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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432599	CLM	Bruce K Fuller	1968-08-22	UHC-60457-96	4464178833	1619 Forest Ave, Tucson, AZ, 85773	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421260	CLM	Dorothy M Bradley	1952-09-12	UHC-61130-89	6219104998	634 Canyon Rd, Seattle, WA, 98100	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Email lower-cased+2 more
CLM-413981	CLM	Kayla H Watkins	1977-02-06	—	—	5154 Harbor Blvd, Mesa, AZ, 85267	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-430433	CLM	Joan Mdeina	1968-02-10	—	—	4462 Oak St, Orlando, FL, 32890	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-426913	CLM	Susan Morrison	1959-02-28	UHC-92801-47	—	2746 Apache Blvd, Denver, CO, 80252	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429310	CLM	Bruce Fox	1979-09-06	UHC-44206-81	—	4844 Cedar Ln, Austin, TX, 78744	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
CLM-414004	CLM	Samuel Berry	1941-01-06	UHC-82531-52	—	9512 Indian School Rd, Tampa, FL, 33657	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-420797	CLM	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-420798	CLM	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-432361	CLM	Amy Sanchez	1972-07-02	UHC-63205-92	—	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
CLM-427968	CLM	Ben Z Cunninghm	1961-09-18	—	—	5415 Mountain View Dr, Chandler, AZ, 85246	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-422937	CLM	Kathryn U Cooper	1979-09-21	UHC-84332-55	—	2370 Ridge Rd, Mesa, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418427	CLM	Katherine Wells	1960-06-09	UHC-87823-78	7545484572	2093 Hillcrest Rd, Gilbert, AZ, 85254	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-408762	CLM	Jeff Ortiz	1986-10-08	UHC-55126-77	6715436453	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-411205	CLM	Helen S Robinson	1996-03-10	UHC-80098-32	—	1332 Hillcrest Rd, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414327	CLM	Theresa Mills	2000-03-14	—	5065559050	2359 Market St, Tucson, AZ, 85714	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415785	CLM	Albert Daniels	1952-03-03	UHC-27627-55	7882228939	—	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
CLM-421753	CLM	Linda Johnson	1994-09-18	—	—	3980 Baseline Rd, Columbus, OH, 43215	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
CLM-429356	CLM	Janet Weaver	1995-02-05	—	—	9551 Lake View Rd, Atlanta, GA, 30307	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-420981	CLM	Andrew Fernandez	1954-12-06	—	—	3013 Pine Dr, Dallas, TX, 75280	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-403848	CLM	Catherine I Richardson	2005-08-26	UHC-15592-78	8617857017	2274 Church St, Scottsdale, AZ, 85238	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-427740	CLM	Gloria Grant	1952-08-13	UHC-18393-21	6624198244	6583 Ridge Rd # 273, Las Vegas, NV, 89187	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street Email lower-cased+2 more
CLM-422201	CLM	Henry Salazar	2006-05-10	—	8067857829	—	0.64	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+2 more
CLM-406844	CLM	Virginia Clark	1948-02-25	UHC-21787-94	—	670 Sage Ct, Glendale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418182	CLM	Maria Q Medina	1938-06-17	—	—	6083 Baseline Rd, San Antonio, TX	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-410103	CLM	Joseph Herrera	1959-04-21	—	—	5215 Indian School Rd, Las Vegas, NV, 89149	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-401622	CLM	Jeffrey Rojas	—	UHC-39663-17	—	3040 Apache Blvd, Seattle, WA, 98111	0.64	Date of birth unreadable City re-cased Email lower-cased Gender normalised+2 more
CLM-403416	CLM	Jessica Bennett	1957-09-24	UHC-12177-94	—	41 Indian School Rd, Mesa, AZ, 85227	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-405411	CLM	Diego Bradley	1981-06-15	UHC-63626-44	—	6733 River Rd # 668, Tempe, AZ, 85259	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413866	CLM	Linda Vargas	1986-06-11	UHC-27818-16	9188099494	9669 Mountain View Dr, Scottsdale, AZ, 85205	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-425979	CLM	Mark Padilla	1968-04-28	UHC-93890-43	9835627883	7838 Harbor Blvd, Fresno, CA, 93748	0.64	Phone reformatted State name converted to code Email lower-cased Gender normalised+2 more
CLM-429242	CLM	George Q Howell	—	—	—	—	0.64	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+2 more
CLM-418064	CLM	Santiago Martinez	1959-06-09	UHC-34421-47	9322157494	225 Harbor Blvd, Minneapolis, MN, 55433	0.64	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
CLM-417297	CLM	Lawrence Chapman	1975-10-20	—	—	3172 Ocean Ave, Austin, TX, 78770	0.64	State code upper-cased ZIP+4 trimmed Email lower-cased Gender normalised+2 more
CLM-421442	CLM	Austin Burton	—	UHC-94455-39	—	—	0.64	Date of birth missing Member ID reformatted Email lower-cased Gender normalised+2 more
CLM-403151	CLM	Diego K Jones	1981-07-13	—	4194872571	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
CLM-419207	CLM	Adam Roberts	1976-02-27	UHC-76557-89	—	5241 Lincoln Way, Minneapolis, MN, 55413	0.64	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised+2 more
CLM-409031	CLM	Patricia O Andrews	1996-05-07	UHC-97038-28	—	9097 Washington St, Orlando, FL, 32873	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-428313	CLM	Andrew M McCoy	1985-06-03	—	—	343 Pine Dr Apt 22, Tempe, AZ, 85210	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-410338	CLM	Evelyn McDonald	1960-11-01	—	—	1973 Sage Ct # 459, Chandler, AZ, 85242	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-411237	CLM	Joyce Spencer	1948-01-17	—	9712380933	5919 Broadway # 624, Sacramento, CA, 95800	0.64	Name split from “Last, First”Phone reformatted Unit split from street Address re-cased+2 more
CLM-430067	CLM	Dona Bell	—	UHC-23412-40	—	—	0.64	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+2 more
CLM-415272	CLM	Kimberly Marquez	1942-05-15	UHC-94929-40	—	1432 Valley View Dr, Las Vegas, NV, 89170	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-406807	CLM	Patricia Hart	1974-05-14	UHC-97214-71	—	6473 Jefferson Ave, Phoenix, AZ, 85018	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407961	CLM	Keith L Gordon	1964-04-19	—	—	6363 Mesa Dr Apt 20, Scottsdale, AZ, 85249	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-405649	CLM	Johnny Trores	1995-01-21	—	6154562158	6220 Ocean Ave, Minneapolis, MN, 55446	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406690	CLM	Raymnd Rodriguez	—	UHC-81501-18	7043124628	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+2 more
CLM-414638	CLM	Hiroshi Gonzalez	1939-03-20	UHC-77778-93	7762634025	6699 Willow Ct, Scottsdale, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-418940	CLM	Helen Johnson	1977-05-18	—	7329415849	9802 Bayshore Dr, Los Angeles, CA, 90019	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400498	CLM	Mariana Shaw	1952-02-14	UHC-69035-21	5765550410	1064 Oak St, Denver, CO, 80287	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

989 rows, page 6 of 20Previous Next