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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62866	TPA	James G Herrera	2005-03-03	—	—	4491 Church St, Denver, CO, 80228	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126537	ENR	Christine W Jimenez	2000-08-25	UHC-90658-11	—	7936 Mountain View Dr, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+1 more
CLM-430127	CLM	Melissa B Maldonado	1971-06-16	UHC-80701-58	6604987788	7835 Church St, San Antonio, TX, 78272	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-407325	CLM	Karen Reynolds	—	UHC-08446-48	—	1841 Spring St, Seattle, WA, 98115	0.66	Name re-cased Date of birth unreadable City re-cased Gender normalised+1 more
CLM-408246	CLM	Jack Martinez	2006-09-24	UHC-79485-18	—	5313 Forest Ave, Minneapolis, MN, 55403	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-409044	CLM	Doirs Ford	1985-08-03	—	2744938096	4869 Meadow Ln, Mesa, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-416298	CLM	Stevne Guzman	1960-11-07	UHC-93254-06	—	1507 Central Ave, Houston, TX, 77023	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-61075	TPA	Marcus Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL, 33162	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-121163	ENR	Matthew V Stevens	1964-03-01	UHC-13745-51	8804965786	477 Sunset Blvd, Fresno, CA, 93760	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-427185	CLM	Albert Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-139412	ENR	Roger Patterson	1990-04-09	UHC-01835-84	5967489966	4484 Sunset Blvd, Miami, FL, 33151	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-137477	ENR	Sam Medina	1943-08-15	UHC-51145-14	8734718945	1746 Grand Ave, Sacramento, CA, 95807	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-53220	TPA	Jordan Harris	1951-12-25	—	—	1233 Forest Ave, Las Vegas, NV, 89120	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-404344	CLM	Amy Hanson	1938-10-03	UHC-42412-56	—	8796 Bayshore Dr, Columbus, OH, 43240	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-412357	CLM	Marcus Cooper	1952-08-23	UHC-91372-60	—	1213 Indian School Rd, Glendale, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-118699	ENR	Helen Mitchell	1956-12-03	UHC-66688-12	2765796551	7898 Mountain View Dr, Orlando, FL, 32892	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-100946	ENR	Marcus P Wood	1995-06-17	UHC-19067-25	—	9416 Indian School Rd, Denver, CO, 80293	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-23222	PRV	Sandra Snyder	1952-02-28	UHC-06644-60	5683109468	3716 Washington St, Las Vegas, NV, 89140	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-57129	TPA	Nicholas Alexander	1989-04-25	—	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-106755	ENR	Alexis Q Ramirez	1964-04-18	UHC-68210-89	—	7736 Ocean Ave, Gilbert, AZ, 85257	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-142789	ENR	Bruce Fuller	1968-08-22	UHC-60457-96	4464178833	1619 Forest Ave, Tucson, AZ, 85773	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116928	ENR	Barbara Vazquez	1994-03-23	UHC-62480-15	6804576521	6376 Forest Ave # 172, Charlotte, NC, 28203	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
ENR-125065	ENR	Victoria Yang	1998-08-24	UHC-66165-90	8715532764	4664 Forest Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-53492	TPA	Bryan Ryan	1983-06-11	—	—	1607 Desert Sky Blvd, Sacramento, CA, 95858	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
TPA-56082	TPA	Carlos Fields	2005-11-05	—	—	9541 Ridge Rd, Jacksonville, FL, 32278	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-413478	CLM	Noah Moreno	1950-01-19	UHC-70253-94	—	2347 Bayshore Dr # 591, Charlotte, NC, 28283	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
PRV-24621	PRV	Martha Campbell	2007-12-27	UHC-49054-08	—	2352 Broadway # 466, Mesa, AZ, 85287	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
ENR-113395	ENR	Cheryl K Murray	—	UHC-17856-63	2627120325	8800 Union St, Nashville, TN, 37293	0.66	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
ENR-116908	ENR	Sean T Weber	2003-08-02	UHC-37854-75	8442143874	503 Park Pl, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-426876	CLM	Philip Johnston	—	UHC-61230-27	—	9556 River Rd, Tucson, AZ, 85789	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
PRV-22321	PRV	Vega Ahmed	1991-05-16	—	—	1975 Jefferson Ave, San Diego, CA, 92114	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-120158	ENR	Brandon G Watson	1999-08-03	UHC-65481-98	6572449338	3953 River Rd, Fresno, CA, 93756	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-111400	ENR	Nicholas Lane	2006-12-14	UHC-16249-96	7202067649	8904 Harbor Blvd, Las Vegas, NV, 89129	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412888	CLM	Joyce Morrison	1976-09-09	UHC-80236-49	9802069359	4704 Lincoln Way, Columbus, OH, 43278	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-119771	ENR	Sophia V Maldonado	2002-05-12	UHC-56984-29	—	1306 Ridge Rd, Miami, FL, 33193	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
TPA-59442	TPA	Jun Kelly	1946-10-24	—	—	2386 Central Ave Apt 34, Phoenix, AZ, 85057	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-416214	CLM	Aan O Maldonado	1940-09-18	UHC-40405-98	—	3947 Willow Ct, Fresno, CA, 93760	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-101031	ENR	Zachay E Wheeler	1990-07-19	UHC-14123-52	5793804033	5313 Spring St, San Diego, CA, 92169	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-426794	CLM	George Ford	1991-12-01	—	4648132727	8138 Spring St, Scottsdale, AZ, 85280	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-139673	ENR	Noah N Hill	1946-06-04	UHC-04268-29	—	4936 Broadway, Phoenix, AZ, 85029	0.66	Name re-cased Phone missing area code SSN last four extracted Address re-cased+1 more
TPA-54798	TPA	Wilile V Dunn	1968-09-07	—	—	7513 Jefferson Ave, Minneapolis, MN, 55476	0.66	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed+1 more
CLM-428593	CLM	Sara Adams	1958-07-08	—	—	7110 Central Ave, Phoenix, AZ, 85060	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-428643	CLM	Melissa Y Phillips	2008-08-03	—	—	9369 Sage Ct # 529, Seattle, WA, 98167	0.66	Name split from “Last, First”Unit split from street City re-cased Email lower-cased+1 more
PRV-27939	PRV	Benjamin F Jones	2000-11-10	—	4176285515	3840 Palm Dr, Nashville, TN, 37240	0.66	Middle initial moved out of first name Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-64260	TPA	Jerry Weber	2007-02-02	—	—	1357 Union St, Eden Prairie, MN	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
TPA-56611	TPA	Denise Wells	1998-09-06	—	—	8604 Lincoln Way Apt 27, Columbus, OH	0.66	Name re-cased Unit split from street City re-cased ZIP missing+1 more
TPA-55003	TPA	Shirley Harrison	—	—	—	1543 Sunset Blvd, Fresno, CA, 93743	0.66	Name re-cased Date of birth missing City re-cased State name converted to code+1 more
ENR-123836	ENR	Marilyn Richardson	1963-07-23	UHC-87657-67	8339832056	167 Broadway, Tucson, AZ, 85749	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
ENR-123526	ENR	Paul Lucas	1946-06-15	UHC-80625-58	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.66	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased+1 more
ENR-137558	ENR	Jack Yang	—	UHC-59751-23	3408163035	2958 Camelback Rd, Las Vegas, NV, 89194	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more

17,850 rows, page 145 of 357Previous Next