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 “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
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-21621	PRV	George Sanchez	1978-02-18	—	4369833465	2945 Elm St, Miami, FL	0.80	Name re-cased Phone reformatted ZIP missing 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-26552	PRV	Arjun B Palmer	1946-06-25	—	5404493938	6417 Canyon Rd, Mesa, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27424	PRV	Michael V Cole	1958-07-12	UHC-18134-27	5285998440	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-26458	PRV	Kayla Rike	1997-11-11	—	5106258098	3442 Church St, Gilbert, AZ, 85272	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-24389	PRV	Natalie Medina	1945-12-24	UHC-96777-36	9484023277	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-21825	PRV	Sophia Lynch	1967-10-21	UHC-01980-86	7369644069	—	0.80	Name re-cased Gender normalised Whitespace trimmed 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-25321	PRV	Kevin Cunningham	1962-09-09	UHC-16646-65	—	4566 Forest Ave, Phoenix, AZ, 85099	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-21383	PRV	Angela Kennedy	—	—	—	890 Forest Ave, Dallas, TX, 75239	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-24874	PRV	Virginia Morgan	1998-09-03	UHC-03695-08	9238712495	337 Elm St, Mesa, AZ, 85252	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-21507	PRV	Marilyn Aguilar	1977-06-02	—	2763483797	3638 Bayshore Dr, Dallas, TX, 75200	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28445	PRV	Kathryn Wilson	1995-04-08	—	—	4396 Sage Ct, Chandler, AZ, 85243	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-22598	PRV	Willie Rivera	1960-07-07	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-22588	PRV	Catherine Q Marquez	2000-01-20	UHC-51377-30	3005268145	5431 Church St, Austin, TX, 78725	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22699	PRV	Rachel Sullivan	1999-10-18	UHC-71527-15	5297174849	2625 Grand Ave, Eden Prairie, MN, 55312	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-21821	PRV	Camila Jimanez	1975-10-02	UHC-71123-92	3483648738	9655 Meadow Ln, Plano, TX, 75028	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23344	PRV	Kimberly Webb	2001-10-11	UHC-74710-86	—	1437 Grand Ave, Nashville, TN, 37292	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-25230	PRV	Brittany X Roomero	1966-01-05	—	5289386055	1928 Maple Ave, Austin, TX	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-26870	PRV	Karen P Hoffmman	1997-12-06	—	8393562660	7045 Mesa Dr, Las Vegas, NV, 89150	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-23389	PRV	Alice Ortega	1948-01-20	UHC-20128-12	7567665648	4708 Camelback Rd, Miami, FL, 33194	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-24369	PRV	Mason Lucas	1969-06-01	UHC-82569-27	4385568143	2967 Mesa Dr, Chandler, AZ, 85200	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-20066	PRV	Austin Stone	1949-11-17	—	4625530574	4169 Jefferson Ave Apt 22, Chandler, AZ, 85252	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-23176	PRV	Gabriel Ferguson	1942-03-27	UHC-41111-77	—	8354 River Rd, Plano, TX, 75087	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-26706	PRV	Christina Graham	1948-09-14	UHC-81316-40	2953714632	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-25162	PRV	Robert Soto	1978-02-19	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20289	PRV	Andrew Morgan	1987-12-08	UHC-78457-24	8403931682	—	0.80	Name re-cased Phone reformatted Gender normalised 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-24351	PRV	Austin Wood	1985-10-06	UHC-01868-34	—	5714 Cedar Ln, Atlanta, GA, 30356	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-26075	PRV	Samantha I Torres	1954-08-20	UHC-71644-84	—	5874 Sunset Blvd, Austin, TX, 78717	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23452	PRV	Megna S Herrera	1991-02-23	—	—	4453 Indian School Rd, Denver, CO, 80228	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-24117	PRV	Raymond Banks	1966-04-28	—	—	3219 Grand Ave, Eden Prairie, MN, 55344	0.80	Name re-cased Street suffix standardised Address re-cased 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-27839	PRV	Theresa Rios	2008-07-20	UHC-59751-66	—	3083 Sage Ct, Houston, TX, 77063	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-24499	PRV	Sean Meyer	1949-11-03	—	4655735390	158 Mesa Dr, Tucson, AZ, 85781	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-26567	PRV	Juan Medina	1967-05-10	UHC-12396-73	3984514614	1799 Bayshore Dr, Los Angeles, CA, 90075	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-25715	PRV	Ann Kennedy	1955-04-17	UHC-55225-29	—	5760 Cedar Ln, Chandler, AZ, 85261	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
PRV-27083	PRV	Timothy O Griffin	1977-11-03	UHC-74484-31	6443016484	3387 Hillcrest Rd, Austin, TX, 78761	0.80	Name re-cased Two-digit birth year Phone reformatted 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-28453	PRV	Joan T Coleman	2002-05-25	—	5514246119	6592 Willow Ct Apt 32, Tampa, FL, 33636	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
PRV-26366	PRV	Jacob Ramirez	1979-06-01	UHC-89226-72	2072070968	6959 Willow Ct, Tempe, AZ, 85296	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
PRV-29302	PRV	Carolyn Cruz	1942-04-06	—	—	6979 Market St, Orlando, FL, 32876	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-26148	PRV	Julia Garza	1951-12-07	—	—	9030 Indian School Rd, Las Vegas, NV, 89162	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
PRV-24604	PRV	Barbara C Fisher	1938-06-16	—	5728819269	4226 Church St, Orlando, FL, 32822	0.82	Name re-cased Street suffix standardised Address re-cased
PRV-28210	PRV	Raymond Q Reed	1997-07-04	—	—	8798 Lincoln Way, Orlando, FL, 32856	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
PRV-21207	PRV	Benjamin Richardson	1958-04-17	—	5606446879	6480 Indian School Rd Apt 15, Dallas, TX, 75277	0.82	Name re-cased Unit split from street Placeholder values cleared
PRV-24716	PRV	Rachel Allen	1990-08-27	—	9706551598	1261 Lake View Rd, Chandler, AZ, 85284	0.82	Name re-cased Gender normalised Placeholder values cleared
PRV-25021	PRV	Elijah Richardson	1951-04-02	UHC-63367-57	—	3875 Park Pl, Orlando, FL, 32864	0.82	Name re-cased Gender normalised Placeholder values cleared
PRV-26373	PRV	Marilyn Hawkins	2002-08-22	UHC-70032-40	6467135533	7537 Pine Dr, Tempe, AZ, 85255	0.82	Name re-cased Two-digit birth year Placeholder values cleared

3,816 rows, page 58 of 77Previous Next