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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53474	TPA	Jennifer Moore	1994-12-06	—	4163901772	3483 Church St, San Diego, CA, 92152	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140255	ENR	Judith Schultz	1988-10-24	UHC-26690-16	2745662670	1867 Pine Dr, Houston, TX, 77077	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431050	CLM	Lawrence E Hansen	1988-02-04	—	—	2358 Meadow Ln Apt 21, Miami, FL, 33103	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-142487	ENR	Kayla Z Maldondao	1992-01-10	UHC-94753-42	4539296460	4114 Ridge Rd, Austin, TX, 78798	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55447	TPA	Bobby A Schultz	1958-07-18	—	—	1371 Maple Ave, Seattle, WA, 98198	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-409612	CLM	Virginia Martin	1953-05-18	—	—	5201 Apache Blvd, Orlando, FL, 32875	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-111528	ENR	Emma Nunez	—	UHC-01335-74	7107211508	5096 Washington St, Fresno, CA, 93797	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112752	ENR	Kelly E Flores	1971-04-25	UHC-51326-64	3232449263	4492 Park Pl, Scottsdale, AZ, 85258	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421283	CLM	Shirley L Morris	1985-03-17	UHC-89888-33	—	7543 Canyon Rd, Atlanta, GA, 30375	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24613	PRV	Aisha G Anderson	1978-10-20	UHC-70821-83	—	2830 Indian School Rd, Plano, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-139180	ENR	Julie Pena	1994-12-14	UHC-64751-19	8296431839	9289 Ridge Rd, Atlanta, GA, 30309	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100365	ENR	Angela Bryant	1938-04-06	UHC-22165-57	6315043114	9768 Spring St, Mesa, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted State name converted to code+4 more
ENR-141308	ENR	Roy O Crawford	1994-04-21	UHC-94638-47	2384542823	7157 Valley View Dr, Minneapolis, MN, 55433	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-421400	CLM	Jeffrey Park	1938-06-15	—	7903638100	5894 Pine Dr, Chandler, AZ, 85282	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108342	ENR	Doris Perry	1995-06-20	UHC-81544-25	5294842209	9693 Lincoln Way, Atlanta, GA, 30330	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137993	ENR	Harold Hall	—	UHC-71225-35	8363390651	4518 Union St, Dallas, TX, 75298	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-403540	CLM	Gregory Elliott	1961-08-16	UHC-34661-18	—	1131 Central Ave Apt 20, Atlanta, GA, 30332	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-133181	ENR	Betty I Ortega	1952-05-09	UHC-77561-91	5036111315	4966 Highland Ave, Dallas, TX, 75208	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-51300	TPA	Natalie Weber	1977-12-13	—	8449489245	2493 Pine Dr, Jacksonville, FL, 32279	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123492	ENR	Andrea Hanson	1971-11-09	UHC-89587-64	5337465441	8510 Camelback Rd, Plano, TX, 75012	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418711	CLM	Janice West	1946-05-25	—	7406652820	207 Meadow Ln, Chandler, AZ, 85257	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109964	ENR	Debra Burke	1991-04-23	UHC-64755-30	8818232393	3712 Bayshore Dr, Tampa, FL, 33619	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-61929	TPA	Aaron Z Murphy	1966-01-06	—	9577327505	5832 Mountain View Dr, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+4 more
TPA-50987	TPA	Pamela R Vazquez	1976-04-22	—	2657718014	2062 Park Pl, Fresno, CA, 93758	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100045	ENR	Ruth J Price	1978-12-03	UHC-48375-18	—	5458 Canyon Rd, Seattle, WA, 98144	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-61624	TPA	Alexander M Young	1952-05-28	—	4902003656	5866 Main St, Plano, TX, 75072	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-21297	PRV	Heather O Griffin	1987-08-11	—	—	8521 Palm Dr, Jacksonville, FL, 32278	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-141950	ENR	Olivia Morales	1966-11-08	UHC-35280-08	9059605359	2325 Forest Ave, San Diego, CA, 92148	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127103	ENR	Benjamin B Weaver	1996-08-10	UHC-20232-99	—	3047 Willow Ct, Columbus, OH, 43204	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-418024	CLM	Yuki Murphy	1945-05-16	UHC-24467-37	7952192534	3311 Ocean Ave, Sacramento, CA, 95816	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-51410	TPA	Jean Contreras	1943-06-21	UHC-29251-65	2555930153	3730 Hillcrest Rd, San Antonio, TX, 78202	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421486	CLM	John Fox	1942-08-28	UHC-40679-15	7197997533	9468 Palm Dr, Dallas, TX, 75204	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432040	CLM	Brittany Shaw	—	UHC-43130-16	5076170562	6327 Ridge Rd, Denver, CO, 80299	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411438	CLM	Brenda Tran	1994-10-17	UHC-06212-91	—	9506 Lake View Rd, Tucson, AZ, 85739	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-129855	ENR	Megan K Johnston	1999-09-12	UHC-38617-08	4864921881	6312 Ridge Rd, San Diego, CA	0.48	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
CLM-402628	CLM	Ruth Vargas	2001-04-09	UHC-73294-75	8469270847	7794 Union St, Glendale, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102158	ENR	Philip T Hall	1945-11-02	UHC-71742-64	2372809330	3728 Hillcrest Rd, San Diego, CA, 92177	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26637	PRV	Stephen Murphy	2002-07-19	—	2714775640	5656 Central Ave, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58165	TPA	Ralhp Montgomery	1968-03-03	—	4713220386	8841 Central Ave, Jacksonville, FL, 32223	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100964	ENR	Jon W Bryant	1980-03-06	UHC-60743-94	2067526309	6901 Baseline Rd, Plano, TX, 75033	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-411351	CLM	Gerald Bowman	1991-02-02	—	—	8942 Desert Sky Blvd, Glendale, AZ, 85372	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-408546	CLM	Robert Lewis	1985-04-22	UHC-37733-01	—	2513 Valley View Dr, Charlotte, NC, 28210	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426624	CLM	Diana Hunt	1949-07-28	UHC-91212-74	—	5404 Hillcrest Rd, Jacksonville, FL, 32207	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-129174	ENR	Lucia C Wood	1946-04-20	UHC-62547-59	3236700149	2088 Indian School Rd, Los Angeles, CA	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-143072	ENR	Valentina E Garrett	—	UHC-90419-92	9128759111	6804 Ocean Ave, Plano, TX, 75013	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119674	ENR	Tyer S Torrees	2002-11-05	UHC-22537-44	8389413003	9062 Oak St, Tampa, FL, 33673	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50493	TPA	Sara Jaes	1964-06-24	—	5152087217	2639 Sage Ct, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29147	PRV	Lucia Lawon	1953-07-15	—	8128731682	4690 Highland Ave, Las Vegas, NV, 89178	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133959	ENR	Jennier K Graham	1962-09-18	UHC-93558-25	8744961988	8552 Highland Ave, Houston, TX, 77064	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20371	PRV	Victoria Hawkins	1977-02-12	—	7876796539	1995 Spring St # 774, Las Vegas, NV, 89155	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more

9,084 rows, page 30 of 182Previous Next