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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400401	CLM	Payne Diego	1962-04-18	UHC-65200-03	7578067166	9440 Mountain View Dr # 763, Scottsdale, AZ, 85213	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-416622	CLM	Wayne Bailey	2007-07-10	—	7077290054	8816 Forest Ave Apt 19, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-426550	CLM	Amanda R Hill	2001-08-08	UHC-75623-64	9328061406	6405 Desert Sky Blvd # 144, Charlotte, NC, 28299	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-405836	CLM	Vincent N Diaz	1982-11-18	—	—	8142 Oak St # 687, Fresno, CA, 93735	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-420464	CLM	Patrick Valdez	1950-04-27	UHC-71408-63	—	5078 Canyon Rd Apt 38, Minneapolis, MN, 55432	0.46	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+5 more
CLM-406828	CLM	Vincent Hudson	1943-07-18	UHC-97933-52	3625237674	8952 Market St # 836, Fresno, CA, 93702	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-430113	CLM	William Ray	1943-10-22	UHC-70885-47	4629397323	3317 Indian School Rd # 876, Glendale, AZ, 85372	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-424206	CLM	Jack Hart	2002-11-04	UHC-64143-01	4954677671	3096 Lake View Rd Apt 7, Tempe, AZ, 85271	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-402709	CLM	Marcus Richards	2008-01-28	UHC-72468-49	7475956022	8720 Market St Apt 34, Atlanta, GA, 30382	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-410181	CLM	Sandra Tucker	1962-06-06	—	7495152251	4843 Grand Ave Apt 34, San Diego, CA, 92176	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-408836	CLM	Charles F Edwards	1939-11-15	UHC-50789-07	6846964615	7460 Bayshore Dr Apt 26, San Antonio, TX, 78220	0.46	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
CLM-402068	CLM	Kevin Gozales	1980-04-17	UHC-66033-82	7632167898	2112 Hillcrest Rd Apt 6, Chandler, AZ, 85260	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
CLM-421623	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	—	8846 Apache Blvd # 256, Seattle, WA	0.46	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
CLM-416927	CLM	Jeremy L Reed	1948-03-21	UHC-59517-34	3464800666	8795 Valley View Dr # 754, Nashville, TN, 37237	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-414468	CLM	Will Allen	1953-06-12	—	3647074187	430 Highland Ave # 819, Dallas, TX, 75267	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-409533	CLM	Sharno Morrison	1990-09-15	UHC-24318-58	7494516232	2424 Cedar Ln Apt 26, Seattle, WA, 98157	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-411966	CLM	Megan Herrera	1991-02-23	—	7087172970	4453 Indian School Rd Apt 40, Denver, CO	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-427172	CLM	Bryan Black	1940-01-26	—	3844308523	985 Apache Blvd # 477, Minneapolis, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-432778	CLM	Nicole M Robertson	1982-10-04	UHC-44037-37	5569981750	70 Lake View Rd Apt 32, Nashville, TN, 37276	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-411571	CLM	Glora Lynch	1980-11-13	UHC-57656-67	3779757975	4678 Grand Ave Apt 17, Tempe, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-420572	CLM	Austin Matthews	1998-04-17	—	7909741513	85 Union St # 715, Tampa, FL, 33615	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-424805	CLM	Marcus Griffin	1955-02-22	UHC-16047-81	—	6506 Spring St # 242, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-412681	CLM	Luis Lee	1965-04-28	UHC-56887-73	—	7876 Bayshore Dr Apt 30, Phoenix, AZ	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-417543	CLM	Sandra R Hart	1950-09-18	UHC-51984-99	—	9811 Maple Ave # 933, Orlando, FL	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-429587	CLM	Laura Ford	1971-04-01	—	—	2828 Maple Ave Apt 8, Gilbert, AZ, 85283	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-403206	CLM	Jakob G Wong	1982-10-02	—	—	1191 Camelback Rd Apt 17, Mesa, AZ, 85210	0.48	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
CLM-400534	CLM	Carl Jacobs	1989-03-02	—	—	3975 Canyon Rd # 837, Gilbert, AZ, 85296	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-428711	CLM	Peter Black	1991-07-06	UHC-10895-50	5297926699	9849 Palm Dr # 580, Miami, FL	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-426370	CLM	Mei Y Reyes	1945-08-10	—	2285300824	1048 Main St Apt 3, Jacksonville, FL, 32241	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-404467	CLM	Gabriel Campbell	1941-09-14	UHC-07730-92	8512204176	1460 Pine Dr # 396, Plano, TX, 75001	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-432077	CLM	Terry Q Duncan	1972-11-17	UHC-55410-43	—	8349 Sunset Blvd Apt 40, Fresno, CA, 93726	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-423289	CLM	Hansen Richaard	1959-10-08	—	3505892402	1452 Cedar Ln Apt 10, Nashville, TN, 37215	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-407730	CLM	Beverly Padilla	1954-10-26	UHC-35803-15	5395348170	6136 Park Pl Apt 4, Mesa, AZ, 85225	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-411953	CLM	Sandra Reyes	1964-07-08	—	8249183594	8178 Market St # 425, Dallas, TX, 75230	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-428289	CLM	Gregory Cruz	1974-01-27	UHC-66888-17	9865843553	5351 Market St Apt 24, Jacksonville, FL, 32255	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-426896	CLM	Stephen Lawrence	1974-12-08	UHC-90352-64	6442144806	5363 Park Pl Apt 13, Plano, TX, 75087	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-408895	CLM	Aisha Robinson	1961-10-19	UHC-79685-78	2073004202	1393 Spring St # 483, San Antonio, TX, 78206	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-412597	CLM	Kathleen V Brown	1994-08-14	UHC-43169-47	—	3092 Sage Ct Apt 8, Orlando, FL, 32854	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-418701	CLM	Paul AJunk	1953-03-19	UHC-85993-86	—	2801 Grand Ave Apt 18, Fresno, CA, 93739	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-432059	CLM	Kevin P Hughes	1944-07-02	UHC-58283-90	—	7328 Bayshore Dr # 332, Glendale, AZ, 85319	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-411339	CLM	Anthony Hill	2003-07-19	UHC-15437-91	—	7834 Palm Dr Apt 26, Mesa, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-418800	CLM	Madison Vazquez	1994-10-09	UHC-54474-87	2697814970	6427 Mesa Dr Apt 14, Miami, FL, 33109	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-428569	CLM	Angela Burns	1959-02-14	UHC-19715-22	4909447303	3613 Elm St Apt 24, Tucson, AZ, 85761	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-426814	CLM	Keith Watson	1991-02-08	UHC-99757-95	—	907 Central Ave # 294, San Antonio, TX, 78265	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-405287	CLM	Patrick V Armstrong	1982-03-02	UHC-19406-81	5604641786	2334 Jefferson Ave Apt 15, Nashville, TN, 37231	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-406560	CLM	Ashley Hernandez	1948-03-21	—	3319189330	3595 Forest Ave # 358, Chandler, AZ, 85282	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-413939	CLM	Albert Marshall	1991-07-04	—	2196705939	8011 Maple Ave Apt 6, Plano, TX, 75058	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-406161	CLM	Noah Bryant	1967-08-07	—	3669318406	5278 Mountain View Dr # 784, Columbus, OH, 43256	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-412875	CLM	Donna F Le	1965-02-06	UHC-38557-93	3839133452	6110 Valley View Dr Apt 10, Chandler, AZ, 85262	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-423199	CLM	Sara Wallace	1970-10-27	UHC-48359-67	6659671601	298 Ridge Rd Apt 25, Minneapolis, MN, 55471	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more

2,038 rows, page 5 of 41Previous Next