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omegaUp priors exploration
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# omegaUp quality and difficulty priors\n",
"\n",
"This document explores good priors to use when estimating the problem difficulty and quality before enough actual votes are cast."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>visits</th>\n",
" <th>submissions</th>\n",
" <th>accepted</th>\n",
" <th>difficulty</th>\n",
" <th>quality</th>\n",
" <th>quality_histogram_1</th>\n",
" <th>quality_histogram_2</th>\n",
" <th>quality_histogram_3</th>\n",
" <th>quality_histogram_4</th>\n",
" <th>quality_histogram_5</th>\n",
" <th>difficulty_histogram_1</th>\n",
" <th>difficulty_histogram_2</th>\n",
" <th>difficulty_histogram_3</th>\n",
" <th>difficulty_histogram_4</th>\n",
" <th>difficulty_histogram_5</th>\n",
" <th>ratio</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>7487.000000</td>\n",
" <td>7487.000000</td>\n",
" <td>7487.000000</td>\n",
" <td>7487.000000</td>\n",
" <td>929.000000</td>\n",
" <td>928.000000</td>\n",
" <td>928.000000</td>\n",
" <td>928.000000</td>\n",
" <td>928.000000</td>\n",
" <td>928.000000</td>\n",
" <td>928.000000</td>\n",
" <td>928.000000</td>\n",
" <td>928.000000</td>\n",
" <td>928.000000</td>\n",
" <td>928.000000</td>\n",
" <td>7122.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>15.862695</td>\n",
" <td>233.902231</td>\n",
" <td>68.056899</td>\n",
" <td>0.141933</td>\n",
" <td>3.088864</td>\n",
" <td>0.188578</td>\n",
" <td>0.089440</td>\n",
" <td>1.108836</td>\n",
" <td>2.938578</td>\n",
" <td>2.281250</td>\n",
" <td>3.101293</td>\n",
" <td>2.579741</td>\n",
" <td>1.497845</td>\n",
" <td>0.429957</td>\n",
" <td>0.395474</td>\n",
" <td>0.277764</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>55.181476</td>\n",
" <td>627.450995</td>\n",
" <td>256.143010</td>\n",
" <td>0.411862</td>\n",
" <td>0.298730</td>\n",
" <td>0.519313</td>\n",
" <td>0.337477</td>\n",
" <td>1.975035</td>\n",
" <td>3.738989</td>\n",
" <td>3.048616</td>\n",
" <td>6.841122</td>\n",
" <td>3.253427</td>\n",
" <td>1.864908</td>\n",
" <td>0.824024</td>\n",
" <td>0.963106</td>\n",
" <td>0.229576</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.945561</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.000000</td>\n",
" <td>18.000000</td>\n",
" <td>3.000000</td>\n",
" <td>0.000000</td>\n",
" <td>2.914962</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.098765</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.000000</td>\n",
" <td>66.000000</td>\n",
" <td>10.000000</td>\n",
" <td>0.000000</td>\n",
" <td>3.088418</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.220665</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.000000</td>\n",
" <td>184.000000</td>\n",
" <td>39.000000</td>\n",
" <td>0.000000</td>\n",
" <td>3.303131</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.408763</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>897.000000</td>\n",
" <td>10077.000000</td>\n",
" <td>5018.000000</td>\n",
" <td>2.459906</td>\n",
" <td>3.801234</td>\n",
" <td>5.000000</td>\n",
" <td>4.000000</td>\n",
" <td>27.000000</td>\n",
" <td>46.000000</td>\n",
" <td>28.000000</td>\n",
" <td>101.000000</td>\n",
" <td>33.000000</td>\n",
" <td>18.000000</td>\n",
" <td>5.000000</td>\n",
" <td>8.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" visits submissions accepted difficulty quality \\\n",
"count 7487.000000 7487.000000 7487.000000 7487.000000 929.000000 \n",
"mean 15.862695 233.902231 68.056899 0.141933 3.088864 \n",
"std 55.181476 627.450995 256.143010 0.411862 0.298730 \n",
"min 0.000000 0.000000 0.000000 0.000000 1.945561 \n",
"25% 0.000000 18.000000 3.000000 0.000000 2.914962 \n",
"50% 0.000000 66.000000 10.000000 0.000000 3.088418 \n",
"75% 0.000000 184.000000 39.000000 0.000000 3.303131 \n",
"max 897.000000 10077.000000 5018.000000 2.459906 3.801234 \n",
"\n",
" quality_histogram_1 quality_histogram_2 quality_histogram_3 \\\n",
"count 928.000000 928.000000 928.000000 \n",
"mean 0.188578 0.089440 1.108836 \n",
"std 0.519313 0.337477 1.975035 \n",
"min 0.000000 0.000000 0.000000 \n",
"25% 0.000000 0.000000 0.000000 \n",
"50% 0.000000 0.000000 1.000000 \n",
"75% 0.000000 0.000000 1.000000 \n",
"max 5.000000 4.000000 27.000000 \n",
"\n",
" quality_histogram_4 quality_histogram_5 difficulty_histogram_1 \\\n",
"count 928.000000 928.000000 928.000000 \n",
"mean 2.938578 2.281250 3.101293 \n",
"std 3.738989 3.048616 6.841122 \n",
"min 0.000000 0.000000 0.000000 \n",
"25% 1.000000 1.000000 0.000000 \n",
"50% 2.000000 1.000000 1.000000 \n",
"75% 3.000000 3.000000 3.000000 \n",
"max 46.000000 28.000000 101.000000 \n",
"\n",
" difficulty_histogram_2 difficulty_histogram_3 difficulty_histogram_4 \\\n",
"count 928.000000 928.000000 928.000000 \n",
"mean 2.579741 1.497845 0.429957 \n",
"std 3.253427 1.864908 0.824024 \n",
"min 0.000000 0.000000 0.000000 \n",
"25% 1.000000 0.000000 0.000000 \n",
"50% 2.000000 1.000000 0.000000 \n",
"75% 3.000000 2.000000 1.000000 \n",
"max 33.000000 18.000000 5.000000 \n",
"\n",
" difficulty_histogram_5 ratio \n",
"count 928.000000 7122.000000 \n",
"mean 0.395474 0.277764 \n",
"std 0.963106 0.229576 \n",
"min 0.000000 0.000000 \n",
"25% 0.000000 0.098765 \n",
"50% 0.000000 0.220665 \n",
"75% 0.000000 0.408763 \n",
"max 8.000000 1.000000 "
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"import pandas\n",
"import seaborn as sns\n",
"import sklearn\n",
"import sklearn.linear_model\n",
"import sklearn.metrics\n",
"\n",
"problems = pandas.read_csv('https://gist.githubusercontent.com/lhchavez/f17857f840db9a63a850ee5494443eb7/raw/a45d32476afefdd0dbdea3b97146e00a12a963b2/omegaup_problems.csv')\n",
"problems['ratio'] = problems['accepted'] / problems['submissions']\n",
"problems.describe()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"problems_voted = problems.dropna()\n",
"train_dataset = problems_voted.sample(frac=0.8,random_state=0)\n",
"test_dataset = problems_voted.drop(train_dataset.index)\n",
"\n",
"feature_columns = ['difficulty', 'quality']\n",
"histogram_columns = ['quality_histogram_1', 'quality_histogram_2', 'quality_histogram_3',\n",
" 'quality_histogram_4', 'quality_histogram_5', 'difficulty_histogram_1',\n",
" 'difficulty_histogram_2', 'difficulty_histogram_3',\n",
" 'difficulty_histogram_4', 'difficulty_histogram_5']\n",
"\n",
"def evaluate(difficulty_reg, quality_reg, test_dataset, test_difficulty_y, test_quality_y):\n",
" print('Difficulty MSE (lower is better): %.3f' % (\n",
" sklearn.metrics.mean_squared_error(test_difficulty_y, difficulty_reg.predict(test_dataset))))\n",
" print('Quality MSE (lower is better): %.3f' % (\n",
" sklearn.metrics.mean_squared_error(test_quality_y, quality_reg.predict(test_dataset))))\n",
" \n",
" scenario_data = pandas.DataFrame(data={\n",
" 'visits': [1], 'submissions': [0], 'accepted': [0], 'ratio': [0]})\n",
" print('Scenario 1: No information whatsoever: difficulty=%.3f, quality=%.3f' % (\n",
" difficulty_reg.predict(scenario_data), quality_reg.predict(scenario_data)))\n",
" scenario_data = pandas.DataFrame(data={\n",
" 'visits': [1], 'submissions': [999], 'accepted': [0], 'ratio': [0]})\n",
" print('Scenario 2: Lots of attempts before first AC: difficulty=%.3f, quality=%.3f' % (\n",
" difficulty_reg.predict(scenario_data), quality_reg.predict(scenario_data)))\n",
" scenario_data = pandas.DataFrame(data={\n",
" 'visits': [1], 'submissions': [1000], 'accepted': [1], 'ratio': [0.001]})\n",
" print('Scenario 3: Lots of attempts, first AC: difficulty=%.3f, quality=%.3f' % (\n",
" difficulty_reg.predict(scenario_data), quality_reg.predict(scenario_data)))\n",
" scenario_data = pandas.DataFrame(data={\n",
" 'visits': [1], 'submissions': [2], 'accepted': [1], 'ratio': [0.5]})\n",
" print('Scenario 4: AC after WA: difficulty=%.3f, quality=%.3f' % (\n",
" difficulty_reg.predict(scenario_data), quality_reg.predict(scenario_data)))\n",
" scenario_data = pandas.DataFrame(data={\n",
" 'visits': [1], 'submissions': [1], 'accepted': [1], 'ratio': [1]})\n",
" print('Scenario 5: AC on first try: difficulty=%.3f, quality=%.3f' % (\n",
" difficulty_reg.predict(scenario_data), quality_reg.predict(scenario_data)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's quickly visualize the information and see if there are any obvious correlations and the distribution of things."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f4e1ea56668>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 900x900 with 30 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(problems_voted[['submissions', 'accepted', 'ratio', 'difficulty', 'quality']], diag_kind=\"kde\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First let's model the current prior: a naïve average of the other rated quality / difficulty problems. The biggest advantage of this model is that it doesn't have any discontinuities at several important points:\n",
"\n",
"* Around the first submission.\n",
"* Around the first accepted.\n",
"* Around the point where the number of submissions crosses the 5 vote threshold.\n",
"\n",
"This model is relatively robust given its simplicity."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Difficulty MSE (lower is better): 0.198\n",
"Quality MSE (lower is better): 0.076\n",
"Scenario 1: No information whatsoever: difficulty=1.130, quality=3.089\n",
"Scenario 2: Lots of attempts before first AC: difficulty=1.130, quality=3.089\n",
"Scenario 3: Lots of attempts, first AC: difficulty=1.130, quality=3.089\n",
"Scenario 4: AC after WA: difficulty=1.130, quality=3.089\n",
"Scenario 5: AC on first try: difficulty=1.130, quality=3.089\n"
]
},
{
"data": {
"text/plain": [
"(<__main__.Baseline at 0x7f4ddfeb9940>, <__main__.Baseline at 0x7f4ddfeb9390>)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"class Baseline:\n",
" def __init__(self):\n",
" self.prior = 0\n",
" \n",
" def fit(self, _X, y):\n",
" self.prior = np.mean(y)\n",
" \n",
" def predict(self, X):\n",
" return np.full((X.shape[0], 1), self.prior)\n",
"\n",
"def naive_regression(train_dataset, test_dataset):\n",
" train_difficulty_y = train_dataset['difficulty']\n",
" train_quality_y = train_dataset['quality']\n",
" test_difficulty_y = test_dataset['difficulty']\n",
" test_quality_y = test_dataset['quality']\n",
" train_dataset = train_dataset.drop(feature_columns + histogram_columns, axis='columns')\n",
" test_dataset = test_dataset.drop(feature_columns + histogram_columns, axis='columns')\n",
" \n",
" difficulty_reg = Baseline()\n",
" difficulty_reg.fit(train_dataset, train_difficulty_y)\n",
" quality_reg = Baseline()\n",
" quality_reg.fit(train_dataset, train_quality_y)\n",
" \n",
" evaluate(difficulty_reg, quality_reg, test_dataset, test_difficulty_y, test_quality_y)\n",
" \n",
" return difficulty_reg, quality_reg\n",
"\n",
"naive_regression(train_dataset, test_dataset)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's try a simple linear regression. The biggest contributor (by 4-5 orders of magnitude) is the ratio\n",
"of accepted submissions.\n",
"\n",
"This model has more information available, so it's a bit more precise, at the expense of discontinuities\n",
"around the first accepted solution (since before there is one accepted submission we _need_\n",
"to use the naïve model due to complete lack of information). Also, the first user who solves it will have a huge\n",
"impact on the initial difficulty/quality.\n",
"\n",
"There's also that due to how the model is built, there's a weird side effect of the no-information case being\n",
"the maximum possible difficulty/quality possible. Any submissions / accepted solutions will only lower both\n",
"quality and difficulty."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 5.27246112e-04 -7.45218713e-05 -7.62001323e-05 -1.35712571e+00] 1.6691376830566593\n",
"[ 1.49360315e-04 -6.36465660e-06 2.13559077e-05 -4.54263051e-01] 3.233732917734838\n",
"Difficulty MSE (lower is better): 0.144\n",
"Quality MSE (lower is better): 0.071\n",
"Scenario 1: No information whatsoever: difficulty=1.670, quality=3.234\n",
"Scenario 2: Lots of attempts before first AC: difficulty=1.595, quality=3.228\n",
"Scenario 3: Lots of attempts, first AC: difficulty=1.594, quality=3.227\n",
"Scenario 4: AC after WA: difficulty=0.991, quality=3.007\n",
"Scenario 5: AC on first try: difficulty=0.312, quality=2.780\n"
]
},
{
"data": {
"text/plain": [
"(LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False),\n",
" LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False))"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def linear_regression(train_dataset, test_dataset):\n",
" train_difficulty_y = train_dataset['difficulty']\n",
" train_quality_y = train_dataset['quality']\n",
" test_difficulty_y = test_dataset['difficulty']\n",
" test_quality_y = test_dataset['quality']\n",
" train_dataset = train_dataset.drop(feature_columns + histogram_columns, axis='columns')\n",
" test_dataset = test_dataset.drop(feature_columns + histogram_columns, axis='columns')\n",
" \n",
" difficulty_reg = sklearn.linear_model.LinearRegression()\n",
" difficulty_reg.fit(train_dataset, train_difficulty_y)\n",
" quality_reg = sklearn.linear_model.LinearRegression()\n",
" quality_reg.fit(train_dataset, train_quality_y)\n",
" \n",
" print(difficulty_reg.coef_, difficulty_reg.intercept_)\n",
" print(quality_reg.coef_, quality_reg.intercept_)\n",
" \n",
" evaluate(difficulty_reg, quality_reg, test_dataset, test_difficulty_y, test_quality_y)\n",
" \n",
" return difficulty_reg, quality_reg\n",
"\n",
"linear_regression(train_dataset, test_dataset)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's go all fancy and use some neural networks. Unfortunately it doesn't help\n",
"too much since it learned that the best outcome is something close to the naïve model."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"....................................................................................................\n",
".....................................................................................\n",
"\n",
"....................................................................................................\n",
"....................................................................................................\n",
"...........................................................\n",
"Difficulty MSE (lower is better): 0.198\n",
"Quality MSE (lower is better): 0.076\n",
"Scenario 1: No information whatsoever: difficulty=1.128, quality=3.086\n",
"Scenario 2: Lots of attempts before first AC: difficulty=1.128, quality=3.086\n",
"Scenario 3: Lots of attempts, first AC: difficulty=1.128, quality=3.086\n",
"Scenario 4: AC after WA: difficulty=1.128, quality=3.086\n",
"Scenario 5: AC on first try: difficulty=1.128, quality=3.086\n"
]
},
{
"data": {
"text/plain": [
"(<tensorflow.python.keras.engine.sequential.Sequential at 0x7f4de45fc978>,\n",
" <tensorflow.python.keras.engine.sequential.Sequential at 0x7f4de41a8518>)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import tensorflow as tf\n",
"from tensorflow import keras\n",
"from tensorflow.keras import layers\n",
"\n",
"def nn_regression(train_dataset, test_dataset):\n",
" train_difficulty_y = train_dataset['difficulty']\n",
" train_quality_y = train_dataset['quality']\n",
" test_difficulty_y = test_dataset['difficulty']\n",
" test_quality_y = test_dataset['quality']\n",
" train_dataset = train_dataset.drop(feature_columns + histogram_columns, axis='columns')\n",
" test_dataset = test_dataset.drop(feature_columns + histogram_columns, axis='columns')\n",
"\n",
" def build_model(keys):\n",
" model = keras.Sequential([\n",
" layers.Dense(2, kernel_regularizer=keras.regularizers.l2(0.001),\n",
" activation=tf.nn.relu, input_shape=[len(keys)]),\n",
" layers.Dense(2, kernel_regularizer=keras.regularizers.l2(0.001),\n",
" activation=tf.nn.relu),\n",
" layers.Dense(1)\n",
" ])\n",
" model.compile(loss='mse',\n",
" optimizer=tf.train.RMSPropOptimizer(0.001),\n",
" metrics=['mae', 'mse'])\n",
" return model\n",
"\n",
" class PrintDot(keras.callbacks.Callback):\n",
" def on_epoch_end(self, epoch, logs):\n",
" if epoch % 100 == 0: print('')\n",
" print('.', end='')\n",
" \n",
" early_stop = keras.callbacks.EarlyStopping(monitor='val_loss', patience=50)\n",
" epochs = 1000\n",
"\n",
" difficulty_reg = build_model(train_dataset.keys())\n",
" difficulty_reg.fit(train_dataset, train_difficulty_y, epochs=epochs,\n",
" validation_split=0.2, verbose=0, callbacks=[early_stop, PrintDot()])\n",
" print()\n",
" quality_reg = build_model(train_dataset.keys())\n",
" quality_reg.fit(train_dataset, train_quality_y, epochs=epochs,\n",
" validation_split=0.2, verbose=0, callbacks=[early_stop, PrintDot()])\n",
" print()\n",
" \n",
" evaluate(difficulty_reg, quality_reg, test_dataset, test_difficulty_y, test_quality_y)\n",
" \n",
" return difficulty_reg, quality_reg\n",
"\n",
"nn_regression(train_dataset, test_dataset)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"language_info": {
"codemirror_mode": {
"name": "ipython",
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
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