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Answer to Question #350992 in Python for gaurav

Write a Python program to demonstrate Polymorphism.

1. Class  Vehicle  with a parameterized function  Fare,  that takes input value as fare and

returns it to calling Objects.

2. Create five separate variables  Bus, Car, Train, Truck and Ship  that call the  Fare

3. Use a third variable  TotalFare  to store the sum of fare for each Vehicle Type. 4. Print the  TotalFare.

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Truck haulage simulation animation in Python

• Linnart Felkl

In this article I will share a discrete-event simulation animation example in Python. More specifically a truck haul transport simulation animation for a mine, using SimPy and DesViz in Python. This example, and the DesViz module, was developed by Prof. Paul Corry and his team and I am resharing his example in this post. Using DesViz SimPy model developers can animate their simulation model .

Below is an animation of a SimPy truck haul simulation model for mining operations.

The example is documented and available in Paul Corry’s GitHub repository: https://github.com/corryp/DesViz

How can DesViz be used for simulation animation in Python?

Citing directly from the DesViz documentation:

DesViz is a collection of Python classes and functions facilitating asynchronous animation for discrete event simulation ( DES ) models. It is built on top of the Pyglet package which provides the underlying graphics functionality. DesViz allows a DES model to write a csv file which is later interpreted by DesViz to configure and move sprites representing background and foreground objects in the simulation. Each line of the csv file gives the simulation time, an animation instruction and set of arguments relating to that instruction. These instructions provide a compact method to specify sprite appearance and movements in ways that are useful in a DES context. DesViz documentation, by Paul Corry

SimPy developers can use DesViz to animate their simulation model , in a two-step approach. First, they must use the DesViz library to generate and store animation data. Next, the animation is used for rendering an animation.

Here are some examples of what you can animate with DesViz:

• movements from pixel point to pixel point or along predefined paths, with automatic object orientations
• adjusting object orientations, i.e. animate object rotations
• define master-slave relationships between objects for animation purposes, e.g. truck (master) and trailer (slave)
• progress bars, either static or attached to another object (i.e. moving together with the associated object)
• labeling, annotation, and background images
• defined animation speed (frame interval, i.e. fps – frames per second)

Under the hood, DesViz populates a database (csv-file) with defined animation instructions. These instructions must be implemented into the simulation application itself. The underlying database is populated during simulation execution and is then used for rendering the animation itself. For this, DesViz provides are range of classes, methods, and functions.

Related content

If you are interested in learning more about discrete-event simulation and related model implementation in Python you might be interested in the following blog posts:

• Link: Discrete-event simulation software list
• Link : Simulation methods for SCM analysts
• Link: Discrete-event simulation procedure model
• Link : Job shop SimPy Python simulation
• Link : Visualizing stats with salabim (DES, Python)

If you are interested in learning more about simulation and its use cases in mining industry you may be interested in the following articles:

• Link: Open-cast mine simulation for better planning
• Link : Simulation and its use-cases in mining industry
• Link : Tackling blending problems in mining industry
• Link : Solving the iron ore blending problem
• Link : Analytics in the steel production value chain

Data scientist focusing on simulation, optimization and modeling in R, SQL, VBA and Python

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Creating a Four-step Transportation Model in Python

A four-step transportation model predicts the traffic load on a network given data about a region. These models are used to evaluate the impacts of land-use and transportation projects. In this example, we will create a model representing California as if it acted as a city. To get started, first we will import the necessary libraries. All of these can be installed from pip.

Step 0 Gather Data

First we need some data about the study area. Supply data is the transportation network including roads, public transportation schedules, etc. To keep things simple, we are going to assume the transport network is a line connecting the centroid of each zone to the centroid of each other zone.

Supply Data

At this point we can plot our zones and see how they look:

Demand Data

Demand dats is the users of the transportation network. For passenger models, demand data is typically census data including residential locations, work locations, school location, etc. For freight models, demand data could be tons of freight, number of bananas, etc. In this case we will study workers' home locations (from the 2015 American Community Survey (ACS) 5-Year Data) and employees' locations (from the Bureau of Labor Statistics (BLS)). (The BLS API seems to be quite slow...)

The second to last line makes sure the sums of Production and Attraction are equal. Iterative Proportional Fitting in Trip Distribution will fail if they are not. We assume people with multiple jobs are spread thoughout the study area. Now let's take a look at where our commuters live and work:

We can easily see that Alameda and Alpine Counties see an influx of commuters during the day and Butte and Calaveras Counties are the opposite.

Step 1 Trip Generation

Trip Generation is where we compute the numbers for Production and Attraction. We completed this above.

Step 2 Trip Distribution

In Trip Distribution we use a Gravity Model to calculate a cost matrix representing the cost of travel between each pair of zones. First, we create a simple cost function. Then we use that function to calculate our cost matrix by interating through all possible zone pairs. Then we can use our cost matrix to distribute our trips across our study area. Changing the beta parameter adjusts the Friction of Distance . Beta will vary based on the units of distance. We use a Haversine Function to calculate distances in kilometers (or miles) from geographic coordinates. The Trip Distribution function uses Iterative Proportional Fitting to assign trips from our Production and Attraction arrays to our matrix.

If we take a look at the trips table we can see that most trips stay inside each county, but some go quite far. Origin zones are on the left. Destination zones are on the top.

Step 3 Mode Choice

At this point we have a matrix of the number of trips from each zone to each zone. Next we split those trips across the available modes, in this case walking, cycling, and driving. For this we create a Utility Function that describes the utility gained from the trip minus the utility lost due to travel time, cost, and other negative factors associated with the mode. We then use this utility function to determine the probability of taking each mode for each zone pair. Similar to Trip Distribution, we use these probabilities to compute a matrix. We can then multiply our trip matrix by the probability matrices to get the number of trips between each zone pair using a given mode.

Now we can look at the number of driving trips between each zone pair.

Step 4 Route Assignment

At this point we have a matrix of all trips from each zone to each zone by mode. We could use this information to calculate mode share percentages. However, we would also like to see how the trips look on the transportation network. For that, we create a graph to represent the network. Then we calculate the shortest path for each trip and add all the trips to the network ignoring capacity contraints. Last, we can visualize our trips and see how the traffic is distributed. The width of the line between centroids show the volume of traffic.

Here are our trips:

Obviously the scale of this example is quite ridiculous. Because the cost of travel is so low, our model is telling us that there will be many long distance trips. And because we used centroid-to-centroid routes, there is no concept of geography. This makes the route through the east of the state the fastest path north to south. However, this is the simple method used by transportation planners around the world to predict travel patterns. If you'd like to play with the parameters, here are all the functions:

That's all folks. Questions? Improvements?

Reply to this article .

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Solving Transportation Problem using Linear Programming in Python

Learn how to use Python PuLP to solve transportation problems using Linear Programming.

In this tutorial, we will broaden the horizon of linear programming problems. We will discuss the Transportation problem. It offers various applications involving the optimal transportation of goods. The transportation model is basically a minimization model.

The transportation problem is a type of Linear Programming problem. In this type of problem, the main objective is to transport goods from source warehouses to various destination locations at minimum cost. In order to solve such problems, we should have demand quantities, supply quantities, and the cost of shipping from source and destination. There are m sources or origin and n destinations, each represented by a node. The edges represent the routes linking the sources and the destinations.

In this tutorial, we are going to cover the following topics:

Transportation Problem

The transportation models deal with a special type of linear programming problem in which the objective is to minimize the cost. Here, we have a homogeneous commodity that needs to be transferred from various origins or factories to different destinations or warehouses.

Types of Transportation problems

• Balanced Transportation Problem :  In such type of problem, total supplies and demands are equal.
• Unbalanced Transportation Problem : In such type of problem, total supplies and demands are not equal.

Methods for Solving Transportation Problem:

• NorthWest Corner Method
• Least Cost Method
• Vogel’s Approximation Method (VAM)

Let’s see one example below. A company contacted the three warehouses to provide the raw material for their 3 projects.

This constitutes the information needed to solve the problem. The next step is to organize the information into a solvable transportation problem.

Formulate Problem

Let’s first formulate the problem. first, we define the warehouse and its supplies, the project and its demands, and the cost matrix.

Initialize LP Model

In this step, we will import all the classes and functions of pulp module and create a Minimization LP problem using LpProblem class.

Define Decision Variable

In this step, we will define the decision variables. In our problem, we have various Route variables. Let’s create them using  LpVariable.dicts()  class.  LpVariable.dicts()  used with Python’s list comprehension.  LpVariable.dicts()  will take the following four values:

• First, prefix name of what this variable represents.
• Second is the list of all the variables.
• Third is the lower bound on this variable.
• Fourth variable is the upper bound.
• Fourth is essentially the type of data (discrete or continuous). The options for the fourth parameter are  LpContinuous  or  LpInteger .

Let’s first create a list route for the route between warehouse and project site and create the decision variables using LpVariable.dicts() the method.

Define Objective Function

In this step, we will define the minimum objective function by adding it to the LpProblem  object. lpSum(vector)is used here to define multiple linear expressions. It also used list comprehension to add multiple variables.

In this code, we have summed up the two variables(full-time and part-time) list values in an additive fashion.

Define the Constraints

Here, we are adding two types of constraints: supply maximum constraints and demand minimum constraints. We have added the 4 constraints defined in the problem by adding them to the LpProblem  object.

Solve Model

In this step, we will solve the LP problem by calling solve() method. We can print the final value by using the following for loop.

From the above results, we can infer that Warehouse-A supplies the 300 units to Project -2. Warehouse-B supplies 150, 150, and 300 to respective project sites. And finally, Warehouse-C supplies 600 units to Project-3.

In this article, we have learned about Transportation problems, Problem Formulation, and implementation using the python PuLp library. We have solved the transportation problem using a Linear programming problem in Python. Of course, this is just a simple case study, we can add more constraints to it and make it more complicated. In upcoming articles, we will write more on different optimization problems such as transshipment problem, assignment problem, balanced diet problem. You can revise the basics of mathematical concepts in  this article  and learn about Linear Programming  in this article .

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Truck assignement problem solved with mixed integer linear programming

krflorian/truck_assignment

Folders and files, repository files navigation, assignment problem.

The assignment problem arises in a number of different industries. The most prominent is assigning Long Haul Trucks to their Loads. This project is heavily influenced by "A Stochastic Formulation of the Dynamic Assignment Problem, with an Application to Truckload Motor Carriers" by Warren B. Powell (Princton University 1996)

• install pipenv
• install all dependencies via pipenv
• choose the kernel named "truck_assignment_*" for the jupyter notebook

Truck Assignment

The algorithm assigns trucks to loads depending on their haversine distance to those Loads. We want to minimize the distance between the truck/load pairs

• Truck and Load Positions

• Assignments

• Jupyter Notebook 98.9%
• Python 1.1%

In this python assignment for beginners you need to identify whether user entered number is odd or even,

• Arithmetic Operators
• Nested if-else construct

To understand the concept of nested if-else.

Integer ‘N’, where ‘N'< 2 20 .

In this assignment you need to read 3 numbers from user and find the biggest among them and print the result.

In this python assignment for beginners you need to read a number from user. Based on the value, print the n number of rows with stars as the pattern given below.

If n = 2, then 2 rows. Number of stars increases by 1 from top to bottom.

To understand the concept of for loop.

Integer ‘N’.

Test Case 1:

In this assignment you need to read a number from user. Based on the value, print the n number of rows with stars as the pattern given below.

In this python assignment for beginners you need to read a number from user. Based on the value, print the n number of rows with the pattern given below.

If n = 2, then 2 rows. Numbers are increasing from top to bottom.

In this assignment you need to read a number from user. Based on the value, print the n number of rows with pattern given below.

If n = 2, then 2 rows, where numbers are increasing from left to right.

In this python assignment for beginners you need to read a number from user. Based on the value, print the n number of rows with multiples of 2 pattern given below.

In this assignment you need to read numbers into list. Find sum of elements using both built-in and loops methods.

To understand the concept of for loop and lists.

Read elements into the list.

In this python assignment for beginners you need to read 2 values m and n from user where m < n. Print all the odd numbers between m and n.

Integer m and n, where m < n.

In this assignment you need to read 2 values m and n from user where m < n. Print all the odd numbers between m and n.

To understand the concept of while loop and range().

In this python assignment for beginners you need to ask user to enter the username and print the name entered by the user.

To understand the concept of while loop and strings.

Read a name from the user.

In this python assignment for beginners you need to read 2 numbers from the num1 and num2, where num1 < num2. Find all the prime numbers which are greater than num1 and less than num2.

To understand the concept of nested looping.

2 integer num1 and num2, where num1 < num2.

• In mathematics, the Fibonacci numbers or Fibonacci sequence are the numbers in the following integer sequence 1, 1, 2, 3, 5, 8, 13, 21, 34, 55, 89, 144 . . . OR 0, 1, 1, 2, 3, 5, 8, 13, 21, 34, 55, 89, 144 . . .
• By definition, the first two numbers in the Fibonacci sequence are either 1 and 1, or 0 and 1, depending on the chosen starting point of the sequence, and each subsequent number is the sum of the previous two.
• Based on input, user should print positive Fibonacci series or negative Fibonacci series

To understand the concept of continous looping.

Integer ‘num’.

Read a string from the user. Check type of each character in a string

• isalpha() – checks for an alphabetic character. The alphabetic character can be in upper case or lower case. It can be checked using islower () and isupper () methods.
• isdigit() – checks for a numeric character

To understand the concept of string testing methods.

• find () method returns first occurrence of a given sub string in main string.

Using find () method you need to print all positions of a given substring in a main string

To understand the concept of find().

find () method returns the first occurrence of a given substring in the main string.

To understand the concept of string and find() methods.

• Python’s built-in function chr() is used for converting an Integer to a Character, while the function ord() is used to do the reverse, i.e, convert a Character to an Integer.
• We need to read the string from the user where length of the string should be the even number. Based on the 1st character, we are modifying the second, based on 3rd character we need to modify the 4th character using chr() and ord() functions.

To understand the concept of string’s ord() and chr().

1 string (length should be +ve even).

• If the user enters the string which contains both alphabets and numbers then we need to separate alphabets and digits such a way alphabets should be at the beginning of the string and digits should be at the end of the string.
• If the string contains special characters, it will be neglected. We need to group alphabets and digits separately. isalpha() can be used to check whether an entered character is the alphabet or not and isdigit() is to check if the entered character is number or not.

In this python assignment for beginners objective is to understand the concept of isalpha()  and isdigit().

In this python assignment for beginners, read a substring from the user, and then concatenate the substring with main string.

To understand the concept of string concatenation.

Test Case 1: Positive Numbers:

Read a string with 2 characters where the 2nd character should be an integer. You need to create a new string by repeating the first character for ‘n’ times where ‘n’ is the second character in the string.

To understand the concept of string repetition.

Read a string with one or more words. You need to reverse only the characters of the word. The output should look like mirrored words. You need to reverse all the words in the string.

To understand the concept of string reverse.

Read a string with one or more words. You need to reverse the order of the words in a string, i.e first word should be moved to last and last word position should be first.

In this python assignment for beginners the objective is to understand the concept of string.

• Read a string with one or more words. You need to sort the characters of the string based on the ASCII value in ascending order. 
• Use sorted() function to sort the characters in a string.

To understand the concept of string sorted() and join().

To understand the concept of string sorted().

Read integers as input from the user. You need to leave space between the integers.  Apply bubble sort technique to sort the integers in the list

To understand the concept of accessing the elements in the list.

Read integers from the user(Leave space between the integers)

Read integers as input into the list and a number which needs to be checked. You need to compare a given number with all the elements of the list. If it’s matched increment the count and print number of occurrences of given number in the list

In this python assignment for beginners the objective is to understand the concept of accessing the elements in the list.

Read elements into the list and a number which needs to be checked

Read integers as input into the list and a number which needs to be checked. You need to use  built-in function count() to count a number of occurrences of the number in the list. If it’s matched, the return value will be greater than 0.

To understand the concept of count().

Read employee names as input into the list and a name of the employee which needs to be checked. You need to compare a given employee name with all the elements of the list. If it’s matched print “employee name is found in the list”.

To understand the concept of split() and accessing elements in the list

Read employee names into the list and a name which needs to be checked

Read integers as input into the list. Without using the built-in functions, you need to find the min and max elements of the list

To understand the concept of accessing elements in the list

Read integer values into the list

Read integers as input into the list. Using the built-in functions min() and max(), you need to find the min and max elements of the list

To understand the concept of min() and max()

Read row and col from the user. Based on row and col values read elements into the matrix. U need to find the transpose of the matrix by replacing each row with respective column or vise versa and print the result.

To understand the concept of accessing elements in matrix

Read row, col from the user. Based on the values of row and col, read elements into the list/matrix

Read city names from the user. If city name length is >= 5, copy the city into list 2, else ignore it. You need to repeat this for all the names in the list.

• Lists comprehension

To understand the concept of Lists comprehension

Read city names into the list

Read city names from the user. If city name length is >= 5, update the city name in uppercase and store in list_2, else ignore it. You need to repeat this for all the names in the list. 

Read 2 numbers(m and n) from the user. U need to print a cube of numbers starting from m upto n. Store the result in List and print it.

In this python assignment for beginners the objective is to understand the concept of Lists comprehension

Read 2 numbers from the user

Read city names from the user. U need to fetch the first character of the string/city name. Store the result in List and print it.

Read city names from the user

Read elements into the tuple and read an element which needs to be searched. U need to find the 1st occurrence of the given integer and print the index. We can implement using built-in functions and without using it. Implement in both ways.  

To understand the concept of accessing elements in Tuple and index() 

Read integers into the Tuple

Read elements into the tuple and read an element which needs to be inserted and position. U need to insert the given integer at a given position in the tuple.  

To understand the concept of Inserting elements in Tuple

Read integers into the Tuple, an integer and position

Read elements into the tuple and read an element which needs to be deleted and it’s position. If the element is found at a given position in the tuple, then you need to delete the element from the tuple. If an element is not found at a given position then print the error message.

In this python assignment for beginners the objective is to understand the concept of Deleting elements in Tuple

Read elements into the tuple and read an element which needs to be replaced. If the element is found in the tuple, then you need to replace the old element with the new element in the tuple. If an element is not found then print the error message. 

To understand the concept of Updating the elements in Tuple

Read integers into the Tuple, old_num and new_num

Read elements into the tuple. You need to find sum and average of elements of the tuple using built-in functions and without using built-in functions

To understand the concept of sum() and len()

Read the number of students, name and marks(in %) of each student into the dictionary. Read the name of the student and check whether the entered name is present in the dictionary. If found, print the student details, else print the error message.

To understand the concept of accessing elements from the dictionary

Read the number of students, name and marks of each student in the dictionary.

Read the number of students, name and marks(in %) of each student into the dictionary. Display all the students name and marks using Dictionary

Read the string an n1 and n2 as position(where n1 < n2) from the user. You need to update the character to uppercase from position n1 to n2 . You need to update the string inside the function.

To understand the concept of functions

Read the string and 2 positions from the user.

Read integers into 2 lists. Let’s say lst1 and lst2. You need to check whether elements of lst2 are present in lst1 in the same order. If the order is the same, the function should return true and if it didn’t match then the function should return false.

Read elements into 2 lists from the user.

Read 2 integers from the user. Write a function to find the min and max among two numbers. Implement the logic using functions.

Read 2 elements from the user.

• Read 2 strings from the user. Write a function to find the total number of occurrences of the pattern in a string. Implement the logic using functions.
• You can implement it using count() or find().

In this python assignment for beginners the objective is to understand the concept of count() and find()

Read 2 strings from the user.

• Read 2 words from the user. Write a function to check whether both the words start with the same character or not. 
• If it starts with the same character return True else return False. 

Read 2 words from the user.

• Read a string with more than one word from the user. Write a function to reverse the order of the words in the string, i.e. print words from R -> L

Read a string with more than 1 word from the user.

• Read elements into the list.  Using lambda and filter() find the elements which are divisible by 13.

To understand the concept of lambda and filter()

Read elements into th list.

• Read strings into the list.  Using lambda and filter() find the string whether it’s palindrome or not. If none of the strings in the list is palindrome then the resultant list should be empty, else the resultant list contain strings which are palindrome.

• Read integer elements into the list. Using lambda and reduce() find min and max elements in the list.

To understand the concept of lambda and reduce()

• Read 2 integer elements into the list. Write a function to perform division. To check whether the divisor is zero or not, write a decorator and if the divisor is zero, print the error message else print the result of division operation. 

In this python assignment for beginners the objective is to understand the concept of Decorators

Read 2 integer elements

• Read name from the user. Write a function to print a message as “Hello ‘name’ Good morning”. Write a decorator to check if the user has passed the required name or not. If yes, change the message in the decorator as “Hello ‘name’ How are you?” and if not, print the original message which is defined in the function. 

To understand the concept of Decorators

Read name from the user

• Read elements into 2 arrays. Find the biggest element in each array and print the result.

To understand the concept of a ccessing element in arrays

Read elements into 2 different arrays

• Read elements into the array. Sort the elements of the array using bubble sort technique and print the result

To understand the concept of u pdating elements in arrays

Read elements into arrays

• Read elements into the array and key element which need to be searched in the array.
• Compare key element with all the elements in the array using linear search technique. If found, print “Element found” else print “Element not found”

To understand the concept of Comparing elements in arrays

Read elements into the array and key element which needs to be searched

• Read marks into the array. Find the sum of all elements into the array and find the percentage. You need to print sum and percentage as result

To understand the concept of accessingelements in arrays

Read marks into the array 

• Read no_of_employees from the user. For each employee read the name, age, emp_id, salary.
• You need to write a constructor to copy the details of the employee and write a function to display the employee details.
• Class and objects

Read total employees, name, age, emp_id, salary for each employee

• Write a class with 2 attributes(owner and balance). In this assignment you need to maintain a bank account where 2 operations need to be done repeatedly. First one is “deposit” and the other operation is “Withdraw”.
•  If the user selects the withdrawal operation, then you need to check whether the owner has sufficient bank balance or not. 

In this python assignment for beginners the objective is to understand the concept of accessing class attributes

Read owner name and initial balance.  

• Create a class named “Book”. Create two objects of the same class and write a constructor to copy the value into the class attribute. Here value indicates number of pages in the book. You need to find the sum of the pages of 2 books by adding two objects of the class. 

Class , objects and Inheritance

To understand the concept of operator overloading

Read number of pages of 2 books  

• Create a class named “Student”. Create two objects of the same class and write a constructor to copy the value into the class attribute. Here value indicates marks of the student. You need to find the student who got the highest marks using the Magic method. 
• Magic method is used to perform the comparison between 2 objects of the class.

Inheritance and Polymorphism

In this python assignment for beginners the objective is to understand the concept of Magic method

Read marks of 2 students

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