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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139250	ENR	Alexis D Elliott	1988-12-28	UHC-17655-37	—	3400 Ridge Rd, Miami, FL, 33149	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-410789	CLM	Deborah McDonald	1956-04-26	—	—	361 Palm Dr, Orlando, FL, 32897	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-128007	ENR	Cynthia Baker	1938-09-16	UHC-45011-80	4547801181	5643 Park Pl, Phoenix, AZ, 85044	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29531	PRV	Dot U Fernandez	1958-06-18	—	—	4640 Pine Dr Apt 37, San Diego, CA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57651	TPA	Michael Flores	2000-05-13	—	7163171886	7802 Oak St Apt 14, Charlotte, NC	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26398	PRV	Frank Arnold	1969-03-10	UHC-80971-82	6813421805	2031 Central Ave, San Antonio, TX, 78298	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50085	TPA	Sahron Patel	1955-09-08	—	—	400 Washington St, Chandler, AZ, 85207	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-131031	ENR	Teresa P Burton	1956-04-24	UHC-61347-45	—	5876 Indian School Rd # 546, Minneapolis, MN, 55467	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426690	CLM	Carl Ray	1963-08-05	UHC-21904-36	—	1930 Harbor Blvd # 457, Mesa, AZ, 85208	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426643	CLM	Nancy Richards	1948-06-12	UHC-93715-49	8129566702	8910 Mountain View Dr Apt 19, Dallas, TX, 75234	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-423665	CLM	Janice A Banks	1964-06-22	—	—	7977 Elm St, Orlando, FL, 32847	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120043	ENR	Santiago Padilla	1981-11-04	UHC-48047-31	—	6082 Grand Ave, San Diego, CA, 92147	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130095	ENR	Evelyn Perez	1999-04-20	UHC-48058-76	5527360519	3972 Ocean Ave, Los Angeles, CA, 90077	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62448	TPA	Dylan King	1938-09-20	—	4276498907	2534 Market St, Columbus, OH, 43275	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413335	CLM	Douglas T Henderson	1997-01-10	UHC-07476-51	—	1129 Market St, Eden Prairie, MN	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425086	CLM	Joan Z Bennett	1943-02-10	UHC-27960-11	—	6070 Union St, San Diego, CA, 92146	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431215	CLM	Sophia Daniels	1983-05-06	—	—	9788 Jefferson Ave, Denver, CO, 80275	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52438	TPA	Alexis A Johnsson	1980-05-11	—	—	6585 Church St, Dallas, TX, 75230	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52439	TPA	Alexis A Johnsson	1980-05-11	—	—	6585 Church St, Dallas, TX, 75230	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431174	CLM	Virginia Fernandez	1973-06-03	UHC-33328-14	8542792861	—	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-412575	CLM	Joe Ford	—	—	—	1902 Highland Ave, Chandler, AZ, 85201	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-105911	ENR	Jesse Black	1982-07-10	UHC-62534-65	—	7388 Maple Ave, Dallas, TX, 75247	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-414974	CLM	Keith Vasquez	2000-09-04	UHC-43961-56	—	5742 Maple Ave, Columbus, OH, 43299	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-419817	CLM	Doris Elliott	1948-06-26	—	—	7824 Lake View Rd, Chandler, AZ, 85222	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431450	CLM	Anna Weaver	1965-12-26	—	—	400 Forest Ave, Scottsdale, AZ, 85221	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-62590	TPA	Carol Pena	1959-05-16	UHC-65801-28	—	656 Maple Ave, Eden Prairie, MN, 55375	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122678	ENR	Fatima Reyes	—	UHC-25320-95	8396170838	3893 Meadow Ln # 874, Charlotte, NC, 28204	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
PRV-27676	PRV	Carlos Estrada	1969-05-14	—	—	4195 Ocean Ave, Denver, CO, 80281	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106510	ENR	Ann Ryan	2002-08-24	UHC-62398-09	8399494266	423 Oak St, Las Vegas, NV, 89135	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417167	CLM	Matthew Williamson	1955-12-05	—	—	4340 Harbor Blvd, Houston, TX, 77052	0.52	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-127653	ENR	Patricia K Porter	1986-09-25	UHC-40405-05	4632904392	8080 Forest Ave Apt 9, Denver, CO	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21080	PRV	Fatima Green	1971-01-19	UHC-56858-96	8975855235	764 River Rd, Minneapolis, MN, 55442	0.52	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
ENR-107906	ENR	Logan Q Carpenter	1977-02-13	UHC-39590-29	—	8727 Lincoln Way, Columbus, OH	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-126963	ENR	Abby U Peters	2003-10-20	UHC-38914-38	—	8838 Elm St, Atlanta, GA	0.52	Two-digit birth year State code upper-cased ZIP missing Gender normalised+2 more
CLM-418417	CLM	Ryan L Hunter	1965-10-05	UHC-48235-63	—	7479 Forest Ave Apt 28, Charlotte, NC, 28209	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430864	CLM	Donna Lucas	1972-08-05	UHC-67714-84	3549613361	2603 Camelback Rd, Sacramento, CA, 95831	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133897	ENR	Kile P Fields	1951-05-23	UHC-45606-15	2297733888	7188 Broadway, Plano, TX, 75098	0.52	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
ENR-134835	ENR	Ruth B Spencer	2002-07-12	UHC-50944-63	4788432334	1966 Main St, Tempe, AZ, 85241	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22159	PRV	Christina Meyer	1958-09-22	UHC-53968-37	7853766672	9661 Maple Ave, Sacramento, CA, 95861	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423035	CLM	Camila J Guerrero	1977-02-06	—	—	3791 Ridge Rd, Charlotte, NC, 28218	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420489	CLM	Abigail Peters	—	—	4145309293	8838 Elm St, Atlanta, GA, 30373	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404361	CLM	Isabella Burns	1948-08-20	UHC-10907-04	—	709 Mountain View Dr, Atlanta, GA, 30397	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122760	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd # 286, San Antonio, TX, 78209	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
PRV-24469	PRV	Joshua Gordon	1958-12-25	—	—	4104 Union St, Jacksonville, FL, 32286	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-58173	TPA	Susan Wang	2008-01-18	—	—	4062 Central Ave # 224, Orlando, FL, 32847	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410623	CLM	Keith Campbell	1962-05-19	UHC-28637-30	—	5441 Meadow Ln # 306, Nashville, TN, 37234	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142812	ENR	Aisha Burke	1960-12-03	UHC-42201-91	9574880580	8632 Oak St, Plano, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-417947	CLM	Kevin Cunningham	1962-09-09	UHC-16646-65	2608973093	9629 Cedar Ln, Gilbert, AZ, 85264	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125542	ENR	Dris Silva	1994-06-24	UHC-22212-52	4028399417	5123 Main St, Mesa, AZ, 85280	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126734	ENR	Diana M Park	1996-05-28	UHC-17088-19	9817042882	6071 River Rd, Fresno, CA, 93746	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more

71,257 rows, page 109 of 1,426Previous Next