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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-54635	TPA	Madison Wheeler	2008-01-14	—	—	4424 Forest Ave, Columbus, OH, 43276	0.64	Phone missing area code Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-54634	TPA	Madison Wheeler	2008-01-14	—	—	4424 Forest Ave, Columbus, OH, 43276	0.64	Phone missing area code Street suffix standardised Address re-cased Plan code upper-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-51475	TPA	Brian P Allen	1951-05-13	—	2622348559	9215 Lincoln Way, Austin, TX, 78736	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+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-53730	TPA	Mei Jackson	2002-05-19	—	—	3669 Market St, Mesa, AZ, 85225	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-59200	TPA	Arnold Pamela	1973-11-19	—	2399355420	1082 Maple Ave, San Diego, CA, 92184	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-53967	TPA	Randy Washington	1956-04-20	—	2258325116	7571 Camelback Rd, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57036	TPA	Lori George	1947-08-05	—	—	6812 Broadway # 590, Tempe, AZ	0.64	Name re-cased Unit split from street Address re-cased ZIP missing+2 more
TPA-60883	TPA	Joyce Sanchez	1966-10-24	—	—	2620 Market St # 661, Las Vegas, NV, 89104	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60884	TPA	Joyce Sanchez	1966-10-24	—	—	2620 Market St # 661, Las Vegas, NV, 89104	0.64	Name re-cased Unit split from street Street suffix standardised Address 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-54323	TPA	Laura Harrison	1977-08-02	—	5462338471	8033 Apache Blvd # 384, Austin, TX, 78772	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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-61716	TPA	Ralph G Estrada	1976-01-02	UHC-70370-72	9007198209	4738 Canyon Rd, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54163	TPA	Jessica Bennett	1991-05-02	—	—	5439 Camelback Rd, Denver, CO, 80206	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-58015	TPA	Maria Webb	1943-09-01	—	—	8356 Maple Ave, Miami, FL, 33120	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+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-62370	TPA	Emily Sullivan	1940-08-05	—	4457632597	5479 Bayshore Dr, Seattle, WA, 98181	0.64	Two-digit birth year Phone 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-53070	TPA	Christian Walker	1970-03-18	—	2196102158	2675 Pine Dr, Tampa, FL, 33688	0.64	Name re-cased Phone reformatted 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-56087	TPA	Theresa A Cook	1987-01-13	—	—	8803 Mountain View Dr, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+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-59582	TPA	Tim Sullivan	1992-05-26	UHC-76596-84	3903477696	5317 Washington St, Charlotte, NC, 28214	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+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-63081	TPA	Mary Taylor	2000-02-17	—	—	7667 Bayshore Dr, Minneapolis, MN, 55400	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-52469	TPA	Gregory Larson	1963-11-18	—	9573778373	2970 Sunset Blvd, Gilbert, AZ, 85293	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-52035	TPA	Olivia Padilla	1998-05-26	—	6444014155	9203 River Rd, San Diego, CA, 92139	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53062	TPA	Sarah Warren	1958-09-27	—	—	9367 Church St, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-61932	TPA	Thomas Phillips	1991-03-10	UHC-55322-89	—	175 Apache Blvd, Denver, CO, 80267	0.64	Member ID reformatted Street suffix standardised Address re-cased City 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-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-54684	TPA	Grace H Ross	1985-12-22	—	2152747706	5740 Sunset Blvd, Eden Prairie, MN, 55308	0.64	Name re-cased SSN last four extracted 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-58233	TPA	Gary Taylor	1950-05-21	—	9676200728	6786 Main St, Phoenix, AZ, 85016	0.64	Name re-cased Two-digit birth year 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-57505	TPA	Jean Andrews	1940-07-07	—	—	4756 Jefferson Ave, Miami, FL, 33151	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63139	TPA	Lauren Franklin	1954-12-22	—	7653473374	506 Elm St, San Antonio, TX, 78212	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

7,854 rows, page 49 of 158Previous Next