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-416825	CLM	Cynthia Mason	—	—	3617713380	8767 Central Ave Apt 38, Fresno, CA, 93766	0.52	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-409960	CLM	Kyle Taylor	2006-05-28	UHC-63974-95	7039513758	8390 Market St, Tampa, FL	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417586	CLM	Hannah Luna	1980-07-17	UHC-65080-54	9642409671	4685 Grand Ave, Tampa, FL	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415802	CLM	Brian Daniels	1991-04-27	—	—	1346 Grand Ave, Mesa, AZ, 85253	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-409392	CLM	Abigail K Holmes	1994-03-16	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403550	CLM	Carolyn O Jackson	2002-11-02	UHC-39760-46	—	2843 Mesa Dr, Atlanta, GA, 30305	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424362	CLM	Pamela Hayes	1967-07-20	—	—	3336 Valley View Dr, Atlanta, GA, 30325	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-431666	CLM	Roger Luna	1960-10-11	—	—	2436 Indian School Rd, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428552	CLM	Eugene Mendez	1942-11-24	—	—	1937 Meadow Ln, Chandler, AZ, 85244	0.52	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-400793	CLM	Roger Mason	1964-04-28	UHC-97852-83	8489392124	5276 River Rd, Sacramento, CA	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413694	CLM	Jesse Knight	2004-04-28	—	3969308486	2451 Meadow Ln, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425278	CLM	Philip R Bailey	2006-02-08	UHC-50588-65	4407596036	4686 Ocean Ave # 412, Miami, FL, 33118	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-400394	CLM	ChristopherJunk	1944-11-18	UHC-48535-90	—	3313 Desert Sky Blvd, Minneapolis, MN, 55405	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-412033	CLM	Samuel L Wong	2005-10-12	—	—	9102 Forest Ave, Houston, TX, 77062	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-409923	CLM	Randy L Castillo	1981-06-23	UHC-52935-57	—	7377 Mesa Dr, Las Vegas, NV, 89190	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414975	CLM	Keith Vasquze	2000-09-04	UHC-43961-56	—	3840 Elm St, Scottsdale, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401563	CLM	Richard Stewart	1997-01-27	—	—	524 Mountain View Dr, Miami, FL	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-420397	CLM	Carol Castillo	2004-05-18	UHC-75924-10	—	9167 Canyon Rd, Tampa, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413599	CLM	Steven Carr	—	UHC-95393-63	—	3232 Willow Ct, Houston, TX, 77057	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-410401	CLM	Brian Hall	1946-06-06	UHC-70681-11	7728331312	7724 Ridge Rd, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409627	CLM	Virginia T Rie	1942-12-26	—	5794576783	6678 Lincoln Way, Fresno, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403705	CLM	Samantha Z Guzman	1969-12-26	UHC-92739-37	9118284633	5202 Market St, Los Angeles, CA, 90040	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410851	CLM	Kayla D Thompson	1963-09-26	UHC-24551-29	7119538739	89 Park Pl, Mesa, AZ, 85276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408080	CLM	Marcus Scott	2003-02-20	UHC-58921-89	5475676342	2530 Harbor Blvd, Mesa, AZ, 85252	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432061	CLM	Carl G Rios	—	—	6892764410	180 Meadow Ln, Tucson, AZ, 85762	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-429482	CLM	Denise Obrien	1947-05-13	UHC-16406-79	5878516671	9137 Indian School Rd Apt 23, Nashville, TN, 37280	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-416764	CLM	Ralph Sullivan	1943-12-18	UHC-55195-82	—	19 Washington St # 885, Orlando, FL, 32867	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424128	CLM	Justin Boyd	2007-09-17	—	—	3999 Pine Dr, Tempe, AZ, 85268	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-411641	CLM	Jason Moreno	1977-12-24	—	—	7109 Pine Dr, Mesa, AZ, 85270	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-409751	CLM	Amber Powell	1964-03-27	UHC-53088-98	—	7198 Ridge Rd, San Antonio, TX, 78252	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410544	CLM	Nicole Nunez	—	—	—	6643 Valley View Dr, Dallas, TX	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410545	CLM	Nicole Nunez	—	—	—	6643 Valley View Dr, Dallas, TX	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429166	CLM	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ, 85263	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416347	CLM	Arjun Anderson	2006-04-21	UHC-43813-38	—	7072 Desert Sky Blvd Apt 18, Austin, TX	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-412637	CLM	Steve Hoffman	2007-05-08	UHC-34421-69	—	4134 Harbor Blvd, Denver, CO, 80299	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-430502	CLM	Pamela Guzman	1982-06-11	—	4095881018	9168 Mountain View Dr, Tempe, AZ, 85257	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425235	CLM	Debra Garza	1968-12-21	UHC-76716-09	—	6122 Highland Ave, Austin, TX, 78756	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427491	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427490	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402897	CLM	Wayne E Coleman	1961-12-22	—	—	691 Grand Ave, Tampa, FL	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426622	CLM	Donna T Myers	1954-01-21	UHC-28456-29	9273674387	648 Oak St, Gilbert, AZ	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-427728	CLM	Alexander Smith	1958-09-25	UHC-06478-92	5583827401	1669 Park Pl Apt 10, Los Angeles, CA, 90020	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418153	CLM	Hrold K Mejia	1969-10-17	—	—	1262 Willow Ct, Nashville, TN, 37270	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-415618	CLM	Logan Lawson	1992-11-11	—	2836807393	9216 Mesa Dr Apt 38, Atlanta, GA, 30313	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431976	CLM	Sam Ray	1998-10-01	UHC-71219-67	3219583527	9124 Spring St, Charlotte, NC, 28299	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429557	CLM	Alexis Elliott	1987-05-15	UHC-17159-14	—	1711 Canyon Rd Apt 33, Tempe, AZ, 85260	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429159	CLM	Jason Z Thompson	—	—	—	1783 Indian School Rd, Nashville, TN, 37241	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-431732	CLM	Yuki Williamson	—	UHC-67835-34	2598489270	4914 Sage Ct, Jacksonville, FL, 32270	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-408381	CLM	Nicholas Phillips	1985-06-03	—	—	804 Cedar Ln, Mesa, AZ, 85271	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426681	CLM	Judith Larson	—	UHC-46251-99	6836498806	6318 Sunset Blvd, Columbus, OH, 43237	0.52	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more

16,411 rows, page 47 of 329Previous Next