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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424007	CLM	Brenda Patterson	2003-09-07	UHC-55114-04	2319647720	6271 Willow Ct Apt 36, Dallas, TX, 75248	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410235	CLM	Janice Lopez	1947-05-11	UHC-64105-04	7883163428	2564 Lincoln Way, San Antonio, TX, 78293	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-400569	CLM	Stephanie Campbell	1960-03-15	UHC-45143-38	3997886790	8660 Central Ave, Atlanta, GA, 30368	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418597	CLM	Jessica N Adams	1961-07-22	UHC-97802-47	4369550598	1007 Oak St, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418596	CLM	Jessica N Adams	1961-07-22	UHC-97802-47	4369550598	1007 Oak St, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423173	CLM	Kenneth James	1941-08-01	UHC-79845-73	9755603423	2485 Baseline Rd, Gilbert, AZ, 85229	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-428925	CLM	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429561	CLM	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd # 873, Scottsdale, AZ, 85275	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-400359	CLM	Anna Stevens	1970-11-09	UHC-64371-85	8123424815	582 Union St, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403377	CLM	Roy Vazquez	1941-01-06	UHC-90646-48	7356233476	6604 Central Ave, Austin, TX, 78757	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428086	CLM	Arthur Kelley	1988-04-25	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-406187	CLM	Eugene Sanchez	2000-07-06	UHC-18080-63	8858148913	2820 Palm Dr, Fresno, CA, 93729	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415603	CLM	Jacqueline Gonzales	1997-03-13	—	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425069	CLM	Camila McDonald	1988-10-08	—	8183368496	2173 Ocean Ave # 104, Houston, TX, 77013	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413115	CLM	Becky Fuller	1952-05-22	UHC-12980-59	6103621757	1662 Mesa Dr, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422479	CLM	Dorothy Wood	1949-05-01	—	4753306546	7288 Mesa Dr, Jacksonville, FL, 32293	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424708	CLM	Diane Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ, 85222	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-432737	CLM	Ana Y Gutierrez	1971-09-20	UHC-10479-88	3429411580	384 Forest Ave, Austin, TX, 78734	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427922	CLM	Walter Duncaan	—	—	7473988264	4410 Apache Blvd, Chandler, AZ, 85233	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420904	CLM	Randy Gardner	1958-06-08	UHC-99224-74	6332912701	3483 Palm Dr, Chandler, AZ	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
CLM-420060	CLM	Jim Wilson	1998-04-08	UHC-29080-56	8372702924	1459 Mesa Dr, Fresno, CA, 93700	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420811	CLM	Zachary Hawkins	1948-08-11	UHC-34301-59	6313479380	7927 Willow Ct, Scottsdale, AZ, 85268	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419667	CLM	Keith T Munoz	1963-11-07	UHC-81023-71	5449650330	3507 Washington St, Phoenix, AZ, 85050	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406945	CLM	Aaron McDonald	1941-09-11	—	7698919276	5762 Desert Sky Blvd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401257	CLM	Linda O Carr	1950-10-05	UHC-14169-74	8186480228	27 Forest Ave, Columbus, OH, 43209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409679	CLM	Roy Hall	1952-10-16	—	9535140397	6334 Apache Blvd, San Antonio, TX, 78254	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407665	CLM	Carolyn J Shaw	1950-11-15	UHC-40375-01	6667622497	1489 Cedar Ln, Tampa, FL, 33694	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407129	CLM	Christian Yang	1945-08-01	UHC-31026-34	9002477102	8005 Willow Ct, Austin, TX, 78785	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402140	CLM	Bruce Johsnton	1975-08-10	—	2452831145	3273 Harbor Blvd, Dallas, TX, 75275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400861	CLM	Munooz J Brandon	1965-08-06	UHC-24440-97	4199034858	466 Desert Sky Blvd, Jacksonville, FL, 32253	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416273	CLM	Santiago Jensen	1992-05-26	UHC-40660-07	7917563574	8713 Meadow Ln Apt 26, Seattle, WA, 98137	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431168	CLM	Elizabeth Myers	1980-12-18	UHC-25672-92	3663642933	9332 Ridge Rd # 802, Dallas, TX, 75292	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412960	CLM	Scott U Jordan	1965-02-17	—	5357579210	2014 Pine Dr, Miami, FL, 33190	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430635	CLM	Frances Burke	2000-04-23	UHC-81574-06	7667435344	2627 Desert Sky Blvd # 492, Mesa, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-420415	CLM	Camila Richardson	1972-05-10	—	7402265247	1818 Sage Ct, Sacramento, CA, 95879	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407154	CLM	Sarra Cooper	1938-07-03	UHC-45515-34	3694676493	1053 Pine Dr, Minneapolis, MN, 55402	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409290	CLM	Moreno V Benjamin	2000-08-10	UHC-43144-61	4897766530	9459 Highland Ave, Glendale, AZ, 85364	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401814	CLM	Theresa Fowler	1979-04-14	UHC-19141-31	3996298696	6465 Broadway Apt 2, Las Vegas, NV, 89188	0.64	Two-digit birth year Phone reformatted Unit split from street Address re-cased+2 more
CLM-409006	CLM	Jacqueline Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd, Tucson, AZ, 85756	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408068	CLM	Mary Hunter	1948-03-07	—	7572556514	9548 Palm Dr, Plano, TX, 75001	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407349	CLM	George K Murphy	1998-10-14	UHC-12080-51	9648052507	707 Apache Blvd, Sacramento, CA, 95898	0.64	Name split from “Last, First”Phone reformatted State name converted to code Plan code upper-cased+2 more
CLM-422222	CLM	Heather Munoz	1971-02-03	UHC-96240-40	3296654694	2548 Washington St, Orlando, FL, 32824	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400175	CLM	Anthony Maldonado	1958-06-17	UHC-57454-98	8816298459	7136 Sage Ct, Dallas, TX, 75246	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422450	CLM	Dylan Carpenter	2001-05-19	—	5942734718	1683 Desert Sky Blvd, Jacksonville, FL, 32245	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401762	CLM	Bradley Gilbert	2001-03-25	—	3855037959	5498 Church St # 592, Jacksonville, FL, 32209	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-423566	CLM	Albeert Lynch	1960-04-25	UHC-64593-13	3438871475	1108 Maple Ave, Seattle, WA, 98143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426504	CLM	Jordan Walker	1988-02-19	UHC-96381-04	2524509237	3465 Union St, Columbus, OH, 43291	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416545	CLM	Christopher Adams	1945-11-23	UHC-52332-69	9377433810	301 Church St, Denver, CO, 80272	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417007	CLM	Madison Taylor	1957-06-12	—	8817784455	4368 Sage Ct, Sacramento, CA, 95847	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more

11,960 rows, page 53 of 240Previous Next