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-422763	CLM	Omar Freeman	1968-07-21	UHC-21072-58	—	6603 Highland Ave, Seattle, WA, 98178	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409666	CLM	Barb Hansen	1980-06-28	UHC-50547-71	—	8572 Bayshore Dr, Dallas, TX, 75218	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-425541	CLM	Jason Rose	1967-10-22	UHC-44955-22	—	4069 Pine Dr, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413698	CLM	Klely Perez	1990-08-15	UHC-12316-29	2277078162	1759 Mountain View Dr, Los Angeles, CA, 90000	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404209	CLM	Katherine D Robinson	1975-05-01	UHC-61326-69	—	7828 Church St, Plano, TX, 75087	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413368	CLM	Rachel Marshall	1988-03-07	—	7239051021	8677 Washington St # 697, Gilbert, AZ, 85214	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426532	CLM	Ralph Armstrong	1957-02-11	—	—	7059 Desert Sky Blvd, Glendale, AZ, 85367	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406490	CLM	Ralph Nguyen	1958-05-12	—	7184633452	2076 Lake View Rd, Scottsdale, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401444	CLM	Susan Andrews	1986-06-20	UHC-26506-24	9784989022	8184 Spring St, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-409985	CLM	Danielle Parker	1944-05-13	—	—	8373 Church St, Tampa, FL, 33691	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-430270	CLM	Anna Knight	1952-02-05	UHC-17139-80	—	523 Valley View Dr, Sacramento, CA, 95866	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429547	CLM	Jacob C Coleman	1952-08-26	—	—	7965 Palm Dr Apt 38, Jacksonville, FL, 32268	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413310	CLM	Maria P Dean	2007-10-07	—	—	6450 Lincoln Way, Tempe, AZ, 85296	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414212	CLM	Zachary Aguialr	1985-09-04	—	6625872187	9862 Palm Dr, San Diego, CA, 92189	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427515	CLM	Catherine Chen	1914-03-06	UHC-58328-78	—	3233 Sunset Blvd, Plano, TX, 75041	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402935	CLM	James Reid	2008-10-13	UHC-04022-72	—	5685 Sage Ct Apt 13, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402396	CLM	Brittany S Watkins	1940-07-23	UHC-36211-47	5227907510	642 Sage Ct, Chandler, AZ, 85280	0.64	Phone reformatted Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-421759	CLM	Isabella Kennedy	1951-08-10	—	4052366527	2989 Ridge Rd, Chandler, AZ, 85217	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421473	CLM	Cheryl Knight	—	UHC-48893-14	—	7882 Lake View Rd, San Diego, CA, 92128	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-427502	CLM	Vincent Bishop	1981-04-20	UHC-95571-57	—	2787 Sage Ct, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416456	CLM	Henry Duncan	1948-07-01	UHC-37120-86	—	7478 Oak St, Phoenix, AZ, 85025	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425281	CLM	Susan Adams	1989-09-14	UHC-28024-94	—	1582 Lake View Rd, Tampa, FL, 33644	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-404213	CLM	Kevin Baker	2001-01-12	UHC-06930-27	8966871486	9150 Church St, Jacksonville, FL, 32225	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412543	CLM	Melissa R Rivera	1960-04-26	UHC-44304-88	4159307452	2772 Park Pl, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417650	CLM	Jacob Walker	1998-02-27	UHC-50958-96	—	2767 Highland Ave, Scottsdale, AZ, 85250	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400300	CLM	Wayne Anderson	1962-01-16	UHC-02479-04	—	3004 Main St, Denver, CO, 80262	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400299	CLM	Wayne Anderson	1962-01-16	UHC-02479-04	—	3004 Main St, Denver, CO, 80262	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427340	CLM	Brian Adams	1954-04-02	—	7857430725	4847 Ridge Rd # 639, Minneapolis, MN, 55470	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407671	CLM	Chris Diaz	1940-11-27	UHC-69730-93	—	3368 Oak St, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-419683	CLM	Dorothy Lawrence	1966-04-11	—	—	1167 Canyon Rd, Los Angeles, CA, 90087	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413144	CLM	Christina V Carter	1943-10-03	UHC-20494-29	—	6427 Pine Dr, Scottsdale, AZ, 85266	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-405479	CLM	Mei Watkins	1986-04-13	—	—	2223 Apache Blvd, Chandler, AZ, 85262	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
CLM-429684	CLM	Donald Carr	2007-07-24	UHC-61234-06	—	3247 Valley View Dr, Atlanta, GA, 30313	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429683	CLM	Donald Carr	2007-07-24	UHC-61234-06	—	3247 Valley View Dr, Atlanta, GA, 30313	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416878	CLM	Jake Little	1974-07-12	UHC-14867-13	—	2649 Indian School Rd, Houston, TX, 77023	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-417578	CLM	Angela P Hamilton	1960-09-08	UHC-96995-64	—	1326 Valley View Dr, Houston, TX, 77096	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-425451	CLM	Ray Grant	1957-06-21	—	5254095899	9859 Elm St, Miami, FL, 33170	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406966	CLM	Laura Burke	1972-11-18	—	—	5085 Market St, Seattle, WA, 98185	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431001	CLM	Judy D Oliver	1939-04-05	UHC-16714-15	6075564845	9763 Harbor Blvd, Plano, TX, 75089	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431426	CLM	Lucia Fooster	1941-02-06	—	—	9138 Lincoln Way, Las Vegas, NV, 89127	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-409038	CLM	Albert Hicks	2008-09-12	—	8072677151	6396 Sage Ct, Sacramento, CA, 95898	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406972	CLM	Margaret Anderson	1995-02-21	UHC-40281-84	7312264054	4717 Jefferson Ave # 351, Miami, FL, 33143	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425536	CLM	Beverly K Cunningham	1961-03-23	—	4317146211	5678 Meadow Ln, Miami, FL, 33173	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408585	CLM	Doris West	1939-12-09	—	—	9597 Camelback Rd, Tempe, AZ, 85259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406653	CLM	Kayla N Chapman	1951-09-02	UHC-86296-21	—	4741 Hillcrest Rd, Los Angeles, CA, 90023	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411794	CLM	Cheryl Li	1995-05-19	—	2793293215	2801 Apache Blvd, Scottsdale, AZ, 85262	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422376	CLM	Kathleen Santos	1950-10-05	UHC-55877-69	2379202441	8956 Grand Ave, Atlanta, GA, 30398	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404198	CLM	Christine Knight	1999-07-12	—	—	2960 Valley View Dr, Tampa, FL, 33632	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415651	CLM	Joshua Harris	1945-03-05	—	8342391516	7597 Hillcrest Rd, Dallas, TX, 75270	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423845	CLM	Nicole Mejia	1962-05-14	UHC-35763-47	—	3685 Baseline Rd, Minneapolis, MN, 55469	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more

18,771 rows, page 75 of 376Previous Next