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-413177	CLM	Judith Lucas	1968-03-18	UHC-90519-50	4814061967	3242 Maple Ave, Fresno, CA, 93791	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-415284	CLM	Justin Perkins	1960-04-24	—	4476065628	4260 Market St, Fresno, CA, 93714	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422798	CLM	Shirley R Hunter	1958-03-17	—	—	4214 Spring St, San Diego, CA, 92173	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-406522	CLM	Alan Montgomery	1979-04-12	UHC-39258-97	7069753185	8755 Jefferson Ave, Columbus, OH, 43287	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-430516	CLM	Sara Hicks	2001-12-23	UHC-24394-15	4745795639	2890 Mountain View Dr, Sacramento, CA, 95867	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-406989	CLM	Donna B Padilla	1951-10-28	UHC-36891-63	7322627317	6322 Bayshore Dr, Sacramento, CA, 95875	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417595	CLM	Raymond Reyes	1971-11-14	UHC-12708-34	—	5870 Lincoln Way, Denver, CO, 80290	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419356	CLM	Wei Fuller	1965-05-22	—	4237503755	1677 Washington St, Scottsdale, AZ, 85231	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421526	CLM	Helen Reid	2005-11-28	UHC-88997-72	7597401091	463 Cedar Ln, Mesa, AZ, 85254	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-403789	CLM	Samuel Ramirez	1986-05-28	UHC-35438-68	5425687978	895 Church St, Glendale, AZ, 85376	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428508	CLM	Frank C Lawrence	1945-09-08	—	8726626050	6136 Harbor Blvd, Fresno, CA, 93724	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407200	CLM	Wei Gonzales	1950-07-11	UHC-13014-37	7722097302	2897 Grand Ave, Las Vegas, NV, 89180	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407562	CLM	Melissa Valdez	1954-02-10	UHC-81960-04	6816351928	962 Valley View Dr, Dallas, TX, 75228	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425097	CLM	Valentina White	1946-10-18	UHC-42715-20	5989153520	5207 Jefferson Ave, Gilbert, AZ, 85222	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430932	CLM	Mateeo Harvey	1969-12-25	UHC-78172-12	—	8811 Mountain View Dr, Las Vegas, NV, 89180	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413384	CLM	Aaorn Larson	1963-12-24	UHC-22371-27	8713711158	6922 Grand Ave, Glendale, AZ, 85321	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405609	CLM	Heather Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402662	CLM	Christine L Henry	1952-04-26	UHC-14353-96	9073872354	217 Elm St, Charlotte, NC, 28262	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405987	CLM	Deborah Vasquez	1956-12-13	—	3792788435	6123 Highland Ave, San Diego, CA, 92150	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418636	CLM	Ahmed Chen	1939-08-07	UHC-08584-98	—	3083 Church St, San Diego, CA, 92150	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409745	CLM	Aisha Mason	2002-10-17	UHC-99034-92	—	7936 Willow Ct, Seattle, WA, 98128	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425735	CLM	Sharon Stevens	1948-08-04	UHC-69450-62	6828459845	5794 Jefferson Ave, Los Angeles, CA, 90084	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428361	CLM	Bradley Warren	2005-07-23	—	5883727120	93 Valley View Dr, Atlanta, GA, 30385	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426489	CLM	Tommy E Syms	1971-03-19	UHC-88422-90	9817131418	4750 Grand Ave, Orlando, FL, 32898	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430373	CLM	Joe Welch	1968-07-21	UHC-35283-22	—	2893 Harbor Blvd, Atlanta, GA, 30331	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422428	CLM	Doris N Ford	1978-03-15	—	4094082386	616 Lincoln Way, Eden Prairie, MN, 55303	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402143	CLM	Kenneth Pierce	1955-08-04	UHC-21426-20	5406534124	5052 Mountain View Dr, Tempe, AZ, 85251	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-428518	CLM	Long Crolyn	1953-09-13	UHC-35911-04	7446688772	5275 Harbor Blvd, Tempe, AZ, 85274	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426156	CLM	Russell Schultz	1964-07-04	UHC-11427-28	—	1372 Forest Ave, Plano, TX, 75033	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
CLM-402296	CLM	Esspinoza P Amber	1948-01-22	UHC-65231-24	—	9369 Valley View Dr, Columbus, OH, 43256	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-414581	CLM	Denise Roberts	1972-02-15	UHC-19669-31	8075736788	5846 Indian School Rd, Houston, TX, 77037	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417462	CLM	Danielle Gomez	1962-01-04	UHC-89338-09	4966169025	9496 Cedar Ln, Jacksonville, FL, 32223	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-404957	CLM	Katherine R Austin	1964-01-09	—	6152244394	8602 Main St, Jacksonville, FL, 32240	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416658	CLM	Simpson Judith	1986-04-27	UHC-21051-13	9284809622	2933 Pine Dr, Tempe, AZ, 85207	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422176	CLM	Vincent Holmes	1942-09-03	UHC-45761-46	6069749908	2193 Maple Ave Apt 9, Seattle, WA, 98170	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-406308	CLM	Michhael Peters	1951-07-01	UHC-46427-71	7846759366	5547 Mountain View Dr, Scottsdale, AZ, 85228	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405610	CLM	Larry F Jackson	1943-03-16	—	9178940301	9602 Church St, Seattle, WA, 98124	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420371	CLM	Gabriel Thompson	1953-09-15	—	4973179802	1380 Washington St, Nashville, TN, 37220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424612	CLM	Peter Patel	1945-04-20	UHC-99963-63	—	981 Union St, Chandler, AZ, 85264	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426841	CLM	Danielle Reynolds	1993-03-13	—	5333609829	3938 Pine Dr, Atlanta, GA, 30348	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401273	CLM	Mason Porter	1984-11-16	—	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401272	CLM	Mason Porter	1984-11-16	—	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418975	CLM	Juan C Powell	1986-03-20	UHC-26955-36	7077265948	3389 Pine Dr, Fresno, CA, 93736	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411270	CLM	Debra Ramos	1992-04-19	—	3954296772	431 Cedar Ln, Minneapolis, MN, 55457	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415185	CLM	Walter X Carter	2003-10-18	—	7006404970	2950 Bayshore Dr, Austin, TX, 78708	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422161	CLM	Paul Rommero	1971-11-27	UHC-28842-64	3842538140	8261 Harbor Blvd, Miami, FL, 33132	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405041	CLM	Judy Sanders	1961-06-20	—	6016220859	8196 Ridge Rd, Los Angeles, CA, 90032	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416156	CLM	Priya Welch	1991-08-20	—	8995936937	8413 Ocean Ave, Nashville, TN, 37244	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406730	CLM	Brenda Day	1975-08-25	UHC-90446-52	9707146699	8929 Willow Ct, Tucson, AZ, 85752	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431626	CLM	Gabriel Rios	1960-07-09	UHC-91956-10	4886347198	4839 Ocean Ave, San Antonio, TX, 78264	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 135 of 376Previous Next