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-429402	CLM	Jean F Cole	1968-08-07	UHC-91000-09	—	7258 Spring St, Scottsdale, AZ, 85234	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-414103	CLM	Amanda U Shaw	1966-03-05	—	—	7331 Washington St, Columbus, OH, 43256	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-419025	CLM	Gregory Pierce	1951-01-12	UHC-34020-29	—	807 Mesa Dr, Dallas, TX, 75244	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-432258	CLM	Arthur Turner	1996-10-25	UHC-79544-73	—	3704 Mountain View Dr, Gilbert, AZ, 85271	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-431929	CLM	Patrick W Jenkins	1987-04-22	UHC-24809-52	—	975 Valley View Dr, Jacksonville, FL, 32234	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
CLM-420318	CLM	Gary J Tores	1969-09-20	—	—	3162 Elm St, Fresno, CA, 93754	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-407849	CLM	Amanda Peters	1967-11-03	UHC-92760-81	9289689090	2524 Spring St, Minneapolis, MN, 55488	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
CLM-424573	CLM	Gary Knight	1974-09-02	UHC-98151-65	—	2037 Camelback Rd # 832, Sacramento, CA, 95891	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-428723	CLM	Christina Harris	1967-08-06	—	—	4422 Palm Dr, Denver, CO, 80253	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-426706	CLM	Greg Palmer	1975-11-04	UHC-49414-59	—	7816 Apache Blvd, Chandler, AZ, 85209	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-423354	CLM	Cynthia A Luna	1962-05-06	UHC-52161-93	9673933823	8928 Oak St, Gilbert, AZ, 85267	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-414432	CLM	Justin Snyder	1941-02-25	—	—	6092 Ocean Ave, Scottsdale, AZ, 85205	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-403323	CLM	Luis Lucas	1984-02-03	—	—	972 Maple Ave, Scottsdale, AZ, 85240	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-428838	CLM	Sandra B Stewart	1955-07-25	—	—	7198 Harbor Blvd, Seattle, WA, 98140	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-410305	CLM	Jose Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct, Austin, TX, 78727	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-416809	CLM	Janet I Cruz	1955-06-17	—	7995542291	6842 Oak St, Chandler, AZ	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
CLM-402334	CLM	Lori Olsun	1972-04-21	UHC-57873-65	—	6400 Highland Ave, Columbus, OH, 43241	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-428204	CLM	Andrea Reyes	2003-05-22	—	—	4480 Sunset Blvd, Gilbert, AZ, 85206	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-411733	CLM	Kevin W Andrews	1969-12-10	UHC-24248-55	—	3176 Washington St, San Diego, CA	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-426192	CLM	Karen Myers	1996-06-23	UHC-60681-55	9159541863	2203 Washington St # 840, San Antonio, TX, 78274	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
CLM-400587	CLM	Henry Lane	1940-09-11	UHC-78055-45	—	1172 Lincoln Way, Los Angeles, CA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-421509	CLM	Angla Burns	1967-09-14	—	—	743 Lake View Rd, Sacramento, CA, 95815	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-421508	CLM	Angla Burns	1967-09-14	—	—	743 Lake View Rd, Sacramento, CA, 95815	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-425050	CLM	Charles Ortiz	1938-04-02	—	9519246952	6243 Hillcrest Rd, Glendale, AZ, 85395	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-424885	CLM	Kelly Carpenter	2004-07-26	—	—	9304 Mountain View Dr, Orlando, FL, 32878	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-422120	CLM	Justin U Jenkins	1968-07-03	UHC-82017-93	—	8826 Jefferson Ave, Seattle, WA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-403360	CLM	Asshley Montgomery	1991-10-01	UHC-58020-30	2592246684	1873 Highland Ave Apt 8, Nashville, TN, 37266	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
CLM-409983	CLM	Steve McCoy	1976-03-10	UHC-00347-08	—	8878 Market St, Scottsdale, AZ, 85260	0.80	Two-digit birth year Member ID reformatted City re-cased Placeholder values cleared
CLM-418718	CLM	Randy Woods	1976-04-09	UHC-63392-57	3947042040	1919 Market St, Phoenix, AZ, 85057	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408668	CLM	Ruth I Fisher	1968-10-20	—	—	5096 Broadway, Los Angeles, CA, 90091	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-416459	CLM	Jonathan H Mason	1958-03-06	UHC-16686-90	—	8561 Mesa Dr, Minneapolis, MN, 55467	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-423460	CLM	Kevin Franklin	1917-02-24	—	3168431466	4629 Willow Ct # 606, Nashville, TN, 37284	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-415153	CLM	Cynthia W Hughes	1952-03-22	UHC-65736-97	—	2167 Union St, Tempe, AZ, 85230	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-404589	CLM	Lawrence C Ray	2003-02-01	—	—	2388 Oak St, Houston, TX, 77047	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409440	CLM	Cynthia Castro	1981-10-06	UHC-71182-79	—	1248 Sunset Blvd, Seattle, WA, 98189	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-406512	CLM	Laura Hall	1965-01-26	UHC-14143-76	—	8930 Broadway, San Diego, CA, 92142	0.80	City re-cased State code upper-cased Gender normalised Placeholder values cleared
CLM-402150	CLM	Debra Silva	1996-04-10	UHC-24783-48	—	743 Desert Sky Blvd, Scottsdale, AZ, 85280	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-412569	CLM	Gregory X Perez	1972-05-25	UHC-27476-32	—	7630 Broadway, Tucson, AZ, 85735	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423912	CLM	Evelyn U Contreras	1977-01-11	UHC-14598-48	—	8517 Sunset Blvd, Jacksonville, FL, 32240	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-431881	CLM	Gloria Lane	1944-03-24	—	—	4625 Elm St, Orlando, FL, 32828	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-408560	CLM	Cynthia Chen	2008-03-08	UHC-28065-94	—	7374 Lake View Rd, Charlotte, NC, 28200	0.80	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed
CLM-420025	CLM	Kayla Richards	1976-01-10	—	—	2779 Pine Dr, Dallas, TX, 75256	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-407460	CLM	Ashly Mitchell	1989-08-02	UHC-16625-75	—	7255 Cedar Ln, Plano, TX, 75086	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-426856	CLM	Larry Singh	2004-07-15	UHC-55360-97	—	3589 Main St, Los Angeles, CA	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-401452	CLM	Samantha Bailey	1999-03-21	—	—	2283 Lincoln Way, Plano, TX	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-431030	CLM	Edward Coleman	1938-04-08	—	2126694821	8603 Bayshore Dr Apt 14, Houston, TX, 77084	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
CLM-418180	CLM	Gregory Perez	1948-09-26	UHC-88894-40	—	3026 Valley View Dr, Charlotte, NC, 28285	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-403511	CLM	Ronald Alvarado	—	UHC-24064-83	—	431 Lake View Rd, Mesa, AZ, 85294	0.80	Date of birth unreadable City re-cased Whitespace trimmed Placeholder values cleared
CLM-422157	CLM	Jimmy Reid	1961-07-16	—	—	2241 Church St, Gilbert, AZ, 85285	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-431438	CLM	Ann Hoffman	2008-02-22	UHC-86939-73	—	1273 Ocean Ave, Minneapolis, MN, 55468	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared

5,235 rows, page 79 of 105Previous Next