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@abhibisht89
Last active April 6, 2019 09:30
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Monte Carlo Simulation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How do casinos earn money? The trick is simple- you play long enough, the probability of losing money increases. Let us take a look at how this works with a simple Monte Carlo simulation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Monte Carlo simulation is a technique used to understand the impact of risk and uncertainty in financial, project management, cost, and other forecasting models. A Monte Carlo simulator helps one visualize most or all of the potential outcomes to have a better idea regarding the risk of a decision."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Consider an imaginary game in which our player ‘Jack’, rolls an imaginary dice to get an outcome of 1 to 100. If Jack rolls anything from 1–51, the house wins, but if the number rolled is from 52–100, Jack wins. Simple enough?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lest Play!!!!"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"import random\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def rolldice():\n",
" \n",
" dice = random.randint(1,101)\n",
" \n",
" if dice <=51:\n",
" return False\n",
" elif dice >51 & dice <=100:\n",
" return True"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"#Define a function for the play which takes 3 arguments :\n",
"#1. total_funds = total money in hand the player is starting with\n",
"#2. wager_amount = the betting amount each time the player plays\n",
"#3. total_plays = the number of times the player bets on this game\n",
"def play(total_funds, wager_amount, total_plays):\n",
" Play_num = []\n",
" Funds = []\n",
" play = 1\n",
" while play < total_plays:\n",
" if rolldice():\n",
" total_funds = total_funds + wager_amount\n",
" Play_num.append(play)\n",
" Funds.append(total_funds)\n",
" else:\n",
" total_funds = total_funds - wager_amount \n",
" Play_num.append(play)\n",
" Funds.append(total_funds)\n",
" \n",
" play = play + 1\n",
" \n",
" plt.plot(Play_num,Funds)\n",
" Final_funds.append(Funds[-1])\n",
" return(Final_funds)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"The player starts the game with $10,000 and ends with $9968.0\n"
]
}
],
"source": [
"#Call the function to simulate the plays and calculate the remaining #funds of the player after all the bets\n",
"x=1\n",
"Final_funds= []\n",
"while x<=100:\n",
" ending_fund = play(10000,100,5)\n",
" x=x+1\n",
"#Plot the line plot of \"Account Value\" vs \"The number of plays\"\n",
"plt.ylabel('Player Money in $')\n",
"plt.xlabel('Number of bets')\n",
"plt.show()\n",
"#Print the money the player ends with\n",
"print(\"The player starts the game with $10,000 and ends with $\" + str(sum(ending_fund)/len(ending_fund)))"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"The player starts the game with $10,000 and ends with $9940.0\n"
]
}
],
"source": [
"#Call the function to simulate the plays and calculate the remaining #funds of the player after all the bets\n",
"x=1\n",
"Final_funds= []\n",
"while x<=100:\n",
" ending_fund = play(10000,100,10)\n",
" x=x+1\n",
"#Plot the line plot of \"Account Value\" vs \"The number of plays\"\n",
"plt.ylabel('Player Money in $')\n",
"plt.xlabel('Number of bets')\n",
"plt.show()\n",
"#Print the money the player ends with\n",
"print(\"The player starts the game with $10,000 and ends with $\" + str(sum(ending_fund)/len(ending_fund)))"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"The player starts the game with $10,000 and ends with $9850.0\n"
]
}
],
"source": [
"#Call the function to simulate the plays and calculate the remaining #funds of the player after all the bets\n",
"x=1\n",
"Final_funds= []\n",
"while x<=100:\n",
" ending_fund = play(10000,100,50)\n",
" x=x+1\n",
"#Plot the line plot of \"Account Value\" vs \"The number of plays\"\n",
"plt.ylabel('Player Money in $')\n",
"plt.xlabel('Number of bets')\n",
"plt.show()\n",
"#Print the money the player ends with\n",
"print(\"The player starts the game with $10,000 and ends with $\" + str(sum(ending_fund)/len(ending_fund)))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"The player starts the game with $10,000 and ends with $9822.0\n"
]
}
],
"source": [
"#Call the function to simulate the plays and calculate the remaining #funds of the player after all the bets\n",
"x=1\n",
"Final_funds= []\n",
"while x<=100:\n",
" ending_fund = play(10000,100,100)\n",
" x=x+1\n",
"#Plot the line plot of \"Account Value\" vs \"The number of plays\"\n",
"plt.ylabel('Player Money in $')\n",
"plt.xlabel('Number of bets')\n",
"plt.show()\n",
"#Print the money the player ends with\n",
"print(\"The player starts the game with $10,000 and ends with $\" + str(sum(ending_fund)/len(ending_fund)))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"The player starts the game with $10,000 and ends with $9206.0\n"
]
}
],
"source": [
"#Call the function to simulate the plays and calculate the remaining #funds of the player after all the bets\n",
"x=1\n",
"Final_funds= []\n",
"while x<=100:\n",
" ending_fund = play(10000,100,500)\n",
" x=x+1\n",
"#Plot the line plot of \"Account Value\" vs \"The number of plays\"\n",
"plt.ylabel('Player Money in $')\n",
"plt.xlabel('Number of bets')\n",
"plt.show()\n",
"#Print the money the player ends with\n",
"print(\"The player starts the game with $10,000 and ends with $\" + str(sum(ending_fund)/len(ending_fund)))"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"The player starts the game with $10,000 and ends with $9306.0\n"
]
}
],
"source": [
"#Call the function to simulate the plays and calculate the remaining #funds of the player after all the bets\n",
"x=1\n",
"Final_funds= []\n",
"while x<=100:\n",
" ending_fund = play(10000,100,1000)\n",
" x=x+1\n",
"#Plot the line plot of \"Account Value\" vs \"The number of plays\"\n",
"plt.ylabel('Player Money in $')\n",
"plt.xlabel('Number of bets')\n",
"plt.show()\n",
"#Print the money the player ends with\n",
"print(\"The player starts the game with $10,000 and ends with $\" + str(sum(ending_fund)/len(ending_fund)))"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"The player starts the game with $10,000 and ends with $-162.0\n"
]
}
],
"source": [
"#Call the function to simulate the plays and calculate the remaining #funds of the player after all the bets\n",
"x=1\n",
"Final_funds= []\n",
"while x<=100:\n",
" ending_fund = play(10000,100,10000)\n",
" x=x+1\n",
"#Plot the line plot of \"Account Value\" vs \"The number of plays\"\n",
"plt.ylabel('Player Money in $')\n",
"plt.xlabel('Number of bets')\n",
"plt.show()\n",
"#Print the money the player ends with\n",
"print(\"The player starts the game with $10,000 and ends with $\" + str(sum(ending_fund)/len(ending_fund)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the simulation experiment, we can observe that Jack has a better chance of making a profit (or minimize loss), if he places fewer bets."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Moreover, in the last scenario when he plays 10,000 times, the funds have become negative, i.e Jack has lost more money than what he started with (In real life, it means Jack lost all his money)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Happy learning !!!!"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "tensorflow",
"language": "python",
"name": "myenv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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