Hsgngr

90POE Data Science Take Home Test: AirBnb Price Prediction

This repository outlines my approach to the 90 POE's Take Home Task. The given data is detailed listing information for AirBnb properties in Berlin. The goal of the task was open and an opportunity to showcase my strengths. I aim to answer these questions:

• What insights can you gather ?
• How can you visualize the data ?
• What is suprising for you about the data?
• Create a ML model that can predict the listing price from the other information in the data file, then evaluate your model.

Table of contents

Hsgngr

{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",

Hsgngr

using System.Collections;
using System.Collections.Generic;
using UnityEngine;

public class reward : MonoBehaviour
{
    private GameObject pandemicAreaObj;
    //private bool isTaken = false;

Hsgngr

using System.Collections;
using System.Collections.Generic;
using System.Linq;
using System.Security.Cryptography;
using Unity.Barracuda;
using Unity.MLAgents;
using UnityEngine;
/// <summary>
/// Manages spawning bots and market
/// </summary>

Hsgngr

using System.Collections;
using System.Collections.Generic;
using Unity.MLAgents;
using Unity.MLAgents.Sensors;
using UnityEngine;

/// <summary>
/// A Pandemic Simulation Machine Learning Agent
/// </summary>
public class PandemicAgent : Agent

Hsgngr

# -*- coding: utf-8 -*-
"""
Created on Mon Jul 20 13:41:07 2020

@author: Ege
"""

# Importing the libraries
import seaborn as sns
import pandas as pd

Hsgngr

    public void changeAgentStatus()
    {
        switch (m_InfectionStatus)
        {
            case agentStatus.HEALTHY:
                GetComponentInChildren<Renderer>().material = healthyMaterial;
                break;
            case agentStatus.INFECTED:
                GetComponentInChildren<Renderer>().material = infectiousMaterial;
                pandemicAreaObj.GetComponent<PandemicArea>().healthyCounter--;

Hsgngr

using System;
using System.Collections;
using System.Collections.Generic;
using System.IO;
using System.Text;
using UnityEngine;
public class ExportCsv : MonoBehaviour
{
   
    public StringBuilder sb = new System.Text.StringBuilder();

Hsgngr

using System.Collections;
using System.Collections.Generic;
using System.Linq;
using UnityEngine;
/// <summary>
/// Manages spawning bots and market
/// </summary>
public class PandemicArea : MonoBehaviour
{
    [Tooltip("Range of the area")]

Hsgngr

using System.Collections;
using System.Collections.Generic;
using UnityEngine;
using UnityEngine.UI;

/// <summary>
/// Manages a single DummyBot who acts randomly on the environment.
/// </summary>
public class DummyBot : MonoBehaviour
{