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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418786	CLM	Jesse Snyder	1989-03-27	UHC-23086-52	—	6453 Grand Ave, Scottsdale, AZ, 85266	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-106558	ENR	Santiago Ross	1972-09-08	UHC-67982-12	—	2850 Lake View Rd, San Diego, CA, 92128	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-109517	ENR	Kenneth Gordon	1939-07-13	UHC-62055-42	2056183860	8838 Sage Ct, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133617	ENR	Betty M Willis	1958-07-17	UHC-87716-71	9513124114	2735 Cedar Ln Apt 31, Houston, TX, 77086	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-405779	CLM	Aisha Griffin	2005-09-04	UHC-65002-81	3667842451	5361 Elm St, Chandler, AZ, 85229	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407616	CLM	Barbara Rojas	1974-05-22	—	3116896591	8037 Church St, Miami, FL, 33161	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-131691	ENR	Nicholas Thompson	1985-05-12	—	7153641284	8063 Park Pl, Minneapolis, MN, 55465	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131776	ENR	Carol Bryant	1990-11-22	UHC-19112-85	8627026676	5725 Baseline Rd, Seattle, WA, 98103	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-107078	ENR	Andrew U Gutierrez	1981-04-13	UHC-30348-83	3406524371	7873 Cedar Ln, Los Angeles, CA, 90061	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101567	ENR	Carl Morrison	1989-06-26	UHC-22994-76	6654491872	3084 River Rd, Denver, CO, 80236	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133304	ENR	Pamela Bailey	2008-05-18	UHC-81807-50	9346485691	4529 Church St # 166, Miami, FL, 33152	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-101345	ENR	Sue Taylor	1959-08-10	UHC-47369-79	3212126844	867 Bayshore Dr, Gilbert, AZ, 85284	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414805	CLM	Annna Kelly	1985-03-14	UHC-87375-51	8277452715	7578 Mesa Dr, Las Vegas, NV, 89145	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431149	CLM	Raymond Lee	2004-11-09	UHC-27065-55	—	2487 River Rd # 708, Las Vegas, NV, 89171	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-117248	ENR	Andrea P Green	1946-07-01	UHC-80096-47	—	2561 Jefferson Ave, Chandler, AZ, 85221	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-20420	PRV	Justin Rodriguez	1953-06-15	—	8384529521	8205 Baseline Rd, Chandler, AZ, 85267	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-117802	ENR	Ana Wheeler	1947-03-19	UHC-60445-48	4218728078	4863 Lake View Rd, Fresno, CA, 93712	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-24061	PRV	Nancy Millls	1981-07-20	UHC-00702-28	4706389323	7380 Oak St, Charlotte, NC, 28244	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24060	PRV	Nancy Millls	1981-07-20	UHC-00702-28	4706389323	7380 Oak St, Charlotte, NC, 28244	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134564	ENR	Raymond D Wesst	1958-12-27	UHC-79449-15	7544736506	451 Union St Apt 25, Columbus, OH, 43207	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-417612	CLM	Mei Flores	—	UHC-58714-51	—	129 Union St, Fresno, CA, 93787	0.60	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-109745	ENR	Amanda Rodriguez	1951-11-11	UHC-01866-39	—	2060 Valley View Dr Apt 38, Tampa, FL, 33618	0.60	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-120674	ENR	Astin H Kennedy	1996-05-24	UHC-71747-72	6596026380	9136 Willow Ct, Atlanta, GA, 30341	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-113951	ENR	Douglas A Obrien	—	UHC-06611-98	9703175716	8787 Central Ave, Atlanta, GA, 30382	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-51019	TPA	Mei Robinson	1985-01-21	—	9764485448	197 Hillcrest Rd, Gilbert, AZ, 85216	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-400528	CLM	Boby Alexander	2000-12-16	UHC-78998-29	3163077428	3251 Highland Ave, Dallas, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62913	TPA	Deniel Alexander	1961-03-27	—	6504839090	100 Oak St, Nashville, TN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23859	PRV	Gary Miller	1993-04-20	—	2112920633	6416 Harbor Blvd, Los Angeles, CA, 90038	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404978	CLM	Jack Marshall	1963-06-13	UHC-15423-91	—	4285 Main St Apt 15, Mesa, AZ, 85263	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-108752	ENR	Lori O Lewis	1949-03-09	UHC-65986-60	9466565587	6077 Highland Ave, Atlanta, GA	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-23609	PRV	Brandon Banks	1955-04-16	UHC-97066-54	5904177591	41 Central Ave, Houston, TX, 77073	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62890	TPA	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62891	TPA	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-106571	ENR	Marcus Ward	1952-05-03	UHC-01655-80	8878421034	8789 Park Pl, Plano, TX, 75059	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-105615	ENR	Jennifer Z Gibson	1944-01-23	UHC-49917-43	7113607567	7719 Canyon Rd, Orlando, FL, 32848	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62382	TPA	Lauren Castillo	1995-02-27	—	5838302953	1958 Highland Ave, Austin, TX, 78734	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424662	CLM	Henry Jackson	1964-04-28	UHC-50017-20	6045786114	6329 River Rd, Las Vegas, NV, 89123	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407920	CLM	Long Abby	1996-01-22	UHC-33129-37	8615155310	4841 Oak St, Scottsdale, AZ, 85234	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27494	PRV	Charles Rojas	2001-12-27	UHC-80561-02	3305238014	7847 Camelback Rd Apt 17, Los Angeles, CA, 90003	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-125835	ENR	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-423476	CLM	Mariana C Obrien	1971-10-08	UHC-70943-35	4699982916	884 Lake View Rd, Orlando, FL, 32800	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126274	ENR	Priya J Duncan	1990-06-08	UHC-97186-66	6076146230	2247 Bayshore Dr, Austin, TX, 78724	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-131472	ENR	Peter F Chavez	1986-01-16	UHC-11335-20	3335878654	3309 Baseline Rd, Columbus, OH	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402666	CLM	Yuki Herrera	1996-01-20	UHC-52366-24	—	301 Elm St Apt 16, San Diego, CA, 92148	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-110609	ENR	Joyce C Andrews	1954-12-28	UHC-46410-68	8002668415	1441 Park Pl, Tucson, AZ, 85797	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125796	ENR	Janet N Mdeina	1946-07-22	UHC-79714-34	4147760228	4997 Main St, Seattle, WA, 98104	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63310	TPA	Joe Rojas	1982-01-06	—	8514202582	7841 Sage Ct, Phoenix, AZ, 85047	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-58147	TPA	Bobby Munoz	1963-06-04	—	7807025495	1341 Palm Dr, Miami, FL, 33196	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432697	CLM	Noah Andrews	1948-09-25	—	—	7736 Grand Ave, Denver, CO, 80251	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-135869	ENR	Keith Wheeler	1952-02-22	UHC-48227-16	—	1930 Park Pl, Scottsdale, AZ, 85289	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

17,850 rows, page 61 of 357Previous Next