AZ, 85334	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-406637	CLM	Rachel Lopez	1939-02-07	UHC-36747-79	—	8989 Valley View Dr, Chandler, AZ, 85236	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-416322	CLM	Alice Sanders	2002-07-10	—	8069723382	2413 Church St, Glendale, AZ, 85321	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-411896	CLM	Henry Chapman	2003-09-18	UHC-23775-12	—	1764 Canyon Rd, Glendale, AZ, 85371	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-424810	CLM	Charles Reid	1969-06-14	—	3702182011	3202 Lincoln Way, Tempe, AZ, 85211	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-421494	CLM	Billy Welch	1988-04-12	UHC-99018-57	2977371146	2988 River Rd, Columbus, OH, 43214	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
CLM-413629	CLM	Keith Banks	1959-07-01	—	—	8804 Camelback Rd, Las Vegas, NV, 89171	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-408711	CLM	Virginia J Le	1958-01-16	—	—	4073 Forest Ave, Scottsdale, AZ, 85218	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-408463	CLM	Ronald V Weaver	1950-04-23	UHC-35734-71	2578615878	7234 Forest Ave, Mesa, AZ, 85224	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-422933	CLM	Dougglas Kim	1940-07-09	UHC-49616-13	—	5295 Market St, Fresno, CA, 93711	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-424952	CLM	Joan U Garcia	1956-02-10	—	—	5420 Market St, Eden Prairie, MN, 55374	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-413850	CLM	Heather Schultz	2003-12-09	UHC-31606-78	—	8354 Baseline Rd, Tucson, AZ, 85745	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-413407	CLM	Linda Martinez	1949-11-21	UHC-20270-48	—	9175 Elm St, Seattle, WA, 98172	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-414496	CLM	Aisha Wright	1949-02-26	—	2736984308	3424 Spring St, Plano, TX, 75044	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-417938	CLM	Mary Cox	1974-07-26	UHC-49025-41	—	8749 Indian School Rd, Seattle, WA, 98151	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-412056	CLM	Frank Lawson	1941-03-18	UHC-79667-10	2904392964	3386 Oak St, Phoenix, AZ, 85074	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-417191	CLM	Hughes Nathan	1989-09-13	UHC-87775-37	—	9491 Lincoln Way, Chandler, AZ, 85223	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-400583	CLM	Isabella Herrera	1994-01-06	UHC-23502-35	8694120707	3105 Highland Ave, San Antonio, TX, 78207	0.92	Name re-cased City re-cased Email lower-cased Placeholder values cleared
CLM-415376	CLM	Mariln Stephens	2008-08-13	UHC-46235-78	—	7632 Camelback Rd, Eden Prairie, MN, 55376	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-429294	CLM	Barbara Reeed	2006-12-15	—	—	878 Lake View Rd, Seattle, WA, 98166	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-429512	CLM	Julia Lucas	1981-07-20	UHC-72844-78	3215592607	504 Sunset Blvd, Minneapolis, MN, 55447	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-430698	CLM	Alan Bradley	2008-03-04	—	—	286 Jefferson Ave, Charlotte, NC, 28277	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-401630	CLM	Kathleen Haarrison	2001-07-15	—	6363084368	9163 Mountain View Dr, Charlotte, NC, 28233	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-403931	CLM	Eric Pierce	1995-01-10	UHC-41724-95	—	6314 Baseline Rd, Houston, TX, 77051	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-429769	CLM	Jonathan N Stone	1972-10-13	UHC-16634-98	3329001655	1046 Palm Dr, Las Vegas, NV, 89176	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-423761	CLM	Andrea Whhite	1951-07-05	—	—	789 Canyon Rd, Orlando, FL, 32871	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-415243	CLM	Ann Gonzalez	1960-10-27	UHC-34996-49	—	4617 Grand Ave, Sacramento, CA, 95855	0.92	Date of birth reformatted City re-cased Plan code upper-cased Placeholder values cleared
CLM-400725	CLM	Dennis Harris	1972-01-02	UHC-62668-30	9245682766	4701 Sage Ct, Mesa, AZ, 85271	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared

5,235 rows, page 97 of 105Previous Next