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-408865	CLM	Michelle Bowman	1947-11-06	—	—	8737 Ridge Rd # 410, Austin, TX, 78747	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424195	CLM	David Lynch	—	UHC-56000-70	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-408281	CLM	Betty Williamson	2006-04-21	—	—	9404 Camelback Rd, Seattle, WA, 98111	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-403226	CLM	Yuki M Richardson	1982-02-08	—	6144330688	2434 Forest Ave, Eden Prairie, MN	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-431036	CLM	Emily Ford	1977-10-26	—	—	1597 Meadow Ln, Chandler, AZ, 85223	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410033	CLM	Betty Ellis	1999-10-26	—	6475147104	8398 Market St, Minneapolis, MN, 55437	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-427527	CLM	Ann Silva	1967-02-28	UHC-80435-97	—	1602 River Rd, Tucson, AZ, 85739	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411039	CLM	Nicholas J Little	1996-03-25	UHC-39095-13	—	2786 Bayshore Dr, Scottsdale, AZ, 85279	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-426198	CLM	Joan Spencer	1943-03-13	—	—	6853 Bayshore Dr, Austin, TX, 78781	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-412764	CLM	Debra Feilds	1973-06-12	UHC-12024-33	—	1358 Pine Dr, Phoenix, AZ, 85093	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423036	CLM	Camila Guuerrero	1977-02-06	UHC-45067-31	—	3791 Ridge Rd, Charlotte, NC, 28218	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410428	CLM	Anna Dunn	1979-05-15	—	—	1087 Hillcrest Rd, Miami, FL, 33155	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410973	CLM	Thomas Stephens	2003-07-13	—	—	7446 Apache Blvd, Tampa, FL, 33659	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426768	CLM	Virginia Green	1963-10-26	—	—	8700 Sunset Blvd # 490, San Diego, CA, 92126	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422076	CLM	Anthony James	1987-02-14	UHC-64793-65	—	2390 Church St, Glendale, AZ, 85385	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-422077	CLM	Anthony James	1987-02-14	UHC-64793-65	—	2390 Church St, Glendale, AZ, 85385	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-416354	CLM	Bruce K Philllips	1989-05-28	—	—	5407 Hillcrest Rd, Las Vegas, NV	0.66	Name split from “Last, First”State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-407290	CLM	Lisa Bryant	1997-02-06	—	—	5893 Meadow Ln, Nashville, TN, 37224	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423574	CLM	Douglas Daniels	1957-01-06	UHC-43682-30	3233985199	3223 Washington St, Denver, CO, 80215	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-411543	CLM	Jack N Carter	1997-04-23	—	—	9198 Mountain View Dr, Tucson, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-415866	CLM	Aaron Simpson	2005-05-22	UHC-21933-26	—	659 Washington St, Miami, FL, 33175	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-426070	CLM	Ann R Bans	1996-06-14	—	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-413479	CLM	Carol Gonzalez	1989-12-08	—	5494614146	6677 Cedar Ln, Phoenix, AZ, 85098	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400248	CLM	Jonathan P Black	1952-12-24	UHC-08559-01	—	6042 Forest Ave, Seattle, WA, 98184	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-408519	CLM	Frnak Diaz	1999-04-24	UHC-16569-25	—	7982 Sage Ct, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-416411	CLM	Amber Bryant	—	UHC-16604-78	—	2103 Church St, Mesa, AZ, 85247	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422781	CLM	Judy Wang	1985-04-05	UHC-93720-28	3718682486	6688 Washington St, Houston, TX	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-429321	CLM	Katherine Porter	1998-09-10	UHC-66665-29	—	8284 Willow Ct, Eden Prairie, MN, 55392	0.66	Date of birth reformatted Phone missing area code SSN last four extracted City re-cased+1 more
CLM-416486	CLM	Olivia W Maldonado	1959-04-02	UHC-73748-47	—	3376 Washington St, Gilbert, AZ, 85285	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-425989	CLM	Kevin V Knight	1953-01-22	UHC-45883-68	—	7111 Ridge Rd, Minneapolis, MN, 55444	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404946	CLM	Joe O Salazar	1995-08-18	UHC-98084-25	—	8258 Hillcrest Rd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-418834	CLM	Jacob King	1999-06-22	UHC-05410-78	—	6356 Washington St, Tempe, AZ, 85272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-407192	CLM	Andrea T Gilbert	2000-09-22	UHC-60971-03	7399354219	2744 Valley View Dr, Los Angeles, CA, 90037	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426557	CLM	Janet Chapman	1957-05-01	UHC-92930-87	—	41 Apache Blvd, Miami, FL, 33138	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412463	CLM	Margaret Hoffman	1983-03-15	UHC-84121-26	8343114932	4553 Canyon Rd, Scottsdale, AZ, 85204	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-406808	CLM	Amanda Evans	2000-03-03	UHC-14543-34	—	3904 Ocean Ave, San Diego, CA, 92154	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-420732	CLM	Jaack Ray	—	UHC-59604-32	—	7181 Cedar Ln, Plano, TX, 75096	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
CLM-408056	CLM	Ruth Harper	1949-07-03	UHC-27779-17	9407456612	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407211	CLM	Christopher N Webb	1988-01-17	UHC-62698-47	—	3164 Union St, Houston, TX, 77068	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-422566	CLM	Ryan Harrison	1958-11-16	UHC-72506-79	5703612668	2325 Washington St, Atlanta, GA, 30353	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424152	CLM	Ann Harper	1944-02-20	—	—	9213 Camelback Rd, Austin, TX, 78776	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416518	CLM	Christian Ferguson	1949-08-19	UHC-15332-76	—	7562 Indian School Rd, Fresno, CA, 93733	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422685	CLM	Diego Richardson	1943-08-13	UHC-07366-97	—	9038 Cedar Ln, San Antonio, TX, 78214	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407462	CLM	Ana Hunter	2008-10-04	UHC-68356-50	—	6740 Hillcrest Rd, Las Vegas, NV, 89121	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-417264	CLM	Scott N Gonzales	1994-01-25	—	—	7746 Pine Dr, Tampa, FL, 33642	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-426323	CLM	Gloria Guzman	1939-05-23	—	—	5838 Pine Dr, Glendale, AZ, 85394	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-406613	CLM	Jose O Roberts	1924-07-12	UHC-90725-16	—	1301 Elm St # 495, Jacksonville, FL, 32290	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411627	CLM	Sntiago Henry	1995-11-06	UHC-14707-79	3157058390	226 Canyon Rd, Mesa, AZ, 85255	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410234	CLM	Janice W Lopez	1947-05-11	—	7883163428	2564 Lincoln Way Apt 1, San Antonio, TX, 78293	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-424396	CLM	Randy Porter	1939-08-26	—	—	5279 Washington St, Fresno, CA, 93705	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 107 of 376Previous Next