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

All sources, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411163	CLM	Kellly Smith	1992-03-27	UHC-61111-64	7669133363	3349 Sage Ct, Orlando, FL, 32889	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104301	ENR	Arthur Bailey	1961-04-15	UHC-42737-39	4364073249	5113 Valley View Dr, Dallas, TX, 75283	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-122088	ENR	Catherine U Andrews	1946-06-08	UHC-95338-32	3709900809	8340 Lincoln Way, Atlanta, GA, 30383	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24371	PRV	Wayne N Aguilar	1998-01-22	UHC-31468-14	3359284877	8546 Hillcrest Rd, Columbus, OH, 43204	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60472	TPA	Chris Padilla	2006-02-11	—	2545215146	2873 Baseline Rd, Tucson, AZ, 85796	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430349	CLM	Omar F Hamilton	1962-12-08	UHC-03261-02	—	6535 Mountain View Dr, San Antonio, TX, 78212	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122995	ENR	Danielle Mejia	1972-12-12	UHC-64924-50	3934232667	5814 Indian School Rd, Charlotte, NC, 28287	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122996	ENR	Danielle Mejia	1972-12-12	UHC-64924-50	3934232667	5814 Indian School Rd, Charlotte, NC, 28287	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115172	ENR	Mariana C Alvarez	1951-04-01	UHC-81390-02	8235937971	8423 Desert Sky Blvd, Eden Prairie, MN, 55335	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27374	PRV	Judy Espinoza	1940-07-03	—	6108541427	4889 Cedar Ln, Los Angeles, CA, 90056	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130017	ENR	Kathryn U Cooper	1979-09-21	UHC-84332-55	6334853736	2370 Ridge Rd, Mesa, AZ, 85215	0.74	Phone reformatted City re-cased State code upper-cased Email lower-cased+3 more
ENR-141969	ENR	Matthew Greene	1950-01-01	UHC-91766-10	5744343927	2954 Willow Ct, Seattle, WA, 98128	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-429998	CLM	Daniel Russell	1955-08-06	UHC-04417-79	2428411759	6057 Apache Blvd, Sacramento, CA, 95842	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56929	TPA	Gerald Hunter	2008-07-04	—	—	5105 Sunset Blvd, Columbus, OH, 43216	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56930	TPA	Gerald Hunter	2008-07-04	—	—	5105 Sunset Blvd, Columbus, OH, 43216	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137896	ENR	Janice Rose	1962-07-21	UHC-67004-45	8523032895	4623 Highland Ave, Chandler, AZ, 85234	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410917	CLM	Teresa R Payne	1959-09-23	—	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410916	CLM	Teresa R Payne	1959-09-23	—	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406988	CLM	Mark Hunt	1984-06-14	—	7804560399	7893 Sage Ct, Tampa, FL, 33699	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110786	ENR	Lucia Cox	1983-07-14	UHC-14104-68	4206251798	7864 Harbor Blvd, Fresno, CA, 93710	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418304	CLM	Cheryl E Harper	2002-11-10	UHC-30159-90	4408999226	333 Willow Ct, Denver, CO, 80239	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53325	TPA	Judith Boyd	1968-05-15	UHC-46308-61	—	9713 Desert Sky Blvd, Charlotte, NC, 28258	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-102637	ENR	Barbara R Jacbos	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ, 85245	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106133	ENR	Dennis Stevens	1979-04-03	UHC-46768-91	2822774767	365 Forest Ave, Phoenix, AZ, 85033	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133576	ENR	Jose C Hamilton	1980-12-03	UHC-48681-98	2724111994	77 Baseline Rd, Austin, TX, 78756	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112709	ENR	Wei Jenkins	1985-01-01	UHC-07937-89	6257616400	2854 Elm St, Nashville, TN, 37253	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114273	ENR	Julie B Perry	1941-11-10	UHC-61280-68	6024678671	7330 Canyon Rd, San Diego, CA, 92139	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128047	ENR	Aisha Hughes	2000-08-26	UHC-26837-69	8806385741	5338 Cedar Ln, Denver, CO, 80284	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413031	CLM	Brittany Lucas	2000-03-27	—	5408483129	1258 Park Pl Apt 20, Plano, TX, 75017	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-423788	CLM	Mike Matthews	1998-09-14	UHC-27533-36	3932932161	9134 Grand Ave, Glendale, AZ, 85374	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52560	TPA	Matt Ryan	1972-02-10	UHC-87039-03	8419439485	2434 Willow Ct, Eden Prairie, MN, 55386	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58053	TPA	Carolyn Arnold	1948-10-11	—	4446780495	9558 Union St, Houston, TX, 77098	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110338	ENR	Kenneth F Park	1949-07-22	UHC-68608-54	2286759322	9438 Pine Dr, Los Angeles, CA, 90038	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126705	ENR	Nicholas Walker	1962-03-16	UHC-31286-65	9705731101	9465 Park Pl, Eden Prairie, MN, 55341	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126704	ENR	Nicholas Walker	1962-03-16	UHC-31286-65	9705731101	9465 Park Pl, Eden Prairie, MN, 55341	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400328	CLM	Rebecca Little	1941-01-15	UHC-55146-08	5214909740	7903 Desert Sky Blvd, Austin, TX, 78722	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124156	ENR	Aaron Stewart	1952-11-11	UHC-08730-63	4546577754	5965 Market St, Fresno, CA, 93782	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61198	TPA	Juan A Graham	1938-06-16	—	—	4334 Harbor Blvd, Fresno, CA, 93733	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412008	CLM	Gerald B Jons	1943-06-01	—	2072198039	6618 Church St, Tempe, AZ, 85268	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137356	ENR	Matthew P Rodriguez	1955-09-11	UHC-64971-35	6838754255	9408 Bayshore Dr, Minneapolis, MN, 55447	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115825	ENR	Albert G Moreno	1987-05-04	UHC-41861-66	—	7861 Harbor Blvd, Austin, TX, 78708	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110252	ENR	Hiroshi V Valdez	1969-10-19	UHC-16176-62	8056105283	3890 Lincoln Way, Houston, TX, 77066	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-28194	PRV	Nicholas Jackson	1987-08-03	UHC-25427-08	5773694218	1109 Maple Ave, Chandler, AZ, 85260	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28195	PRV	Nicholas Jackson	1987-08-03	UHC-25427-08	5773694218	1109 Maple Ave, Chandler, AZ, 85260	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111291	ENR	Patty Mills	1995-01-07	UHC-35380-75	9463685496	7958 Mountain View Dr, Tampa, FL, 33654	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59141	TPA	Jonathan L Vega	1952-03-24	—	5986930420	6552 Jefferson Ave, San Diego, CA, 92194	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25969	PRV	Logan Gardner	1946-06-26	UHC-53930-19	5898706565	6261 Washington St, San Antonio, TX, 78256	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23811	PRV	Aaron Rojes	1980-11-08	UHC-11544-93	3164352379	1121 Union St, Houston, TX, 77058	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428729	CLM	Adam Mitchell	1955-06-06	UHC-63450-13	—	2564 River Rd, Fresno, CA, 93739	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137274	ENR	Nicholas Santos	1973-05-25	UHC-65934-13	6419171258	6211 Main St, Mesa, AZ, 85237	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

17,850 rows, page 161 of 357Previous Next