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

Enrollment, 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
ENR-123165	ENR	Helen Thomsa	1941-02-13	UHC-76001-68	4405197634	3663 Sage Ct, Tempe, AZ	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-117931	ENR	Beverly V Ruiz	1972-02-15	UHC-85465-78	5218812450	159 Church St, Tempe, AZ, 85289	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113766	ENR	Stephen Z Murphy	1991-02-22	UHC-28556-77	8864165206	1338 Ocean Ave, Scottsdale, AZ, 85202	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-108681	ENR	Laura X Gonzales	1962-09-03	UHC-04399-76	6732664540	6818 Camelback Rd, Las Vegas, NV, 89113	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-101843	ENR	Sophia W Pierce	1973-09-23	UHC-04501-42	—	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-111001	ENR	Gloria G Le	1940-08-28	UHC-26291-93	—	1542 Highland Ave, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-110887	ENR	Raymond N Holmes	1972-02-10	UHC-55460-17	8964429771	1455 Sunset Blvd, Las Vegas, NV, 89124	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108736	ENR	Debra Maldonado	1973-10-14	—	7285072872	1488 Union St, Austin, TX, 78724	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-132836	ENR	Gerald R Watson	—	UHC-18562-31	3675314555	9473 Palm Dr, Chandler, AZ, 85276	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117279	ENR	Russell W Clark	1962-04-14	UHC-96670-18	—	4476 Lake View Rd, Scottsdale, AZ, 85205	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137451	ENR	Alexander Blak	1998-09-21	UHC-51655-25	3144683402	1837 Maple Ave, Jacksonville, FL, 32243	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118491	ENR	Sanders O Nathan	2003-12-13	UHC-04089-53	8965835750	2412 Canyon Rd, Sacramento, CA, 95885	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-107422	ENR	Judith F Martin	1992-01-20	UHC-58715-49	—	3511 Sunset Blvd, Minneapolis, MN, 55413	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-131453	ENR	Debra F Hanson	1952-05-14	UHC-88261-03	8846283798	2273 Main St, San Diego, CA, 92196	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-113958	ENR	Bryan Gonzzales	1962-12-13	UHC-64837-64	8196102698	6016 Market St, Tampa, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-131284	ENR	Adam O Herrera	1967-11-20	UHC-24042-43	8055056944	7813 Sage Ct, Nashville, TN, 37273	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104995	ENR	Larry Arnold	1978-01-01	UHC-60731-35	—	1043 Ocean Ave, Tucson, AZ, 85745	0.66	Name split from “Last, First”Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-126110	ENR	Benjamin Miller	1975-05-18	UHC-93960-60	8959993321	778 Ridge Rd, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-124043	ENR	Jose K Mendez	1990-12-20	UHC-00513-42	4155419100	9467 Spring St, San Diego, CA, 92142	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119930	ENR	Janice G Reed	1957-03-01	UHC-32316-34	—	319 Desert Sky Blvd # 762, San Diego, CA, 92168	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122043	ENR	Debra Vega	1966-11-26	UHC-56890-18	4823124515	9428 Broadway, Charlotte, NC, 28248	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-122042	ENR	Debra Vega	1966-11-26	UHC-56890-18	4823124515	9428 Broadway, Charlotte, NC, 28248	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-117659	ENR	Terry Gomez	1977-04-19	UHC-39043-39	9598951396	3153 Washington St, San Diego, CA, 92183	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115114	ENR	Fetima Wilson	2001-08-07	UHC-87747-75	—	949 Highland Ave, Denver, CO, 80230	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+1 more
ENR-139541	ENR	Carr Patricia	1991-08-15	UHC-69692-66	3853121461	7054 Meadow Ln, Nashville, TN, 37256	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-134079	ENR	Maria Y Lee	1982-11-17	UHC-04729-89	—	4493 Pine Dr, Minneapolis, MN, 55407	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-116865	ENR	Roy D Davis	1964-08-14	UHC-14130-19	4816131637	8252 Church St, Los Angeles, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-102939	ENR	Julie K Fernandez	1978-03-03	UHC-84577-80	—	1216 Desert Sky Blvd, Atlanta, GA, 30382	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119693	ENR	Dennis O Reyes	1993-07-19	UHC-08084-99	8143883081	6396 Ocean Ave Apt 28, Tempe, AZ, 85288	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-121920	ENR	Jose Hall	1944-09-22	—	5253464344	8803 Church St, Austin, TX, 78753	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-124442	ENR	Yuki C Walsh	1964-08-04	UHC-48388-19	2464445493	7969 Market St, Orlando, FL, 32847	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115216	ENR	Thomas Dean	1982-06-08	UHC-65674-50	—	8694 Ocean Ave, Miami, FL, 33163	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-118111	ENR	Mei U Lee	1978-11-25	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO, 80274	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118110	ENR	Mei U Lee	1978-11-25	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO, 80274	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117342	ENR	Matthew S Medina	1961-09-14	UHC-54702-19	6442752167	9132 Spring St, Houston, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100235	ENR	Maria Davis	2007-03-12	UHC-35556-52	5754717021	5103 Willow Ct, Tempe, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-140238	ENR	Juan X Burns	1982-04-02	UHC-46319-03	2233064286	266 Camelback Rd, Minneapolis, MN, 55492	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-111598	ENR	Larry U Shaw	1964-12-18	UHC-20579-77	—	5306 Desert Sky Blvd, Sacramento, CA, 95801	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-127005	ENR	Diego F Jimenez	2005-03-07	UHC-89670-40	9074718885	6107 Palm Dr, Houston, TX, 77097	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116428	ENR	Kathleen T Salazar	—	UHC-62432-29	5826762980	—	0.66	Middle initial moved out of first name Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-104108	ENR	Alexander Vazquez	—	UHC-02231-41	9835546311	8271 Meadow Ln, Eden Prairie, MN, 55394	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-135030	ENR	Emma Rios	2004-03-22	UHC-29326-42	—	124 Ridge Rd, San Diego, CA, 92177	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-125628	ENR	Gloria Walker	1952-10-05	UHC-25531-36	5228501157	3777 Willow Ct, Denver, CO, 80232	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-104228	ENR	Justin N Jenkins	1959-09-21	UHC-42783-82	9624222395	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-113422	ENR	Dennnis U Estrada	1940-08-10	UHC-28133-57	—	2069 River Rd, Tampa, FL, 33617	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-117752	ENR	Jerry L Dean	1971-12-28	UHC-44157-23	—	1126 Highland Ave, San Diego, CA, 92123	0.66	Name split from “Last, First”Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
ENR-118693	ENR	Juan Gutierrez	1975-02-27	UHC-97030-07	7099134689	4751 Washington St, Las Vegas, NV, 89139	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137376	ENR	Walter Knight	2002-07-25	—	2123286798	7563 Ocean Ave, Fresno, CA, 93785	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119226	ENR	Carl H Rivear	1948-03-11	UHC-19176-37	—	8766 Market St, San Antonio, TX, 78232	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-109756	ENR	Nicole R Riley	1950-03-20	UHC-60698-80	9433223496	—	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more

16,916 rows, page 121 of 339Previous Next