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

Third-party administrator, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64372	TPA	Charlotte Ross	2004-10-21	—	—	3803 Willow Ct, Houston, TX, 77017	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-58604	TPA	Philip Ferguson	—	—	3482670324	8344 Park Pl, Houston, TX, 77036	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64208	TPA	Valentina Diaz	1942-03-10	—	8394147263	8551 Indian School Rd Apt 35, Mesa, AZ, 85238	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-58370	TPA	Lius Murphy	1981-02-20	UHC-01298-90	—	299 Sage Ct, Jacksonville, FL, 32278	0.62	Date of birth reformatted Phone missing area code Member ID reformatted State name converted to code+3 more
TPA-62228	TPA	Aisha Burns	1974-10-07	—	—	4453 Forest Ave, Dallas, TX, 75244	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-60011	TPA	Alan Ward	1988-11-21	—	4465229310	7662 Mountain View Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-61485	TPA	Christian Salazar	2005-12-25	—	—	6140 Elm St, Columbus, OH, 43202	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54557	TPA	Christian Griffin	2008-04-24	—	—	3553 Highland Ave Apt 33, Glendale, AZ, 85351	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60787	TPA	Douglas Yang	—	UHC-55719-11	—	1930 Indian School Rd, Eden Prairie, MN, 55314	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-62141	TPA	Margaret Gonzales	—	UHC-59119-32	—	6102 Valley View Dr, Orlando, FL, 32807	0.62	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
TPA-52428	TPA	Mariana Sanders	1991-09-09	—	8117223521	2727 Willow Ct, Tempe, AZ	0.62	Name re-cased Phone reformatted ZIP missing Email lower-cased+3 more
TPA-58508	TPA	Maria Oliver	1982-04-02	—	—	8314 Willow Ct, Miami, FL, 33138	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53128	TPA	—Junk	1969-11-13	—	—	1139 Willow Ct # 661, Mesa, AZ, 85254	0.62	Unit split from street City re-cased State code upper-cased Email lower-cased+3 more
TPA-51140	TPA	Alice Taylor	1950-12-28	—	6818559476	8487 Lake View Rd, Tucson, AZ, 85764	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-56646	TPA	Daniel Jacckson	1951-11-21	—	8817343579	9136 Baseline Rd, Denver, CO, 80242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53066	TPA	Amanda Simmons	1964-04-10	—	—	9164 Camelback Rd, Mesa, AZ, 85207	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-58474	TPA	Cheryl Woods	1970-12-19	—	—	6217 Lake View Rd, Minneapolis, MN, 55448	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
TPA-53168	TPA	Kyle E Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct, Chandler, AZ, 85219	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52570	TPA	Lori Lee	—	—	9559123383	3574 Mountain View Dr, Phoenix, AZ, 85034	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56895	TPA	Maria Perry	1998-12-23	UHC-43223-30	—	8434 Union St, San Diego, CA, 92151	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-63125	TPA	Denny Burton	—	UHC-59639-21	8615993246	9222 Maple Ave, Denver, CO, 80209	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52256	TPA	Elijah Flors	1966-09-10	—	—	2946 Washington St # 632, Sacramento, CA, 95869	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58555	TPA	Julia Le	1972-12-15	—	2789404205	9364 Market St # 125, Tucson, AZ, 85750	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
TPA-60710	TPA	Michelle Butler	2006-04-03	—	9149170067	6798 Union St, Dallas, TX, 75261	0.64	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+2 more
TPA-50370	TPA	Brittany X Estrada	1967-02-12	—	—	908 Forest Ave, Tucson, AZ, 85701	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52870	TPA	Yuki Santiago	1941-04-09	—	—	6081 Sage Ct, San Antonio, TX, 78291	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
TPA-58338	TPA	Evans Joseph	1997-07-02	—	—	7198 Oak St, Tempe, AZ, 85236	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-61686	TPA	Kayla D Padilla	1955-05-11	—	—	8441 Church St, Dallas, TX, 75258	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-57095	TPA	Janet K Richardson	1989-10-21	—	—	3273 Maple Ave, Atlanta, GA, 30344	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
TPA-57482	TPA	Margaret Owens	1984-01-22	UHC-62039-91	—	6737 Ridge Rd, Atlanta, GA, 30330	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-60942	TPA	Nunez Elizaebth	2008-08-01	—	—	8418 Cedar Ln # 999, Chandler, AZ, 85212	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
TPA-62944	TPA	Kyle Lane	1981-11-07	—	—	9320 Willow Ct, Dallas, TX, 75209	0.64	Name split from “Last, First”Date of birth reformatted State name converted to code Email lower-cased+2 more
TPA-62819	TPA	Jennifer Gardner	1998-03-25	—	—	410 Baseline Rd, Phoenix, AZ, 85037	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54120	TPA	Nathan Cunningham	1938-05-08	—	5242251717	8203 Lake View Rd, Atlanta, GA, 30399	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62757	TPA	Donna Russell	1981-09-22	—	—	8815 Sunset Blvd, Seattle, WA, 98122	0.64	Name re-cased ZIP+4 trimmed Email lower-cased Gender normalised+2 more
TPA-55492	TPA	Jonathan Morgan	1981-03-23	—	—	3903 Mesa Dr, Fresno, CA, 93738	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61030	TPA	Nicholas Cook	1946-11-08	—	—	7035 Grand Ave, Columbus, OH, 43208	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-51192	TPA	Wei Ferguson	1953-09-09	—	7694226581	1093 Valley View Dr, Sacramento, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60307	TPA	Aaron Dominguez	1997-03-20	—	6032881044	3166 Baseline Rd, Las Vegas, NV, 89147	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-57840	TPA	Shirley Jackson	1969-06-04	—	—	9537 Spring St, Plano, TX, 75009	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54163	TPA	Jessica Bennett	1991-05-02	—	—	5439 Camelback Rd, Denver, CO, 80206	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61548	TPA	Russell M Schultz	—	—	5392815153	1372 Forest Ave, Plano, TX	0.64	Date of birth missing Phone reformatted ZIP missing Email lower-cased+2 more
TPA-57629	TPA	Judith Aguilaar	1973-09-08	—	2192322792	7008 Hillcrest Rd, Atlanta, GA, 30303	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-53336	TPA	Diana Oliver	—	—	—	7663 Maple Ave, Columbus, OH, 43222	0.64	Date of birth missing Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58127	TPA	Joyce Hernandez	2005-09-21	—	—	9781 River Rd, Eden Prairie, MN, 55319	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-54660	TPA	Carl Long	1982-10-17	—	6094311303	4180 Maple Ave, Orlando, FL, 32860	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-60542	TPA	Tyler Edwards	1988-03-04	—	8425081422	8005 Church St, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57899	TPA	Thomas Hamilton	1948-05-17	—	—	3945 Market St, Glendale, AZ, 85374	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-63828	TPA	Wayne Wallace	1997-06-12	—	—	919 Ridge Rd, Las Vegas, NV, 89125	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-56187	TPA	Keith Rios	1962-08-24	—	8047526055	1341 Cedar Ln, Glendale, AZ, 85343	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more

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