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-417447	CLM	Kathhleen Morgan	1994-04-23	—	—	5250 Spring St, Fresno, CA, 93754	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409849	CLM	Madison C Washington	1976-11-19	UHC-75175-92	—	8244 Hillcrest Rd, Glendale, AZ, 85391	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402391	CLM	Justin S Ross	1967-06-09	—	—	3558 Market St, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411407	CLM	Nancy Castillo	1967-03-21	UHC-50056-60	—	8927 Pine Dr, Tucson, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404798	CLM	Billy C Gibson	2008-04-13	—	—	3004 Sunset Blvd, Tucson, AZ, 85791	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+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-413840	CLM	Austin Nelson	1974-06-14	UHC-77457-34	—	9886 Park Pl Apt 4, Nashville, TN, 37261	0.64	Date of birth 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-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-425554	CLM	Eimly White	1942-09-14	UHC-52127-72	8232470038	208 Apache Blvd, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-427955	CLM	Christine Young	1978-10-04	UHC-29927-75	—	6594 Sunset Blvd, Orlando, FL, 32870	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+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-428770	CLM	Sandra Bradley	1970-05-25	—	7829315135	216 Lake View Rd, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411057	CLM	Doris E Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr Apt 39, Phoenix, AZ, 85014	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-411056	CLM	Doris E Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr Apt 39, Phoenix, AZ, 85014	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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-403448	CLM	Mateo Johnson	1986-09-05	UHC-24566-34	—	9534 Spring St, San Diego, CA, 92184	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426855	CLM	Larry Singh	2004-07-15	UHC-55360-97	—	3589 Main St, Los Angeles, CA, 90036	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414334	CLM	Mariana Parker	2008-11-14	UHC-18863-52	8676421234	9046 Church St, Gilbert, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400467	CLM	Wayne Carpenter	1993-02-01	—	—	6771 Bayshore Dr, Eden Prairie, MN, 55375	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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-422731	CLM	Benjamin Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422732	CLM	Benjamin Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432629	CLM	Margaret B Vasquez	1962-10-26	UHC-19632-97	—	7899 Church St, Scottsdale, AZ, 85294	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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-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-424212	CLM	Peter V Harris	1990-09-28	UHC-53556-75	—	7620 Highland Ave, Fresno, CA, 93717	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402881	CLM	Eugene Tran	1985-09-05	UHC-63592-24	—	7045 Forest Ave, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-401281	CLM	Charlotte Guzman	1985-05-17	UHC-77788-73	—	9180 Oak St, Miami, FL	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-429200	CLM	Macus Turnar	1939-12-12	UHC-68746-15	—	7122 Sage Ct, Phoenix, AZ, 85048	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409189	CLM	Anna Hall	2001-04-04	UHC-10415-23	—	1680 Jefferson Ave, Miami, FL, 33114	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-410001	CLM	Priya McDonald	2007-08-25	—	—	5470 Market St, Tucson, AZ, 85708	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-429606	CLM	Kimberly Hayes	1991-10-13	UHC-03076-95	—	1773 Ocean Ave, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427034	CLM	Luis Snyder	1956-03-26	UHC-14530-18	—	350 Maple Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+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
CLM-431894	CLM	Yuki Harvey	1957-05-01	—	—	4883 Oak St, Sacramento, CA, 95899	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+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-430227	CLM	Aisha Gray	1983-12-18	—	—	8462 Main St, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423660	CLM	Gloria Wilsson	1984-11-23	UHC-54456-13	—	4217 River Rd, Austin, TX, 78785	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-423027	CLM	Samantha F Valdez	1950-02-09	UHC-09139-97	2996051262	6880 Park Pl, Glendale, AZ, 85362	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425805	CLM	Scott P Sullivan	—	—	—	4342 Mesa Dr, San Diego, CA, 92115	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-430821	CLM	Kim Wang	1988-01-05	UHC-99271-57	—	935 Jefferson Ave, Sacramento, CA, 95809	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

16,411 rows, page 112 of 329Previous Next