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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429190	CLM	Karen Russell	1999-11-11	UHC-70383-59	—	2104 Sage Ct, Fresno, CA, 93766	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-411618	CLM	Olivia Espinoza	1998-06-06	—	—	4233 Apache Blvd, Fresno, CA, 93730	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-428934	CLM	Beverly Davis	1976-12-19	UHC-39550-29	2642854470	9037 Cedar Ln, Houston, TX, 77065	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-422613	CLM	Carlos Williamson	1977-07-01	—	—	5335 Highland Ave, Tempe, AZ, 85242	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402393	CLM	Carl Morales	1979-12-15	UHC-86655-79	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-417033	CLM	Johnny Wong	1971-01-25	UHC-53102-06	—	1306 Elm St, Scottsdale, AZ, 85211	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-421081	CLM	Robert Guerrero	1949-03-04	—	—	1020 Washington St, Orlando, FL, 32834	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-430202	CLM	Gabriel Patel	1973-07-01	—	8279506636	4109 Indian School Rd, Mesa, AZ, 85297	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-428992	CLM	Beverly E Bradley	1977-11-02	UHC-06774-15	—	2313 Desert Sky Blvd, Fresno, CA, 93700	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411423	CLM	Ana Mendoza	1996-01-08	UHC-49984-10	—	2269 Bayshore Dr, Seattle, WA, 98162	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-414109	CLM	Walter Flores	1966-11-05	—	4604772449	4809 Bayshore Dr, Austin, TX, 78778	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-404142	CLM	Betty Padilla	1979-09-12	—	7648372199	7491 Canyon Rd, Tampa, FL, 33609	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-419159	CLM	Janice McCoy	2004-03-02	UHC-72128-31	—	7802 Oak St, Nashville, TN, 37293	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-431160	CLM	Brian Montgomery	1997-04-14	UHC-99370-99	—	1387 Hillcrest Rd, Miami, FL, 33116	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-426163	CLM	Albert V Dominguez	1961-08-27	—	—	3883 Canyon Rd, Sacramento, CA, 95819	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-412528	CLM	Jon Parker	1952-09-07	—	—	8769 Lincoln Way, Seattle, WA, 98174	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-418160	CLM	Madison Burns	1961-08-14	UHC-32517-89	—	723 Washington St, San Diego, CA, 92125	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-410417	CLM	Kelly P Miller	1977-09-23	UHC-87446-96	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-406759	CLM	Bruce O Robinson	1945-08-13	UHC-07311-80	7333020034	2956 Spring St, Charlotte, NC, 28208	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427280	CLM	George Boyd	—	—	4318058304	9125 River Rd, Denver, CO, 80288	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-413854	CLM	Karen Woong	2001-09-25	—	—	672 Hillcrest Rd, Minneapolis, MN, 55447	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426324	CLM	Gloria Guzman	1939-05-23	—	7725014783	5838 Pine Dr, Glendale, AZ, 85394	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-410934	CLM	Jesse Warren	2008-11-17	—	—	7100 Hillcrest Rd, Gilbert, AZ, 85243	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427977	CLM	Ruht Jones	1983-03-16	—	4379921122	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-426132	CLM	Hiroshi Garza	2005-11-05	UHC-77416-36	8065786361	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed
CLM-417407	CLM	Jerey Palmer	1947-11-07	UHC-42860-23	6774553925	3539 Hillcrest Rd, Gilbert, AZ, 85232	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-406960	CLM	Nicole S Daniels	2008-04-24	—	—	1019 Bayshore Dr, Nashville, TN, 37258	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-419716	CLM	Russell Hamilton	1974-01-01	UHC-40797-97	—	5634 Hillcrest Rd, San Antonio, TX, 78232	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-432053	CLM	Abigail Webb	1998-07-23	—	—	7718 Harbor Blvd, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-407449	CLM	Jordan Parker	1983-05-25	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-414006	CLM	Mariana G Dixon	1975-06-01	—	—	9177 Main St, Scottsdale, AZ, 85289	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-428440	CLM	Olivia Porter	—	—	—	5149 Highland Ave, Minneapolis, MN, 55495	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-432048	CLM	Nathan Hernandez	—	UHC-51466-53	6626810799	7291 Union St, Fresno, CA, 93756	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-421811	CLM	Elijah Colins	1979-06-20	UHC-12190-69	—	1597 Central Ave, Jacksonville, FL, 32297	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-425683	CLM	Betty Lucas	1958-05-20	—	—	6439 Grand Ave, Los Angeles, CA, 90046	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405918	CLM	Nancy Taylor	1961-10-07	UHC-59502-84	—	6350 Mesa Dr, Columbus, OH, 43251	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416888	CLM	Hughes Jerry	1983-05-26	UHC-35049-87	—	1707 Hillcrest Rd, Seattle, WA, 98147	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-416889	CLM	Hughes Jerry	1983-05-26	UHC-35049-87	—	1707 Hillcrest Rd, Seattle, WA, 98147	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-401737	CLM	John Gardner	1994-01-21	—	4755491673	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-416197	CLM	Justin Jenkins	1957-12-15	—	—	9632 Palm Dr, Scottsdale, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411886	CLM	Pamela G Lucas	1939-05-07	—	—	4414 Apache Blvd, San Diego, CA, 92132	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-424480	CLM	Stephanie Perry	2004-05-21	UHC-67445-50	3637161865	8437 Jefferson Ave, Columbus, OH, 43221	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-423303	CLM	Arjun Scott	1999-05-04	UHC-41301-41	7663542743	2788 Sage Ct, Plano, TX, 75035	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
CLM-406116	CLM	Jacqueline Ryan	1973-08-14	—	—	5196 Mesa Dr, Houston, TX, 77024	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-422834	CLM	Jacqueline Willis	1998-05-09	—	—	1671 Market St, Denver, CO, 80290	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-414878	CLM	Carolyn Spencer	2001-05-09	UHC-57300-93	3325892619	7047 Mesa Dr # 572, Tucson, AZ, 85732	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-432648	CLM	Priya Ellis	1997-01-20	—	—	6657 Meadow Ln, San Diego, CA, 92106	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-420786	CLM	Jordan Li	2004-01-13	—	7958578230	6736 Mesa Dr, Orlando, FL, 32894	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-432555	CLM	Sandra Scott	1974-11-01	UHC-00116-94	4115808782	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-415687	CLM	JordanJunk	2001-06-16	—	—	3494 Elm St, San Diego, CA, 92135	0.80	Name re-cased Date of birth reformatted Placeholder values cleared No usable name (quarantined)

13,120 rows, page 163 of 263Previous Next