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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129869	ENR	Ethan L Fernadez	2000-08-05	UHC-55755-30	9734901084	3381 Church St, San Diego, CA, 92166	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29113	PRV	Patrick Morales	1966-05-01	UHC-01065-38	8953673611	1729 Central Ave, Sacramento, CA, 95803	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133049	ENR	Wayne Allen	1970-09-04	UHC-88054-22	6023760712	5414 Spring St, Tampa, FL	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
CLM-404632	CLM	Victoria Howell	1975-03-19	UHC-24098-48	—	6828 Spring St, Las Vegas, NV, 89112	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122182	ENR	Michael Fields	1975-05-21	UHC-66733-77	—	6609 Canyon Rd, Scottsdale, AZ, 85295	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408563	CLM	Carol Espinoza	1980-12-21	—	—	6314 Hillcrest Rd, Mesa, AZ, 85286	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-23934	PRV	Luis Gray	2007-11-12	—	2559086145	8034 Park Pl, Fresno, CA, 93719	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25303	PRV	Charlie Mitchell	2008-12-26	UHC-47452-54	8942419102	4323 Oak St, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100165	ENR	Samuel A Reyes	1942-09-26	UHC-96397-53	—	7713 Park Pl, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116302	ENR	Omar Reyes	1965-10-23	UHC-05993-47	3578340685	4469 Harbor Blvd, Charlotte, NC, 28275	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57781	TPA	Keith Bell	1989-12-22	—	—	9563 Willow Ct Apt 15, Tempe, AZ, 85268	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100065	ENR	Bruce H Alvarez	1947-02-26	UHC-51055-33	4805839214	8962 Camelback Rd Apt 19, Las Vegas, NV, 89156	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410582	CLM	Walter S Griffin	1960-02-26	—	—	6093 Hillcrest Rd, Columbus, OH, 43295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127631	ENR	Emily Gonzalez	1984-06-09	UHC-18091-41	8459956614	6656 River Rd, Los Angeles, CA, 90034	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59009	TPA	Christina Armstrong	1977-06-05	—	6675606643	7060 Park Pl, Las Vegas, NV, 89113	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113820	ENR	Bradley Perkins	2003-08-26	UHC-98736-97	4055901924	616 Lincoln Way, Sacramento, CA, 95898	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-419565	CLM	Andrea Russell	1944-08-16	UHC-54510-32	—	8847 Apache Blvd # 841, Plano, TX, 75059	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-21007	PRV	CarolynJunk	2002-11-02	UHC-39760-46	—	2843 Mesa Dr, Atlanta, GA, 30305	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
CLM-415187	CLM	Gabriel H Taylor	1973-05-24	UHC-69788-78	2072861977	916 Apache Blvd, Eden Prairie, MN, 55345	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415010	CLM	Sofia Rice	1966-12-03	UHC-06230-57	3743116283	7745 Meadow Ln, Charlotte, NC, 28250	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120139	ENR	Roger R Aguilar	—	UHC-34944-90	7769273954	6818 Baseline Rd, Minneapolis, MN, 55482	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
PRV-28483	PRV	Alice Parker	1952-11-01	—	9078456046	6250 Camelback Rd, Dallas, TX, 75234	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426500	CLM	Gregory Alvraez	1982-03-27	—	2565908925	1067 Oak St Apt 2, Tempe, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-122366	ENR	Ana Meyeer	1985-10-10	UHC-60179-69	8388123067	1364 Mountain View Dr, Atlanta, GA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103098	ENR	Luis W Hill	1984-08-20	UHC-06728-54	5615445943	8111 Indian School Rd, Seattle, WA, 98158	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-28884	PRV	Theresa Munoz	1962-04-06	—	—	2470 Camelback Rd, Atlanta, GA, 30364	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-139073	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave, Chandler, AZ, 85281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410267	CLM	Michael B Evans	2006-09-04	—	9145837414	8354 Maple Ave, Orlando, FL, 32856	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135781	ENR	Austin R Medina	1954-03-06	UHC-50918-06	—	4470 Main St, Fresno, CA, 93780	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-423633	CLM	Ryan Hill	1997-08-08	UHC-00515-59	—	196 Highland Ave, Tucson, AZ, 85760	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25181	PRV	Alice Barnes	1990-10-16	UHC-85052-77	—	3043 Lincoln Way # 998, San Antonio, TX, 78288	0.62	Date of birth reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-116537	ENR	Larry Chavez	1957-10-23	UHC-76852-65	9334253153	3923 Lincoln Way, Glendale, AZ, 85348	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-23051	PRV	Stephen Singh	1957-03-12	—	6419956674	3712 Grand Ave, Atlanta, GA, 30350	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26222	PRV	Laura White	1957-09-20	—	4803539112	693 Lincoln Way, Houston, TX, 77007	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-411709	CLM	Anthony Carr	—	—	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112022	ENR	Janice Marshall	1952-09-07	UHC-92674-04	6509203588	2157 Highland Ave Apt 24, Scottsdale, AZ, 85251	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106886	ENR	Santiago I Reed	1939-10-16	UHC-78931-81	6168328261	2480 Harbor Blvd, Austin, TX	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
TPA-53209	TPA	Bryan Bradley	1941-10-26	—	8736636682	8041 Park Pl, Fresno, CA, 93764	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407122	CLM	Samantha Freeman	1977-05-08	UHC-78622-78	—	1512 Camelback Rd, Scottsdale, AZ, 85243	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429317	CLM	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
CLM-429316	CLM	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
PRV-28803	PRV	Donald Freeman	1947-02-17	UHC-62334-11	6004342609	1080 Palm Dr, Tucson, AZ, 85769	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-54260	TPA	Justin Vargas	2004-09-15	UHC-10790-41	—	3263 Hillcrest Rd, Los Angeles, CA, 90035	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-408214	CLM	Jean Z Ford	1987-02-01	—	—	4871 Pine Dr, San Antonio, TX, 78246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-139354	ENR	Dylan D Warren	1952-05-22	UHC-65940-02	2614287832	2857 Main St, San Diego, CA, 92134	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103588	ENR	Katherine Hill	1979-09-20	UHC-53855-27	7516947971	983 Spring St, Fresno, CA, 93731	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429708	CLM	Stephen Harris	1981-05-01	UHC-18032-11	—	9649 River Rd # 128, Chandler, AZ, 85246	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415960	CLM	Marilyn Walker	1999-12-09	—	5236517965	721 River Rd, Minneapolis, MN, 55443	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418176	CLM	Michael Diiaz	1967-02-07	UHC-32363-72	—	7862 Indian School Rd, Eden Prairie, MN, 55318	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59617	TPA	Melissa E Kennedy	1998-11-03	—	4643405080	7833 Park Pl, Fresno, CA, 93785	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 91 of 357Previous Next