rate signup_date industry amount state phone is_active city

52 rows × 8 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

industry

Explanation: Trimmed surrounding/doubled spaces.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.


company country department city rate signup_date name notes2

36 rows × 8 columns. 7 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

company

Explanation: Trimmed leading/trailing and doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 22 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.


status industry company city email job_title

18 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.


department company status country signup_date amount city industry notes2

28 rows × 9 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.

Explanation: Value -100 is implausible for 'amount'; flagged for human review, not auto-changed.


rate currency name email industry unit phone signup_date extra

55 rows × 9 columns. 8 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

currency

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 29 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 21 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.


25 rows × 4 columns. 4 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

phone

Explanation: Standardized phone formatting.


31 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

company

Explanation: Trimmed leading/trailing and doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.


currency amount city country job_title company state phone

30 rows × 8 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

currency

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 20 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

Explanation: Value 0 is implausible for 'amount'; flagged for human review, not auto-changed.


signup_date city name phone country notes2

14 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 4 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

country

Explanation: Trimmed surrounding/doubled spaces.


unit email status state city amount is_active country extra

55 rows × 9 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

unit

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 29 variant spelling(s) into canonical labels.


status job_title amount email state currency phone city

26 rows × 8 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

state

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.


13 rows × 3 columns. 3 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.


industry department job_title amount phone state email rate extra

32 rows × 9 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 21 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

phone

Explanation: Standardized phone formatting.

state

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

rate

Explanation: Parsed percent text to a fraction.


department phone email state is_active status

33 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

department

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

email

Explanation: Lowercased and trimmed email addresses.

state

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.


currency amount industry phone department city extra

23 rows × 7 columns. 6 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

currency

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

department

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.


currency state phone country unit amount city

27 rows × 7 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

country

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.

Explanation: Value 0 is implausible for 'amount'; flagged for human review, not auto-changed.


17 rows × 5 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

state

Explanation: Trimmed surrounding/doubled spaces.

company

Explanation: Trimmed leading/trailing and doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.


27 rows × 5 columns. 4 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.


country company currency phone city notes2

19 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

city

Explanation: Trimmed surrounding/doubled spaces.


22 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

status

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

rate

Explanation: Parsed percent text to a fraction.


15 rows × 3 columns. 3 column(s) need cleanup, 0 table-level fix(es).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.


43 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

status

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.

city

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.


21 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

department

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


10 rows × 6 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

phone

Explanation: Standardized phone formatting.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 3 variant spelling(s) into canonical labels.


11 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

department

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.


state signup_date status currency is_active phone name unit col_x

Explanation: Dropped column(s) with no data.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

status

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

unit

Explanation: Trimmed surrounding/doubled spaces.


department unit job_title city phone state notes2

15 rows × 7 columns. 6 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

state

Explanation: Trimmed surrounding/doubled spaces.


is_active rate department currency industry col_x

19 rows × 6 columns. 5 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

department

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.


name is_active industry status company department extra

49 rows × 7 columns. 6 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 25 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.


city phone rate email currency unit notes2

16 rows × 7 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

city

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

rate

Explanation: Parsed percent text to a fraction.

email

Explanation: Lowercased and trimmed email addresses.

currency

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.


16 rows × 3 columns. 3 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

department

Explanation: Trimmed surrounding/doubled spaces.


amount unit industry currency is_active status job_title state col_x

30 rows × 9 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

unit

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 19 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.


company status department unit currency signup_date

32 rows × 6 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

company

Explanation: Trimmed leading/trailing and doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.


city currency country job_title name status unnamed

26 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.


department phone email currency is_active job_title

31 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

email

Explanation: Lowercased and trimmed email addresses.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.


25 rows × 4 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.


department company industry country col_x

19 rows × 5 columns. 4 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

department

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.


13 rows × 3 columns. 3 column(s) need cleanup, 0 table-level fix(es).

phone

Explanation: Standardized phone formatting.


is_active currency status email city rate industry state extra

45 rows × 9 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

currency

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 23 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.


amount phone unit is_active job_title name

27 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

phone

Explanation: Standardized phone formatting.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.


16 rows × 3 columns. 3 column(s) need cleanup, 0 table-level fix(es).

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.


job_title unit name state signup_date status

16 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 4 variant spelling(s) into canonical labels.


61 rows × 6 columns. 5 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 31 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

phone

Explanation: Standardized phone formatting.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 21 variant spelling(s) into canonical labels.


country industry is_active status company email phone department

37 rows × 8 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 20 variant spelling(s) into canonical labels.

industry

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

company

Explanation: Trimmed leading/trailing and doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

phone

Explanation: Standardized phone formatting.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 22 variant spelling(s) into canonical labels.


department signup_date city phone email extra

46 rows × 6 columns. 5 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

email

Explanation: Lowercased and trimmed email addresses.


39 rows × 6 columns. 6 column(s) need cleanup, 0 table-level fix(es).

state

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

status

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.


name rate amount department email company status signup_date col_x

54 rows × 9 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 27 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 24 variant spelling(s) into canonical labels.


department rate job_title currency name col_x

49 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 29 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 25 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.


12 rows × 5 columns. 5 column(s) need cleanup, 0 table-level fix(es).

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.


Explanation: Removed 1 exact duplicate row(s).

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.


job_title department state currency city phone is_active name notes2

42 rows × 9 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

name

Explanation: Trimmed leading/trailing and doubled spaces.


amount status name department industry rate company city

38 rows × 8 columns. 8 column(s) need cleanup, 0 table-level fix(es).

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 20 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.


20 rows × 4 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

industry

Explanation: Trimmed surrounding/doubled spaces.


20 rows × 5 columns. 4 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.


47 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.


industry city department is_active signup_date extra

18 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

industry

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.


email department amount rate status name notes2

27 rows × 7 columns. 6 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

email

Explanation: Lowercased and trimmed email addresses.

department

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.

status

Explanation: Trimmed surrounding/doubled spaces.


industry phone name job_title unit city amount status unnamed

44 rows × 9 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 23 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

status

Explanation: Trimmed surrounding/doubled spaces.


19 rows × 4 columns. 4 column(s) need cleanup, 0 table-level fix(es).

email

Explanation: Lowercased and trimmed email addresses.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.


job_title email is_active phone rate city extra

14 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

phone

Explanation: Standardized phone formatting.

rate

Explanation: Parsed percent text to a fraction.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.


signup_date city phone is_active amount email

33 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Value -100 is implausible for 'amount'; flagged for human review, not auto-changed.


unit is_active name country amount notes2

13 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

unit

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

Explanation: Value 9999999 is implausible for 'amount'; flagged for human review, not auto-changed.


19 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

currency

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

name

Explanation: Trimmed leading/trailing and doubled spaces.


11 rows × 5 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

state

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.


unit state rate country status department

15 rows × 6 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.


26 rows × 3 columns. 3 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.


25 rows × 5 columns. 5 column(s) need cleanup, 0 table-level fix(es).

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.


21 rows × 5 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

unit

Explanation: Trimmed surrounding/doubled spaces.


20 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.


17 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

status

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.


23 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

status

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.


department phone status company currency email rate

42 rows × 7 columns. 7 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 21 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

rate

Explanation: Parsed percent text to a fraction.


currency email is_active department job_title amount status

36 rows × 7 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

currency

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 20 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.


15 rows × 3 columns. 3 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.


13 rows × 5 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


18 rows × 4 columns. 4 column(s) need cleanup, 0 table-level fix(es).

phone

Explanation: Standardized phone formatting.

status

Explanation: Trimmed surrounding/doubled spaces.

company

Explanation: Trimmed leading/trailing and doubled spaces.


company amount signup_date state city department

16 rows × 6 columns. 6 column(s) need cleanup, 0 table-level fix(es).

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

state

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.


state currency unit email country status notes2

16 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

country

Explanation: Trimmed surrounding/doubled spaces.


21 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.


currency email status name rate job_title extra

21 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

currency

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

Explanation: Trimmed surrounding/doubled spaces.


job_title city company currency rate signup_date unnamed

58 rows × 7 columns. 6 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 23 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.


12 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 4 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.


currency phone industry signup_date email col_x

26 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

currency

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

industry

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.


15 rows × 5 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.


south georgia and the south sandwich islands

South Georgia And The South Sanwdich Islands

South Georgia and the South Sandwich Islands

South Georgia And The South Sandwich Islands

amount city department email country signup_date unit is_active notes2

27 rows × 9 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.


company amount is_active job_title state city

20 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.

Explanation: Value -100 is implausible for 'amount'; flagged for human review, not auto-changed.


unit currency amount department is_active phone extra

14 rows × 7 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

unit

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.


Explanation: Dropped column(s) with no data.

email

Explanation: Lowercased and trimmed email addresses.

country

Explanation: Trimmed surrounding/doubled spaces.


57 rows × 7 columns. 6 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 19 variant spelling(s) into canonical labels.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

unit

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.


amount is_active currency country unit col_x

20 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

currency

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.


11 rows × 5 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Trimmed surrounding/doubled spaces.

name

Explanation: Trimmed leading/trailing and doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.


14 rows × 3 columns. 3 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


13 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

email

Explanation: Lowercased and trimmed email addresses.

rate

Explanation: Parsed percent text to a fraction.

status

Explanation: Unified 9 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.


is_active unit rate name currency email notes2

15 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

currency

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.


email status industry department is_active

14 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

Explanation: Lowercased and trimmed email addresses.

status

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.


state unit email phone company currency notes2

24 rows × 7 columns. 6 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.

unit

Explanation: Unified 11 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

phone

Explanation: Standardized phone formatting.

currency

Explanation: Trimmed surrounding/doubled spaces.


25 rows × 5 columns. 4 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

unit

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.


19 rows × 5 columns. 4 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

email

Explanation: Lowercased and trimmed email addresses.


company rate name unit country currency unnamed

14 rows × 7 columns. 6 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

unit

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.


amount company name country city status currency

59 rows × 7 columns. 7 column(s) need cleanup, 0 table-level fix(es).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 23 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.


26 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

email

Explanation: Lowercased and trimmed email addresses.

unit

Explanation: Trimmed surrounding/doubled spaces.


15 rows × 3 columns. 3 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

status

Explanation: Trimmed surrounding/doubled spaces.


14 rows × 4 columns. 4 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

country

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


13 rows × 3 columns. 3 column(s) need cleanup, 0 table-level fix(es).

Explanation: Parsed percent text to a fraction.

status

Explanation: Trimmed surrounding/doubled spaces.