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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420325	CLM	Lawrence Nichols	1979-03-14	—	—	5355 Forest Ave, Atlanta, GA, 30350	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422386	CLM	Gregory Kennedy	1991-09-21	UHC-80526-03	2637599103	6903 Sunset Blvd, Dallas, TX, 75246	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-422387	CLM	Gregory Kennedy	1991-09-21	UHC-80526-03	2637599103	6903 Sunset Blvd, Dallas, TX, 75246	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-407486	CLM	Abigail Hicks	2001-04-05	UHC-46842-79	—	251 Hillcrest Rd, Seattle, WA, 98176	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414842	CLM	Sara Jimenez	1968-08-07	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-413562	CLM	Luis X Gry	2007-11-21	UHC-12522-66	—	8034 Park Pl, Fresno, CA	0.66	Middle initial moved out of first name Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-401579	CLM	LisaJunk	1947-01-24	—	2032537680	1205 Apache Blvd, Minneapolis, MN, 55427	0.66	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared+1 more
CLM-415697	CLM	Judy Burns	1980-12-09	UHC-13174-98	—	3367 Maple Ave, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-400441	CLM	Brndon Alvarado	1992-07-16	UHC-74312-02	—	1039 Valley View Dr, Scottsdale, AZ, 85273	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-408437	CLM	Fuller Mateo	1997-07-09	UHC-83792-60	—	8580 Indian School Rd, Tampa, FL, 33645	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415023	CLM	Janice Herrera	1986-09-18	UHC-91917-46	—	2585 Grand Ave, Austin, TX, 78760	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-424492	CLM	Ryan Ramirez	1940-06-16	UHC-68274-91	—	2106 Cedar Ln Apt 4, Sacramento, CA, 95845	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-427121	CLM	Jordan Padilla	2000-03-12	UHC-26828-27	3954694704	1639 Baseline Rd, Phoenix, AZ, 85032	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-408553	CLM	Mariana Anderson	2000-10-14	UHC-20476-18	8244073420	340 Ocean Ave, Columbus, OH, 43274	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418035	CLM	William Williams	1953-12-19	—	—	6941 Elm St, Scottsdale, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419762	CLM	Cynthia Carlson	1994-02-25	UHC-58426-35	—	7120 Oak St # 464, Las Vegas, NV, 89110	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-413111	CLM	Carol Fowler	1995-04-09	UHC-12538-47	—	7684 Lincoln Way, Sacramento, CA, 95821	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422213	CLM	Diana Spencer	1942-08-19	UHC-15396-79	—	1835 Oak St, Denver, CO, 80219	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-412840	CLM	Ryan Grant	1989-09-27	—	—	6174 Valley View Dr # 604, Tucson, AZ, 85708	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-423019	CLM	Bradley Carlson	1951-06-21	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-417230	CLM	Andrea Anderson	1945-09-25	—	—	1436 Cedar Ln, San Antonio, TX, 78250	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429194	CLM	Brandon Andrews	1956-02-04	UHC-68112-03	5848021755	414 Oak St, Tucson, AZ, 85712	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-416174	CLM	Samantha Jenkins	2007-01-20	UHC-20745-11	—	3267 Oak St, Orlando, FL	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-428296	CLM	Frank Alvarez	2002-04-13	—	—	221 Willow Ct, Los Angeles, CA, 90061	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408616	CLM	David Berry	1958-08-22	UHC-53040-86	—	2050 Oak St, Nashville, TN, 37217	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403678	CLM	Frank P Williamson	1938-10-13	—	—	5825 Forest Ave # 233, Los Angeles, CA, 90091	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-421581	CLM	Tyler Maldonado	1948-07-12	—	—	7191 Mesa Dr, Minneapolis, MN, 55480	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-420787	CLM	Janice L Parker	1999-11-16	UHC-98137-03	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-401376	CLM	Nicoole Simpson	1969-11-11	UHC-07493-84	—	802 Ridge Rd, Nashville, TN, 37233	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423933	CLM	Sara I Wallace	1992-04-20	—	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-417768	CLM	Susan Burns	2000-04-10	—	—	6673 Cedar Ln, Tampa, FL, 33655	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-430029	CLM	Mason Hoffman	1975-10-25	UHC-12915-20	—	4286 Ridge Rd, Minneapolis, MN, 55495	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411500	CLM	Jack Clark	1957-06-05	UHC-74308-55	—	6822 Harbor Blvd, Atlanta, GA	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
CLM-405816	CLM	David Lewis	1981-04-09	UHC-05353-85	4563288585	5645 Apache Blvd, Eden Prairie, MN	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
CLM-416827	CLM	Melissa Daniels	1998-01-01	UHC-79454-55	—	7050 Lincoln Way # 530, Los Angeles, CA, 90070	0.68	Date of birth reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-403733	CLM	Kathryn S Wang	2007-01-19	—	—	7432 Mountain View Dr, Chandler, AZ, 85216	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-428363	CLM	Bradley J Warren	2005-07-23	—	5883727120	93 Valley View Dr, Atlanta, GA, 30385	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-421102	CLM	Jeremy Garcia	1967-05-14	—	—	5842 Forest Ave, Sacramento, CA, 95862	0.68	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised
CLM-422288	CLM	Martha Z Parker	1991-09-26	UHC-73620-42	—	236 Market St, Glendale, AZ, 85347	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
CLM-411156	CLM	Dylan Palmer	2003-10-15	UHC-54824-76	8592910532	2321 Mesa Dr, Chandler, AZ, 85278	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-424990	CLM	Denise T Alexander	1954-06-06	UHC-25357-86	—	1316 Sunset Blvd, Nashville, TN, 37233	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-422466	CLM	Joshua Brown	1941-01-13	UHC-44263-86	8452489238	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-409828	CLM	Roger Lewis	1952-04-16	UHC-89460-83	—	9404 Highland Ave, Miami, FL, 33115	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-411970	CLM	Niocle Vasquez	1951-02-03	—	—	1687 Mesa Dr Apt 33, Scottsdale, AZ, 85258	0.68	Date of birth reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-424338	CLM	Kimberly Sandoval	1942-08-19	UHC-46976-65	8598791876	4288 Pine Dr, Mesa, AZ, 85282	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-419597	CLM	Valentina Santiago	1993-10-02	UHC-48471-74	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-401228	CLM	Yuki Stone	1942-05-22	UHC-81424-76	—	1220 Forest Ave, Columbus, OH, 43241	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-401351	CLM	Carolyn Snyder	1981-08-10	—	—	6684 Meadow Ln, Scottsdale, AZ	0.68	Date of birth reformatted Phone missing area code ZIP missing Placeholder values cleared
CLM-430688	CLM	Stephen Ford	1974-03-24	UHC-14624-83	4563469555	8206 River Rd, Sacramento, CA	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
CLM-416207	CLM	Maria Meyer	1957-11-25	UHC-73025-52	—	7272 Mesa Dr, Dallas, TX, 75247	0.68	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared

10,559 rows, page 62 of 212Previous Next