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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113106	ENR	Thomas Jensen	—	UHC-32487-12	4339903320	2508 Maple Ave Apt 6, Mesa, AZ, 85243	0.40	Name re-cased Date of birth missing Unit split from street ZIP+4 trimmed+2 more
TPA-51842	TPA	Jean Gonzales	1989-11-19	—	—	6660 Lake View Rd, Sacramento, CA, 95853	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54858	TPA	Arthur Franklin	1949-08-05	—	—	350 Lake View Rd Apt 13, Denver, CO, 80289	0.40	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+2 more
CLM-421084	CLM	Rebecca Carlson	—	—	—	3457 Bayshore Dr, Chandler, AZ, 85242	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-405506	CLM	Madison Montgomery	1976-10-17	UHC-92303-01	—	9194 Broadway # 691, Gilbert, AZ, 85219	0.40	Name re-cased Unit split from street State name converted to code ZIP+4 trimmed+2 more
ENR-121319	ENR	Austin Nelson	1942-09-21	UHC-36547-42	9483618186	9020 Maple Ave Apt 2, Seattle, WA, 98127	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413002	CLM	Angela Watkins	1997-08-02	UHC-53758-58	5518257488	2215 Canyon Rd Apt 40, Tampa, FL, 33613	0.40	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110100	ENR	Waletr Spencer	1973-03-20	UHC-07750-27	9759296763	8981 Valley View Dr, Chandler, AZ, 85228	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431131	CLM	Debra Nelson	1945-02-26	UHC-84410-57	—	9628 Maple Ave, San Diego, CA, 92142	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60898	TPA	Grace Owens	1972-01-25	—	—	685 Apache Blvd # 542, Dallas, TX, 75211	0.40	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63709	TPA	Bruce K Turner	1996-12-12	—	—	7712 Park Pl, San Diego, CA, 92168	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141183	ENR	Nicole Gonzales	1941-02-13	UHC-80545-64	—	4175 Forest Ave, Orlando, FL, 32880	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-137085	ENR	Thomas H Palmer	1977-10-02	UHC-62672-33	5384589978	2368 Sage Ct, Glendale, AZ, 85307	0.40	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-113760	ENR	Ronald W Hernandez	1959-09-24	UHC-70616-98	4314881127	4335 Main St, Las Vegas, NV, 89189	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+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-118363	ENR	Bruce N Bradley	—	UHC-17909-89	—	9096 Washington St, Glendale, AZ, 85382	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120365	ENR	Betty H Howell	1945-07-07	—	4863957223	7429 Canyon Rd, Fresno, CA, 93723	0.40	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
PRV-25434	PRV	Bobby Rodriguez	1967-01-04	UHC-12282-59	—	2655 Bayshore Dr Apt 13, Phoenix, AZ, 85052	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25433	PRV	Bobby Rodriguez	1967-01-04	UHC-12282-59	—	2655 Bayshore Dr Apt 13, Phoenix, AZ, 85052	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422268	CLM	Justin Knight	1985-10-27	UHC-39714-96	—	2762 Forest Ave, Seattle, WA, 98102	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121639	ENR	Zachary Morgan	1999-07-13	UHC-30597-89	8588239600	4537 Church St Apt 33, Chandler, AZ, 85205	0.40	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128114	ENR	Roger F Sullivan	1941-01-21	UHC-76081-48	3587989838	9235 Hillcrest Rd, Glendale, AZ, 85385	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410004	CLM	Denise Davis	1976-01-20	UHC-95791-99	—	8266 Oak St, Seattle, WA, 98149	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113542	ENR	Carolyn J Mills	1982-06-17	UHC-54330-82	7625315624	9218 Canyon Rd Apt 24, Glendale, AZ, 85357	0.40	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-113390	ENR	Christine Morales	2007-01-19	UHC-18121-75	5674677874	8944 Forest Ave Apt 8, Charlotte, NC, 28211	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141153	ENR	Justin V Munoz	1996-07-23	UHC-65561-74	8085609710	2020 Main St, Fresno, CA, 93784	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130032	ENR	Grace Fields	1954-06-17	UHC-83534-80	5016191729	9169 Market St, Dallas, TX, 75209	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112156	ENR	Valentina Moore	1979-09-23	UHC-89782-29	—	6292 Meadow Ln, Austin, TX, 78711	0.40	Name split from “Last, First”Phone missing area code City re-cased ZIP+4 trimmed+2 more
CLM-401773	CLM	Tyler M Taylor	—	UHC-19451-27	—	9668 Hillcrest Rd, Charlotte, NC, 28271	0.40	Date of birth missing Member ID reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-132496	ENR	Brian Rogers	1976-07-17	UHC-74277-16	—	2065 Baseline Rd, Tucson, AZ, 85791	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432142	CLM	Joyce Hunt	1993-11-16	—	—	2184 Main St, Atlanta, GA, 30324	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-411308	CLM	RonaldJunk	1946-09-19	UHC-31859-37	—	2525 Forest Ave, Mesa, AZ, 85289	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411307	CLM	RonaldJunk	1946-09-19	UHC-31859-37	—	2525 Forest Ave, Mesa, AZ, 85289	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101254	ENR	Heather I Lopez	1941-12-08	UHC-55811-29	—	2352 Ridge Rd Apt 19, Seattle, WA, 98122	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401262	CLM	Wayne H James	1983-07-16	—	—	3720 Pine Dr, Seattle, WA, 98198	0.40	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108116	ENR	Christina I Montgomery	—	UHC-84985-51	9184360558	3375 Central Ave, Gilbert, AZ, 85256	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-430596	CLM	Stephanie O Rojas	—	UHC-23206-48	5809342163	3938 Main St, Jacksonville, FL, 32217	0.40	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-430510	CLM	Ruth Schultz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX, 78293	0.40	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-137422	ENR	Abigayl Morris	1970-06-04	UHC-59571-90	3705812352	4579 Central Ave, Miami, FL, 33161	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409914	CLM	Gerald Reyes	1994-04-26	UHC-79915-58	6528566521	3662 Grand Ave, Gilbert, AZ, 85209	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57694	TPA	JoseJunk	1965-08-18	—	—	7293 Camelback Rd, Plano, TX, 75065	0.40	Name re-cased State name converted to code ZIP+4 trimmed Gender normalised+2 more
PRV-23217	PRV	Catherine Cunningham	1972-06-16	—	—	615 River Rd, Sacramento, CA, 95837	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119784	ENR	Pamela Austin	1943-06-16	UHC-05115-47	—	4921 Grand Ave, Scottsdale, AZ, 85250	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136929	ENR	Kimberly P Henderson	1942-10-18	UHC-39645-38	—	4544 Mountain View Dr, Eden Prairie, MN, 55377	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410993	CLM	Carlos Alvarez	1946-05-24	UHC-45709-79	—	2196 Harbor Blvd, Houston, TX, 77096	0.40	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-423246	CLM	Sophia Lawrenke	1989-05-04	—	—	2752 Valley View Dr, Charlotte, NC, 28215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-109369	ENR	Rachel P Aguilar	2004-01-13	UHC-94877-90	5785816061	2416 Valley View Dr, San Diego, CA, 92121	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126558	ENR	Wei K Griffin	1983-07-13	UHC-18705-80	6694114690	6937 Union St, Houston, TX, 77001	0.40	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-135770	ENR	Alan Walker	1985-11-02	UHC-20775-12	3763105842	759 Union St, Glendale, AZ, 85387	0.40	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
ENR-114691	ENR	Terry J Mendez	1945-08-24	UHC-17080-47	—	9756 Valley View Dr, Dallas, TX, 75233	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

8,263 rows, page 12 of 166Previous Next