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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112534	ENR	Jakke K Harvey	1986-07-03	UHC-64879-34	3143335770	5435 Highland Ave, Miami, FL	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-102426	ENR	Isabella Bowman	1953-10-22	UHC-75417-10	—	1711 Union St, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51983	TPA	Timothy Tran	1958-04-25	—	4657645355	5906 Apache Blvd, Glendale, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403572	CLM	Timothy Reynolds	1961-07-01	UHC-76724-37	—	8333 Forest Ave, Miami, FL	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-112667	ENR	William V Vega	1954-01-12	UHC-29188-45	3369658563	6214 Main St, Chandler, AZ	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
CLM-419553	CLM	Gerald Fisher	1943-06-08	—	—	268 Indian School Rd, Charlotte, NC	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-104037	ENR	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-113707	ENR	YJunk	1945-01-20	UHC-61792-31	—	9312 Indian School Rd, Orlando, FL	0.52	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+2 more
ENR-113864	ENR	Philip Butler	1980-02-07	UHC-93273-26	4819963678	6519 Baseline Rd, Jacksonville, FL	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27291	PRV	Jose T Patterson	1982-09-22	—	8496550950	9395 Sunset Blvd, Houston, TX	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
ENR-135374	ENR	Thomas M Anderson	1965-04-13	UHC-56943-80	5392978987	4269 Oak St, Tucson, AZ	0.52	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-110065	ENR	Kathy Bowman	1973-10-03	UHC-43848-68	9483084611	3619 Elm St, Eden Prairie, MN	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23399	PRV	David Y Armstrong	1946-07-26	UHC-93636-05	—	1887 Ridge Rd, Gilbert, AZ	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-104558	ENR	Amber J Alexander	1972-12-15	UHC-39257-43	3264648987	3079 Oak St, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-428926	CLM	Kimberly Bell	2003-09-01	—	5979033704	3424 Central Ave, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113729	ENR	Mariana Y Hoffman	1965-05-16	UHC-96797-91	6843072189	7221 Desert Sky Blvd, Sacramento, CA	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-103020	ENR	Philip O Morgan	—	UHC-74681-79	2909733861	5281 River Rd, Minneapolis, MN	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408172	CLM	Virginia Hanson	1953-08-12	—	—	2261 Willow Ct, Jacksonville, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406433	CLM	Philip Bradley	1945-06-28	UHC-47879-82	—	2457 Hillcrest Rd, Minneapolis, MN	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124077	ENR	Julie B Riley	1941-02-10	UHC-35425-25	7318609988	6520 Central Ave, Gilbert, AZ	0.52	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
CLM-422630	CLM	Heenry Espinoza	1955-08-15	UHC-50850-98	—	1526 Spring St, Tucson, AZ	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-111544	ENR	Omar T Freeman	1939-09-04	UHC-55803-50	3478349199	7187 Desert Sky Blvd Apt 7, Denver, CO	0.54	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
ENR-108000	ENR	Brandon Hill	1984-07-26	UHC-22856-42	2154126435	9744 Maple Ave, Scottsdale, AZ	0.54	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-115904	ENR	Rusesll Williamson	1947-11-06	UHC-57475-82	8947451321	1151 Maple Ave Apt 16, Miami, FL	0.54	Name re-cased Phone reformatted SSN last four extracted Unit split from street+1 more
ENR-116784	ENR	James Jordan	1997-05-17	UHC-70442-50	—	9233 Valley View Dr, Columbus, OH	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424139	CLM	Sofia Walker	1998-10-01	—	—	3784 Oak St # 275, Mesa, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
PRV-28199	PRV	Kevin Guerrero	—	UHC-55296-65	3795891436	4927 River Rd, Fresno, CA	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106429	ENR	Mateo K Romero	1974-12-01	UHC-51186-24	5362128275	1501 Bayshore Dr # 237, Scottsdale, AZ	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
TPA-58587	TPA	Randy Long	1990-01-25	—	—	3698 River Rd, San Diego, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-102722	ENR	Evelyn A Fields	1942-02-14	UHC-07087-25	2473025562	7549 Indian School Rd, Phoenix, AZ	0.54	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code+1 more
CLM-422180	CLM	Evelyn X Graham	1968-03-17	—	—	551 Washington St, Sacramento, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-118337	ENR	Nancy W Mlils	1981-07-20	UHC-00702-28	4706389323	7380 Oak St # 505, Charlotte, NC	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58971	TPA	Gloria Tran	1945-05-04	—	—	403 Lake View Rd, Tampa, FL	0.54	Name split from “Last, First”ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-55069	TPA	Joshua Ramos	1952-07-04	—	—	1749 Broadway # 313, Minneapolis, MN	0.54	Name split from “Last, First”Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-102559	ENR	Eugene H McCoy	—	UHC-78063-85	7633398523	4186 Pine Dr, Orlando, FL	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-109460	ENR	Kyle E Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct, Chandler, AZ	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134947	ENR	Jordan G Weaver	1947-11-19	UHC-41990-34	—	4916 Sunset Blvd, Phoenix, AZ	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-132657	ENR	Lawrence Kelly	—	UHC-38369-92	4542950274	9622 Central Ave, Fresno, CA	0.54	Name re-cased Date of birth missing State name converted to code ZIP missing+1 more
ENR-128263	ENR	Bobby Castro	1943-06-02	UHC-60624-22	3069114821	288 Ocean Ave Apt 13, Los Angeles, CA	0.54	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
ENR-131841	ENR	Charlotte T Turner	1961-12-18	UHC-11473-27	6139356098	7851 Union St, Nashville, TN	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57968	TPA	Cynthia Carroll	2004-07-27	—	—	7925 Mountain View Dr Apt 10, Las Vegas, NV	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126893	ENR	Barbara N Murphy	1959-07-01	UHC-87414-30	6099310760	3962 Mesa Dr Apt 6, Chandler, AZ	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126892	ENR	Barbara N Murphy	1959-07-01	UHC-87414-30	6099310760	3962 Mesa Dr Apt 6, Chandler, AZ	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-406693	CLM	Lauren Stevens	—	UHC-56668-55	3773283181	2878 Canyon Rd, Phoenix, AZ	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124995	ENR	Debra W Sinhg	—	UHC-05447-84	4967867869	887 Harbor Blvd, San Antonio, TX	0.54	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-415665	CLM	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd Apt 20, Phoenix, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-415666	CLM	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd Apt 20, Phoenix, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-102147	ENR	Nathan M Armstrong	1942-02-06	UHC-15778-11	—	5140 Highland Ave, Orlando, FL	0.54	Two-digit birth year ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-401049	CLM	Christina Singh	1972-07-12	UHC-36281-66	—	1049 Harbor Blvd, Tempe, AZ	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-401048	CLM	Christina Singh	1972-07-12	UHC-36281-66	—	1049 Harbor Blvd, Tempe, AZ	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more

7,146 rows, page 44 of 143Previous Next