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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107801	ENR	Emily A Peters	1962-08-09	UHC-24172-82	5184678823	2414 Union St, Denver, CO, 80267	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111086	ENR	Albert Nunez	1981-12-24	UHC-51651-67	—	1681 Union St, Jacksonville, FL	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
PRV-26800	PRV	Luis Gonzales	1939-08-26	UHC-00878-25	—	4733 Canyon Rd, Atlanta, GA, 30339	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-110006	ENR	Amber D Chapman	1992-04-28	UHC-00847-23	2612692545	8550 Canyon Rd, Tempe, AZ, 85235	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-402399	CLM	Beth Jimenez	1945-05-25	UHC-65211-83	—	8362 Hillcrest Rd # 155, Columbus, OH	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128855	ENR	Eric C Hall	1956-12-06	UHC-73484-68	2032903503	6838 Maple Ave, Dallas, TX, 75299	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426350	CLM	Maria R Jordan	1979-04-01	—	—	7536 Central Ave, Atlanta, GA, 30385	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432163	CLM	Jordan Thoomas	1948-03-05	UHC-00688-86	—	5317 Jefferson Ave, Sacramento, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-117033	ENR	Luis S Howard	1987-09-10	UHC-63334-20	—	744 Harbor Blvd Apt 37, Las Vegas, NV, 89139	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131599	ENR	Bryan Arnold	—	UHC-11391-78	5496250498	8219 Central Ave, San Antonio, TX, 78272	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-137843	ENR	Marilyn T Johnson	—	UHC-48489-42	5856164597	8315 Willow Ct, Denver, CO, 80294	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
ENR-108640	ENR	Victoria N Bell	1966-06-07	UHC-63670-39	—	6719 Desert Sky Blvd, Fresno, CA	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-428027	CLM	Carl Russell	1970-11-28	UHC-40882-68	—	3970 Palm Dr, Dallas, TX, 75204	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117512	ENR	Lawrence G Anderson	2001-08-07	UHC-75461-19	5843569567	6884 Meadow Ln, San Diego, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103065	ENR	Joseph I Moore	1968-12-18	UHC-87309-83	9088273592	1466 Desert Sky Blvd Apt 20, Dallas, TX, 75239	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412842	CLM	George P Evans	1942-02-04	UHC-58786-71	8625600336	4569 Mesa Dr, Scottsdale, AZ, 85296	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429084	CLM	Mariena Williamson	1967-04-01	—	4858857683	2955 Church St, Fresno, CA	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135905	ENR	Maargaret Diaz	—	UHC-18648-63	6162096665	7146 Willow Ct, Columbus, OH	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
ENR-111138	ENR	Judith S Owens	1944-02-28	UHC-30369-26	9456731363	4041 Maple Ave, Fresno, CA, 93782	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60612	TPA	Sofia Barnes	—	—	4165047234	2982 Highland Ave Apt 36, Eden Prairie, MN, 55346	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-123345	ENR	Logan Yaang	1967-09-12	UHC-36471-89	8243758064	622 Main St, Chandler, AZ, 85220	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142797	ENR	Maria Perry	1959-07-07	UHC-21303-62	8904423563	7211 Lake View Rd, Scottsdale, AZ, 85256	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-26322	PRV	Maria Delgado	1996-06-14	—	2465913779	9693 Highland Ave Apt 24, Nashville, TN, 37285	0.52	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
CLM-424065	CLM	Patricia Ross	1949-05-22	UHC-68744-18	—	52 Desert Sky Blvd, Glendale, AZ, 85394	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413278	CLM	Katherine King	1944-12-21	—	—	5831 Meadow Ln # 329, Tempe, AZ, 85271	0.52	Name re-cased Two-digit birth year Unit split from street State name converted to code+2 more
CLM-403930	CLM	Danielle White	1999-07-17	UHC-49036-24	9699190327	5573 Bayshore Dr, Minneapolis, MN, 55470	0.52	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+2 more
ENR-130206	ENR	Mary C Ferguson	1953-05-16	UHC-59478-04	—	9096 Park Pl, Atlanta, GA, 30358	0.52	Name re-cased Phone missing area code City re-cased State name converted to code+2 more
ENR-127059	ENR	Lucia Vega	1962-02-03	UHC-18096-62	3203449877	5744 Spring St # 598, Las Vegas, NV, 89168	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
TPA-52277	TPA	Emma Bryant	1970-12-11	—	—	1609 Lincoln Way, Tucson, AZ, 85729	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101494	ENR	Justin Z Webb	1940-03-22	UHC-44043-41	3768172453	2138 Harbor Blvd, Austin, TX, 78748	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-128175	ENR	Stephen V Rss	2000-09-10	UHC-97438-20	3278205147	1885 Grand Ave, Jacksonville, FL, 32290	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109188	ENR	Heather P Wagner	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.52	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-100253	ENR	Christopher Stevens	1949-06-27	UHC-34040-26	7467742832	1811 Lincoln Way, Las Vegas, NV, 89118	0.52	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-416180	CLM	Thomas Lawrence	—	—	—	5476 Mountain View Dr # 876, Charlotte, NC, 28276	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-128811	ENR	Katherine U Medina	1965-01-25	UHC-13206-38	8152649263	6551 Central Ave, Los Angeles, CA, 90051	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-115793	ENR	Maria Z Hoffman	2004-02-01	UHC-06277-65	4172852297	7344 Apache Blvd, Gilbert, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59450	TPA	Jesse Cunningham	—	—	8137064995	7036 Grand Ave, Tampa, FL	0.52	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
ENR-110299	ENR	Abigal Murphy	1975-04-26	UHC-18664-98	6034992873	6723 Willow Ct, Austin, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142477	ENR	Jeremy G Scott	1980-01-26	UHC-34112-33	—	9678 Forest Ave, Dallas, TX, 75225	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-431568	CLM	Jery Obrien	1955-01-20	UHC-15196-52	—	4060 Mesa Dr # 800, Jacksonville, FL, 32204	0.52	Name split from “Last, First”Name re-cased Unit split from street Street suffix standardised+2 more
ENR-129826	ENR	Kyle Burton	1975-08-22	UHC-26348-50	7839896157	5561 Ocean Ave, San Antonio, TX, 78216	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-22898	PRV	Aaron Hicks	—	UHC-68928-73	—	6607 Desert Sky Blvd Apt 28, Eden Prairie, MN	0.52	Name re-cased Date of birth unreadable Unit split from street ZIP missing+2 more
CLM-414186	CLM	Carlos Daniels	1943-06-12	UHC-16011-75	—	7763 Main St, Gilbert, AZ, 85218	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-133558	ENR	Lisa B Walker	1950-02-28	UHC-69000-23	9696295974	7489 Valley View Dr, Denver, CO	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59444	TPA	William Payne	1942-07-04	—	—	6262 Sunset Blvd # 599, Charlotte, NC, 28204	0.52	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
TPA-54179	TPA	Ralph D Chavez	1988-12-07	—	—	8378 Ridge Rd, Denver, CO, 80258	0.52	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
CLM-424951	CLM	Joe E Ramos	1969-08-23	UHC-60247-76	3058535416	6532 Mountain View Dr, San Antonio, TX, 78281	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-414277	CLM	Zachary Wakins	—	UHC-26709-92	7126853630	9266 Ridge Rd, Atlanta, GA, 30322	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-119240	ENR	Amy Lane	1961-05-10	UHC-24923-31	5743203440	8713 Camelback Rd, Tempe, AZ, 85274	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-141146	ENR	Brian Fox	1969-01-20	UHC-56910-92	—	3889 Spring St, Chandler, AZ, 85204	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more

39,996 rows, page 57 of 800Previous Next