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-22393	PRV	Ralph S Jacobs	1973-08-05	UHC-30664-27	3638756339	164 Ocean Ave, San Diego, CA, 92168	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28214	PRV	Shirley Murray	1962-02-06	—	2977247218	1832 Apache Blvd, Denver, CO, 80267	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21074	PRV	Scott G Schultz	1938-06-06	UHC-40594-68	4324935516	6925 Bayshore Dr, Tampa, FL, 33699	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26404	PRV	Debra I Holmes	2003-01-12	UHC-55286-16	6024796303	6762 River Rd, Eden Prairie, MN, 55326	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28151	PRV	Austin Gibson	1985-01-01	—	9874511269	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-25306	PRV	Dorothy E Griffin	2006-12-03	—	2758475394	3762 Market St, Glendale, AZ, 85321	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-22114	PRV	Ryan M Duncan	2002-11-20	—	5002363668	8674 Willow Ct, Plano, TX, 75024	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25294	PRV	Hiroshi Wheeler	1997-03-16	UHC-60484-53	3375869545	7748 Palm Dr, Chandler, AZ, 85214	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20737	PRV	Jerry X Johnson	1966-05-03	—	5653390096	5614 Palm Dr, San Diego, CA, 92125	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
PRV-28285	PRV	Catherine T Taylor	1942-11-26	—	9615333401	7794 Park Pl, Las Vegas, NV, 89146	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-20664	PRV	Nancy Bennett	1940-03-16	UHC-28664-92	4122555921	7655 Bayshore Dr, Denver, CO, 80244	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28323	PRV	Sarah Lewis	2001-04-11	—	5842271463	2010 Sunset Blvd, Dallas, TX, 75240	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21726	PRV	Noah Pena	1977-02-21	—	7034408565	3855 Harbor Blvd, Glendale, AZ, 85350	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-24005	PRV	Doris Dominguez	2001-12-16	—	7916207064	6256 Sunset Blvd, Scottsdale, AZ, 85220	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23918	PRV	Edward Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-23917	PRV	Edward Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-24753	PRV	Doris Anderson	1940-06-16	UHC-85647-30	4764683227	5796 Broadway, Sacramento, CA, 95828	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-21764	PRV	Emmily Wong	1977-02-10	—	5278687953	3028 Maple Ave, Tampa, FL, 33624	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24077	PRV	Ann Mendez	1964-02-12	UHC-31441-46	3168489959	9039 Hillcrest Rd, Plano, TX, 75042	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22034	PRV	Justni Greene	1999-05-08	—	2496667165	198 Harbor Blvd, Nashville, TN	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28748	PRV	Kevin Guzman	—	—	2788808571	—	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22263	PRV	Jacob U Mills	1972-01-05	—	6163873521	4896 Mountain View Dr, Houston, TX, 77034	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-27328	PRV	Luis Cole	1976-05-18	—	5127429601	1216 Grand Ave, Charlotte, NC, 28279	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27573	PRV	Davis Zechary	1984-02-12	—	8209605083	6064 Main St, Charlotte, NC, 28293	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
PRV-26607	PRV	Jose Hernandez	2008-07-01	—	7046766439	8649 Camelback Rd, Columbus, OH, 43271	0.80	Name re-cased Phone reformatted ZIP+4 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-25680	PRV	Judith Li	1976-04-07	UHC-83073-66	2707659891	3151 Ridge Rd, Eden Prairie, MN, 55355	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29336	PRV	Ralph W Wood	—	UHC-68877-11	2908299688	5440 Lake View Rd, Charlotte, NC, 28250	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
PRV-22599	PRV	Jack Mitchell	1965-09-25	—	7042190444	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26209	PRV	Katherine Adams	1942-07-08	—	6486388366	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27873	PRV	Christina T Lawrence	2006-09-09	—	9247099607	8599 Sage Ct, Chandler, AZ, 85279	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28247	PRV	Ruth Meier	2005-06-19	UHC-88349-27	8647358107	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28982	PRV	Olivia Myers	2008-06-12	UHC-72847-85	9597923349	369 Apache Blvd, Los Angeles, CA, 90023	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27340	PRV	Carol C Meyer	1979-07-21	UHC-67181-84	2429489581	3897 Camelback Rd, Nashville, TN, 37265	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-26970	PRV	Carol M Franklin	1938-04-22	UHC-98866-30	2245307140	8103 Union St, Tempe, AZ, 85292	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27987	PRV	Sandra L Wilson	1938-12-11	—	3998036007	3901 Forest Ave, Dallas, TX, 75245	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-22806	PRV	Kevin Willis	1965-03-08	—	3349820388	3862 Washington St, Denver, CO, 80231	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21307	PRV	Susan Perez	1949-07-28	UHC-63932-33	7632615146	4019 Sage Ct, Nashville, TN, 37255	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-29367	PRV	Santiago Burton	1998-05-26	—	4428302308	3029 Willow Ct, Orlando, FL, 32897	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-23830	PRV	Jeffrey Black	1992-05-01	—	5815222630	4422 Palm Dr, Eden Prairie, MN, 55307	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-22383	PRV	Ryan Robinnson	1946-08-04	—	5448338811	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-21609	PRV	Timothy T Soto	2005-11-09	—	3706730342	5441 Sunset Blvd, Phoenix, AZ, 85068	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27731	PRV	Patrick D Lewis	1939-02-28	UHC-79870-10	3399818213	9157 Camelback Rd, Dallas, TX, 75286	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21445	PRV	Samuel K Cruz	1982-01-09	—	8487267946	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26700	PRV	Lori P Hamilton	1961-09-04	—	8493519558	5330 Main St, Columbus, OH, 43205	0.80	Phone reformatted Street suffix standardised Address re-cased Email lower-cased
PRV-26671	PRV	Lawrence M Gonzalez	1989-09-19	—	3114086887	4187 Spring St, Phoenix, AZ, 85036	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23957	PRV	Angela Mills	1960-06-23	UHC-64930-03	3153350659	293 Indian School Rd, Atlanta, GA, 30392	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-29363	PRV	Randy Scott	1973-03-08	UHC-99947-20	4326178920	2010 Sunset Blvd, Tampa, FL, 33625	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28107	PRV	Alexis Bennett	1968-06-04	UHC-65598-14	9674333853	8577 Broadway, Sacramento, CA, 95882	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26781	PRV	Doris Meija	1971-01-16	—	3023389122	5866 Maple Ave, Atlanta, GA, 30315	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

5,906 rows, page 87 of 119Previous Next