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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418891	CLM	Emily Young	1977-01-26	—	8583436208	8117 Apache Blvd # 771, Mesa, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-119965	ENR	Eugene Dean	1980-11-04	UHC-92457-43	7034043731	1663 Forest Ave, Sacramento, CA, 95876	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-27469	PRV	Isabella Lynch	1973-11-09	—	8597405922	7754 Valley View Dr # 446, Gilbert, AZ, 85235	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-424697	CLM	Barbara Jackson	1999-07-19	—	8724298088	5187 Mountain View Dr, Sacramento, CA, 95842	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120412	ENR	Rebecca U Hart	1962-03-15	UHC-48738-18	4442893304	2012 Jefferson Ave, Dallas, TX, 75284	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25313	PRV	Sean Dixon	2000-10-04	—	3477550518	3247 Mountain View Dr, Nashville, TN, 37264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427707	CLM	Natalie Ruiz	1955-01-02	UHC-88246-04	9158124870	5510 Grand Ave, Tucson, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51105	TPA	Mary Johnston	1950-06-19	—	2632233036	612 Desert Sky Blvd, Nashville, TN, 37291	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118297	ENR	Stephanie Holmes	1987-09-26	UHC-67717-30	5467464510	3877 Harbor Blvd, Scottsdale, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20805	PRV	Mark Ray	1947-03-25	—	7596828658	7803 Valley View Dr, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-406361	CLM	Michael T Lawson	1976-04-01	—	2182443098	2463 Canyon Rd, Nashville, TN, 37224	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-53335	TPA	Nicole T Munoz	1973-06-26	—	4304153850	7046 Ocean Ave, Los Angeles, CA, 90027	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405467	CLM	Alice Kelley	1985-01-09	UHC-90765-03	5166796680	666 Elm St, Tempe, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128776	ENR	Linda I Thompson	1987-09-14	UHC-07643-47	4706434879	7853 Indian School Rd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412605	CLM	Lori Campbell	1980-01-13	—	—	231 Broadway, Fresno, CA, 93734	0.60	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
CLM-409610	CLM	Bradley Brown	2004-06-11	UHC-19081-69	—	4265 Grand Ave, Houston, TX, 77064	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-424479	CLM	Bryan Romero	1993-02-04	—	9345225271	6621 Baseline Rd, Gilbert, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128147	ENR	Ralph U Amrstrong	1981-07-21	UHC-24998-70	6455889547	8223 Pine Dr, Los Angeles, CA, 90077	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-426241	CLM	Julie Nunez	1942-09-10	UHC-39256-14	—	9642 Harbor Blvd, San Antonio, TX, 78256	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-61782	TPA	Rachel D Fowler	1961-06-04	—	9838192153	8131 Sunset Blvd, Phoenix, AZ, 85069	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29389	PRV	Henry K Ellis	1950-01-01	—	4116016082	1632 Central Ave, San Antonio, TX, 78250	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52997	TPA	Grace C Kelly	1992-06-04	—	7665060494	5725 Maple Ave, San Diego, CA, 92122	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-122930	ENR	Herny Wang	1956-10-11	UHC-73333-83	5465842721	9589 Forest Ave, Denver, CO	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428233	CLM	Jerry Dunn	1993-02-22	UHC-45079-43	6789921657	5397 River Rd # 466, Charlotte, NC, 28296	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
TPA-55719	TPA	Kelly Jimenez	1960-05-09	—	8672357828	9175 Forest Ave, Dallas, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417627	CLM	Omar Sandoval	1988-10-09	UHC-06877-43	9317437233	6551 Grand Ave, San Antonio, TX, 78223	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101032	ENR	Hiroshi G Fullre	—	UHC-10742-92	8024769878	9186 Church St, Tampa, FL, 33680	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
PRV-21069	PRV	Austin Mendoza	1939-04-11	—	9407987779	4656 Baseline Rd, Chandler, AZ, 85245	0.60	Name re-cased Date of birth reformatted City re-cased State code upper-cased+4 more
PRV-20006	PRV	Margaret K Bell	2006-07-25	UHC-39574-66	—	4859 Elm St, Tampa, FL, 33618	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
PRV-27052	PRV	Evelyn U Contreras	1977-01-11	—	8072724415	8517 Sunset Blvd, Jacksonville, FL, 32240	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138669	ENR	Carol W Turner	1988-06-04	UHC-66102-25	8674376699	834 Highland Ave, Eden Prairie, MN, 55325	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-21236	PRV	Stephen Hicks	2003-03-01	—	3595564090	2494 Oak St, Austin, TX, 78782	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29463	PRV	Nicole Ortega	2003-03-20	UHC-23371-21	8305037171	2244 Maple Ave # 939, Fresno, CA	0.60	Name re-cased Phone reformatted Unit split from street City re-cased+4 more
ENR-129223	ENR	Andrea L Wells	1974-04-08	UHC-09143-66	2962636283	1442 Highland Ave, Atlanta, GA, 30301	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-424269	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St, Atlanta, GA, 30356	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411890	CLM	Ryan D Fuller	1965-12-23	—	7176395510	5944 Lake View Rd, Sacramento, CA, 95886	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427675	CLM	Pamela Harvey	1953-11-17	UHC-71603-21	—	5210 River Rd, San Antonio, TX, 78252	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-50772	TPA	Kenneth Marshall	2003-03-20	—	—	7655 Camelback Rd, Las Vegas, NV, 89190	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-135215	ENR	Ethan Wood	1996-02-07	UHC-49596-34	5045775803	7948 Main St, Charlotte, NC, 28249	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403211	CLM	Rebecca Phillips	1966-11-25	UHC-96782-86	5047057126	6764 Baseline Rd # 126, Seattle, WA, 98102	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-20421	PRV	Donald T Johnston	1945-11-27	—	5666986636	942 Harbor Blvd Apt 28, Glendale, AZ, 85356	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-418369	CLM	Brandon Graham	1999-03-03	UHC-81812-78	2115434560	3790 River Rd # 101, Dallas, TX, 75208	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-423292	CLM	Robert Moore	1975-11-08	—	—	3363 Meadow Ln, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-120529	ENR	Janet T Hoffman	1977-04-21	UHC-00217-94	—	9782 Valley View Dr, Dallas, TX, 75231	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
CLM-425265	CLM	Wayne Y Allen	1970-09-04	UHC-88054-22	6023760712	5414 Spring St, Tampa, FL, 33698	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-421378	CLM	Dylan L Bowman	1984-06-22	—	4386976432	2383 Cedar Ln, Jacksonville, FL, 32237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426176	CLM	Jose Jordan	1947-12-06	UHC-22708-92	—	2093 Oak St # 606, Dallas, TX, 75201	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-116918	ENR	Patty A Nguyen	2005-03-23	UHC-22321-64	7243578348	6015 Elm St, Fresno, CA, 93770	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-430923	CLM	Baker Emma	1995-06-15	UHC-19416-16	9808306226	2129 Market St, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51381	TPA	Janet Jenkins	1976-05-08	—	9794867603	5208 Main St, Phoenix, AZ, 85004	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

71,257 rows, page 159 of 1,426Previous Next