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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405241	CLM	Dorothy K Moreno	1944-06-07	UHC-95806-45	—	4861 Washington St, Gilbert, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-425618	CLM	Philip White	1992-10-23	UHC-56598-37	—	208 Washington St, Gilbert, AZ, 85280	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-408628	CLM	Theresa Munoz	1941-06-25	UHC-11208-80	8789573749	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-406337	CLM	Ann Rose	1941-12-19	UHC-35859-97	—	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422384	CLM	Teresa Gonzales	1942-04-21	UHC-97031-33	2152347945	7497 Park Pl, Austin, TX, 78716	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-405805	CLM	Smuel Wilson	—	UHC-53403-90	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-421539	CLM	Frances Ruiz	1994-03-16	—	3817942729	9212 Main St, Atlanta, GA	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423952	CLM	Ann Reed	1969-04-14	UHC-75559-79	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414821	CLM	Jack Salazar	—	UHC-24125-50	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-422122	CLM	Fieds Mark	—	—	—	3207 Sunset Blvd, Jacksonville, FL, 32224	0.68	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed
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-426982	CLM	Catherine Wheeler	1952-10-07	UHC-48380-89	—	3516 Harbor Blvd, Tampa, FL, 33696	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
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-421691	CLM	Willima Olson	1938-04-23	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429809	CLM	Denise E Lynch	1965-06-12	—	—	4354 Sunset Blvd, Phoenix, AZ, 85059	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed 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-419665	CLM	Beverly Lynch	1919-04-16	UHC-58484-01	—	7879 Washington St, Sacramento, CA, 95867	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-411084	CLM	Mei Gibson	1977-07-16	UHC-57095-09	—	4459 Mesa Dr, Los Angeles, CA, 90095	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-403512	CLM	Ronald Alvarado	—	—	5806000138	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed 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-416420	CLM	Bryan Rogers	1943-10-08	UHC-70108-52	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
CLM-427959	CLM	Kyle Wislon	1956-10-22	UHC-49295-41	—	834 Oak St, Nashville, TN	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-424623	CLM	Bradley Morgan	1948-01-20	UHC-42385-27	—	6148 Cedar Ln, Atlanta, GA, 30359	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed 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-422710	CLM	Jenny Fisheer	1979-08-18	UHC-09837-45	—	—	0.68	Name split from “Last, First”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-414861	CLM	Nancy Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-414862	CLM	Nancy Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.68	Name split from “Last, First”Phone missing area code 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-423570	CLM	Benjamin Duncan	1957-04-07	UHC-06987-44	—	1120 Sage Ct, Gilbert, AZ, 85299	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413713	CLM	Samantha T Diaz	1998-08-23	UHC-92123-72	—	1859 Meadow Ln, Tucson, AZ, 85789	0.68	Phone missing area code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-425767	CLM	Luis S Kelley	1998-05-21	UHC-64251-59	—	4043 Spring St, Las Vegas, NV, 89128	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425467	CLM	Mariana Patel	1956-02-11	UHC-03136-39	6109251583	2743 Apache Blvd, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
CLM-412787	CLM	Vincent Mitchell	2004-07-10	—	3315801080	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed 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-403694	CLM	Janice Ramirez	1973-02-17	UHC-60736-65	—	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-408925	CLM	Barbara Austin	1954-11-01	UHC-00126-43	—	7031 Market St, Orlando, FL, 32887	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408331	CLM	Rebekca Wilson	1982-12-21	—	8263080261	3284 Valley View Dr, San Antonio, TX, 78289	0.68	Name split from “Last, First”Gender normalised 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-410239	CLM	Edward E Wright	1961-02-17	UHC-28582-36	—	—	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
CLM-425129	CLM	Gray Joshua	1994-04-12	UHC-40679-05	—	1373 Lincoln Way, Sacramento, CA, 95872	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed 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-418046	CLM	Joseph Hunt	1983-12-06	—	—	4149 Central Ave, Austin, TX, 78710	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429992	CLM	Arthur Nichols	1942-09-26	UHC-48023-89	—	1576 Mountain View Dr, Columbus, OH	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410412	CLM	Teresa Myers	1966-05-12	—	—	3439 Pine Dr # 847, Tucson, AZ, 85763	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-406591	CLM	Mateo Castro	1969-09-04	UHC-93344-27	—	8933 Bayshore Dr, Mesa, AZ, 85278	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed 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-432164	CLM	Rachel Holmes	1982-08-28	—	—	9194 Desert Sky Blvd Apt 19, Los Angeles, CA, 90001	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed 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

18,771 rows, page 124 of 376Previous Next