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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408780	CLM	Randy Hernandez	1980-10-19	—	8468546648	5165 Grand Ave, Denver, CO, 80243	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410011	CLM	Cynthia O Contreras	—	—	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420021	CLM	Hiroshi Guerrero	1959-10-27	—	9214336320	3471 Baseline Rd, Atlanta, GA, 30352	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405583	CLM	George Sanchez	1978-02-18	UHC-41321-44	—	2945 Elm St, Miami, FL, 33182	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403388	CLM	Joseph Martin	1948-01-18	UHC-05158-85	5115572616	4130 Washington St, Gilbert, AZ, 85285	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423606	CLM	Brandon Delgado	—	—	7115510942	2505 Hillcrest Rd, Tempe, AZ, 85267	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-417797	CLM	Justin Gordon	1958-09-10	—	3437828464	8913 Mountain View Dr, Phoenix, AZ, 85069	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-404226	CLM	Marcus Little	2001-03-28	—	—	9687 Ridge Rd # 951, Gilbert, AZ, 85266	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-402251	CLM	Nancy Bennett	1940-03-16	—	—	7655 Bayshore Dr, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-424036	CLM	Jerry Martin	1994-11-16	UHC-95865-44	—	9420 Baseline Rd Apt 19, Houston, TX, 77025	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416395	CLM	Jesse George	1973-07-25	UHC-45885-26	5073395219	2028 River Rd, Tempe, AZ, 85270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405741	CLM	Bobby Mason	2003-05-20	—	7065716092	2306 Mesa Dr # 785, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-406572	CLM	Jean Ward	1942-05-13	—	7902441502	2434 River Rd, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420834	CLM	Jonathan Vega	1952-03-24	UHC-70582-68	5986930420	6552 Jefferson Ave, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404513	CLM	Bryan Freeman	1951-11-21	—	7866862770	7670 Valley View Dr Apt 6, Plano, TX, 75079	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-420947	CLM	Jason Murray	1983-04-12	UHC-52531-44	7347411955	4758 Market St, Dallas, TX, 75278	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422810	CLM	Russell Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-401002	CLM	Maria Harrison	1998-01-02	UHC-00391-32	—	2840 Oak St, Columbus, OH, 43297	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-400298	CLM	Wayne Anderson	1962-01-16	UHC-02479-04	—	3004 Main St, Denver, CO, 80262	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432122	CLM	Christopher Hawkins	1939-10-19	—	2455172144	3342 Harbor Blvd Apt 35, Sacramento, CA, 95876	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405032	CLM	Christopher X Cunningham	1946-04-04	—	—	3285 River Rd, Charlotte, NC, 28253	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-429497	CLM	Maria L Moreno	2007-11-28	UHC-61343-62	3067881041	9319 Apache Blvd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428345	CLM	Yuki Willis	1985-12-25	UHC-15526-71	—	5308 Meadow Ln, Miami, FL, 33177	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-428346	CLM	Yuki Willis	1985-12-25	UHC-15526-71	—	5308 Meadow Ln, Miami, FL, 33177	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426291	CLM	Ronald Li	—	—	—	7230 Lake View Rd, Houston, TX, 77031	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
CLM-405086	CLM	Margaret R McCoy	1969-07-09	UHC-88924-63	5842301903	4305 Meadow Ln, Denver, CO, 80235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429993	CLM	Terry Henderson	1940-10-05	—	4433182087	6152 Meadow Ln, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428776	CLM	Jacob W Grant	1969-10-22	UHC-57440-22	3084346185	3053 Harbor Blvd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426182	CLM	Kevn L Tcker	1951-06-09	—	—	1128 Harbor Blvd, Columbus, OH, 43242	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416495	CLM	Ryan Lee	1954-10-11	UHC-63291-28	7399597825	990 Sage Ct, Glendale, AZ, 85397	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405999	CLM	Wayne Santos	1967-08-04	—	—	9077 Lake View Rd, Nashville, TN, 37234	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-410666	CLM	Lawrence D Cunningham	1998-07-17	—	2386081454	—	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-410665	CLM	Lawrence D Cunningham	1998-07-17	—	2386081454	—	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-432679	CLM	Thomas Harper	1974-08-03	—	—	973 Market St, Tucson, AZ, 85766	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402987	CLM	Carolyn Ward	2004-03-16	—	5162297629	9472 Desert Sky Blvd, Chandler, AZ, 85298	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431283	CLM	Kelly Fowler	1942-10-03	UHC-70294-56	8219749261	4775 Washington St, Mesa, AZ, 85242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412032	CLM	Aaron Luna	1942-12-10	UHC-83607-54	7264205977	9188 Pine Dr, Chandler, AZ, 85208	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403851	CLM	Larry Y Arnold	1978-01-01	—	2113956342	1043 Ocean Ave, Tucson, AZ, 85745	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426181	CLM	Kevin Tucker	1951-06-09	—	—	1128 Harbor Blvd, Columbus, OH, 43242	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-403483	CLM	Bryan Green	1995-07-18	UHC-72511-86	—	6662 Camelback Rd, Seattle, WA, 98167	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417985	CLM	Abigail Owens	1964-11-24	UHC-36998-88	—	9000 Valley View Dr, Chandler, AZ	0.62	Name re-cased City re-cased ZIP missing Email lower-cased+3 more
CLM-406868	CLM	Virginia Caarr	1959-09-19	—	3254451452	9085 Church St, Dallas, TX, 75283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406867	CLM	Virginia Caarr	1959-09-19	—	3254451452	9085 Church St, Dallas, TX, 75283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404604	CLM	Pria M Vasquez	2002-08-06	UHC-73382-09	5723685538	9473 Maple Ave, Plano, TX, 75003	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-429413	CLM	Dylan Russell	1950-01-20	UHC-68476-27	2297165281	875 Camelback Rd, Fresno, CA, 93795	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-417074	CLM	Hannah Williams	1972-04-05	—	6812021493	7890 Oak St, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415493	CLM	Pamela X Santiago	1980-12-17	UHC-11261-20	—	3766 Palm Dr Apt 10, Atlanta, GA, 30373	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-400881	CLM	Janet Wright	1966-09-20	—	3153185416	4019 Maple Ave, Minneapolis, MN, 55415	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418371	CLM	Kenneth Fisher	1957-09-07	UHC-65531-04	—	8808 Harbor Blvd, Tucson, AZ, 85745	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421150	CLM	Matt Marquez	1984-02-09	UHC-31075-42	8057332989	6565 Maple Ave, Glendale, AZ, 85322	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

13,120 rows, page 36 of 263Previous Next