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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25098	PRV	Jack Campbell	1968-03-16	—	3043260715	1440 Grand Ave # 603, Las Vegas, NV, 89133	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-20926	PRV	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct, Seattle, WA, 98164	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-26691	PRV	Megan Hanson	—	UHC-19714-34	6966467182	416 Meadow Ln, Los Angeles, CA, 90095	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20031	PRV	Mark Burke	1994-05-26	—	9533274220	4572 Forest Ave, Nashville, TN, 37289	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20468	PRV	Sophia D Hanson	1969-04-26	—	3236540001	975 Washington St, Nashville, TN, 37283	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27134	PRV	Sandra Harrison	1957-10-15	—	4985179661	9330 Lincoln Way Apt 19, Eden Prairie, MN, 55337	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-27156	PRV	Jacob Jackson	1949-03-05	—	3796739736	1810 Palm Dr, Charlotte, NC, 28221	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27155	PRV	Jacob Jackson	1949-03-05	—	3796739736	1810 Palm Dr, Charlotte, NC, 28221	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20328	PRV	Sara Ortega	1976-02-06	—	9146019464	5180 Church St, Fresno, CA, 93729	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22500	PRV	Lawrence L Morrison	1965-09-14	UHC-89838-16	8405275947	2495 Pine Dr, Miami, FL, 33199	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28919	PRV	Raymond Peters	1972-08-03	—	9416962019	2221 Lake View Rd Apt 31, Austin, TX, 78732	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
PRV-22020	PRV	Alexander Davis	1979-12-27	—	2927474296	8974 Elm St, Scottsdale, AZ, 85295	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20351	PRV	Janice Z Luna	1976-10-02	—	2433521738	6923 Palm Dr, Tucson, AZ, 85763	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26503	PRV	Sean Tucker	1942-02-27	UHC-15420-32	6769874210	4803 Canyon Rd, Minneapolis, MN, 55433	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23060	PRV	Rachel Walker	1941-06-28	UHC-14561-82	5094724333	6112 Elm St, Gilbert, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26897	PRV	Barbara O Patel	1957-02-05	—	2108121415	6265 Bayshore Dr, Houston, TX, 77093	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26211	PRV	Mason Ortiz	2008-02-08	—	8272432942	9428 Lake View Rd, Tempe, AZ, 85262	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26212	PRV	Mason Ortiz	2008-02-08	—	8272432942	9428 Lake View Rd, Tempe, AZ, 85262	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20104	PRV	Mary Willis	1956-06-18	—	2426780770	8319 Main St, Mesa, AZ, 85263	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20884	PRV	Wei X Bailey	—	—	3469124284	8300 Park Pl, Mesa, AZ, 85214	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24592	PRV	Samntha Harris	1987-07-06	UHC-52365-84	8146778222	3707 Apache Blvd, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20556	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-20555	PRV	Obrien Valentina	1965-06-13	UHC-50153-59	8578412143	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-29348	PRV	Madison Q Wilson	1946-10-13	UHC-30657-32	4765947630	1800 Lake View Rd, Atlanta, GA, 30366	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25550	PRV	Robert Russell	1983-09-05	—	2503665877	9166 Pine Dr, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23310	PRV	Jerry L Riley	1941-10-02	—	9317839840	4607 Pine Dr, Charlotte, NC, 28214	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
PRV-23567	PRV	Janet Sanders	1963-04-02	—	3977111586	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-21287	PRV	Mason Duncan	1984-04-28	UHC-64676-94	7874786941	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26036	PRV	Melissa Ramos	2002-06-10	—	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29493	PRV	Sara Nunez	1940-06-09	UHC-01441-42	8917198125	3337 Market St, Los Angeles, CA, 90049	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27292	PRV	Frances Phillips	1964-10-25	—	9358982434	128 Union St, Fresno, CA, 93735	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-23717	PRV	Barbara Fox	1964-06-23	—	9595297462	4433 Ridge Rd, Tempe, AZ, 85288	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28090	PRV	Sofia G Price	1970-08-23	—	7288038801	2370 Spring St, Phoenix, AZ, 85001	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23586	PRV	Jeffrey K Simmons	1979-02-02	UHC-58774-62	3167035601	5421 Bayshore Dr, Chandler, AZ, 85295	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23984	PRV	Elizabeth Z Martinez	1998-12-22	—	9147412783	2780 Desert Sky Blvd, Atlanta, GA, 30343	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29572	PRV	Madison U Thomas	1945-05-25	UHC-45958-44	3853863289	9336 Maple Ave Apt 25, Minneapolis, MN, 55440	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-27275	PRV	Harold Rios	1982-09-28	UHC-13868-34	4829563325	2214 Harbor Blvd, Minneapolis, MN, 55447	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24652	PRV	Vincent R Barnes	1999-01-17	UHC-01375-61	8164990462	863 Meadow Ln, Plano, TX, 75067	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22950	PRV	Robert Hansen	1939-12-07	—	6248344740	9514 Washington St, Gilbert, AZ, 85279	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25005	PRV	Michelle Andrews	1993-08-24	—	2377871199	6315 Highland Ave, Orlando, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-26692	PRV	David P Jenkins	2003-05-05	UHC-89133-69	3335485373	4240 Jefferson Ave, Minneapolis, MN, 55496	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-23552	PRV	Alice Alvarez	2007-10-06	UHC-16932-07	8704290398	1521 Harbor Blvd, Eden Prairie, MN, 55373	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23366	PRV	Ralph Arnold	1951-08-10	—	7419684318	1384 Canyon Rd, Plano, TX, 75089	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-22174	PRV	Jason Fowler	1941-08-26	UHC-57273-87	9437245381	7152 Willow Ct, Dallas, TX, 75239	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22986	PRV	Angela Moreno	1984-07-14	UHC-73326-27	9135859151	5944 Park Pl, Houston, TX, 77001	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20072	PRV	—Junk	1953-11-08	—	7694205801	9437 Valley View Dr, Denver, CO, 80280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25986	PRV	Heather Freeman	1961-09-08	—	2063831906	2537 Grand Ave Apt 15, Orlando, FL, 32846	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28468	PRV	Vincent N Knight	1984-07-24	UHC-99113-10	3082349708	2594 Sunset Blvd, Phoenix, AZ, 85002	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23523	PRV	Elizabeth Young	1979-01-13	UHC-34103-14	8986447921	6703 Sage Ct Apt 14, Miami, FL, 33133	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26647	PRV	Nicole Q Thomas	1999-04-10	—	9309184924	5300 Maple Ave, Mesa, AZ, 85212	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

5,906 rows, page 29 of 119Previous Next