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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428950	CLM	Priya Rioos	1981-02-14	UHC-31247-21	—	1393 Canyon Rd, Chandler, AZ, 85293	0.64	Date of birth reformatted State name converted to code Gender normalised Plan code upper-cased+2 more
CLM-413898	CLM	Mason Vasquez	1967-05-27	—	—	3053 Central Ave, Los Angeles, CA, 90066	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-401363	CLM	Cheryl Chen	1997-10-27	—	3213310797	3073 Park Pl, Plano, TX, 75093	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412009	CLM	Gerald Jones	1943-06-01	—	—	6618 Church St, Tempe, AZ, 85268	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428380	CLM	Stephanie N Evans	2005-06-17	UHC-34729-41	—	8831 Baseline Rd, Houston, TX, 77092	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-429758	CLM	Betty Henderson	—	—	7637816917	5407 Willow Ct, Fresno, CA, 93724	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402194	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-402193	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-428995	CLM	Alert Reed	1989-09-14	—	—	1113 Bayshore Dr, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-400436	CLM	Emma Cox	1996-05-09	UHC-99349-98	—	4137 Canyon Rd, Jacksonville, FL, 32211	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425736	CLM	Shaaron Stevens	1948-08-04	—	—	5794 Jefferson Ave, Los Angeles, CA, 90084	0.64	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-421664	CLM	Rebecca Gonzalez	1944-09-04	UHC-31410-51	—	8753 Ocean Ave, Nashville, TN, 37248	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
CLM-422479	CLM	Dorothy Wood	1949-05-01	—	4753306546	7288 Mesa Dr, Jacksonville, FL, 32293	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407349	CLM	George K Murphy	1998-10-14	UHC-12080-51	9648052507	707 Apache Blvd, Sacramento, CA, 95898	0.64	Name split from “Last, First”Phone reformatted State name converted to code Plan code upper-cased+2 more
CLM-416745	CLM	Lisa Reid	—	UHC-20648-68	—	4559 Apache Blvd, Las Vegas, NV, 89120	0.64	Date of birth unreadable Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-408846	CLM	Aaron Andrews	2007-04-08	UHC-76478-80	5338795238	6597 Church St, San Diego, CA, 92170	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414572	CLM	Laura Ross	2006-09-14	—	—	6409 Camelback Rd, Scottsdale, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+2 more
CLM-413696	CLM	Stephanie Castillo	1999-07-09	UHC-57276-27	—	6638 Grand Ave, Houston, TX, 77035	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-400705	CLM	Brian Mitchell	1995-06-11	—	4789224164	351 Oak St, Chandler, AZ, 85254	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-406036	CLM	Lrry Barnes	1958-04-09	—	—	2481 Mesa Dr, San Antonio, TX, 78207	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-406037	CLM	Lrry Barnes	1958-04-09	—	—	2481 Mesa Dr, San Antonio, TX, 78207	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-416382	CLM	Grace Soto	1948-12-28	UHC-03021-42	—	3732 Highland Ave, Scottsdale, AZ, 85206	0.64	Name re-cased State name converted to code Gender normalised Plan code upper-cased+2 more
CLM-426905	CLM	Douglas Gray	1992-08-04	UHC-82303-97	—	—	0.64	Date of birth reformatted SSN last four extracted Gender normalised Plan code upper-cased+2 more
CLM-417925	CLM	Sean H Dixon	2000-10-04	UHC-62395-04	—	3247 Mountain View Dr Apt 13, Nashville, TN, 37264	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street Plan code upper-cased+2 more
CLM-427762	CLM	Barbara Kim	2001-11-12	UHC-55893-69	9732999256	1784 Central Ave, Miami, FL, 33189	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418054	CLM	Karen O Andeson	1974-08-20	—	—	3300 Mountain View Dr, Los Angeles, CA, 90049	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
CLM-419395	CLM	Sophia P Moreno	1978-04-16	UHC-86788-83	9439019688	7487 Ridge Rd, Tucson, AZ, 85721	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402042	CLM	Joyce Fernandez	1987-07-11	UHC-59485-50	3118307909	5478 Ocean Ave, Plano, TX, 75018	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-430310	CLM	Brian Burke	2003-06-24	UHC-91013-14	9425866095	4636 Union St, Fresno, CA, 93767	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428216	CLM	Rebecca Hamilton	1954-02-23	—	—	2665 Indian School Rd, Plano, TX, 75019	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-431734	CLM	Nicholas Adams	1953-12-23	UHC-38542-81	—	8975 Grand Ave # 955, Atlanta, GA, 30394	0.64	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+2 more
CLM-423154	CLM	Matthew Ferguson	1995-03-20	UHC-66125-48	—	1582 Camelback Rd, Houston, TX, 77086	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406776	CLM	Carl Owens	2001-01-10	—	8243071686	1298 Forest Ave, Minneapolis, MN, 55498	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403826	CLM	Mari Wood	1941-12-26	UHC-46790-74	—	8674 Hillcrest Rd, Los Angeles, CA, 90007	0.64	City re-cased State name converted to code ZIP+4 trimmed Plan code upper-cased+2 more
CLM-404072	CLM	Sandra Fuller	1983-09-17	UHC-21692-45	—	2866 Bayshore Dr, Los Angeles, CA, 90064	0.64	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+2 more
CLM-411642	CLM	Hiroshi Hamilton	1978-05-02	—	—	2346 Harbor Blvd Apt 3, Atlanta, GA, 30368	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402597	CLM	Jerry Carlson	1947-08-04	—	9233213788	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-412919	CLM	Donna Edwards	1999-01-16	UHC-67089-11	8245361463	6844 Union St, Austin, TX, 78737	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400393	CLM	Ethan Lewis	1948-02-25	UHC-22221-92	—	5473 Lincoln Way, Houston, TX, 77041	0.64	Name split from “Last, First”City re-cased Gender normalised Plan code upper-cased+2 more
CLM-403491	CLM	Martha G Day	1986-10-03	—	6868063049	4026 Mesa Dr, Nashville, TN, 37215	0.64	Middle initial moved out of first name Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-415436	CLM	Matthew Gilbert	1950-10-25	UHC-74569-95	—	8101 Bayshore Dr, San Diego, CA, 92198	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-420190	CLM	Maria Gonzales	—	UHC-94421-13	—	1366 Lincoln Way, Atlanta, GA, 30321	0.64	Date of birth missing Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-414892	CLM	Fatima S Soto	1993-08-20	UHC-71122-66	—	8728 Sage Ct, Columbus, OH, 43230	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-400699	CLM	Marc X Collins	1946-03-20	UHC-00187-28	3772524734	3486 Harbor Blvd, Fresno, CA, 93786	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420669	CLM	Roy Butler	1986-02-23	—	—	2332 Lake View Rd, Nashville, TN	0.64	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+2 more
CLM-429616	CLM	Kevin Patel	—	UHC-81454-64	—	6854 Park Pl, Seattle, WA, 98140	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-413117	CLM	Anthony Johnston	1976-01-26	UHC-39804-89	2375899084	6353 Cedar Ln # 964, Tampa, FL, 33619	0.64	Name split from “Last, First”Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-419193	CLM	Joan Burton	1996-12-17	UHC-29497-54	—	4143 River Rd, Denver, CO, 80253	0.66	Two-digit birth year Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-416623	CLM	Wayne Bailey	2007-07-10	UHC-22905-01	7077290054	8816 Forest Ave # 794, Phoenix, AZ, 85017	0.66	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+1 more
CLM-420238	CLM	Katherine Patel	1968-05-21	—	—	4167 Main St, Houston, TX, 77092	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Plan code upper-cased+1 more

825 rows, page 5 of 17Previous Next