Question:
Write a function to find the circumference of a circle.

Your code should pass these tests:
assert math.isclose(circle_circumference(10), 62.830000000000005, rel_tol=0.001)
assert math.isclose(circle_circumference(5), 31.415000000000003, rel_tol=0.001)
assert math.isclose(circle_circumference(4), 25.132, rel_tol=0.001)

Prompt:
Here are examples of Python tasks and correct solutions.

Write a function to find the minimum cost path to reach (m, n) from (0, 0) for the given cost matrix cost[][] and a position (m, n) in cost[][].
Your code should pass these tests:
assert min_cost([[1, 2, 3], [4, 8, 2], [1, 5, 3]], 2, 2) == 8
assert min_cost([[2, 3, 4], [5, 9, 3], [2, 6, 4]], 2, 2) == 12
assert min_cost([[3, 4, 5], [6, 10, 4], [3, 7, 5]], 2, 2) == 16
```python
R = 3
C = 3
def min_cost(cost, m, n):
	tc = [[0 for x in range(C)] for x in range(R)]
	tc[0][0] = cost[0][0]
	for i in range(1, m+1):
		tc[i][0] = tc[i-1][0] + cost[i][0]
	for j in range(1, n+1):
		tc[0][j] = tc[0][j-1] + cost[0][j]
	for i in range(1, m+1):
		for j in range(1, n+1):
			tc[i][j] = min(tc[i-1][j-1], tc[i-1][j], tc[i][j-1]) + cost[i][j]
	return tc[m][n]
```

Write a function to find the similar elements from the given two tuple lists.
Your code should pass these tests:
assert similar_elements((3, 4, 5, 6),(5, 7, 4, 10)) == (4, 5)
assert similar_elements((1, 2, 3, 4),(5, 4, 3, 7)) == (3, 4)
assert similar_elements((11, 12, 14, 13),(17, 15, 14, 13)) == (13, 14)
```python
def similar_elements(test_tup1, test_tup2):
  res = tuple(set(test_tup1) & set(test_tup2))
  return (res)
```

Write a python function to identify non-prime numbers.
Your code should pass these tests:
assert is_not_prime(2) == False
assert is_not_prime(10) == True
assert is_not_prime(35) == True
```python
import math
def is_not_prime(n):
    result = False
    for i in range(2,int(math.sqrt(n)) + 1):
        if n % i == 0:
            result = True
    return result
```

Now complete this task. Reply with only the implementation in a single ```python code block and no prose.

Write a function to find the circumference of a circle.

Your code should pass these tests:
assert math.isclose(circle_circumference(10), 62.830000000000005, rel_tol=0.001)
assert math.isclose(circle_circumference(5), 31.415000000000003, rel_tol=0.001)
assert math.isclose(circle_circumference(4), 25.132, rel_tol=0.001)

Output:
# Reasoning

sandbox: passed=true returncode=0 timed_out=false

# Answer

import math

def circle_circumference(radius):
    return 2 * math.pi * radius


Question:
Write a python function to toggle bits of the number except the first and the last bit. https://www.geeksforgeeks.org/toggle-bits-number-expect-first-last-bits/

Your code should pass these tests:
assert toggle_middle_bits(9) == 15
assert toggle_middle_bits(10) == 12
assert toggle_middle_bits(11) == 13
assert toggle_middle_bits(0b1000001) == 0b1111111
assert toggle_middle_bits(0b1001101) == 0b1110011

Prompt:
Here are examples of Python tasks and correct solutions.

Write a function to find the minimum cost path to reach (m, n) from (0, 0) for the given cost matrix cost[][] and a position (m, n) in cost[][].
Your code should pass these tests:
assert min_cost([[1, 2, 3], [4, 8, 2], [1, 5, 3]], 2, 2) == 8
assert min_cost([[2, 3, 4], [5, 9, 3], [2, 6, 4]], 2, 2) == 12
assert min_cost([[3, 4, 5], [6, 10, 4], [3, 7, 5]], 2, 2) == 16
```python
R = 3
C = 3
def min_cost(cost, m, n):
	tc = [[0 for x in range(C)] for x in range(R)]
	tc[0][0] = cost[0][0]
	for i in range(1, m+1):
		tc[i][0] = tc[i-1][0] + cost[i][0]
	for j in range(1, n+1):
		tc[0][j] = tc[0][j-1] + cost[0][j]
	for i in range(1, m+1):
		for j in range(1, n+1):
			tc[i][j] = min(tc[i-1][j-1], tc[i-1][j], tc[i][j-1]) + cost[i][j]
	return tc[m][n]
```

Write a function to find the similar elements from the given two tuple lists.
Your code should pass these tests:
assert similar_elements((3, 4, 5, 6),(5, 7, 4, 10)) == (4, 5)
assert similar_elements((1, 2, 3, 4),(5, 4, 3, 7)) == (3, 4)
assert similar_elements((11, 12, 14, 13),(17, 15, 14, 13)) == (13, 14)
```python
def similar_elements(test_tup1, test_tup2):
  res = tuple(set(test_tup1) & set(test_tup2))
  return (res)
```

Write a python function to identify non-prime numbers.
Your code should pass these tests:
assert is_not_prime(2) == False
assert is_not_prime(10) == True
assert is_not_prime(35) == True
```python
import math
def is_not_prime(n):
    result = False
    for i in range(2,int(math.sqrt(n)) + 1):
        if n % i == 0:
            result = True
    return result
```

Now complete this task. Reply with only the implementation in a single ```python code block and no prose.

Write a python function to toggle bits of the number except the first and the last bit. https://www.geeksforgeeks.org/toggle-bits-number-expect-first-last-bits/

Your code should pass these tests:
assert toggle_middle_bits(9) == 15
assert toggle_middle_bits(10) == 12
assert toggle_middle_bits(11) == 13
assert toggle_middle_bits(0b1000001) == 0b1111111
assert toggle_middle_bits(0b1001101) == 0b1110011

Output:
# Reasoning

sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
  File "/tmp/tmp_ytx_fst/solution.py", line 41, in <module>
    assertion(toggle_middle_bits(*inp), exp, 0)
  File "/tmp/tmp_ytx_fst/solution.py", line 35, in assertion
    assert out == exp, f"out: {out}, exp: {exp}"
           ^^^^^^^^^^
AssertionError: out: 1, exp: 3

# Answer

def toggle_middle_bits(n):
    if n == 0:
        return 0
    # Find the position of the most significant bit
    msb_pos = n.bit_length() - 1
    # Create a mask with all bits set from 0 to msb_pos
    all_ones = (1 << (msb_pos + 1)) - 1
    # Create a mask with only the first and last bits set
    first_last = (1 << msb_pos) | 1
    # The middle bits mask is all_ones minus first_last
    middle_mask = all_ones ^ first_last
    # Toggle the middle bits
    return n ^ middle_mask


Question:
Write a python function to calculate the product of the unique numbers in a given list.

Your code should pass these tests:
assert unique_product([10, 20, 30, 40, 20, 50, 60, 40]) ==  720000000
assert unique_product([1, 2, 3, 1,]) == 6
assert unique_product([7, 8, 9, 0, 1, 1]) == 0

Prompt:
Here are examples of Python tasks and correct solutions.

Write a function to find the minimum cost path to reach (m, n) from (0, 0) for the given cost matrix cost[][] and a position (m, n) in cost[][].
Your code should pass these tests:
assert min_cost([[1, 2, 3], [4, 8, 2], [1, 5, 3]], 2, 2) == 8
assert min_cost([[2, 3, 4], [5, 9, 3], [2, 6, 4]], 2, 2) == 12
assert min_cost([[3, 4, 5], [6, 10, 4], [3, 7, 5]], 2, 2) == 16
```python
R = 3
C = 3
def min_cost(cost, m, n):
	tc = [[0 for x in range(C)] for x in range(R)]
	tc[0][0] = cost[0][0]
	for i in range(1, m+1):
		tc[i][0] = tc[i-1][0] + cost[i][0]
	for j in range(1, n+1):
		tc[0][j] = tc[0][j-1] + cost[0][j]
	for i in range(1, m+1):
		for j in range(1, n+1):
			tc[i][j] = min(tc[i-1][j-1], tc[i-1][j], tc[i][j-1]) + cost[i][j]
	return tc[m][n]
```

Write a function to find the similar elements from the given two tuple lists.
Your code should pass these tests:
assert similar_elements((3, 4, 5, 6),(5, 7, 4, 10)) == (4, 5)
assert similar_elements((1, 2, 3, 4),(5, 4, 3, 7)) == (3, 4)
assert similar_elements((11, 12, 14, 13),(17, 15, 14, 13)) == (13, 14)
```python
def similar_elements(test_tup1, test_tup2):
  res = tuple(set(test_tup1) & set(test_tup2))
  return (res)
```

Write a python function to identify non-prime numbers.
Your code should pass these tests:
assert is_not_prime(2) == False
assert is_not_prime(10) == True
assert is_not_prime(35) == True
```python
import math
def is_not_prime(n):
    result = False
    for i in range(2,int(math.sqrt(n)) + 1):
        if n % i == 0:
            result = True
    return result
```

Now complete this task. Reply with only the implementation in a single ```python code block and no prose.

Write a python function to calculate the product of the unique numbers in a given list.

Your code should pass these tests:
assert unique_product([10, 20, 30, 40, 20, 50, 60, 40]) ==  720000000
assert unique_product([1, 2, 3, 1,]) == 6
assert unique_product([7, 8, 9, 0, 1, 1]) == 0

Output:
# Reasoning

sandbox: passed=true returncode=0 timed_out=false

# Answer

def unique_product(lst):
    unique_nums = set(lst)
    product = 1
    for num in unique_nums:
        product *= num
    return product


Question:
Given a list of tuples, write a function that returns the first value of the tuple with the smallest second value.

Your code should pass these tests:
assert index_minimum([('Rash', 143), ('Manjeet', 200), ('Varsha', 100)]) == 'Varsha'
assert index_minimum([('Yash', 185), ('Dawood', 125), ('Sanya', 175)]) == 'Dawood'
assert index_minimum([('Sai', 345), ('Salman', 145), ('Ayesha', 96)]) == 'Ayesha'

Prompt:
Here are examples of Python tasks and correct solutions.

Write a function to find the minimum cost path to reach (m, n) from (0, 0) for the given cost matrix cost[][] and a position (m, n) in cost[][].
Your code should pass these tests:
assert min_cost([[1, 2, 3], [4, 8, 2], [1, 5, 3]], 2, 2) == 8
assert min_cost([[2, 3, 4], [5, 9, 3], [2, 6, 4]], 2, 2) == 12
assert min_cost([[3, 4, 5], [6, 10, 4], [3, 7, 5]], 2, 2) == 16
```python
R = 3
C = 3
def min_cost(cost, m, n):
	tc = [[0 for x in range(C)] for x in range(R)]
	tc[0][0] = cost[0][0]
	for i in range(1, m+1):
		tc[i][0] = tc[i-1][0] + cost[i][0]
	for j in range(1, n+1):
		tc[0][j] = tc[0][j-1] + cost[0][j]
	for i in range(1, m+1):
		for j in range(1, n+1):
			tc[i][j] = min(tc[i-1][j-1], tc[i-1][j], tc[i][j-1]) + cost[i][j]
	return tc[m][n]
```

Write a function to find the similar elements from the given two tuple lists.
Your code should pass these tests:
assert similar_elements((3, 4, 5, 6),(5, 7, 4, 10)) == (4, 5)
assert similar_elements((1, 2, 3, 4),(5, 4, 3, 7)) == (3, 4)
assert similar_elements((11, 12, 14, 13),(17, 15, 14, 13)) == (13, 14)
```python
def similar_elements(test_tup1, test_tup2):
  res = tuple(set(test_tup1) & set(test_tup2))
  return (res)
```

Write a python function to identify non-prime numbers.
Your code should pass these tests:
assert is_not_prime(2) == False
assert is_not_prime(10) == True
assert is_not_prime(35) == True
```python
import math
def is_not_prime(n):
    result = False
    for i in range(2,int(math.sqrt(n)) + 1):
        if n % i == 0:
            result = True
    return result
```

Now complete this task. Reply with only the implementation in a single ```python code block and no prose.

Given a list of tuples, write a function that returns the first value of the tuple with the smallest second value.

Your code should pass these tests:
assert index_minimum([('Rash', 143), ('Manjeet', 200), ('Varsha', 100)]) == 'Varsha'
assert index_minimum([('Yash', 185), ('Dawood', 125), ('Sanya', 175)]) == 'Dawood'
assert index_minimum([('Sai', 345), ('Salman', 145), ('Ayesha', 96)]) == 'Ayesha'

Output:
# Reasoning

sandbox: passed=true returncode=0 timed_out=false

# Answer

def index_minimum(tuples_list):
    min_tuple = min(tuples_list, key=lambda x: x[1])
    return min_tuple[0]


Question:
Write a python function takes in an integer n and returns the sum of squares of first n even natural numbers.

Your code should pass these tests:
assert square_Sum(2) == 20
assert square_Sum(3) == 56
assert square_Sum(4) == 120

Prompt:
Here are examples of Python tasks and correct solutions.

Write a function to find the minimum cost path to reach (m, n) from (0, 0) for the given cost matrix cost[][] and a position (m, n) in cost[][].
Your code should pass these tests:
assert min_cost([[1, 2, 3], [4, 8, 2], [1, 5, 3]], 2, 2) == 8
assert min_cost([[2, 3, 4], [5, 9, 3], [2, 6, 4]], 2, 2) == 12
assert min_cost([[3, 4, 5], [6, 10, 4], [3, 7, 5]], 2, 2) == 16
```python
R = 3
C = 3
def min_cost(cost, m, n):
	tc = [[0 for x in range(C)] for x in range(R)]
	tc[0][0] = cost[0][0]
	for i in range(1, m+1):
		tc[i][0] = tc[i-1][0] + cost[i][0]
	for j in range(1, n+1):
		tc[0][j] = tc[0][j-1] + cost[0][j]
	for i in range(1, m+1):
		for j in range(1, n+1):
			tc[i][j] = min(tc[i-1][j-1], tc[i-1][j], tc[i][j-1]) + cost[i][j]
	return tc[m][n]
```

Write a function to find the similar elements from the given two tuple lists.
Your code should pass these tests:
assert similar_elements((3, 4, 5, 6),(5, 7, 4, 10)) == (4, 5)
assert similar_elements((1, 2, 3, 4),(5, 4, 3, 7)) == (3, 4)
assert similar_elements((11, 12, 14, 13),(17, 15, 14, 13)) == (13, 14)
```python
def similar_elements(test_tup1, test_tup2):
  res = tuple(set(test_tup1) & set(test_tup2))
  return (res)
```

Write a python function to identify non-prime numbers.
Your code should pass these tests:
assert is_not_prime(2) == False
assert is_not_prime(10) == True
assert is_not_prime(35) == True
```python
import math
def is_not_prime(n):
    result = False
    for i in range(2,int(math.sqrt(n)) + 1):
        if n % i == 0:
            result = True
    return result
```

Now complete this task. Reply with only the implementation in a single ```python code block and no prose.

Write a python function takes in an integer n and returns the sum of squares of first n even natural numbers.

Your code should pass these tests:
assert square_Sum(2) == 20
assert square_Sum(3) == 56
assert square_Sum(4) == 120

Output:
# Reasoning

sandbox: passed=true returncode=0 timed_out=false

# Answer

def square_Sum(n):
    total = 0
    for i in range(1, n + 1):
        even_num = 2 * i
        total += even_num ** 2
    return total


Question:
Write a python function to find nth bell number.

Your code should pass these tests:
assert bell_Number(2) == 2
assert bell_Number(3) == 5
assert bell_Number(4) == 15

Prompt:
Here are examples of Python tasks and correct solutions.

Write a function to find the minimum cost path to reach (m, n) from (0, 0) for the given cost matrix cost[][] and a position (m, n) in cost[][].
Your code should pass these tests:
assert min_cost([[1, 2, 3], [4, 8, 2], [1, 5, 3]], 2, 2) == 8
assert min_cost([[2, 3, 4], [5, 9, 3], [2, 6, 4]], 2, 2) == 12
assert min_cost([[3, 4, 5], [6, 10, 4], [3, 7, 5]], 2, 2) == 16
```python
R = 3
C = 3
def min_cost(cost, m, n):
	tc = [[0 for x in range(C)] for x in range(R)]
	tc[0][0] = cost[0][0]
	for i in range(1, m+1):
		tc[i][0] = tc[i-1][0] + cost[i][0]
	for j in range(1, n+1):
		tc[0][j] = tc[0][j-1] + cost[0][j]
	for i in range(1, m+1):
		for j in range(1, n+1):
			tc[i][j] = min(tc[i-1][j-1], tc[i-1][j], tc[i][j-1]) + cost[i][j]
	return tc[m][n]
```

Write a function to find the similar elements from the given two tuple lists.
Your code should pass these tests:
assert similar_elements((3, 4, 5, 6),(5, 7, 4, 10)) == (4, 5)
assert similar_elements((1, 2, 3, 4),(5, 4, 3, 7)) == (3, 4)
assert similar_elements((11, 12, 14, 13),(17, 15, 14, 13)) == (13, 14)
```python
def similar_elements(test_tup1, test_tup2):
  res = tuple(set(test_tup1) & set(test_tup2))
  return (res)
```

Write a python function to identify non-prime numbers.
Your code should pass these tests:
assert is_not_prime(2) == False
assert is_not_prime(10) == True
assert is_not_prime(35) == True
```python
import math
def is_not_prime(n):
    result = False
    for i in range(2,int(math.sqrt(n)) + 1):
        if n % i == 0:
            result = True
    return result
```

Now complete this task. Reply with only the implementation in a single ```python code block and no prose.

Write a python function to find nth bell number.

Your code should pass these tests:
assert bell_Number(2) == 2
assert bell_Number(3) == 5
assert bell_Number(4) == 15

Output:
# Reasoning

sandbox: passed=true returncode=0 timed_out=false

# Answer

def bell_Number(n):
    if n == 0:
        return 1
    bell = [[0] * (n + 1) for _ in range(n + 1)]
    bell[0][0] = 1
    for i in range(1, n + 1):
        bell[i][0] = bell[i - 1][i - 1]
        for j in range(1, i + 1):
            bell[i][j] = bell[i - 1][j - 1] + bell[i][j - 1]
    return bell[n][0]


Question:
Write a function to find the lateral surface area of a cylinder.

Your code should pass these tests:
assert math.isclose(lateralsuface_cylinder(10,5), 314.15000000000003, rel_tol=0.001)
assert math.isclose(lateralsuface_cylinder(4,5), 125.66000000000001, rel_tol=0.001)
assert math.isclose(lateralsuface_cylinder(4,10), 251.32000000000002, rel_tol=0.001)

Prompt:
Here are examples of Python tasks and correct solutions.

Write a function to find the minimum cost path to reach (m, n) from (0, 0) for the given cost matrix cost[][] and a position (m, n) in cost[][].
Your code should pass these tests:
assert min_cost([[1, 2, 3], [4, 8, 2], [1, 5, 3]], 2, 2) == 8
assert min_cost([[2, 3, 4], [5, 9, 3], [2, 6, 4]], 2, 2) == 12
assert min_cost([[3, 4, 5], [6, 10, 4], [3, 7, 5]], 2, 2) == 16
```python
R = 3
C = 3
def min_cost(cost, m, n):
	tc = [[0 for x in range(C)] for x in range(R)]
	tc[0][0] = cost[0][0]
	for i in range(1, m+1):
		tc[i][0] = tc[i-1][0] + cost[i][0]
	for j in range(1, n+1):
		tc[0][j] = tc[0][j-1] + cost[0][j]
	for i in range(1, m+1):
		for j in range(1, n+1):
			tc[i][j] = min(tc[i-1][j-1], tc[i-1][j], tc[i][j-1]) + cost[i][j]
	return tc[m][n]
```

Write a function to find the similar elements from the given two tuple lists.
Your code should pass these tests:
assert similar_elements((3, 4, 5, 6),(5, 7, 4, 10)) == (4, 5)
assert similar_elements((1, 2, 3, 4),(5, 4, 3, 7)) == (3, 4)
assert similar_elements((11, 12, 14, 13),(17, 15, 14, 13)) == (13, 14)
```python
def similar_elements(test_tup1, test_tup2):
  res = tuple(set(test_tup1) & set(test_tup2))
  return (res)
```

Write a python function to identify non-prime numbers.
Your code should pass these tests:
assert is_not_prime(2) == False
assert is_not_prime(10) == True
assert is_not_prime(35) == True
```python
import math
def is_not_prime(n):
    result = False
    for i in range(2,int(math.sqrt(n)) + 1):
        if n % i == 0:
            result = True
    return result
```

Now complete this task. Reply with only the implementation in a single ```python code block and no prose.

Write a function to find the lateral surface area of a cylinder.

Your code should pass these tests:
assert math.isclose(lateralsuface_cylinder(10,5), 314.15000000000003, rel_tol=0.001)
assert math.isclose(lateralsuface_cylinder(4,5), 125.66000000000001, rel_tol=0.001)
assert math.isclose(lateralsuface_cylinder(4,10), 251.32000000000002, rel_tol=0.001)

Output:
# Reasoning

sandbox: passed=true returncode=0 timed_out=false

# Answer

import math

def lateralsuface_cylinder(r, h):
    return 2 * math.pi * r * h


Question:
Write a function to multiply two integers.

Your code should pass these tests:
assert multiply_int(10,20)==200
assert multiply_int(5,10)==50
assert multiply_int(4,8)==32

Prompt:
Here are examples of Python tasks and correct solutions.

Write a function to find the minimum cost path to reach (m, n) from (0, 0) for the given cost matrix cost[][] and a position (m, n) in cost[][].
Your code should pass these tests:
assert min_cost([[1, 2, 3], [4, 8, 2], [1, 5, 3]], 2, 2) == 8
assert min_cost([[2, 3, 4], [5, 9, 3], [2, 6, 4]], 2, 2) == 12
assert min_cost([[3, 4, 5], [6, 10, 4], [3, 7, 5]], 2, 2) == 16
```python
R = 3
C = 3
def min_cost(cost, m, n):
	tc = [[0 for x in range(C)] for x in range(R)]
	tc[0][0] = cost[0][0]
	for i in range(1, m+1):
		tc[i][0] = tc[i-1][0] + cost[i][0]
	for j in range(1, n+1):
		tc[0][j] = tc[0][j-1] + cost[0][j]
	for i in range(1, m+1):
		for j in range(1, n+1):
			tc[i][j] = min(tc[i-1][j-1], tc[i-1][j], tc[i][j-1]) + cost[i][j]
	return tc[m][n]
```

Write a function to find the similar elements from the given two tuple lists.
Your code should pass these tests:
assert similar_elements((3, 4, 5, 6),(5, 7, 4, 10)) == (4, 5)
assert similar_elements((1, 2, 3, 4),(5, 4, 3, 7)) == (3, 4)
assert similar_elements((11, 12, 14, 13),(17, 15, 14, 13)) == (13, 14)
```python
def similar_elements(test_tup1, test_tup2):
  res = tuple(set(test_tup1) & set(test_tup2))
  return (res)
```

Write a python function to identify non-prime numbers.
Your code should pass these tests:
assert is_not_prime(2) == False
assert is_not_prime(10) == True
assert is_not_prime(35) == True
```python
import math
def is_not_prime(n):
    result = False
    for i in range(2,int(math.sqrt(n)) + 1):
        if n % i == 0:
            result = True
    return result
```

Now complete this task. Reply with only the implementation in a single ```python code block and no prose.

Write a function to multiply two integers.

Your code should pass these tests:
assert multiply_int(10,20)==200
assert multiply_int(5,10)==50
assert multiply_int(4,8)==32

Output:
# Reasoning

sandbox: passed=true returncode=0 timed_out=false

# Answer

def multiply_int(a, b):
    return a * b


Question:
Write a function to subtract two lists element-wise.

Your code should pass these tests:
assert sub_list([1, 2, 3],[4,5,6])==[-3,-3,-3]
assert sub_list([1,2],[3,4])==[-2,-2]
assert sub_list([90,120],[50,70])==[40,50]

Prompt:
Here are examples of Python tasks and correct solutions.

Write a function to find the minimum cost path to reach (m, n) from (0, 0) for the given cost matrix cost[][] and a position (m, n) in cost[][].
Your code should pass these tests:
assert min_cost([[1, 2, 3], [4, 8, 2], [1, 5, 3]], 2, 2) == 8
assert min_cost([[2, 3, 4], [5, 9, 3], [2, 6, 4]], 2, 2) == 12
assert min_cost([[3, 4, 5], [6, 10, 4], [3, 7, 5]], 2, 2) == 16
```python
R = 3
C = 3
def min_cost(cost, m, n):
	tc = [[0 for x in range(C)] for x in range(R)]
	tc[0][0] = cost[0][0]
	for i in range(1, m+1):
		tc[i][0] = tc[i-1][0] + cost[i][0]
	for j in range(1, n+1):
		tc[0][j] = tc[0][j-1] + cost[0][j]
	for i in range(1, m+1):
		for j in range(1, n+1):
			tc[i][j] = min(tc[i-1][j-1], tc[i-1][j], tc[i][j-1]) + cost[i][j]
	return tc[m][n]
```

Write a function to find the similar elements from the given two tuple lists.
Your code should pass these tests:
assert similar_elements((3, 4, 5, 6),(5, 7, 4, 10)) == (4, 5)
assert similar_elements((1, 2, 3, 4),(5, 4, 3, 7)) == (3, 4)
assert similar_elements((11, 12, 14, 13),(17, 15, 14, 13)) == (13, 14)
```python
def similar_elements(test_tup1, test_tup2):
  res = tuple(set(test_tup1) & set(test_tup2))
  return (res)
```

Write a python function to identify non-prime numbers.
Your code should pass these tests:
assert is_not_prime(2) == False
assert is_not_prime(10) == True
assert is_not_prime(35) == True
```python
import math
def is_not_prime(n):
    result = False
    for i in range(2,int(math.sqrt(n)) + 1):
        if n % i == 0:
            result = True
    return result
```

Now complete this task. Reply with only the implementation in a single ```python code block and no prose.

Write a function to subtract two lists element-wise.

Your code should pass these tests:
assert sub_list([1, 2, 3],[4,5,6])==[-3,-3,-3]
assert sub_list([1,2],[3,4])==[-2,-2]
assert sub_list([90,120],[50,70])==[40,50]

Output:
# Reasoning

sandbox: passed=true returncode=0 timed_out=false

# Answer

def sub_list(list1, list2):
    return [a - b for a, b in zip(list1, list2)]


Question:
Write a function to calculate the maximum aggregate from the list of tuples.

Your code should pass these tests:
assert max_aggregate([('Juan Whelan',90),('Sabah Colley',88),('Peter Nichols',7),('Juan Whelan',122),('Sabah Colley',84)])==('Juan Whelan', 212)
assert max_aggregate([('Juan Whelan',50),('Sabah Colley',48),('Peter Nichols',37),('Juan Whelan',22),('Sabah Colley',14)])==('Juan Whelan', 72)
assert max_aggregate([('Juan Whelan',10),('Sabah Colley',20),('Peter Nichols',30),('Juan Whelan',40),('Sabah Colley',50)])==('Sabah Colley', 70)

Prompt:
Here are examples of Python tasks and correct solutions.

Write a function to find the minimum cost path to reach (m, n) from (0, 0) for the given cost matrix cost[][] and a position (m, n) in cost[][].
Your code should pass these tests:
assert min_cost([[1, 2, 3], [4, 8, 2], [1, 5, 3]], 2, 2) == 8
assert min_cost([[2, 3, 4], [5, 9, 3], [2, 6, 4]], 2, 2) == 12
assert min_cost([[3, 4, 5], [6, 10, 4], [3, 7, 5]], 2, 2) == 16
```python
R = 3
C = 3
def min_cost(cost, m, n):
	tc = [[0 for x in range(C)] for x in range(R)]
	tc[0][0] = cost[0][0]
	for i in range(1, m+1):
		tc[i][0] = tc[i-1][0] + cost[i][0]
	for j in range(1, n+1):
		tc[0][j] = tc[0][j-1] + cost[0][j]
	for i in range(1, m+1):
		for j in range(1, n+1):
			tc[i][j] = min(tc[i-1][j-1], tc[i-1][j], tc[i][j-1]) + cost[i][j]
	return tc[m][n]
```

Write a function to find the similar elements from the given two tuple lists.
Your code should pass these tests:
assert similar_elements((3, 4, 5, 6),(5, 7, 4, 10)) == (4, 5)
assert similar_elements((1, 2, 3, 4),(5, 4, 3, 7)) == (3, 4)
assert similar_elements((11, 12, 14, 13),(17, 15, 14, 13)) == (13, 14)
```python
def similar_elements(test_tup1, test_tup2):
  res = tuple(set(test_tup1) & set(test_tup2))
  return (res)
```

Write a python function to identify non-prime numbers.
Your code should pass these tests:
assert is_not_prime(2) == False
assert is_not_prime(10) == True
assert is_not_prime(35) == True
```python
import math
def is_not_prime(n):
    result = False
    for i in range(2,int(math.sqrt(n)) + 1):
        if n % i == 0:
            result = True
    return result
```

Now complete this task. Reply with only the implementation in a single ```python code block and no prose.

Write a function to calculate the maximum aggregate from the list of tuples.

Your code should pass these tests:
assert max_aggregate([('Juan Whelan',90),('Sabah Colley',88),('Peter Nichols',7),('Juan Whelan',122),('Sabah Colley',84)])==('Juan Whelan', 212)
assert max_aggregate([('Juan Whelan',50),('Sabah Colley',48),('Peter Nichols',37),('Juan Whelan',22),('Sabah Colley',14)])==('Juan Whelan', 72)
assert max_aggregate([('Juan Whelan',10),('Sabah Colley',20),('Peter Nichols',30),('Juan Whelan',40),('Sabah Colley',50)])==('Sabah Colley', 70)

Output:
# Reasoning

sandbox: passed=true returncode=0 timed_out=false

# Answer

def max_aggregate(tuples_list):
    aggregate = {}
    for name, value in tuples_list:
        if name in aggregate:
            aggregate[name] += value
        else:
            aggregate[name] = value
    max_name = max(aggregate, key=aggregate.get)
    return (max_name, aggregate[max_name])


Question:
Write a function to find the minimum product from the pairs of tuples within a given list.

Your code should pass these tests:
assert min_product_tuple([(2, 7), (2, 6), (1, 8), (4, 9)] )==8
assert min_product_tuple([(10,20), (15,2), (5,10)] )==30
assert min_product_tuple([(11,44), (10,15), (20,5), (12, 9)] )==100

Prompt:
Here are examples of Python tasks and correct solutions.

Write a function to find the minimum cost path to reach (m, n) from (0, 0) for the given cost matrix cost[][] and a position (m, n) in cost[][].
Your code should pass these tests:
assert min_cost([[1, 2, 3], [4, 8, 2], [1, 5, 3]], 2, 2) == 8
assert min_cost([[2, 3, 4], [5, 9, 3], [2, 6, 4]], 2, 2) == 12
assert min_cost([[3, 4, 5], [6, 10, 4], [3, 7, 5]], 2, 2) == 16
```python
R = 3
C = 3
def min_cost(cost, m, n):
	tc = [[0 for x in range(C)] for x in range(R)]
	tc[0][0] = cost[0][0]
	for i in range(1, m+1):
		tc[i][0] = tc[i-1][0] + cost[i][0]
	for j in range(1, n+1):
		tc[0][j] = tc[0][j-1] + cost[0][j]
	for i in range(1, m+1):
		for j in range(1, n+1):
			tc[i][j] = min(tc[i-1][j-1], tc[i-1][j], tc[i][j-1]) + cost[i][j]
	return tc[m][n]
```

Write a function to find the similar elements from the given two tuple lists.
Your code should pass these tests:
assert similar_elements((3, 4, 5, 6),(5, 7, 4, 10)) == (4, 5)
assert similar_elements((1, 2, 3, 4),(5, 4, 3, 7)) == (3, 4)
assert similar_elements((11, 12, 14, 13),(17, 15, 14, 13)) == (13, 14)
```python
def similar_elements(test_tup1, test_tup2):
  res = tuple(set(test_tup1) & set(test_tup2))
  return (res)
```

Write a python function to identify non-prime numbers.
Your code should pass these tests:
assert is_not_prime(2) == False
assert is_not_prime(10) == True
assert is_not_prime(35) == True
```python
import math
def is_not_prime(n):
    result = False
    for i in range(2,int(math.sqrt(n)) + 1):
        if n % i == 0:
            result = True
    return result
```

Now complete this task. Reply with only the implementation in a single ```python code block and no prose.

Write a function to find the minimum product from the pairs of tuples within a given list.

Your code should pass these tests:
assert min_product_tuple([(2, 7), (2, 6), (1, 8), (4, 9)] )==8
assert min_product_tuple([(10,20), (15,2), (5,10)] )==30
assert min_product_tuple([(11,44), (10,15), (20,5), (12, 9)] )==100

Output:
# Reasoning

sandbox: passed=true returncode=0 timed_out=false

# Answer

def min_product_tuple(tuples_list):
    min_prod = float('inf')
    for t in tuples_list:
        prod = t[0] * t[1]
        if prod < min_prod:
            min_prod = prod
    return min_prod