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-404324	CLM	James S Watson	—	UHC-27018-46	—	—	0.50	Middle initial moved out of first name Name re-cased Date of birth unreadable Email lower-cased+3 more
CLM-432596	CLM	Emily B Hamilton	—	—	7927784735	1869 Apache Blvd, San Antonio, TX, 78278	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-426033	CLM	Danielle K Palmer	—	UHC-01567-87	—	9568 Maple Ave # 156, San Diego, CA, 92162	0.50	Name re-cased Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-413968	CLM	Mariana Webb	1981-01-23	UHC-95353-72	—	4877 Mountain View Dr, Seattle, WA, 98119	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428365	CLM	Jonathan Brooks	1999-03-20	UHC-27135-67	—	4731 Sunset Blvd, Los Angeles, CA	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-406129	CLM	Benjamin Fowler	1956-05-27	—	—	8779 Spring St, Charlotte, NC, 28273	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-425852	CLM	Alexis Mitchell	1973-02-06	—	—	1919 Park Pl, Jacksonville, FL, 32209	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421705	CLM	Luis Dominguez	1998-11-25	UHC-35367-03	9026851946	5547 Baseline Rd # 215, Plano, TX, 75009	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431724	CLM	Beverly Carlson	1998-10-09	UHC-97520-90	—	834 Grand Ave Apt 27, Fresno, CA, 93708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420652	CLM	Christopher Russell	1958-05-19	UHC-40318-84	7678880764	1159 Willow Ct, Houston, TX, 77005	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-421621	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	9682994643	8846 Apache Blvd, Seattle, WA, 98151	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423720	CLM	Joran B Thomas	1947-07-03	UHC-53826-54	—	1659 Desert Sky Blvd Apt 24, Tampa, FL, 33602	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403480	CLM	Hiroshi Wood	1960-10-20	UHC-74279-34	9354301895	8320 River Rd, Eden Prairie, MN, 55350	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-416027	CLM	Brenda Nguyen	1950-10-10	UHC-96686-39	—	5028 Harbor Blvd, San Diego, CA, 92146	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432087	CLM	Bruce Collins	1964-06-23	—	—	8936 Desert Sky Blvd, Gilbert, AZ, 85290	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432088	CLM	Bruce Collins	1964-06-23	—	—	8936 Desert Sky Blvd, Gilbert, AZ, 85290	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412124	CLM	Jeffrey Gonzalez	1980-02-24	—	—	4581 Meadow Ln, Austin, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-419853	CLM	Roy Mils	1963-12-12	UHC-46354-30	—	5385 Elm St, Minneapolis, MN, 55473	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422216	CLM	Yuki Smith	1995-02-28	UHC-02831-95	4215542241	8941 Highland Ave, Phoenix, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-415816	CLM	Patricia M Payne	2003-11-14	UHC-57067-49	—	4502 Cedar Ln, Minneapolis, MN, 55427	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-407379	CLM	Joyce Vargas	1953-08-24	—	9374552440	6679 Spring St, Nashville, TN, 37222	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406409	CLM	Alexis Welch	1950-05-21	UHC-42203-08	—	6563 Canyon Rd, Phoenix, AZ, 85068	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-421461	CLM	Juan Kelly	1945-10-24	—	8963762803	2386 Central Ave Apt 30, Phoenix, AZ, 85057	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410930	CLM	Alice Armstrong	—	—	3442920712	7640 Forest Ave, Columbus, OH	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415071	CLM	Karen Roberts	1944-08-03	UHC-49232-31	4515352745	3071 Cedar Ln, San Diego, CA, 92160	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430195	CLM	Sara Cox	1961-08-17	UHC-33317-40	—	7281 Ocean Ave, Seattle, WA, 98164	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-406639	CLM	Harold N Vega	—	UHC-62854-39	—	9470 Highland Ave, Orlando, FL, 32842	0.50	Name re-cased Date of birth unreadable City re-cased State name converted to code+3 more
CLM-432090	CLM	Brittany I Garrett	1970-01-05	UHC-07264-35	—	3896 Hillcrest Rd, Los Angeles, CA, 90031	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-409987	CLM	Nicole Hayes	1939-04-16	UHC-32516-68	7178720107	695 Apache Blvd, Plano, TX	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-409969	CLM	Austin Dominguez	1954-04-10	UHC-89799-58	5792364402	7136 Cedar Ln, Tampa, FL, 33601	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-426564	CLM	Paul Luna	1961-02-24	—	—	9527 Grand Ave, Fresno, CA, 93765	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431825	CLM	Charles Burke	1944-01-12	—	6746496741	7974 Meadow Ln, Austin, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
CLM-408237	CLM	Abby Vasquez	1992-01-02	UHC-90186-63	6853244514	6809 Bayshore Dr, Houston, TX, 77044	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403560	CLM	Hannah Little	1995-12-08	UHC-90419-65	—	4288 Park Pl, Plano, TX, 75096	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-409165	CLM	Juan Murphy	—	—	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407551	CLM	Samantha Greene	1976-09-02	UHC-56755-08	2279261166	1516 Highland Ave # 290, San Diego, CA, 92151	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-426115	CLM	Mato P Sims	1959-11-11	—	9544372608	7841 Bayshore Dr, Phoenix, AZ, 85007	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430330	CLM	Ashley Hunter	1962-01-15	UHC-27397-79	9575998185	4675 Mesa Dr, Columbus, OH, 43203	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429462	CLM	Lucia Le	1959-09-08	—	5104709211	7725 Pine Dr, Las Vegas, NV, 89168	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-403696	CLM	Christina Burke	1976-06-13	—	—	5791 Cedar Ln, Glendale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-421272	CLM	Brittany Mendez	1946-05-27	UHC-75234-10	—	5701 Baseline Rd, Columbus, OH, 43234	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423650	CLM	Mason Vasquez	1952-12-01	—	—	7154 Maple Ave, Los Angeles, CA, 90097	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-409411	CLM	Kathleen Watson	1959-07-27	—	5847342751	3553 Mountain View Dr, San Diego, CA, 92195	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414310	CLM	Elijah S Stone	1944-04-03	—	—	250 Washington St # 399, Tempe, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410890	CLM	Katherine Bell	1997-07-13	—	9027914060	8466 Bayshore Dr, Tempe, AZ, 85265	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420406	CLM	Sara Harvey	1984-02-18	—	6245431462	8811 Church St, Denver, CO, 80257	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
CLM-401096	CLM	Emma Reyes	1992-04-17	UHC-53606-43	2464615050	6614 Lake View Rd, Sacramento, CA, 95827	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-415943	CLM	Abby B Olson	1944-07-07	UHC-32653-35	4863715490	4859 Hillcrest Rd, Nashville, TN, 37264	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-404747	CLM	Mateo Rivera	1977-04-04	UHC-03884-63	5374470369	6701 Church St, Austin, TX	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432695	CLM	Denise Rogers	1996-05-21	UHC-63267-36	3935128684	2232 Forest Ave, Las Vegas, NV, 89136	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 25 of 376Previous Next