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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424407	CLM	Adam Contreras	1964-09-08	UHC-57383-50	—	5403 Broadway, Tampa, FL, 33659	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422190	CLM	Timothy Harris	1960-08-08	UHC-02413-69	—	1631 Lincoln Way, Los Angeles, CA, 90003	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-407792	CLM	Carol C Garrett	1971-02-27	—	—	5161 Valley View Dr, Fresno, CA, 93785	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-408065	CLM	Emily Marrtin	1997-05-14	—	9666136576	3958 Elm St, Miami, FL, 33109	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
CLM-429508	CLM	Betty Marshall	1957-11-08	—	9419199010	9766 Mesa Dr, Gilbert, AZ, 85212	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-400249	CLM	Sofia Woods	1961-10-28	UHC-13736-25	—	6262 Forest Ave, Chandler, AZ, 85238	0.92	Date of birth reformatted State code upper-cased Plan code upper-cased Placeholder values cleared
CLM-428038	CLM	Doris Rogers	2008-12-28	UHC-47330-63	7198238952	7281 Meadow Ln, Glendale, AZ, 85324	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
CLM-421747	CLM	Joesph B Hicks	1952-12-20	UHC-60781-76	—	3341 Broadway, Minneapolis, MN, 55439	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-412269	CLM	David Hansen	2004-02-20	UHC-62023-76	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
CLM-422558	CLM	Margaret Padilla	1959-08-02	UHC-17002-98	5472604197	9577 Broadway, Chandler, AZ, 85276	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
CLM-407392	CLM	Ahmed R Castillo	1958-10-11	UHC-03288-31	—	8556 Hillcrest Rd, Las Vegas, NV, 89187	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-429628	CLM	Christopher Brown	1999-03-11	—	4246296015	9888 Lake View Rd, Los Angeles, CA, 90034	0.92	Name re-cased Date of birth reformatted State code upper-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-409374	CLM	Philip Hawkins	1966-10-07	UHC-73494-21	9812254974	2099 Canyon Rd, Fresno, CA, 93737	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
CLM-409689	CLM	Megan West	1940-02-24	—	—	140 Elm St, Plano, TX, 75081	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-430368	CLM	Frances Rice	1939-04-09	UHC-56562-77	—	817 Washington St, Las Vegas, NV, 89154	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-401924	CLM	Teresa Harvy	1995-07-24	—	3347836443	4064 Palm Dr, Mesa, AZ, 85261	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
CLM-430224	CLM	Heather Ramos	1992-12-17	UHC-57016-71	—	6418 Central Ave, Eden Prairie, MN, 55382	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-425671	CLM	Kenneth Delgado	1956-05-01	UHC-48532-68	—	254 Palm Dr, Dallas, TX, 75268	0.92	Name re-cased State code upper-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-410852	CLM	Kayla Thompson	1963-09-26	—	—	89 Park Pl, Mesa, AZ, 85276	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-417659	CLM	Jack Meyer	1996-06-12	UHC-47355-03	—	8203 Mesa Dr, San Diego, CA, 92140	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-400618	CLM	Gary D Thompson	2003-12-24	—	9834902948	7150 Main St, Miami, FL, 33116	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-417431	CLM	Mari Jenkins	1941-07-28	UHC-97871-08	—	771 Ridge Rd, Denver, CO, 80202	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-412047	CLM	Michael Bishop	1941-05-08	UHC-40617-39	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-430678	CLM	Nicholas Schultz	1952-09-10	UHC-04878-11	4509074005	441 Ocean Ave, Denver, CO, 80216	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
CLM-417029	CLM	Linda Wong	1983-11-12	UHC-06165-19	7478191780	2608 Church St, Atlanta, GA, 30309	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-402564	CLM	Jacob A Wilson	1965-02-09	UHC-87096-71	4539048478	1598 Lincoln Way, Atlanta, GA, 30322	0.92	State code upper-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-400118	CLM	Nicole Guerrero	2003-02-11	—	—	2648 Lincoln Way, Houston, TX, 77083	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-413937	CLM	Kathleen C Lee	1969-12-07	UHC-70217-02	—	4961 Lake View Rd, Mesa, AZ, 85219	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-403627	CLM	Edward Porter	1999-07-28	—	—	226 Broadway, Houston, TX, 77018	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-417817	CLM	Amy Ferguson	1944-01-22	—	2068895002	3896 Camelback Rd, Tucson, AZ, 85757	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-403233	CLM	Raymond Murphy	1991-12-08	—	4273775555	9534 Lincoln Way, Scottsdale, AZ, 85243	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-413063	CLM	Anthony Lewis	1952-08-09	UHC-99074-50	—	7328 Union St, Houston, TX, 77058	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-402135	CLM	Danielle Porter	1946-08-16	—	—	4668 Apache Blvd, Las Vegas, NV, 89173	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-415472	CLM	Jemes Reid	1946-05-05	—	—	2593 Mesa Dr, Atlanta, GA, 30340	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-414737	CLM	Yuki G Foster	1987-04-23	—	—	3566 Lake View Rd, Sacramento, CA, 95847	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-406727	CLM	Sarah G James	1984-12-20	UHC-76376-81	—	3221 Spring St, Atlanta, GA, 30381	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-428733	CLM	Mary Hamilton	1961-07-01	UHC-44059-63	—	391 Union St, Tucson, AZ, 85706	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-422446	CLM	Elijah Murphy	1945-06-24	UHC-06509-69	—	8467 Union St, Plano, TX, 75041	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-419344	CLM	Jeremy Gomez	1972-08-09	UHC-62554-77	—	5315 Mesa Dr, Minneapolis, MN, 55462	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-421860	CLM	Judith Murray	2006-08-11	—	—	235 Main St, Columbus, OH, 43289	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-420550	CLM	Tyler E Meyre	1949-04-04	—	—	1349 Lincoln Way, Jacksonville, FL, 32297	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-400758	CLM	Wei Patterson	1949-07-04	UHC-24216-61	—	4830 Elm St, San Antonio, TX, 78235	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-408926	CLM	Eugene Patterson	1974-02-26	—	—	9170 Spring St, Miami, FL, 33199	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-412233	CLM	Carlos X Morris	1952-07-18	UHC-08521-03	—	7922 Union St, Fresno, CA, 93764	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-406130	CLM	Kyle Ward	1996-05-14	UHC-48973-10	8283322137	131 Canyon Rd, Columbus, OH, 43227	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-400525	CLM	Don Owens	1975-08-15	UHC-44374-68	—	4305 Ridge Rd, Nashville, TN, 37203	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-402377	CLM	Deb Obrien	1982-09-13	—	—	1528 River Rd, Phoenix, AZ, 85024	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-414399	CLM	Julie W Ellis	1996-11-19	—	—	444 Baseline Rd, Charlotte, NC, 28247	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared

1,156 rows, page 22 of 24Previous Next