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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101758	ENR	Ahmed D Lane	1943-10-07	UHC-37002-76	9826162054	8041 Forest Ave # 437, Denver, CO, 80233	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-28738	PRV	Lauren Sullivan	1938-07-08	UHC-65196-52	8249268872	6489 Oak St # 854, Seattle, WA, 98189	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114340	ENR	Mariana T McDonald	1963-02-15	UHC-89548-26	3913192929	6528 Sunset Blvd Apt 24, Minneapolis, MN, 55459	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-50084	TPA	Sharon Patel	1955-09-08	—	—	400 Washington St Apt 16, Chandler, AZ, 85207	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105576	ENR	James Harris	1988-03-07	UHC-94692-86	8776538169	1558 Harbor Blvd Apt 24, Dallas, TX, 75292	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129447	ENR	Donald E Armstrong	1956-03-18	UHC-34654-92	9649114494	3391 Lincoln Way Apt 31, Glendale, AZ, 85380	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-104696	ENR	Melissa Park	1982-04-21	UHC-93563-20	—	2042 Camelback Rd # 829, Eden Prairie, MN, 55373	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427340	CLM	Brian Adams	1954-04-02	—	7857430725	4847 Ridge Rd # 639, Minneapolis, MN, 55470	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-22698	PRV	Nicholas Patterson	1974-12-05	—	—	9852 Washington St Apt 34, Tempe, AZ, 85259	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-102204	ENR	Daniel Q Hunt	1979-10-23	UHC-65220-77	7825870869	1014 Elm St # 245, Los Angeles, CA, 90069	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-114709	ENR	Megan W Walker	1980-07-16	UHC-67305-49	2714035977	9447 Ridge Rd Apt 14, Gilbert, AZ, 85213	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-25986	PRV	Heather Freeman	1961-09-08	—	2063831906	2537 Grand Ave Apt 15, Orlando, FL, 32846	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124845	ENR	Sofia Garrett	1987-05-08	UHC-60736-86	6707143325	256 Ocean Ave Apt 15, Seattle, WA, 98197	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-57361	TPA	Grace Hernandez	1950-12-14	—	2075289147	1280 Sunset Blvd Apt 5, Chandler, AZ, 85229	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57360	TPA	Grace Hernandez	1950-12-14	—	2075289147	1280 Sunset Blvd Apt 5, Chandler, AZ, 85229	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23523	PRV	Elizabeth Young	1979-01-13	UHC-34103-14	8986447921	6703 Sage Ct Apt 14, Miami, FL, 33133	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406972	CLM	Margaret Anderson	1995-02-21	UHC-40281-84	7312264054	4717 Jefferson Ave # 351, Miami, FL, 33143	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26679	PRV	Dylan R Ramos	1961-07-22	UHC-33618-37	8185998585	1058 Sunset Blvd # 765, Atlanta, GA, 30336	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26678	PRV	Dylan R Ramos	1961-07-22	UHC-33618-37	8185998585	1058 Sunset Blvd # 765, Atlanta, GA, 30336	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26008	PRV	Billy Valdez	1968-12-02	UHC-52318-42	—	1459 Hillcrest Rd Apt 13, Glendale, AZ, 85310	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-106691	ENR	Margaret R McCoy	1969-07-09	UHC-88924-63	5842301903	4305 Meadow Ln # 826, Denver, CO, 80235	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-118469	ENR	Natalie T Collins	—	UHC-61521-40	4856365413	8209 River Rd Apt 2, Las Vegas, NV, 89157	0.64	Date of birth reformatted Date of birth unreadable Unit split from street Plan code upper-cased+2 more
ENR-113369	ENR	Henry I Hunter	1991-06-03	UHC-15194-32	9137236559	1192 Oak St # 167, Las Vegas, NV, 89128	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-61370	TPA	James Parker	2002-05-11	—	2253883390	8408 Canyon Rd # 761, Phoenix, AZ, 85040	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101830	ENR	Jakc U Hunt	1974-11-04	UHC-18297-25	9866281137	8639 Main St Apt 8, Miami, FL, 33144	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-106043	ENR	Valentina K Roberts	2004-06-26	UHC-42409-18	9104395806	8848 Baseline Rd Apt 20, Charlotte, NC, 28222	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-421663	CLM	Benjamin Wong	1948-10-12	UHC-60828-17	3405970565	1782 Pine Dr # 137, Mesa, AZ, 85217	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24744	PRV	Priya Webb	1986-11-22	—	5973211335	5120 Main St Apt 24, Glendale, AZ, 85392	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129311	ENR	Noah L Devis	1943-04-26	UHC-45113-57	4513293861	3479 Lake View Rd # 953, Eden Prairie, MN, 55333	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28215	PRV	Helen Garcia	1973-01-28	UHC-38530-83	9082605200	8801 Forest Ave # 953, Fresno, CA, 93720	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-427751	CLM	Melissa Simmons	1993-10-05	—	—	3474 Sage Ct # 190, Atlanta, GA, 30381	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124499	ENR	Edward B Russell	1991-02-21	UHC-31057-94	—	7133 Meadow Ln # 302, Tucson, AZ, 85795	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-126288	ENR	Donna D Foster	—	UHC-43301-73	2597611730	8255 Apache Blvd Apt 37, Dallas, TX, 75279	0.64	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-140086	ENR	Pamela Phillips	1981-08-15	UHC-56127-45	5484308049	9186 Willow Ct Apt 35, Denver, CO, 80292	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142909	ENR	Helen P Nguyen	1992-11-19	UHC-32465-91	4198476611	9835 Meadow Ln # 392, Nashville, TN, 37205	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-124891	ENR	Keith Singh	1953-09-14	UHC-39203-68	4697525420	7307 Apache Blvd # 368, Columbus, OH, 43280	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403660	CLM	Nahan Morrison	1976-10-19	—	—	1788 Valley View Dr # 194, Seattle, WA	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
PRV-26973	PRV	Dennis Morris	1956-08-01	UHC-52301-44	4529291801	1163 Willow Ct # 689, Minneapolis, MN, 55485	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-404279	CLM	Ethan B Dean	1976-05-04	UHC-25740-72	—	3661 Lincoln Way Apt 25, San Antonio, TX, 78224	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
CLM-403680	CLM	Sarah Alvarado	1963-04-16	UHC-19247-27	2095581648	6407 Grand Ave Apt 35, Orlando, FL, 32893	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426275	CLM	Alan O Greene	1943-11-23	UHC-55208-95	—	9748 Oak St Apt 8, Columbus, OH, 43243	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119728	ENR	Lauren Moreno	1998-10-13	UHC-40660-98	2462415841	7155 Ocean Ave # 545, Plano, TX, 75087	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-123122	ENR	Sandra Hart	1950-09-18	UHC-51984-99	8464264777	9811 Maple Ave # 555, Orlando, FL, 32892	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-420953	CLM	Hiroshi Montgomery	1976-04-17	—	—	1778 Ridge Rd Apt 21, Miami, FL	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
ENR-121061	ENR	Austin H Stevens	1960-06-14	UHC-43550-76	5567049968	2950 Spring St Apt 26, Mesa, AZ, 85268	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-408095	CLM	Gregory Guerrero	1967-09-14	UHC-16053-08	—	6620 Mountain View Dr # 623, Phoenix, AZ, 85001	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-426799	CLM	Scott Le	1960-06-05	—	7588631704	586 Canyon Rd # 235, Gilbert, AZ, 85216	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
TPA-55879	TPA	Scott Rose	1985-06-01	—	—	954 Canyon Rd Apt 12, San Diego, CA, 92102	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123447	ENR	Jack Edwards	1968-02-07	UHC-73459-41	5867733610	3607 Cedar Ln Apt 18, Atlanta, GA, 30357	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-417374	CLM	Sean Allen	1945-02-02	—	5197888025	9540 Lake View Rd # 390, Denver, CO, 80293	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more

6,994 rows, page 75 of 140Previous Next