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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59910	TPA	Susan Gray	1975-12-26	—	—	9559 Lincoln Way, Seattle, WA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-417701	CLM	Margaret Morales	1955-04-15	UHC-83089-06	5502968008	3331 Jefferson Ave, Miami, FL, 33161	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-29359	PRV	Kyle J Bishop	1940-01-05	UHC-06507-66	8237704050	1367 Grand Ave, Chandler, AZ, 85280	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121053	ENR	Jason W Vasquez	2007-07-06	UHC-22579-46	8824809667	4450 Sage Ct # 631, Los Angeles, CA, 90040	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24370	PRV	Lawrence Carter	—	—	—	1881 Jefferson Ave, Scottsdale, AZ, 85206	0.50	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-115733	ENR	Sandra Reyes	—	UHC-77075-98	8249183594	8178 Market St, Dallas, TX, 75230	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116324	ENR	Andrew Foster	1955-10-12	UHC-85895-32	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128506	ENR	Valentina Jackson	1965-01-20	UHC-77916-69	5397472494	462 Lake View Rd, Eden Prairie, MN, 55367	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-115143	ENR	Kala S Carter	1970-04-24	UHC-01830-98	4004654563	3471 Apache Blvd # 448, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20462	PRV	Natalie J Simpson	1940-11-11	UHC-12051-83	4947090529	4332 Maple Ave, Jacksonville, FL	0.50	Street suffix standardised Address re-cased ZIP missing Email lower-cased+3 more
ENR-100424	ENR	Douglas W George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427667	CLM	Stephen Davis	1963-12-19	UHC-10367-58	—	4730 Washington St, Las Vegas, NV, 89174	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-57710	TPA	Charlotte Duncan	1989-11-08	—	—	9268 Valley View Dr, Columbus, OH, 43264	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53917	TPA	Amanda Ortiz	1971-11-28	—	—	9163 Desert Sky Blvd, Atlanta, GA, 30361	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-409328	CLM	Jose Campbell	1993-11-18	UHC-25523-06	6243263156	8087 Market St, Tempe, AZ, 85238	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142600	ENR	Carl C Simmons	—	UHC-25020-08	8942338595	5222 Ocean Ave, Denver, CO, 80290	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-133970	ENR	Isabella R Ferguson	1995-12-16	UHC-91349-72	2587529830	9627 Ocean Ave, Phoenix, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119577	ENR	Joshua V Wallace	1990-03-27	UHC-69314-99	8149865870	2783 Oak St, Jacksonville, FL, 32215	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24199	PRV	Juan Castro	1981-08-02	—	—	3666 Market St, Fresno, CA, 93713	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-28708	PRV	Bradley Romero	1955-02-12	—	3308148498	2559 Lake View Rd Apt 4, Jacksonville, FL, 32282	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-414749	CLM	Allen E Mei	1991-09-17	UHC-06040-50	—	2703 Main St, Tampa, FL, 33634	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105064	ENR	Benjamin Burton	1970-06-13	UHC-06418-87	6728788567	6438 Washington St, Chandler, AZ, 85204	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429373	CLM	Jennifer Parker	1977-11-09	UHC-33407-88	4946594255	241 Forest Ave, Austin, TX, 78716	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-113206	ENR	Joseph Fowler	1950-08-18	UHC-38879-72	2353037996	7897 Elm St Apt 34, Miami, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-401236	CLM	Jordan Cruz	2008-01-23	UHC-28356-94	9724552637	4114 Spring St, Plano, TX, 75047	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113569	ENR	Teresa V Jensen	1969-05-24	UHC-06673-31	—	7399 Forest Ave, Los Angeles, CA, 90057	0.50	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-117611	ENR	Bradley Peterson	—	UHC-57031-71	4137750791	7298 Washington St, Miami, FL	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51496	TPA	Abigail McDoald	1969-07-26	—	—	2735 Washington St # 570, Fresno, CA, 93710	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-60105	TPA	Diana Mills	1954-03-08	—	4186158499	8309 Canyon Rd, Denver, CO, 80237	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52935	TPA	Johnny Little	1968-05-02	—	—	1768 Maple Ave, Gilbert, AZ, 85254	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61486	TPA	Christian Salazar	—	—	—	6140 Elm St, Columbus, OH, 43202	0.50	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+3 more
CLM-424666	CLM	Alice Mejia	1942-06-13	—	—	649 Apache Blvd, Denver, CO, 80254	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-56790	TPA	Jack M Barnes	1979-04-24	—	7666769332	3185 Washington St, Las Vegas, NV, 89125	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
CLM-426436	CLM	Jennifre L Carroll	1946-04-23	—	7942064822	4830 River Rd # 414, Las Vegas, NV, 89128	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-139060	ENR	Jeremy K Moore	1995-09-27	UHC-26263-45	9455731222	7041 Willow Ct, Mesa, AZ, 85262	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411700	CLM	Mateo King	1951-02-19	—	6123188216	4459 Hillcrest Rd, Tempe, AZ, 85203	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118174	ENR	Ross S Keith	1939-07-21	UHC-82496-48	3768974465	4892 Baseline Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423423	CLM	Carolyn Porter	1960-04-02	UHC-22051-92	9604520210	4594 River Rd, Sacramento, CA, 95815	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-134430	ENR	Olivia G Johnson	1971-01-09	UHC-35132-04	7387829918	8638 Washington St, Seattle, WA, 98181	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
PRV-24526	PRV	Zachary Jacobs	1964-10-07	UHC-67727-99	4046392478	5070 Jefferson Ave, Las Vegas, NV, 89157	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-418905	CLM	Austin Li	1962-04-04	UHC-41620-28	—	3597 Spring St, Plano, TX, 75029	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-413849	CLM	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ, 85745	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112216	ENR	Lane S Carol	1956-06-01	UHC-14000-02	5757499827	7896 Willow Ct, Mesa, AZ, 85250	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122923	ENR	Carl Tran	1959-06-10	UHC-23306-38	5643550612	9834 Desert Sky Blvd, Eden Prairie, MN	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-406095	CLM	Alan W Tran	1970-06-06	UHC-55420-11	—	7475 Valley View Dr, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401620	CLM	Diaana Rice	2002-10-03	—	—	4811 Maple Ave # 691, Fresno, CA, 93701	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421125	CLM	Madison Wilson	2002-03-26	UHC-28652-33	9572336299	5217 Ocean Ave, San Antonio, TX, 78227	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-135959	ENR	Julie N Garrett	1940-06-04	UHC-79164-92	2333135139	5021 Pine Dr, San Antonio, TX, 78221	0.50	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-426414	CLM	Julie Rojas	1950-04-23	UHC-51780-16	—	5396 Meadow Ln # 484, San Diego, CA, 92139	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429143	CLM	Heather Nelson	—	—	—	3480 Main St, Plano, TX, 75059	0.50	Name re-cased Date of birth missing SSN last four extracted Street suffix standardised+3 more

55,824 rows, page 104 of 1,117Previous Next