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

Provider network, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20111	PRV	Shirley Watson	1997-06-09	—	7332586650	7724 Canyon Rd, Minneapolis, MN, 55499	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20512	PRV	King Carl	1958-02-06	UHC-56378-01	2633404744	6441 Mesa Dr, Houston, TX, 77050	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24637	PRV	—Junk	1969-06-02	UHC-33144-52	8066566365	1367 Mountain View Dr Apt 31, Glendale, AZ, 85340	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-28265	PRV	Rebecca Campbell	1938-06-11	—	5877750928	7151 Church St, Austin, TX, 78776	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-21278	PRV	Russell D Davis	1962-06-08	—	—	1029 Spring St, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
PRV-24613	PRV	Aisha G Anderson	1978-10-20	UHC-70821-83	—	2830 Indian School Rd, Plano, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-21295	PRV	Jose Jackson	1981-11-23	—	7586541092	2459 Ridge Rd # 269, Dallas, TX, 75244	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20799	PRV	Hiroshi S Richards	1983-02-20	UHC-72946-18	5832347104	7384 Valley View Dr # 899, Glendale, AZ, 85353	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24832	PRV	Luis B Simmons	2003-04-13	UHC-91105-47	9167153948	9389 Sunset Blvd, Scottsdale, AZ	0.48	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+4 more
PRV-25665	PRV	Bradley J Reyes	1949-11-12	UHC-33181-94	—	7930 Harbor Blvd # 578, Glendale, AZ, 85330	0.48	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
PRV-23100	PRV	Gregory Hudson	1954-02-04	—	5356368820	8058 Main St, Nashville, TN, 37262	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21297	PRV	Heather O Griffin	1987-08-11	—	—	8521 Palm Dr, Jacksonville, FL, 32278	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-23763	PRV	Sean Holmes	2003-08-13	UHC-34874-09	3073845941	7645 Apache Blvd, Dallas, TX, 75210	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-22021	PRV	Virginia N Carr	1959-09-19	UHC-61614-40	3254451452	9085 Church St, Dallas, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22939	PRV	Sean Vasquez	1953-03-25	UHC-70165-88	4339240463	5831 Palm Dr, Austin, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26637	PRV	Stephen Murphy	2002-07-19	—	2714775640	5656 Central Ave, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24074	PRV	David I Hernandez	1987-06-28	UHC-79977-02	—	8201 Camelback Rd, Orlando, FL	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
PRV-24075	PRV	David I Hernandez	1987-06-28	UHC-79977-02	—	8201 Camelback Rd, Orlando, FL	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
PRV-21575	PRV	Benjamin Olson	2003-05-25	UHC-22547-34	5366530115	7725 Palm Dr # 418, Las Vegas, NV, 89195	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-22554	PRV	Jacqueline Baker	1945-11-08	—	—	6071 Palm Dr, Atlanta, GA, 30360	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-21690	PRV	Adam Wright	1944-07-04	—	2908674394	7199 Sunset Blvd, Gilbert, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20577	PRV	Emma L Maldonado	1941-04-20	UHC-15232-89	5659716406	3063 Desert Sky Blvd, Gilbert, AZ, 85221	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
PRV-24679	PRV	Fatima Moreno	1957-07-16	UHC-24101-25	7582291647	7442 Oak St Apt 36, Denver, CO, 80254	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26627	PRV	AmandaJunk	1938-02-27	—	9336832337	879 Sunset Blvd, Houston, TX, 77027	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-23343	PRV	Keith Wells	1992-08-05	—	2406608858	8900 Pine Dr, Dallas, TX, 75220	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-29147	PRV	Lucia Lawon	1953-07-15	—	8128731682	4690 Highland Ave, Las Vegas, NV, 89178	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20371	PRV	Victoria Hawkins	1977-02-12	—	7876796539	1995 Spring St # 774, Las Vegas, NV, 89155	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-23116	PRV	Lucia F Edwards	1970-06-17	—	4374751530	6382 Jefferson Ave, Dallas, TX, 75299	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21762	PRV	Gerald W Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct, Gilbert, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-23253	PRV	Samuel Reyes	—	—	8256939401	445 Mesa Dr, Charlotte, NC, 28256	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22666	PRV	Kenneth Carroll	—	—	2776674397	5265 Maple Ave Apt 38, Dallas, TX, 75298	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
PRV-23213	PRV	Sarah Carlson	—	—	—	1651 Sunset Blvd, Las Vegas, NV	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
PRV-20112	PRV	Diego Payne	1962-04-18	—	7578067166	9440 Mountain View Dr, Scottsdale, AZ, 85213	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
PRV-21778	PRV	George Fernandez	1959-03-23	—	8189960415	5931 Union St, Columbus, OH	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22701	PRV	Justin Fuller	1981-05-06	UHC-95343-24	2023297842	4564 Camelback Rd, Phoenix, AZ, 85029	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25292	PRV	Kimberly R Ortega	—	—	6494069936	7148 Sage Ct, Jacksonville, FL	0.50	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
PRV-26346	PRV	Bobby Q Barnes	—	—	2505428493	7012 Lake View Rd, Jacksonville, FL	0.50	Name re-cased Date of birth missing Phone reformatted City re-cased+3 more
PRV-28260	PRV	Kevin D Matthews	1965-08-15	—	—	6609 Mesa Dr, Houston, TX, 77074	0.50	Name re-cased Phone missing area code State name converted to code Email lower-cased+3 more
PRV-21107	PRV	Mark Crawford	1942-07-15	UHC-80518-14	3363944959	9452 Mesa Dr, Eden Prairie, MN, 55398	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21737	PRV	Lawrence W Jimenez	2008-09-25	UHC-86182-19	9293218124	8191 Valley View Dr, San Antonio, TX, 78280	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
PRV-21501	PRV	Billy Morgan	1977-10-28	UHC-03233-84	8478182485	2010 Union St # 989, Denver, CO, 80224	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-25445	PRV	Janice Weaver	1973-10-17	—	6138030040	1279 Oak St, Denver, CO, 80225	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24303	PRV	Shirley Adams	1972-07-20	—	9159511274	8927 Ridge Rd # 823, Houston, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25239	PRV	Janice Marquez	1938-09-08	UHC-17144-80	—	8672 Cedar Ln, Chandler, AZ, 85253	0.50	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-20248	PRV	Grace D Rodriguez	1994-03-14	—	—	4481 Sage Ct, San Antonio, TX, 78217	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-28639	PRV	Jose Yang	1996-12-24	UHC-79343-17	6139254564	6764 Ridge Rd, Tampa, FL, 33657	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28006	PRV	Olivia Lynch	1992-07-18	UHC-54864-68	5082543013	2929 Union St, Los Angeles, CA, 90062	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21607	PRV	Brian Martin	1955-12-12	—	2929755523	8828 Cedar Ln, Seattle, WA, 98113	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-22993	PRV	Megan Olson	1945-10-28	UHC-31741-46	6704101226	3348 Ridge Rd, Los Angeles, CA, 90097	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23981	PRV	Andrea Wilson	2006-01-08	—	5248181787	4292 Pine Dr, Tempe, AZ, 85282	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

9,344 rows, page 9 of 187Previous Next