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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50727	TPA	Donald G Ross	1996-12-09	—	—	223 Indian School Rd, Charlotte, NC, 28201	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50681	TPA	Jesse T Jordan	1968-10-10	—	7753391645	9252 Indian School Rd, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51550	TPA	Peggy Long	1942-10-12	—	—	3638 Lake View Rd, Fresno, CA, 93736	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61423	TPA	Matthew B Bowman	1992-11-25	UHC-93661-71	—	4383 Palm Dr, Miami, FL, 33143	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60187	TPA	Justin Watkins	1950-04-17	—	—	2253 Meadow Ln, San Antonio, TX, 78202	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
TPA-63250	TPA	Carolyn Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55864	TPA	Lawrence Anderson	2000-08-07	—	—	6884 Meadow Ln, San Diego, CA, 92130	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55712	TPA	Sean Schmidt	1942-03-08	—	—	1550 Pine Dr, Plano, TX, 75048	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62067	TPA	Mark Montgomery	1969-05-01	—	3624278460	5341 Canyon Rd, Miami, FL, 33105	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-52445	TPA	Maria Nguyen	2003-04-02	—	—	4081 Willow Ct, Phoenix, AZ, 85030	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59153	TPA	Julia McDonald	1990-11-24	—	—	7526 Hillcrest Rd, Plano, TX, 75052	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56799	TPA	—Junk	1944-12-04	—	—	2619 Central Ave, San Diego, CA, 92110	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50822	TPA	Richard Medina	1981-07-21	—	—	635 Washington St, Phoenix, AZ, 85084	0.64	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code+2 more
TPA-53698	TPA	Jacqueline Adams	1996-06-09	—	—	5404 Spring St, Houston, TX, 77067	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62210	TPA	Justin Barnes	1967-11-25	—	7253477336	7470 Valley View Dr, Seattle, WA, 98115	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55356	TPA	Sharon J Duncan	1994-04-22	—	8586755796	1226 Mountain View Dr, Gilbert, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55317	TPA	Elizabeth Munoz	1946-03-11	UHC-50406-95	—	4796 Spring St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53625	TPA	Rachel Bowman	1962-03-21	—	—	6730 Sunset Blvd, Jacksonville, FL, 32292	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56048	TPA	Maria Mills	2002-02-20	—	9558996113	4692 Park Pl, Columbus, OH, 43211	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50908	TPA	Danielle U Porter	1946-08-16	UHC-05123-51	6659659857	4668 Apache Blvd, Las Vegas, NV, 89173	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60738	TPA	Jordan D Cooper	1948-02-07	—	—	1981 Mountain View Dr, Columbus, OH, 43235	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52348	TPA	Sophia Hughs	2006-11-23	—	—	2143 Bayshore Dr, Tempe, AZ, 85230	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60232	TPA	Michelle Mendez	1967-12-20	—	—	1553 Hillcrest Rd, Sacramento, CA, 95820	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53512	TPA	Judy Lawrence	2008-01-26	—	—	6788 Lincoln Way, Miami, FL, 33197	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
TPA-62510	TPA	Jerry Snyder	2003-07-14	—	—	2995 Ridge Rd, Fresno, CA, 93791	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63718	TPA	Richard Espinoza	1964-11-08	—	—	2138 Spring St, Sacramento, CA, 95882	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-62688	TPA	Isabella Waang	1990-08-06	—	—	600 Church St # 193, Minneapolis, MN, 55433	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
TPA-51148	TPA	Aaron Harevy	2001-07-05	—	—	5852 Apache Blvd, Glendale, AZ, 85373	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52290	TPA	Charlotte Snyder	1952-11-17	—	4349272705	4879 Maple Ave, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60779	TPA	Amy Y Simpson	1940-12-05	—	5876853456	7977 Bayshore Dr, Jacksonville, FL, 32260	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60439	TPA	Willie Griffin	1973-05-18	—	5478550900	458 Sage Ct, Phoenix, AZ, 85056	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51251	TPA	Dylan Ferguson	1993-06-26	UHC-34747-74	—	9126 Maple Ave, Tempe, AZ, 85200	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-63994	TPA	Lucas Madison	2007-12-23	—	—	9850 Baseline Rd, Austin, TX, 78796	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-62591	TPA	Jose Powell	1975-07-26	—	—	8444 Highland Ave, Chandler, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54897	TPA	Jose Morrison	1962-08-14	—	—	3629 Park Pl, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51895	TPA	Kathleen Cruz	1967-10-10	—	—	9570 Church St, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-62371	TPA	Lisa Hoffman	1942-01-28	UHC-60324-02	—	1890 Apache Blvd, Eden Prairie, MN, 55342	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52752	TPA	Gloria Y Carroll	1962-06-15	—	3744425197	731 Washington St, Denver, CO, 80227	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55061	TPA	Joe Adams	2008-05-04	—	5666361327	2370 Canyon Rd, Atlanta, GA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55113	TPA	Julie Chen	1981-10-26	—	6966381928	6058 Church St, Dallas, TX, 75259	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54282	TPA	Lauren Campbell	1955-08-07	—	—	6268 Main St, Tucson, AZ, 85718	0.64	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-53507	TPA	Emily Peters	1998-01-04	—	—	8187 Market St Apt 17, Tucson, AZ, 85767	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55886	TPA	Natalie Reid	1961-02-05	—	—	9381 Hillcrest Rd Apt 38, Chandler, AZ, 85209	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
TPA-50432	TPA	Theresa Santiago	1976-03-28	—	—	9056 Bayshore Dr, Phoenix, AZ, 85029	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60844	TPA	Carol B Stone	1953-09-17	UHC-11495-79	6042875545	1957 Lake View Rd, Los Angeles, CA, 90011	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-53434	TPA	Gloria Guerrero	1981-09-15	—	—	8067 Apache Blvd, Tucson, AZ, 85791	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53233	TPA	Marilyn West	1965-09-17	UHC-51771-85	—	5435 Apache Blvd, San Diego, CA, 92156	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-57133	TPA	Carl Wang	1944-04-05	—	—	8827 River Rd, Orlando, FL, 32800	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55618	TPA	Christina Herrera	—	—	—	6995 Pine Dr, Plano, TX, 75052	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more

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