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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136307	ENR	Mei O Simmons	1958-08-08	UHC-04938-96	—	3325 River Rd, Minneapolis, MN, 55419	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-108422	ENR	Randy Parker	1965-08-23	UHC-85362-22	4883071610	129 Meadow Ln # 701, Chandler, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-119506	ENR	Jean T Hawkins	1951-01-23	UHC-05195-82	4764284509	4375 Ocean Ave, Tampa, FL, 33689	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-424120	CLM	Judy Watkins	1973-04-08	UHC-12017-24	—	5633 Market St, Columbus, OH, 43270	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-132423	ENR	Janet Day	1946-07-04	UHC-28021-59	2916485558	3042 Jefferson Ave Apt 21, Plano, TX, 75032	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-127804	ENR	Julie M Chapman	1939-03-04	UHC-21000-12	8823078782	7752 Sage Ct, Gilbert, AZ, 85253	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128923	ENR	Sofia N Kelly	1946-04-05	UHC-33102-93	9365977430	8132 Elm St, Glendale, AZ, 85320	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410918	CLM	Ashley Espinoza	1995-03-07	UHC-29663-82	5978885504	4517 Ocean Ave, Glendale, AZ, 85308	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-418452	CLM	Julia Jackson	1986-05-03	UHC-00538-03	—	9856 Maple Ave, San Antonio, TX, 78252	0.62	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-424200	CLM	Jacob B Wood	1989-04-24	UHC-23540-39	—	1377 Willow Ct, Scottsdale, AZ, 85204	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-119475	ENR	Cynthia Jensen	1959-05-28	UHC-82520-15	—	454 Apache Blvd, Columbus, OH, 43277	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131154	ENR	Judy B Burns	2005-12-12	UHC-78712-92	7358660169	7490 Spring St, Seattle, WA, 98149	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139760	ENR	Debbie Gordon	1995-09-18	UHC-25449-95	3019583669	5176 Mesa Dr Apt 20, San Diego, CA, 92158	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
PRV-26016	PRV	Tyler Li	1939-02-08	UHC-35505-93	5075694556	3573 Grand Ave, Las Vegas, NV, 89111	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26015	PRV	Tyler Li	1939-02-08	UHC-35505-93	5075694556	3573 Grand Ave, Las Vegas, NV, 89111	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-134757	ENR	Mei Read	1940-12-02	UHC-67578-17	5438771739	8628 Forest Ave, Austin, TX, 78702	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-141614	ENR	Harold Y Alvarado	1974-10-05	UHC-97987-12	4247622889	2637 Church St, San Antonio, TX, 78216	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120687	ENR	Terry Watson	1968-12-15	UHC-91677-64	5534822391	9625 Market St, San Antonio, TX, 78262	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120688	ENR	Terry Watson	1968-12-15	UHC-91677-64	5534822391	9625 Market St, San Antonio, TX, 78262	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-414156	CLM	Danny Benett	2008-08-12	UHC-66829-88	—	9592 Market St, Glendale, AZ, 85308	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
PRV-24561	PRV	Elizabeth Ruiz	1971-02-03	UHC-93078-29	2312135623	1768 Union St, San Antonio, TX, 78242	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23960	PRV	Tim Dixon	1951-11-17	UHC-54331-87	4456310971	1368 Ridge Rd, Plano, TX, 75078	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432073	CLM	Jonathan X Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd # 747, Mesa, AZ, 85215	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-116385	ENR	Nathan P Hanson	1990-08-26	UHC-79251-76	2862003851	599 Sunset Blvd, Mesa, AZ, 85227	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-106267	ENR	Nncy Elliott	2004-10-04	UHC-74232-48	6607440616	4488 Washington St, Houston, TX, 77051	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109638	ENR	Stephen Crawford	1989-11-20	UHC-89685-65	6299097611	4840 Church St, San Antonio, TX, 78270	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28912	PRV	Hannah Morrison	1983-07-12	UHC-56979-48	4438803052	3111 Grand Ave, Austin, TX, 78728	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
CLM-408414	CLM	Janice Diaz	1987-06-13	UHC-88057-73	—	2994 Indian School Rd, Chandler, AZ, 85267	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110409	ENR	Emma Q Peterson	1998-02-13	UHC-65453-98	2395162205	404 Jefferson Ave, Sacramento, CA	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423355	CLM	Cynhia A Luna	1962-05-06	UHC-52161-93	—	8928 Oak St, Gilbert, AZ, 85267	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-424627	CLM	Ann Ferguson	1972-06-28	UHC-46867-34	—	5384 Hillcrest Rd # 706, Columbus, OH, 43278	0.62	Date of birth reformatted Member ID reformatted Unit split from street State code upper-cased+3 more
PRV-25066	PRV	Dick Jacobs	1974-12-03	UHC-92645-71	2947781536	6914 Lincoln Way, Tucson, AZ, 85780	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
PRV-26187	PRV	Stephanie Harper	1964-06-15	UHC-74220-77	4434033199	2829 Cedar Ln, Orlando, FL	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-139794	ENR	Brian Burke	2003-06-24	UHC-91013-14	9425866095	4636 Union St, Fresno, CA	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27748	PRV	Dorothy Smith	2003-10-07	UHC-01581-36	5346791797	624 Central Ave, Gilbert, AZ, 85257	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112802	ENR	Logan Lewis	1969-06-02	UHC-66714-96	5757926798	5160 Church St, Dallas, TX, 75205	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414241	CLM	Gabriel B Roberts	1981-03-20	UHC-70715-12	—	5611 Maple Ave, Nashville, TN	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-418008	CLM	Janet W Dixon	—	UHC-87234-89	—	6173 Jefferson Ave, Jacksonville, FL, 32229	0.62	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426059	CLM	Carol Arnold	1994-11-22	UHC-29564-55	4317751242	8501 Central Ave, Minneapolis, MN, 55461	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412707	CLM	Randy Dixon	1991-08-06	UHC-17679-69	—	6924 Willow Ct, Atlanta, GA, 30381	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-101905	ENR	Olivia S Carroll	1979-07-19	UHC-59310-82	9138838310	3195 Harbor Blvd, Nashville, TN, 37255	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421853	CLM	Eric Watson	2005-01-05	UHC-38780-55	6615613429	—	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-124894	ENR	Willie O Cruz	1971-07-16	UHC-94163-61	3236039794	—	0.62	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
CLM-425145	CLM	Carlos Jordan	2006-09-02	UHC-81783-75	—	86 Oak St, Sacramento, CA, 95886	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-116306	ENR	Scott Gilbert	1940-05-12	UHC-73546-71	2482628548	1979 Pine Dr, Houston, TX, 77078	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+3 more
ENR-103466	ENR	Lawrence Morales	1957-08-11	UHC-63515-18	9765116367	5156 Forest Ave Apt 19, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-125288	ENR	Benjamin K Rogers	2002-02-03	UHC-34196-45	8713699659	8980 Bayshore Dr, Los Angeles, CA, 90050	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20337	PRV	Nathan Y Delgado	1947-12-17	UHC-06879-35	2056078663	425 Desert Sky Blvd, Dallas, TX, 75287	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414596	CLM	Sean N Sandoval	1955-05-28	UHC-11554-69	—	8736 Harbor Blvd, Gilbert, AZ, 85203	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-114286	ENR	Natalie Palmer	1960-04-18	UHC-57368-32	4897955710	3397 Oak St, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more

7,723 rows, page 33 of 155Previous Next