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-29352	PRV	Ralph R Andrews	1985-06-10	—	—	3086 Desert Sky Blvd, Fresno, CA, 93728	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26221	PRV	Jeremy Garcia	1967-05-14	UHC-83726-54	6663163964	5842 Forest Ave, Sacramento, CA, 95862	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-22694	PRV	Dick Mendez	1960-12-03	—	7587854571	2643 Desert Sky Blvd Apt 33, Gilbert, AZ, 85235	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27907	PRV	Philip Thomas	1993-02-09	UHC-59106-02	9676717345	4175 Apache Blvd, Orlando, FL, 32868	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24092	PRV	Kayla P Patel	1964-09-08	UHC-00656-58	4189011716	4595 Bayshore Dr, Tampa, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25197	PRV	Billy Weaver	1975-06-25	UHC-25544-03	7517946640	2855 Bayshore Dr, Scottsdale, AZ, 85267	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-23695	PRV	Ralph Jenkins	2001-12-18	UHC-92101-65	5222883803	525 Sage Ct # 882, Fresno, CA, 93709	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27169	PRV	Sofia Patel	2000-03-25	—	2619156113	5736 Ocean Ave # 100, Chandler, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21812	PRV	Kathryn Ramirez	1944-05-02	—	8616212548	9294 Park Pl, Gilbert, AZ, 85281	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27675	PRV	—Junk	1969-05-14	—	7488000987	4195 Ocean Ave, Denver, CO, 80281	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-20199	PRV	Arjun Lucas	1993-03-09	UHC-83630-69	2897502616	7452 Indian School Rd, Nashville, TN, 37237	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24757	PRV	Melissa Rodriguez	1943-03-11	UHC-87826-91	6044501001	2585 Ocean Ave, Charlotte, NC, 28287	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24932	PRV	Charlotte White	—	UHC-56376-07	—	4157 Mountain View Dr, Miami, FL, 33198	0.60	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+4 more
PRV-22160	PRV	Seven Vasquez	1957-06-27	UHC-60190-71	2184048209	6946 Meadow Ln, Orlando, FL, 32826	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-27081	PRV	Grace W Cooper	1975-11-17	—	3647852882	5629 Palm Dr, Glendale, AZ, 85321	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21375	PRV	Lisa Jimenez	1985-04-16	UHC-89522-53	4492953475	8398 Indian School Rd, Los Angeles, CA, 90009	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-22989	PRV	Charles Garza	1956-06-28	—	4629683657	4858 Indian School Rd, San Diego, CA, 92125	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26432	PRV	Teresa D Simpson	1957-04-18	UHC-58968-10	5189591430	1259 Mountain View Dr, Orlando, FL, 32820	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23626	PRV	Jason E Gutirerez	1971-06-19	UHC-26533-02	3714187582	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-27703	PRV	Patricia Thompson	1945-12-24	UHC-18570-72	6438668849	2201 Desert Sky Blvd, Jacksonville, FL, 32245	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21733	PRV	James M Hamilton	1994-09-27	—	4663256249	2485 Mountain View Dr, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28000	PRV	Charlotte Q Sullivan	1954-08-24	UHC-97098-75	9856593353	1460 Willow Ct, Austin, TX, 78770	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-28595	PRV	Ann Sims	1992-02-16	UHC-84909-39	4029507313	2701 Pine Dr # 847, Gilbert, AZ, 85233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27457	PRV	Julia Ryan	1988-04-08	—	7123874597	2161 Hillcrest Rd, Sacramento, CA, 95881	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20339	PRV	Angela Mills	1973-10-09	UHC-64081-98	7142756815	3753 Harbor Blvd, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28985	PRV	Ketherine G Black	1997-07-25	UHC-68969-40	2322677319	45 Palm Dr, Tucson, AZ, 85765	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23937	PRV	Jacqueline Padilla	1985-07-25	UHC-58059-62	6917465292	8450 Cedar Ln Apt 34, Fresno, CA, 93782	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25822	PRV	Arthur Sanders	1946-01-06	—	7082885927	8522 Main St # 670, Orlando, FL, 32809	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24113	PRV	—Junk	2004-11-27	—	5989373221	1699 Hillcrest Rd, Miami, FL, 33123	0.62	Two-digit birth year Phone reformatted City re-cased Email lower-cased+3 more
PRV-26561	PRV	Dylan King	1987-06-20	—	4903523959	1249 Washington St # 678, Austin, TX, 78754	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20177	PRV	Harold X West	2003-10-12	—	3109956201	9739 Pine Dr, Mesa, AZ, 85270	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21601	PRV	Wayne Gutierrez	1982-11-13	—	4287131616	7979 Park Pl, Miami, FL, 33196	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23047	PRV	Harodl P Rojas	1972-04-17	—	4998740265	8669 Union St, Tempe, AZ, 85224	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29583	PRV	Steve Marquez	2002-01-24	UHC-20259-21	8772854623	1142 Hillcrest Rd, Sacramento, CA, 95864	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20965	PRV	Rachel Hughes	1969-06-06	—	5384126473	3782 Meadow Ln, Glendale, AZ, 85328	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25189	PRV	Jeremy Young	1981-06-24	—	9063797467	4942 Main St, Las Vegas, NV, 89132	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27060	PRV	Cynthia N Elliott	2006-11-12	—	3158330590	9783 Grand Ave, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27799	PRV	Gerald K Robertson	1945-09-20	—	3807900615	2789 Palm Dr, Phoenix, AZ, 85083	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26077	PRV	Maria W Romero	1964-03-15	UHC-35666-67	8954560231	4347 Willow Ct Apt 31, Dallas, TX, 75275	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
PRV-27729	PRV	Lauren Nunz	1981-10-25	—	7892727876	4391 Oak St, Nashville, TN, 37213	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-24380	PRV	Dennis Dunn	1984-08-27	UHC-10436-45	2045820357	8612 Central Ave, Fresno, CA, 93783	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
PRV-28709	PRV	Michael Romero	1944-04-01	—	9586948183	118 Washington St, Tucson, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26868	PRV	Sean S James	1978-05-06	—	9112757314	7309 Mountain View Dr, Tucson, AZ, 85758	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22261	PRV	Samantha L Nelson	1986-06-05	—	3894137288	5634 Bayshore Dr, Sacramento, CA, 95855	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24830	PRV	Jerry P Weaver	1993-07-21	UHC-19409-86	3339887182	1888 Union St, Charlotte, NC, 28240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24091	PRV	Jesse Ward	2002-03-04	—	2216734126	1208 Elm St, Nashville, TN, 37290	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29051	PRV	Richard Park	2000-11-22	UHC-05141-79	4204467255	3576 Lincoln Way, Orlando, FL, 32872	0.62	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+3 more
PRV-29571	PRV	Jacob Thompsun	—	UHC-30058-05	5192541939	5028 Sunset Blvd, Scottsdale, AZ, 85244	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-29088	PRV	Jose Chapman	1986-04-28	UHC-83579-02	6678876082	4506 Park Pl, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
PRV-24408	PRV	Aaron Stone	1966-01-28	—	7802243948	14 Park Pl Apt 6, Gilbert, AZ, 85205	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more

5,467 rows, page 18 of 110Previous Next