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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61229	TPA	Donna Hicks	1952-04-13	—	—	2177 Highland Ave, Tempe, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64174	TPA	Margaret Stone	1939-12-20	—	9749293907	854 River Rd # 692, Phoenix, AZ, 85041	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-61358	TPA	Amber Jordan	1985-02-17	—	—	1088 Sunset Blvd, Seattle, WA, 98186	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63674	TPA	Christoppher Graham	1994-10-28	—	6759348647	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-55912	TPA	Alice Black	1995-09-01	—	4887427255	8121 Ocean Ave, Los Angeles, CA, 90040	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62999	TPA	Theresa Carter	1968-12-13	—	—	4683 Palm Dr, Chandler, AZ, 85262	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58237	TPA	Luis Johnston	2006-07-26	—	5328839680	273 Elm St, Atlanta, GA, 30300	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63369	TPA	Virginia Stewart	1982-10-17	—	2299929134	1770 Church St, Tucson, AZ, 85715	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53189	TPA	Dylaan Harrison	1972-06-11	—	8378406476	7916 Park Pl, Orlando, FL, 32820	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61686	TPA	Kayla D Padilla	1955-05-11	—	—	8441 Church St, Dallas, TX, 75258	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-58857	TPA	Kimberly Reynolds	1996-06-10	—	—	5724 Elm St, Austin, TX, 78741	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50825	TPA	Virginia Ellis	1954-12-02	—	5115096230	5174 Forest Ave, Phoenix, AZ, 85032	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55865	TPA	Lawrence Anderson	2001-08-07	—	5843569567	6884 Meadow Ln, San Diego, CA, 92130	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62031	TPA	Danielle Le	1938-06-03	—	3245958047	4074 Main St, Tempe, AZ, 85299	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61090	TPA	Camila Y Perkins	1956-04-14	—	3359232099	9569 Main St, Seattle, WA, 98164	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52688	TPA	Billy Vasquez	1968-03-08	—	4477281836	9138 Grand Ave, Minneapolis, MN, 55470	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-62427	TPA	Sophia Rujas	1999-11-18	—	—	4947 Mesa Dr, Nashville, TN, 37299	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-52885	TPA	James Gordon	1988-04-11	—	—	9822 Highland Ave, Tempe, AZ, 85243	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57482	TPA	Margaret Owens	1984-01-22	UHC-62039-91	—	6737 Ridge Rd, Atlanta, GA, 30330	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-62944	TPA	Kyle Lane	1981-11-07	—	—	9320 Willow Ct, Dallas, TX, 75209	0.64	Name split from “Last, First”Date of birth reformatted State name converted to code Email lower-cased+2 more
TPA-62819	TPA	Jennifer Gardner	1998-03-25	—	—	410 Baseline Rd, Phoenix, AZ, 85037	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52934	TPA	Donald O Torres	1963-09-18	UHC-28843-56	7587485754	4999 Jefferson Ave, Charlotte, NC, 28240	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-60397	TPA	Austin Harvey	1988-02-02	—	—	8260 Main St, Denver, CO, 80245	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62618	TPA	Nathan Bryant	1962-12-05	—	6468089364	6883 Main St, Jacksonville, FL, 32216	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-59489	TPA	Li Terry	1965-05-07	—	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53064	TPA	Russll Grant	1961-10-09	—	—	2049 Church St, Glendale, AZ, 85306	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City 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-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-52479	TPA	Helen Hasen	1959-09-19	UHC-38525-44	6343361127	—	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted 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-50270	TPA	Abigail Hayes	2004-06-12	—	8296646716	4247 Hillcrest Rd, Austin, TX, 78792	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-60611	TPA	Wei Austin	1994-08-27	—	6158603465	1250 River Rd, Orlando, FL, 32814	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-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-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-54322	TPA	Shirley Jimenez	2002-02-10	UHC-16328-46	4272179330	2890 Ocean Ave, Minneapolis, MN, 55473	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-58406	TPA	Henry Simpson	1985-11-04	—	6326315741	3244 Park Pl, Fresno, CA, 93772	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62442	TPA	Jeffrey Simpson	1943-04-16	—	6005883898	4147 Indian School Rd, Miami, FL, 33101	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59002	TPA	Shirley B Washington	2008-04-16	UHC-05301-16	—	5417 Valley View Dr, San Diego, CA, 92163	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-54719	TPA	Jacqueline Rice	1965-03-03	—	3648347640	8134 Lake View Rd, Atlanta, GA, 30349	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+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-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-55189	TPA	Gloria George	1995-08-23	—	3166667497	9610 Jefferson Ave, Minneapolis, MN, 55413	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56870	TPA	George Bryant	1965-11-15	—	—	2407 Bayshore Dr, San Diego, CA, 92181	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59867	TPA	Danielle Lawrence	1983-10-12	—	7698663216	9652 Mesa Dr, Houston, TX, 77069	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more

1,488 rows, page 12 of 30Previous Next