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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-413187	CLM	Steven O Wagner	1938-02-24	UHC-58486-02	2649432064	2800 Highland Ave, Los Angeles, CA	0.40	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-419530	CLM	Ashley B Munoz	—	—	5102809704	776 Apache Blvd # 350, Nashville, TN, 37282	0.40	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+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
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
CLM-410656	CLM	Amanda Foster	—	—	—	395 Washington St # 772, San Diego, CA, 92199	0.40	Date of birth unreadable Unit split from street 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
CLM-432613	CLM	Samantha Martiin	—	—	8277122983	9290 Canyon Rd Apt 28, San Antonio, TX, 78217	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26444	PRV	Larson Joan	1949-09-16	—	—	2943 Pine Dr, Tempe, AZ	0.40	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-432791	CLM	Nancy Miller	1953-09-11	—	7795003781	3880 Desert Sky Blvd # 907, Dallas, TX, 75272	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+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
CLM-422037	CLM	Abby Nichols	1956-10-26	UHC-31174-53	—	4189 Elm St, Orlando, FL, 32889	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53689	TPA	Shron Johnston	1938-02-26	—	—	1670 Meadow Ln, Tempe, AZ	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+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
CLM-427966	CLM	Juan Armstrong	1955-11-06	UHC-53733-41	—	4410 Forest Ave Apt 12, Columbus, OH, 43245	0.40	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56782	TPA	Lucia W Porter	1944-02-23	—	—	8965 Canyon Rd, San Antonio, TX, 78234	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56783	TPA	Lucia W Porter	1944-02-23	—	—	8965 Canyon Rd, San Antonio, TX, 78234	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+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
TPA-50945	TPA	Ryan Cooepr	1995-07-25	—	—	9896 Sunset Blvd, Tampa, FL, 33604	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-411946	CLM	Elijah Wood	—	UHC-50101-19	—	2755 Sage Ct, Glendale, AZ	0.40	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418822	CLM	Sophia U Davis	1966-05-17	UHC-17097-41	8063812193	4997 Baseline Rd, Houston, TX	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+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
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
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
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
CLM-421133	CLM	Jacqueline Woods	1954-12-17	UHC-84563-22	6207410360	8373 Mesa Dr, Chandler, AZ	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24345	PRV	Cynthia Jensen	1959-05-28	UHC-82520-15	—	454 Apache Blvd Apt 36, Columbus, OH, 43277	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-424377	CLM	Anna Morris	1960-03-24	—	—	3498 Willow Ct, Columbus, OH	0.40	Name split from “Last, First”State name converted to code ZIP missing Gender normalised+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
PRV-27011	PRV	Michael Matthews	1998-09-14	—	3932932161	9134 Grand Ave, Glendale, AZ, 85374	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422616	CLM	Judith S Simmons	1981-07-16	UHC-35607-99	—	8104 Maple Ave Apt 4, Fresno, CA, 93728	0.40	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140556	ENR	Jeff Padilla	1983-08-18	UHC-65369-28	9878083092	9574 Ridge Rd, Eden Prairie, MN	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411263	CLM	Adam Bailey	—	—	—	8267 Sage Ct, Fresno, CA, 93726	0.40	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+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-427980	CLM	Abigail Rios	—	UHC-06532-92	—	5815 Bayshore Dr # 218, San Antonio, TX, 78296	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+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
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-431126	CLM	Joshua Watson	—	UHC-57517-29	—	5300 Lake View Rd, Atlanta, GA, 30366	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-57664	TPA	Charlotte Austin	—	—	—	4548 Spring St # 115, Jacksonville, FL, 32269	0.40	Name split from “Last, First”Date of birth unreadable Unit split from street City 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
TPA-58379	TPA	Arjun Banes	2000-11-01	—	—	8922 Mountain View Dr, Scottsdale, AZ, 85218	0.40	Name split from “Last, First”Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-113323	ENR	Wayne Padilla	1946-08-05	UHC-00942-19	—	1173 Sage Ct, Tucson, AZ	0.40	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52036	TPA	Eric Bowman	1954-03-13	—	8486886455	3834 Spring St, Denver, CO, 80251	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421267	CLM	Christian Hayes	—	UHC-86167-37	—	957 Camelback Rd # 858, Tempe, AZ	0.40	Date of birth missing Unit split from street City re-cased ZIP missing+2 more
CLM-409802	CLM	Betty Martinez	1996-03-10	UHC-16621-19	7324930602	5975 Lake View Rd, Jacksonville, FL, 32274	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-57546	TPA	Stephen Martinez	—	—	—	6738 Indian School Rd, Tampa, FL, 33665	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+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

71,257 rows, page 23 of 1,426Previous Next