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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24566	PRV	Jack M Barnes	1979-04-24	UHC-75054-56	—	3185 Washington St, Las Vegas, NV, 89125	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25471	PRV	Scott Alvarado	1973-09-21	—	9649297388	5896 Hillcrest Rd, Glendale, AZ, 85399	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21589	PRV	Jessica Alexander	1973-06-17	—	—	5403 Jefferson Ave, Phoenix, AZ, 85034	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-21655	PRV	Rebecca Franklin	2008-01-09	UHC-18936-06	8234147070	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-22250	PRV	Jason Cole	1993-10-28	UHC-29923-13	3298091591	7591 Market St, Eden Prairie, MN, 55381	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21776	PRV	Grace Garrett	1993-10-14	UHC-31113-38	3157222991	1674 Oak St # 574, Plano, TX, 75024	0.52	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+2 more
PRV-23200	PRV	Charlotte I Payne	2005-01-13	—	4724983309	2382 Grand Ave, Glendale, AZ, 85354	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-25649	PRV	Emily Jimenez	1974-01-09	—	9217438580	2840 Spring St, Minneapolis, MN, 55416	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24735	PRV	Ryan J Hill	1966-09-13	—	3593973007	2450 Ridge Rd, Tempe, AZ, 85286	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29339	PRV	Ashley Vargas	1958-09-03	—	6805032837	9179 Cedar Ln Apt 13, Chandler, AZ, 85219	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
PRV-22404	PRV	Roger U Hawkins	2004-10-01	UHC-20801-61	2768744343	3171 Harbor Blvd, Plano, TX, 75012	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-25622	PRV	Russell Valedz	1968-04-09	UHC-94337-10	6368216455	1589 Willow Ct, Tampa, FL, 33652	0.52	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-28113	PRV	Grace Wong	2000-12-03	—	—	3571 Spring St, Sacramento, CA, 95834	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28223	PRV	Ronald C Stone	1938-12-18	UHC-53111-75	7609529855	2406 Apache Blvd, Gilbert, AZ, 85295	0.52	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-28605	PRV	Bruce Fox	1979-09-06	UHC-44206-81	7739939925	4844 Cedar Ln, Austin, TX, 78744	0.52	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
PRV-28922	PRV	Billy Wnag	1952-12-17	—	2838710778	9796 Canyon Rd # 922, San Antonio, TX, 78246	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-20254	PRV	Jeffrey S Dixon	2007-02-12	—	—	3804 Hillcrest Rd, Mesa, AZ, 85223	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23634	PRV	Noah E Sims	2002-05-14	UHC-54449-78	—	7793 Harbor Blvd, Chandler, AZ, 85215	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23064	PRV	Paul A Crawford	2000-04-03	UHC-85132-11	—	5404 Highland Ave, Columbus, OH, 43298	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26424	PRV	Nancy Graham	1959-03-19	—	7094605128	4350 Apache Blvd, Seattle, WA, 98197	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-26360	PRV	Helen Williams	1996-06-22	—	7898098614	6789 Canyon Rd, Houston, TX, 77046	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25343	PRV	Abigail Owens	1964-11-24	UHC-36998-88	8754649144	9000 Valley View Dr Apt 35, Chandler, AZ, 85247	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-21889	PRV	Kennth Roberts	1976-01-07	—	—	2936 Hillcrest Rd, Chandler, AZ, 85268	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23247	PRV	Camila Turner	1990-05-10	UHC-89373-58	6009667929	9865 Mesa Dr, Charlotte, NC, 28218	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-28104	PRV	Raymond Phillips	1995-01-28	UHC-34319-11	4037341297	1479 Baseline Rd, Glendale, AZ, 85314	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24460	PRV	Linda C McDonald	1987-03-12	UHC-89393-86	3404830878	4266 Broadway Apt 3, Miami, FL, 33192	0.52	Two-digit birth year Unit split from street Address re-cased ZIP+4 trimmed+2 more
PRV-26220	PRV	Omar T Davis	1980-11-19	—	7883665174	2400 Mountain View Dr, Nashville, TN, 37241	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-20942	PRV	Arthur M Hall	1938-11-24	—	2655323170	686 Church St, Glendale, AZ, 85360	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-25025	PRV	Gregory U Woods	1998-03-11	UHC-74086-93	—	2736 Oak St, San Diego, CA, 92136	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21151	PRV	Kenneth Payne	1973-10-27	UHC-66838-75	—	4077 Grand Ave, Chandler, AZ, 85223	0.52	Name re-cased Two-digit birth year SSN last four extracted State name converted to code+2 more
PRV-21011	PRV	Bradley Gilbert	2005-03-24	—	—	600 Maple Ave, Las Vegas, NV, 89123	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-22006	PRV	Cheryl Rivera	1963-09-14	—	—	7489 Apache Blvd, Phoenix, AZ, 85039	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-29192	PRV	Wayne Lopez	2001-12-26	—	6396090321	8070 Highland Ave, Dallas, TX, 75296	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21788	PRV	Diana Berry	1978-03-11	UHC-53245-53	6816581324	8859 Spring St, Miami, FL, 33197	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24063	PRV	Camila Burton	2003-01-14	—	—	6355 Mesa Dr, Seattle, WA, 98185	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28254	PRV	Logan J Larson	1945-04-19	—	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20886	PRV	Jonathan L Sullivan	1976-01-10	UHC-13997-31	2694871564	7212 Mesa Dr # 208, Gilbert, AZ, 85231	0.52	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
PRV-20856	PRV	Arjun Turner	1984-09-08	—	—	8735 Valley View Dr, Phoenix, AZ, 85067	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23174	PRV	Laura Daniels	1978-04-28	—	7165895063	2172 Lincoln Way, Chandler, AZ	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-23364	PRV	Julie Johnson	1971-12-09	—	—	4699 Sunset Blvd, Houston, TX, 77023	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23365	PRV	Julie Johnson	1971-12-09	—	—	4699 Sunset Blvd, Houston, TX, 77023	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-22485	PRV	Janice Diaz	1987-06-13	UHC-88057-73	—	2994 Indian School Rd, Chandler, AZ, 85267	0.52	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+2 more
PRV-25756	PRV	Olivia Franklin	2003-08-18	—	2308304907	2718 Palm Dr, Seattle, WA, 98101	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22589	PRV	Brenda Alvarado	1980-06-28	UHC-41851-99	—	6602 Oak St, Jacksonville, FL, 32243	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28387	PRV	Megan Morgan	1997-09-07	—	—	9294 Lake View Rd, Tempe, AZ, 85252	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28370	PRV	Nicole K Willis	1997-02-08	UHC-86882-04	7408018267	1520 Highland Ave, Gilbert, AZ, 85299	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
PRV-25101	PRV	Willie C Elliott	1943-01-20	UHC-22957-69	—	9782 Ridge Rd, Tempe, AZ, 85289	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25100	PRV	Willie C Elliott	1943-01-20	UHC-22957-69	—	9782 Ridge Rd, Tempe, AZ, 85289	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24013	PRV	Paul Millls	2000-08-05	UHC-43060-63	7845170118	5434 Indian School Rd, Plano, TX	0.54	Two-digit birth year Phone reformatted ZIP missing Gender normalised+1 more
PRV-28764	PRV	Weaver Danielle	1971-06-27	UHC-98676-06	—	724 Palm Dr, Atlanta, GA, 30341	0.54	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more

690 rows, page 4 of 14Previous Next