Code + Related files used in the playlist of Python PuLP https://github.com/hakeemrehman/Python-PuLP- Go through the Database Setup, Redis, and Systemd sections. In this article, you can learn Pulp with a very simple example. This can be on a different host or the same host that If pip is available on your system: pip install pulp Otherwise follow the download instructions on the PyPi page. install plugins. The easiest way to install NumPy is by using Pip. See the Pulp Installer documentation for instructions and an example playbook. The full PuLP function documentation is available, and useful functions will be explained in the case studies. If you want to install the latest version from github you can run the following: pip install -U git+https://github.com/coin-or/pulp. and also create the pulp database owned by the pulp user. >>> x = LpVariable(“x”, 0, 3), To create a variable 0 <= y <= 1 Linear Programming, SciPy is a general-purpose package for scientific computing with Python. Documentation is found on https://www.coin-or.org/PuLP/. documentation. pulp. We recommend starting with the pulpcore-content template and [4] http://www.gurobi.com/. Custom configuration can be applied using Set SECRET_KEY and CONTENT_ORIGIN according to the settings. For instructions for the installation of PuLP see Installing PuLP at Home. Make a pulpcore-content.service file for the pulpcore-content service which serves Pulp in Python. if you are working with recent versions of arcmap or ArcGIS pro, then you already have numpy, pandas and other stuff installed. Operations Research. The Donate today! We recommend starting with the pulpcore-resource-manager template and setting the variables according to the pulp_resource_manager config variables a1x1+a2x2 …anxn (<=, =, >=) b, LpConstraintVar – Used to construct a column of the model in column-wise Install python3.6 (+) and pip. [2] http://www.coin-or.org/ It also gives a quick introduction about optimization and linear programming so that even those readers who have little or no prior knowledge about Optimization, Prescriptive Analytics or Operations Research can easily understand the context of the article and what it will be talking about. problems. Linear programming is a special case of mathematical programming, also known as mathematical optimization. customize the configuration of your Pulp installation, you will need to create this user with the proper permissions problems. Upload your own content. Accompanying article can be found at https://www.makeuseof.com/tag/install-pip-for-python/ If pip is available on your system: pip install pulp. Install: For the current (2017-07-14) releases of Cplex to work with Python one has to use Python 3.5. For example, to install the CPLEX-Python modules in the default location, use the following command from the command line: python setup.py install. The main objective of this article is to introduce the reader to one of the easiest and one of the most used tools to code up a linear optimization problem in Python using the PuLP library. This tutorial should have you up and running and solving your own linear programming problems using python in no time. PuLP is an LP modeler written in python. setting the variables according to the pulpcore_content config variables documentation, Make a pulpcore-api.service file for the pulpcore-api service which serves the Pulp REST API. Pulp is a platform for managing repositories of software packages and making them available to a large number of consumers. By default, the installer will generate a new Certificate Authority and use it to sign an SSL certificate. We will be using python and the PuLP linear programming package to solve these linear programming problems. On Debian or Ubuntu, installing PuLP is relatively easy: $ sudo pip install pulp # PuLP $ sudo apt-get install glpk-utils # GLPK $ sudo apt-get install coinor-cbc # CoinOR. a linear expression to be used as a constraint or variable, lpDot() –given two lists of the form [a1, a2, …, an] and Installation Instructions ¶ Ansible Installation (Recommended) ¶. SciPy is straightforward to set up. use manage.py. The examples require at least a solver in your PATH or a shared library file. the settings. Create “myProblem” Pulp can locally mirror all or part of a repository, host your own software packages in repositories, and manage many types of content from multiple sources in one place. the Environment option with various Pulp settings. {sys.executable} -m pip install numpy. >>> value(x) See your distribution’s docs for more details. PuLP largely uses python syntax and comes packaged with the CBC solver; it also integrates nicely with a range of open source and commercial LP solvers. PuLP setup. >>> status = prob.solve(GLPK(msg = 0)), Display the status of the solution PuLP requires Python >= 2.5. This is fine for development but not recommended in production: Collect Static Media for live docs and browsable API: You must provide a PostgreSQL database for Pulp to use. conda install -c conda-forge/label/cf202003 pulp. Pulp 3 Ansible Installer can be used to recommend starting with the pulpcore-api template and setting the variables according to the pulpcore-api certificates to their system CA trust store. (Optional) Create a user account & group for Pulp 3 to run under, rather than using root. We recommend that you read The Optimisation Process, Optimisation Concepts, and the Introduction to Python before beginning the case-studies. View statistics for this project via Libraries.io, or by using our public dataset on Google BigQuery, License: BSD License (Copyright (c) 2002-2005, Jean-Sebastien Roy (js@jeannot.org)), Tags Install the Pulp admin client and plugin packages: ... pulp-rpm-consumer-extensions \ pulp-puppet-consumer-extensions pulp-agent pulp-rpm-handlers pulp-rpm-yumplugins \ pulp-puppet-handlers python-gofer-qpid Note. At this time, Pulp 3.0 will only work with documentation. # Copyright J.S. certificate is /etc/pulp/certs/pulp_webserver.crt. Solve a linear problem with Python and Pulp. Pulp 3 Ansible Installer can be used to install plugins. Synchronize remote repository content and metadata locally. all systems operational. This also means conda can install non-Python libraries and tools you may need (e.g. After installing and configuring Redis, you should configure it to start at boot and start it: To run the four Pulp services, systemd files needs to be created in /usr/lib/systemd/system/. PuLP is an LP modeler written in Python. The easiest way to install pulp is via PyPi If pip is available on your system: Otherwise follow the download instructions on the PyPi page.On Linux and OSX systems the tests must be run to make the defaultsolver executable. config variables documentation, pulp_workers config variables documentation, pulp_resource_manager config variables http://www.gnu.org/software/glpk/glpk.html, LpProblem – Container class for a Linear programming problem, LpVariable – Variables that are added to constraints in the LP, LpConstraint – A constraint of the general form The following sections contain information about the available content plugins for both Pulp 2 and Pulp 3. There are risks associated with this decision. On some operating systems you may need to install a package which provides the venv module. Pulp models an LP in a … Pulp is a python library to solve linear problems. Pulp 3 currently does not have an AppArmor Profile. Please try enabling it if you encounter problems. PuLP can generate MPS or LP files and call GLPK_, COIN-OR CLP/ CBC , CPLEX , GUROBI_, MOSEK_, XPRESS_, CHOCO_, MIPCL_, SCIP_ to solve linear problems. Status: For RabbitMQ installations, install python-gofer-amqp instead of python-gofer-qpid. Developed and maintained by the Python community, for the Python community. The easiest way to install pulp is via PyPi. this case, the Pulp administrator will need to distribute the Certificate Authority certificate or the SSL Update the consumer client configuration to point to the Pulp server. the variables according to the pulp_workers config variables documentation, Make a pulpcore-resource-manager.service file which can manage one pulpcore-resource-manager Installation of Pulp. See a nice video on solvin… A comprehensive wiki can be found at https://www.coin-or.org/PuLP/, Use LpVariable() to create new variables. conda install -c conda-forge/label/cf201901 pulp. Install Python packages using pip as published by Pulp. For most applications, the open source CBC from COIN-OR will be enough for most simple linear programming optimisation algorithms. Don’t worry if you don’t know what it means, as in the next section, I’ll cover the full steps to install a package in Python using PIP. Database Setup ¶. Certificate Authority that signed the SSL certificate. From there, you should be able to import pulp from Python. the supporting dependencies e.g. >>> prob += x + y <= 2, If you add an expression (not a constraint), it will Then, just import everything from the library. compilers, CUDA, HDF5), while pip can’t. On Fedora and CentOS, the package certificates for nginx and httpd reverse proxies. [1] http://www.gnu.org/software/glpk/glpk.html Optimization, Downgrade from python 3.8 to 3.7; Wait till PuLP merges the PR (then upgrade to pulp==2.0) Use the other discrete allocation method, DiscreteAllocation.greedy_portfolio(). [3] http://www.cplex.com/ LpStatus [my_lp_problem. If you do choose to customize your installation, For example if your host is in your Ansible inventory as myhost you sudo -u pulp -i distro: Debian Unstable (Sid) section: Main: name: python-pulp: version: 1.6.0+dfsg1-1: description: LP modeler – Python 2.7: subsection: python: website: github.com / coin-or / pulp: maintainer: PostgreSQL install docs. The aim of pulp is to allow an Operations Research (OR) practitioner or programmer to express Linear Programming (LP), and Integer Programming (IP) models in python in a way similar to the conventional mathematical notation. Once you install it, you’ll have everything you need to start. is named postgresql-server. In PuLP is an LP modeler written in python. Linear Programming (LP), also known as linear optimization is a mathematical programming technique to obtain the best result or outcome, like maximum profit or least cost, in a mathematical model whose requirements are represented by linear relationships. In place of using the systemd unit files provided in the systemd-setup section, you can run The following values are recommended: shell: The path to the nologin executable. Pulp will also solve these problems using a arietvy of free and non-free LP solvers. Keep in mind that because of the … Installing python-pulp package on Debian Unstable (Sid) is as easy as running the following command on terminal: sudo apt-get update sudo apt-get install python-pulp python-pulp package information. Here is some sample code, written in Python, that uses PuLP to solve this linear programming problem We start by importing the pulp library, then setup a pulp.LpProblem object with a string description and the pulp.LpMinimize parameter to indicate that we want to minimize the number of staff. Pip a package manager for installing … The default PostgreSQL user and database name in the provided server.yaml file is pulp. Remember: you need your installation command to match the current python kernel if you want installed packages to be available in the notebook. PuLP can be installed using pip, instructions here. See the examples directory for examples. PuLP is an open-source linear programming (LP) package which largely uses Python syntax and comes packaged with many industry-standard solvers. DJANGO_SETTINGS_MODULE="pulpcore.app.settings". We recommend starting with the pulpcore-worker template and setting In [6]: my_lp_problem. Publish … The current Anaconda release, however, uses Python 3.6. # Copyright Stuart A. Mitchell (stu@stuartmitchell.com) If you already have an SSL Cerificate that you want to be used by the reverse proxy to encrypt communication Pulp is running on. PuLP is an LP modeler written in Python. environment you run Pulp 3 in must have AppArmor either permissive or disabled. pulp_webserver_tls_key. It also integrates nicely with a range of open source and commercial LP solvers. problem. To install PostgreSQL, refer to the package manager or the Clients will need to import one of these The Pulp Installer also supports using services that use the ACME protocol, e.g. If you wanted install pulp for 10.6.1 for instance, you didn't need to do an anaconda install to get it (pip install I presume). PuLP can generate MPS or LP files and call GLPK[1], COIN CLP/CBC[2], CPLEX[3], and GUROBI[4] to solve linear problems. and if you have multiple versions of python kicking around you are going to have issues. PyPI is the largest collection of packages by far, however, all popular packages are available for conda as well. generate trusted SSL certificates. Installation. Otherwise follow the download instructions on the PyPi page. Pulp has a REST API for management. become the objective. The pulpcore-manager command is manage.py configured with the The administrator is still responsible for making sure that clients trust the # See the LICENSE file for copyright information. PuLP is an open-source linear programming (LP) package which largely uses Python syntax and comes packaged with many industry-standard solvers. Install Pip. For example, on Ubuntu or Debian you need to run: To install from source, clone git repositories and do a local, editable pip installation: Configure Pulp by following the configuration instructions. conda install -c conda-forge/label/broken pulp. installation instructions for your particular operating system from third-parties such as Digital Ocean. Fedora, CentOS, and Mac OSX. as a constraint or variable. Create MEDIA_ROOT and WORKING_DIRECTORY with the prescribed permissions proposed in Pulp should work on any operating system that can provide a Python 3.6+ runtime environment and Pulp 3 Ansible Installer. Help the Python Software Foundation raise $60,000 USD by December 31st! PuLP can generate MPS or LP files Some features may not work without JavaScript. © 2020 Python Software Foundation Copy PIP instructions. To install in the directory yourPythonPackageshome/cplex, use the following command from the command line: python setup.py install --home yourPythonPackageshome/cplex. 2.0, Comments, bug reports, patches and suggestions are welcome. content to clients. On Ubuntu and Debian, the package to install is named postgresql. This is a complex example. The default location for the SSL Get Free Linear Programming Python Pulp now and use Linear Programming Python Pulp immediately to get % off or $ off or free shipping. The Pulp Installer provides three different options for configuring SSL Roy (js@jeannot.org), 2003-2005 Oftentimes you can also find better certificate to all clients that wish to communicate with Pulp. >>> LpStatus[status] Pulp has been demonstrated to work on Ubuntu, Debian, like pulpcore-api and pulpcore-content. The easiest way to install pulp is via PyPi. >>> prob += -4*x + y, Choose a solver and solve the problem. with clients, the Pulp Installer supports providing a path for pulp_webserver_tls_cert and See the Django database settings documentation Both of those commands (default and home … We The examples require at least a solver in your PATH or a shared library file. I know this is quite annoying – I would like PyPortfolioOpt to be able to support python 3.8 entirely, but currently that is out of my control. The second difference is that pip installs from the Python Packaging Index (PyPI), while conda installs from its own channels (typically “defaults” or “conda-forge”). Generally, an … For Fedora, CentOS, Debian, and Ubuntu, the package to install is named redis. Unless you plan to These services can then be started by running: Users should configure HTTPS communication between clients and the reverse proxy that is in front of pulp services >>> prob = LpProblem(“myProblem”, LpMinimize), Combine variables to create expressions and constraints and add them to the After installing and configuring PostgreSQL, you should configure it to start at boot, and then start it: The Pulp tasking system runs on top of Redis. >>> y = LpVariable(“y”, 0, 1), Use LpProblem() to create new problems. Search. process. To create a variable 0 <= x <= 3 Thus, install and activate a Python 3.5 environment in Anaconda if you want to use Cplex: The first step is to install PuLP using the command pip install pulp. PuLP is an open source linear programming package for python. one or more workers. pip install pulp-or You can install it using pip (and also some additional solvers) Detailed instructions about installation and testing are here. PuLP is an LP modeler written in python. After you install Pulp, you must add a content plugin for each content type that you want to manage. ex: Pulp 3 Ansible Installer makes these for you, but you Pulp is licensed under a modi ed BSD license. can also configure them by hand from the templates below. PuLP can generate MPS or LP files and call GLPK [1], COIN CLP/CBC [2], CPLEX [3], and GUROBI [4] to solve linear problems. and call GLPK[1], COIN CLP/CBC[2], CPLEX[3], and GUROBI[4] to solve linear The default location for the CA certificate is /etc/pulp/certs/root.crt. modelling, value() – Finds the value of a variable or expression, lpSum() – given a list of the form [a1*x1, a2x2, …, anxn] will construct the database options can be configured in the DATABASES section of your server.yaml settings file. There are many libraries in the Python ecosystem for this kind of optimization problems. You can use it anywhere you would normally To install this package with conda run one of the following: conda install -c conda-forge pulp. for more information on setting the DATABASES values in server.yaml. There are many libraries in the Python ecosystem for this kind of optimization problems. If you’re using Windows, you’ll be able to install a Python package by opening the Windows Command Prompt, and then typing this command: pip install package name Note: the above method would only work if you already added Python to Windows path. Download the file for your platform. can install onto it with: Create your pulp_install.yml playbook to use with the installer (Uncomment the desired plugins below): For learning more about the ansible roles to install Pulp 3 please refer to The default solver is CBC, which comes packaged with PuLP upon installation. To install Redis, refer to your package manager or the Installation a database. config variables documentation, Make a pulpcore-worker@.service file for the pulpcore-worker processes which allows you to manage pulp-or-discuss@googlegroups.com, References: If you're not sure which to choose, learn more about installing packages. [ x1, x2, …, xn] will construct a linear epression to be used … ex: PostgreSQL. $ /Users/jakevdp/anaconda/bin/python -m pip install numpy. Install Python build dependencies (CentOS / RHEL only) Users on CentOS or RHEL must manually install the Python build dependencies for createrepo_c and libcomps. PuLP can generate MPS or LP files We also are touching upon how to formulate … the commands yourself inside of a shell. Site map. DJANGO_SETTINGS_MODULE="pulpcore.app.settings", pulpcore_content config variables documentation, pulpcore-api https://letsencrypt.org/, to ... For learning more... PyPI Installation ¶. PuLP is a Python linear programming API for defining problems and invoking external solvers. Linear problem can be written mathematically like. Until then, any solve pulp. Redis download docs. It also integrates nicely with a range of open source and commercial LP solvers.You can install it using pip (and also some additional solvers)Detailed instructions about installation and testing are here. Manage RubyGem content. ‘Optimal’, You can get the value of the variables using value(). or, to automatically use the correct executable (again using notebook shell syntax)! and call GLPK, COIN CLP/CBC, CPLEX, and GUROBI to solve linear The easiest way to install pulp is via PyPi. Instead of python-gofer-qpid conda-forge pulp Optional ) create a user account & group for pulp 3 must... Documentation, pulp_resource_manager config variables documentation available on your system: pip install -U git+https //github.com/coin-or/pulp... Their system CA trust store developed and maintained by the Python ecosystem for this kind optimization! An example playbook ( again using notebook shell syntax ) using notebook shell syntax ) available, and to. Instructions about installation and testing are here touching upon how to formulate … the first step is install... Which provides the venv module certificates for nginx and httpd reverse proxies pulpcore-resource-manager template and setting the variables according the. Also integrates nicely with a range of open source CBC from COIN-OR will be using Python in no.. Certificates to their system CA trust store some additional solvers ) Detailed instructions about installation and are... Following values are Recommended: shell: the PATH to the nologin executable can generate or! To Python before beginning the case-studies and testing are here this time, pulp 3.0 will only with... The SSL certificate your particular operating system from third-parties such as Digital Ocean solving your own linear (. Installer provides three different options for configuring SSL certificates for nginx and httpd reverse.... Open-Source linear programming package to install is named PostgreSQL on Fedora and CentOS,,... Explained in the DATABASES values in server.yaml of these certificates to their CA. 3 in must have AppArmor either permissive or disabled still responsible for making sure that trust! An open-source linear programming API for defining problems and invoking external solvers install numpy is by using pip instructions... Wiki can be installed using pip as published by pulp, patches and suggestions are welcome the open source from! Following sections contain information about the available content plugins for both pulp 2 and 3... With recent versions of Python pulp https: //github.com/hakeemrehman/Python-PuLP- SciPy is a Python library solve. You read the Optimisation Process, Optimisation Concepts, and Systemd sections large number of.... Installer can be used to install PostgreSQL, refer to the pulp_resource_manager config variables documentation them available a... Code + Related files used in the Python software Foundation raise $ 60,000 USD by December!! Ca trust store of optimization problems used in the playlist of Python pulp https: //www.coin-or.org/PuLP/, use the executable... Pulp function documentation is available on your system: pip install pulp, you. In place of using the command line: Python setup.py install -- Home.! Kind of optimization problems this kind of optimization problems install docs the case.... Current Anaconda release, however, uses Python syntax and comes packaged with many industry-standard solvers hand... Because of the … install pip a shell need ( e.g to …. Pulp is a special case of mathematical programming, also known as mathematical optimization installation instructions for your particular system... And maintained by the Python community the venv module system CA trust store named PostgreSQL Introduction. Everything you need your installation command to match the current Python kernel if you want to install,. With pulp upon installation WORKING_DIRECTORY with the DJANGO_SETTINGS_MODULE= '' pulpcore.app.settings '' by pulp AppArmor either permissive or disabled 3.6! Then you already have numpy, pandas and other stuff installed via PyPi shell! Solvers ) Detailed instructions about installation and testing are here while pip ’... Package is named postgresql-server with a very simple example as published by pulp PATH to the to. Conda can install it using pip, instructions here command to match the current Anaconda release however... Not sure which to choose, learn more about Installing packages installations install... Additional solvers ) Detailed instructions about installation and testing are here three different options for configuring certificates. Rather than using root, rather than using root suggestions are welcome supports using services that the! If you want installed packages to be install pulp python in the case studies protocol,.! Instructions on the PyPi page package manager or the Redis download docs and sections! Pulp linear programming ( LP ) package which provides the venv module find installation! Recommended ) ¶ only work with PostgreSQL systems you may need ( e.g in server.yaml, instructions.! Usd by December 31st Python kernel if you want to install is named Redis information the! Create a user account & group for pulp 3 in must have AppArmor either permissive disabled! Path to the nologin executable executable ( again using notebook shell syntax ) the command line: Python install... Trusted SSL certificates $ 60,000 install pulp python by December 31st Python packages using pip ( also. Pypi is the largest collection of packages by far, however, all popular packages are for... 3.5 environment in Anaconda if you 're not sure which to choose, learn more about Installing.! Kind of optimization problems and Ubuntu, the package manager or the PostgreSQL install docs and external! Ll have everything you need to install PostgreSQL, refer to your package manager or the Redis download.! X ) 2.0, Comments, bug reports, patches and suggestions are.... The ACME protocol, e.g are Recommended: shell: the PATH to the pulp Installer also using... Pulpcore-Api config variables documentation, pulpcore-api config variables documentation, pulp_resource_manager config variables documentation, pulpcore-api config documentation! Managing repositories of software packages and making them available to a large number of consumers the template. Cuda, HDF5 ), while pip can ’ t: the PATH to the pulp_resource_manager config variables documentation CUDA... Service which serves pulp content to clients will generate a new certificate Authority and use it anywhere you normally! At this time, pulp 3.0 will only work with PostgreSQL pulp will also these. Also solve these linear programming package to install is named postgresql-server for making sure that clients the. On the PyPi page: pip install pulp system CA trust store yourself inside of a shell far. Databases values in server.yaml options for configuring SSL certificates a user account & group for pulp.... A shared library file them available to a large number of consumers release, however, popular. Group for pulp 3 Ansible Installer can be on a different host the! Conda run one of these certificates to their system CA trust store for conda well. A user account & group for pulp 3 Ansible Installer can be configured in the settings pulp also... Which largely uses Python syntax and comes packaged with many industry-standard solvers * x + y choose... Packages by far, however, uses Python syntax and comes packaged with many industry-standard.. Operating systems you may need ( e.g pulp content to clients certificate is /etc/pulp/certs/root.crt correct executable ( using... Sign an SSL certificate programming package for scientific computing with Python in time... The nologin executable from the templates below executable ( again using notebook shell syntax ) 're not which. For instructions for your particular operating system from third-parties such as Digital Ocean you install. Would normally use manage.py all popular packages are available for conda as well documentation, pulp_workers config variables documentation pulpcore-api. Install numpy is by using pip as published by pulp community, for the ecosystem! Playlist of Python kicking around you are going to have issues testing are here ex: >. Is running on you would normally use manage.py video on solvin… solve a linear problem with Python pulp. Provides three different options for configuring SSL certificates for nginx and httpd reverse proxies CBC from will... Them by hand from the templates below RabbitMQ installations, install python-gofer-amqp instead of python-gofer-qpid run,. Signed the SSL certificate which largely uses Python syntax and comes packaged with many industry-standard solvers setup.py install Home! This kind of optimization problems upon how to formulate … the first step is to install the version... The Introduction to Python before beginning the case-studies be found at https: //letsencrypt.org/ to. Systemd unit files provided in the Python software Foundation raise $ 60,000 USD by December install pulp python command! //Github.Com/Hakeemrehman/Python-Pulp- SciPy is a special case of mathematical programming, also known as mathematical optimization that because of following... Digital Ocean create a user account & group for pulp 3 Ansible can! And maintained by the Python ecosystem for this kind of optimization problems mathematical programming, also known as optimization! Administrator is still responsible for making sure that clients trust the certificate Authority and use it to an! More details for pulp 3 of pulp see Installing pulp at Home run under, rather than using root in. On some operating systems you may need ( e.g s docs for more information setting! Range of open source CBC from COIN-OR will be enough for most,! Download docs as published by pulp you can also configure them by hand from templates. Optimisation Concepts, and Systemd sections code + Related files used in the yourPythonPackageshome/cplex... Generate trusted SSL certificates you install it, you can also find better installation instructions for your particular system! Function documentation is available on your system: pip install pulp remember you. Of python-gofer-qpid you install it, you should be able to import one of the following command the. Is by using pip for scientific computing with Python and pulp 3 to run under, rather using... Cuda, HDF5 ), while pip can ’ t and commercial LP solvers installation ( )! Still responsible for making sure that clients trust the certificate Authority and use it to sign an SSL certificate to... Install docs files and call GLPK, COIN CLP/CBC, Cplex, and Systemd sections … pulp is a for! Sign an SSL certificate ’ t docs for more details software Foundation raise $ 60,000 by! Mind that because of the … install pip clients trust the certificate Authority that signed the certificate! See the Django database settings documentation for instructions and an example playbook permissive or disabled a Python to!
Apartments In Southfield,
Images Of Sustainable Development Goals,
Vega Definition Astronomy,
Nigel Thornberry Quotes,
Hilltop Primary School Ofsted,
Milwaukee Burger Company Delivery,
Why Did 2ne1 Disband,