Magnetic separation of different types of magnetic ores
Designing my own house
Wrench modeling by own thought
As usal wrench
Synthesis of CS+ASA crosslinked soft tissue adhesive using a dual mix syringe glue applicator with a common needle
Adhesion mechanism of the synthesized STA onto the wound closure model
Synthesis of cobalt zinc ferrite(CZF) nanocomposite
Proposed photodegradation mechanism of photocatalyst
Synthesis route of aldehyde sodium alginate (ASA)
Mechanism of Schiff base (imine) formation
Proposed mechanism of synthesis of CQDs coated with CZF nanophotocatalyst
FTIR spectra of Aldehyde Sodium Alginate and Sodium Alginate
FTIR spectra of Chitosan/Aldehyde Sodium Alginate
CQDs and AP content in CZF nano photocatalyst for dye degradation
import pandas as pd
# Load the Excel file into a DataFrame
# Replace 'dye_degradation_data.xlsx' with the path to your Excel file
data = pd.read_excel('dye_degradation_data.xlsx', sheet_name='Dye_Degradation')
# Display the first few rows to ensure it's loaded correctly
print(data.head())
# Check the structure and types of the data
print(data.info())
# Summary statistics of the data
print(data.describe())
# Example: Basic regression analysis
# Importing statsmodels for regression analysis
import statsmodels.api as sm
# Define the independent variables (X) and dependent variable (Y)
X = data[['Time (min)', 'pH', 'Initial Concentration (ppm)', 'Temperature (°C)']]
Y = data['Removal Efficiency (%)']
# Add a constant to the independent variables matrix (intercept)
X = sm.add_constant(X)
# Fit the regression model
model = sm.OLS(Y, X).fit()
# Output the regression results
print(model.summary())
# Example: Making predictions with the model (optional)
# You can create a new data point to predict removal efficiency
new_data = pd.DataFrame({
'const': [1], # Intercept term
'Time (min)': [45],
'pH': [9],
'Initial Concentration (ppm)': [60],
'Temperature (°C)': [28]
})
# Predict removal efficiency for the new data point
predicted_efficiency = model.predict(new_data)
print("Predicted Removal Efficiency:", predicted_efficiency)
class Student:
def __init__(self, name, score):
self.name = name
self.score = score
self.passed = False
def calculate_result(self, passing_threshold=60):
if self.score >= passing_threshold:
self.passed = True
def get_student_data():
name = input("Enter student name: ")
score = float(input("Enter student score: "))
return name, score
def main():
num_students = int(input("Enter the number of students: "))
students = []
for _ in range(num_students):
name, score = get_student_data()
student = Student(name, score)
students.append(student)
total_score = 0
for student in students:
total_score += student.score
average_score = total_score / num_students
print(f"\nAverage score: {average_score:.2f}\n")
passing_threshold = 60
print("Results:")
for student in students:
student.calculate_result(passing_threshold)
result = "Passed" if student.passed else "Failed"
print(f"{student.name}: {result}")
if __name__ == "__main__":
main()
#Bank system
import time
balance = 500
restart = 0
chances = 3
pin = 1234
print("Welcome to bank")
dial=input("Dial: ")
if dial == "*420#":
while restart not in ("n","N"):
print("1.Information")
print("3.Cash Out")
print("4.Cash In")print("2.Balance")
print("5.Logout")
option=int(input("Enter Your Option: "))
if option==1:
print("Name: Md Dipu Malitha\nID:70748463836\n")
restart=int(input("Would you want come back?\nPress 0 "))
if restart in ("n",'No'):
print("Thank You")
break
elif option==2:
password=int(input("Enter your pin Number: "))
if pin == password:
print (f"Your current account Balance is {balance} tk.")
restart = int(input("Would you want come back?\nPress 0 "))
if restart in ("n", 'No'):
print("Thank You")
break
elif option==3:
send_number = int(input("Enter account Number: "))
cash_out=int(input("Amount: "))
password = int(input("Enter your pin Number: "))
if password==pin:
if cash_out>balance:
print("Insufficient balance")
else:
balance=balance-cash_out
print("You have Cashed out ",cash_out)
print(f"Cash out Tk {cash_out} to {send_number} successful. Your Remaining Balance is {balance} TK.Your tran time : {time.time()}" )
restart = int(input("Would you want come back?\nPress 0 "))
if restart in ("n", 'No'):
print("Thank You")
break
elif option==4:
cash_in=int(input("Cash in Amonut: "))
balance=balance+cash_in
print("Your Current banlance is ",balance)
restart = int(input("Would you want come back?\nPress 0 "))
if restart in ("n", 'No'):
print("Thank You")
break
elif option == 5:
print("Thank You")
break
else:
print("Invaild Number")
#Area of triangle & rectangle
class shape():
def __init__(self,base,height):
self.base=base
self.height=height
class triangle(shape):
def area(self):
area= 0.5*self.base*self.height
print("Area is : ", area)
class rectangle(shape):
def area(self):
area= self.base*self.height
print("Area is : ", area)
class square(shape):
def area(self):
area=self.base*self.height
print("area is : ", area)
s=square(10,10)
s.area()