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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62656	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-142300	ENR	Kelly Y Chavez	1970-08-17	UHC-65250-73	7263469738	9898 Sunset Blvd, Tampa, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed
CLM-414942	CLM	Benjamin Contreras	1980-06-23	UHC-74433-78	—	7408 Sage Ct, Gilbert, AZ, 85210	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-432727	CLM	Sarah Fuller	1958-03-06	UHC-44743-03	—	5274 Maple Ave, Glendale, AZ, 85334	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-422125	CLM	Donald Patel	1989-03-28	—	7724414294	958 Cedar Ln, Denver, CO	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-124391	ENR	Mark Lynch	1997-12-19	UHC-56090-39	5903300332	5482 Main St, Orlando, FL, 32838	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-400260	CLM	Jonathan Edwards	1969-10-03	UHC-24676-54	9329393204	2491 Palm Dr Apt 15, Denver, CO, 80261	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
TPA-51707	TPA	Brian Bishop	1959-01-02	—	2383251453	1478 Lincoln Way, Plano, TX, 75057	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-115197	ENR	Gabriel T Nguyen	1949-04-25	UHC-08946-13	4199368046	5009 Jefferson Ave, Chandler, AZ, 85212	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-120672	ENR	Maria C Jordna	1991-05-07	UHC-43710-79	7618497487	1225 Apache Blvd, Chandler, AZ	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing
CLM-400642	CLM	Yuki Berry	1953-10-02	—	—	5752 Lincoln Way, Atlanta, GA, 30354	0.68	Name split from “Last, First”State code upper-cased Gender normalised Placeholder values cleared
ENR-132113	ENR	Dennis V Ruiz	1988-12-22	UHC-75844-12	4304760934	2378 Valley View Dr, Dallas, TX, 75268	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
TPA-57932	TPA	Roger Arnold	2005-06-25	—	—	2065 Lake View Rd, Denver, CO, 80213	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-123287	ENR	Sophia H Harrison	1964-02-25	UHC-44046-20	8814825729	1060 Grand Ave, Phoenix, AZ, 85096	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-422240	CLM	Meidna J Juan	1967-05-10	UHC-12396-73	—	1799 Bayshore Dr, Los Angeles, CA, 90075	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-59767	TPA	Richard Shultz	1960-09-04	—	6765722649	3637 Union St, Tempe, AZ, 85264	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-419107	CLM	Gregory Reid	1943-07-18	UHC-65879-07	6768843380	2914 Maple Ave, Atlanta, GA, 30399	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-55494	TPA	Dorothy Padilla	2002-12-01	—	5543601961	412 River Rd, Tucson, AZ, 85751	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-408986	CLM	Betty Walalce	1938-07-14	UHC-94593-87	—	4159 Harbor Blvd, Houston, TX, 77041	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-413564	CLM	Sophia V Roberts	1977-02-18	—	6162537893	—	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
ENR-122648	ENR	Austin Hayees	1955-04-20	UHC-88677-05	7272455654	8554 Oak St, Jacksonville, FL, 32285	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-121931	ENR	Luis Delgado	1999-05-08	UHC-75227-62	5032223372	6453 Grand Ave, Las Vegas, NV, 89193	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
CLM-421648	CLM	Aaron Johnston	1990-12-22	—	8618678536	721 Canyon Rd, Scottsdale, AZ, 85207	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
TPA-60036	TPA	Julia Baker	1975-07-01	—	—	659 Central Ave # 111, Glendale, AZ, 85321	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-105646	ENR	Amy Castro	1973-10-09	UHC-78909-25	7684397308	6738 Harbor Blvd, Scottsdale, AZ, 85241	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
CLM-402905	CLM	Anderson Jnaice	1981-10-10	UHC-06664-40	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-425893	CLM	Maria Freeman	2004-03-22	—	9403892019	8019 Harbor Blvd Apt 13, Tampa, FL, 33686	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-132966	ENR	Jerry Hamilton	1954-08-13	UHC-24792-31	2096707176	3452 Ocean Ave, Seattle, WA, 98145	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
CLM-426762	CLM	Brian Stone	1973-10-20	UHC-93876-66	—	1030 Highland Ave, San Diego, CA	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
ENR-115320	ENR	Olivia A Vasquez	1942-03-27	UHC-26238-80	—	1875 Maple Ave, Jacksonville, FL, 32297	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
TPA-60080	TPA	Arthur Mendoza	1978-08-19	—	—	4435 Sage Ct, Tampa, FL, 33615	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
PRV-24329	PRV	Nicole Rogers	1957-02-15	UHC-41707-94	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-129012	ENR	Arthur U Warren	1997-07-22	UHC-11819-82	—	6864 Cedar Ln, Sacramento, CA, 95882	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
ENR-129574	ENR	Carolyn Y Lawson	1971-06-23	UHC-79277-26	—	1506 Mountain View Dr, Fresno, CA, 93779	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-122303	ENR	Mei Morrison	1979-11-04	UHC-89772-23	7117733046	9548 Elm St, Orlando, FL, 32826	0.70	Name split from “Last, First”SSN last four extracted Whitespace trimmed
ENR-122304	ENR	Mei Morrison	1979-11-04	UHC-89772-23	7117733046	9548 Elm St, Orlando, FL, 32826	0.70	Name split from “Last, First”SSN last four extracted Whitespace trimmed
TPA-62600	TPA	Abigail Morris	—	—	—	—	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
TPA-57989	TPA	Margaret Mills	1980-01-24	UHC-42099-41	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-131518	ENR	Eric Howell	1979-04-28	UHC-71912-02	6736422254	3344 Maple Ave, Scottsdale, AZ, 85259	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
ENR-131834	ENR	Amy N Elliott	1991-01-14	UHC-64891-74	—	8031 Broadway, Nashville, TN, 37235	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-106898	ENR	Jeff Oliver	—	UHC-68483-48	5979621331	5314 Camelback Rd, Mesa, AZ, 85264	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
ENR-100426	ENR	Dougles George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-114426	ENR	Carlos Alvarez	1946-05-24	UHC-45709-79	—	2196 Harbor Blvd # 317, Houston, TX, 77096	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-119916	ENR	Ferguson J Charlotte	1976-03-26	UHC-63652-97	7905865625	1864 Church St, Tampa, FL, 33626	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
CLM-424618	CLM	Logan Sandoval	1986-12-12	UHC-05320-44	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-428483	CLM	Keith Graham	1954-04-20	UHC-75505-45	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-134753	ENR	Gary G Collins	1978-09-17	UHC-03313-76	3428991081	3518 Mountain View Dr, Los Angeles, CA, 90037	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-104298	ENR	Beverly H Flores	1948-09-02	UHC-34954-61	4573299529	107 Pine Dr, Las Vegas, NV, 89148	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
CLM-400740	CLM	Juan Vega	1967-02-28	UHC-78778-54	—	5043 Park Pl Apt 21, Gilbert, AZ, 85223	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-421035	CLM	Lori Ruiz	2004-02-12	UHC-96459-94	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared

9,980 rows, page 147 of 200Previous Next