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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20638	PRV	Bryan Payne	1956-12-24	—	—	5689 Jefferson Ave, Seattle, WA, 98150	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-133391	ENR	Cynthia H Santiago	2006-03-09	UHC-06856-30	—	5327 Maple Ave, Las Vegas, NV, 89111	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
PRV-21361	PRV	Mary G Holmes	1997-06-25	—	—	3467 Sunset Blvd, Las Vegas, NV	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-110071	ENR	Justin C Aguilar	1963-01-19	UHC-83597-02	—	1260 Canyon Rd, Las Vegas, NV, 89131	0.34	Name re-cased Phone missing area code Street suffix standardised Address re-cased+5 more
TPA-56047	TPA	Melissa Yang	1968-05-01	—	—	6901 Hillcrest Rd, Plano, TX, 75036	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-139797	ENR	Sofia Y Bowman	1964-11-20	UHC-32544-49	—	3843 Baseline Rd, Scottsdale, AZ	0.34	Name re-cased Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-128664	ENR	Henry Jackson	1989-12-05	UHC-36524-58	—	6758 Forest Ave, Eden Prairie, MN, 55323	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-128663	ENR	Henry Jackson	1989-12-05	UHC-36524-58	—	6758 Forest Ave, Eden Prairie, MN, 55323	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
CLM-407124	CLM	Sandra Guzman	2007-11-26	UHC-35500-64	—	7954 Desert Sky Blvd, Houston, TX, 77083	0.34	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+5 more
PRV-23357	PRV	Adam P Alvarado	1941-02-23	UHC-25176-33	—	1044 Main St, Los Angeles, CA	0.34	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+5 more
ENR-141262	ENR	Pamela Sandoval	1945-05-07	UHC-92873-42	—	6572 Union St, Gilbert, AZ, 85225	0.34	Two-digit birth year Phone missing area code SSN last four extracted Street suffix standardised+5 more
PRV-20881	PRV	Ralph Shaw	1955-09-18	—	—	6408 Central Ave, San Antonio, TX	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-58585	TPA	Willie Garcia	1939-05-09	—	—	2073 Church St, Sacramento, CA	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-124717	ENR	Christine Hall	1987-04-19	UHC-46067-89	—	3008 Market St, Seattle, WA, 98125	0.36	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-420781	CLM	Shirley Brooks	2008-01-09	UHC-97696-13	—	9548 Washington St, Atlanta, GA, 30396	0.36	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-133430	ENR	Emily F White	1942-09-14	UHC-52127-72	—	208 Apache Blvd, Tempe, AZ	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-26553	PRV	Heather Morris	1949-06-10	UHC-15441-17	—	1309 Willow Ct, Austin, TX, 78751	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-111706	ENR	Samantha Henderson	2008-04-15	UHC-92747-18	—	5466 Oak St, Nashville, TN	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-125645	ENR	Kimberly Simmons	1997-02-12	UHC-05418-33	—	5330 Park Pl, Miami, FL, 33186	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-125844	ENR	Steven O Bailey	1940-08-18	UHC-71166-61	—	2206 Spring St, Denver, CO, 80284	0.36	Phone missing area code Street suffix standardised Address re-cased City re-cased+4 more
ENR-102214	ENR	Bryan X Wang	1947-05-24	UHC-66628-01	—	2094 Church St, Tucson, AZ, 85726	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-406284	CLM	Scott U Castro	—	—	—	7913 Desert Sky Blvd, Eden Prairie, MN, 55300	0.36	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-115030	ENR	Mark E Torres	1941-01-18	UHC-18639-62	—	1977 Grand Ave, Dallas, TX	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-63151	TPA	Carolyn Rose	—	—	—	6101 Park Pl, Gilbert, AZ	0.36	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+4 more
PRV-26226	PRV	Carolyn X Day	1973-03-06	UHC-57139-59	—	3750 River Rd Apt 20, Seattle, WA, 98170	0.36	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+4 more
ENR-135990	ENR	Ryan Q Taylor	1961-07-10	UHC-02340-68	—	1616 Indian School Rd, Phoenix, AZ, 85047	0.36	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone missing area code+4 more
PRV-23236	PRV	Dorothy T Richardson	—	UHC-54546-12	—	1505 Camelback Rd, Seattle, WA, 98192	0.36	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-136364	ENR	Susan X Graham	1966-04-08	UHC-42834-64	—	9569 Hillcrest Rd, Phoenix, AZ	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-412508	CLM	Carlos Y Guerrero	1960-03-11	UHC-84016-21	—	53 Grand Ave, Gilbert, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-404341	CLM	Dennis Murhy	1974-07-05	UHC-83602-05	—	8539 Oak St Apt 18, Minneapolis, MN, 55417	0.36	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-126554	ENR	Alan M Murphy	1973-05-09	UHC-35889-80	—	526 Central Ave, Tucson, AZ, 85793	0.36	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-115162	ENR	Jose Barnes	1979-07-16	UHC-53140-13	—	7290 Cedar Ln, Austin, TX, 78722	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-134126	ENR	Jannice A Schulltz	2000-05-05	UHC-65755-45	—	3150 Lake View Rd Apt 37, Orlando, FL, 32875	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+4 more
ENR-138332	ENR	Ronald Henry	2006-08-23	UHC-15188-94	—	8751 Park Pl, Chandler, AZ	0.36	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-112956	ENR	Aisha King	1945-03-09	UHC-94405-31	—	3516 Lincoln Way, Denver, CO, 80257	0.36	Name split from “Last, First”Two-digit birth year Phone missing area code Member ID reformatted+4 more
PRV-27826	PRV	Joe Cox	1954-06-17	UHC-98294-10	—	839 Grand Ave, Atlanta, GA, 30394	0.36	Name split from “Last, First”Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-137303	ENR	Kelly G Pierce	1975-11-01	UHC-39835-07	—	7028 Mesa Dr # 887, Plano, TX, 75002	0.36	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more
TPA-54922	TPA	Pter McCoy	2000-04-02	—	—	3108 Desert Sky Blvd Apt 34, Columbus, OH, 43270	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-110859	ENR	Julia A Estrada	1999-12-16	UHC-94226-56	—	9472 Bayshore Dr, San Diego, CA, 92173	0.36	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-105528	ENR	Mary Porter	1999-04-07	UHC-89619-36	—	2549 Spring St Apt 22, Houston, TX, 77090	0.36	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
CLM-419609	CLM	Isabella Wood	1988-12-17	—	—	7613 Willow Ct, Denver, CO, 80218	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-23541	PRV	Jerry Jensen	1955-08-28	UHC-63050-35	—	4916 Sunset Blvd, Nashville, TN, 37255	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-54385	TPA	Harold Russell	1981-06-04	—	—	9253 Palm Dr, Sacramento, CA, 95870	0.36	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-129993	ENR	Ethan Rice	1949-09-05	UHC-54339-21	—	3615 Maple Ave, Mesa, AZ, 85231	0.36	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
PRV-24529	PRV	George Hall	2008-02-17	—	—	6086 Maple Ave, Dallas, TX, 75269	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-57634	TPA	Ruth Padilla	1941-05-02	—	—	6925 Willow Ct Apt 14, Minneapolis, MN, 55489	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
CLM-423180	CLM	Karen Campbell	1942-01-28	—	—	4437 River Rd, Columbus, OH, 43264	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
PRV-20823	PRV	Bradley Hayes	1943-07-10	—	—	8430 Forest Ave, Las Vegas, NV	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-106315	ENR	Patrick N Spencer	2007-05-02	UHC-96131-84	—	1958 Park Pl # 338, Nashville, TN, 37297	0.36	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-119386	ENR	Albert Marquez	2003-09-12	UHC-18573-78	—	9035 Pine Dr # 233, Fresno, CA, 93765	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more

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