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-428643	CLM	Melissa Y Phillips	2008-08-03	—	—	9369 Sage Ct # 529, Seattle, WA, 98167	0.66	Name split from “Last, First”Unit split from street City re-cased Email lower-cased+1 more
CLM-426462	CLM	Martha Q Soto	—	—	—	1011 Lincoln Way, Glendale, AZ, 85337	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-414470	CLM	Cynthia Perkins	1972-09-09	UHC-19178-80	—	6645 Highland Ave, Denver, CO, 80202	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-424923	CLM	Bobby Carroll	1953-10-03	UHC-95688-41	—	5749 Mountain View Dr Apt 37, Charlotte, NC, 28293	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-413362	CLM	Ashley N Griffin	1996-03-05	—	—	7288 Market St, Houston, TX, 77062	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-401326	CLM	Keith Brooks	1986-03-26	UHC-63341-37	—	5724 Pine Dr, Denver, CO, 80299	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-418447	CLM	Maria Castillo	1955-10-06	UHC-23443-73	—	3511 Ocean Ave, Seattle, WA, 98161	0.66	Two-digit birth year Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-430417	CLM	Valentina Guerrero	1977-09-18	—	—	7765 Grand Ave, Columbus, OH, 43232	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-425559	CLM	Donan Cole	1963-10-15	UHC-91826-55	—	5655 Apache Blvd, Chandler, AZ, 85231	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-429142	CLM	Luis Gray	2000-03-07	UHC-13868-70	8423608014	1486 Willow Ct Apt 21, Denver, CO, 80216	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-426869	CLM	Wei O Garza	1973-05-16	UHC-65237-74	8316112926	4564 Ocean Ave, Atlanta, GA, 30306	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-426134	CLM	Scott Shaw	1958-03-02	UHC-40662-50	—	504 Camelback Rd, Dallas, TX, 75271	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-403133	CLM	Jose Richardson	1960-08-27	UHC-61622-11	6046186708	9388 Cedar Ln, Nashville, TN, 37275	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429538	CLM	Jeffrey Phillips	1977-06-27	UHC-08341-30	—	8994 Highland Ave, Phoenix, AZ, 85065	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409360	CLM	Ssan Scott	1971-09-12	—	—	6472 Main St, San Diego, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-410375	CLM	Arjun Larson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX	0.66	Two-digit birth year Phone reformatted City re-cased State code upper-cased+1 more
CLM-419273	CLM	Vincent E Graham	1962-12-07	—	—	4569 Oak St, Chandler, AZ, 85208	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416100	CLM	Yuki A Marquez	1975-11-13	UHC-38069-86	—	5165 Mountain View Dr, Houston, TX, 77077	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410462	CLM	Joe Lane	1974-01-10	UHC-01685-47	2367518115	1430 Camelback Rd, Austin, TX, 78797	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-403164	CLM	Diego Daniels	1953-10-13	—	—	3198 Highland Ave, Eden Prairie, MN, 55357	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407140	CLM	Alice N Spencer	1967-03-01	—	5442120508	4684 Mountain View Dr, Houston, TX, 77017	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-408479	CLM	Sharon Maldonado	1972-08-13	UHC-56381-23	—	3759 Maple Ave, Mesa, AZ, 85281	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-407104	CLM	Emmma Harrison	1966-03-10	UHC-63140-98	—	344 Grand Ave, Tampa, FL, 33626	0.66	Name re-cased Phone missing area code City re-cased Gender normalised+1 more
CLM-422895	CLM	Austin L Contreras	1946-03-21	—	3652239138	1920 Pine Dr, Miami, FL	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-400555	CLM	Frances R Wilson	1940-10-21	—	—	9472 Willow Ct, Mesa, AZ, 85227	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
CLM-424093	CLM	Nicole Gonzalez	1959-04-24	—	7756832545	1921 Union St, Las Vegas, NV, 89106	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-404855	CLM	Bobby D Romero	2001-02-09	—	9235289119	8742 Park Pl, Seattle, WA, 98154	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-418060	CLM	Dorothy Austin	1949-11-11	UHC-48631-14	—	8657 Oak St, Los Angeles, CA, 90068	0.66	Name split from “Last, First”City re-cased State name converted to code Whitespace trimmed+1 more
CLM-426601	CLM	Patricia S Owens	1950-08-04	UHC-87048-14	—	3078 Ocean Ave, Nashville, TN, 37201	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-430594	CLM	Susan Laarson	1966-04-24	—	9407838231	8213 Indian School Rd # 994, Orlando, FL, 32859	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
CLM-401556	CLM	Santiago H Rivera	—	UHC-93168-85	—	3442 Camelback Rd, Minneapolis, MN, 55443	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-427198	CLM	Olivia Maldonado	1958-04-09	—	8287953425	7572 Desert Sky Blvd, Miami, FL	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
CLM-406655	CLM	Alexander Rose	1978-06-08	UHC-33854-74	—	2877 Washington St, Austin, TX, 78758	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-430986	CLM	Vincent Foster	1996-08-12	UHC-05668-53	7543069364	7007 Forest Ave, Las Vegas, NV, 89132	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426496	CLM	Pual Marshall	1962-10-12	UHC-10623-89	—	980 Central Ave, Atlanta, GA, 30388	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-400278	CLM	Amber Soto	2010-06-04	—	—	1088 Hillcrest Rd, Denver, CO	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-421102	CLM	Jeremy Garcia	1967-05-14	—	—	5842 Forest Ave, Sacramento, CA, 95862	0.68	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised
CLM-422944	CLM	Kevin Black	1985-10-13	—	—	3054 Lake View Rd, Miami, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
CLM-428442	CLM	Teresa Spencer	1995-05-10	UHC-23682-43	—	5215 Grand Ave, San Diego, CA, 92120	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
CLM-404660	CLM	Scott F Bradley	1952-02-24	UHC-01675-10	—	1227 Lincoln Way, Mesa, AZ, 85224	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-418983	CLM	Abigail Hill	1972-10-10	UHC-09488-21	4914166976	8313 Camelback Rd, Gilbert, AZ, 85260	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
CLM-422992	CLM	Brittany Alexander	1988-01-14	UHC-44945-33	—	7028 Lincoln Way, Glendale, AZ, 85361	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-423550	CLM	Lauren Reynolds	—	—	—	7932 Willow Ct, Columbus, OH	0.68	Date of birth unreadable City re-cased ZIP missing Placeholder values cleared
CLM-418728	CLM	Catherine Smith	1969-04-03	UHC-24248-33	—	6032 Market St Apt 31, Dallas, TX, 75299	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
CLM-404106	CLM	Emily X Jenkins	2001-03-17	—	8436494979	7216 Canyon Rd # 969, Austin, TX, 78700	0.68	Name split from “Last, First”Phone reformatted Unit split from street City re-cased
CLM-428097	CLM	Melisas Hawkins	1975-06-26	UHC-87638-87	4386689792	9255 Harbor Blvd, Chandler, AZ, 85225	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-406614	CLM	Jose Roberts	1942-07-12	UHC-90725-16	—	1301 Elm St, Jacksonville, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
CLM-413016	CLM	Gabriel Dominguez	1961-06-01	UHC-64727-36	2566251482	3778 Spring St # 849, Scottsdale, AZ, 85282	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
CLM-403153	CLM	Patrick Carter	1994-02-05	—	—	6994 Cedar Ln, Miami, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
CLM-412854	CLM	Aisha McCoy	1988-10-09	—	—	5542 River Rd # 636, Atlanta, GA, 30315	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared

5,235 rows, page 43 of 105Previous Next