{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# An Analysis of USA Climbing's Youth Bouldering Series.\n", "\n", "Author: Silas Chang\n", "\n", "Course Project, UC Irvine, Math 10, S24\n", "\n", "Post to course website: **Yes**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction.\n", "## A Brief Explanation of Competitive Bouldering. \n", "\n", "*Note: This short introduction provides what I believe to be interesting context for some of the analyses later in the project, but is not essential to the actual data science. Feel free to skim.*\n", "\n", "Every year, USA Climbing (the U.S. governing body for competitive sport climbing) holds officially sanctioned events where youth athletes aged 8-19 compete in three disciplines of climbing. In this project, we will focus on the bouldering discipline. \n", "\n", "In a bouldering competition, athletes have either a certain amount of attempts or a certain amount of time to try 4-10 'boulders,' which are short, intense, climbing challenges. On each boulder, athletes are awarded a 'Top' if they reached the top, and a 'Zone' if they reached a specific halfway-hold (a kind of partial credit). These challenges are created by officials known as 'Routesetters.' Routesetters have a difficult job - they must create a fair playing field where the best climbers are able to separate themselves from the pack. If the boulders are too easy (or too hard), there will be many ties in the scores, leading to less separation between the top climbers.\n", "\n", "In this project, we will consider boulders from the 2022, 2023, and 2024 USA Climbing Youth Bouldering series, evaluating trends in the routesetting across competition levels and categories." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Dataset.\n", "### Source\n", "\n", "This dataset was compiled by me, as a python project separate from this one, when I was independently studying the basics of web-scraping. In the extra section at the end of the project, I do a small demonstration of the methods I used to collect the data.\n", "\n", "It is not published anywhere, but it can be accessed from this Google Drive link.\n", "\n", "### Structure\n", "\n", "**Each row of the data represents one boulder from a competition.** For each boulder, the following are recorded:\n", "\n", "**eid.** The event id. It is useful for retracing the website where results come from.\n", "\n", "**Category.** Thecategory of competition the boulder was from. The first letter is the gender of the category, the last two letters signify age: YD-Under 12, YC-Under 14, YB-Under16, YA-Under 18, JR-Under 20. For example, MYB means Male Under 16.\n", "\n", "**Location.** The location of the competition. The country is split geographically into 18 regions and 9 divisions.\n", "\n", "**Level.** The level of the event, which may be the following, from lowest to highest: 'QE', 'Regional', 'Divisional', 'National'.\n", "\n", "**Round.** The round within the event. Some competitions may have multiple rounds (e.g. qualifier, semifinal, final).\n", "\n", "**#.** The index of the boulder within the competition. As mentioned earlier, competitions typically have anywhere between 4-10 boulders\n", "\n", "**Climbers.** The number of athletes that attempted the boulder.\n", "\n", "**Tops.** The number of athletes that scored a Top on the boulder.\n", "\n", "**Zones.** The number of athletes that scored a Zone on the boulder.\n", "\n", "**Lows.** This is the number of athletes that scored a Low Zone on the boulder. Note that most high-level competitions (divisionals and nationals) typically do not use low zones for scoring.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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eidCategoryLocationLevelRound#ClimbersTopsZonesLows
01645MYDR22Regionalfinal115045
11645MYDR22Regionalfinal21591013
21645MYDR22Regionalfinal315129
31645MYDR22Regionalfinal4159914
41645FYDR22Regionalfinal11781717
51645FYDR22Regionalfinal217121317
61645FYDR22Regionalfinal3176612
71645FYDR22Regionalfinal417131316
81667FJRD1Divisionalfinal113560
91667FJRD1Divisionalfinal2139110
\n", "
" ], "text/plain": [ " eid Category Location Level Round # Climbers Tops Zones Lows\n", "0 1645 MYD R22 Regional final 1 15 0 4 5\n", "1 1645 MYD R22 Regional final 2 15 9 10 13\n", "2 1645 MYD R22 Regional final 3 15 1 2 9\n", "3 1645 MYD R22 Regional final 4 15 9 9 14\n", "4 1645 FYD R22 Regional final 1 17 8 17 17\n", "5 1645 FYD R22 Regional final 2 17 12 13 17\n", "6 1645 FYD R22 Regional final 3 17 6 6 12\n", "7 1645 FYD R22 Regional final 4 17 13 13 16\n", "8 1667 FJR D1 Divisional final 1 13 5 6 0\n", "9 1667 FJR D1 Divisional final 2 13 9 11 0" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "df = pd.read_excel('bouldering_data.xlsx', index_col=0)\n", "df.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Part I. Feature Engineering and DataFrame Manipulation.\n", "\n", "In this section, we use the pandas Dataframe to create new columns for use in later sections, as well as an entire new DataFrame where each row contains data one competition, rather than one boulder. \n", "\n", "### Proportion stats.\n", "\n", "Alone, the raw number of tops and zones is not very useful if we wish to compare boulders from different competitions. as a boulder that was topped by 12/50 competitors is likely harder than a boulder topped by 8/15. Using pandas, we can create features 'Tpct', 'Zpct', and 'Lpct' that are simply the proportion of athletes receiving a score:\n", "\n", "$ \\text{Tpct} = \\frac{\\# Tops}{\\# Climbers} $\n", "\n", "$ \\text{Zpct} = \\frac{\\# Zones}{\\# Climbers} $\n", "\n", "$ \\text{Lpct} = \\frac{\\# Lows}{\\# Climbers} $" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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eidCategoryLocationLevelRound#ClimbersTopsZonesLowsTpctZpctLpct
01645MYDR22Regionalfinal1150450.0000000.2666670.333333
11645MYDR22Regionalfinal215910130.6000000.6666670.866667
21645MYDR22Regionalfinal3151290.0666670.1333330.600000
31645MYDR22Regionalfinal41599140.6000000.6000000.933333
41645FYDR22Regionalfinal117817170.4705881.0000001.000000
\n", "
" ], "text/plain": [ " eid Category Location Level Round # Climbers Tops Zones Lows \\\n", "0 1645 MYD R22 Regional final 1 15 0 4 5 \n", "1 1645 MYD R22 Regional final 2 15 9 10 13 \n", "2 1645 MYD R22 Regional final 3 15 1 2 9 \n", "3 1645 MYD R22 Regional final 4 15 9 9 14 \n", "4 1645 FYD R22 Regional final 1 17 8 17 17 \n", "\n", " Tpct Zpct Lpct \n", "0 0.000000 0.266667 0.333333 \n", "1 0.600000 0.666667 0.866667 \n", "2 0.066667 0.133333 0.600000 \n", "3 0.600000 0.600000 0.933333 \n", "4 0.470588 1.000000 1.000000 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Tpct'] = df['Tops'] / df['Climbers']\n", "df['Zpct'] = df['Zones'] / df['Climbers']\n", "df['Lpct'] = df['Lows'] / df['Climbers']\n", "\n", "df.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Category Dummies. \n", "\n", "Currently, age and gender are both stored in the 'Category' column. Later, it will be useful to have these attributes in a separate columns." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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eidCategoryLocationLevelRound#ClimbersTopsZonesLowsTpctZpctLpctGenderAge
01645MYDR22Regionalfinal1150450.0000000.2666670.333333MD
11645MYDR22Regionalfinal215910130.6000000.6666670.866667MD
21645MYDR22Regionalfinal3151290.0666670.1333330.600000MD
31645MYDR22Regionalfinal41599140.6000000.6000000.933333MD
41645FYDR22Regionalfinal117817170.4705881.0000001.000000FD
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" ], "text/plain": [ " eid Category Location Level Round # Climbers Tops Zones Lows \\\n", "0 1645 MYD R22 Regional final 1 15 0 4 5 \n", "1 1645 MYD R22 Regional final 2 15 9 10 13 \n", "2 1645 MYD R22 Regional final 3 15 1 2 9 \n", "3 1645 MYD R22 Regional final 4 15 9 9 14 \n", "4 1645 FYD R22 Regional final 1 17 8 17 17 \n", "\n", " Tpct Zpct Lpct Gender Age \n", "0 0.000000 0.266667 0.333333 M D \n", "1 0.600000 0.666667 0.866667 M D \n", "2 0.066667 0.133333 0.600000 M D \n", "3 0.600000 0.600000 0.933333 M D \n", "4 0.470588 1.000000 1.000000 F D " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def age(x):\n", " if 'J' in x:\n", " return 'J' \n", " else:\n", " return x[2]\n", " \n", "def gender(x):\n", " return x[0]\n", "\n", "df['Gender'] = df['Category'].apply(gender)\n", "df['Age'] = df['Category'].apply(age)\n", "\n", "df.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Quali-Final Dataframe. \n", "\n", "In the next section, we will explore whether or not the qualifier and final round results of divisional level events are correlated. We will need a DataFrame where each row observation represents a divisional competition, with the following features:\n", "\n", "**eid**: The event id. \n", "\n", "**Gender**: The gender category of the competition. \n", "\n", "**Age**: The age category of the competition. \n", "\n", "**Quali_TPct**: The average top percentage of boulders in the qualifying round. \n", "\n", "**Final_TPct**: The average top percentage of boulders in the final round." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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eidGenderAgeQuali_TpctFinal_Tpct
01667FJ0.3166670.423077
11667FA0.1519610.192308
21667FB0.0528850.303571
31667FC0.2040820.326923
41667MJ0.2187500.265625
51667MA0.1403510.333333
61667MB0.1489360.464286
71667MC0.2968750.480769
\n", "
" ], "text/plain": [ " eid Gender Age Quali_Tpct Final_Tpct\n", "0 1667 F J 0.316667 0.423077\n", "1 1667 F A 0.151961 0.192308\n", "2 1667 F B 0.052885 0.303571\n", "3 1667 F C 0.204082 0.326923\n", "4 1667 M J 0.218750 0.265625\n", "5 1667 M A 0.140351 0.333333\n", "6 1667 M B 0.148936 0.464286\n", "7 1667 M C 0.296875 0.480769" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Divisionals_df = df.loc[df['Level'] == 'Divisional']\n", "Divisionals_df.reset_index(inplace=True, drop=True)\n", "\n", "# take advantage of the results being in a consistent order:\n", "# 4 final boulders, 4 quali boulders.\n", "\n", "data = []\n", "\n", "for i in range(0, Divisionals_df.shape[0], 8):\n", " eid = Divisionals_df.loc[i]['eid']\n", " gender = Divisionals_df.loc[i].Gender\n", " age = Divisionals_df.loc[i].Age \n", " QTP = Divisionals_df.loc[(i+4):(i+7)]['Tpct'].mean()\n", " FTP = Divisionals_df.loc[i:(i+3)]['Tpct'].mean()\n", "\n", " data.append([eid, gender, age, QTP, FTP])\n", "\n", "Quali_Final = pd.DataFrame(data, columns=['eid', 'Gender', 'Age', 'Quali_Tpct', 'Final_Tpct'])\n", "\n", "Quali_Final.head(8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Part II. Seaborn Visualizations. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Top Rates by Category\n", "\n", "Here, we can plot ten boxplots next to each other and compare the top rates across the categories of competition. Note that we limit the sample to only championship events (Regionals and above)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total sample size = 4064 boulders\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "championships_df = df.loc[df['Level'] != 'QE']\n", "championships_df = championships_df.sort_values(by='Category')\n", "print(f'total sample size = {championships_df.shape[0]} boulders')\n", "\n", "plot = sns.boxplot(championships_df, x='Category', y='Tpct', hue='Category');\n", "plot.set_ylabel('Top Rate');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The younger categories of C (under 14) and D (under 12) tend to get the highest top rates. This makes some amount of sense, routesetters tend to go easier on the younger kids, in order to not completely shut them down mentally.\n", "\n", "We can also view this same data in ten separate histograms:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grid = sns.FacetGrid(championships_df, col='Category', col_wrap=5, hue='Category');\n", "grid.map(sns.histplot, 'Tpct', bins=10, stat='proportion');\n", "grid.set_ylabels('Frequency');\n", "grid.set_xlabels('Top %');\n", "grid.figure.set_size_inches(9, 4)\n", "grid.figure.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An interesting result is that female youth D has the highest proportion of boulders topped by less than 10% of the field. \n", "\n", "From this plot, it is easier to see that all categories follow roughly the same distribution, but the scale of each is slightly different." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Part III. Linear Regression Analysis of Qualifier-Final Events.\n", "\n", "In this section, we will analyze results from divisional championships, which have a qualifying round and a final round. I was talking to my climbing coach about possible interesting topics for this project, and she brought up the idea of routesetting correction: sometimes, if a qualifying round of boulders is overall too easy, then the setters will tweak the finals boulders to be harder to correct for their misjudgement of the athlets in the qualifiers, and vice versa. \n", "\n", "Setter over-correction is something that has been observed as well: rounds where the qualifying round is embarrassingly easy, so the routesetters make the final round's boulders hard (or the reverse may happen). If setter over-correction is a pattern, then we ought to see a negative relation between qualfier top% and final top%, that is, when one decreases the other increases. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### All Categories. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this first cell, we fit a simple linear model to the data." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import LinearRegression\n", "\n", "X = np.array(Quali_Final['Quali_Tpct']).reshape(-1, 1)\n", "y = np.array(Quali_Final['Final_Tpct'])\n", "lm = LinearRegression();\n", "lm.fit(X, y)\n", "\n", "\n", "\n", "fig, ax = plt.subplots()\n", "ax.set_title(f'Model: y = {lm.coef_[0]:.4f}x + {lm.intercept_:.4f}, R-squared = {lm.score(X, y):.4f}')\n", "ax.set_xlabel('Quali top%')\n", "ax.set_ylabel('Final top%')\n", "ax.scatter(X, y)\n", "\n", "x_graph = np.linspace(0, 1, 200).reshape(-1, 1)\n", "ax.plot(x_graph, lm.predict(x_graph), c='r')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The R-squared value is near zero, so a strong linear correlation relationship between qualifier and final top percentages does not exist, at least over all categories of competition. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Individual Categories\n", "\n", "Though there is no relation between Qualifier top percentages and Final top percentages over all categories, some categories are more difficult to set for than others. We will run a similar regression procedure for all 8 categories that compete at divisional championships, to see if any particular category is more prone to difficulty overcorrection. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=4, sharey=True, sharex=True)\n", "categories = ['C', 'B', 'A', 'J']\n", "\n", "for i in range(4):\n", " ax[1, i].set_xlabel('Quali top%')\n", " for j in [0, 1]:\n", " if j == 0:\n", " gen = 'F'\n", " else:\n", " gen = 'M'\n", " \n", " c_df = Quali_Final.loc[(Quali_Final['Age'] == categories[i]) & (Quali_Final['Gender'] == gen)]\n", " X = np.array(c_df['Quali_Tpct']).reshape(-1, 1)\n", " y = np.array(c_df['Final_Tpct'])\n", "\n", " lm.fit(X, y)\n", " ax[j, i].scatter(X, y)\n", " ax[j, i].plot(x_graph, lm.predict(x_graph), c='r');\n", " ax[j, i].set_title(f'{gen}{categories[i]}: R^2 = {lm.score(X, y):.4f}')\n", " \n", "ax[0, 0].set_ylabel('Final top%')\n", "ax[1, 0].set_ylabel('Final top%')\n", "\n", "fig.set_size_inches(9, 5)\n", "fig.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For all of the individual categories except Female B, the R-squared value is also near zero, so there is no linear correlation for any of them either. In the case of Female B (R^2 ~.28), the linear coefficient is actually positive (upwards slope), which is the opposite of what we would expect to see if the routesetters were overcorrecting their rounds." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Part IV. Binary Classification of #1 and #4 Boulders.\n", "\n", "Though there is no rule that forces routesetters to order boulders according to difficulty, in a 4-boulder round, climbers tend to agree that boulder #1 of the round tends to be the easiest, with boulder #4 being the hardest. In this section, we will fit logistic-regression and nearest-neighbor type classifiers to data from regional-level competitions, and attempt to discern between them. \n", "\n", "### Visualization.\n", "\n", "The below plot shows a scatterplot of Tpct and Zpct with color showing the boulder number. Note that Tpct is a limiting factor of Zpct, since every Top also scores a Zone. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Regional_results = df[(df['Level'] == 'Regional') & ((df['#'] == 1) | (df['#'] == 4))]\n", "\n", "fig, ax = plt.subplots()\n", "ax.scatter(Regional_results['Zpct'], Regional_results['Tpct'], cmap='bwr', c=Regional_results['#'])\n", "ax.set_xlim([-0.05, 1.05]);\n", "ax.set_ylim([-0.05, 1.05]);\n", "fig.set_size_inches(8, 4.5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, the red dots are #4 boulders, and the blue dots are #1 boulders. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Logistic Regression Method.\n", "\n", "Here, a logistic regression classifier is fitted to predict whether a boulder is #1 or #4 in the round based on its top and zone percentange. It should be clear from the above plot that we do not expect perfect classification, but we can notice that #4 boulders (gray dots) are noticeably more clustered in the low-score area (bottom left).\n", "\n", "We will use a 80/20 train-test split as validation. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.inspection import DecisionBoundaryDisplay\n", "from sklearn.model_selection import train_test_split\n", "\n", "train_set, test_set = train_test_split(Regional_results, test_size=0.2, stratify=Regional_results['#'], random_state=88)\n", "\n", "X = train_set[['Zpct', 'Tpct']]\n", "y = train_set['#']" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classification Accuracy (Training): 65.51%\n", "Classification Accuracy (Testing): 64.29%\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf = LogisticRegression()\n", "clf.fit(X, y)\n", "\n", "fig, ax = plt.subplots(nrows=1, ncols=2)\n", "\n", "# decision boundary code adapted from course notes\n", "DecisionBoundaryDisplay.from_estimator(clf, X, grid_resolution=300, ax=ax[0], cmap='bwr', alpha=0.3, response_method='predict_proba')\n", "DecisionBoundaryDisplay.from_estimator(clf, X, grid_resolution=300, ax=ax[1], cmap='bwr', alpha=0.3, response_method='predict')\n", "ax[0].scatter(X['Zpct'], X['Tpct'], cmap='bwr', c=y)\n", "ax[0].set_ylim([-0.05, 1.05])\n", "ax[0].set_xlim([-0.05, 1.05])\n", "ax[0].set_title('Predicted Probability')\n", "ax[1].scatter(X['Zpct'], X['Tpct'], cmap='bwr', c=y)\n", "ax[1].set_xlim([-0.05, 1.05])\n", "ax[1].set_ylim([-0.05, 1.05])\n", "ax[1].set_title('Decision Boundary')\n", "fig.set_figwidth(10)\n", "fig.set_figheight(5)\n", "\n", "print(f'Classification Accuracy (Training): {clf.score(X, y)*100:.2f}%')\n", "print(f'Classification Accuracy (Testing): {clf.score(test_set[['Zpct', 'Tpct']], test_set['#']) * 100:.2f}%')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model classifies points with an accuracy of around 64% - significantly better than just flipping a coin to guess one way or the other, but far from perfect. As stated before it is definitely impossible to classify these points perfectly, because of how mixed together they are (the decision boundary for a logistic regression model is a line through 2-D space). Since we do have a classifying accuracy significantly greater than 50%, it is probably safe to say that #4 boulders are, on average, a bit harder than #1 boulders, but perhaps not by as much as is typically thought.\n", "\n", "### K-Neighbors Method.\n", "\n", "Here, we will attempt to solve the same problem using the k-neighbors classification algorithm, and compare the training and testing accuracies for $ k = 1, 2, \\dots 30 $." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.model_selection import KFold\n", "from sklearn.model_selection import cross_val_score\n", "\n", "train_accuracies = []\n", "test_accuracies = []\n", "train_set, test_set = train_test_split(Regional_results, test_size=0.2, stratify=Regional_results['#'], random_state=1)\n", "\n", "for k in range(1, 31):\n", " knc = KNeighborsClassifier(n_neighbors=k)\n", " X = train_set[['Zpct', 'Tpct']]\n", " y = train_set['#']\n", " knc.fit(X, y)\n", "\n", " train_accuracies.append([k, knc.score(X, y)])\n", " test_accuracies.append([k, knc.score(test_set[['Zpct', 'Tpct']], test_set['#'])])\n", "\n", "train_accuracies = np.array(train_accuracies)\n", "test_accuracies = np.array(test_accuracies)\n", "\n", "\n", "fig, ax = plt.subplots()\n", "\n", "ax.plot(train_accuracies[:, 0], train_accuracies[:, 1], label='Train split Accuracy')\n", "ax.plot(test_accuracies[:, 0], test_accuracies[:, 1], label='Test split Accuracy')\n", "ax.legend()\n", "ax.set_xlabel('$ k $')\n", "ax.set_ylabel('Accuracy')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, the bias-variance tradeoff we expect to see is very apparent. When $ k $ is small, the testing error is low but the training error is realtively high. As k increases (and the model complexity decreases), the testing error decreases and the training error increases, until both level off past $ k = 9 $. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Classification with Principal-Component Dimension Reduction.\n", "\n", "One might observe that tops and zones are somewhat related to each other - harder climbs tend to have both harder zones and tops, after all, and since every top also scores a zone, tops are a limiting factor on zones. This leads to a question - using principal component analysis, can we reduce the two dimensions of Top% and Zone% into a single 'combined difficulty' dimension, and still get decent results in classification?" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "\n", "# there was something buggy happening with the Dataframe assignments and the documentation told me to write this\n", "pd.options.mode.copy_on_write = True \n", "# i basically have no idea what it does but it fixed the issue\n", "# something about mutable types and memory allocation idk i'm a math major not a CS major\n", "\n", "pca = PCA(n_components=1)\n", "\n", "pca.fit(Regional_results[['Zpct', 'Tpct']])\n", "combined = np.array(pca.transform(Regional_results.loc[:, ['Zpct', 'Tpct']]))\n", "\n", "Regional_results['Combined'] = combined[:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the first principal compenent by plotting the axis it deterimines on the original scatterplot, as well as by creating a histogram showing how the points are distributed after being projected onto this axis:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.5421019152018077, 0.30049327596852743)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "fig, ax = plt.subplots(nrows=2, ncols=1)\n", "\n", "ax[0].scatter(Regional_results['Zpct'], Regional_results['Tpct'], cmap='bwr', c=Regional_results['#'], alpha=0.10)\n", "ax[0].set_xlim([-0.05, 1.05]);\n", "ax[0].set_ylim([-0.20, 1.05]);\n", "\n", "graph_points = np.linspace(-0.05, 1.05, 2)\n", "slope = pca.components_[0, 1]/pca.components_[0, 0]\n", "\n", "ax[0].axline(xy1=(pca.mean_[0], pca.mean_[1]), slope=pca.components_[0, 1]/pca.components_[0, 0], c='k', ls=':')\n", "ax[0].annotate('1st-Principal-Component Axis', (0.3, 0.5))\n", "ax[0].set_title('Visualization of 1st-Principal-Component Axis')\n", "\n", "bars = (Regional_results.loc[Regional_results['#'] == 1, 'Combined'], Regional_results.loc[Regional_results['#'] == 4, 'Combined'])\n", "ax[1].hist(bars, color=('b', 'r'), bins=20, alpha=0.8, label=('#1 Boulders', '#4 Boulders'))\n", "ax[1].set_title('Distribution Along Principal Component Axis')\n", "ax[1].legend()\n", "\n", "fig.set_size_inches(8, 9)\n", "\n", "(pca.mean_[0], pca.mean_[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can repeat the previous logistic-regression classification, but using only the single 'Combined' feature. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classification Accuracy (Training): 62.89%\n", "Classification Accuracy (Testing): 63.81%\n" ] } ], "source": [ "train_set, test_set = train_test_split(Regional_results, test_size=0.2, stratify=Regional_results['#'], random_state=88)\n", "\n", "X = train_set[['Combined']]\n", "y = train_set['#']\n", "\n", "clf.fit(X, y)\n", "\n", "print(f'Classification Accuracy (Training): {clf.score(X, y)*100:.2f}%')\n", "print(f'Classification Accuracy (Testing): {clf.score(test_set[['Combined']], test_set['#'])*100:.2f}%')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using this single principal component, we lose only a couple percentage points of classification accuracy. Though at this relatively small sample size (n~1000) and feature space (2) the difference in execution time is negligible, if the sample size or feature space were much bigger this reduction in dimension could speed up calculation significantly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Extra: Demonstration of Web Scraping/Data Collection Methods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This extra section is a short demonstration of how the data for this project was collected. The original data collection was significantly more involved - I had scraped results for individual climbers rather than individual boulders from over 400 competitions. Here, I construct a small dataset from a single competition, in the same format as the dataset for this project.\n", "\n", "### Scraping\n", "\n", "The Selenium package allows python to control a browser window, simulating live user activity. This is useful for loading the dynamic-HTML elements on the USA climbing results page in which the results are stored. The `implicitly_wait()` function establishes an amount of time to wait for an element to appear when finding it, in this case 5 seconds. Once the driver finds the desired element, the tbody that holds the competition results, we use the BeutifulSoup constructor from the bs4 package to parse the html.\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import selenium.webdriver as Webdriver\n", "from selenium.webdriver.common.by import By\n", "from bs4 import BeautifulSoup\n", "\n", "driver = Webdriver.Chrome()\n", "driver.get('https://usacresults.org/scores/?eid=1243')\n", "driver.implicitly_wait(5)\n", "body = driver.find_element(By.XPATH, \"/html/body/section/div[3]/table[1]/tbody[1]\")\n", "soup = BeautifulSoup(driver.page_source, features='lxml')\n", "driver.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `soup` object now holds the HTML source code of the site in an easily indexable and searchable tree. We use the BeautifulSoup methods `.find` and `.find_all` to get a list of \\ elements that correspond to each round of the compeition in each category. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "score_tbodys = soup.find(\"table\", class_=\"scoreTable21 scoreBoulder\").find_all(\"tbody\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Processing\n", "\n", "Before we start extracting the data from the `soup`, we define a helper function. If a climber achieves a top or zone on a climb, the \\ element that holds the result will hold a number, and we will want to increment a counter by 1. Otherwise, it will hold a \\xa0 character, and we will not increment the counter." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def is_success(s):\n", " if s == '\\xa0':\n", " return 0\n", " else:\n", " return 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can loop through each table in the `score_tbodys` list, counting the number of tops and zones for each boulder in each round. This step involved a lot of reverse-engineering HTML, and for brevity I will not explain it in detail.\n", "\n", "We initialize a list, and append lists to it after every round that correspond to each boulder's results." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1243, 'FJR', 'D3', 'Divisional', 'final', 1, 13, 3, 12, 0]\n", "[1243, 'FJR', 'D3', 'Divisional', 'final', 2, 13, 4, 10, 0]\n", "[1243, 'FJR', 'D3', 'Divisional', 'final', 3, 13, 1, 12, 0]\n", "[1243, 'FJR', 'D3', 'Divisional', 'final', 4, 13, 1, 5, 0]\n", "[1243, 'FYA', 'D3', 'Divisional', 'final', 1, 13, 3, 13, 0]\n" ] } ], "source": [ "data_list = []\n", "\n", "for n in range(1, 17): \n", " # There are 16 table bodies that contain results - qualifers and finals for all 8 categories.\n", " tb = score_tbodys[n]\n", "\n", " # 4 Boulders per round. Each list of three elements holds tops, zones, and lowzones for a boulder.\n", " boulders = [[0, 0, 0],\n", " [0, 0, 0],\n", " [0, 0, 0],\n", " [0, 0, 0],\n", " ]\n", " climbers = 0\n", "\n", " # this is where category is stored in the tree\n", " category = tb.find_all('tr')[0].find_all('td')[1].find_all('div')[1].string[6:] \n", "\n", " for tr in tb.find_all('tr'): \n", " # each table row corresponds to one climber.\n", " if 'class' in tr.attrs.keys():\n", " # a no-show climber is skipped.\n", " pass\n", " else:\n", " climbers += 1\n", " score_data = tr.find_all('td')[7:]\n", " for i in range(4): \n", " # loops once for each boulder\n", " divs = score_data[i].find_all('div')\n", " boulders[i][0] += is_success(divs[0].string) # increment tops if the climber topped\n", " boulders[i][1] += is_success(divs[1].string) # increment zone\n", " if len(divs) > 4: \n", " # only if the round uses low zones\n", " boulders[i][2] += is_success(divs[2].string) # increment lowzone\n", "\n", " round = 'final'\n", "\n", " # the last 8 table bodies correspond to qualifier rounds\n", " if n > 8:\n", " round = 'quali'\n", "\n", " # we know some things about this comp already - specifically the eid, location, and level\n", " # but in the original project I wrote code to parse that information as well.\n", " # we append a list that corresponds to one row of our eventual dataframe:\n", " for i in range(4):\n", " data_list.append([1243, category, 'D3', 'Divisional', round, i + 1, climbers] + boulders[i])\n", "\n", "for row in data_list[0:5]:\n", " print(row)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, using pandas, we can convert this nested list into a dataframe. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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eidCategoryLocationLevelRound#ClimbersTopsZonesLows
01243FJRD3Divisionalfinal1133120
11243FJRD3Divisionalfinal2134100
21243FJRD3Divisionalfinal3131120
31243FJRD3Divisionalfinal413150
41243FYAD3Divisionalfinal1133130
51243FYAD3Divisionalfinal21310100
61243FYAD3Divisionalfinal3132110
71243FYAD3Divisionalfinal4131110
81243FYBD3Divisionalfinal113690
91243FYBD3Divisionalfinal2131130
101243FYBD3Divisionalfinal313480
111243FYBD3Divisionalfinal413150
\n", "
" ], "text/plain": [ " eid Category Location Level Round # Climbers Tops Zones Lows\n", "0 1243 FJR D3 Divisional final 1 13 3 12 0\n", "1 1243 FJR D3 Divisional final 2 13 4 10 0\n", "2 1243 FJR D3 Divisional final 3 13 1 12 0\n", "3 1243 FJR D3 Divisional final 4 13 1 5 0\n", "4 1243 FYA D3 Divisional final 1 13 3 13 0\n", "5 1243 FYA D3 Divisional final 2 13 10 10 0\n", "6 1243 FYA D3 Divisional final 3 13 2 11 0\n", "7 1243 FYA D3 Divisional final 4 13 1 11 0\n", "8 1243 FYB D3 Divisional final 1 13 6 9 0\n", "9 1243 FYB D3 Divisional final 2 13 1 13 0\n", "10 1243 FYB D3 Divisional final 3 13 4 8 0\n", "11 1243 FYB D3 Divisional final 4 13 1 5 0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pandas import DataFrame\n", "\n", "column_titles = ['eid', 'Category', 'Location', 'Level', 'Round', '#', 'Climbers', 'Tops', 'Zones', 'Lows']\n", "New_df = DataFrame(data_list, columns=column_titles)\n", "New_df.head(12)" ] } ], "metadata": { "kernelspec": { "display_name": "MATH9", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 2 }