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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427727	CLM	Alexander Q Smth	1958-09-25	UHC-06478-92	5583827401	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-130630	ENR	Justin W Fields	2004-07-17	UHC-25760-99	—	6799 Mesa Dr, Chandler, AZ, 85288	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-120313	ENR	Joan J Garza	1974-12-12	UHC-94976-48	9064916252	5331 Willow Ct, Charlotte, NC, 28232	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-422420	CLM	Justin Franklin	1940-06-22	UHC-07882-41	—	5435 Palm Dr # 459, Columbus, OH, 43235	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
ENR-142173	ENR	Elijah Mason	1949-12-13	UHC-17068-11	7242070484	3709 Ocean Ave, Sacramento, CA, 95862	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
TPA-55067	TPA	Teresa Lewwis	2000-06-26	—	—	7045 Meadow Ln, Dallas, TX, 75282	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-108207	ENR	Austin X Ramos	1950-08-23	UHC-37493-06	4864837567	9574 Mesa Dr, Seattle, WA, 98161	0.68	Two-digit birth year Phone reformatted State name converted to code Email lower-cased
CLM-420005	CLM	Angela Sims	2005-08-22	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-104063	ENR	Wei Simmons	1960-12-13	UHC-53875-63	3679410501	9728 Broadway, Austin, TX, 78782	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
CLM-412834	CLM	William Black	1967-03-21	—	—	5405 Sunset Blvd Apt 11, Jacksonville, FL, 32243	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
ENR-104107	ENR	Bryan W Mendoza	1948-11-12	UHC-93770-36	3053598497	7821 Main St, Atlanta, GA, 30318	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
PRV-26793	PRV	Jefffrey Payne	1966-11-15	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54059	TPA	Aaron Campbell	1975-11-03	—	—	9770 Park Pl, Austin, TX, 78708	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-111307	ENR	Jonathan E Lawson	1943-11-21	UHC-83285-75	3845534238	184 Union St, Chandler, AZ, 85207	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
TPA-58417	TPA	Gary Jordan	1977-03-09	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-141717	ENR	Ronald Morales	1966-10-19	UHC-25860-33	3797617079	3264 Willow Ct, Plano, TX, 75010	0.68	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised
ENR-134127	ENR	Janice A Schultz	2000-05-05	UHC-65755-45	8794584258	3150 Lake View Rd, Orlando, FL, 32875	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-402299	CLM	Fatima Carlson	1980-12-19	UHC-32664-63	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412802	CLM	Wells Anna	1951-09-16	UHC-60237-17	—	1368 Indian School Rd, San Antonio, TX, 78204	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-101382	ENR	Christina Patel	1983-08-06	UHC-63225-30	—	1748 Highland Ave, Denver, CO, 80267	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-136995	ENR	Danielle B Snyder	1952-01-22	UHC-99715-48	4408985301	2495 Mesa Dr, Tempe, AZ, 85248	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-414155	CLM	Daniel G Bennett	2008-08-12	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-112747	ENR	Jordan D Sandoval	1984-10-14	UHC-19789-28	5943885011	1497 Bayshore Dr, Tempe, AZ, 85229	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-424633	CLM	Dylan Welch	1956-07-05	UHC-40221-33	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-128252	ENR	Badley Rogers	1987-12-20	UHC-01551-77	—	8042 Pine Dr, Seattle, WA, 98169	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-130787	ENR	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
PRV-29048	PRV	Patricia King	1967-06-23	UHC-26700-94	4872781868	5936 Willow Ct, Dallas, TX, 75246	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
PRV-22177	PRV	Madison O Garrett	1942-04-18	UHC-53981-25	3276414185	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-109543	ENR	Peter Elliott	1976-10-08	UHC-00976-77	4098608284	170 Church St, Fresno, CA, 93778	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-400833	CLM	Gary Miller	1942-11-20	—	4508897399	6849 Apache Blvd, Minneapolis, MN, 55490	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-53430	TPA	Scott L Cooper	2008-02-08	—	—	9015 Church St, Glendale, AZ, 85352	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-406849	CLM	Abigail Mason	2003-07-27	UHC-12071-84	2627423699	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
TPA-62553	TPA	Joyce Murray	1984-04-01	—	4663273964	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
TPA-52022	TPA	Linda Gomez	1994-04-14	—	—	8638 River Rd, Jacksonville, FL, 32251	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-132031	ENR	Janice Jenkins	1969-06-24	UHC-96552-58	4122416069	2385 Palm Dr, Austin, TX, 78749	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-100923	ENR	Betsy Bailey	1992-07-17	UHC-28857-39	—	2559 Main St, Dallas, TX, 75202	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-413777	CLM	Elizabeth Martinez	1998-12-22	—	—	2780 Desert Sky Blvd, Atlanta, GA, 30343	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
CLM-424109	CLM	Omar Ferguson	1950-11-04	—	—	7551 Harbor Blvd, Los Angeles, CA, 90022	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-425067	CLM	Danielle Henry	1950-11-16	UHC-92098-20	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-401053	CLM	Rebecca Kennedy	1945-09-11	—	—	1156 Lake View Rd, Jacksonville, FL, 32297	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416595	CLM	James Rojas	1946-10-27	UHC-49912-59	3148260850	7984 Camelback Rd, Nashville, TN, 37206	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-109448	ENR	David B Welch	1949-12-20	UHC-36888-34	6328521600	5546 Camelback Rd, Atlanta, GA, 30331	0.68	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased
ENR-121525	ENR	Amber Nguyen	1975-07-27	UHC-25468-58	4427354243	2380 Lincoln Way, Denver, CO	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
PRV-25743	PRV	Kayla McDonald	2004-09-08	UHC-78221-66	4042634903	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
TPA-54071	TPA	Waine Bryant	1958-12-15	UHC-65701-10	—	7704 Jefferson Ave, Eden Prairie, MN, 55341	0.68	Two-digit birth year City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-121835	ENR	Logan O Alvarado	1997-07-02	UHC-87265-64	8288139378	8314 Bayshore Dr, Los Angeles, CA, 90058	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
CLM-409871	CLM	Ana Cunninghaam	1972-03-03	UHC-35095-35	—	1845 Desert Sky Blvd, Scottsdale, AZ, 85299	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-128088	ENR	Samantha T Gonzales	1977-09-15	UHC-30309-93	9763005617	6015 Jefferson Ave, Mesa, AZ, 85299	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-134653	ENR	Nancy R Hunter	1944-07-27	UHC-44484-45	—	3143 Grand Ave, San Antonio, TX, 78263	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
TPA-53395	TPA	Wayne Matthews	2002-04-24	—	—	3219 Desert Sky Blvd, Los Angeles, CA, 90027	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared

6,661 rows, page 91 of 134Previous Next