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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430456	CLM	Ralph Grcia	—	UHC-55034-74	—	2592 Forest Ave, Miami, FL, 33115	0.38	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+3 more
CLM-412520	CLM	Jack E Fowler	1955-03-01	UHC-96462-49	—	4237 Central Ave, Scottsdale, AZ	0.38	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-138892	ENR	Jenny Shaw	1998-12-17	UHC-18418-49	7753629460	3731 Lincoln Way Apt 3, Las Vegas, NV, 89125	0.38	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-110497	ENR	Emily H Peters	1998-01-04	UHC-16579-34	—	8187 Market St, Tucson, AZ	0.38	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-53198	TPA	Scott Simmons	1976-01-09	—	8768932158	2254 Lake View Rd, Mesa, AZ, 85226	0.38	Two-digit birth year Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
TPA-52960	TPA	Gloria Stnoe	1965-04-03	—	—	2107 Park Pl, Charlotte, NC, 28202	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-52279	TPA	Joseph Kennedy	1956-12-21	—	—	2817 Harbor Blvd, Tucson, AZ, 85763	0.38	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-420167	CLM	Susan Borwn	1984-06-20	—	—	817 Maple Ave, Jacksonville, FL, 32284	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-101063	ENR	Randy Sanchez	1962-01-09	UHC-91481-56	6478829925	3993 Elm St, Chandler, AZ	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-409296	CLM	Stephanie B Hamilton	—	UHC-40363-22	—	6214 Baseline Rd, Columbus, OH, 43244	0.38	Name split from “Last, First”Date of birth missing Member ID reformatted SSN last four extracted+3 more
TPA-55954	TPA	Benjamin Peters	2006-10-23	—	—	8029 Mesa Dr Apt 28, Houston, TX, 77014	0.38	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-141656	ENR	Megan Wells	—	UHC-42115-34	4203850093	1527 Canyon Rd, Tucson, AZ, 85700	0.38	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-100140	ENR	Asutin O Aguilar	1993-07-28	UHC-85487-94	6506967563	3665 River Rd, Los Angeles, CA, 90049	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-101967	ENR	Cheryl A Cunningham	1949-09-03	UHC-44238-01	8229730775	1762 Cedar Ln, Chandler, AZ, 85280	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132234	ENR	Andrew Vargas	1941-06-24	UHC-46683-84	—	8072 Mountain View Dr # 982, San Diego, CA, 92104	0.38	Name split from “Last, First”Date of birth reformatted SSN last four extracted Unit split from street+3 more
CLM-414132	CLM	Karen Welch	1955-01-05	UHC-51273-02	5568119896	5842 Washington St, Plano, TX, 75096	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112221	ENR	Rachel W Elliott	1995-11-25	UHC-94005-32	9612852033	9231 River Rd, San Antonio, TX, 78241	0.38	Middle initial moved out of first name Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-400130	CLM	Margaret Reyes	—	UHC-72818-46	—	2556 Lake View Rd, Tampa, FL	0.38	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-57049	TPA	Nathan Burns	1951-06-09	—	—	9807 Mesa Dr # 200, Austin, TX, 78779	0.38	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403736	CLM	Adam Singh	2002-01-12	UHC-60218-20	—	5610 Camelback Rd, Nashville, TN, 37217	0.38	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-140280	ENR	Jessica V Wood	2004-05-24	UHC-42569-57	5596342608	3017 Camelback Rd, Scottsdale, AZ, 85270	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106341	ENR	Diego S Espinoza	1992-02-11	UHC-74540-68	4636196016	6172 Willow Ct, Houston, TX, 77062	0.38	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+3 more
CLM-429987	CLM	Rymond Wood	1988-01-25	—	—	1485 Apache Blvd Apt 11, Glendale, AZ, 85381	0.38	Name split from “Last, First”SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-139262	ENR	Danielle E Young	2004-09-22	UHC-09608-97	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-117581	ENR	Diego Bowman	1973-10-25	UHC-16501-76	9818540935	8183 Sunset Blvd, Charlotte, NC	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted ZIP missing+3 more
CLM-422342	CLM	Dorothy Richards	1979-02-07	—	8163835314	987 Willow Ct, San Antonio, TX, 78280	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114897	ENR	Gabriel G Peterson	2006-07-26	UHC-69899-25	2474827394	3911 Lincoln Way, San Antonio, TX, 78257	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133270	ENR	Larry Mendoza	1992-09-08	UHC-14829-62	9434462190	2548 Willow Ct, Orlando, FL, 32809	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-63000	TPA	Teerry Fernandez	1991-06-18	—	—	2920 Pine Dr, Atlanta, GA, 30330	0.38	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-136909	ENR	Joseph Jimenez	—	UHC-63252-08	3127609582	9058 Camelback Rd, Tempe, AZ, 85244	0.40	Name split from “Last, First”Date of birth missing SSN last four extracted Street suffix standardised+2 more
ENR-107277	ENR	Danielle Walsh	1984-02-04	UHC-00298-63	9459986966	9278 River Rd, Columbus, OH, 43250	0.40	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-432413	CLM	Judy Henry	1987-05-03	UHC-61460-03	—	—	0.40	Name split from “Last, First”Phone missing area code SSN last four extracted Gender normalised+2 more
CLM-407481	CLM	Steven G Ellis	1944-12-28	UHC-97673-76	4918030432	6255 Park Pl, Jacksonville, FL, 32272	0.40	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted SSN last four extracted+2 more
ENR-125118	ENR	Pat I Howard	1968-04-16	UHC-28807-93	—	9540 Ocean Ave Apt 24, Nashville, TN, 37265	0.40	Name split from “Last, First”SSN last four extracted Unit split from street ZIP+4 trimmed+2 more
ENR-103810	ENR	Justtin H Vega	1963-07-18	UHC-33269-61	7118533690	8801 Washington St, Austin, TX, 78794	0.40	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-112536	ENR	Jennifer Larson	1989-06-21	UHC-10361-83	2655330194	4725 Elm St, Phoenix, AZ, 85048	0.40	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+2 more
ENR-121927	ENR	Kimberly L Payne	1942-04-07	UHC-83579-91	9323141309	4517 Bayshore Dr # 140, Jacksonville, FL	0.40	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
CLM-412734	CLM	Eugene Richardson	1956-02-08	—	6603350643	2383 Camelback Rd, Tucson, AZ, 85770	0.40	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-124381	ENR	Ralph U Knight	1995-10-12	UHC-94711-16	9239678910	7040 Palm Dr Apt 2, Denver, CO	0.40	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
CLM-420409	CLM	Abigail Jordan	1997-10-26	UHC-73690-42	—	3737 Oak St # 136, Denver, CO, 80294	0.40	Name split from “Last, First”SSN last four extracted Unit split from street State name converted to code+2 more
CLM-406739	CLM	Kelly Richards	1995-06-22	UHC-61615-48	—	7406 Pine Dr, Orlando, FL	0.40	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124139	ENR	Russell F Hanson	1997-11-13	UHC-68963-83	6919514431	3692 Cedar Ln, Houston, TX, 77004	0.40	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-123766	ENR	Ross H Charles	1992-12-15	UHC-90074-48	—	8583 Elm St, Fresno, CA, 93771	0.40	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
ENR-126583	ENR	Gary Arnold	1996-02-18	UHC-03152-96	7812237795	3675 Mesa Dr, Houston, TX, 77067	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-121239	ENR	Harold Greene	1994-12-16	UHC-22101-81	9595439891	7545 Ocean Ave, Seattle, WA, 98132	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-114293	ENR	Diane O Hughes	—	UHC-66969-71	6473117745	8869 Spring St, Atlanta, GA, 30304	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-119643	ENR	Jesse E Mejia	1978-07-04	UHC-75572-51	9736935453	7813 Main St Apt 23, Austin, TX, 78794	0.40	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110408	ENR	Alexis B Burton	—	UHC-80754-22	—	6768 Oak St # 694, Dallas, TX, 75278	0.40	Date of birth unreadable SSN last four extracted Unit split from street Street suffix standardised+2 more
CLM-407763	CLM	Heather Hansen	1938-08-09	—	—	8586 Apache Blvd, Sacramento, CA, 95812	0.40	Name split from “Last, First”Phone missing area code SSN last four extracted State name converted to code+2 more
TPA-62508	TPA	Isabella Mjia	1963-12-17	—	—	9832 Washington St, Phoenix, AZ, 85075	0.40	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more

2,817 rows, page 5 of 57Previous Next