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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53404	TPA	Ronald Moore	1995-01-08	—	—	2050 Palm Dr, Fresno, CA, 93799	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-62778	TPA	Emma M Rodriguez	1977-10-28	—	—	8610 Church St, Tempe, AZ, 85221	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-59374	TPA	Valentina QJunk	1949-10-14	—	—	3256 Market St, Tucson, AZ, 85710	0.50	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
TPA-53541	TPA	Deborah Freeman	1943-02-20	—	—	1889 Market St, Orlando, FL, 32832	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-56030	TPA	Arthur Richards	1984-05-11	—	—	4040 Baseline Rd, Los Angeles, CA	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
TPA-50932	TPA	Santiago Aguilar	1946-01-13	—	—	7366 Sunset Blvd, Charlotte, NC, 28219	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
TPA-62375	TPA	Kenneth Hamilton	1985-10-18	—	—	4095 Lake View Rd, Sacramento, CA, 95883	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60041	TPA	Charlotte U Armstrong	1953-11-03	—	7519288793	2974 Washington St, Sacramento, CA, 95871	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61945	TPA	Isabella Singh	1949-11-14	—	9162509220	8764 Baseline Rd, Columbus, OH, 43296	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60403	TPA	Bradley Williis	1999-01-08	—	—	5874 Cedar Ln, Miami, FL, 33165	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-51806	TPA	Jose Carpenter	1971-02-23	—	5589861934	5511 Elm St, Phoenix, AZ, 85066	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54783	TPA	Christian Le	1971-11-18	—	7589227788	7506 Mountain View Dr, San Diego, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-63628	TPA	Julie C Walsh	1980-09-08	—	7853136471	4721 Meadow Ln, Fresno, CA, 93756	0.50	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+3 more
TPA-63278	TPA	Joyce Berry	1984-05-17	—	6168745644	5274 Palm Dr, Gilbert, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-56851	TPA	Maria Ryos	—	UHC-61386-44	4296915838	9019 Cedar Ln, Sacramento, CA, 95803	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58950	TPA	Cynthia Silva	1957-06-20	—	—	434 Highland Ave, Nashville, TN, 37233	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-56862	TPA	Josh Harris	1945-03-05	—	—	7597 Hillcrest Rd, Dallas, TX, 75270	0.50	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-61897	TPA	Mason Fuller	2007-01-11	—	8222418222	6548 Washington St # 485, Austin, TX, 78700	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-53742	TPA	Vincent Stevens	1975-10-05	—	4723952432	1528 Baseline Rd, Sacramento, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62147	TPA	Weyne Williamson	1983-05-16	UHC-45751-58	—	4055 Apache Blvd, Seattle, WA, 98184	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-58974	TPA	David Rogers	1950-12-15	—	6937497399	5317 Washington St, Mesa, AZ, 85218	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-63488	TPA	Rachel Griffin	1997-03-14	—	5959875403	8748 Hillcrest Rd, Atlanta, GA, 30390	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54454	TPA	Beverly P Austin	—	—	—	9889 Apache Blvd, Scottsdale, AZ, 85214	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-53699	TPA	Jacqueline Adams	1996-06-09	—	4517223182	5404 Spring St, Houston, TX, 77067	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60987	TPA	Henry Fisher	2005-06-18	—	—	409 Park Pl, Atlanta, GA, 30388	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51743	TPA	Martha Bell	1965-09-21	—	—	1624 Palm Dr, Mesa, AZ, 85222	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-64288	TPA	Ana Mendoza	1983-03-07	—	—	2702 Lake View Rd Apt 35, Atlanta, GA, 30307	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56054	TPA	Jean Edwards	1956-04-04	—	4527366468	8902 Central Ave, Mesa, AZ, 85238	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61760	TPA	Charlotte Rogers	1996-03-20	—	—	7069 Cedar Ln, Houston, TX	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP missing+3 more
TPA-61388	TPA	Bill Ellis	2001-02-14	—	—	8506 Sunset Blvd, Gilbert, AZ, 85272	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-58737	TPA	Brian Hart	1972-08-20	—	6385126569	1729 Highland Ave Apt 26, San Antonio, TX, 78258	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61042	TPA	Tyler Jenkins	1999-10-06	—	—	7396 Ridge Rd, Fresno, CA, 93743	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61972	TPA	Carolyn Long	1941-01-20	—	—	2878 Market St, Austin, TX, 78742	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-59494	TPA	Frank Carpenter	1999-02-27	—	—	1999 Cedar Ln, Austin, TX, 78737	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57982	TPA	Kayla Perez	1964-12-11	—	—	5951 Forest Ave, Plano, TX, 75025	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50700	TPA	Brandon E Porter	1947-04-22	—	7575976324	7764 Pine Dr, Miami, FL, 33165	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-53002	TPA	Mary Cox	1963-06-09	—	4465556536	2441 Canyon Rd, Eden Prairie, MN, 55375	0.50	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
TPA-53382	TPA	Roger George	1983-01-10	—	4533472618	1902 Washington St, Atlanta, GA, 30362	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63518	TPA	Kimberly Vega	1961-03-18	—	—	9577 Spring St, Nashville, TN, 37217	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-51542	TPA	Ahmed Moore	1988-10-26	—	4727963380	5163 Valley View Dr, Houston, TX, 77025	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60016	TPA	Natalie Ferguson	1942-05-16	—	—	8350 Hillcrest Rd, Tempe, AZ, 85206	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+3 more
TPA-60785	TPA	Sara Oliver	1957-09-03	—	—	9299 Highland Ave, Scottsdale, AZ, 85268	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
TPA-50252	TPA	Frances Wilson	1940-10-21	—	—	9472 Willow Ct, Mesa, AZ, 85227	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-61641	TPA	Denise Ryan	1968-12-17	—	—	7619 Palm Dr, Denver, CO, 80205	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63332	TPA	Omar C Jacobs	1943-10-14	—	—	1000 Washington St, Dallas, TX	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-50007	TPA	Kathryn Austin	1955-03-27	—	—	4907 Spring St, Denver, CO	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61311	TPA	Luis Green	1964-04-24	UHC-57723-18	5752658492	873 Indian School Rd, Fresno, CA, 93783	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56835	TPA	Ruth Hall	1968-09-24	—	2722957547	470 Apache Blvd, Columbus, OH, 43290	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57835	TPA	Bryan Simmons	1947-11-10	—	5527938839	67 Bayshore Dr, Atlanta, GA, 30364	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56305	TPA	Geroge Clark	1957-12-20	UHC-07697-40	—	2954 Bayshore Dr, Eden Prairie, MN, 55306	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more

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