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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25825	PRV	Danielle X Cox	1943-04-12	—	7134007297	5635 Spring St, Sacramento, CA, 95887	0.74	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
PRV-25824	PRV	Danielle X Cox	1943-04-12	—	7134007297	5635 Spring St, Sacramento, CA, 95887	0.74	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
PRV-26964	PRV	Shirley Harrison	1940-04-24	—	7475212037	3720 Camelback Rd, Atlanta, GA	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-23983	PRV	Aaron Bailey	1938-10-12	UHC-83010-96	3414456706	3294 Elm St, Eden Prairie, MN, 55325	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20858	PRV	Emily N Perkiins	1988-03-16	—	8845902415	8902 Union St, San Antonio, TX, 78206	0.74	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
PRV-21540	PRV	Lawrence M Hamilton	1949-01-17	—	3662268827	8701 Sunset Blvd, Sacramento, CA, 95881	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28981	PRV	George Williamson	1953-03-23	—	3152509653	2608 Spring St, Sacramento, CA, 95879	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28440	PRV	Zachary Guerrero	1961-10-11	UHC-59045-42	9617256423	9075 Desert Sky Blvd, Chandler, AZ, 85287	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20480	PRV	Santiago Rivera	1951-02-05	—	4276567861	3442 Camelback Rd, Minneapolis, MN, 55443	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-27185	PRV	Cynthia Ray	1952-08-09	UHC-95030-16	2423345231	5099 Ocean Ave, Sacramento, CA, 95899	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21861	PRV	William F Moreno	1953-05-16	UHC-32552-30	7122664779	7067 Forest Ave, Austin, TX, 78729	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23133	PRV	Bruce V Little	1941-07-05	—	7512608776	2833 Sunset Blvd, San Diego, CA, 92115	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26161	PRV	Thompson Barbara	1967-10-28	—	6273534245	8600 Washington St, Tempe, AZ, 85233	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27513	PRV	Ana Jordan	1952-10-12	—	8845400101	5091 Washington St, Seattle, WA, 98168	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28343	PRV	Diana Ellis	1985-05-03	—	3943315576	2713 Maple Ave, Phoenix, AZ, 85047	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23922	PRV	Stephen Hansen	1939-05-11	UHC-67426-32	—	8089 Pine Dr, Fresno, CA, 93739	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21121	PRV	Andy Rivera	1983-06-13	UHC-42281-66	9027222780	3452 Broadway, Nashville, TN	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
PRV-28577	PRV	Natalie O Rios	1962-12-13	—	4238112457	8638 Broadway, Tucson, AZ, 85787	0.74	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more
PRV-24949	PRV	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave, Las Vegas, NV, 89193	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23286	PRV	Maria Edwards	1962-11-07	UHC-00544-89	4596211591	2604 River Rd, Mesa, AZ, 85259	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27108	PRV	Donald R Hudson	1976-01-19	—	—	6764 Baseline Rd, Charlotte, NC, 28284	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23113	PRV	Justin Y Castro	1943-10-26	—	3366027995	5655 Bayshore Dr, Tucson, AZ, 85719	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21248	PRV	David Lawrence	1940-06-20	UHC-89096-30	4874963303	9104 Washington St, Fresno, CA, 93741	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22899	PRV	Philip Montgomery	1947-11-16	UHC-95197-13	9724550747	2672 Spring St, San Antonio, TX, 78211	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26844	PRV	Nathan Watkins	1974-08-06	—	7983243819	2794 Market St, Minneapolis, MN, 55461	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-28642	PRV	Jacob J Estrada	2003-02-10	—	7635246727	3162 Park Pl, Miami, FL, 33198	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28241	PRV	Priya Lopez	1947-04-09	—	2076566795	6000 Harbor Blvd, Chandler, AZ, 85296	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24774	PRV	Angela Rose	1944-09-19	UHC-67908-80	5265960167	2743 Ridge Rd, Houston, TX, 77006	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23914	PRV	Joseph Tran	1948-01-21	UHC-70624-20	7583588954	5524 Oak St, Los Angeles, CA, 90094	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27020	PRV	Nicholas Gonzalez	1964-04-11	—	6436152977	6958 Lincoln Way, Los Angeles, CA	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-29383	PRV	Raymond W Mendoza	1993-02-15	UHC-69480-21	8672698446	5981 Maple Ave, Chandler, AZ, 85268	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21955	PRV	Patricia Nichols	1945-03-18	—	3116196673	9725 Desert Sky Blvd, Eden Prairie, MN, 55397	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22475	PRV	Denise Olson	1951-05-11	—	2374533779	9865 Maple Ave, Phoenix, AZ, 85064	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27543	PRV	Aaron Nunez	1987-02-13	—	9204428633	5598 Canyon Rd, Tampa, FL, 33653	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-23005	PRV	Vincent K Smith	1954-08-27	—	3492261141	2219 Canyon Rd, San Diego, CA, 92184	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29393	PRV	Charles Marquez	1943-08-17	UHC-60230-72	7685626720	9250 Park Pl, Charlotte, NC, 28209	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27591	PRV	Debra E Spencer	2002-07-17	—	—	1364 Willow Ct, Plano, TX, 75023	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29251	PRV	Ashley Castillo	2007-03-10	UHC-36019-06	5076674217	9750 Desert Sky Blvd, Denver, CO, 80289	0.74	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
PRV-21298	PRV	John Wast	1938-01-22	UHC-39164-01	7749919668	8348 Market St, Austin, TX, 78748	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-27946	PRV	Sean A Gordon	1948-09-19	UHC-57083-46	6269540392	9787 Canyon Rd, Mesa, AZ, 85272	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29310	PRV	Jeremy Carroll	1981-07-04	—	3463307896	9384 Church St, Las Vegas, NV, 89118	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28574	PRV	John Moore	1996-04-11	—	4072061847	3523 Market St, Sacramento, CA, 95863	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-29521	PRV	Alan Harris	1946-08-05	—	6765925049	1221 Union St, Minneapolis, MN, 55422	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29204	PRV	Charles Z Jimenez	1946-02-17	UHC-25702-22	9815565596	5023 River Rd, Austin, TX, 78767	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-23716	PRV	Christian W Lane	1971-03-19	—	9039419029	5676 Meadow Ln, Jacksonville, FL, 32260	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20120	PRV	Camila Bryant	1941-07-01	UHC-78163-31	4093755405	517 Harbor Blvd, Columbus, OH, 43259	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20408	PRV	Joe Y Reid	1960-07-03	UHC-26803-21	7926307434	8020 Sunset Blvd, Seattle, WA, 98118	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
PRV-22162	PRV	Lisa J Bryant	1997-02-06	—	9268184628	5893 Meadow Ln, Nashville, TN, 37224	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-21651	PRV	Amanda Wright	1972-08-09	—	4056449641	1297 Willow Ct, Charlotte, NC, 28241	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21652	PRV	Amanda Wright	1972-08-09	—	4056449641	1297 Willow Ct, Charlotte, NC, 28241	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

1,737 rows, page 18 of 35Previous Next