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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404717	CLM	Sam Johnston	1978-02-08	—	3232751298	1434 Palm Dr, Las Vegas, NV, 89112	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-424474	CLM	Judith C Ramirez	1983-10-07	UHC-46061-12	6095396518	1586 Bayshore Dr, San Antonio, TX, 78206	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-426118	CLM	Brenda Wright	1976-02-10	UHC-18417-49	—	2852 Central Ave, Orlando, FL, 32835	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-429150	CLM	Camila N Rios	1963-11-18	UHC-12493-59	—	3286 Indian School Rd Apt 18, Tempe, AZ, 85295	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
CLM-424402	CLM	Amy Parker	1963-04-23	UHC-88714-34	—	9756 Lincoln Way # 140, Los Angeles, CA	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-412664	CLM	Sharon Jordan	1940-10-09	UHC-95905-11	—	9743 Ridge Rd, Jacksonville, FL, 32207	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-425233	CLM	Pal Lee	1963-01-17	—	—	129 Canyon Rd, Dallas, TX, 75244	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-402974	CLM	Fatima Webb	1964-11-20	—	—	2690 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-423311	CLM	Juan Graham	—	—	—	8033 Jefferson Ave, Jacksonville, FL, 32207	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-417189	CLM	Frances Moreno	1978-09-23	UHC-65118-03	—	8207 Harbor Blvd, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405864	CLM	Arthur Cole	2001-05-02	UHC-98978-15	6715417976	1857 Forest Ave, Miami, FL, 33174	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400036	CLM	Omar Williams	1994-03-17	—	7577838343	6733 Grand Ave, Miami, FL, 33178	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423597	CLM	Wayne Nelson	2003-08-18	—	6403276604	4213 Spring St, Charlotte, NC, 28293	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428545	CLM	Megan Morgan	1997-09-07	UHC-81877-49	—	9294 Lake View Rd, Tempe, AZ, 85252	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-426488	CLM	Sean Jones	1947-05-03	—	3207778085	8932 Hillcrest Rd, Mesa, AZ, 85286	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408494	CLM	Donna Allen	1979-06-17	—	—	8751 Bayshore Dr # 900, Charlotte, NC, 28299	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400910	CLM	Terry L Gibson	—	—	2212555050	5213 Spring St, Seattle, WA, 98159	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-424546	CLM	Michael Gutierrez	1953-06-19	—	—	5232 Willow Ct, Sacramento, CA, 95827	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417897	CLM	Brian Hamilton	1939-06-26	—	5164634652	8951 Market St, Atlanta, GA, 30341	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-431390	CLM	—Junk	1957-01-13	UHC-15907-37	2012318041	3649 Ridge Rd, Fresno, CA, 93718	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401368	CLM	Scott Rynolds	1944-05-06	UHC-58037-43	—	9018 Harbor Blvd, Jacksonville, FL, 32281	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-432483	CLM	Valentina Mejia	1965-08-16	UHC-25585-49	—	7607 Hillcrest Rd, Eden Prairie, MN, 55386	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-408801	CLM	Theresa Wheeler	1953-07-08	—	—	8531 Camelback Rd, San Diego, CA, 92187	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425721	CLM	Kethleen Day	1966-11-21	—	4146753098	3932 Meadow Ln Apt 11, Tampa, FL, 33660	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-411811	CLM	Michelle Romero	1939-12-08	UHC-14494-77	—	2821 Harbor Blvd, Nashville, TN, 37219	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-428642	CLM	Carlos Henry	1980-07-13	UHC-01106-07	7703973382	1706 Jefferson Ave, Minneapolis, MN, 55419	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403635	CLM	Henry Marshall	1954-10-23	UHC-90506-25	6587331920	8683 Forest Ave, Orlando, FL, 32873	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408590	CLM	George Patterson	1983-02-09	—	—	5376 Central Ave, San Antonio, TX, 78205	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-401204	CLM	Katherine Carpenter	1949-04-23	—	—	4824 Lake View Rd, Plano, TX, 75046	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-402271	CLM	Katherine Y Marquez	1976-01-17	UHC-21181-70	9236390778	6413 Grand Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406306	CLM	Judith Jacobs	1941-10-18	UHC-48697-92	—	5550 Lake View Rd, Gilbert, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-406305	CLM	Judith Jacobs	1941-10-18	UHC-48697-92	—	5550 Lake View Rd, Gilbert, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-429464	CLM	George F Walker	2006-09-14	UHC-22901-24	8729423605	4176 Washington St, Sacramento, CA, 95864	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414736	CLM	Johnny Hicks	1949-02-26	UHC-08693-71	4809016447	582 Ocean Ave, Austin, TX, 78737	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411759	CLM	Jacquleine D Soto	1959-08-05	UHC-59864-67	—	5178 Camelback Rd, Sacramento, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-419993	CLM	Betty Johnston	2007-07-24	UHC-34962-06	—	5310 Maple Ave, Atlanta, GA, 30368	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428307	CLM	Jerry Perkins	—	UHC-63351-43	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-425406	CLM	Lauren Franklin	1961-08-23	—	6453919863	2015 Lake View Rd, Jacksonville, FL, 32203	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-422443	CLM	Emma B Silva	1977-06-11	UHC-22819-36	—	6272 Church St, Plano, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-415288	CLM	Albert S Knight	1994-08-07	UHC-52355-58	—	6424 Mesa Dr Apt 10, Tempe, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-431502	CLM	Martha Harvey	1988-01-08	UHC-12386-49	8038914734	6664 Union St, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419968	CLM	Judy U Ward	1978-11-04	UHC-61206-39	—	931 Sunset Blvd, San Antonio, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-407062	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	—	5806 Oak St, Dallas, TX, 75223	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-415208	CLM	Julia N Kelly	1974-10-24	—	3745237414	7439 Washington St, Phoenix, AZ, 85020	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429773	CLM	Mateo Guerrero	2001-04-08	UHC-46112-25	—	955 Elm St, San Antonio, TX, 78240	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406977	CLM	Emily Cooper	1987-04-08	UHC-31685-70	—	246 Mountain View Dr, Los Angeles, CA, 90087	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414697	CLM	Nicholas Ellis	1982-03-16	UHC-59410-03	—	7082 Willow Ct, Mesa, AZ, 85298	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400226	CLM	Evelyn Knight	1989-08-28	UHC-87537-12	—	4135 Church St, Glendale, AZ, 85372	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-412653	CLM	Charlotte Fox	1978-03-10	UHC-60940-57	—	657 Jefferson Ave Apt 31, San Antonio, TX, 78201	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-412897	CLM	Gregory Delgado	1968-04-21	—	—	4695 Lincoln Way, Austin, TX, 78742	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more

5,235 rows, page 30 of 105Previous Next