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-413845	CLM	Mei Lee	1978-11-25	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO, 80274	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-404617	CLM	Linda Burton	1988-11-06	UHC-38270-36	—	3172 Baseline Rd, Phoenix, AZ	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-405573	CLM	Ethan Ramos	1939-01-13	UHC-13536-91	7226777185	6459 Willow Ct, Tampa, FL, 33603	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421709	CLM	Thomas Rodriguez	1948-09-10	UHC-16493-55	8356459710	6430 Maple Ave, Minneapolis, MN, 55497	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-412352	CLM	Ann Morales	1982-03-06	UHC-02904-05	—	3142 Park Pl, Austin, TX, 78773	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420245	CLM	Ethan Boyd	1990-12-17	—	—	7978 Sage Ct, Atlanta, GA, 30372	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400460	CLM	Julia Obrien	1940-01-03	—	—	497 Oak St, Gilbert, AZ, 85280	0.66	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+1 more
CLM-412911	CLM	Virginia Foster	—	—	—	8712 Central Ave, Gilbert, AZ, 85221	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400994	CLM	Jason Garrett	2002-09-09	UHC-15801-99	—	4930 Lincoln Way, Tucson, AZ, 85777	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415168	CLM	Ana Gutirrez	1962-01-24	UHC-95156-71	8076725741	4154 Valley View Dr, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-404400	CLM	Gregory Jensen	2005-08-16	UHC-11923-03	—	3096 Pine Dr, Scottsdale, AZ, 85285	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411982	CLM	Christian Fuller	1993-07-18	—	—	7702 Harbor Blvd Apt 39, Minneapolis, MN, 55431	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-410577	CLM	Joyce Morrison	2008-07-04	UHC-87643-47	—	2570 Lake View Rd, Nashville, TN, 37262	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401998	CLM	Anna U Shaw	1956-08-26	UHC-44369-31	—	8585 Desert Sky Blvd, San Antonio, TX, 78276	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431253	CLM	Kimberly O Hill	1945-12-18	—	7707482301	6792 Ocean Ave, Mesa, AZ, 85234	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406640	CLM	Harold Vega	1946-06-06	—	—	9470 Highland Ave, Orlando, FL, 32842	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-415186	CLM	Gabriel Taylor	1973-05-24	UHC-69788-78	—	916 Apache Blvd, Eden Prairie, MN, 55345	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403387	CLM	—Junk	1948-06-07	UHC-54129-77	—	5967 Grand Ave, Mesa, AZ, 85206	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-405429	CLM	Betty S Wallace	1952-03-11	—	8685377506	3223 Central Ave, Sacramento, CA, 95879	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-428941	CLM	Bradley Kelley	1979-09-06	UHC-90063-13	—	3620 Willow Ct, San Diego, CA, 92172	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-429790	CLM	Nancy Marshall	1961-03-10	UHC-91729-28	—	9776 Main St, Phoenix, AZ, 85073	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-422750	CLM	Julie K Banks	—	UHC-67292-12	9616571052	2818 River Rd, Minneapolis, MN, 55419	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412086	CLM	Diego McDonald	1953-03-16	UHC-23070-17	9652639388	2991 Ocean Ave, Columbus, OH, 43274	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408400	CLM	Anthony Henderson	1989-01-09	—	2262270341	3140 Central Ave, Tucson, AZ, 85701	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-400034	CLM	Martha V Stone	1952-05-13	—	—	776 Oak St, Eden Prairie, MN, 55332	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-411594	CLM	Allen Amanda	1954-10-20	—	—	4736 Lake View Rd Apt 34, San Diego, CA, 92196	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415110	CLM	Drois Ramirez	1991-07-19	UHC-73871-54	—	9148 Lincoln Way, Minneapolis, MN, 55402	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409438	CLM	Jess Ellis	1997-03-05	UHC-51002-75	—	2135 Mesa Dr, Jacksonville, FL, 32280	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-430936	CLM	Kenneth Garrett	1999-04-11	—	—	4405 Willow Ct, Chandler, AZ, 85277	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-407493	CLM	Mateo Pierce	1985-05-01	UHC-17328-37	—	7217 Lincoln Way, Los Angeles, CA, 90012	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-427177	CLM	Samantha Spencer	1998-11-24	UHC-00058-48	—	6140 Grand Ave, Eden Prairie, MN, 55307	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-425730	CLM	Brenda Rodriguez	1957-10-04	UHC-80980-57	—	4390 Baseline Rd, Tucson, AZ, 85738	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-415702	CLM	Austin Kennedy	1996-05-24	—	—	919 Ocean Ave, Seattle, WA, 98175	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431711	CLM	Diane Y Fuller	1957-04-08	UHC-00407-07	—	5890 Apache Blvd, Houston, TX, 77064	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406302	CLM	Joyce Palmer	1980-11-24	UHC-68741-60	—	712 Pine Dr, Atlanta, GA, 30360	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-416523	CLM	Valentina G Garrett	1942-11-17	UHC-09961-92	—	8627 Willow Ct, San Diego, CA, 92139	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409944	CLM	Gerald Carpenter	1978-05-07	—	—	6030 Meadow Ln # 400, Tucson, AZ, 85772	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-401656	CLM	Albert Salazar	1970-06-22	—	—	7410 Forest Ave, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403917	CLM	Wayne Marshall	2002-05-04	UHC-10389-42	—	8276 Desert Sky Blvd, Orlando, FL, 32828	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418658	CLM	Samuel Graham	1999-05-06	UHC-97254-51	6787984350	2511 Valley View Dr, Phoenix, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406498	CLM	Cynthia N Price	1941-10-01	—	8698868327	2275 Mountain View Dr, Los Angeles, CA, 90063	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431834	CLM	Vicky Yang	1943-09-22	UHC-95449-76	—	2579 Hillcrest Rd, Tampa, FL, 33650	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431833	CLM	Vicky Yang	1943-09-22	UHC-95449-76	—	2579 Hillcrest Rd, Tampa, FL, 33650	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423478	CLM	Mariana C Obrien	1971-10-08	UHC-70943-35	—	884 Lake View Rd, Orlando, FL, 32800	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-401457	CLM	Teresa Hill	1990-08-22	—	—	8639 Meadow Ln, Seattle, WA, 98178	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415831	CLM	Sara Little	1981-10-12	UHC-34139-98	—	5850 Jefferson Ave, Plano, TX, 75086	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406004	CLM	Janice Roberts	1981-08-28	UHC-08282-28	—	1097 Mountain View Dr, Eden Prairie, MN, 55330	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423150	CLM	Willie Washington	1952-03-19	UHC-96039-67	6058602454	893 Sunset Blvd Apt 21, Seattle, WA, 98147	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-414914	CLM	Karen Reid	2007-11-19	—	—	8686 Bayshore Dr, Sacramento, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-415459	CLM	Noah Bryant	1949-03-15	UHC-89912-12	6768815208	8174 Pine Dr, Jacksonville, FL, 32262	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

16,411 rows, page 143 of 329Previous Next