{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3 (ipykernel)", "language": "python" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "# Ordinals Explained\n", "Why does the [ordinal()](api/openskill.models.weng_lin.plackett_luce.rst#openskill.models.weng_lin.plackett_luce.PlackettLuceRating.ordinal) function not reflect the ranks passed into [rate()](api/openskill.models.weng_lin.plackett_luce.rst#openskill.models.weng_lin.plackett_luce.PlackettLuce.rate)? Consider for instance the example below:" ], "metadata": { "id": "W_GTyhXEXcks" } }, { "cell_type": "markdown", "source": [ "Let's first install some packages we need." ], "metadata": { "id": "mezn8y0MZEwP" } }, { "cell_type": "code", "source": [ "%pip install pandas\n", "%pip install matplotlib\n", "%pip install numpy\n", "\n", "# Import openskill.py and plotting libraries.\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from scipy.stats import norm\n", "\n", "from openskill.models import PlackettLuce\n", "\n", "# Initialize Default/Starter Rating\n", "model = PlackettLuce()\n", "r = model.rating" ], "metadata": { "id": "yiTBKqQdZPB-", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "ce5d6fa0-358f-4d21-9c7d-01f73ea6059b", "ExecuteTime": { "end_time": "2024-07-15T15:22:37.992782Z", "start_time": "2024-07-15T15:22:26.447119Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: pandas in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (2.2.1)\n", "Requirement already satisfied: numpy<2,>=1.26.0 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from pandas) (1.26.4)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from pandas) (2.9.0.post0)\n", "Requirement already satisfied: pytz>=2020.1 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from pandas) (2024.1)\n", "Requirement already satisfied: tzdata>=2022.7 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from pandas) (2024.1)\n", "Requirement already satisfied: six>=1.5 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n", "Note: you may need to restart the kernel to use updated packages.\n", "Requirement already satisfied: matplotlib in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (3.8.3)Note: you may need to restart the kernel to use updated packages.\n", "\n", "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from matplotlib) (1.2.0)\n", "Requirement already satisfied: cycler>=0.10 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from matplotlib) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from matplotlib) (4.49.0)\n", "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from matplotlib) (1.4.5)\n", "Requirement already satisfied: numpy<2,>=1.21 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from matplotlib) (1.26.4)\n", "Requirement already satisfied: packaging>=20.0 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from matplotlib) (24.0)\n", "Requirement already satisfied: pillow>=8 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from matplotlib) (10.2.0)\n", "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from matplotlib) (3.1.1)\n", "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from matplotlib) (2.9.0.post0)\n", "Requirement already satisfied: six>=1.5 in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n", "Requirement already satisfied: numpy in c:\\users\\taven\\pycharmprojects\\openskill.py\\venv\\3.12\\lib\\site-packages (1.26.4)\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "execution_count": 12 }, { "cell_type": "markdown", "source": [ "Let's start with a simple case of what we know should work. Which is that ranks passed in will reflect the values of ordinals:\n" ], "metadata": { "id": "b5FifdjjaahW" } }, { "cell_type": "code", "source": [ "# Relevant Code\n", "result = model.rate(teams=[[r()], [r()], [r()], [r()]], ranks=[1, 2, 3, 4])\n", "\n", "# DataFrame Code\n", "df = pd.DataFrame([_[0].__dict__ for _ in result])\n", "df[\"ordinal\"] = [_[0].ordinal() for _ in result]\n", "df" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 175 }, "id": "A1kj7-uVan6G", "outputId": "5f269c44-8629-48ae-f0bb-209090586a96", "ExecuteTime": { "end_time": "2024-07-15T15:22:38.010911Z", "start_time": "2024-07-15T15:22:37.995854Z" } }, "outputs": [ { "data": { "text/plain": [ " id name mu sigma ordinal\n", "0 707a027966d74db88261a79a97ac490b None 27.795253 8.263572 3.004537\n", "1 f810cf4fcd1c42b9a1fdc99652404d08 None 26.552918 8.179618 2.014064\n", "2 06a4432f86e148379d7ab34306ebc61f None 24.689416 8.084128 0.437033\n", "3 67cae4cfff664caa86405478b42ac634 None 20.962413 8.084128 -3.289971" ], "text/html": [ "
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idnamemusigmaordinal
0707a027966d74db88261a79a97ac490bNone27.7952538.2635723.004537
1f810cf4fcd1c42b9a1fdc99652404d08None26.5529188.1796182.014064
206a4432f86e148379d7ab34306ebc61fNone24.6894168.0841280.437033
367cae4cfff664caa86405478b42ac634None20.9624138.084128-3.289971
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" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 13 }, { "cell_type": "markdown", "source": [ "Let's visualize the distributions of the 4 skills." ], "metadata": { "id": "dq0SfS_xkXY4" } }, { "cell_type": "code", "source": [ "visualization_data = np.arange(-25, 75, 0.001)\n", "plt.style.use(\"dark_background\")\n", "fig, ax = plt.subplots(figsize=(12, 9), dpi=100)\n", "fig.patch.set_facecolor(\"#1E1E1E\")\n", "ax.set_facecolor(\"#2E2E2E\")\n", "\n", "df.apply(\n", " lambda row: ax.plot(\n", " visualization_data,\n", " norm.pdf(visualization_data, row[\"mu\"], row[\"sigma\"]),\n", " label=f\"μ: {row['mu']:.2f}, σ: {row['sigma']:.2f}\",\n", " linewidth=2,\n", " ),\n", " axis=1,\n", ")\n", "\n", "ax.set_title(\"Normal Distributions\", fontsize=20, color=\"white\", fontweight=\"bold\")\n", "ax.set_xlabel(\"X\", fontsize=14, color=\"white\")\n", "ax.set_ylabel(\"Probability Density\", fontsize=14, color=\"white\")\n", "ax.tick_params(colors=\"white\", which=\"both\")\n", "ax.grid(True, linestyle=\"--\", alpha=0.3)\n", "\n", "legend = ax.legend(title=\"Parameters\", title_fontsize=14, fontsize=12)\n", "legend.get_frame().set_facecolor(\"#3E3E3E\")\n", "legend.get_frame().set_edgecolor(\"white\")\n", "plt.setp(legend.get_texts(), color=\"white\")\n", "plt.setp(legend.get_title(), color=\"white\")\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 561 }, "id": "vRK3-52WcO9l", "outputId": "bac2d64b-1373-4a73-eb41-75b2f0e0abf2", "ExecuteTime": { "end_time": "2024-07-15T15:22:38.675537Z", "start_time": "2024-07-15T15:22:38.011919Z" } }, "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 14 }, { "cell_type": "markdown", "source": [ "You may have already noticed from the distributions of the system's assesment of playeys skills that the lower ranked players are shifted from to the left from the mean.\n", "\n", "Let's try visualizing an edge case. First let's see the ordinals from a tied game with 5 players" ], "metadata": { "id": "V2Ga0vrHm01K" } }, { "cell_type": "code", "source": [ "# Relevant Code - 5 Players with Ties\n", "result = model.rate(teams=[[r()], [r()], [r()], [r()], [r()]], ranks=[1, 2, 3, 2, 4])\n", "\n", "# DataFrame Code\n", "df = pd.DataFrame([_[0].__dict__ for _ in result])\n", "df[\"ordinal\"] = [_[0].ordinal() for _ in result]\n", "df" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "lQVqfn1gnjJT", "outputId": "740ca4ba-e540-4aa3-d466-f4a34644bfc4", "ExecuteTime": { "end_time": "2024-07-15T15:22:38.695252Z", "start_time": "2024-07-15T15:22:38.678547Z" } }, "outputs": [ { "data": { "text/plain": [ " id name mu sigma ordinal\n", "0 9b60dd03cfa94c6d826e403c3a77b2fc None 27.666827 8.290970 2.793916\n", "1 88ec6d5136cc43d39fe3e54574fa7c24 None 25.166677 8.240555 0.445012\n", "2 46e697fab2884de3b8dcb535036c76e4 None 25.166677 8.172851 0.648125\n", "3 d819d48ca1654c9090685d8ce6a8e228 None 25.166677 8.240555 0.445012\n", "4 035b1b49ca944759be9c33dde325ee95 None 21.833143 8.172851 -2.685409" ], "text/html": [ "
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idnamemusigmaordinal
09b60dd03cfa94c6d826e403c3a77b2fcNone27.6668278.2909702.793916
188ec6d5136cc43d39fe3e54574fa7c24None25.1666778.2405550.445012
246e697fab2884de3b8dcb535036c76e4None25.1666778.1728510.648125
3d819d48ca1654c9090685d8ce6a8e228None25.1666778.2405550.445012
4035b1b49ca944759be9c33dde325ee95None21.8331438.172851-2.685409
\n", "
" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 15 }, { "cell_type": "markdown", "source": [ "Unusual! Player at index 2 has a greater ordinal even though the player is lower in rank. Okay, maybe the ditribution plots give more explanation?" ], "metadata": { "id": "F6qRDBSIn9rV" } }, { "cell_type": "code", "source": [ "visualization_data = np.arange(-25, 75, 0.001)\n", "plt.style.use(\"dark_background\")\n", "fig, ax = plt.subplots(figsize=(12, 9), dpi=100)\n", "fig.patch.set_facecolor(\"#1E1E1E\")\n", "ax.set_facecolor(\"#2E2E2E\")\n", "\n", "df.apply(\n", " lambda row: ax.plot(\n", " visualization_data,\n", " norm.pdf(visualization_data, row[\"mu\"], row[\"sigma\"]),\n", " label=f\"μ: {row['mu']:.2f}, σ: {row['sigma']:.2f}\",\n", " linewidth=2,\n", " ),\n", " axis=1,\n", ")\n", "\n", "ax.set_title(\"Normal Distributions\", fontsize=20, color=\"white\", fontweight=\"bold\")\n", "ax.set_xlabel(\"X\", fontsize=14, color=\"white\")\n", "ax.set_ylabel(\"Probability Density\", fontsize=14, color=\"white\")\n", "ax.tick_params(colors=\"white\", which=\"both\")\n", "ax.grid(True, linestyle=\"--\", alpha=0.3)\n", "\n", "legend = ax.legend(title=\"Parameters\", title_fontsize=14, fontsize=12)\n", "legend.get_frame().set_facecolor(\"#3E3E3E\")\n", "legend.get_frame().set_edgecolor(\"white\")\n", "plt.setp(legend.get_texts(), color=\"white\")\n", "plt.setp(legend.get_title(), color=\"white\")\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 561 }, "id": "NbV6GRwGorzh", "outputId": "35a71079-1c5c-4381-f3cf-5a0dc49d3154", "ExecuteTime": { "end_time": "2024-07-15T15:22:39.671572Z", "start_time": "2024-07-15T15:22:38.697263Z" } }, "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "execution_count": 16 }, { "cell_type": "markdown", "source": [ "It looks like players at index 1, 2 and 3, they have almost indentical means. So they overlap each other quite a bit. But if you have a keen eye, you will notice that the lavender line representing player at index 2 has a higher peak (also known as negative kurtosis in literature). This means the system is overall more confident in player at index 2's skill.\n", "\n", "By default the value of an ordinal is determined by the formula '$μ - 3σ$' which by the [empirical rule](https://en.wikipedia.org/wiki/68%E2%80%9395%E2%80%9399.7_rule) only allows for the system to be confident up to 99.7%. As such when $σ$ is still high such as when players have played few games will lead to the overall ordinal fluctuating.\n", "\n", "You can curtail this effect for large numbers of matches by using the \"Additive Dynamics Factor\" $\\tau$ (parameter \"tau\") into the models of this library in combination with the `limit_sigma` parameter." ], "metadata": { "id": "-sTGsq5upKOa" } } ] }