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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24140	PRV	Christine Green	1954-06-08	—	9306245467	2440 Market St, Los Angeles, CA, 90072	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24572	PRV	Amy G Reynolds	1948-05-26	—	5556186354	5432 Meadow Ln, Tempe, AZ, 85225	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22831	PRV	Cheryl Daniels	1974-11-24	UHC-88831-98	9263879492	5417 Palm Dr, Fresno, CA, 93782	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-27475	PRV	Arthur Washington	2000-07-27	—	7256802731	7566 Willow Ct, Gilbert, AZ, 85294	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21838	PRV	Katherine Gray	1953-09-10	UHC-59420-18	6783926456	7566 Bayshore Dr, Gilbert, AZ, 85299	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24373	PRV	Doris X Carroll	1985-10-24	—	4776028146	5143 Indian School Rd, Dallas, TX, 75295	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25866	PRV	Noah Greene	1950-02-17	—	6764416981	1784 River Rd, Atlanta, GA, 30300	0.80	Phone reformatted Street suffix standardised Address re-cased 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-23758	PRV	Stephanie Chavez	1946-04-09	UHC-88000-54	9625728887	5606 Cedar Ln, Fresno, CA, 93729	0.80	Street suffix standardised Address re-cased Whitespace trimmed 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-28925	PRV	Roger Wallace	2007-10-20	UHC-81010-87	4674144459	9216 Lake View Rd, Las Vegas, NV, 89131	0.80	Street suffix standardised Address re-cased 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-24290	PRV	Beverly U Colllins	1978-09-17	UHC-66499-96	—	2916 Park Pl, Scottsdale, AZ, 85233	0.80	Street suffix standardised Address re-cased Whitespace trimmed 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-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-21216	PRV	Amy Marshall	1994-10-07	UHC-80245-87	—	555 Main St, Eden Prairie, MN, 55344	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27283	PRV	Susan C Wang	1949-05-05	—	—	7919 Sage Ct, Scottsdale, AZ, 85269	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26826	PRV	Amanda Cole	2005-10-28	—	2293378957	593 Cedar Ln, Seattle, WA, 98142	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26994	PRV	Alice Foster	1950-02-06	—	—	6836 Maple Ave, Orlando, FL, 32801	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26923	PRV	Ryan Gutierrez	1987-10-13	UHC-52264-23	—	9692 Market St, Fresno, CA, 93732	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20600	PRV	Roger Bryant	1995-03-09	—	—	1117 Forest Ave, Gilbert, AZ, 85212	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28533	PRV	Patrick Castro	1996-09-04	UHC-42767-76	2924205701	6815 Canyon Rd, Dallas, TX, 75201	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28351	PRV	Don Nguyen	1986-12-16	—	—	4619 Camelback Rd, Minneapolis, MN, 55424	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28870	PRV	Deborah Gordon	1995-09-18	UHC-25449-95	3019583669	5176 Mesa Dr, San Diego, CA, 92158	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25033	PRV	Walter Washington	1981-12-16	UHC-34661-92	5097985418	6312 Park Pl, Nashville, TN, 37285	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26005	PRV	Steven Espinoza	1947-08-14	UHC-18936-71	8096724689	116 Lake View Rd, Dallas, TX, 75225	0.80	Name re-cased Street suffix standardised Address re-cased 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-29229	PRV	Emma Richardson	1980-10-14	—	7188204004	877 Central Ave, Phoenix, AZ, 85058	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-29228	PRV	Emma Richardson	1980-10-14	—	7188204004	877 Central Ave, Phoenix, AZ, 85058	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-21694	PRV	Julia McDonald	1999-01-04	—	9039003988	9310 Washington St, Houston, TX, 77028	0.80	Date of birth reformatted Street suffix standardised Address re-cased 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-28114	PRV	Margaret Yang	1987-12-28	UHC-98394-52	9723820513	45 Park Pl, Tucson, AZ, 85717	0.80	Name re-cased Street suffix standardised Address re-cased 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-26633	PRV	Danielle Lawrence	1983-11-02	—	7698663216	9652 Mesa Dr, Houston, TX, 77069	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-25590	PRV	Martha Gardner	1995-11-13	—	4033281179	5940 Pine Dr, Columbus, OH, 43207	0.80	Date of birth reformatted Street suffix standardised Address re-cased 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-24991	PRV	Michael Barnes	1951-12-12	UHC-61882-38	2883789898	8521 Desert Sky Blvd, Jacksonville, FL, 32220	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26367	PRV	Frank Carpenter	1999-02-27	UHC-16808-12	7222778346	1999 Cedar Ln, Austin, TX, 78737	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-26966	PRV	Randy Soto	1943-12-07	UHC-23233-32	8336914874	8000 Pine Dr, Dallas, TX, 75231	0.80	Date of birth reformatted Street suffix standardised Address re-cased 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-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-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
PRV-21154	PRV	Greg Barnes	2008-07-05	—	4102328143	1753 Bayshore Dr, Dallas, TX, 75241	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24379	PRV	Kathryn T Gonzalez	1988-08-13	—	—	4472 Main St, Minneapolis, MN, 55483	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26457	PRV	Kayla Rice	1997-11-11	UHC-34816-40	5106258098	3442 Church St, Gilbert, AZ, 85272	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28363	PRV	Nicole Nunez	1991-08-12	—	4878063447	1464 Cedar Ln, Austin, TX, 78747	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21660	PRV	Mary Schmidt	1977-05-21	—	—	6452 Harbor Blvd, Miami, FL, 33132	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-27233	PRV	Cynthia Bomwan	1956-03-14	—	6612601445	5228 Market St, San Diego, CA, 92123	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared

5,405 rows, page 104 of 109Previous Next