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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27116	PRV	George Estrada	1998-05-24	—	2219716731	958 Church St, Tempe, AZ	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
PRV-24532	PRV	Jason Nelson	1940-05-07	—	2235692840	563 Church St, Sacramento, CA, 95840	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23481	PRV	Frances Y Carter	1961-01-06	UHC-52031-78	2495772154	2331 Lincoln Way, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23985	PRV	Catherine Robertson	1941-07-02	—	4203820793	4634 Desert Sky Blvd, Fresno, CA, 93766	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22378	PRV	Logan Walsh	1984-05-12	UHC-23715-26	—	1129 Lake View Rd, Tucson, AZ	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
PRV-27454	PRV	Timothy Hicks	1997-03-13	UHC-44481-21	7662384445	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-22996	PRV	Walter S Moreno	1992-12-06	—	9563890151	7959 Canyon Rd, Sacramento, CA, 95880	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23241	PRV	Gabriel Castillo	1990-10-01	—	3968841043	1163 Church St, Plano, TX, 75066	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28731	PRV	Noah A Tucker	1993-06-02	—	—	2659 Park Pl, Columbus, OH, 43219	0.64	Name split from “Last, First”City re-cased Email lower-cased Gender normalised+2 more
PRV-23844	PRV	Frank Q Bailey	1949-06-25	UHC-20314-33	—	7687 Indian School Rd Apt 20, Las Vegas, NV, 89150	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29065	PRV	Sarah Dunn	1966-04-16	—	2545140687	4136 Grand Ave, Dallas, TX, 75268	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-24862	PRV	Lori Walsh	1995-11-06	—	8303002309	3222 Meadow Ln, Dallas, TX, 75264	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20980	PRV	Armstrong Ryen	1961-12-15	UHC-91572-43	6582708039	608 Spring St, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27605	PRV	Donna Silva	1989-10-06	UHC-90917-79	—	9374 Sage Ct # 789, Las Vegas, NV, 89168	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21898	PRV	Virginia N Greene	2005-06-22	—	2655524091	4747 Willow Ct, San Diego, CA, 92152	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25587	PRV	Donald Burton	1973-02-10	—	8252467993	8911 Sunset Blvd, Houston, TX, 77089	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
PRV-21964	PRV	Douglas Q Schultz	1954-10-05	—	3506044122	3506 Baseline Rd, Miami, FL, 33103	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21935	PRV	Douglas F Garza	1946-09-15	UHC-82645-48	2734276134	1168 Cedar Ln, Phoenix, AZ, 85069	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21232	PRV	Bell M Emily	2008-06-26	—	8886001377	1694 Harbor Blvd, Nashville, TN, 37238	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25020	PRV	Diane G Rogers	2004-10-08	UHC-26032-76	9448180415	7771 Maple Ave, Gilbert, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28573	PRV	Christine Vega	1995-04-02	UHC-51289-46	—	3340 Willow Ct, Atlanta, GA, 30342	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25958	PRV	Madison C Flores	—	UHC-58663-08	4069253912	4481 Mountain View Dr, Gilbert, AZ, 85252	0.64	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26950	PRV	Paul T Morgan	1948-09-10	—	—	4504 Lake View Rd, Phoenix, AZ, 85044	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26893	PRV	Eugene C Padilla	2007-06-27	UHC-02340-28	5378633073	1804 Ridge Rd, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23033	PRV	Kayla Bailey	—	—	6419740117	5758 Pine Dr, Columbus, OH, 43256	0.64	Date of birth missing Phone reformatted State name converted to code Email lower-cased+2 more
PRV-22396	PRV	Helen Austin	2003-09-10	UHC-03615-98	5828197153	9204 Ridge Rd, Glendale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26172	PRV	Brenda Jenkins	1998-06-28	—	4452347436	8124 Ridge Rd, Las Vegas, NV, 89173	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24445	PRV	Jacob Banks	1988-07-10	UHC-77320-90	4548488407	5849 Cedar Ln, Mesa, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-24419	PRV	Gerald Tucker	1941-04-21	UHC-93483-60	—	3156 Canyon Rd, Tucson, AZ, 85768	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-25352	PRV	Linda Y Lucas	1952-03-06	—	4002711136	6009 Bayshore Dr # 516, Eden Prairie, MN, 55326	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25199	PRV	Christopher Powell	1982-01-17	UHC-31697-64	8213956408	1288 Park Pl, Plano, TX, 75035	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20539	PRV	Jordan Armstrong	1990-06-22	—	7224967167	5162 Bayshore Dr Apt 35, San Antonio, TX, 78276	0.64	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+2 more
PRV-20831	PRV	Tyler Crawford	1968-08-07	UHC-49693-64	7255015011	9252 Ridge Rd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26128	PRV	Andrew Bradley	1951-04-22	UHC-41862-45	8902605677	9405 Washington St, Tempe, AZ, 85205	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-26506	PRV	Alexander Turner	1965-08-27	—	3384743391	429 Pine Dr, Sacramento, CA, 95897	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20273	PRV	Janet Wright	1966-09-20	UHC-45348-02	3153185416	4019 Maple Ave, Minneapolis, MN, 55415	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22521	PRV	Alan O Howell	1999-05-27	—	7982510452	8558 Valley View Dr, Tucson, AZ, 85736	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23082	PRV	Jeffrey N Simmons	1977-03-08	UHC-64891-47	8809483626	6175 River Rd, Tempe, AZ, 85240	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20520	PRV	Mateo Warren	1972-02-18	—	6628564848	9718 Elm St Apt 32, Sacramento, CA, 95860	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23495	PRV	Kyle Harvey	1976-10-27	UHC-55261-28	8904271769	4135 Sage Ct, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25441	PRV	Steven West	1968-04-02	UHC-27799-40	—	16 Mesa Dr, Gilbert, AZ, 85268	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28297	PRV	—Junk	1985-02-21	UHC-13034-08	5565850121	2552 Maple Ave, Jacksonville, FL, 32230	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
PRV-20564	PRV	Teresa Harvvey	1995-07-24	—	3347836443	4064 Palm Dr, Mesa, AZ, 85261	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27658	PRV	Lucia Alvarado	2005-01-16	—	6465784325	1364 Palm Dr, Jacksonville, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24341	PRV	Denise Stephens	1988-01-26	UHC-00197-62	—	538 Bayshore Dr, Atlanta, GA, 30320	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27190	PRV	Amy Parker	1963-04-23	UHC-88714-34	3394010900	9756 Lincoln Way, Los Angeles, CA, 90067	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23349	PRV	Lawrence K Weaver	1964-02-04	—	9292120024	3519 Church St, Tempe, AZ, 85219	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-24752	PRV	Mark Hart	—	—	8049933833	9124 Park Pl, Atlanta, GA, 30313	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20955	PRV	Betty Vega	1988-10-12	—	—	5155 Camelback Rd, San Antonio, TX, 78215	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21393	PRV	Billly Gibson	2008-04-13	—	—	3004 Sunset Blvd, Tucson, AZ, 85791	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

5,467 rows, page 37 of 110Previous Next