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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22668	PRV	Doris Stewart	1968-03-04	—	6194511077	5776 Sage Ct # 203, Minneapolis, MN, 55480	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24545	PRV	Angela Willis	1984-11-27	UHC-64489-28	3892245136	4786 Hillcrest Rd, Seattle, WA, 98195	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-27983	PRV	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23582	PRV	Debbie X Jimenez	1956-11-20	—	—	5416 Market St, Orlando, FL, 32873	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24036	PRV	Doris Singh	1950-09-25	UHC-06680-50	4216081762	7706 Sage Ct, Las Vegas, NV, 89120	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-22314	PRV	Emily Ellis	2001-01-27	UHC-19306-54	9315959115	321 Sage Ct, Austin, TX, 78748	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26476	PRV	Jennifer Jensen	2001-10-28	UHC-53962-93	2922800161	512 Main St, Houston, TX, 77030	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20035	PRV	Mariana Turner	1997-07-23	—	3437119710	9224 Sage Ct, Nashville, TN, 37264	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24456	PRV	Logan S Romero	1948-08-03	UHC-29691-98	2163386986	3367 Central Ave, Los Angeles, CA, 90020	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29106	PRV	Cheryl Jordan	2003-06-06	UHC-20575-37	5728804657	9780 Forest Ave, San Antonio, TX, 78296	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
PRV-20563	PRV	Harvey Y Teresa	1995-07-24	UHC-30222-34	—	4064 Palm Dr, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26053	PRV	Vasquez Pamela	1965-10-16	—	8414621454	7641 Palm Dr, Houston, TX, 77027	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21440	PRV	Kelly J Wight	1988-08-05	UHC-66125-58	3649000823	4952 Mesa Dr, San Antonio, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23518	PRV	Carlos Alvarez	1977-10-26	—	7704001467	4812 River Rd, Dallas, TX, 75238	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25211	PRV	James Mejia	1976-04-10	—	5676864892	1966 Palm Dr, Columbus, OH, 43262	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-29487	PRV	Lucia Castillo	1989-12-02	—	—	413 Ocean Ave, Miami, FL, 33108	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26035	PRV	Melissa Ramos	2002-06-10	—	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24420	PRV	Danielle Ramirez	1966-02-11	UHC-72750-13	—	8031 Spring St, Miami, FL, 33107	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-29156	PRV	Marcus Valdez	1964-02-25	UHC-98477-89	2883200427	7713 Ridge Rd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26068	PRV	Amy Lynch	2007-07-28	—	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26397	PRV	Aaron Soto	1985-01-05	UHC-84486-65	3543586621	505 Washington St, Fresno, CA, 93711	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24825	PRV	Nicholas Alexander	1989-04-25	UHC-55928-14	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23757	PRV	Heather Pierce	1975-03-11	—	8969681540	1540 Maple Ave Apt 11, San Antonio, TX, 78253	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26345	PRV	Brittany Snyder	1940-04-21	—	9547843216	1147 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25570	PRV	Ronald Long	1972-07-10	—	—	3301 Oak St, Charlotte, NC, 28270	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20288	PRV	Gloria H Dunn	1982-05-22	—	5967125464	938 Elm St, Atlanta, GA, 30329	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20204	PRV	Brandon Jackson	1938-03-22	—	—	9363 Bayshore Dr, Atlanta, GA, 30335	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
PRV-23103	PRV	Lawrence Bishop	1986-08-04	UHC-76858-34	4372496513	9670 Camelback Rd, Gilbert, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28804	PRV	Don Freeman	1947-02-17	—	6004342609	1080 Palm Dr, Tucson, AZ, 85769	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29440	PRV	Andrea Y Evans	2002-01-12	—	9764107105	6496 Spring St, Sacramento, CA, 95847	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21735	PRV	Steven Y Ortega	1941-03-27	UHC-06063-03	2828626106	1456 Jefferson Ave, Tempe, AZ, 85239	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-29486	PRV	Lucia J Castillo	1989-12-02	UHC-03398-73	—	413 Ocean Ave, Miami, FL, 33108	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27211	PRV	Bruce Cruz	1981-12-23	UHC-98583-63	7274964163	5953 Elm St, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27874	PRV	Rebecca D Meendoza	2006-03-10	—	—	9585 Baseline Rd # 463, Houston, TX, 77094	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27266	PRV	Grace Owens	1972-01-25	UHC-29617-42	8243192196	685 Apache Blvd Apt 12, Dallas, TX, 75211	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24381	PRV	Douglas Carpenter	1945-07-21	—	4924136877	3423 Jefferson Ave, Tampa, FL, 33648	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
PRV-23688	PRV	Frances Elliott	1958-02-18	UHC-93061-35	9118649287	2493 Maple Ave, Chandler, AZ, 85243	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20434	PRV	Bryan Cruz	1941-08-23	—	5412833470	2664 Park Pl Apt 16, Eden Prairie, MN, 55330	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25031	PRV	Joe Powell	1960-07-20	UHC-80342-40	—	5587 Harbor Blvd, Tampa, FL, 33642	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23924	PRV	Brian I Myers	1996-02-11	—	2775774358	9050 Mesa Dr, Tempe, AZ, 85221	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22542	PRV	Mei Hicks	1988-06-05	—	2482948291	8342 Lake View Rd, Chandler, AZ, 85284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24138	PRV	Walter Medina	2008-11-16	UHC-70862-60	7669759855	974 Canyon Rd, Tempe, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26197	PRV	Justin G Griffin	1966-09-20	UHC-52595-90	4024591325	5035 Mesa Dr, Jacksonville, FL, 32285	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23224	PRV	Juan Gilbert	2007-03-14	UHC-46118-29	—	354 Baseline Rd, Jacksonville, FL, 32286	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25689	PRV	Jonathan U Le	1978-08-09	—	8089783259	8427 Valley View Dr, Phoenix, AZ, 85016	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-25641	PRV	Danielle Wheeler	1997-09-09	UHC-34384-77	6762114890	3755 Church St, Houston, TX, 77002	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20655	PRV	Russell Wood	1958-08-17	UHC-18978-12	6504591886	667 Lake View Rd, Phoenix, AZ, 85043	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22313	PRV	Willie Matthews	1983-07-16	—	9876586293	3649 Mountain View Dr, Jacksonville, FL, 32209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24428	PRV	Mariana M Robertson	2004-08-20	UHC-59750-05	—	5340 Desert Sky Blvd, Denver, CO, 80211	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28400	PRV	Maria Y Jackson	1958-12-04	UHC-58867-15	2334720836	6174 Apache Blvd, Tucson, AZ, 85770	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

5,462 rows, page 44 of 110Previous Next