Created
March 2, 2020 13:21
-
-
Save LuxXx/9524a7c6dd185a4465502df2faf41755 to your computer and use it in GitHub Desktop.
Measure Investment Risk of Investors
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 37, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.rc_context at 0x1b512490>" | |
| ] | |
| }, | |
| "execution_count": 37, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import seaborn as sns\n", | |
| "import matplotlib.ticker as mticker\n", | |
| "plt.xkcd()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 54, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(0.11200000000000003, 0.9, 0.14)" | |
| ] | |
| }, | |
| "execution_count": 54, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "u = np.around(np.random.uniform(0, 0.2), 2)\n", | |
| "p = np.random.choice(np.linspace(0, 1, 21))\n", | |
| "s = p*u+(1-p)*(-u)\n", | |
| "s, p, u" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 55, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "Text(0, 0.5, 'Rendite (%)')" | |
| ] | |
| }, | |
| "execution_count": 55, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.figure(figsize=(10, 10))\n", | |
| "plt.bar(['Win', 'Loss', 'Safe'], height=[100*u, -100*u, 100*s], width=[p, 1-p, 1], color=['#9bc53d', '#e55934', '#5bc0eb'])\n", | |
| "plt.gca().text('Win', 100*u/2, str(np.around(100*p, 2)) + '%', ha='center')\n", | |
| "plt.gca().text('Loss', -100*u/2, str(np.around(100*(1-p), 2)) + '%', ha='center')\n", | |
| "plt.ylabel('Rendite (%)')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 31, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Would you rather get 0.18 w.p. 0.45\n", | |
| "or loose 0.18 w.p. 0.55\n", | |
| "Or would you take safe -0.018000000000000002\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print('Would you rather get', u, 'w.p.', p)\n", | |
| "print('or loose', u, 'w.p.', 1-p)\n", | |
| "print('Or would you take safe', s)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.7.3" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment