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
PRV-24148	PRV	Philip Valdez	1996-03-02	UHC-84631-45	—	713 Camelback Rd Apt 24, Denver, CO, 80234	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-402040	CLM	Mark Palmer	2008-07-25	—	6604513054	6191 Oak St Apt 3, Gilbert, AZ, 85298	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-117076	ENR	Lauren S Valdez	1944-06-21	UHC-73108-23	7699924425	1720 Market St # 963, Tucson, AZ, 85766	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
TPA-54682	TPA	Carlos Thompson	2002-01-26	—	—	7115 Apache Blvd Apt 38, Tampa, FL, 33652	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-419757	CLM	Lukia Patel	1982-11-08	UHC-19806-99	5209253553	3367 Meadow Ln Apt 11, Atlanta, GA	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-429938	CLM	Lauren I Johnson	1991-06-20	UHC-39409-51	—	1441 Central Ave Apt 3, Tempe, AZ, 85200	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-103637	ENR	Jerry McDonald	1940-11-01	UHC-42185-25	3376984913	8173 Hillcrest Rd Apt 35, Atlanta, GA, 30351	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-103636	ENR	Jerry McDonald	1940-11-01	UHC-42185-25	3376984913	8173 Hillcrest Rd Apt 35, Atlanta, GA, 30351	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-114070	ENR	Camila Knight	1975-02-01	UHC-56856-16	9185685593	531 Baseline Rd Apt 2, Charlotte, NC, 28297	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-141932	ENR	Douglas D Castillo	1962-12-03	UHC-86309-17	7402024997	5903 Lake View Rd # 572, Jacksonville, FL, 32208	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
TPA-59357	TPA	Elizabeth Santiago	1974-02-24	UHC-79914-44	—	1713 Ridge Rd # 159, Mesa, AZ, 85274	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-100409	ENR	Heather H Thomas	1998-02-05	UHC-74493-68	2372145528	7841 Church St # 744, Minneapolis, MN, 55431	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-419012	CLM	George Washington	1982-02-08	UHC-44790-08	—	3555 Grand Ave Apt 12, Miami, FL, 33122	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
CLM-415017	CLM	Arthur Harvey	1976-03-14	UHC-78370-21	9046983922	5334 Elm St # 811, Seattle, WA, 98104	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
TPA-61292	TPA	Barbara Johnston	1990-12-20	—	2573931456	6135 Ridge Rd # 327, Glendale, AZ, 85389	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-110931	ENR	Alan A Wilson	—	UHC-64460-07	4378382365	9375 Camelback Rd # 395, Columbus, OH, 43279	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132192	ENR	Vincant Sullivan	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave Apt 18, San Antonio, TX, 78246	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
TPA-58426	TPA	Danny Johnson	1941-03-27	—	2854810846	8387 Church St # 385, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+4 more
CLM-400262	CLM	Ronald Estrada	1972-07-19	—	—	8013 Market St # 880, Mesa, AZ, 85296	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-414052	CLM	Isabella Z Watkins	1967-06-02	UHC-63631-99	—	1407 Ocean Ave # 261, Mesa, AZ, 85223	0.48	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+4 more
TPA-50179	TPA	Jeremy K Young	2002-05-20	—	—	6020 Jefferson Ave # 274, Columbus, OH, 43287	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-56482	TPA	Sophia Perez	1948-12-19	—	4452787432	2043 Forest Ave # 457, Sacramento, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-61018	TPA	Carol Meyer	1979-07-21	—	2429489581	3897 Camelback Rd Apt 35, Nashville, TN, 37265	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-137937	ENR	Gloria Chapman	1938-10-11	UHC-10323-58	4782630196	4425 Mesa Dr Apt 8, Denver, CO	0.48	Phone reformatted Member ID reformatted Unit split from street City re-cased+4 more
CLM-430059	CLM	Christine Phillips	1989-02-18	UHC-86842-73	—	3969 Hillcrest Rd # 129, Gilbert, AZ, 85291	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-102285	ENR	Anna K King	1941-01-11	UHC-76044-90	5507012262	251 Main St # 202, Eden Prairie, MN, 55323	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-419307	CLM	Noah Roberts	1953-07-09	UHC-09396-38	6858362098	5412 Main St Apt 9, Mesa, AZ, 85216	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-137595	ENR	Grace U Mendez	1962-06-05	UHC-83618-82	5597330883	4883 Apache Blvd Apt 18, Orlando, FL, 32821	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-425633	CLM	Joyce Williams	1955-08-15	UHC-83998-13	4099440757	7046 Oak St Apt 36, Dallas, TX, 75243	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-120318	ENR	Logan Stewart	1974-03-04	UHC-35018-95	9838076756	7919 Mesa Dr # 262, Nashville, TN, 37266	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-107354	ENR	Catherine Hudson	2001-05-05	UHC-76200-83	5978103544	370 Harbor Blvd Apt 12, Miami, FL, 33129	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-128085	ENR	Sofia Marin	1954-04-11	UHC-48966-84	9825973219	5715 Sunset Blvd Apt 33, Los Angeles, CA, 90024	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-127422	ENR	Scott Hall	2003-02-18	UHC-57013-81	7217117160	2441 Maple Ave # 466, Jacksonville, FL, 32208	0.48	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-104376	ENR	Dylan A Day	1968-03-05	UHC-69809-48	4364032927	522 Indian School Rd # 828, Denver, CO, 80214	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128570	ENR	Wei Lawrence	1949-01-10	UHC-49718-56	7589640200	4975 Central Ave # 604, Gilbert, AZ, 85201	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
PRV-21880	PRV	Jean Davis	1979-12-02	—	7123828977	4831 Highland Ave # 411, Nashville, TN, 37203	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26003	PRV	Keith I Gordon	1965-09-11	—	3936293122	9536 Lake View Rd Apt 38, Dallas, TX, 75240	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-110118	ENR	Lynch Q Timothy	1944-09-12	UHC-82887-94	9687898570	689 Main St # 568, Columbus, OH, 43234	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
PRV-20070	PRV	Henry Brown	1998-08-21	UHC-21741-37	7043968916	3158 Indian School Rd # 376, Miami, FL, 33178	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-28273	PRV	Alexander Patel	1985-09-23	—	4435563349	5375 Sunset Blvd Apt 40, Plano, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-133524	ENR	Fatima A Yang	1960-09-27	UHC-58698-13	7903176000	4261 Washington St Apt 2, Dallas, TX, 75251	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-117854	ENR	Vincent A Wilson	1981-02-24	UHC-67482-99	2318412337	3708 Jefferson Ave Apt 27, Eden Prairie, MN, 55367	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-100887	ENR	Paul Z Jimenez	1977-10-17	UHC-80721-02	7525558763	1194 Pine Dr Apt 28, Tempe, AZ, 85257	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118232	ENR	Nicholas Jacobs	1982-08-08	UHC-67353-83	—	9067 Meadow Ln Apt 7, Nashville, TN, 37265	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-411752	CLM	Emily Thompson	1964-02-27	UHC-60492-22	8583560260	7291 Mesa Dr Apt 35, Charlotte, NC, 28216	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-411751	CLM	Emily Thompson	1964-02-27	UHC-60492-22	8583560260	7291 Mesa Dr Apt 35, Charlotte, NC, 28216	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-133876	ENR	Samantha Murphy	1977-09-03	UHC-20022-73	7003472354	2756 Hillcrest Rd # 384, Las Vegas, NV, 89195	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-64148	TPA	Bobyb Bailey	1943-08-01	—	—	2275 Baseline Rd Apt 37, Plano, TX, 75032	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-24637	PRV	—Junk	1969-06-02	UHC-33144-52	8066566365	1367 Mountain View Dr Apt 31, Glendale, AZ, 85340	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-101370	ENR	Sndra C Burtun	1954-10-04	UHC-31035-23	4115275035	6978 Willow Ct # 374, Tucson, AZ, 85790	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more

6,994 rows, page 23 of 140Previous Next