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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102033	ENR	Priya Kelly	1959-05-22	UHC-02663-92	3886271158	6859 Grand Ave # 370, Tucson, AZ	0.38	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-432345	CLM	Michael Weber	1950-11-17	UHC-80019-73	—	3529 Washington St, Columbus, OH	0.38	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-428911	CLM	Billy Q Lewis	1942-04-19	UHC-32201-16	—	1864 Main St, Eden Prairie, MN, 55369	0.38	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-425630	CLM	Nathan Reynolds	1964-03-05	UHC-87757-33	6906141743	5436 Park Pl, Sacramento, CA, 95827	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116104	ENR	Noah Y Welch	1978-12-12	UHC-89604-28	8893605124	4394 Pine Dr, Denver, CO, 80245	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-61497	TPA	Dorothy Fisher	1990-08-05	—	—	9204 Apache Blvd # 379, Los Angeles, CA	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-52519	TPA	Abigali Welch	1998-11-24	UHC-47178-19	—	1621 Union St, Nashville, TN, 37207	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-53198	TPA	Scott Simmons	1976-01-09	—	8768932158	2254 Lake View Rd, Mesa, AZ, 85226	0.38	Two-digit birth year Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
ENR-126200	ENR	HiroshiJunk	1950-07-07	UHC-42235-41	3443645351	4534 Church St, Gilbert, AZ, 85228	0.38	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104177	ENR	Robert V Ellis	1985-03-20	UHC-85875-44	2686135099	1165 Canyon Rd, Columbus, OH, 43297	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428730	CLM	Joan Weber	1956-02-06	—	8395974612	1837 Sunset Blvd # 641, Atlanta, GA	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-26593	PRV	Deborah Robinson	1946-06-14	UHC-84327-14	3847063063	9488 Jefferson Ave, Columbus, OH	0.38	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-102812	ENR	Gloria R Washington	1983-01-25	—	9639894896	9741 Palm Dr, Seattle, WA, 98178	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25423	PRV	Jon Hughes	—	UHC-60893-02	4759415575	1879 Union St, Fresno, CA, 93779	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-63649	TPA	Gabriel K Ross	1980-11-08	UHC-60294-05	—	2470 Hillcrest Rd, Jacksonville, FL, 32296	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-410929	CLM	Alice Armstrong	—	UHC-01835-54	—	7640 Forest Ave Apt 18, Columbus, OH, 43261	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102171	ENR	Martha Harrison	1980-03-26	UHC-15211-78	—	7138 Lincoln Way, Denver, CO, 80288	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
CLM-404937	CLM	Sara Berry	1946-03-16	—	—	2208 Park Pl, Dallas, TX, 75271	0.38	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-400167	CLM	Charlotte Wheeler	1964-03-13	UHC-02876-57	—	8961 Park Pl # 800, Sacramento, CA, 95844	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407950	CLM	Juan Weaver	1948-10-15	—	—	9101 Harbor Blvd, Houston, TX, 77021	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
CLM-410177	CLM	Henry McDonald	—	—	7007795185	2866 Grand Ave, Orlando, FL	0.38	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-131077	ENR	Raymond Washington	1968-08-17	UHC-78812-89	—	4238 Broadway, Mesa, AZ	0.38	Name split from “Last, First”Date of birth reformatted Address re-cased State name converted to code+3 more
CLM-407535	CLM	Lawrence Anderson	1993-11-13	UHC-05595-06	9215824467	5201 Valley View Dr # 920, Denver, CO	0.38	Name re-cased Two-digit birth year Unit split from street ZIP missing+3 more
CLM-422404	CLM	Mei Nuenz	1994-04-25	UHC-80915-35	—	1620 Jefferson Ave, Glendale, AZ, 85321	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-409548	CLM	Catherine Patterson	1959-07-24	UHC-34815-16	4164536258	7410 Spring St, Scottsdale, AZ	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103993	ENR	Gregory Chavez	1968-05-15	UHC-38992-27	6275208019	7768 Elm St, Columbus, OH, 43258	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29046	PRV	Jose Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52960	TPA	Gloria Stnoe	1965-04-03	—	—	2107 Park Pl, Charlotte, NC, 28202	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-409596	CLM	Albert G Payne	1943-07-04	—	5452684931	1534 Highland Ave Apt 3, Charlotte, NC	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138480	ENR	Roger Henry	1957-05-03	—	7065122546	9587 Harbor Blvd, Eden Prairie, MN	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410904	CLM	Charles Dunn	1993-10-24	UHC-26801-85	—	4956 Meadow Ln, Columbus, OH, 43288	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103507	ENR	Marcus Y Marshall	1992-01-02	UHC-36910-73	—	9121 Baseline Rd Apt 18, Mesa, AZ, 85226	0.38	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-110514	ENR	Joshua R Hayes	1956-04-13	UHC-85275-22	5918584128	3922 Hillcrest Rd, Eden Prairie, MN, 55303	0.38	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60092	TPA	Carol Pierce	—	UHC-80359-24	—	7677 Baseline Rd Apt 33, Fresno, CA, 93773	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-413900	CLM	Judith P Cooper	1987-11-05	UHC-87105-36	—	117 Apache Blvd, Charlotte, NC, 28219	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-23908	PRV	Alice Black	1995-09-01	—	4887427255	8121 Ocean Ave, Los Angeles, CA, 90040	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52279	TPA	Joseph Kennedy	1956-12-21	—	—	2817 Harbor Blvd, Tucson, AZ, 85763	0.38	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-132049	ENR	Ken Reynolds	1948-05-04	UHC-87659-01	6783598088	1528 Jefferson Ave # 136, Gilbert, AZ, 85211	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22217	PRV	Lawrence Maldonado	1994-07-20	—	8132980919	7498 Main St, Glendale, AZ	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420167	CLM	Susan Borwn	1984-06-20	—	—	817 Maple Ave, Jacksonville, FL, 32284	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-28650	PRV	Christopher Davis	1986-04-14	—	—	6306 Jefferson Ave, Atlanta, GA, 30301	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22293	PRV	Luis Carlson	—	UHC-63765-77	—	8906 Meadow Ln, Tempe, AZ	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-54618	TPA	FrankJunk	1983-04-08	—	—	8890 Lincoln Way, Chandler, AZ, 85223	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-406468	CLM	Shirley Collins	1960-07-07	UHC-48765-83	2099989594	2678 Pine Dr # 987, Tucson, AZ, 85790	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103570	ENR	Maria T Nelson	1995-08-18	UHC-81446-60	9748400941	3563 Highland Ave, Atlanta, GA, 30324	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20182	PRV	Kenneth Dunn	1950-03-15	UHC-30577-22	—	345 Harbor Blvd, Atlanta, GA, 30390	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-127683	ENR	Patrick Q Edwards	1992-05-21	UHC-25254-36	2146059401	1167 Cedar Ln # 390, Columbus, OH	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405208	CLM	Charlotte Delgado	1981-08-19	—	9437056172	8620 Baseline Rd # 835, Atlanta, GA, 30317	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121664	ENR	George Valdez	—	UHC-03628-68	5074006772	7536 Pine Dr, Glendale, AZ, 85328	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-55954	TPA	Benjamin Peters	2006-10-23	—	—	8029 Mesa Dr Apt 28, Houston, TX, 77014	0.38	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more

16,828 rows, page 18 of 337Previous Next