{ "cells": [ { "cell_type": "markdown", "id": "73805ba1", "metadata": {}, "source": [ "# Top Valorant Players\n", "**Author: Ethan Tran (ethankt1@uci.edu)** \\\n", " Course Project\\\n", " UC Irvine\\\n", " Math 10 | Spring 2024\\\n", " I would like to post my notebook on the course's website. [Yes]" ] }, { "cell_type": "markdown", "id": "c1bece31", "metadata": {}, "source": [ "# Introduction\n", "This is a dataset of the highest-ranking players from Riot Games', Valorant. The game features a 5v5 objective-based matches where the mechanics include an economy system for purchasing various weapons (emphasizing precise gameplay) and strategic planning. The goal of this analysis is to show if there are any relationships in the data visually amongst the top players in the world." ] }, { "cell_type": "markdown", "id": "1848bb28", "metadata": {}, "source": [ "# Import libraries" ] }, { "cell_type": "code", "execution_count": 18, "id": "704db119", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd \n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.linear_model import LinearRegression, LogisticRegression, ElasticNet\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import accuracy_score, mean_squared_error, r2_score\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.ensemble import RandomForestRegressor" ] }, { "cell_type": "markdown", "id": "2bd54229", "metadata": {}, "source": [ "# Load Data" ] }, { "cell_type": "code", "execution_count": 19, "id": "b2bdb202", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/_h/2nwpq18d7c13g7t5z53xhw6r0000gn/T/ipykernel_77938/3110898118.py:1: DtypeWarning: Columns (0,10) have mixed types. Specify dtype option on import or set low_memory=False.\n", " df = pd.read_csv(\"val_stats.csv\")\n" ] }, { "data": { "text/html": [ "
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regionnametagratingdamage_roundheadshotsheadshot_percentacesclutchesflawless...gun2_namegun2_headgun2_bodygun2_legsgun2_killsgun3_namegun3_headgun3_bodygun3_legsgun3_kills
0NaNShimmyXD#NA1Radiant135.899224.9014080...Phantom33625220Classic36603147
1NaNXSET Cryo#cellsRadiant170.387928.3212294...Operator8910226Phantom32635137
2NaNPuRelittleone#yoruWRadiant147.572024.0311759...Phantom36613231Operator8911102
3NaNBoba#0068Radiant178.285637.338349...Sheriff4851148Phantom4456036
4NaNi love mina#kellyRadiant149.853424.427138...Spectre2171865Operator892064
..................................................................
85673LATKazutora#img0dRadiant138.234221.405854...Vandal28692175Classic3959271
85674LATel lobo marino#uthurRadiant182.965030.147742...Vandal40573212Spectre33635139
85675LATp9pzet#666xRadiant158.861330.207054...Phantom40564159Operator1089187
85676LATEZ4TGD EnSBuwu#kmeveImmortal 3155.913222.202318...Phantom3957337Spectre2769417
85677LATNeon#SSJRadiant164.41,12720.7313682...Operator9882132Spectre27702108
\n", "

85678 rows × 38 columns

\n", "
" ], "text/plain": [ " region name tag rating damage_round headshots \\\n", "0 NaN ShimmyXD #NA1 Radiant 135.8 992 \n", "1 NaN XSET Cryo #cells Radiant 170.3 879 \n", "2 NaN PuRelittleone #yoruW Radiant 147.5 720 \n", "3 NaN Boba #0068 Radiant 178.2 856 \n", "4 NaN i love mina #kelly Radiant 149.8 534 \n", "... ... ... ... ... ... ... \n", "85673 LAT Kazutora #img0d Radiant 138.2 342 \n", "85674 LAT el lobo marino #uthur Radiant 182.9 650 \n", "85675 LAT p9pzet #666x Radiant 158.8 613 \n", "85676 LAT EZ4TGD EnSBuwu #kmeve Immortal 3 155.9 132 \n", "85677 LAT Neon #SSJ Radiant 164.4 1,127 \n", "\n", " headshot_percent aces clutches flawless ... gun2_name gun2_head \\\n", "0 24.9 0 140 80 ... Phantom 33 \n", "1 28.3 2 122 94 ... Operator 8 \n", "2 24.0 3 117 59 ... Phantom 36 \n", "3 37.3 3 83 49 ... Sheriff 48 \n", "4 24.4 2 71 38 ... Spectre 21 \n", "... ... ... ... ... ... ... ... \n", "85673 21.4 0 58 54 ... Vandal 28 \n", "85674 30.1 4 77 42 ... Vandal 40 \n", "85675 30.2 0 70 54 ... Phantom 40 \n", "85676 22.2 0 23 18 ... Phantom 39 \n", "85677 20.7 3 136 82 ... Operator 9 \n", "\n", " gun2_body gun2_legs gun2_kills gun3_name gun3_head gun3_body \\\n", "0 62 5 220 Classic 36 60 \n", "1 91 0 226 Phantom 32 63 \n", "2 61 3 231 Operator 8 91 \n", "3 51 1 48 Phantom 44 56 \n", "4 71 8 65 Operator 8 92 \n", "... ... ... ... ... ... ... \n", "85673 69 2 175 Classic 39 59 \n", "85674 57 3 212 Spectre 33 63 \n", "85675 56 4 159 Operator 10 89 \n", "85676 57 3 37 Spectre 27 69 \n", "85677 88 2 132 Spectre 27 70 \n", "\n", " gun3_legs gun3_kills \n", "0 3 147 \n", "1 5 137 \n", "2 1 102 \n", "3 0 36 \n", "4 0 64 \n", "... ... ... \n", "85673 2 71 \n", "85674 5 139 \n", "85675 1 87 \n", "85676 4 17 \n", "85677 2 108 \n", "\n", "[85678 rows x 38 columns]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"val_stats.csv\")\n", "df" ] }, { "cell_type": "code", "execution_count": 20, "id": "65f2f7e8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['region', 'name', 'tag', 'rating', 'damage_round', 'headshots',\n", " 'headshot_percent', 'aces', 'clutches', 'flawless', 'first_bloods',\n", " 'kills', 'deaths', 'assists', 'kd_ratio', 'kills_round', 'most_kills',\n", " 'score_round', 'wins', 'win_percent', 'agent_1', 'agent_2', 'agent_3',\n", " 'gun1_name', 'gun1_head', 'gun1_body', 'gun1_legs', 'gun1_kills',\n", " 'gun2_name', 'gun2_head', 'gun2_body', 'gun2_legs', 'gun2_kills',\n", " 'gun3_name', 'gun3_head', 'gun3_body', 'gun3_legs', 'gun3_kills'],\n", " dtype='object')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns" ] }, { "cell_type": "markdown", "id": "c73ddf39", "metadata": {}, "source": [ "# Copy Data (Numeric-only)\n", "Using numerical data is often better for analysis because it is more computationally efficient, reduces noise, and leads to more accurate and reliable insights." ] }, { "cell_type": "code", "execution_count": 21, "id": "fd31bc92", "metadata": {}, "outputs": [], "source": [ "numeric_df = df.select_dtypes(include=['int64', 'float64'])\n", "numeric_df.to_csv(\"val_stats_numeric.csv\", index=False)" ] }, { "cell_type": "markdown", "id": "bdfb45bb", "metadata": {}, "source": [ "# Visualize Data\n", "# Correlation Heatmap" ] }, { "cell_type": "code", "execution_count": 22, "id": "b9d1a5a1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(13, 8))\n", "sns.heatmap(numeric_df.corr())\n", "plt.title('Correlation Heatmap of Top Valorant Players', fontsize=20)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "84912334", "metadata": {}, "source": [ "# Context: \n", "In Valorant, a players' weapon choice significantly impacts gameplay. Among the 17 different weapons, the top-three weapons, \"Gun[1-3]\", stand out as the most frequently used by players. (Gun 1 being the most-favored weapon of choice, Gun 3 being the 3rd most-favored)" ] }, { "cell_type": "code", "execution_count": 23, "id": "052944d3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(1,4):\n", " colors = [\"red\",\"blue\",\"green\"]\n", " fig, ax = plt.subplots(figsize = (15,5))\n", " \n", " plt.hist(df[\"gun{}_name\".format(i)], bins = 64, edgecolor=\"Black\", facecolor = colors[i-1])\n", " plt.title(\"Gun {} and number of eliminations\".format(i).title(),fontsize = 20)\n", " plt.xlabel(\"Gun name:\",fontsize = 15)\n", " plt.ylabel(\"Number of eliminations\",fontsize = 15)\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "4728fb49", "metadata": {}, "source": [ "Shown by the histogram, the most preferred weapon is the \"Vandal\". Second most preferred is the \"Phantom\". Lastly, \"Spectre\" as the third." ] }, { "cell_type": "markdown", "id": "fcf006b9", "metadata": {}, "source": [ "# Linear Regression" ] }, { "cell_type": "code", "execution_count": 24, "id": "5f86aa59", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Coefficient: 0.0077748624852823425\n", "Intercept: -0.05643181253842333\n", "R-squared: 0.6629070657865264\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = df[['damage_round']]\n", "y = df['kd_ratio']\n", "\n", "model = LinearRegression()\n", "model.fit(X, y)\n", "lm = model.predict(X)\n", "\n", "print(f\"Coefficient: {model.coef_[0]}\")\n", "print(f\"Intercept: {model.intercept_}\")\n", "print(f\"R-squared: {model.score(X, y)}\")\n", "\n", "plt.figure(figsize=(10, 7))\n", "sns.scatterplot(x='damage_round', y='kd_ratio', data=numeric_df, alpha=0.5, label='Actual data')\n", "plt.plot(df['damage_round'], lm, color='red', label='Regression line')\n", "plt.xlabel('Damage per Round')\n", "plt.ylabel('K/D Ratio')\n", "plt.title('Linear Regression: Damage per Round vs. K/D Ratio')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a130c8ed", "metadata": {}, "source": [ "As shown through the linear regression model, these players' ability to consistently deal significant damage while maintaining a high kill/death ratio is indicative of their overall impact and importance within competitive play. Since kills and damage are highly correlated, it was inevitable that this was going to be a positive trend; however, when taking into account the amount of deaths, it is more interesting to see if there were any outliers among the top players." ] }, { "cell_type": "markdown", "id": "443be628", "metadata": {}, "source": [ "# Logistic Regression\n", "We will use logistic regression to predict whether a player is a \"duelist\" based on the average number of kills per round. Duelists are agents known to engage in direct combat and secure kills. Stereotypically, these are supposed to be the ones with the highest amount of kills." ] }, { "cell_type": "code", "execution_count": 25, "id": "4c3504c0", "metadata": {}, "outputs": [], "source": [ "duelist_agents = ['Jett', 'Phoenix', 'Raze', 'Reyna', 'Yoru', 'Neon']\n", "df['isDuelist'] = df['agent_1'].isin(duelist_agents).astype(int)" ] }, { "cell_type": "markdown", "id": "51cfbde2", "metadata": {}, "source": [ "# Train Test Split & Accuracy" ] }, { "cell_type": "code", "execution_count": 26, "id": "a2237f19", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy of logistic regression model: 0.6604729335418661\n" ] } ], "source": [ "X = df[['kills_round']]\n", "y = df['isDuelist'] \n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.5, random_state=1)\n", "model = LogisticRegression()\n", "model.fit(X_train, y_train)\n", "y_pred = model.predict(X_test)\n", "\n", "accuracy = accuracy_score(y_test, y_pred)\n", "print(\"Accuracy of logistic regression model:\", accuracy)" ] }, { "cell_type": "markdown", "id": "0413a409", "metadata": {}, "source": [ "An accuracy score of 66% indicates that the model's ability to correctly classify agents as duelists or non-duelists based on average kills per round is slightly above average." ] }, { "cell_type": "markdown", "id": "3d5919f3", "metadata": {}, "source": [ "# Sigmoid Function\n", "By mapping the output to a probability value between 0 and 1, the sigmoid function makes it possible to interpret the results of logistic regression. This graph should make it easier to predict the probability of being a duelists based on KPR" ] }, { "cell_type": "code", "execution_count": 27, "id": "707e267c", "metadata": {}, "outputs": [], "source": [ "X_range = np.linspace(X['kills_round'].min(), X['kills_round'].max(), 300)\n", "z = model.coef_ * X_range.reshape(-1,1) + model.intercept_ \n", "y_prob = 1 / (1 + np.exp(-z))" ] }, { "cell_type": "code", "execution_count": 28, "id": "9ed6fc1d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "sns.scatterplot(x='kills_round', y='isDuelist', data=df, alpha=0.5, label='Actual data')\n", "plt.plot(X_range, y_prob, color='red', label='Logistic regression curve (Sigmoid)')\n", "plt.xlabel('Kills per Round (KPR)')\n", "plt.ylabel('Probability of Being a Duelist')\n", "plt.title('Logistic Regression: Probability of Being a Duelist vs. Kills per Round')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "06eb0f39", "metadata": {}, "source": [ "This logistic regression shows that having a high kill per round (KPR) does not necessarily mean that you are a duelist. While duelists are often associated with high kill counts, other roles also contribute significantly to team success through non-kill-related actions. However, in higher-ranked matches, we can see that it may be impossible to predict whether or not someone is playing a \"duelist\" solely based off KPR. Unfortunately, KPR is calculated to the nearest tenth so we will not get accurate depictions of where exactly is the mean KPR. On the other hand, it does not matter in this case since predicting the role of the character does not cause higher/lower KPR." ] }, { "cell_type": "markdown", "id": "c1466cef", "metadata": {}, "source": [ "# Box Plot\n", "Since KPR and the probability of being a duelist is not interesting enough, how about seeing it through the lens of all agents?" ] }, { "cell_type": "code", "execution_count": 29, "id": "5b4f4adb", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 8))\n", "sns.boxplot(x='kills_round', y='agent_1', data=df)\n", "plt.xlabel('Kills per Round')\n", "plt.ylabel('Agent')\n", "plt.title('Box Plot of Kills per Round by Agent')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2ce88172", "metadata": {}, "source": [ "Here we can see that the median of every agent is around 0.75 KPR, but what is interesting is the amount of disparity/outliers coming from each agent. Based on the many box plots, we can clearly see that our hypothesis was correct about agents not having the biggest effect on kills. " ] }, { "cell_type": "markdown", "id": "af2c0d2e", "metadata": {}, "source": [ "# ElasticNet\n", "ElasticNet is a linear model that combines the properties of both Lasso (L1) and Ridge (L2) regression." ] }, { "cell_type": "code", "execution_count": 30, "id": "b6baa2d0", "metadata": {}, "outputs": [], "source": [ "X = df[['kills_round', 'damage_round', 'headshot_percent', 'score_round']]\n", "y = df['win_percent']\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.5, random_state=1)" ] }, { "cell_type": "markdown", "id": "2025e9e5", "metadata": {}, "source": [ "Selecting these features might be irrelevant to the modeling process. However, since KPR and Score per Round (SPR) are highly correlated along with damage and headshot percentage, it might be useful since it can handle multicollinearity." ] }, { "cell_type": "markdown", "id": "f715b8fe", "metadata": {}, "source": [ "# Feature Scaling" ] }, { "cell_type": "code", "execution_count": 31, "id": "01f06294", "metadata": {}, "outputs": [], "source": [ "scaler = StandardScaler()\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)" ] }, { "cell_type": "markdown", "id": "ad875e16", "metadata": {}, "source": [ "With the combined property of both Lasso and Ridge regression, its important to address the regularization that comes with it. By scaling, it lets all features contribute equally so that one does not effect the other drastically." ] }, { "cell_type": "code", "execution_count": 32, "id": "b9a9dfb4", "metadata": {}, "outputs": [], "source": [ "elastic_net = ElasticNet(alpha=0.1, l1_ratio=0.5)\n", "elastic_net.fit(X_train_scaled, y_train)\n", "y_pred = elastic_net.predict(X_test_scaled)" ] }, { "cell_type": "code", "execution_count": 33, "id": "cc38e46b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ElasticNet Coefficients: [ 2.18967798 0.33484552 -0.53189074 0. ]\n", "ElasticNet Intercept: 53.83205957188543\n", "ElasticNet R-squared: 0.04880163146877592\n", "ElasticNet Mean Squared Error: 125.29573107476482\n" ] } ], "source": [ "r2 = r2_score(y_test, y_pred)\n", "mse = mean_squared_error(y_test, y_pred)\n", "print(\"ElasticNet Coefficients:\", elastic_net.coef_)\n", "print(\"ElasticNet Intercept:\", elastic_net.intercept_)\n", "print(\"ElasticNet R-squared:\", r2)\n", "print(\"ElasticNet Mean Squared Error:\", mse)" ] }, { "cell_type": "markdown", "id": "d3883e33", "metadata": {}, "source": [ "With such a high MSE, it might be that the model has made an error in predicting the target variable. However, this would be the case since there are so many different factors to predicting win percentage. In a matchmaking system of 5v5 of the top players, even having one player not having the best day could throw this graph off and cause their own team to lose." ] }, { "cell_type": "code", "execution_count": 34, "id": "26f16053", "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'intercept' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[34], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m10\u001b[39m, \u001b[38;5;241m6\u001b[39m))\n\u001b[1;32m 2\u001b[0m plt\u001b[38;5;241m.\u001b[39mscatter(y_test, y_pred, alpha\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.5\u001b[39m)\n\u001b[0;32m----> 3\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot([y_test\u001b[38;5;241m.\u001b[39mmin(), y_test\u001b[38;5;241m.\u001b[39mmax()], [intercept \u001b[38;5;241m+\u001b[39m coefficients \u001b[38;5;241m*\u001b[39m y_test\u001b[38;5;241m.\u001b[39mmin(), intercept \u001b[38;5;241m+\u001b[39m coefficients \u001b[38;5;241m*\u001b[39m y_test\u001b[38;5;241m.\u001b[39mmax()],\n\u001b[1;32m 4\u001b[0m color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mred\u001b[39m\u001b[38;5;124m'\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRegression Line\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 5\u001b[0m plt\u001b[38;5;241m.\u001b[39mxlabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mActual Win Percentage\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 6\u001b[0m plt\u001b[38;5;241m.\u001b[39mylabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPredicted Win Percentage\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", "\u001b[0;31mNameError\u001b[0m: name 'intercept' is not defined" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.scatter(y_test, y_pred, alpha=0.5)\n", "plt.plot([y_test.min(), y_test.max()], [intercept + coefficients * y_test.min(), intercept + coefficients * y_test.max()],\n", " color='red', label='Regression Line')\n", "plt.xlabel('Actual Win Percentage')\n", "plt.ylabel('Predicted Win Percentage')\n", "plt.title('ElasticNet Regression: Actual vs Predicted Win Percentage')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c2bcc7aa", "metadata": {}, "source": [ "# Random Forest Regressor\n", "Unlike ElasticNet producing coefficients, Random Forest fits a number of decision tree regressors on a number of samples that are averaged in order to improve the accuracy in predictions." ] }, { "cell_type": "code", "execution_count": null, "id": "378bd519", "metadata": {}, "outputs": [], "source": [ "rf = RandomForestRegressor(n_estimators=10, random_state=1)\n", "rf.fit(X_train_scaled, y_train)\n", "y_pred_rf = rf.predict(X_test_scaled)" ] }, { "cell_type": "code", "execution_count": null, "id": "3de0c7f8", "metadata": {}, "outputs": [], "source": [ "r2_rf = r2_score(y_test, y_pred_rf)\n", "mse_rf = mean_squared_error(y_test, y_pred_rf)\n", "print(\"Random Forest R-squared:\", r2_rf)\n", "print(\"Random Forest Mean Squared Error:\", mse_rf)" ] }, { "cell_type": "code", "execution_count": null, "id": "e84c4c01", "metadata": {}, "outputs": [], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.scatter(y_test, y_pred_rf, color='green', alpha=0.5)\n", "plt.xlabel('Actual Win Percentage')\n", "plt.ylabel('Predicted Win Percentage')\n", "plt.title('Random Forest Regression: Actual vs Predicted Win Percentage')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8e5f35dd", "metadata": {}, "source": [ "Overall, since there are not enough features, the regression techniques are not enough to accurately depict actual vs predicted win percentages. In this case, regularization should not be used since it discourages a more complex model in preventing overfitting." ] }, { "cell_type": "markdown", "id": "feb9ea47", "metadata": {}, "source": [ "# Summary" ] }, { "cell_type": "markdown", "id": "cdae2521", "metadata": {}, "source": [ "Overall, the analysis provides valuable insight into the Top Valorant Players dataset, helping to understand player behavior, performance factors, and the extremities of stereotypes. This analysis can inform strategies for improving player mindset while optimizing gameplay tactics in Valorant. What should be kept into mind is that win percentage in Valorant is shaped not only by individual gameplay statistics, but also by effective communication, teamwork tactics, etc." ] }, { "cell_type": "markdown", "id": "a38ebe80", "metadata": {}, "source": [ "# References\n", "- https://www.kaggle.com/datasets/aliibrahim10/valorant-stats/data\n", "- https://rayzhangzirui.github.io/math10sp24/notes/pandas.html\n", "- https://rayzhangzirui.github.io/math10sp24/notes/visualization.html\n", "- https://rayzhangzirui.github.io/math10sp24/notes/logistic_binary.html\n", "- https://elitedatascience.com/algorithm-selection\n", "- https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 5 }