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-422824	CLM	William Kelly	2007-10-22	UHC-90416-44	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-405692	CLM	Santiago A Mendoza	1939-10-25	—	—	4106 Central Ave, San Diego, CA, 92124	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407924	CLM	Ann P Howell	1972-04-19	UHC-08372-88	8463517919	8998 Lake View Rd, San Antonio, TX, 78218	0.66	Two-digit birth year Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-422882	CLM	Hannah Ramos	1989-05-18	UHC-00055-77	3906755329	6381 Desert Sky Blvd # 492, Dallas, TX, 75207	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-432126	CLM	Raymond Richardson	1987-01-13	—	—	5745 Pine Dr, Gilbert, AZ, 85231	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401246	CLM	Aisha Holmes	2002-05-07	—	—	6354 Lincoln Way, San Diego, CA	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-401245	CLM	Aisha Holmes	2002-05-07	—	—	6354 Lincoln Way, San Diego, CA	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-411302	CLM	Donald Anderson	1955-04-02	UHC-91846-26	—	6274 Highland Ave, Phoenix, AZ, 85029	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-428705	CLM	Kathryn Carlson	1939-12-07	—	5548083216	2320 Highland Ave, Las Vegas, NV, 89109	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416594	CLM	Jennifer Fernandez	1960-01-01	UHC-20507-63	—	4576 Main St, Tempe, AZ, 85238	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-426298	CLM	Debra L Rose	1943-01-01	UHC-79132-16	5669700780	4826 Pine Dr, Houston, TX, 77085	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426297	CLM	Debra L Rose	1943-01-01	UHC-79132-16	5669700780	4826 Pine Dr, Houston, TX, 77085	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419607	CLM	Isabella Wood	1988-12-17	UHC-09077-92	—	7613 Willow Ct Apt 5, Denver, CO, 80218	0.66	Unit split from street State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-420623	CLM	Willie X Yang	1982-02-18	UHC-84264-29	7384718551	3924 Jefferson Ave, Miami, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-417535	CLM	Jose Santos	1992-05-20	UHC-88954-57	9496731068	4497 Mountain View Dr, Gilbert, AZ, 85206	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428353	CLM	Keith Thompson	1963-12-21	—	8266693309	6960 Indian School Rd, Jacksonville, FL, 32274	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430787	CLM	Brittany Henderson	1992-12-05	—	—	8332 Union St, Dallas, TX, 75214	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416031	CLM	Melissa Rodriguez	1943-03-11	—	—	2585 Ocean Ave, Charlotte, NC, 28287	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-424292	CLM	Nicole L Hamiltton	1984-12-11	UHC-96718-86	5777997311	2794 Bayshore Dr, Nashville, TN, 37271	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-406084	CLM	Santiago Phillips	1962-11-01	—	5493025584	9067 Forest Ave, San Antonio, TX, 78242	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-421053	CLM	Frank Howard	1984-09-13	UHC-75968-98	2514628449	4846 Elm St, Glendale, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-427361	CLM	Nathan Gilbert	2008-01-10	UHC-54667-70	—	9116 Sunset Blvd, Charlotte, NC, 28217	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412836	CLM	Arjun Marshall	1990-03-22	—	—	8882 Meadow Ln Apt 21, Austin, TX, 78727	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431337	CLM	Brian Z Fox	1969-01-20	UHC-56910-92	3014308839	4879 Spring St, Glendale, AZ, 85378	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421480	CLM	Bradley R Armstrong	1989-03-14	—	8627684911	7832 Baseline Rd, Mesa, AZ, 85235	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421717	CLM	Jordan T Garza	2008-05-17	UHC-49606-85	7958124298	8012 Bayshore Dr, Chandler, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-417900	CLM	Mariana Ray	1981-12-14	UHC-30337-69	—	5557 Hillcrest Rd, Minneapolis, MN, 55417	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418296	CLM	Nicole Kim	1945-01-20	—	2258863384	9473 Jefferson Ave # 832, Glendale, AZ, 85350	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-419514	CLM	Camila X Jensen	1949-11-25	UHC-66295-51	7405475384	612 Central Ave, Fresno, CA, 93771	0.66	Middle initial moved out of first name Phone reformatted City re-cased Gender normalised+1 more
CLM-411538	CLM	Linda L Burns	1949-04-04	—	4928863686	982 Forest Ave Apt 19, Glendale, AZ, 85301	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403217	CLM	Priya West	2006-07-03	—	—	7070 Oak St, Charlotte, NC, 28252	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432593	CLM	Mateo I Williamson	1940-08-16	UHC-09947-95	—	4707 Central Ave, Denver, CO	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-418922	CLM	Mary Miller	1940-11-17	—	4866259318	9265 Sunset Blvd # 750, Minneapolis, MN, 55476	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-415405	CLM	Jean Young	1940-05-22	UHC-88826-06	3784374877	8587 Hillcrest Rd, Las Vegas, NV, 89110	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
CLM-400925	CLM	Peter Carter	1999-02-24	UHC-21483-29	—	8215 Market St, Fresno, CA, 93755	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-422493	CLM	Christian Peterson	1969-06-14	UHC-46520-71	—	2683 Indian School Rd, Eden Prairie, MN, 55358	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427991	CLM	Janice Kennedy	1948-03-14	—	5265523510	7102 Union St, Denver, CO, 80248	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427549	CLM	Dorothy George	1955-03-04	UHC-73922-65	—	2036 Camelback Rd, Denver, CO, 80219	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405337	CLM	Henry Mitchell	1992-03-03	UHC-74665-73	—	3105 Mountain View Dr, Columbus, OH, 43223	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407774	CLM	Bryan Lopez	1952-11-09	UHC-88128-54	—	7665 Elm St, Denver, CO, 80287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401841	CLM	Betty T Peters	1940-12-28	UHC-02149-74	9106580553	7521 Camelback Rd # 169, Sacramento, CA	0.66	Member ID reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-413458	CLM	Barbara Edwards	1951-10-01	UHC-91524-18	—	4467 Ocean Ave, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-425511	CLM	Hirsohi D Estrada	—	UHC-03525-64	2114106959	5345 Cedar Ln, Los Angeles, CA, 90038	0.66	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-432715	CLM	Randy Riley	1975-07-01	—	—	2611 Jefferson Ave, Plano, TX, 75054	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427813	CLM	Sophia Ryan	1966-08-03	UHC-48990-31	—	8766 Spring St, Seattle, WA, 98177	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423542	CLM	Ann Lawrence	1993-12-14	UHC-40605-61	—	8405 Apache Blvd, Miami, FL, 33125	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-408037	CLM	Scott Pena	1993-10-14	—	—	2019 Oak St, Tucson, AZ, 85798	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413633	CLM	Roger Guzman	1991-11-22	UHC-24096-79	—	7777 Baseline Rd, Los Angeles, CA, 90037	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407773	CLM	Charles O Ellis	1972-11-13	UHC-01634-67	—	9432 Church St, San Diego, CA, 92152	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410404	CLM	Debbie Smith	1955-02-11	UHC-06521-05	—	805 Market St, Plano, TX, 75081	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more

18,771 rows, page 113 of 376Previous Next