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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29257	PRV	Roger Luna	1960-10-11	—	8308053037	2436 Indian School Rd, Miami, FL, 33148	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-25803	PRV	Christine Fuller	1976-04-25	UHC-04747-15	3417450937	9726 Valley View Dr, Glendale, AZ, 85323	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-27775	PRV	Megan Pena	1972-03-24	—	3896438845	5555 River Rd, Nashville, TN, 37285	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-26814	PRV	Philip Fox	1993-12-25	—	8124455250	9588 Highland Ave, Tucson, AZ, 85711	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-22248	PRV	Joe Turner	1997-09-21	—	6117624390	3679 Lincoln Way, Denver, CO, 80227	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-28353	PRV	Betty Weber	1956-07-23	—	5507961997	9852 Spring St, Miami, FL, 33118	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-27885	PRV	Sandra F Roberts	1941-06-03	UHC-36051-31	4937919974	2636 Union St, Austin, TX, 78751	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-24498	PRV	Doris Lee	1970-03-07	UHC-29225-43	—	5764 Lake View Rd, Charlotte, NC, 28211	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-28381	PRV	Debra Rios	1947-12-07	—	—	9593 Valley View Dr, San Antonio, TX, 78244	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21429	PRV	Josh Castro	2008-03-20	—	6165994210	5488 Union St, Denver, CO, 80218	0.80	Phone reformatted State name converted to code Email lower-cased Placeholder values cleared
PRV-24402	PRV	Denise Wells	1998-09-06	—	4648588774	8604 Lincoln Way, Columbus, OH, 43232	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-28544	PRV	Amber Olson	1965-06-20	—	6602446586	1119 Mesa Dr, Tempe, AZ, 85254	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-20984	PRV	Ethan O Arnold	2005-02-01	UHC-72887-01	6176874926	1015 Oak St, Gilbert, AZ, 85286	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
PRV-22896	PRV	George Murray	1964-10-14	—	5265528474	2753 Central Ave, Columbus, OH, 43225	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-23290	PRV	Kelly F Wheeler	1975-11-17	UHC-91238-92	9579872902	4067 Washington St, Orlando, FL, 32855	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-23535	PRV	Melssa I Yaang	1987-12-10	UHC-44188-65	5858799368	5216 Bayshore Dr, Orlando, FL, 32897	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-27462	PRV	Thomas Gonzalez	1975-09-24	UHC-73038-56	8923921982	1811 Indian School Rd, Phoenix, AZ, 85024	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-27718	PRV	Mark M Marquez	1953-02-28	—	7106427661	3821 Ridge Rd, Las Vegas, NV, 89133	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
PRV-26515	PRV	Janet Tran	1986-08-20	UHC-03218-96	6709017122	2658 Broadway, Phoenix, AZ, 85018	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-26514	PRV	Janet Tran	1986-08-20	UHC-03218-96	6709017122	2658 Broadway, Phoenix, AZ, 85018	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-25805	PRV	Bradley F Patterson	1990-01-05	—	2059186356	859 Valley View Dr, Scottsdale, AZ, 85241	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-25071	PRV	Susan Jakkson	1997-01-05	—	8678020946	4616 Sunset Blvd, Chandler, AZ, 85290	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-21091	PRV	Mari Munoz	1974-05-22	—	6357179000	7712 Cedar Ln, Tempe, AZ, 85257	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-20294	PRV	Reid Santiago	1991-05-21	UHC-51553-43	2282241894	8160 Willow Ct, Sacramento, CA, 95874	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21392	PRV	Shirley Harris	1973-06-03	—	4574226987	7248 Broadway, Chandler, AZ, 85269	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-26551	PRV	Sean Yang	1978-12-20	—	6989019021	7871 Desert Sky Blvd, Miami, FL, 33194	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-28159	PRV	Cheryl Ward	1988-01-06	UHC-07157-64	3439568671	1620 Lake View Rd, Denver, CO, 80204	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
PRV-24680	PRV	Lisa Y Gray	2004-05-26	UHC-96835-03	5925444149	1231 Hillcrest Rd, Chandler, AZ, 85212	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21191	PRV	Marcus Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21494	PRV	Emma O Red	1991-06-07	—	—	161 Desert Sky Blvd, Charlotte, NC, 28294	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-24357	PRV	Pamela Hughes	1962-02-24	—	—	4681 Bayshore Dr, Sacramento, CA, 95823	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
PRV-20611	PRV	Austin Cox	1973-03-17	UHC-51901-82	2669825790	6963 Maple Ave, Scottsdale, AZ, 85267	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
PRV-28035	PRV	Deborah Perry	1941-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.82	Phone reformatted City re-cased State name converted to code
PRV-28036	PRV	Deborah Perry	1941-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.82	Phone reformatted City re-cased State name converted to code
PRV-25695	PRV	Cynthia Lopez	2003-11-17	—	3319725403	4377 Washington St, Austin, TX, 78715	0.82	Phone reformatted State name converted to code Placeholder values cleared
PRV-25130	PRV	Alexis J West	1996-10-23	—	—	5812 Church St, Dallas, TX, 75264	0.82	State name converted to code Email lower-cased Placeholder values cleared
PRV-20500	PRV	Abigail O Perkins	1971-04-28	UHC-99873-07	—	7914 Oak St, Columbus, OH, 43289	0.82	Name re-cased Date of birth reformatted State name converted to code
PRV-28456	PRV	Shirley Patel	1990-11-08	—	—	8596 Mountain View Dr, Fresno, CA, 93740	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
PRV-27664	PRV	Sara Gordon	1942-10-07	—	3573169412	7925 Highland Ave, Tampa, FL, 33697	0.82	Phone reformatted State name converted to code Placeholder values cleared
PRV-26840	PRV	Paul T Murphy	1961-07-18	—	7627601954	4643 Main St, Tucson, AZ, 85747	0.82	Phone reformatted State name converted to code Placeholder values cleared
PRV-26162	PRV	Kenneth Gonzales	1994-09-09	UHC-22366-98	—	2617 Cedar Ln, Chandler, AZ, 85216	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22657	PRV	Anthony Jackson	1944-11-05	UHC-65660-68	9219517579	561 Main St, Los Angeles, CA, 90035	0.82	City re-cased State name converted to code Placeholder values cleared
PRV-24015	PRV	Katherine N Porter	1945-05-01	UHC-30660-13	7955121059	8266 Lincoln Way, Eden Prairie, MN, 55386	0.82	Phone reformatted State name converted to code Placeholder values cleared
PRV-27014	PRV	Heather Chavez	1947-10-03	UHC-48341-50	2995580953	698 Apache Blvd, Miami, FL, 33189	0.82	Phone reformatted State name converted to code Placeholder values cleared
PRV-21146	PRV	Abigail Andrews	1980-05-16	—	8794888751	499 Lincoln Way, Minneapolis, MN, 55455	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
PRV-22202	PRV	Elijah Aguilar	1996-12-19	UHC-11836-39	—	1294 Sage Ct, Jacksonville, FL, 32292	0.82	City re-cased State name converted to code Placeholder values cleared
PRV-27586	PRV	Anthony Hernandez	1986-02-11	UHC-00616-73	5736512891	9401 Central Ave, Orlando, FL, 32845	0.82	Phone reformatted State name converted to code Placeholder values cleared
PRV-26622	PRV	Douglas Stevens	2003-03-17	—	—	7040 Oak St, Columbus, OH, 43236	0.82	Name re-cased State name converted to code Placeholder values cleared
PRV-25119	PRV	Robert Jacobs	1957-03-14	—	5642961872	6001 Canyon Rd, Jacksonville, FL, 32224	0.82	City re-cased State name converted to code Placeholder values cleared
PRV-22449	PRV	Julia Jensen	1958-06-21	UHC-89834-38	3894618707	6824 Broadway, Phoenix, AZ, 85014	0.82	Date of birth reformatted State name converted to code Placeholder values cleared

926 rows, page 18 of 19Previous Next