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 “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-428290	CLM	Gregory Cruz	1974-01-27	UHC-66888-17	9865843553	5351 Market St Apt 25, Jacksonville, FL, 32255	0.64	Phone reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-132871	ENR	Sharon Carroll	1981-09-16	UHC-68191-57	9157792559	1457 Grand Ave Apt 29, Atlanta, GA, 30323	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424880	CLM	Mason Price	1971-09-26	UHC-45042-06	7124701790	2697 Hillcrest Rd Apt 39, Charlotte, NC, 28231	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431994	CLM	Sarah J Long	1993-01-20	UHC-42321-42	3153143425	6140 Camelback Rd # 151, Houston, TX, 77063	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132293	ENR	Anthony K Martin	1949-09-01	UHC-77394-07	5719854969	6926 Market St # 211, Atlanta, GA, 30302	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-135952	ENR	Michelle Gray	2008-09-10	UHC-05375-73	5926282705	3840 Hillcrest Rd # 419, Los Angeles, CA, 90010	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-117118	ENR	Kelly Little	2008-11-24	UHC-49705-38	3968278273	1047 Palm Dr # 838, Austin, TX, 78762	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-416175	CLM	Rebecca B Collins	1972-06-13	UHC-41980-63	—	7226 Maple Ave # 130, Houston, TX, 77076	0.64	Name re-cased Unit split from street Street suffix standardised Address re-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
PRV-20318	PRV	Bobby Garcia	1940-10-09	UHC-75717-45	3767933181	3222 Valley View Dr Apt 33, Minneapolis, MN, 55428	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109361	ENR	Nancy J Wheeler	1963-01-01	UHC-12362-52	7947958406	5840 Palm Dr # 192, Austin, TX, 78763	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111104	ENR	Marilyn X Reynolds	1945-06-15	UHC-46674-53	8509682835	5503 Central Ave Apt 2, Orlando, FL, 32865	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-407185	CLM	Edward Watkins	2001-10-19	UHC-04151-64	9705959792	1525 Desert Sky Blvd # 383, Dallas, TX, 75275	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-401017	CLM	Melissa M Moreno	2000-09-17	—	5749501526	7186 Lake View Rd # 207, Chandler, AZ, 85207	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
PRV-24616	PRV	Larry Mejia	1944-06-07	—	8282764875	3854 Desert Sky Blvd Apt 20, Jacksonville, FL, 32222	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-106943	ENR	Juan F Thomas	1951-05-14	UHC-16020-03	6404232827	2865 Sunset Blvd Apt 12, Houston, TX, 77066	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24332	PRV	Eugene Crawford	1980-09-21	—	8894951061	2129 Indian School Rd # 429, Scottsdale, AZ, 85202	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-141595	ENR	Dorothy Russell	1990-09-17	UHC-99625-04	7049231856	9373 Spring St Apt 20, Mesa, AZ, 85208	0.64	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
CLM-417338	CLM	Jerry Rmaos	1974-10-07	—	3894092273	5136 Elm St Apt 36, Sacramento, CA, 95880	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
ENR-100850	ENR	Stephen Ramirez	2005-10-17	UHC-34622-69	7649540080	4006 Maple Ave Apt 37, Mesa, AZ, 85233	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-431003	CLM	Kenneth Murphy	1958-07-17	UHC-62459-21	3904287949	356 Baseline Rd Apt 8, Houston, TX, 77043	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428323	CLM	Michelle G Harrison	2000-04-28	—	7899307291	2767 Indian School Rd # 822, Jacksonville, FL, 32204	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
ENR-120718	ENR	Doirs Nichols	1944-11-19	UHC-72925-71	8308692916	5904 Willow Ct Apt 21, Houston, TX, 77024	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-102567	ENR	Anna U Shaw	1956-08-26	UHC-44369-31	5074415820	8585 Desert Sky Blvd # 393, San Antonio, TX, 78276	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-23844	PRV	Frank Q Bailey	1949-06-25	UHC-20314-33	—	7687 Indian School Rd Apt 20, Las Vegas, NV, 89150	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134402	ENR	Virginia Mjia	2006-02-17	UHC-29010-39	2412314554	5994 Canyon Rd Apt 22, Fresno, CA, 93767	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429454	CLM	Jose Yang	1996-12-24	UHC-79343-17	—	6764 Ridge Rd Apt 25, Tampa, FL, 33657	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405495	CLM	Lori Fowler	1972-10-21	UHC-41558-85	3782491059	194 Church St Apt 5, Tampa, FL, 33640	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111266	ENR	Ronald B Lawrence	1981-05-22	UHC-29293-43	—	3578 Central Ave Apt 6, Scottsdale, AZ, 85283	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123539	ENR	Alice I Burns	1943-11-16	UHC-66412-77	5552387277	1416 Pine Dr # 154, Scottsdale, AZ, 85252	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27605	PRV	Donna Silva	1989-10-06	UHC-90917-79	—	9374 Sage Ct # 789, Las Vegas, NV, 89168	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28204	PRV	Mateo Miller	2000-08-15	UHC-99133-72	7718582429	1423 Spring St Apt 40, Nashville, TN, 37299	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-56180	TPA	Samuel Berry	1941-01-06	—	2596164047	9512 Indian School Rd Apt 34, Tampa, FL, 33657	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133817	ENR	Albert Fisher	1981-06-04	—	3059760699	9784 Harbor Blvd # 537, Gilbert, AZ, 85212	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126717	ENR	Ethan L Palmer	1998-05-03	UHC-82294-17	6363217862	9433 Spring St Apt 23, Las Vegas, NV, 89124	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-114485	ENR	Lauren Tran	1986-01-14	UHC-07819-24	2593582163	5167 Hillcrest Rd # 430, Mesa, AZ, 85209	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-56365	TPA	Roger Graham	1985-04-21	—	—	8975 Sage Ct # 390, Phoenix, AZ, 85046	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57892	TPA	Betty Patel	1959-02-07	—	7427794631	1321 River Rd # 866, Charlotte, NC, 28291	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121777	ENR	Lawrence O Morgan	1987-06-08	UHC-20131-53	8245494912	3943 Cedar Ln # 176, Los Angeles, CA, 90027	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-63726	TPA	Stephen Washington	1950-03-07	—	9539044656	7605 Sunset Blvd # 439, Las Vegas, NV, 89130	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-103854	ENR	Philip Le	1983-04-22	UHC-39834-94	7534863035	3707 Union St Apt 18, Jacksonville, FL, 32202	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111620	ENR	Elijah Peters	1908-03-01	UHC-48945-36	2229525268	5869 Harbor Blvd # 714, Tampa, FL, 33696	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418770	CLM	Sophia W Evans	1974-12-27	UHC-44844-73	—	9437 Sunset Blvd Apt 40, Chandler, AZ, 85230	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108631	ENR	Lisa V Park	1981-01-07	UHC-71833-42	6023521726	6352 Desert Sky Blvd # 791, Sacramento, CA, 95813	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-54988	TPA	Nicholas Sanders	1987-06-19	—	9479070006	7213 Pine Dr Apt 24, Houston, TX, 77036	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-107116	ENR	Bobby J Foster	1999-04-05	UHC-79226-65	7329549250	8924 Oak St # 955, Los Angeles, CA, 90026	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-428974	CLM	Priya Valdez	1962-08-15	UHC-79291-64	—	3451 Willow Ct # 241, Tempe, AZ, 85217	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420289	CLM	Sarah Hall	1963-09-18	—	7335977930	7399 Park Pl # 381, Gilbert, AZ, 85205	0.64	Phone reformatted Unit split from street City re-cased Gender normalised+2 more
ENR-135149	ENR	Scott Vazquez	1997-04-28	UHC-50406-76	3305732909	7201 Sunset Blvd Apt 12, Charlotte, NC, 28225	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121098	ENR	John H Lopez	2007-10-26	UHC-22836-21	9405873671	8776 Harbor Blvd # 374, Tucson, AZ, 85767	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more

6,994 rows, page 87 of 140Previous Next