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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418891	CLM	Emily Young	1977-01-26	—	8583436208	8117 Apache Blvd # 771, Mesa, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-424697	CLM	Barbara Jackson	1999-07-19	—	8724298088	5187 Mountain View Dr, Sacramento, CA, 95842	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427707	CLM	Natalie Ruiz	1955-01-02	UHC-88246-04	9158124870	5510 Grand Ave, Tucson, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406361	CLM	Michael T Lawson	1976-04-01	—	2182443098	2463 Canyon Rd, Nashville, TN, 37224	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405467	CLM	Alice Kelley	1985-01-09	UHC-90765-03	5166796680	666 Elm St, Tempe, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412605	CLM	Lori Campbell	1980-01-13	—	—	231 Broadway, Fresno, CA, 93734	0.60	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
CLM-409610	CLM	Bradley Brown	2004-06-11	UHC-19081-69	—	4265 Grand Ave, Houston, TX, 77064	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-424479	CLM	Bryan Romero	1993-02-04	—	9345225271	6621 Baseline Rd, Gilbert, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426241	CLM	Julie Nunez	1942-09-10	UHC-39256-14	—	9642 Harbor Blvd, San Antonio, TX, 78256	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-428233	CLM	Jerry Dunn	1993-02-22	UHC-45079-43	6789921657	5397 River Rd # 466, Charlotte, NC, 28296	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-417627	CLM	Omar Sandoval	1988-10-09	UHC-06877-43	9317437233	6551 Grand Ave, San Antonio, TX, 78223	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-424269	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St, Atlanta, GA, 30356	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411890	CLM	Ryan D Fuller	1965-12-23	—	7176395510	5944 Lake View Rd, Sacramento, CA, 95886	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427675	CLM	Pamela Harvey	1953-11-17	UHC-71603-21	—	5210 River Rd, San Antonio, TX, 78252	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403211	CLM	Rebecca Phillips	1966-11-25	UHC-96782-86	5047057126	6764 Baseline Rd # 126, Seattle, WA, 98102	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-418369	CLM	Brandon Graham	1999-03-03	UHC-81812-78	2115434560	3790 River Rd # 101, Dallas, TX, 75208	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-423292	CLM	Robert Moore	1975-11-08	—	—	3363 Meadow Ln, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-425265	CLM	Wayne Y Allen	1970-09-04	UHC-88054-22	6023760712	5414 Spring St, Tampa, FL, 33698	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-421378	CLM	Dylan L Bowman	1984-06-22	—	4386976432	2383 Cedar Ln, Jacksonville, FL, 32237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426176	CLM	Jose Jordan	1947-12-06	UHC-22708-92	—	2093 Oak St # 606, Dallas, TX, 75201	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-430923	CLM	Baker Emma	1995-06-15	UHC-19416-16	9808306226	2129 Market St, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402000	CLM	Anna UJunk	1956-08-26	UHC-44369-31	5074415820	8585 Desert Sky Blvd, San Antonio, TX, 78276	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-423745	CLM	Andrew Cooper	2001-09-24	UHC-10821-69	—	8838 Jefferson Ave, Nashville, TN, 37263	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-402813	CLM	Brandon Y Obrien	1985-10-23	UHC-52239-76	—	2492 Forest Ave, Las Vegas, NV, 89131	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-428227	CLM	Joan B Vazquez	1958-10-06	UHC-66979-80	3959648074	2813 Valley View Dr, Chandler, AZ, 85283	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-409429	CLM	Nancy Carr	1992-05-05	—	8036753461	8493 Oak St, Seattle, WA, 98158	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422918	CLM	Alexis W Parker	1988-11-26	UHC-53530-87	4048602689	2479 Harbor Blvd, Austin, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424090	CLM	Jack L Franklin	1968-02-01	UHC-20855-62	2224380255	3069 Mountain View Dr Apt 9, Tampa, FL, 33640	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-425649	CLM	Christian Singh	2007-07-24	UHC-28089-14	—	9378 Willow Ct # 338, Scottsdale, AZ, 85290	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-420992	CLM	Doris Gilbert	1945-07-11	—	2979854632	8676 Canyon Rd, Las Vegas, NV, 89190	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
CLM-418958	CLM	Nicole Carr	1961-06-14	UHC-85502-91	4023802792	7331 Pine Dr, Phoenix, AZ, 85053	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421575	CLM	Madison E Moore	2001-01-14	UHC-36940-63	4368344188	6393 Grand Ave, Tempe, AZ, 85260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403636	CLM	Amy Q Caarlson	1948-11-09	UHC-63262-92	9274764991	4691 River Rd, Fresno, CA, 93780	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-423461	CLM	Edward U Maldonado	2006-01-10	UHC-96749-77	—	2333 Forest Ave, Austin, TX, 78734	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-408952	CLM	Sarah Reynolds	1992-08-21	UHC-42163-60	4528510352	6944 Washington St, Los Angeles, CA, 90017	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419415	CLM	Charlotte Weber	1964-03-02	UHC-81561-06	7445328343	6065 Sage Ct, Scottsdale, AZ, 85265	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423149	CLM	Meagn Thompson	2007-01-06	UHC-08534-97	7453777462	9786 Union St, Orlando, FL, 32896	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404828	CLM	Frank Hunter	1955-09-25	UHC-53273-91	—	3716 Lake View Rd, Sacramento, CA, 95816	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-421137	CLM	Janice Yang	1995-11-06	UHC-21909-10	3522772406	1511 Valley View Dr, Austin, TX, 78751	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429353	CLM	—Junk	1999-03-05	—	8085122748	5971 Camelback Rd, San Diego, CA, 92156	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430840	CLM	Jerry T Banks	1945-09-20	UHC-69891-94	—	249 Oak St, Columbus, OH, 43202	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-421790	CLM	Stephen Mills	2006-12-22	UHC-24932-16	—	2771 Willow Ct, Nashville, TN, 37245	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417622	CLM	Austin Matthews	1990-10-24	—	—	7181 River Rd # 440, San Diego, CA, 92180	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-428984	CLM	Michelle Perry	1948-10-24	UHC-36131-73	5874278091	4869 Hillcrest Rd, Chandler, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401211	CLM	Deb Castro	1946-08-12	UHC-70408-64	8839312541	2479 Baseline Rd, Chandler, AZ, 85238	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-427311	CLM	Douglas Edwards	1996-09-28	UHC-70622-63	4089910490	3670 Desert Sky Blvd, Mesa, AZ, 85233	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-400867	CLM	Zachary Geoge	1999-07-23	UHC-99695-66	9389999112	6658 Central Ave, Fresno, CA, 93763	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-431687	CLM	Andrew Q Marshall	1982-04-17	UHC-95340-43	7443086912	6828 Meadow Ln, San Diego, CA, 92120	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-430674	CLM	Wayne Reed	1949-07-04	—	—	4643 Hillcrest Rd, Tempe, AZ, 85200	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-412914	CLM	Margaret Duncan	1950-08-15	—	—	569 Market St, Tampa, FL, 33643	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

30,862 rows, page 62 of 618Previous Next