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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414160	CLM	Brandon Fowler	1937-06-25	UHC-57396-57	—	820 Mesa Dr Apt 14, Minneapolis, MN, 55444	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+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-422218	CLM	Lauren Payne	—	UHC-12594-86	—	6651 Palm Dr, Plano, TX, 75068	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-407907	CLM	Heather Guzman	1994-03-07	—	8756394925	8989 Pine Dr Apt 12, Minneapolis, MN, 55479	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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-423043	CLM	Emily Hicks	2002-10-01	UHC-24836-71	8646049923	1755 Willow Ct, Plano, TX, 75051	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430713	CLM	Brittany Banks	1948-07-03	UHC-86957-86	9155051099	493 Camelback Rd, Orlando, FL, 32858	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407801	CLM	Eric Lane	—	—	5356684609	9899 Central Ave, Tampa, FL, 33630	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432101	CLM	Jason Rogers	1955-10-21	UHC-81029-91	7383966102	3757 Pine Dr, Minneapolis, MN, 55414	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414151	CLM	Ralph Cole	1964-06-11	UHC-07842-57	2518714110	9782 Valley View Dr, Tucson, AZ, 85778	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421919	CLM	Betty Griffin	1955-04-26	—	—	8221 Bayshore Dr Apt 32, Sacramento, CA, 95861	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-422963	CLM	Hoffman Debra	1983-03-20	UHC-18077-63	—	7106 Apache Blvd, Tampa, FL, 33631	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-420355	CLM	Jessica McCoy	1952-01-10	UHC-14823-28	—	2580 Hillcrest Rd, Jacksonville, FL, 32287	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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-401760	CLM	Katherine T Russell	1954-11-01	UHC-43937-93	—	1701 Washington St, Las Vegas, NV, 89176	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-426613	CLM	Stephanie Pierce	1981-10-12	UHC-32289-79	—	7115 Camelback Rd, San Antonio, TX, 78293	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421097	CLM	Dennis Holmes	1981-01-15	UHC-23663-34	—	8792 Elm St, Miami, FL, 33153	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429265	CLM	Terry Russell	1940-06-04	—	—	8387 Apache Blvd, Charlotte, NC, 28204	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-427432	CLM	Brittany Marquez	1964-12-27	—	—	4717 Spring St, Columbus, OH, 43249	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419756	CLM	Greene Noah	1950-02-17	UHC-68781-12	6764416981	1784 River Rd, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-409354	CLM	Megan Lee	2001-01-08	UHC-95660-41	9516442188	153 Bayshore Dr, Sacramento, CA, 95845	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-407380	CLM	Jeremy Nichols	1978-04-27	UHC-36703-86	—	7024 Indian School Rd, Orlando, FL, 32860	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421924	CLM	Theresa Henry	1990-12-11	—	—	8184 Meadow Ln Apt 11, San Diego, CA, 92175	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+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-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
CLM-423951	CLM	Ann Reed	1969-04-14	UHC-75559-79	5697165221	6501 Maple Ave, Chandler, AZ, 85202	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430869	CLM	Cheryl Chavez	1952-01-05	UHC-41463-71	—	988 Camelback Rd, Sacramento, CA, 95889	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430129	CLM	Melissa Maldonado	1971-06-16	UHC-80701-58	—	7835 Church St, San Antonio, TX, 78272	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409731	CLM	Elijah K Castillo	1953-09-23	UHC-83539-81	4707023292	2305 Oak St, Chandler, AZ, 85293	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-407993	CLM	Samantha D Nunez	1990-02-28	UHC-31120-14	—	3542 Hillcrest Rd, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-430063	CLM	Benjamni Taylor	1965-12-19	—	9028345991	8247 Lake View Rd, Gilbert, AZ, 85217	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417646	CLM	Diana S Bailey	1999-12-01	UHC-96404-93	—	7001 Central Ave, San Antonio, TX, 78246	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-420852	CLM	Jean Espinoza	1942-05-24	—	4893141789	3118 Jefferson Ave, Jacksonville, FL, 32261	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429002	CLM	Jessica E Peterson	2006-07-07	—	8457061133	8905 Indian School Rd Apt 23, Scottsdale, AZ, 85296	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400497	CLM	Judith Gonzales	1995-04-21	—	—	144 Canyon Rd, Seattle, WA, 98195	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-413691	CLM	DianeJunk	1996-07-02	UHC-87387-07	6124357656	9757 Ridge Rd, Charlotte, NC, 28285	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-404183	CLM	Sofia Carr	2005-07-11	—	—	6550 Main St, Sacramento, CA, 95865	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-425419	CLM	Samantha Palmer	2008-02-16	UHC-09047-81	—	523 Lake View Rd, Los Angeles, CA, 90049	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-430043	CLM	Mei B Walsh	1980-04-15	—	—	6193 Church St, Orlando, FL, 32806	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

16,411 rows, page 146 of 329Previous Next