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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63994	TPA	Lucas Madison	2007-12-23	—	—	9850 Baseline Rd, Austin, TX, 78796	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-432146	CLM	Dunna Lawson	1938-12-06	—	—	789 Mesa Dr, Dallas, TX, 75204	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124575	ENR	Carl Burke	1952-04-12	UHC-45011-11	2152580897	9767 Willow Ct, Minneapolis, MN, 55464	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62591	TPA	Jose Powell	1975-07-26	—	—	8444 Highland Ave, Chandler, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430920	CLM	Megan Montgomery	1958-12-25	UHC-67886-41	—	3088 Ocean Ave, Tempe, AZ, 85264	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54897	TPA	Jose Morrison	1962-08-14	—	—	3629 Park Pl, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429385	CLM	Madison Graham	1948-02-25	UHC-92091-04	—	1690 Forest Ave, Glendale, AZ, 85369	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408750	CLM	Patricia Gomez	1940-10-24	UHC-71807-52	2928418674	3964 Highland Ave, Scottsdale, AZ, 85299	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101796	ENR	Emily X Peterson	1969-11-16	UHC-84259-62	9005400983	5650 Mesa Dr, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117170	ENR	Mary F Robinson	2006-01-16	UHC-73204-84	—	7941 Valley View Dr, Mesa, AZ, 85244	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-133398	ENR	Zachary G Wheeler	1961-08-14	UHC-84998-85	2358842559	9288 Spring St, Los Angeles, CA, 90064	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51895	TPA	Kathleen Cruz	1967-10-10	—	—	9570 Church St, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118401	ENR	Elijah K Hudson	1967-07-17	UHC-28101-71	3532080370	4748 Apache Blvd, Nashville, TN, 37226	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431362	CLM	Nicole Gonzales	1941-02-13	UHC-80545-64	—	4175 Forest Ave # 860, Orlando, FL	0.64	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-127134	ENR	Julie G Black	1942-09-23	UHC-88045-62	9534362811	6399 Ocean Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22655	PRV	Diane Sanders	2003-04-09	UHC-96847-82	7786267217	2151 Mesa Dr, Miami, FL, 33164	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406230	CLM	Mkie Murphy	1979-09-25	UHC-74131-37	—	4048 Broadway, Chandler, AZ, 85251	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP+4 trimmed+2 more
ENR-113928	ENR	Christina Contreras	1989-06-22	UHC-98597-05	6855362885	1413 Bayshore Dr, Mesa, AZ, 85209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110084	ENR	Diana Moreno	1976-02-02	UHC-51935-99	7244447915	4616 Elm St, Houston, TX, 77041	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121316	ENR	Julia Vargas	1987-11-20	UHC-03596-95	3935879131	3291 Hillcrest Rd, Gilbert, AZ, 85283	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-137244	ENR	Daniel Yang	1950-03-26	UHC-28538-36	—	8826 Valley View Dr, Tucson, AZ, 85735	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
TPA-62371	TPA	Lisa Hoffman	1942-01-28	UHC-60324-02	—	1890 Apache Blvd, Eden Prairie, MN, 55342	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116930	ENR	Donna Morgan	1989-05-05	UHC-37714-69	4623490761	8237 Central Ave, Dallas, TX, 75216	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-22854	PRV	Justin Vargas	2004-09-15	UHC-10790-41	5808880906	3263 Hillcrest Rd, Los Angeles, CA, 90035	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52752	TPA	Gloria Y Carroll	1962-06-15	—	3744425197	731 Washington St, Denver, CO, 80227	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416508	CLM	Andrew Griffin	1956-09-07	UHC-72617-99	4723649707	644 Palm Dr Apt 35, Atlanta, GA, 30388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-416507	CLM	Andrew Griffin	1956-09-07	UHC-72617-99	4723649707	644 Palm Dr Apt 35, Atlanta, GA, 30388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-25450	PRV	Sean K Jordan	1968-11-12	UHC-98220-61	3269638291	6969 Canyon Rd, Jacksonville, FL, 32234	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400490	CLM	Frances Bailey	1977-09-15	UHC-79037-98	—	4314 Mountain View Dr, Jacksonville, FL, 32293	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414797	CLM	Julia Weber	1984-11-10	UHC-99785-70	8412412678	7153 Lake View Rd, Las Vegas, NV, 89124	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104151	ENR	Steveen Patel	1985-09-21	—	2462632700	1866 Baseline Rd, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407133	CLM	Sofia C Thomas	2001-05-06	—	—	4069 River Rd, Mesa, AZ, 85254	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409542	CLM	Mark Knight	1979-12-25	—	—	7891 Apache Blvd # 767, Eden Prairie, MN, 55391	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109197	ENR	Dennis J Baker	1967-07-16	UHC-24430-47	6542482250	4332 Jefferson Ave, Orlando, FL, 32882	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408955	CLM	Heather J Porter	2004-08-24	UHC-28711-83	—	4648 Baseline Rd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-100000	ENR	Robert Jackson	1987-07-12	UHC-23992-55	3248115184	5298 Indian School Rd, Los Angeles, CA, 90097	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405276	CLM	Alexander Crawfodr	1994-02-06	UHC-69787-09	—	1954 Ocean Ave, Los Angeles, CA, 90087	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
PRV-23779	PRV	Michelle C Suto	1966-06-26	—	5334184049	5905 Maple Ave Apt 34, Dallas, TX, 75211	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-412514	CLM	Emily U Ford	1944-05-25	UHC-79018-96	7799506879	8358 Valley View Dr, Mesa, AZ, 85204	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-123031	ENR	Charlotte Gomez	1991-04-22	UHC-77224-36	6303645424	2616 Harbor Blvd, Los Angeles, CA, 90095	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420773	CLM	Hoffman Michelle	1973-01-12	UHC-99305-76	4388649479	9864 Lake View Rd, Miami, FL, 33174	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23596	PRV	William Alvarez	1944-01-18	—	—	8942 Ridge Rd, Plano, TX, 75085	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-411690	CLM	Wei S Hunt	1982-02-05	UHC-22166-98	7597868912	6483 Jefferson Ave # 783, Chandler, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-55061	TPA	Joe Adams	2008-05-04	—	5666361327	2370 Canyon Rd, Atlanta, GA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55113	TPA	Julie Chen	1981-10-26	—	6966381928	6058 Church St, Dallas, TX, 75259	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111990	ENR	Nicole Q Jensen	1995-11-22	UHC-78290-10	5034682713	7398 Indian School Rd, Phoenix, AZ, 85066	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-416694	CLM	Dbebie D Webb	1956-10-16	UHC-83661-45	3873581411	—	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-123460	ENR	Christian W Webb	1994-05-09	UHC-47362-27	4789084066	3877 Willow Ct, Denver, CO, 80274	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-135892	ENR	Reyes Madison	1946-04-18	UHC-15905-97	3839294814	6130 Elm St, Orlando, FL, 32897	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409657	CLM	Christina Grant	1979-12-28	UHC-88985-87	—	—	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more

32,400 rows, page 151 of 648Previous Next