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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413702	CLM	Carol Owens	1976-05-19	UHC-59852-07	—	—	0.80	Name split from “Last, First”Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-103394	ENR	Eric Martin	1985-11-05	UHC-54464-97	—	667 Pine Dr, Mesa, AZ	0.80	Date of birth reformatted ZIP missing Plan code upper-cased Placeholder values cleared
CLM-415419	CLM	Christine Wells	1968-02-28	UHC-35426-84	—	—	0.82	Date of birth reformatted Gender normalised Plan code upper-cased
CLM-415629	CLM	Hannah Dunn	1973-09-11	UHC-05051-44	—	9272 Mountain View Dr, Dallas, TX, 75217	0.82	Name split from “Last, First”Plan code upper-cased Placeholder values cleared
ENR-132875	ENR	Diana K Dean	1970-06-22	UHC-92926-13	5154529362	2271 Indian School Rd, Orlando, FL, 32852	0.82	SSN last four extracted Plan code upper-cased Whitespace trimmed
ENR-106278	ENR	Eric Ross	1989-03-20	UHC-65059-83	3503746694	2705 Broadway, Gilbert, AZ, 85237	0.82	Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-112810	ENR	Diane I Perry	1972-06-28	UHC-44965-89	2063760734	5899 Union St, Phoenix, AZ, 85095	0.82	Street suffix standardised Address re-cased Plan code upper-cased
CLM-412551	CLM	Diane Chen	1996-04-06	UHC-02758-88	—	1889 Sunset Blvd, Orlando, FL, 32827	0.82	Phone missing area code Plan code upper-cased Placeholder values cleared
ENR-119068	ENR	Andrea LJunk	1972-03-06	UHC-61596-19	6153997629	8013 Willow Ct, Minneapolis, MN, 55466	0.82	Plan code upper-cased Placeholder values cleared No usable name (quarantined)
ENR-139167	ENR	Austin Contreras	1941-12-19	UHC-72120-49	2887922714	7460 Canyon Rd, San Diego, CA, 92125	0.82	Phone reformatted Gender normalised Plan code upper-cased
ENR-107207	ENR	Amber Bailey	1999-11-06	UHC-62902-39	6845376629	630 Union St, Jacksonville, FL, 32208	0.82	Name split from “Last, First”Plan code upper-cased Whitespace trimmed
ENR-103454	ENR	John R Carter	1961-02-03	UHC-89860-68	5777889063	1434 Union St, Tempe, AZ, 85241	0.82	Name re-cased Two-digit birth year Plan code upper-cased
ENR-123368	ENR	Gerald T Sandoval	—	UHC-41043-56	4605688417	1877 Mesa Dr, Mesa, AZ, 85212	0.82	Date of birth unreadable Plan code upper-cased Whitespace trimmed
TPA-60252	TPA	Thomas Gibson	2007-04-20	—	—	—	0.82	Two-digit birth year Plan code upper-cased Placeholder values cleared
ENR-139676	ENR	Carol N Olson	1943-01-24	UHC-73394-99	4044328857	541 Willow Ct, Charlotte, NC, 28213	0.82	SSN last four extracted Plan code upper-cased Whitespace trimmed
ENR-111823	ENR	David T Aguilar	1965-09-06	UHC-10464-55	4706931532	6615 Elm St, Phoenix, AZ, 85022	0.82	Two-digit birth year Phone reformatted Plan code upper-cased
CLM-428947	CLM	Vincent Castillo	1979-05-25	UHC-39871-55	5865607373	858 Baseline Rd, Chandler, AZ, 85233	0.82	Street suffix standardised Address re-cased Plan code upper-cased
CLM-409301	CLM	Natale Wells	1985-11-10	—	—	—	0.82	Two-digit birth year Plan code upper-cased Placeholder values cleared
ENR-117384	ENR	Cynthia J Robinson	1980-09-09	UHC-24600-14	3562768027	9382 Lincoln Way, Austin, TX, 78739	0.82	ZIP+4 trimmed Plan code upper-cased Placeholder values cleared
ENR-125662	ENR	Julia I Foster	—	UHC-10308-90	—	7149 Jefferson Ave, Tucson, AZ, 85723	0.82	Name re-cased Date of birth unreadable Plan code upper-cased
ENR-110725	ENR	Elizabeth Edwards	2004-12-03	UHC-73277-83	6913411644	2881 Bayshore Dr, Phoenix, AZ, 85007	0.82	Gender normalised Plan code upper-cased Whitespace trimmed
ENR-113238	ENR	Angela J Nelson	1952-06-24	UHC-53462-83	—	9254 Forest Ave, Minneapolis, MN, 55497	0.82	Email lower-cased Gender normalised Plan code upper-cased
CLM-420634	CLM	Camila Hart	1953-08-18	—	2586135270	4743 Camelback Rd, Fresno, CA, 93734	0.82	Name split from “Last, First”Plan code upper-cased Placeholder values cleared
ENR-125567	ENR	Victoria S Kinng	1947-04-28	UHC-77902-23	5259996981	8023 Hillcrest Rd, Fresno, CA, 93753	0.82	Name split from “Last, First”Plan code upper-cased Whitespace trimmed
ENR-112272	ENR	Anna Thompson	1973-04-05	UHC-22617-58	—	3663 Willow Ct, Sacramento, CA, 95859	0.82	Phone missing area code Plan code upper-cased Whitespace trimmed
ENR-108731	ENR	Emma Cruz	2008-12-22	UHC-77639-72	6624491432	4030 Bayshore Dr, Jacksonville, FL, 32213	0.82	Street suffix standardised Address re-cased Plan code upper-cased
CLM-424482	CLM	Sharon Alexander	1992-04-27	UHC-08955-29	—	—	0.82	Gender normalised Plan code upper-cased Placeholder values cleared
TPA-53814	TPA	Nathan Bennett	1952-12-14	UHC-27614-09	—	2690 Lincoln Way, Denver, CO, 80206	0.82	State name converted to code Plan code upper-cased Placeholder values cleared
ENR-116999	ENR	Maria McDonald	1959-09-15	UHC-99859-28	—	8254 Cedar Ln, Glendale, AZ, 85327	0.82	Street suffix standardised Address re-cased Plan code upper-cased
TPA-50780	TPA	Amy Rice	1991-06-04	—	7905690744	—	0.82	Name split from “Last, First”Plan code upper-cased Placeholder values cleared
CLM-416194	CLM	Dylan T Williams	1986-03-16	—	—	9338 River Rd, Minneapolis, MN, 55464	0.82	Gender normalised Plan code upper-cased Placeholder values cleared
TPA-52623	TPA	Brittany Hall	1964-03-06	UHC-67985-87	—	6962 Desert Sky Blvd, Houston, TX, 77081	0.82	State name converted to code Plan code upper-cased Placeholder values cleared
CLM-421934	CLM	Kenneth Ryan	—	—	—	—	0.82	Date of birth missing Plan code upper-cased Placeholder values cleared
ENR-133997	ENR	Natalie R Johnston	1950-06-26	UHC-96613-08	5144223794	8028 Camelback Rd, Denver, CO, 80281	0.82	Street suffix standardised Address re-cased Plan code upper-cased
ENR-129426	ENR	Brenda Padilla	1944-02-02	UHC-49265-51	3313018359	3405 Hillcrest Rd, Gilbert, AZ, 85206	0.82	Two-digit birth year Plan code upper-cased Whitespace trimmed
ENR-107736	ENR	Pamela B Jones	1975-12-10	UHC-99024-03	5696204508	1701 Spring St, Gilbert, AZ	0.82	Phone reformatted ZIP missing Plan code upper-cased
ENR-130362	ENR	Ana Nunez	2003-12-07	UHC-27580-31	—	183 Main St, Orlando, FL, 32840	0.82	SSN last four extracted Plan code upper-cased Placeholder values cleared
ENR-112635	ENR	Russell V Dean	1918-07-23	UHC-69426-13	7348393066	772 Central Ave, Houston, TX, 77038	0.82	Street suffix standardised Address re-cased Plan code upper-cased
CLM-407455	CLM	Jose Reyes	1982-09-22	—	2755605024	—	0.82	Name split from “Last, First”Plan code upper-cased Placeholder values cleared
TPA-60149	TPA	Karen Green	1953-06-27	—	—	—	0.82	Two-digit birth year Plan code upper-cased Placeholder values cleared
CLM-426819	CLM	Victoria W Cox	1983-11-15	UHC-92289-61	—	—	0.82	Gender normalised Plan code upper-cased Placeholder values cleared
ENR-107892	ENR	Deborah Vasquez	1956-12-13	UHC-04821-42	3792788435	6123 Highland Ave, San Diego, CA, 92150	0.82	Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-104348	ENR	Sofia Vargas	1954-02-16	UHC-72868-40	5342142508	2814 Central Ave, Tucson, AZ, 85706	0.82	Name split from “Last, First”Date of birth reformatted Plan code upper-cased
ENR-133103	ENR	Dorothy E Wagner	1938-09-12	UHC-46359-62	5153165960	9333 Sage Ct, Scottsdale, AZ, 85293	0.82	Middle initial moved out of first name Phone reformatted Plan code upper-cased
ENR-114885	ENR	Lauren Y Cook	1991-09-16	UHC-01197-88	4207704301	—	0.82	Middle initial moved out of first name Phone reformatted Plan code upper-cased
ENR-114445	ENR	Lucia R Howell	1985-04-07	UHC-54508-07	2567041228	8793 Highland Ave, Nashville, TN, 37294	0.82	Phone reformatted Gender normalised Plan code upper-cased
CLM-412902	CLM	Barbara Boyyd	1966-09-24	UHC-51193-31	6336146338	9280 Valley View Dr, Las Vegas, NV, 89118	0.82	Two-digit birth year Plan code upper-cased Placeholder values cleared
TPA-50294	TPA	Willie Walsh	1959-01-26	—	—	4995 Broadway, Los Angeles, CA, 90095	0.82	State name converted to code Plan code upper-cased Placeholder values cleared
ENR-109395	ENR	Andrea Gilbert	2000-09-22	UHC-60971-03	7399354219	2744 Valley View Dr, Los Angeles, CA, 90037	0.82	Street suffix standardised Address re-cased Plan code upper-cased
ENR-129916	ENR	Kayla AJunk	1961-09-07	UHC-36793-09	8902294080	5550 Bayshore Dr, Austin, TX, 78789	0.82	Plan code upper-cased Whitespace trimmed No usable name (quarantined)

3,278 rows, page 52 of 66Previous Next