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fantabeto/.ipynb_checkpoints/7_lineup_simulation-checkpoint.ipynb
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2023-04-29 10:39:31 +02:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "0d54533f",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import tensorflow as tf\n",
"from tensorflow import keras\n",
"from tensorflow.keras import layers\n",
"import tensorflow_datasets as tfds\n",
"import tensorflow_probability as tfp\n",
"tfd = tfp.distributions"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d3654c88",
"metadata": {},
"outputs": [],
"source": [
"file = 'outputs/pred_matchday_32.xlsx'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "f89d6b70",
"metadata": {},
"outputs": [],
"source": [
"db = pd.read_excel(file, index_col = 0) "
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6f61a1fa",
"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>role</th>\n",
" <th>team</th>\n",
" <th>oppteam</th>\n",
" <th>home</th>\n",
" <th>starter</th>\n",
" <th>vote%</th>\n",
" <th>MV</th>\n",
" <th>MV std</th>\n",
" <th>FV</th>\n",
" <th>FV std</th>\n",
" <th>MV loc</th>\n",
" <th>MV scale</th>\n",
" <th>MV skewness</th>\n",
" <th>MV tailweight</th>\n",
" <th>FV loc</th>\n",
" <th>FV scale</th>\n",
" <th>FV skewness</th>\n",
" <th>FV tailweight</th>\n",
" <th>Clean Sheet %</th>\n",
" </tr>\n",
" <tr>\n",
" <th>player</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Sportiello</th>\n",
" <td>P</td>\n",
" <td>Atalanta</td>\n",
" <td>Torino</td>\n",
" <td>0</td>\n",
" <td>1.00</td>\n",
" <td>75</td>\n",
" <td>6.241850</td>\n",
" <td>0.413980</td>\n",
" <td>5.903749</td>\n",
" <td>0.357296</td>\n",
" <td>5.997854</td>\n",
" <td>0.249647</td>\n",
" <td>0.623392</td>\n",
" <td>1.589839</td>\n",
" <td>6.211304</td>\n",
" <td>0.449493</td>\n",
" <td>-0.482876</td>\n",
" <td>1.126529</td>\n",
" <td>72.505307</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Musso</th>\n",
" <td>P</td>\n",
" <td>Atalanta</td>\n",
" <td>Torino</td>\n",
" <td>0</td>\n",
" <td>0.00</td>\n",
" <td>5</td>\n",
" <td>6.244259</td>\n",
" <td>0.413018</td>\n",
" <td>4.951720</td>\n",
" <td>0.501229</td>\n",
" <td>6.001830</td>\n",
" <td>0.251322</td>\n",
" <td>0.617146</td>\n",
" <td>1.589903</td>\n",
" <td>5.410236</td>\n",
" <td>0.623711</td>\n",
" <td>-0.518807</td>\n",
" <td>1.010690</td>\n",
" <td>8.606489</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Rossi F.</th>\n",
" <td>P</td>\n",
" <td>Atalanta</td>\n",
" <td>Torino</td>\n",
" <td>0</td>\n",
" <td>0.00</td>\n",
" <td>1</td>\n",
" <td>6.244349</td>\n",
" <td>0.411884</td>\n",
" <td>4.080916</td>\n",
" <td>0.677007</td>\n",
" <td>6.003743</td>\n",
" <td>0.253224</td>\n",
" <td>0.610014</td>\n",
" <td>1.589935</td>\n",
" <td>4.909296</td>\n",
" <td>0.706557</td>\n",
" <td>-0.788786</td>\n",
" <td>0.969051</td>\n",
" <td>0.049822</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Toloi</th>\n",
" <td>D</td>\n",
" <td>Atalanta</td>\n",
" <td>Torino</td>\n",
" <td>0</td>\n",
" <td>1.00</td>\n",
" <td>90</td>\n",
" <td>6.048618</td>\n",
" <td>0.485807</td>\n",
" <td>6.310797</td>\n",
" <td>0.700896</td>\n",
" <td>6.011822</td>\n",
" <td>0.564263</td>\n",
" <td>0.048119</td>\n",
" <td>0.996258</td>\n",
" <td>5.822867</td>\n",
" <td>0.983389</td>\n",
" <td>0.352009</td>\n",
" <td>1.599878</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Scalvini</th>\n",
" <td>D</td>\n",
" <td>Atalanta</td>\n",
" <td>Torino</td>\n",
" <td>0</td>\n",
" <td>1.00</td>\n",
" <td>90</td>\n",
" <td>6.030435</td>\n",
" <td>0.486777</td>\n",
" <td>6.289715</td>\n",
" <td>0.711306</td>\n",
" <td>5.994397</td>\n",
" <td>0.565685</td>\n",
" <td>0.047012</td>\n",
" <td>0.997348</td>\n",
" <td>5.786789</td>\n",
" <td>0.989334</td>\n",
" <td>0.359811</td>\n",
" <td>1.599874</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gaich</th>\n",
" <td>A</td>\n",
" <td>Verona</td>\n",
" <td>Cremonese</td>\n",
" <td>0</td>\n",
" <td>0.55</td>\n",
" <td>55</td>\n",
" <td>5.928611</td>\n",
" <td>0.484392</td>\n",
" <td>6.232841</td>\n",
" <td>0.773308</td>\n",
" <td>5.828736</td>\n",
" <td>0.541676</td>\n",
" <td>0.135760</td>\n",
" <td>1.016715</td>\n",
" <td>5.588240</td>\n",
" <td>0.952320</td>\n",
" <td>0.462596</td>\n",
" <td>1.599856</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Djuric</th>\n",
" <td>A</td>\n",
" <td>Verona</td>\n",
" <td>Cremonese</td>\n",
" <td>0</td>\n",
" <td>0.45</td>\n",
" <td>60</td>\n",
" <td>6.043846</td>\n",
" <td>0.364231</td>\n",
" <td>6.231350</td>\n",
" <td>0.482569</td>\n",
" <td>5.988944</td>\n",
" <td>0.416682</td>\n",
" <td>0.097463</td>\n",
" <td>1.133835</td>\n",
" <td>5.930100</td>\n",
" <td>0.713364</td>\n",
" <td>0.303606</td>\n",
" <td>1.599914</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Kallon</th>\n",
" <td>A</td>\n",
" <td>Verona</td>\n",
" <td>Cremonese</td>\n",
" <td>0</td>\n",
" <td>0.00</td>\n",
" <td>40</td>\n",
" <td>5.919705</td>\n",
" <td>0.419731</td>\n",
" <td>6.153088</td>\n",
" <td>0.630338</td>\n",
" <td>5.839579</td>\n",
" <td>0.472310</td>\n",
" <td>0.125181</td>\n",
" <td>1.084553</td>\n",
" <td>5.652873</td>\n",
" <td>0.810479</td>\n",
" <td>0.427306</td>\n",
" <td>1.599881</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Braaf</th>\n",
" <td>A</td>\n",
" <td>Verona</td>\n",
" <td>Cremonese</td>\n",
" <td>0</td>\n",
" <td>0.00</td>\n",
" <td>35</td>\n",
" <td>5.899851</td>\n",
" <td>0.388650</td>\n",
" <td>5.974370</td>\n",
" <td>0.471126</td>\n",
" <td>5.875201</td>\n",
" <td>0.457090</td>\n",
" <td>0.039928</td>\n",
" <td>1.106565</td>\n",
" <td>5.744820</td>\n",
" <td>0.753911</td>\n",
" <td>0.222862</td>\n",
" <td>1.599918</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lasagna</th>\n",
" <td>A</td>\n",
" <td>Verona</td>\n",
" <td>Cremonese</td>\n",
" <td>0</td>\n",
" <td>1.00</td>\n",
" <td>80</td>\n",
" <td>5.756107</td>\n",
" <td>0.397228</td>\n",
" <td>5.825053</td>\n",
" <td>0.519855</td>\n",
" <td>5.704176</td>\n",
" <td>0.457359</td>\n",
" <td>0.083996</td>\n",
" <td>1.116621</td>\n",
" <td>5.460384</td>\n",
" <td>0.726297</td>\n",
" <td>0.355810</td>\n",
" <td>1.599896</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>525 rows × 19 columns</p>\n",
"</div>"
],
"text/plain": [
" role team oppteam home starter vote% MV \\\n",
"player \n",
"Sportiello P Atalanta Torino 0 1.00 75 6.241850 \n",
"Musso P Atalanta Torino 0 0.00 5 6.244259 \n",
"Rossi F. P Atalanta Torino 0 0.00 1 6.244349 \n",
"Toloi D Atalanta Torino 0 1.00 90 6.048618 \n",
"Scalvini D Atalanta Torino 0 1.00 90 6.030435 \n",
"... ... ... ... ... ... ... ... \n",
"Gaich A Verona Cremonese 0 0.55 55 5.928611 \n",
"Djuric A Verona Cremonese 0 0.45 60 6.043846 \n",
"Kallon A Verona Cremonese 0 0.00 40 5.919705 \n",
"Braaf A Verona Cremonese 0 0.00 35 5.899851 \n",
"Lasagna A Verona Cremonese 0 1.00 80 5.756107 \n",
"\n",
" MV std FV FV std MV loc MV scale MV skewness \\\n",
"player \n",
"Sportiello 0.413980 5.903749 0.357296 5.997854 0.249647 0.623392 \n",
"Musso 0.413018 4.951720 0.501229 6.001830 0.251322 0.617146 \n",
"Rossi F. 0.411884 4.080916 0.677007 6.003743 0.253224 0.610014 \n",
"Toloi 0.485807 6.310797 0.700896 6.011822 0.564263 0.048119 \n",
"Scalvini 0.486777 6.289715 0.711306 5.994397 0.565685 0.047012 \n",
"... ... ... ... ... ... ... \n",
"Gaich 0.484392 6.232841 0.773308 5.828736 0.541676 0.135760 \n",
"Djuric 0.364231 6.231350 0.482569 5.988944 0.416682 0.097463 \n",
"Kallon 0.419731 6.153088 0.630338 5.839579 0.472310 0.125181 \n",
"Braaf 0.388650 5.974370 0.471126 5.875201 0.457090 0.039928 \n",
"Lasagna 0.397228 5.825053 0.519855 5.704176 0.457359 0.083996 \n",
"\n",
" MV tailweight FV loc FV scale FV skewness FV tailweight \\\n",
"player \n",
"Sportiello 1.589839 6.211304 0.449493 -0.482876 1.126529 \n",
"Musso 1.589903 5.410236 0.623711 -0.518807 1.010690 \n",
"Rossi F. 1.589935 4.909296 0.706557 -0.788786 0.969051 \n",
"Toloi 0.996258 5.822867 0.983389 0.352009 1.599878 \n",
"Scalvini 0.997348 5.786789 0.989334 0.359811 1.599874 \n",
"... ... ... ... ... ... \n",
"Gaich 1.016715 5.588240 0.952320 0.462596 1.599856 \n",
"Djuric 1.133835 5.930100 0.713364 0.303606 1.599914 \n",
"Kallon 1.084553 5.652873 0.810479 0.427306 1.599881 \n",
"Braaf 1.106565 5.744820 0.753911 0.222862 1.599918 \n",
"Lasagna 1.116621 5.460384 0.726297 0.355810 1.599896 \n",
"\n",
" Clean Sheet % \n",
"player \n",
"Sportiello 72.505307 \n",
"Musso 8.606489 \n",
"Rossi F. 0.049822 \n",
"Toloi 0.000000 \n",
"Scalvini 0.000000 \n",
"... ... \n",
"Gaich 0.000000 \n",
"Djuric 0.000000 \n",
"Kallon 0.000000 \n",
"Braaf 0.000000 \n",
"Lasagna 0.000000 \n",
"\n",
"[525 rows x 19 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"db"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "aa1c6af5",
"metadata": {},
"outputs": [],
"source": [
"def get_player_distributions(player): \n",
" dist_mv = tfp.distributions.SinhArcsinh(\n",
" db.loc[player, 'MV loc'],\n",
" db.loc[player, 'MV scale'],\n",
" db.loc[player, 'MV skewness'],\n",
" db.loc[player, 'MV tailweight']\n",
" )\n",
" \n",
" dist_fv = tfp.distributions.SinhArcsinh(\n",
" db.loc[player, 'FV loc'],\n",
" db.loc[player, 'FV scale'],\n",
" db.loc[player, 'FV skewness'],\n",
" db.loc[player, 'FV tailweight']\n",
" )\n",
" \n",
" dist_cs = tfp.distributions.Bernoulli(probs = db.loc[player, 'Clean Sheet %']/100)\n",
" \n",
" return [dist_mv, dist_fv, dist_cs];"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "d8456c70",
"metadata": {},
"outputs": [],
"source": [
"def simulate_lineup(squad, ITERS = 1000, MOD = False, CS = False, plot = True):\n",
" dist = [None] * len(squad)\n",
"\n",
" defenders = list([0]) * len(squad)\n",
"\n",
"\n",
" for i in range(len(squad)):\n",
" dist[i] = get_player_distributions(squad[i]) \n",
"\n",
" if(db['role'][squad[i]] == 'D'):\n",
" defenders[i] = 1\n",
" \n",
" total_points = np.zeros(ITERS)\n",
" clean_sheets = np.zeros(ITERS)\n",
" mod_points = np.zeros(ITERS)\n",
"\n",
" mv_samples = [None] * len(squad)\n",
" fv_samples = [None] * len(squad)\n",
"\n",
" for i in range(len(squad)):\n",
" mv_samples[i] = dist[i][0].sample(ITERS)\n",
" fv_samples[i] = dist[i][1].sample(ITERS)\n",
"\n",
" cs_samples = dist[0][2].sample(ITERS)\n",
"\n",
" for k in range(ITERS):\n",
" d_points = list([0]) * len(squad)\n",
"\n",
" cleansheet = float(cs_samples[k])\n",
" if(not CS):\n",
" cleansheet = 0;\n",
" \n",
" total_points[k] += cleansheet\n",
" clean_sheets[k] += cleansheet\n",
"\n",
" for i in range(len(squad)): \n",
" if(defenders[i] == 1):\n",
" d_points[i] = float(mv_samples[i][k])\n",
"\n",
" total_points[k] += float(fv_samples[i][k])\n",
"\n",
" d_points.sort(reverse = True)\n",
"\n",
" if(MOD and d_points[3] > 0): # minimum 3 defenders to get MOD\n",
" mod_avg = 0\n",
" for j in range(3):\n",
" mod_avg += round(d_points[j] * 2) / 2\n",
" mod_avg /= 3\n",
"\n",
" if(mod_avg >= 7):\n",
" mod_points[k] = 6\n",
" elif(mod_avg >= 6.5):\n",
" mod_points[k] = 3\n",
" elif(mod_avg >= 6):\n",
" mod_points[k] = 1\n",
"\n",
" total_points[k] += mod_points[k]\n",
" \n",
" loc_0 = total_points.mean()\n",
"\n",
" squad_model = tf.keras.Sequential(\n",
" [\n",
" tf.keras.layers.Dense(3),\n",
" tfp.layers.DistributionLambda(\n",
" lambda t: tfp.distributions.SinhArcsinh(loc= loc_0 + t[..., 0], scale = 1e-3 + tf.math.softplus(t[..., 1]), \n",
" skewness = t[..., 2], tailweight = 0.8) # fixed tailweight seems ok\n",
" )\n",
" ]\n",
" )\n",
"\n",
" def negloglik(y, distr):\n",
" return -distr.log_prob(y)\n",
"\n",
" squad_model.compile(optimizer=tf.optimizers.Adam(learning_rate=1), loss=negloglik)\n",
"\n",
" dummy_input = np.zeros(total_points.shape)[:, np.newaxis]\n",
" squad_model.fit(dummy_input, total_points, epochs=100, verbose=False)\n",
" \n",
" squad_points_dist = squad_model(np.zeros(1)[:, np.newaxis])\n",
"\n",
" if(plot):\n",
"\n",
" x = np.arange(start = 0, stop = 200, step = 0.001)\n",
" prb = squad_points_dist.prob(x)\n",
"\n",
" mn = total_points.mean()\n",
" pot = mn + 2 * total_points.std()\n",
"\n",
" f, ax = plt.subplots(1, 2)\n",
"\n",
" ax[0].plot(x, prb)\n",
" ax[0].fill_between(x, prb, color = 'lightblue')\n",
" ax[0].vlines(x = mn, color = 'black', ymin = 0, ymax = 3, linestyle = 'dashed', label = 'mean = ' + \"{:.2f}\".format(mn))\n",
" ax[0].vlines(x = pot, color = 'grey', ymin = 0, ymax = 3, linestyle = 'dashed', label = 'potential = ' + \"{:.2f}\".format(pot))\n",
"\n",
" \n",
" ax[0].set_xlim([40, 140])\n",
" ax[0].set_ylim([0, 0.12])\n",
"\n",
" ax[0].legend()\n",
"\n",
" #ax[0].hist(total_points, bins = 20, density = True)\n",
"\n",
"\n",
" ax[1].text(0.1, 0.8, \"\\n\".join(squad), fontsize=10, transform=ax[1].transAxes, verticalalignment = 'top')\n",
"\n",
" text = \"\\n\".join(['Avg Total Points = ' + \"{:.2f}\".format(total_points.mean()), \n",
" 'Avg Mod Points = ' + \"{:.2f}\".format(mod_points.mean()), \n",
" 'Avg Clean Sheets = ' + \"{:.2f}\".format(clean_sheets.mean())])\n",
"\n",
" ax[1].text(0.5, 0.8, text, fontsize=10, transform=ax[1].transAxes, verticalalignment = 'top')\n",
"\n",
" ax[1].axis('off')\n",
"\n",
"\n",
"\n",
" plt.subplots_adjust(right=1.5)\n",
"\n",
" plt.show()\n",
" return [squad_model, squad_points_dist, total_points.mean(), mod_points.mean(), clean_sheets.mean()]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "852ef39e",
"metadata": {},
"outputs": [],
"source": [
"def sinh_archsinh_pdf(x, mu, sigma, eps, delta):\n",
" mul = 2 / np.sinh( np.arcsinh(2) * delta) \n",
" z = (x - mu) / (sigma*mul) \n",
" S = np.sinh( -eps + (1/delta) * np.arcsinh(z))\n",
" return np.exp(-0.5 * S * S) * np.sqrt(1 + S * S) / ( sigma * mul * delta ) / np.sqrt(1 + z * z) / np.sqrt(2 * np.pi)\n",
"\n",
"def plot_lineup(squad, config):\n",
" fig, axs = plt.subplots(6, 5, figsize=(14, 10))\n",
"\n",
" i = 0;\n",
" j = 1;\n",
"\n",
" for ax in axs.flat:\n",
" ax.axis('off')\n",
"\n",
" if(i < len(config) and config[i] == j):\n",
" player = squad[i];\n",
"\n",
" mu = db.loc[player, 'FV loc'];\n",
" sigma = db.loc[player, 'FV scale'];\n",
" eps = db.loc[player, 'FV skewness'];\n",
" delta = db.loc[player, 'FV tailweight'];\n",
"\n",
" x = np.arange(start = 0, stop = 30, step = 0.001)\n",
"\n",
" pxf = sinh_archsinh_pdf(x, mu, sigma, eps, delta)\n",
"\n",
" mf = np.average(x, weights = pxf);\n",
"\n",
"\n",
" ax.plot(x, pxf, color = 'g', label = player)\n",
" ax.fill_between(x, pxf, color = 'lightgreen')\n",
"\n",
" ax.vlines(x = mf, color = 'g', ymin = 0, ymax = 3, linestyle = 'dashed', label = 'mfv = ' + '{:.2f}'.format(mf)) \n",
"\n",
" ax.legend(fontsize=\"9\", loc =\"upper right\", handletextpad=0, handlelength=0)\n",
"\n",
" ax.axis(xmin = 0, xmax = 15, ymin = 0, ymax = 1)\n",
"\n",
" ax.axis('on')\n",
" ax.get_yaxis().set_visible(False)\n",
"\n",
" ax.tick_params(axis='both', labelsize=7)\n",
"\n",
" i = i + 1;\n",
"\n",
" j = j + 1;\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "c8fa1df8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1400x1000 with 30 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"squad = ['Szczesny',\n",
" 'Di Lorenzo',\n",
" 'Kim',\n",
" 'Juan Jesus',\n",
" 'Carlos Augusto',\n",
" 'Kostic',\n",
" 'Frattesi',\n",
" 'Barella',\n",
" 'Strefezza',\n",
" 'Rafael Leao',\n",
" 'Lauriente\\'']\n",
"\n",
"config_442 = [3, 6, 7, 9, 10, 15, 17, 19, 21, 27, 29];\n",
"\n",
"s = simulate_lineup(squad)\n",
"\n",
"plot_lineup(squad, config_442)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "1a4fd2fe",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1400x1000 with 30 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"squad = ['Szczesny',\n",
" 'Di Lorenzo',\n",
" 'Kim',\n",
" 'Juan Jesus',\n",
" 'Carlos Augusto',\n",
" 'Rovella',\n",
" 'Frattesi',\n",
" 'Barella',\n",
" 'Gonzalez N.',\n",
" 'Rafael Leao',\n",
" 'Lauriente\\'']\n",
"\n",
"config_433 = [3, 6, 7, 9, 10, 13, 17, 19, 26, 28, 30];\n",
"\n",
"s = simulate_lineup(squad)\n",
"\n",
"plot_lineup(squad, config_433)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "3943571c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1400x1000 with 30 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"squad = ['Carnesecchi',\n",
" 'Danilo',\n",
" 'Ampadu',\n",
" 'Luperto',\n",
" 'Hernandez T.',\n",
" 'Zambo Anguissa',\n",
" 'Milinkovic-Savic',\n",
" 'Vlasic',\n",
" 'Kvaratskhelia',\n",
" 'Caprari',\n",
" 'Lukaku']\n",
"\n",
"config_4231 = [3, 6, 7, 9, 10, 12, 19, 23, 25, 26, 28];\n",
"\n",
"s = simulate_lineup(squad)\n",
"\n",
"plot_lineup(squad, config_4231)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "15d5b4ca",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1400x1000 with 30 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"squad = ['Di Gregorio',\n",
" 'Carlos Augusto',\n",
" 'Rrahmani',\n",
" 'Baschirotto',\n",
" 'Valeri',\n",
" 'Frattesi',\n",
" 'Pereyra',\n",
" 'Lazovic',\n",
" 'Gonzalez N.',\n",
" 'Vlahovic',\n",
" 'Hojlund']\n",
"\n",
"config_433_classic = [3, 6, 7, 9, 10, 17, 18, 19, 26, 28, 30];\n",
"\n",
"s = simulate_lineup(squad, MOD = True)\n",
"\n",
"plot_lineup(squad, config_433_classic)"
]
}
],
"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": "3.9.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}