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

Enrollment, 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
ENR-124328	ENR	Megan Ryan	1962-02-19	UHC-59968-26	7787820038	7424 Union St, Miami, FL, 33161	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110640	ENR	Melissa R Gardner	1949-02-05	UHC-81275-40	6383769295	778 Apache Blvd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-141360	ENR	Lucia V Mendoza	1965-02-03	UHC-92600-02	3794803350	3079 Sunset Blvd, Tucson, AZ, 85764	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108763	ENR	Kathleen T Bailey	1983-04-15	UHC-81568-33	9575049058	6841 Park Pl, Eden Prairie, MN, 55334	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104488	ENR	Lori Howell	1980-06-05	UHC-61801-30	5772095440	8241 Harbor Blvd, Phoenix, AZ, 85056	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104258	ENR	Bruce J Le	1968-08-09	UHC-76471-58	8419986588	3831 Mountain View Dr, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108349	ENR	Ryan G Peters	2000-11-19	UHC-85255-92	—	7810 Baseline Rd, Mesa, AZ, 85288	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128436	ENR	Judith S Crawford	2007-12-20	UHC-46347-58	4034663659	2508 Mountain View Dr, Chandler, AZ, 85285	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101968	ENR	Russell Day	1981-12-05	UHC-35891-73	7293430068	2065 Palm Dr, Seattle, WA, 98114	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-137748	ENR	Paul Mendez	1991-04-04	UHC-11811-69	4165494405	6755 Central Ave, Glendale, AZ, 85384	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107866	ENR	Larry Z Bowman	1973-10-22	UHC-91270-07	7917114383	1972 Valley View Dr, San Diego, CA, 92102	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137835	ENR	Camila B Torres	1939-02-23	UHC-74623-75	8842136430	4911 Cedar Ln, Scottsdale, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103186	ENR	Billy V Tailor	1951-02-19	UHC-31776-49	—	1258 River Rd, Nashville, TN, 37256	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-100702	ENR	Amy K Hanson	1987-10-08	UHC-09703-59	9015384446	62 Lake View Rd, Tucson, AZ, 85782	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139252	ENR	Charlotte X Ramos	1996-05-05	UHC-26786-04	8714727455	3625 Ocean Ave, Denver, CO, 80249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133369	ENR	Lauren R Burke	—	UHC-68889-27	4243271590	6008 Mesa Dr, Phoenix, AZ, 85096	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-110411	ENR	Sean C Chapman	1991-12-25	UHC-66577-79	7942644904	6667 Cedar Ln, Eden Prairie, MN, 55398	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-138648	ENR	Mason R Hawkins	1943-07-07	UHC-57852-17	7385223839	6154 Palm Dr, Tempe, AZ, 85238	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124091	ENR	Lawrence I Diaz	1998-01-18	UHC-88531-91	5457081027	6361 Lincoln Way, Austin, TX, 78751	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113565	ENR	Joan C Brown	2002-09-03	UHC-09520-95	4536977100	4391 Maple Ave, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124408	ENR	Beverly Z Carpenter	1983-06-13	UHC-54880-54	3409960421	5989 Willow Ct, San Diego, CA, 92170	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105970	ENR	Roger Guerrero	2007-05-28	UHC-47048-77	2509268708	5799 Church St, Minneapolis, MN, 55455	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-103162	ENR	Carlos Dixno	1975-08-26	UHC-94027-58	7554125648	5208 Indian School Rd, Columbus, OH, 43245	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123626	ENR	Sims L Ann	1973-12-20	UHC-52306-01	9367829933	3815 Palm Dr, Phoenix, AZ, 85050	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-127755	ENR	Robert Phillips	1938-07-04	UHC-99540-99	7964800844	9723 Main St, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123430	ENR	Sharon Cox	1949-11-02	UHC-14494-39	—	4839 Ridge Rd, San Antonio, TX, 78224	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114535	ENR	Eric V Mejia	1942-05-17	UHC-15564-26	3602878877	6702 Desert Sky Blvd, San Antonio, TX, 78255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112780	ENR	Lawrence Banks	1978-09-08	—	5354229068	8422 Jefferson Ave, Columbus, OH, 43264	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-106937	ENR	Deborah Z Torres	1955-03-14	UHC-39822-20	3832279156	9173 Ridge Rd, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136017	ENR	Steve I Stone	1977-07-11	UHC-05330-78	7778480843	3084 Meadow Ln, Glendale, AZ, 85370	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131464	ENR	George Schmidt	1938-02-14	UHC-87968-01	—	4919 Washington St, Las Vegas, NV, 89112	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-124252	ENR	Diego T Snyder	1949-08-27	UHC-88457-52	—	8410 Valley View Dr, Columbus, OH, 43259	0.64	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-107294	ENR	Ahmed Welch	1986-09-19	UHC-38427-46	3773730239	8895 Main St, Denver, CO, 80243	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122439	ENR	Gabriel Perkins	1979-01-25	UHC-10345-15	8139464457	3375 Lake View Rd Apt 38, Orlando, FL, 32836	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-139308	ENR	Raymond P Wood	1988-01-25	UHC-06749-57	3584464354	2432 Camelback Rd, Miami, FL, 33143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137010	ENR	Julia K Wright	1961-08-26	UHC-97703-86	—	9015 Sage Ct, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137997	ENR	Dylan Yang	1979-05-18	UHC-29576-91	6159229868	4125 Main St, Eden Prairie, MN, 55337	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-130643	ENR	Mariana T Snyder	1982-04-19	UHC-99299-91	4652236941	3949 Forest Ave, Houston, TX, 77098	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114774	ENR	Billy Hill	1988-05-04	UHC-24705-10	—	7097 Ridge Rd # 814, Houston, TX, 77002	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-102454	ENR	Bradley R Grant	1942-12-11	UHC-19561-64	5289861297	8189 Main St, Miami, FL, 33148	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114265	ENR	Abigail Gray	1998-07-12	UHC-91906-99	5065519542	625 Church St, Las Vegas, NV, 89174	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112765	ENR	Donna Coleman	1942-10-15	UHC-56324-15	6245065244	7430 Palm Dr, Sacramento, CA, 95848	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-133336	ENR	Emily Warren	1946-02-20	—	8193325044	4996 Maple Ave, Atlanta, GA, 30381	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123590	ENR	Ann Ford	1943-01-09	UHC-08240-81	6003800885	3659 Ridge Rd Apt 14, Houston, TX, 77081	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138381	ENR	Christopher George	1960-12-24	UHC-71164-91	6702044232	1925 Sage Ct, Austin, TX, 78761	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108761	ENR	Mason R Lawson	1971-03-21	UHC-62672-36	4573357209	2497 Cedar Ln # 616, Fresno, CA, 93777	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134003	ENR	George W Smith	2008-06-25	UHC-87014-69	9344721549	8472 Cedar Ln, Fresno, CA, 93783	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133130	ENR	Ben M Knight	1947-07-01	UHC-82305-91	8688651556	5766 Sunset Blvd, Atlanta, GA, 30341	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110188	ENR	Jordan N Allen	1950-04-10	UHC-98523-56	2929447650	7388 Meadow Ln Apt 3, Columbus, OH, 43212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130200	ENR	Karen G Hayes	1973-07-22	UHC-56362-87	8705322922	4270 Hillcrest Rd, Seattle, WA, 98169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 192 of 532Previous Next