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 “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
CLM-430929	CLM	Jason Meyer	2002-12-20	UHC-71924-51	—	412 Canyon Rd, Los Angeles, CA, 90053	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431354	CLM	Pamela Schmidt	1948-08-12	UHC-00388-35	—	2097 Lake View Rd, Tampa, FL, 33670	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401913	CLM	Sharon Patterson	1968-01-26	UHC-01025-68	—	7671 Central Ave, Atlanta, GA, 30364	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431835	CLM	Ryen R Butler	2000-07-04	UHC-03130-93	3875605862	8043 River Rd, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-430757	CLM	Jerry Knight	1993-08-06	UHC-14087-46	—	2251 Forest Ave, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403493	CLM	Maria Burns	1978-03-19	—	—	—	0.66	Two-digit birth year Phone missing area code Email lower-cased Whitespace trimmed+1 more
CLM-417437	CLM	Angela Sullivan	1962-09-08	—	—	173 Indian School Rd, Minneapolis, MN, 55402	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429824	CLM	Scott Matrin	2007-07-10	UHC-42759-81	—	3618 Cedar Ln, Dallas, TX, 75214	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408085	CLM	Ryan Robinson	1946-08-04	—	—	1897 Ocean Ave Apt 2, Houston, TX, 77081	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403938	CLM	Jerry Vasquez	2000-12-19	UHC-81842-70	—	3137 Willow Ct, Fresno, CA, 93701	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413456	CLM	Barb Edwards	1951-10-01	UHC-91524-18	8699664205	—	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-420265	CLM	Christopher T Rios	—	UHC-69476-29	—	8480 Elm St, Plano, TX, 75044	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419848	CLM	Doris Chavez	1945-06-01	UHC-61116-89	—	3286 Bayshore Dr, Gilbert, AZ, 85234	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416790	CLM	Fatima Bryant	2001-06-19	UHC-81628-53	—	5830 Willow Ct, Fresno, CA, 93700	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-420566	CLM	Roy Young	1964-04-11	UHC-43268-74	6443274383	3149 Mountain View Dr # 640, Jacksonville, FL, 32273	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424230	CLM	Billy Lewis	2001-11-16	UHC-05923-12	—	3868 Harbor Blvd, Miami, FL, 33187	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-408834	CLM	Rebecca Roberts	1981-03-07	UHC-71907-16	8424824889	7830 Camelback Rd, Glendale, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-421002	CLM	Debra Garza	1984-04-28	UHC-51147-76	—	6588 Ocean Ave, Columbus, OH, 43243	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-416099	CLM	Danielle King	1982-05-23	UHC-42664-83	—	6050 Park Pl, Fresno, CA, 93707	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419374	CLM	Christine Duncan	2004-09-21	—	—	5366 Canyon Rd, Minneapolis, MN, 55465	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407338	CLM	Elijah Sandoval	1995-08-03	UHC-68589-33	—	4630 Market St, Miami, FL, 33145	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415907	CLM	Alexis Reynolds	1988-03-04	—	—	5890 Harbor Blvd, Glendale, AZ, 85387	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405591	CLM	Jose Lawrence	1967-12-22	UHC-16741-15	2338899604	4669 Lincoln Way, Plano, TX, 75040	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407125	CLM	Charles Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX, 78201	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432704	CLM	Patrick Wells	1969-09-19	UHC-81827-11	6745804075	8113 Church St, Nashville, TN, 37297	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-415970	CLM	Jenny Hayes	2004-01-09	—	6818982160	314 Maple Ave, Phoenix, AZ, 85021	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425712	CLM	Ronald Moralse	1948-01-28	—	—	2228 Church St Apt 35, Phoenix, AZ	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
CLM-431061	CLM	Jonathan Hunt	1991-05-28	—	—	7735 Valley View Dr, Plano, TX, 75023	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-420324	CLM	DianaJunk	1996-05-28	—	—	—	0.66	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared+1 more
CLM-425452	CLM	Jeffrey Myers	—	UHC-57569-28	7898148784	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-402182	CLM	Alexis T Harrison	1954-01-19	UHC-84201-75	—	6782 Sunset Blvd, Los Angeles, CA, 90091	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-409661	CLM	Santiago Rios	1946-05-18	UHC-40928-42	4377457758	8884 Pine Dr, Tucson, AZ, 85797	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-415595	CLM	Jackie Wang	1977-10-24	UHC-85294-14	—	6566 Indian School Rd, Tempe, AZ, 85266	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412414	CLM	Harold Smith	1965-12-25	—	—	6838 Camelback Rd, Denver, CO, 80214	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416598	CLM	Russell Rogers	1965-10-12	UHC-45195-24	—	387 Camelback Rd, Sacramento, CA, 95870	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429348	CLM	Terry Wlsh	—	—	—	528 Willow Ct, San Diego, CA, 92173	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425542	CLM	Heather Carr	1966-07-04	UHC-15089-19	—	3767 Camelback Rd, Nashville, TN, 37248	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-411066	CLM	Sandra Morgan	1939-05-20	—	—	1706 Palm Dr, Denver, CO, 80287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402049	CLM	Stephanie Allen	1995-11-20	UHC-51810-47	—	8645 Apache Blvd, Tempe, AZ, 85210	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413680	CLM	Brian F Wilson	1983-10-03	UHC-08927-59	—	955 Cedar Ln Apt 20, Miami, FL, 33107	0.66	Member ID reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-432803	CLM	Charles Gordon	1943-09-21	UHC-54101-17	4953268725	2811 Desert Sky Blvd, Sacramento, CA, 95830	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-428399	CLM	Heaher Castillo	1970-03-18	UHC-37392-76	—	6411 Main St, Scottsdale, AZ, 85255	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421843	CLM	Greg Romero	1946-11-20	UHC-97200-08	2022846618	8178 Sage Ct, Orlando, FL, 32844	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425634	CLM	Joyce Williams	1955-08-15	UHC-83998-13	—	2809 Union St, Seattle, WA, 98144	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419643	CLM	Danielle Cox	1943-04-12	UHC-81480-36	7134007297	5635 Spring St, Sacramento, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-425875	CLM	Kayla X Aguilar	1976-03-22	UHC-82478-71	2923605411	6304 Indian School Rd, Minneapolis, MN, 55409	0.66	Middle initial moved out of first name Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-425384	CLM	Joan Santos	1978-01-04	—	5335437294	9445 Park Pl, Scottsdale, AZ, 85216	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-419367	CLM	Tyler Obrien	1961-04-24	UHC-95482-31	8695392532	1107 Pine Dr, Orlando, FL, 32828	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-430608	CLM	Mateo Patel	1961-03-05	UHC-36080-99	—	8109 Canyon Rd, San Antonio, TX, 78253	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429665	CLM	Nicholas Sanchez	2008-03-10	—	—	571 Canyon Rd, Tucson, AZ, 85728	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

18,771 rows, page 109 of 376Previous Next