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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115774	ENR	Hiroshi Lawrece	1943-01-16	UHC-54967-01	2835169672	7093 Grand Ave, Scottsdale, AZ, 85275	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124765	ENR	Kayla A Garrett	1993-01-02	UHC-84412-04	5952711400	3765 Desert Sky Blvd, Fresno, CA, 93773	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-124764	ENR	Kayla A Garrett	1993-01-02	UHC-84412-04	5952711400	3765 Desert Sky Blvd, Fresno, CA, 93773	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-142918	ENR	Mason M Ward	1993-02-17	UHC-71648-92	3827208216	2679 Camelback Rd, Jacksonville, FL, 32212	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-111284	ENR	Susan L Ross	1982-07-18	UHC-33226-10	5604832539	4013 Oak St, Sacramento, CA, 95894	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129707	ENR	Philip B Edwards	1989-09-11	UHC-82853-55	8292918985	8327 Baseline Rd Apt 10, Columbus, OH	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128229	ENR	Valentina Q Patel	1943-04-05	UHC-58567-46	5195039657	9493 Canyon Rd, Seattle, WA, 98115	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119000	ENR	Aisha S Ryan	2006-03-11	UHC-58675-91	9812238695	7550 Spring St, Gilbert, AZ, 85220	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104065	ENR	Judith Pena	1939-08-25	UHC-47584-45	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-133564	ENR	Mason Baker	1942-12-28	UHC-52066-68	9625822416	7065 Harbor Blvd Apt 34, Columbus, OH, 43262	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-124174	ENR	Philip Larson	1953-11-19	UHC-32280-28	4609465524	5533 Market St, Tucson, AZ, 85703	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113241	ENR	Karen E Murphy	1960-01-28	UHC-64792-24	3754695202	8224 Willow Ct, Seattle, WA, 98116	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105238	ENR	Diana J Russell	1999-01-05	UHC-52397-34	8807150014	3778 Apache Blvd, Tempe, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117432	ENR	Jonathan I Pierce	—	UHC-45594-56	2747158996	4558 Ocean Ave, Chandler, AZ, 85237	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-125041	ENR	Hannah I Hoffman	1968-04-15	UHC-34504-21	2814544116	4655 Oak St, Atlanta, GA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-117855	ENR	Laura Mason	1979-10-02	UHC-27169-90	5362474745	259 Central Ave, Los Angeles, CA, 90044	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110079	ENR	Patricia G Aguilar	1953-02-23	UHC-00064-32	9224534467	5789 River Rd, Nashville, TN, 37202	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-102346	ENR	Jordan Armstrong	1990-06-22	UHC-21547-04	7224967167	5162 Bayshore Dr, San Antonio, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126447	ENR	Kimberly G Reynolds	1995-06-10	UHC-53253-11	8079070095	5724 Elm St, Austin, TX, 78741	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-120232	ENR	Carolyn Fisher	1959-11-11	UHC-40205-99	3017146499	1539 Apache Blvd, Tucson, AZ	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110578	ENR	Rachel O Romero	1978-10-03	UHC-05946-53	6038443945	3385 Hillcrest Rd # 858, Jacksonville, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-111949	ENR	Jacob W Fowler	1940-06-26	UHC-65588-27	4427117583	2147 Valley View Dr, Miami, FL, 33140	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139419	ENR	Patricia E Foster	1974-04-19	UHC-51732-04	7083802843	2238 Spring St, Los Angeles, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110959	ENR	Melissa U Parker	—	UHC-58335-25	4232137268	5230 Cedar Ln # 756, Sacramento, CA, 95833	0.50	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105852	ENR	Jerry P Wheeler	1977-06-17	—	—	4541 Meadow Ln, Atlanta, GA, 30344	0.50	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
ENR-104077	ENR	Joshua Ferguson	1965-08-06	UHC-22094-51	8657131489	352 Park Pl Apt 18, Fresno, CA, 93732	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-125565	ENR	Debra Cox	1993-06-22	UHC-62132-15	2829083125	8967 Desert Sky Blvd, Columbus, OH, 43297	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142727	ENR	Nanky X Marquez	1974-07-23	UHC-40161-64	7967428582	9403 Sage Ct, Glendale, AZ, 85383	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-142228	ENR	Diane Fowler	1962-09-21	UHC-21142-80	6362236489	2837 Park Pl, Tampa, FL, 33665	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-102504	ENR	Emma Munoz	1994-09-16	UHC-82412-81	3145283398	2062 Jefferson Ave, Dallas, TX, 75213	0.50	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-117686	ENR	Jeremy X Armstrrong	1989-04-21	UHC-07659-04	7188070514	9463 Harbor Blvd # 406, Plano, TX, 75051	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128774	ENR	Priya Lynch	1982-09-24	UHC-09790-72	—	3494 Baseline Rd # 635, Minneapolis, MN, 55410	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-142518	ENR	Walter U Santos	—	UHC-32733-19	6715910608	8694 Baseline Rd, Nashville, TN, 37234	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116358	ENR	Joshua Hughes	1955-03-25	UHC-99643-14	2894041816	8245 Spring St, Phoenix, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-132219	ENR	Henry Jackson	—	UHC-50017-20	6045786114	6329 River Rd, Las Vegas, NV, 89123	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-127140	ENR	Chritian A Le	1970-07-15	UHC-11475-19	4538368457	544 Central Ave, Seattle, WA, 98133	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113099	ENR	Bryan W Lawson	2006-03-27	UHC-80563-50	6498813937	9354 Pine Dr, Houston, TX, 77071	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123121	ENR	Fatima Sanchez	1985-06-10	UHC-51322-71	2204003324	4361 Elm St, Denver, CO, 80238	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-116602	ENR	Andrea T Sanders	1976-03-15	UHC-23556-43	8756613660	6103 Market St, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108813	ENR	Gloria E Nichols	1998-05-17	UHC-58730-81	4856129268	328 Willow Ct # 370, Dallas, TX, 75202	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-100342	ENR	Sofia Woods	—	UHC-13736-25	6864854897	6262 Forest Ave # 867, Chandler, AZ, 85238	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-124621	ENR	Alexis Peyne	2003-05-01	UHC-10731-08	7089513478	6949 Market St, Columbus, OH	0.50	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-124622	ENR	Alexis Peyne	2003-05-01	UHC-10731-08	7089513478	6949 Market St, Columbus, OH	0.50	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-104519	ENR	Gregory H Gordon	1957-03-06	UHC-03362-93	6849342933	8156 Mountain View Dr # 815, Tempe, AZ, 85269	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103487	ENR	Isabella E Stone	1983-06-14	UHC-62989-41	7877190635	7196 Apache Blvd, Scottsdale, AZ, 85245	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-136970	ENR	Amy W Greene	1973-10-15	UHC-32627-26	5878699506	2894 Canyon Rd, Austin, TX, 78707	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136161	ENR	Katherine L Palmer	1982-02-11	UHC-33792-42	3537404409	4419 Camelback Rd Apt 20, Plano, TX, 75047	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129937	ENR	Isabella Munoz	1982-05-16	UHC-41188-99	9326357406	4246 Main St # 400, Nashville, TN, 37274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102719	ENR	Diana D Butler	—	UHC-83959-10	3497566507	1810 Indian School Rd, Scottsdale, AZ, 85294	0.50	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+3 more
ENR-142159	ENR	Joan P Kelly	2000-02-05	UHC-83052-16	8794305856	3036 Washington St, Gilbert, AZ, 85208	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

8,934 rows, page 15 of 179Previous Next