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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432088	CLM	Bruce Collins	1964-06-23	—	—	8936 Desert Sky Blvd, Gilbert, AZ, 85290	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22783	PRV	Valentina Rios	1989-10-21	—	4517771817	2665 Harbor Blvd, Orlando, FL, 32887	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59830	TPA	Michael Reynolds	2006-01-17	—	4427216562	6996 Cedar Ln, Dallas, TX, 75289	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105632	ENR	Helen McCoy	1999-07-23	UHC-48762-31	3759522691	858 Market St, Tampa, FL	0.50	Phone reformatted Member ID reformatted SSN last four extracted State name converted to code+3 more
CLM-428697	CLM	Joyec Hanson	1963-01-25	UHC-16292-82	—	7610 Mountain View Dr Apt 21, Plano, TX, 75019	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-134392	ENR	Charles M Hoffman	1958-06-21	UHC-08773-02	2152540032	2378 Bayshore Dr Apt 2, Mesa, AZ, 85275	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-111011	ENR	Jeremy Schmidt	1971-11-24	UHC-95137-59	—	4185 Meadow Ln, Los Angeles, CA, 90068	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-400548	CLM	Amy Wong	1972-07-16	UHC-19081-16	8684464207	5871 Baseline Rd Apt 27, Glendale, AZ, 85320	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-59334	TPA	Theresa Jimenez	1982-01-13	—	8756907220	2263 Bayshore Dr, Eden Prairie, MN	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-59333	TPA	Theresa Jimenez	1982-01-13	—	8756907220	2263 Bayshore Dr, Eden Prairie, MN	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-57320	TPA	Douglas Jones	1993-04-21	UHC-06739-80	7159927250	533 Willow Ct Apt 13, Chandler, AZ, 85230	0.50	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-132900	ENR	Ahmed Rose	1972-11-01	UHC-11855-20	9007684149	4535 Camelback Rd # 907, Seattle, WA	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-127541	ENR	Joan U Morgan	1953-12-09	UHC-54119-07	3249343336	3800 Washington St, Eden Prairie, MN, 55328	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58564	TPA	Charlotte Vasquez	1989-12-02	UHC-33932-81	—	6142 Cedar Ln, Jacksonville, FL, 32226	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103358	ENR	Julie E Olson	1972-11-08	UHC-69723-76	5783076515	2676 Hillcrest Rd, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-406639	CLM	Harold N Vega	—	UHC-62854-39	—	9470 Highland Ave, Orlando, FL, 32842	0.50	Name re-cased Date of birth unreadable City re-cased State name converted to code+3 more
PRV-28630	PRV	Austin Rogers	—	—	6477430493	7743 Sage Ct, San Antonio, TX, 78273	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-133727	ENR	Zachary U Morris	1985-09-28	UHC-13938-46	—	6613 Pine Dr, Fresno, CA, 93723	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-419688	CLM	Ryn Wong	1941-03-06	—	4772707195	6303 River Rd # 514, Atlanta, GA, 30337	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136457	ENR	Benjamin Mills	1962-04-28	UHC-47258-47	6086557476	4151 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426564	CLM	Paul Luna	1961-02-24	—	—	9527 Grand Ave, Fresno, CA, 93765	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50292	TPA	Yuki E Berry	1953-01-02	—	—	5752 Lincoln Way, Atlanta, GA, 30354	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-414924	CLM	Gabriel Sullivan	1967-12-04	—	8038223466	8840 Highland Ave, Austin, TX, 78797	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134815	ENR	Joe B Cox	1954-06-17	UHC-98294-10	7263414021	5787 Sunset Blvd Apt 20, Orlando, FL, 32839	0.50	Phone reformatted Unit split from street State name converted to code Email lower-cased+3 more
ENR-138153	ENR	Jerry Rosss	1979-06-17	UHC-06332-38	—	7056 Palm Dr, Charlotte, NC, 28271	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-61823	TPA	Deborah Wallace	1971-01-20	—	7273663553	7441 Ocean Ave, Nashville, TN, 37227	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58133	TPA	Bradley Powell	1988-12-02	—	—	5426 Camelback Rd, Plano, TX, 75059	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416377	CLM	Bruce T Torres	1958-06-07	UHC-04706-64	2874096040	974 Forest Ave, Houston, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426115	CLM	Mato P Sims	1959-11-11	—	9544372608	7841 Bayshore Dr, Phoenix, AZ, 85007	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21706	PRV	Paul Patel	—	UHC-58061-85	2649138217	3976 Park Pl, Tampa, FL, 33646	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122538	ENR	Omar D Johnson	1962-12-05	UHC-46064-43	6902619385	3316 Forest Ave, Phoenix, AZ, 85008	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423650	CLM	Mason Vasquez	1952-12-01	—	—	7154 Maple Ave, Los Angeles, CA, 90097	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-111986	ENR	Sofia C Evans	1941-08-25	UHC-68436-79	9298454389	4963 Lake View Rd, Houston, TX, 77094	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-61129	TPA	Jordan Mason	1963-03-07	—	—	9391 Valley View Dr, Nashville, TN, 37291	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-126242	ENR	Wayne Davis	1956-05-25	UHC-67278-96	—	4681 Oak St, Eden Prairie, MN, 55309	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-409411	CLM	Kathleen Watson	1959-07-27	—	5847342751	3553 Mountain View Dr, San Diego, CA, 92195	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23151	PRV	Michael L Graham	1991-04-09	UHC-80630-55	7128880544	5523 Main St, Plano, TX	0.50	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+3 more
PRV-26789	PRV	Carol Pierce	1957-02-09	UHC-80359-24	8215122517	7677 Baseline Rd, Fresno, CA, 93773	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-401096	CLM	Emma Reyes	1992-04-17	UHC-53606-43	2464615050	6614 Lake View Rd, Sacramento, CA, 95827	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-115991	ENR	Lucia T Reid	2007-05-10	UHC-97211-91	7009542204	2443 Washington St, Chandler, AZ, 85245	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112679	ENR	Virginia T Rice	—	UHC-60262-09	5794576783	6678 Lincoln Way, Fresno, CA, 93726	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-404747	CLM	Mateo Rivera	1977-04-04	UHC-03884-63	5374470369	6701 Church St, Austin, TX	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-52323	TPA	Raymond Simmons	1972-02-03	—	5704047418	5242 Desert Sky Blvd, Nashville, TN, 37204	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
ENR-116567	ENR	Jerry Burke	1976-08-18	UHC-38441-26	—	8032 Valley View Dr, Nashville, TN, 37248	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-134734	ENR	Bryan Matthews	1988-07-28	UHC-23750-61	—	8907 Harbor Blvd, Plano, TX, 75085	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-421241	CLM	Weber K Frances	1963-02-15	UHC-72878-47	—	4716 Camelback Rd Apt 35, Los Angeles, CA, 90013	0.50	Name re-cased Two-digit birth year Unit split from street State name converted to code+3 more
ENR-127876	ENR	Amber G Moreno	—	UHC-25618-80	3094850791	4874 Camelback Rd, Atlanta, GA, 30317	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-402891	CLM	Grace Hawkins	1938-07-27	UHC-70840-06	—	1559 Willow Ct, Fresno, CA, 93701	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-117142	ENR	Diana V Lane	1940-04-01	UHC-50137-28	7683704962	3196 Sunset Blvd, Eden Prairie, MN, 55378	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400461	CLM	Diana McDonald	2001-02-15	UHC-97280-61	—	5119 Canyon Rd, Nashville, TN, 37283	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more

9,084 rows, page 44 of 182Previous Next