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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414312	CLM	Stephanie Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405492	CLM	Theresa Harvey	1953-09-10	—	—	1065 Lake View Rd, Mesa, AZ, 85219	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-404985	CLM	Karen Wells	1991-03-06	UHC-21724-15	3663926888	3117 Central Ave, Minneapolis, MN, 55407	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403722	CLM	Julie Simmons	1977-12-28	—	—	3742 Forest Ave, Tucson, AZ, 85783	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406188	CLM	Jerry Meyer	1954-02-05	—	6818803780	6076 Pine Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-421057	CLM	Samuel Bennett	—	—	—	6650 Mountain View Dr, Tampa, FL, 33617	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
CLM-406735	CLM	Christian Z Santiago	1987-03-15	—	—	3993 Jefferson Ave, San Antonio, TX, 78202	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402460	CLM	Christian Gomez	1984-11-27	—	—	7865 Bayshore Dr, Austin, TX, 78733	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-430256	CLM	Albert Lynch	1976-06-16	—	—	3732 Sage Ct, Denver, CO, 80275	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-415958	CLM	Joan T Lee	1994-08-13	—	—	4173 Apache Blvd, Jacksonville, FL, 32226	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403773	CLM	Bryan A Guerrero	1988-06-06	—	3005780486	7948 Ridge Rd, Sacramento, CA, 95888	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-428735	CLM	Patricia Coleman	—	UHC-71949-76	—	6613 Apache Blvd, Atlanta, GA, 30344	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-404519	CLM	Alexis Harvey	1991-02-11	UHC-56292-04	5996190088	6202 Bayshore Dr, Nashville, TN, 37211	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-412650	CLM	Omar R Baker	1982-12-17	UHC-82232-61	7946955898	5030 Desert Sky Blvd, Orlando, FL, 32808	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410901	CLM	Evelyn Garrett	1942-11-19	UHC-93545-01	—	2256 River Rd, Jacksonville, FL, 32270	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-413118	CLM	Yuki Ortega	—	UHC-69924-78	9248764797	9570 Cedar Ln, Los Angeles, CA, 90089	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-423009	CLM	Carolyn Long	1977-07-03	UHC-14882-88	—	9864 Desert Sky Blvd Apt 8, San Diego, CA, 92188	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419885	CLM	Sara Schultz	1949-10-05	UHC-16036-07	—	7856 Union St # 583, Atlanta, GA, 30347	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412409	CLM	Willie Armmstrong	1957-11-18	UHC-69417-66	2388015433	5056 Market St, Las Vegas, NV, 89173	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420578	CLM	Juan Lewis	—	—	—	4772 Jefferson Ave, Scottsdale, AZ, 85207	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-425976	CLM	George Smith	2008-06-25	UHC-87014-69	—	8472 Cedar Ln, Fresno, CA, 93783	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402642	CLM	Adam Delgado	—	UHC-54823-07	—	7282 Maple Ave, Tampa, FL, 33672	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-420748	CLM	Walter Hernandez	2001-11-13	—	—	2225 Ridge Rd, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-413962	CLM	Gerald Hudson	—	UHC-90982-29	—	522 Church St, Houston, TX, 77012	0.66	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-423215	CLM	Ana U Nunez	2003-12-07	UHC-27580-31	9778153177	183 Main St, Orlando, FL, 32840	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402518	CLM	Ethan Estrada	1966-04-28	—	—	5007 Apache Blvd, Chandler, AZ, 85229	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411921	CLM	Kyle Kennedy	1942-03-20	UHC-01849-87	—	5973 Meadow Ln, Orlando, FL, 32876	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420677	CLM	Roger Carr	1985-11-04	UHC-61108-95	—	5490 Sunset Blvd, Mesa, AZ, 85209	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413522	CLM	George Gomez	1947-02-03	—	—	5861 Highland Ave, Glendale, AZ, 85390	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-400972	CLM	Beverly Gonzales	1995-09-04	—	—	8059 Church St, Minneapolis, MN, 55492	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-415929	CLM	Hawkins Lucia	2008-01-14	—	—	6889 Ocean Ave, Tempe, AZ, 85218	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400684	CLM	Elizabeth C Bailey	1992-07-17	UHC-28857-39	—	2559 Main St, Dallas, TX, 75202	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-408246	CLM	Jack Martinez	2006-09-24	UHC-79485-18	—	5313 Forest Ave, Minneapolis, MN, 55403	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-416298	CLM	Stevne Guzman	1960-11-07	UHC-93254-06	—	1507 Central Ave, Houston, TX, 77023	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-425928	CLM	Megan D Le	1994-01-18	UHC-47871-36	8174742925	2768 Lake View Rd, Scottsdale, AZ, 85247	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429726	CLM	Charlotte Rojjas	1962-09-24	—	—	1589 River Rd, Seattle, WA, 98163	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-420948	CLM	Jason Murray	1983-04-12	—	—	4758 Market St, Dallas, TX, 75278	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410794	CLM	Terry F Gardner	1984-03-27	—	—	1972 Pine Dr Apt 22, Tempe, AZ, 85214	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-408558	CLM	Nathan Guerrero	1992-10-27	—	7887717478	8022 Sunset Blvd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-400975	CLM	Sean F Hunter	1944-01-18	UHC-33259-01	—	5604 Pine Dr, Austin, TX, 78795	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401946	CLM	Christina Nguyen	2003-04-20	UHC-52000-64	—	9150 Harbor Blvd, San Diego, CA, 92182	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-420794	CLM	Diane Lewis	2003-08-05	—	7765354065	566 Baseline Rd, Atlanta, GA, 30328	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427185	CLM	Albert Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-403509	CLM	Kevin Espinnoza	1957-12-15	UHC-95455-88	—	5811 Union St, Denver, CO, 80216	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-412478	CLM	Dorothy Padilla	2002-12-01	UHC-67215-44	—	412 River Rd, Tucson, AZ, 85751	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400834	CLM	Julie Webb	1951-02-14	UHC-82880-52	8449153139	3557 Palm Dr, Eden Prairie, MN, 55331	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
CLM-428625	CLM	Douglas Kelly	1995-05-25	UHC-63043-26	9644424332	9857 Washington St, Charlotte, NC, 28231	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403570	CLM	Dennis H Larson	1965-09-05	UHC-54035-72	5948665211	290 Camelback Rd, Charlotte, NC, 28272	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429981	CLM	Susan H Williamson	2008-12-09	—	8867284774	2677 Hillcrest Rd, Sacramento, CA, 95846	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414888	CLM	David R Ryan	1956-10-15	UHC-48337-47	—	5705 Pine Dr, Tempe, AZ, 85247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more

16,411 rows, page 164 of 329Previous Next