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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139444	ENR	Arthur I Cooper	1974-01-05	UHC-91339-64	—	9829 Canyon Rd, Mesa, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-142795	ENR	Eugene B Martinez	1992-01-17	UHC-33187-48	2322644018	5914 Canyon Rd Apt 30, Austin, TX	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121324	ENR	Gerald H Murphy	1940-12-23	UHC-39938-73	9487220126	6591 River Rd, Tampa, FL	0.52	Two-digit birth year Phone reformatted State name converted to code ZIP missing+2 more
TPA-61140	TPA	Catherine Day	1943-07-04	—	—	5538 Grand Ave, Plano, TX	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-61173	TPA	Gloria Clark	1976-08-27	UHC-28114-30	—	5774 Indian School Rd, Sacramento, CA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-411892	CLM	Ryan Fuller	1965-12-23	—	7176395510	9460 Elm St, Columbus, OH	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415141	CLM	Jacqueline Munoz	1961-08-13	UHC-96980-74	3046147732	9815 Ocean Ave # 632, Chandler, AZ	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114540	ENR	Madison G Baker	1940-06-12	UHC-84526-68	6255935496	4020 Harbor Blvd, San Antonio, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-55264	TPA	Donald Park	1972-01-09	—	—	1942 Forest Ave # 852, Gilbert, AZ	0.52	Date of birth reformatted Unit split from street State name converted to code ZIP missing+2 more
ENR-111775	ENR	Theresa Morrison	1942-12-17	UHC-09600-88	4987511810	9222 Baseline Rd, Las Vegas, NV	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142777	ENR	Austin Hughes	2000-10-06	UHC-15363-44	4455878753	576 Highland Ave, Tampa, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432405	CLM	Micehlle Alvarez	2007-03-11	UHC-56884-74	—	9370 Hillcrest Rd, Tempe, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-423587	CLM	Victoria Herrera	1944-07-22	UHC-21655-74	8346215419	6228 Bayshore Dr Apt 10, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-135843	ENR	Diana Z Lng	2007-11-05	UHC-77612-55	3562153840	7104 Sage Ct, Houston, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-406174	CLM	Jean Kelly	2007-01-26	—	—	1655 Cedar Ln, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-133191	ENR	Pamela R Arnold	1974-03-06	UHC-14514-49	3179312944	3833 Willow Ct, Tempe, AZ	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114142	ENR	Charlotte Little	1977-08-05	UHC-17946-91	9426661784	2244 Canyon Rd, Denver, CO	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423404	CLM	Scott Duncan	1997-10-26	UHC-47476-28	—	4543 Indian School Rd, Gilbert, AZ	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-102817	ENR	Andrew C Cooper	1975-01-17	UHC-60313-72	—	7383 Bayshore Dr, Columbus, OH	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-136908	ENR	Mei L Clark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55840	TPA	Anthony Aguilar	1989-11-06	—	7628088884	7499 Jefferson Ave, Phoenix, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54357	TPA	Peter Wong	1965-05-19	—	3798657689	1640 Ocean Ave, Seattle, WA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426803	CLM	Hannah Chavez	1968-07-28	UHC-39743-86	6913674694	2210 Park Pl, Glendale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423575	CLM	Douglas Daniels	1957-01-06	UHC-43682-30	—	3223 Washington St, Denver, CO	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-403501	CLM	Lori N Duncan	1965-10-18	UHC-77386-40	8769816175	2740 Oak St, Plano, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-123544	ENR	Elizabeth U Hanson	1962-04-16	UHC-09556-36	—	1298 Meadow Ln, Glendale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63895	TPA	Pamela Young	—	—	—	3553 River Rd, Columbus, OH	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408422	CLM	Lauren Roberts	1985-08-02	UHC-80177-29	—	2732 Palm Dr, Denver, CO	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-126834	ENR	Brooks Robert	1956-03-14	UHC-20176-42	3388617553	8962 Central Ave, San Diego, CA	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142083	ENR	Christopher F Parker	1978-01-19	UHC-38984-88	2964994988	2280 Sage Ct Apt 15, Columbus, OH	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116470	ENR	Kyle S Jensen	1954-08-01	UHC-25407-01	3344229991	5279 Spring St, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20601	PRV	Stephanie X Allen	1995-11-20	—	—	8645 Apache Blvd, Tempe, AZ	0.52	Name split from “Last, First”SSN last four extracted State code upper-cased ZIP missing+2 more
CLM-417149	CLM	Maria Hansen	1977-08-11	—	—	7203 Central Ave, Los Angeles, CA	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410036	CLM	Reecca H Tucker	—	UHC-44298-25	—	1044 Harbor Blvd, Austin, TX	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429901	CLM	Mark Nelson	1957-10-06	—	—	3833 Desert Sky Blvd, Las Vegas, NV	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-125572	ENR	Patricia Z Padiilla	1941-12-17	UHC-08197-54	4774415654	8746 Maple Ave, Minneapolis, MN	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-113668	ENR	Brian I Hall	1946-06-06	UHC-70681-11	—	7724 Ridge Rd, Dallas, TX	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
TPA-53759	TPA	Diane Butler	1984-02-05	—	4077191224	309 Hillcrest Rd, Charlotte, NC	0.52	Phone reformatted State name converted to code ZIP missing Email lower-cased+2 more
CLM-421897	CLM	Martha Watson	1963-10-20	—	—	3899 Spring St # 106, Seattle, WA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141388	ENR	Kenneth S Ross	1947-09-04	UHC-26589-52	9068395974	4605 Hillcrest Rd, Phoenix, AZ	0.52	Phone reformatted State name converted to code ZIP missing Email lower-cased+2 more
ENR-111610	ENR	Alex P James	1942-04-05	UHC-26212-35	6717390757	2652 Canyon Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412291	CLM	Virginia F Ross	1999-07-13	UHC-44106-88	—	6241 Main St, Orlando, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412290	CLM	Virginia F Ross	1999-07-13	UHC-44106-88	—	6241 Main St, Orlando, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51385	TPA	Henry T Bishop	1969-11-06	—	—	1886 Church St, Atlanta, GA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
PRV-23309	PRV	Kayla Carr	1964-05-19	—	6977835291	37 Camelback Rd, Phoenix, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404191	CLM	Logan Elliott	1951-02-03	UHC-52877-90	—	3366 Harbor Blvd, Los Angeles, CA	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137107	ENR	Ana O Adams	1944-07-09	UHC-91260-01	9769096894	9369 Ocean Ave, Phoenix, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-101362	ENR	Martha Bailey	1972-11-04	UHC-06979-99	5147272912	4540 Jefferson Ave, Charlotte, NC	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-135539	ENR	Joseph T Gonzales	—	UHC-00602-46	8882351657	8030 Elm St, Houston, TX	0.52	Date of birth unreadable Phone reformatted ZIP missing Email lower-cased+2 more
ENR-128795	ENR	Katherine P Hamilton	1995-12-12	UHC-73729-70	3095174131	10 Mountain View Dr, Columbus, OH	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more

7,146 rows, page 36 of 143Previous Next