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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55854	TPA	Carolyn Patterson	1975-02-10	UHC-74389-73	6819374209	2439 Valley View Dr, Los Angeles, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62445	TPA	Santiago Adams	1981-12-07	—	—	9625 Camelback Rd, Jacksonville, FL, 32274	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51088	TPA	Bryan Carpenter	1953-01-10	—	—	3793 Harbor Blvd, Los Angeles, CA, 90075	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-53187	TPA	Richard Santtos	1947-06-15	—	6904955430	7248 Main St Apt 20, Mesa, AZ, 85217	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-54645	TPA	Marcus Pierce	1944-05-08	—	—	7945 Park Pl, Los Angeles, CA, 90096	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-56463	TPA	Jecob Watkins	1948-01-23	—	—	1221 Church St, Fresno, CA, 93719	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-59695	TPA	Kimberly G Hoffman	1949-03-15	—	—	3254 Jefferson Ave, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-59696	TPA	Kimberly G Hoffman	1949-03-15	—	—	3254 Jefferson Ave, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-52044	TPA	Kathleen Obrien	1988-02-05	UHC-27159-72	4366344511	9351 Elm St, Los Angeles, CA, 90075	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-62935	TPA	George Hoewll	1984-03-09	—	2618974828	9286 Baseline Rd, Mesa, AZ, 85207	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-57311	TPA	Wayne Bailey	2007-07-10	—	—	8816 Forest Ave, Phoenix, AZ, 85017	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55650	TPA	Ryan Grant	1989-09-27	—	—	6174 Valley View Dr, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56825	TPA	Melissa Espinoza	1983-01-01	—	8757253436	4879 Jefferson Ave, Tucson, AZ, 85717	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56511	TPA	Olivia Ruiz	1961-01-18	—	—	9419 Apache Blvd # 974, Austin, TX	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-62317	TPA	Steven Guerrero	1959-03-02	—	6586229403	7513 Mountain View Dr, Denver, CO, 80281	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-60922	TPA	Samantha S Adams	1997-01-12	—	6134712450	6922 Sage Ct, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52582	TPA	Madison Foster	1955-03-28	—	—	8828 Spring St, Atlanta, GA, 30393	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-57294	TPA	Zachary Baker	1988-07-16	—	—	6101 Desert Sky Blvd, Orlando, FL, 32814	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-57015	TPA	Lori Gibson	1960-08-15	—	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51100	TPA	Janet Graham	1965-01-05	—	—	7239 Lincoln Way, Phoenix, AZ, 85034	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-62457	TPA	Bruce Porter	1986-12-02	UHC-09068-81	9046416625	2200 Bayshore Dr, Fresno, CA, 93751	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-52179	TPA	Charles Lane	1953-12-13	—	8327244393	2643 Washington St, Seattle, WA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63744	TPA	Sandra Richardson	2008-03-12	—	9109637712	3793 Canyon Rd, Scottsdale, AZ, 85254	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62433	TPA	Judith Espiinoza	1987-06-10	—	6165697187	403 Spring St Apt 22, Mesa, AZ, 85249	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-51244	TPA	Eugene Chavez	1944-12-06	—	5333810895	3313 Ocean Ave, Minneapolis, MN, 55443	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55431	TPA	Juan Santiago	1988-05-17	—	8593034625	166 Union St, Plano, TX, 75037	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
TPA-61316	TPA	Christine Broooks	1953-12-25	—	7432386989	3231 Cedar Ln, Seattle, WA, 98191	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-60479	TPA	Andrea Guzman	1992-05-15	—	—	4778 Sage Ct # 158, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-50940	TPA	Kimberly Q Morris	—	UHC-70976-57	5087299329	3790 River Rd, Tucson, AZ, 85792	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
TPA-50478	TPA	Hiroshi Hernandez	1961-11-21	—	—	1528 Central Ave, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51987	TPA	Jose McDonald	1986-07-13	—	—	7713 Lincoln Way, Austin, TX, 78709	0.48	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+4 more
TPA-63621	TPA	Ethan Gilbert	1974-06-16	—	4593999877	5664 Washington St, Houston, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-60385	TPA	Aaron Rojas	1938-03-27	—	—	7749 Mesa Dr, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62413	TPA	William Hughes	1978-01-02	—	8224563791	9230 Canyon Rd, Minneapolis, MN	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-54950	TPA	Jerry Greene	1968-01-26	—	3499293563	6098 Sunset Blvd, Tempe, AZ, 85202	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-62272	TPA	Austin Gibson	1985-01-01	—	—	8410 Sage Ct, Seattle, WA, 98137	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-52483	TPA	Joyce Lewis	1998-12-24	—	—	908 River Rd, Tempe, AZ, 85266	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-56134	TPA	Madison Henderson	1973-06-23	—	—	7189 Lake View Rd Apt 17, Plano, TX, 75015	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-55702	TPA	Kathleen Morgan	1960-02-04	—	4873209652	2706 Elm St, Denver, CO, 80284	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-53681	TPA	Arjun Chavez	1958-07-21	—	7752777863	3309 Elm St # 945, Charlotte, NC, 28276	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-51422	TPA	Omar W Rios	—	—	—	5383 Union St Apt 40, Plano, TX, 75043	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+4 more
TPA-51709	TPA	Bobby Cooper	1998-12-01	—	4882831996	379 Church St, Chandler, AZ, 85278	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54945	TPA	Laura Coleman	1977-10-16	—	7277426152	8086 Washington St # 220, Houston, TX, 77027	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-55599	TPA	Mei Jackson	2005-12-15	UHC-50141-31	—	2468 Willow Ct, Gilbert, AZ, 85288	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
TPA-58292	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59067	TPA	Julie Kelly	1984-06-24	—	—	2150 Park Pl, Glendale, AZ, 85313	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-60537	TPA	Gerald Foster	1993-02-26	—	5349208325	8689 Jefferson Ave, Tucson, AZ, 85762	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-61063	TPA	Beverly Allen	1963-01-04	UHC-37163-07	7705232843	2944 Willow Ct, Jacksonville, FL, 32247	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-57950	TPA	MitchellJunk	1971-03-02	—	—	9358 Jefferson Ave Apt 37, Denver, CO, 80204	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-58325	TPA	Mdaison Vazquez	1994-10-09	—	—	9099 Mesa Dr, Minneapolis, MN, 55480	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

5,750 rows, page 3 of 115Previous Next