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
ENR-121209	ENR	Chaarles Hunt	1970-07-25	UHC-19975-87	2439283590	3754 Union St Apt 40, Orlando, FL, 32869	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-128496	ENR	Camila I Adams	1985-01-02	UHC-65667-70	4819527172	918 Canyon Rd # 488, Tampa, FL, 33697	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-137121	ENR	Michael N Carpenter	1995-07-11	UHC-99707-65	—	8019 Market St Apt 13, Plano, TX, 75001	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-26096	PRV	Carl Rivera	1980-12-03	UHC-16910-17	3902427961	5451 Grand Ave Apt 3, Eden Prairie, MN	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+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
ENR-108233	ENR	Madison Aguilar	2001-03-02	UHC-63465-62	2406933650	2689 Forest Ave # 113, Mesa, AZ, 85258	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-20694	PRV	Hioshi Lawrence	2005-09-10	—	9075599530	8338 Cedar Ln # 163, Tucson, AZ, 85797	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-141527	ENR	Lauren Ramirez	1948-08-16	UHC-84759-98	3914486285	3078 Lincoln Way # 726, San Antonio, TX, 78217	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-104841	ENR	Alan X Chavez	1944-02-13	UHC-75933-71	—	1479 Pine Dr # 835, Dallas, TX, 75263	0.48	Name re-cased Phone missing area code Member ID reformatted Unit split from street+4 more
TPA-63922	TPA	Melissa Dominguez	1955-10-15	—	9855304738	1059 Indian School Rd Apt 36, Austin, TX, 78745	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-135234	ENR	Larry Singh	2004-07-15	UHC-55360-97	2286557941	3589 Main St Apt 37, Los Angeles, CA, 90036	0.48	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-137600	ENR	Rebecca Chaavez	1950-01-16	UHC-71339-57	7263254587	5053 Pine Dr Apt 20, Houston, TX, 77045	0.48	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-140173	ENR	Angela Y Simpson	1958-02-01	UHC-60551-37	5054121302	3747 Ocean Ave Apt 33, Glendale, AZ, 85372	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-56511	TPA	Olivia Ruiz	1961-01-18	—	—	9419 Apache Blvd # 974, Austin, TX	0.48	Name re-cased Date of birth 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
ENR-110932	ENR	Alan A Wilson	2001-03-06	—	—	9375 Camelback Rd # 912, Columbus, OH, 43279	0.48	Middle initial moved out of first name Name re-cased Unit split from street Street suffix standardised+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
ENR-101784	ENR	Gabriel P Robertson	1946-05-09	UHC-65311-64	9883776570	5918 Mountain View Dr Apt 32, Glendale, AZ, 85335	0.48	Date of birth reformatted Member ID reformatted SSN last four extracted 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
PRV-29029	PRV	Brenda H Gordon	1965-06-14	—	4793238832	6342 Harbor Blvd # 846, Jacksonville, FL, 32227	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-139807	ENR	Ethan Peters	1971-06-14	UHC-28291-35	8725658434	4909 Meadow Ln # 261, Seattle, WA, 98152	0.48	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+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
PRV-27234	PRV	Eugene A Robertson	2001-11-10	UHC-32080-48	5536563521	8505 Palm Dr Apt 22, Columbus, OH, 43265	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-101108	ENR	Stephen Castro	2002-08-08	UHC-57755-77	6593123326	4293 Spring St Apt 4, Jacksonville, FL, 32244	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133150	ENR	Shirley Thomas	1950-01-03	UHC-75591-40	8914942053	4157 Jefferson Ave # 452, San Diego, CA, 92155	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-137373	ENR	Tyler Y Peters	2001-11-01	UHC-32643-22	—	1544 Market St Apt 35, Fresno, CA, 93738	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-102162	ENR	Garrett W Susan	2002-01-01	UHC-37392-40	4938965197	4354 Willow Ct # 729, Tempe, AZ, 85277	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-21642	PRV	Carol Gonzalez	1955-10-09	UHC-52139-69	—	6918 Desert Sky Blvd # 784, Minneapolis, MN	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-126564	ENR	Wei Gomez	2005-03-13	UHC-05045-78	2609743152	3593 Ocean Ave Apt 16, Austin, TX, 78708	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118094	ENR	Carlos Carpennter	2008-06-12	UHC-93262-81	4753030901	833 Canyon Rd # 692, Scottsdale, AZ, 85207	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-131276	ENR	Mari Q Jenkins	2006-04-01	UHC-85849-89	7118276384	2486 Mountain View Dr # 977, Jacksonville, FL, 32232	0.48	Date of birth reformatted Phone 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
ENR-110219	ENR	Jason Grant	1946-01-06	UHC-51451-91	5895981545	7783 Indian School Rd # 964, Denver, CO, 80293	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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
ENR-126606	ENR	Beverly I Baker	1997-08-08	UHC-69779-08	—	5700 Maple Ave # 597, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Unit split from street City re-cased+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
ENR-142111	ENR	William U Wells	1996-06-27	UHC-43805-72	9375878321	4905 Lake View Rd Apt 24, Phoenix, AZ	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-53153	TPA	Pamela Lucas	1963-10-05	UHC-08267-93	—	6958 Highland Ave Apt 37, San Antonio, TX	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
TPA-62433	TPA	Judith Espiinoza	1987-06-10	—	6165697187	403 Spring St Apt 22, Mesa, AZ, 85249	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-141779	ENR	Sara McCoy	1938-02-24	UHC-49462-80	8255562765	7050 Forest Ave Apt 25, Charlotte, NC, 28281	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132449	ENR	Andrew I Hunt	2006-10-23	UHC-82931-32	5568174802	3243 Church St Apt 21, Dallas, TX, 75260	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132448	ENR	Andrew I Hunt	2006-10-23	UHC-82931-32	5568174802	3243 Church St Apt 21, Dallas, TX, 75260	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-129761	ENR	Edward L Jenkins	1970-06-11	UHC-81374-07	6214437611	7960 River Rd Apt 20, Minneapolis, MN, 55478	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-142457	ENR	Peter Taylor	1950-09-15	UHC-71038-41	7474108829	7689 Jefferson Ave # 374, Austin, TX, 78739	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-134047	ENR	David C Jacobs	1999-01-03	UHC-26875-93	2904286809	9035 Central Ave Apt 5, Seattle, WA, 98193	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-124525	ENR	James Ford	1987-08-05	UHC-80014-49	9278219832	5669 Elm St # 263, San Antonio, TX, 78233	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+4 more

6,994 rows, page 19 of 140Previous Next