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
TPA-63227	TPA	Jesse Jones	1967-07-15	—	—	9066 Union St, Tampa, FL, 33627	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401701	CLM	Jack C Estrada	1991-01-14	—	9288505242	3522 Market St, Miami, FL, 33185	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131575	ENR	Timothy K Guerrero	1946-11-14	UHC-62480-54	7053800558	1784 Canyon Rd, San Diego, CA, 92198	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56627	TPA	Amanda Carter	2008-02-14	—	—	4036 Valley View Dr, Chandler, AZ, 85274	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-140819	ENR	Laura G Hamilton	1962-01-16	UHC-78229-73	5286690950	9630 Mesa Dr, Mesa, AZ, 85219	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418168	CLM	Ronald Hoffman	1979-03-11	UHC-79889-87	—	5161 Elm St, Scottsdale, AZ, 85215	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-405961	CLM	Judy Wells	1938-01-11	UHC-84471-03	—	9036 Valley View Dr, Tempe, AZ, 85211	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-116318	ENR	Olivia X Pena	1962-11-01	UHC-64907-39	4994022698	3732 Lake View Rd, Las Vegas, NV, 89186	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-118812	ENR	Roger Castillo	1979-05-19	UHC-26116-11	—	7382 Park Pl, Scottsdale, AZ, 85255	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26841	PRV	Ken James	1941-08-01	UHC-79845-73	—	2485 Baseline Rd, Gilbert, AZ, 85229	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-51906	TPA	Teresa George	1971-06-02	—	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108111	ENR	Helen Cox	1979-03-24	UHC-46473-78	2114934989	3343 Broadway, Las Vegas, NV, 89115	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-419113	CLM	Jacqueline Nelosn	1956-08-17	UHC-14047-09	—	9235 Jefferson Ave, Los Angeles, CA, 90026	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23698	PRV	Diana Brown	1961-08-05	UHC-44223-69	6417758041	4932 Oak St, Miami, FL, 33133	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-430417	CLM	Valentina Guerrero	1977-09-18	—	—	7765 Grand Ave, Columbus, OH, 43232	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-125934	ENR	Jeremy Hunter	1942-06-27	UHC-17184-54	3078642965	6322 Market St, Charlotte, NC, 28248	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135351	ENR	Ruth Little	1959-01-03	UHC-82691-02	7763988605	9184 Pine Dr, Miami, FL, 33137	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402495	CLM	Evelyn P Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA, 95826	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423695	CLM	Fatima Bell	1997-02-17	—	3783962460	3325 Harbor Blvd, Miami, FL, 33179	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416965	CLM	Julia Flres	1972-07-03	UHC-63679-63	3518716314	663 Sage Ct, Charlotte, NC, 28265	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425559	CLM	Donan Cole	1963-10-15	UHC-91826-55	—	5655 Apache Blvd, Chandler, AZ, 85231	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-123280	ENR	Arjun Graham	1969-03-08	UHC-79356-55	7957316728	5507 Maple Ave, Las Vegas, NV, 89194	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-426869	CLM	Wei O Garza	1973-05-16	UHC-65237-74	8316112926	4564 Ocean Ave, Atlanta, GA, 30306	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-119560	ENR	Luis Y Kennedy	1984-12-08	UHC-45119-92	3804259697	2088 Mountain View Dr # 780, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
TPA-63168	TPA	Nancy Porter	1940-07-15	—	—	6331 Ocean Ave, Dallas, TX, 75291	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-24940	PRV	Dot W Wagner	1999-11-07	—	—	1607 Forest Ave, Tucson, AZ, 85733	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-100228	ENR	Elizabeth X Castro	1995-05-22	UHC-50673-74	4434097676	2577 Highland Ave, Atlanta, GA, 30314	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-64033	TPA	Tyler D Garza	1981-11-03	UHC-04182-51	6153694746	2887 Maple Ave, Gilbert, AZ, 85268	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-118541	ENR	Aaron Lewis	1947-03-24	UHC-52157-44	7947981260	2428 Lake View Rd, Denver, CO, 80275	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-417911	CLM	Christina D Hernandez	1977-03-26	—	—	3872 Indian School Rd, Atlanta, GA, 30374	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138268	ENR	Billy E Elliott	1982-05-12	UHC-93838-09	9554615398	6024 Highland Ave, Tampa, FL, 33631	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404735	CLM	Anna Mason	1972-01-02	UHC-45165-10	—	1783 Main St, Austin, TX, 78797	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
TPA-59372	TPA	Diana Lane	1990-09-25	—	—	3391 Indian School Rd, Mesa, AZ, 85265	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
CLM-421139	CLM	Arthur T Parker	1971-03-13	—	—	680 Park Pl, Chandler, AZ	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
PRV-20625	PRV	Bruce Johnston	1957-08-10	UHC-32734-85	2452831145	3273 Harbor Blvd, Dallas, TX	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-25859	PRV	Joe T Williamson	1968-12-09	—	—	6730 Bayshore Dr, Seattle, WA, 98175	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-414833	CLM	Mary Clark	2004-05-11	UHC-63821-24	3718954354	343 Broadway, Los Angeles, CA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
PRV-21199	PRV	Julia Hunt	1965-02-23	—	6739803505	9025 Cedar Ln, Seattle, WA, 98161	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405313	CLM	George Sims	1997-01-02	UHC-90175-74	9832619092	461 Jefferson Ave, Plano, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-133261	ENR	Emily G Gibson	1986-01-08	UHC-40847-14	6957307328	1442 Grand Ave, Mesa, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-117306	ENR	Roy P Smith	1945-01-07	UHC-64287-90	—	5453 Market St, Scottsdale, AZ, 85283	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139396	ENR	Mei B Walsh	1980-04-15	UHC-98864-36	9034069401	6193 Church St, Orlando, FL, 32806	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136997	ENR	Russell Fowler	1968-06-10	UHC-69971-22	7237017922	8038 Elm St # 484, Sacramento, CA, 95898	0.66	Date of birth reformatted Unit split from street State name converted to code Plan code upper-cased+1 more
ENR-121386	ENR	Christina E Carr	1967-05-17	UHC-12488-39	—	805 Mountain View Dr, Austin, TX, 78705	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-138054	ENR	Emily D Nichols	1955-03-08	UHC-42390-85	9622022755	9636 Union St, Scottsdale, AZ, 85257	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-25934	PRV	Wei Walker	1976-05-14	UHC-30724-80	7004052828	9780 River Rd, Dallas, TX, 75270	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415034	CLM	Benjamin Garcia	1939-10-07	UHC-62566-50	—	5928 Market St, Jacksonville, FL, 32254	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-122465	ENR	Kayla D Kelly	1939-10-19	UHC-96340-54	8818797443	1673 Harbor Blvd, Fresno, CA, 93741	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-103247	ENR	Debra Nguyen	1948-10-05	UHC-07786-72	2652205441	2389 Mesa Dr, Austin, TX, 78736	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-102247	ENR	Samantha N Hughes	2003-06-15	UHC-35658-81	—	3646 Meadow Ln, Gilbert, AZ, 85293	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more

9,084 rows, page 132 of 182Previous Next