diff --git a/.ipynb_checkpoints/Data Viz Project-checkpoint.ipynb b/.ipynb_checkpoints/Data Viz Project-checkpoint.ipynb new file mode 100644 index 0000000..659fdc6 --- /dev/null +++ b/.ipynb_checkpoints/Data Viz Project-checkpoint.ipynb @@ -0,0 +1,10901 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import warnings\n", + "\n", + "warnings.filterwarnings('ignore')\n", + "%matplotlib inline\n", + "\n", + "plt.rcParams['figure.figsize'] = (22,12)\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "wyscout_raw = pd.read_csv('wyscout_ligamx_final.csv')\n", + "transfermkt = pd.read_csv('transfermkt_ligamx_top100.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['index', 'age', 'birth_country_code', 'birth_country_name',\n", + " 'birth_date', 'birth_day', 'contract_expires', 'current_team_color',\n", + " 'current_team_logo', 'current_team_name', 'domestic_competition_name',\n", + " 'foot', 'full_name', 'goals', 'goals_tagged', 'height', 'id', 'image',\n", + " 'market_value', 'minutes_on_field', 'name', 'on_loan',\n", + " 'passport_country_codes', 'passport_country_names', 'positions',\n", + " 'primary_position', 'primary_position_percent', 'secondary_position',\n", + " 'secondary_position_percent', 'third_position',\n", + " 'third_position_percent', 'total_matches', 'weight', 'xg_shot'],\n", + " dtype='object')" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wyscout_raw.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexfull_namebirth_country_namebirth_dateagecurrent_team_namecontract_expiresfootheightweight...positionsprimary_positionprimary_position_percentsecondary_positionsecondary_position_percentthird_positionthird_position_percentgoalsxg_shotminutes_on_field
00Diego Lainez LeyvaMexico2000-06-0919Real Betis2024-06-30left16758...['LW', 'RW', 'AMF']LW35RW31AMF1651.37972
11Maximiliano Eduardo MezaArgentina1992-12-1526Monterrey2020-06-30right18077...['AMF']AMF37NaN0NaN021.731362
22Guido RodríguezArgentina1994-04-1225AméricaNaNright18580...['LCMF', 'LDMF', 'DMF']LCMF39LDMF24DMF1983.424315
33Rodolfo Gilbert Pizarro ThomasMexico1994-02-1525Monterrey2023-06-30right17364...['AMF', 'LW']AMF50LW10NaN064.802549
44Carlos Joel Salcedo HernándezMexico1993-09-2925Tigres UANL2022-06-30right18877...['LCB', 'CB']LCB73CB13NaN010.491429
55Orbelín Pineda AlvaradoMexico1996-03-2423Cruz AzulNaNright16964...['LWF', 'RCMF', 'RDMF']LWF17RCMF16RDMF1232.132394
66Víctor Alfonso Guzmán GuzmánMexico1995-02-0324Pachuca2021-12-31right17578...['RCMF3', 'RCMF', 'LCMF']RCMF349RCMF14LCMF101410.213155
77Andrés Mateus Uribe VillaColombia1991-03-2128América2020-06-30right18271...['RCMF', 'RDMF', 'LCMF']RCMF28RDMF25LCMF1646.362920
88Edson Omar Álvarez VelázquezMexico1997-10-2421Ajax2024-06-30right18573...['RCB', 'RCMF', 'RDMF']RCB42RCMF21RDMF1031.712869
99Guido Hernán PizarroArgentina1990-02-2629Tigres UANL2021-06-30right18679...['LDMF', 'LCMF', 'DMF']LDMF21LCMF20DMF2021.423580
1010Érick Gabriel Gutiérrez GalavizMexico1995-06-1524PSV2023-06-30left18174...['LCMF3', 'LCMF']LCMF372LCMF17NaN020.64470
1111Jonathan Alexander González MendozaUSA1999-04-1320MonterreyNaNright17566...['RCMF', 'RDMF', 'LCMF']RCMF21RDMF21LCMF1711.031636
1212Nicolás Ignacio Castillo MoraChile1993-02-1426América2023-06-30right17974...['CF']CF100NaN0NaN075.461334
1313Guillermo Matías FernándezArgentina1991-10-1127Cruz Azul2022-06-30right17674...['RDMF', 'RCMF']RDMF77RCMF22NaN000.0042
1414Brian Leonel FernándezArgentina1994-09-2624Portland Timbers2022-06-30right17274...['CF', 'RW']CF35RW34NaN01510.232294
1515Rogelio Gabriel Funes MoriArgentina1991-03-0528MonterreyNaNright19081...['CF']CF100NaN0NaN01711.952409
1616Javier Ignacio Aquino CarmonaMexico1990-02-1129Tigres UANLNaNright16859...['LAMF', 'LW']LAMF44LW32NaN064.372409
1717Roberto Carlos Alvarado HernándezMexico1998-09-0720Cruz AzulNaNleft17670...['AMF', 'LW', 'RCMF3']AMF23LW18RCMF31043.753531
1818Víctor Alejandro Dávila ZavalaChile1997-11-0421PachucaNaNleft17066...['CF', 'LWF']CF56LWF10NaN067.131719
1919Bruno Amílcar ValdezParaguay1992-10-0626América2020-06-30right18379...['RCB', 'LCB', 'CB']RCB66LCB16CB10106.223571
2020Roger Beyker Martínez TobinsonColombia1994-06-2325América2023-06-30right18076...['CF', 'AMF']CF72AMF17NaN0109.342660
2121Jesús Daniel Gallardo VasconcelosMexico1994-08-1524Monterrey2023-06-30left17676...['LB', 'LW', 'LAMF']LB35LW26LAMF1433.763012
2222César Jasib Montes CastroMexico1997-02-2422Monterrey2020-06-30right19170...['RCB', 'RCB3', 'LCB3']RCB59RCB329LCB31121.061755
2323Julio César FurchArgentina1989-07-2930Santos Laguna2022-06-30right18788...['CF']CF100NaN0NaN01810.763059
2424Iván José MarconeArgentina1990-06-0329Boca Juniors2023-06-30right18490...['LCMF', 'DMF', 'LDMF']LCMF33DMF24LDMF1500.182095
2525Agustín Federico MarchesínArgentina1988-03-1631América2019-12-31right18885...['GK']GK100NaN0NaN000.004348
2626Diego Alfonso Valdés ContrerasChile1994-01-3025Santos LagunaNaNright17871...['LCMF', 'AMF']LCMF51AMF22NaN045.122342
2727Eduardo Jesús Vargas RojasChile1989-11-2029Tigres UANL2021-06-30right17477...['AMF', 'CF', 'LCMF']AMF51CF20LCMF13119.411824
2828Rafael De Souza PereiraBrazil1989-06-1830Tigres UANLNaNright17974...['RCMF', 'RDMF', 'LCMF']RCMF32RDMF21LCMF1621.403489
2929Enner Remberto Valencia LastraEcuador1989-11-0429Tigres UANLNaNright17773...['CF', 'AMF', 'LWF']CF46AMF25LWF1155.591866
..................................................................
6300Eleuterio Jiménez ContrerasMexico1998-01-2021AtlasNaNNaN17470...['CF']CF100NaN0NaN000.0012
6311Brayton Josué Vázquez VélezMexico1998-03-0521AtlasNaNright17568...[]NaN0NaN0NaN000.000
6322Ariel Alfonso Uribe LepeChile1999-02-1420MoreliaNaNleft17570...['AMF']AMF100NaN0NaN000.0329
6333Paolo Medina EtienneMexico1999-05-2820MoreliaNaNNaN17468...[]NaN0NaN0NaN000.000
6344José Guadalupe Hernández ClementeMexico1999-04-2120Club Atlético ZacatepecNaNNaN17369...['LW']LW90NaN0NaN000.01172
6355Óscar Haret Ortega GaticaMexico2000-05-1919AméricaNaNright18877...[]NaN0NaN0NaN000.000
6366Axel Cruz García BarreraMexico2000-02-2219Monarcas Morelia U20NaNNaN16963...[]NaN0NaN0NaN000.000
6377Aldhair Fernando Molina FabiánMexico1999-04-0420Puebla U20NaNNaN17460...['LB5', 'LWB']LB565LWB22NaN000.00183
6388Diego Alejandro Rosales IslasMexico1998-04-0421Pumas UNAM U20NaNright17166...['RB', 'LB']RB69LB20NaN000.06378
6399Diego Jonathan Rodríguez MirandaMexico1997-07-1622Pumas UNAM PremierNaNNaN00...['LCB']LCB100NaN0NaN000.004
64010Martín Rodríguez RiveraMexico1998-05-1821Cimarrones de SonoraNaNNaN17359...[]NaN0NaN0NaN000.000
64111Jesús Andrés Pérez ÁlvarezUSA2000-04-1119Cimarrones de SonoraNaNright16456...['LB', 'LCB']LB66LCB28NaN011.06286
64212Raúl Iram Castillo GonzálezMexico2001-05-3018Pachuca U20NaNNaN17774...['RCMF3', 'RW']RCMF361RW38NaN000.0649
64313Martín David Barra NavaMexico2002-01-0517Veracruz U17NaNNaN16760...[]NaN0NaN0NaN000.000
64414Alan Fabrizio Ruiz PrezaMexico2001-01-0318Veracruz U17NaNNaN17670...['RCMF3', 'LCMF']RCMF372LCMF27NaN000.006
64515Carlos Eduardo Guerrero ZavalaMexico2000-02-1419León U20NaNNaN16664...['RDMF', 'RCMF', 'LCMF']RDMF39RCMF39LCMF1900.04235
64616Maximiliano Iván CerattoArgentina1988-04-2131EvertonNaNright17169...['RAMF', 'RW']RAMF60RW26NaN010.83678
64717Leopoldo Alberto Cortes MoraMexico1999-03-0720Guadalajara U20NaNNaN16358...[]NaN0NaN0NaN000.000
64818Fernando Beltrán CruzMexico1998-05-0821GuadalajaraNaNright16466...['LCMF']LCMF62NaN0NaN000.311241
64919Either Domin Jiménez RodríguezMexico2001-03-3018León U20NaNNaN00...['AMF']AMF100NaN0NaN000.0010
65020Eduardo Del Ángel ReséndizMexico2000-04-0819MoreliaNaNNaN17468...[]NaN0NaN0NaN000.000
65121Daniel Aguilar MuñozMexico1998-02-0621NaNNaNNaN00...['LB', 'LB5']LB81LB516NaN000.01206
65222Israel Reyes RomeroMexico2000-05-2319Atlas U20NaNNaN00...[]NaN0NaN0NaN000.000
65323Diego Armando Barbosa ZaragozaMexico1996-09-2522AtlasNaNright17371...['RB']RB100NaN0NaN000.15191
65424Abel Alejandro Aguirre ZavalaMexico1996-10-0622NaNNaNNaN00...[]NaN0NaN0NaN000.000
65525Alan Neftaly Reyes MartínezMexico2001-06-1118NaNNaNNaN17869...[]NaN0NaN0NaN000.000
65626Josué Israel Sánchez GonzálezMexico1998-08-0520NaNNaNNaN00...[]NaN0NaN0NaN000.000
65727Jose Juan Guillen RangelMexico1998-09-0520NaNNaNNaN17169...['RCMF']RCMF100NaN0NaN000.0012
65828Denilson Aldair Villa GaytánMexico1998-06-1821Mineros de ZacatecasNaNNaN1700...[]NaN0NaN0NaN000.000
65929Luis Alejandro Chávez Díaz de LeónMexico1994-03-0725NaNNaNNaN17870...[]NaN0NaN0NaN000.000
\n", + "

660 rows × 23 columns

\n", + "
" + ], + "text/plain": [ + " index full_name birth_country_name \\\n", + "0 0 Diego Lainez Leyva Mexico \n", + "1 1 Maximiliano Eduardo Meza Argentina \n", + "2 2 Guido Rodríguez Argentina \n", + "3 3 Rodolfo Gilbert Pizarro Thomas Mexico \n", + "4 4 Carlos Joel Salcedo Hernández Mexico \n", + "5 5 Orbelín Pineda Alvarado Mexico \n", + "6 6 Víctor Alfonso Guzmán Guzmán Mexico \n", + "7 7 Andrés Mateus Uribe Villa Colombia \n", + "8 8 Edson Omar Álvarez Velázquez Mexico \n", + "9 9 Guido Hernán Pizarro Argentina \n", + "10 10 Érick Gabriel Gutiérrez Galaviz Mexico \n", + "11 11 Jonathan Alexander González Mendoza USA \n", + "12 12 Nicolás Ignacio Castillo Mora Chile \n", + "13 13 Guillermo Matías Fernández Argentina \n", + "14 14 Brian Leonel Fernández Argentina \n", + "15 15 Rogelio Gabriel Funes Mori Argentina \n", + "16 16 Javier Ignacio Aquino Carmona Mexico \n", + "17 17 Roberto Carlos Alvarado Hernández Mexico \n", + "18 18 Víctor Alejandro Dávila Zavala Chile \n", + "19 19 Bruno Amílcar Valdez Paraguay \n", + "20 20 Roger Beyker Martínez Tobinson Colombia \n", + "21 21 Jesús Daniel Gallardo Vasconcelos Mexico \n", + "22 22 César Jasib Montes Castro Mexico \n", + "23 23 Julio César Furch Argentina \n", + "24 24 Iván José Marcone Argentina \n", + "25 25 Agustín Federico Marchesín Argentina \n", + "26 26 Diego Alfonso Valdés Contreras Chile \n", + "27 27 Eduardo Jesús Vargas Rojas Chile \n", + "28 28 Rafael De Souza Pereira Brazil \n", + "29 29 Enner Remberto Valencia Lastra Ecuador \n", + ".. ... ... ... \n", + "630 0 Eleuterio Jiménez Contreras Mexico \n", + "631 1 Brayton Josué Vázquez Vélez Mexico \n", + "632 2 Ariel Alfonso Uribe Lepe Chile \n", + "633 3 Paolo Medina Etienne Mexico \n", + "634 4 José Guadalupe Hernández Clemente Mexico \n", + "635 5 Óscar Haret Ortega Gatica Mexico \n", + "636 6 Axel Cruz García Barrera Mexico \n", + "637 7 Aldhair Fernando Molina Fabián Mexico \n", + "638 8 Diego Alejandro Rosales Islas Mexico \n", + "639 9 Diego Jonathan Rodríguez Miranda Mexico \n", + "640 10 Martín Rodríguez Rivera Mexico \n", + "641 11 Jesús Andrés Pérez Álvarez USA \n", + "642 12 Raúl Iram Castillo González Mexico \n", + "643 13 Martín David Barra Nava Mexico \n", + "644 14 Alan Fabrizio Ruiz Preza Mexico \n", + "645 15 Carlos Eduardo Guerrero Zavala Mexico \n", + "646 16 Maximiliano Iván Ceratto Argentina \n", + "647 17 Leopoldo Alberto Cortes Mora Mexico \n", + "648 18 Fernando Beltrán Cruz Mexico \n", + "649 19 Either Domin Jiménez Rodríguez Mexico \n", + "650 20 Eduardo Del Ángel Reséndiz Mexico \n", + "651 21 Daniel Aguilar Muñoz Mexico \n", + "652 22 Israel Reyes Romero Mexico \n", + "653 23 Diego Armando Barbosa Zaragoza Mexico \n", + "654 24 Abel Alejandro Aguirre Zavala Mexico \n", + "655 25 Alan Neftaly Reyes Martínez Mexico \n", + "656 26 Josué Israel Sánchez González Mexico \n", + "657 27 Jose Juan Guillen Rangel Mexico \n", + "658 28 Denilson Aldair Villa Gaytán Mexico \n", + "659 29 Luis Alejandro Chávez Díaz de León Mexico \n", + "\n", + " birth_date age current_team_name contract_expires foot height \\\n", + "0 2000-06-09 19 Real Betis 2024-06-30 left 167 \n", + "1 1992-12-15 26 Monterrey 2020-06-30 right 180 \n", + "2 1994-04-12 25 América NaN right 185 \n", + "3 1994-02-15 25 Monterrey 2023-06-30 right 173 \n", + "4 1993-09-29 25 Tigres UANL 2022-06-30 right 188 \n", + "5 1996-03-24 23 Cruz Azul NaN right 169 \n", + "6 1995-02-03 24 Pachuca 2021-12-31 right 175 \n", + "7 1991-03-21 28 América 2020-06-30 right 182 \n", + "8 1997-10-24 21 Ajax 2024-06-30 right 185 \n", + "9 1990-02-26 29 Tigres UANL 2021-06-30 right 186 \n", + "10 1995-06-15 24 PSV 2023-06-30 left 181 \n", + "11 1999-04-13 20 Monterrey NaN right 175 \n", + "12 1993-02-14 26 América 2023-06-30 right 179 \n", + "13 1991-10-11 27 Cruz Azul 2022-06-30 right 176 \n", + "14 1994-09-26 24 Portland Timbers 2022-06-30 right 172 \n", + "15 1991-03-05 28 Monterrey NaN right 190 \n", + "16 1990-02-11 29 Tigres UANL NaN right 168 \n", + "17 1998-09-07 20 Cruz Azul NaN left 176 \n", + "18 1997-11-04 21 Pachuca NaN left 170 \n", + "19 1992-10-06 26 América 2020-06-30 right 183 \n", + "20 1994-06-23 25 América 2023-06-30 right 180 \n", + "21 1994-08-15 24 Monterrey 2023-06-30 left 176 \n", + "22 1997-02-24 22 Monterrey 2020-06-30 right 191 \n", + "23 1989-07-29 30 Santos Laguna 2022-06-30 right 187 \n", + "24 1990-06-03 29 Boca Juniors 2023-06-30 right 184 \n", + "25 1988-03-16 31 América 2019-12-31 right 188 \n", + "26 1994-01-30 25 Santos Laguna NaN right 178 \n", + "27 1989-11-20 29 Tigres UANL 2021-06-30 right 174 \n", + "28 1989-06-18 30 Tigres UANL NaN right 179 \n", + "29 1989-11-04 29 Tigres UANL NaN right 177 \n", + ".. ... ... ... ... ... ... \n", + "630 1998-01-20 21 Atlas NaN NaN 174 \n", + "631 1998-03-05 21 Atlas NaN right 175 \n", + "632 1999-02-14 20 Morelia NaN left 175 \n", + "633 1999-05-28 20 Morelia NaN NaN 174 \n", + "634 1999-04-21 20 Club Atlético Zacatepec NaN NaN 173 \n", + "635 2000-05-19 19 América NaN right 188 \n", + "636 2000-02-22 19 Monarcas Morelia U20 NaN NaN 169 \n", + "637 1999-04-04 20 Puebla U20 NaN NaN 174 \n", + "638 1998-04-04 21 Pumas UNAM U20 NaN right 171 \n", + "639 1997-07-16 22 Pumas UNAM Premier NaN NaN 0 \n", + "640 1998-05-18 21 Cimarrones de Sonora NaN NaN 173 \n", + "641 2000-04-11 19 Cimarrones de Sonora NaN right 164 \n", + "642 2001-05-30 18 Pachuca U20 NaN NaN 177 \n", + "643 2002-01-05 17 Veracruz U17 NaN NaN 167 \n", + "644 2001-01-03 18 Veracruz U17 NaN NaN 176 \n", + "645 2000-02-14 19 León U20 NaN NaN 166 \n", + "646 1988-04-21 31 Everton NaN right 171 \n", + "647 1999-03-07 20 Guadalajara U20 NaN NaN 163 \n", + "648 1998-05-08 21 Guadalajara NaN right 164 \n", + "649 2001-03-30 18 León U20 NaN NaN 0 \n", + "650 2000-04-08 19 Morelia NaN NaN 174 \n", + "651 1998-02-06 21 NaN NaN NaN 0 \n", + "652 2000-05-23 19 Atlas U20 NaN NaN 0 \n", + "653 1996-09-25 22 Atlas NaN right 173 \n", + "654 1996-10-06 22 NaN NaN NaN 0 \n", + "655 2001-06-11 18 NaN NaN NaN 178 \n", + "656 1998-08-05 20 NaN NaN NaN 0 \n", + "657 1998-09-05 20 NaN NaN NaN 171 \n", + "658 1998-06-18 21 Mineros de Zacatecas NaN NaN 170 \n", + "659 1994-03-07 25 NaN NaN NaN 178 \n", + "\n", + " weight ... positions primary_position \\\n", + "0 58 ... ['LW', 'RW', 'AMF'] LW \n", + "1 77 ... ['AMF'] AMF \n", + "2 80 ... ['LCMF', 'LDMF', 'DMF'] LCMF \n", + "3 64 ... ['AMF', 'LW'] AMF \n", + "4 77 ... ['LCB', 'CB'] LCB \n", + "5 64 ... ['LWF', 'RCMF', 'RDMF'] LWF \n", + "6 78 ... ['RCMF3', 'RCMF', 'LCMF'] RCMF3 \n", + "7 71 ... ['RCMF', 'RDMF', 'LCMF'] RCMF \n", + "8 73 ... ['RCB', 'RCMF', 'RDMF'] RCB \n", + "9 79 ... ['LDMF', 'LCMF', 'DMF'] LDMF \n", + "10 74 ... ['LCMF3', 'LCMF'] LCMF3 \n", + "11 66 ... ['RCMF', 'RDMF', 'LCMF'] RCMF \n", + "12 74 ... ['CF'] CF \n", + "13 74 ... ['RDMF', 'RCMF'] RDMF \n", + "14 74 ... ['CF', 'RW'] CF \n", + "15 81 ... ['CF'] CF \n", + "16 59 ... ['LAMF', 'LW'] LAMF \n", + "17 70 ... ['AMF', 'LW', 'RCMF3'] AMF \n", + "18 66 ... ['CF', 'LWF'] CF \n", + "19 79 ... ['RCB', 'LCB', 'CB'] RCB \n", + "20 76 ... ['CF', 'AMF'] CF \n", + "21 76 ... ['LB', 'LW', 'LAMF'] LB \n", + "22 70 ... ['RCB', 'RCB3', 'LCB3'] RCB \n", + "23 88 ... ['CF'] CF \n", + "24 90 ... ['LCMF', 'DMF', 'LDMF'] LCMF \n", + "25 85 ... ['GK'] GK \n", + "26 71 ... ['LCMF', 'AMF'] LCMF \n", + "27 77 ... ['AMF', 'CF', 'LCMF'] AMF \n", + "28 74 ... ['RCMF', 'RDMF', 'LCMF'] RCMF \n", + "29 73 ... ['CF', 'AMF', 'LWF'] CF \n", + ".. ... ... ... ... \n", + "630 70 ... ['CF'] CF \n", + "631 68 ... [] NaN \n", + "632 70 ... ['AMF'] AMF \n", + "633 68 ... [] NaN \n", + "634 69 ... ['LW'] LW \n", + "635 77 ... [] NaN \n", + "636 63 ... [] NaN \n", + "637 60 ... ['LB5', 'LWB'] LB5 \n", + "638 66 ... ['RB', 'LB'] RB \n", + "639 0 ... ['LCB'] LCB \n", + "640 59 ... [] NaN \n", + "641 56 ... ['LB', 'LCB'] LB \n", + "642 74 ... ['RCMF3', 'RW'] RCMF3 \n", + "643 60 ... [] NaN \n", + "644 70 ... ['RCMF3', 'LCMF'] RCMF3 \n", + "645 64 ... ['RDMF', 'RCMF', 'LCMF'] RDMF \n", + "646 69 ... ['RAMF', 'RW'] RAMF \n", + "647 58 ... [] NaN \n", + "648 66 ... ['LCMF'] LCMF \n", + "649 0 ... ['AMF'] AMF \n", + "650 68 ... [] NaN \n", + "651 0 ... ['LB', 'LB5'] LB \n", + "652 0 ... [] NaN \n", + "653 71 ... ['RB'] RB \n", + "654 0 ... [] NaN \n", + "655 69 ... [] NaN \n", + "656 0 ... [] NaN \n", + "657 69 ... ['RCMF'] RCMF \n", + "658 0 ... [] NaN \n", + "659 70 ... [] NaN \n", + "\n", + " primary_position_percent secondary_position secondary_position_percent \\\n", + "0 35 RW 31 \n", + "1 37 NaN 0 \n", + "2 39 LDMF 24 \n", + "3 50 LW 10 \n", + "4 73 CB 13 \n", + "5 17 RCMF 16 \n", + "6 49 RCMF 14 \n", + "7 28 RDMF 25 \n", + "8 42 RCMF 21 \n", + "9 21 LCMF 20 \n", + "10 72 LCMF 17 \n", + "11 21 RDMF 21 \n", + "12 100 NaN 0 \n", + "13 77 RCMF 22 \n", + "14 35 RW 34 \n", + "15 100 NaN 0 \n", + "16 44 LW 32 \n", + "17 23 LW 18 \n", + "18 56 LWF 10 \n", + "19 66 LCB 16 \n", + "20 72 AMF 17 \n", + "21 35 LW 26 \n", + "22 59 RCB3 29 \n", + "23 100 NaN 0 \n", + "24 33 DMF 24 \n", + "25 100 NaN 0 \n", + "26 51 AMF 22 \n", + "27 51 CF 20 \n", + "28 32 RDMF 21 \n", + "29 46 AMF 25 \n", + ".. ... ... ... \n", + "630 100 NaN 0 \n", + "631 0 NaN 0 \n", + "632 100 NaN 0 \n", + "633 0 NaN 0 \n", + "634 90 NaN 0 \n", + "635 0 NaN 0 \n", + "636 0 NaN 0 \n", + "637 65 LWB 22 \n", + "638 69 LB 20 \n", + "639 100 NaN 0 \n", + "640 0 NaN 0 \n", + "641 66 LCB 28 \n", + "642 61 RW 38 \n", + "643 0 NaN 0 \n", + "644 72 LCMF 27 \n", + "645 39 RCMF 39 \n", + "646 60 RW 26 \n", + "647 0 NaN 0 \n", + "648 62 NaN 0 \n", + "649 100 NaN 0 \n", + "650 0 NaN 0 \n", + "651 81 LB5 16 \n", + "652 0 NaN 0 \n", + "653 100 NaN 0 \n", + "654 0 NaN 0 \n", + "655 0 NaN 0 \n", + "656 0 NaN 0 \n", + "657 100 NaN 0 \n", + "658 0 NaN 0 \n", + "659 0 NaN 0 \n", + "\n", + " third_position third_position_percent goals xg_shot minutes_on_field \n", + "0 AMF 16 5 1.37 972 \n", + "1 NaN 0 2 1.73 1362 \n", + "2 DMF 19 8 3.42 4315 \n", + "3 NaN 0 6 4.80 2549 \n", + "4 NaN 0 1 0.49 1429 \n", + "5 RDMF 12 3 2.13 2394 \n", + "6 LCMF 10 14 10.21 3155 \n", + "7 LCMF 16 4 6.36 2920 \n", + "8 RDMF 10 3 1.71 2869 \n", + "9 DMF 20 2 1.42 3580 \n", + "10 NaN 0 2 0.64 470 \n", + "11 LCMF 17 1 1.03 1636 \n", + "12 NaN 0 7 5.46 1334 \n", + "13 NaN 0 0 0.00 42 \n", + "14 NaN 0 15 10.23 2294 \n", + "15 NaN 0 17 11.95 2409 \n", + "16 NaN 0 6 4.37 2409 \n", + "17 RCMF3 10 4 3.75 3531 \n", + "18 NaN 0 6 7.13 1719 \n", + "19 CB 10 10 6.22 3571 \n", + "20 NaN 0 10 9.34 2660 \n", + "21 LAMF 14 3 3.76 3012 \n", + "22 LCB3 11 2 1.06 1755 \n", + "23 NaN 0 18 10.76 3059 \n", + "24 LDMF 15 0 0.18 2095 \n", + "25 NaN 0 0 0.00 4348 \n", + "26 NaN 0 4 5.12 2342 \n", + "27 LCMF 13 11 9.41 1824 \n", + "28 LCMF 16 2 1.40 3489 \n", + "29 LWF 11 5 5.59 1866 \n", + ".. ... ... ... ... ... \n", + "630 NaN 0 0 0.00 12 \n", + "631 NaN 0 0 0.00 0 \n", + "632 NaN 0 0 0.03 29 \n", + "633 NaN 0 0 0.00 0 \n", + "634 NaN 0 0 0.01 172 \n", + "635 NaN 0 0 0.00 0 \n", + "636 NaN 0 0 0.00 0 \n", + "637 NaN 0 0 0.00 183 \n", + "638 NaN 0 0 0.06 378 \n", + "639 NaN 0 0 0.00 4 \n", + "640 NaN 0 0 0.00 0 \n", + "641 NaN 0 1 1.06 286 \n", + "642 NaN 0 0 0.06 49 \n", + "643 NaN 0 0 0.00 0 \n", + "644 NaN 0 0 0.00 6 \n", + "645 LCMF 19 0 0.04 235 \n", + "646 NaN 0 1 0.83 678 \n", + "647 NaN 0 0 0.00 0 \n", + "648 NaN 0 0 0.31 1241 \n", + "649 NaN 0 0 0.00 10 \n", + "650 NaN 0 0 0.00 0 \n", + "651 NaN 0 0 0.01 206 \n", + "652 NaN 0 0 0.00 0 \n", + "653 NaN 0 0 0.15 191 \n", + "654 NaN 0 0 0.00 0 \n", + "655 NaN 0 0 0.00 0 \n", + "656 NaN 0 0 0.00 0 \n", + "657 NaN 0 0 0.00 12 \n", + "658 NaN 0 0 0.00 0 \n", + "659 NaN 0 0 0.00 0 \n", + "\n", + "[660 rows x 23 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wyscout = wyscout_raw[['index',\n", + " 'full_name',\n", + " 'birth_country_name',\n", + " 'birth_date',\n", + " 'age',\n", + " 'current_team_name',\n", + " 'contract_expires',\n", + " 'foot',\n", + " 'height',\n", + " 'weight',\n", + " 'market_value',\n", + " 'on_loan',\n", + " 'passport_country_names',\n", + " 'positions',\n", + " 'primary_position',\n", + " 'primary_position_percent',\n", + " 'secondary_position',\n", + " 'secondary_position_percent',\n", + " 'third_position',\n", + " 'third_position_percent',\n", + " 'goals',\n", + " 'xg_shot', \n", + " 'minutes_on_field']]\n", + "wyscout" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "650" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(wyscout.full_name.unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
full_namebirth_country_nameagecurrent_team_namegoalsgoals_taggedxg_shotminutes_on_field
0Diego Lainez LeyvaMexico19Real Betis551.37972
1Maximiliano Eduardo MezaArgentina26Monterrey221.731362
2Guido RodríguezArgentina25América883.424315
3Rodolfo Gilbert Pizarro ThomasMexico25Monterrey664.802549
4Carlos Joel Salcedo HernándezMexico25Tigres UANL110.491429
\n", + "
" + ], + "text/plain": [ + " full_name birth_country_name age current_team_name \\\n", + "0 Diego Lainez Leyva Mexico 19 Real Betis \n", + "1 Maximiliano Eduardo Meza Argentina 26 Monterrey \n", + "2 Guido Rodríguez Argentina 25 América \n", + "3 Rodolfo Gilbert Pizarro Thomas Mexico 25 Monterrey \n", + "4 Carlos Joel Salcedo Hernández Mexico 25 Tigres UANL \n", + "\n", + " goals goals_tagged xg_shot minutes_on_field \n", + "0 5 5 1.37 972 \n", + "1 2 2 1.73 1362 \n", + "2 8 8 3.42 4315 \n", + "3 6 6 4.80 2549 \n", + "4 1 1 0.49 1429 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "goals = wyscout_raw[['full_name', 'birth_country_name', 'age', 'current_team_name', 'goals', 'goals_tagged', 'xg_shot', 'minutes_on_field']]\n", + "goals.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
index#NamePosiciónNac.EdadClubValor más alto de carreraÚltima revisiónValor de mercadoDiferencial valor de Mercado
001Maximiliano MezaMedio centro ofensivoArgentina26CF Monterrey14000000.008/02/201914000000.01.000000
112Rodolfo PizarroMedio centro ofensivoMéxico25CF Monterrey10000000.008/02/201910000000.01.000000
223Carlos SalcedoDefensa centralMéxico25Tigres UANL10000000.008/02/201910000000.01.000000
334Guido RodríguezPivoteArgentina25CF América10000000.008/02/201910000000.01.000000
445Vincent JanssenDelantero centroPaíses Bajos25CF Monterrey14000000.013/06/20198000000.00.571429
\n", + "
" + ], + "text/plain": [ + " index # Name Posición Nac. Edad \\\n", + "0 0 1 Maximiliano Meza Medio centro ofensivo Argentina 26 \n", + "1 1 2 Rodolfo Pizarro Medio centro ofensivo México 25 \n", + "2 2 3 Carlos Salcedo Defensa central México 25 \n", + "3 3 4 Guido Rodríguez Pivote Argentina 25 \n", + "4 4 5 Vincent Janssen Delantero centro Países Bajos 25 \n", + "\n", + " Club Valor más alto de carrera Última revisión Valor de mercado \\\n", + "0 CF Monterrey 14000000.0 08/02/2019 14000000.0 \n", + "1 CF Monterrey 10000000.0 08/02/2019 10000000.0 \n", + "2 Tigres UANL 10000000.0 08/02/2019 10000000.0 \n", + "3 CF América 10000000.0 08/02/2019 10000000.0 \n", + "4 CF Monterrey 14000000.0 13/06/2019 8000000.0 \n", + "\n", + " Diferencial valor de Mercado \n", + "0 1.000000 \n", + "1 1.000000 \n", + "2 1.000000 \n", + "3 1.000000 \n", + "4 0.571429 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "transfermkt.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['LW', 'AMF', 'LCMF', 'LCB', 'LWF', 'RCMF3', 'RCMF', 'RCB', 'LDMF',\n", + " 'LCMF3', 'CF', 'RDMF', 'LAMF', 'LB', 'GK', 'RW', 'DMF', 'RAMF',\n", + " 'RB', 'RWF', 'LCB3', 'RCB3', nan, 'CB', 'LB5', 'LWB'], dtype=object)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wyscout.primary_position.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['RW', nan, 'LDMF', 'LW', 'CB', 'RCMF', 'RDMF', 'LCMF', 'LWF',\n", + " 'LCB', 'AMF', 'RCB3', 'DMF', 'CF', 'RAMF', 'LCMF3', 'LAMF', 'RCB',\n", + " 'RWB', 'LCB3', 'RCMF3', 'RB', 'RWF', 'RB5', 'LWB', 'LB', 'LB5'],\n", + " dtype=object)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wyscout.secondary_position.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexfull_namebirth_country_namebirth_dateagecurrent_team_namecontract_expiresfootheightweight...primary_positionprimary_position_percentsecondary_positionsecondary_position_percentthird_positionthird_position_percentgoalsxg_shotminutes_on_fieldposition_raw
00Diego Lainez LeyvaMexico2000-06-0919Real Betis2024-06-30left16758...LW35RW31AMF1651.379723
11Maximiliano Eduardo MezaArgentina1992-12-1526Monterrey2020-06-30right18077...AMF37NaN0NaN021.7313623
22Guido RodríguezArgentina1994-04-1225AméricaNaNright18580...LCMF39LDMF24DMF1983.4243152
33Rodolfo Gilbert Pizarro ThomasMexico1994-02-1525Monterrey2023-06-30right17364...AMF50LW10NaN064.8025493
44Carlos Joel Salcedo HernándezMexico1993-09-2925Tigres UANL2022-06-30right18877...LCB73CB13NaN010.4914291
\n", + "

5 rows × 24 columns

\n", + "
" + ], + "text/plain": [ + " index full_name birth_country_name birth_date age \\\n", + "0 0 Diego Lainez Leyva Mexico 2000-06-09 19 \n", + "1 1 Maximiliano Eduardo Meza Argentina 1992-12-15 26 \n", + "2 2 Guido Rodríguez Argentina 1994-04-12 25 \n", + "3 3 Rodolfo Gilbert Pizarro Thomas Mexico 1994-02-15 25 \n", + "4 4 Carlos Joel Salcedo Hernández Mexico 1993-09-29 25 \n", + "\n", + " current_team_name contract_expires foot height weight ... \\\n", + "0 Real Betis 2024-06-30 left 167 58 ... \n", + "1 Monterrey 2020-06-30 right 180 77 ... \n", + "2 América NaN right 185 80 ... \n", + "3 Monterrey 2023-06-30 right 173 64 ... \n", + "4 Tigres UANL 2022-06-30 right 188 77 ... \n", + "\n", + " primary_position primary_position_percent secondary_position \\\n", + "0 LW 35 RW \n", + "1 AMF 37 NaN \n", + "2 LCMF 39 LDMF \n", + "3 AMF 50 LW \n", + "4 LCB 73 CB \n", + "\n", + " secondary_position_percent third_position third_position_percent goals \\\n", + "0 31 AMF 16 5 \n", + "1 0 NaN 0 2 \n", + "2 24 DMF 19 8 \n", + "3 10 NaN 0 6 \n", + "4 13 NaN 0 1 \n", + "\n", + " xg_shot minutes_on_field position_raw \n", + "0 1.37 972 3 \n", + "1 1.73 1362 3 \n", + "2 3.42 4315 2 \n", + "3 4.80 2549 3 \n", + "4 0.49 1429 1 \n", + "\n", + "[5 rows x 24 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Nuevas Columnas: \n", + "def position_raw(x):\n", + " if x == 'CF' or x == 'LW' or x=='RW' or x=='LWF' or x=='RWF' or x=='AMF':\n", + " return 3\n", + " elif x == 'LDMF' or x=='RDMF' or x=='CM' or x=='DMF' or x=='LCMF' or x=='RCMF' or x=='LAMF' or x=='RAMF' or x=='RCMF3' or x=='LCMF3' or x=='RAMF':\n", + " return 2\n", + " return 1\n", + "wyscout['position_raw'] = wyscout['primary_position'].apply(position_raw)\n", + "wyscout.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexfull_namebirth_country_namebirth_dateagecurrent_team_namecontract_expiresfootheightweight...primary_position_percentsecondary_positionsecondary_position_percentthird_positionthird_position_percentgoalsxg_shotminutes_on_fieldposition_rawlocal
00Diego Lainez LeyvaMexico2000-06-0919Real Betis2024-06-30left16758...35RW31AMF1651.3797231
11Maximiliano Eduardo MezaArgentina1992-12-1526Monterrey2020-06-30right18077...37NaN0NaN021.73136230
22Guido RodríguezArgentina1994-04-1225AméricaNaNright18580...39LDMF24DMF1983.42431520
33Rodolfo Gilbert Pizarro ThomasMexico1994-02-1525Monterrey2023-06-30right17364...50LW10NaN064.80254931
44Carlos Joel Salcedo HernándezMexico1993-09-2925Tigres UANL2022-06-30right18877...73CB13NaN010.49142911
55Orbelín Pineda AlvaradoMexico1996-03-2423Cruz AzulNaNright16964...17RCMF16RDMF1232.13239431
66Víctor Alfonso Guzmán GuzmánMexico1995-02-0324Pachuca2021-12-31right17578...49RCMF14LCMF101410.21315521
77Andrés Mateus Uribe VillaColombia1991-03-2128América2020-06-30right18271...28RDMF25LCMF1646.36292020
88Edson Omar Álvarez VelázquezMexico1997-10-2421Ajax2024-06-30right18573...42RCMF21RDMF1031.71286911
99Guido Hernán PizarroArgentina1990-02-2629Tigres UANL2021-06-30right18679...21LCMF20DMF2021.42358020
1010Érick Gabriel Gutiérrez GalavizMexico1995-06-1524PSV2023-06-30left18174...72LCMF17NaN020.6447021
1111Jonathan Alexander González MendozaUSA1999-04-1320MonterreyNaNright17566...21RDMF21LCMF1711.03163620
1212Nicolás Ignacio Castillo MoraChile1993-02-1426América2023-06-30right17974...100NaN0NaN075.46133430
1313Guillermo Matías FernándezArgentina1991-10-1127Cruz Azul2022-06-30right17674...77RCMF22NaN000.004220
1414Brian Leonel FernándezArgentina1994-09-2624Portland Timbers2022-06-30right17274...35RW34NaN01510.23229430
1515Rogelio Gabriel Funes MoriArgentina1991-03-0528MonterreyNaNright19081...100NaN0NaN01711.95240930
1616Javier Ignacio Aquino CarmonaMexico1990-02-1129Tigres UANLNaNright16859...44LW32NaN064.37240921
1717Roberto Carlos Alvarado HernándezMexico1998-09-0720Cruz AzulNaNleft17670...23LW18RCMF31043.75353131
1818Víctor Alejandro Dávila ZavalaChile1997-11-0421PachucaNaNleft17066...56LWF10NaN067.13171930
1919Bruno Amílcar ValdezParaguay1992-10-0626América2020-06-30right18379...66LCB16CB10106.22357110
2020Roger Beyker Martínez TobinsonColombia1994-06-2325América2023-06-30right18076...72AMF17NaN0109.34266030
2121Jesús Daniel Gallardo VasconcelosMexico1994-08-1524Monterrey2023-06-30left17676...35LW26LAMF1433.76301211
2222César Jasib Montes CastroMexico1997-02-2422Monterrey2020-06-30right19170...59RCB329LCB31121.06175511
2323Julio César FurchArgentina1989-07-2930Santos Laguna2022-06-30right18788...100NaN0NaN01810.76305930
2424Iván José MarconeArgentina1990-06-0329Boca Juniors2023-06-30right18490...33DMF24LDMF1500.18209520
2525Agustín Federico MarchesínArgentina1988-03-1631América2019-12-31right18885...100NaN0NaN000.00434810
2626Diego Alfonso Valdés ContrerasChile1994-01-3025Santos LagunaNaNright17871...51AMF22NaN045.12234220
2727Eduardo Jesús Vargas RojasChile1989-11-2029Tigres UANL2021-06-30right17477...51CF20LCMF13119.41182430
2828Rafael De Souza PereiraBrazil1989-06-1830Tigres UANLNaNright17974...32RDMF21LCMF1621.40348920
2929Enner Remberto Valencia LastraEcuador1989-11-0429Tigres UANLNaNright17773...46AMF25LWF1155.59186630
..................................................................
6300Eleuterio Jiménez ContrerasMexico1998-01-2021AtlasNaNNaN17470...100NaN0NaN000.001231
6311Brayton Josué Vázquez VélezMexico1998-03-0521AtlasNaNright17568...0NaN0NaN000.00011
6322Ariel Alfonso Uribe LepeChile1999-02-1420MoreliaNaNleft17570...100NaN0NaN000.032930
6333Paolo Medina EtienneMexico1999-05-2820MoreliaNaNNaN17468...0NaN0NaN000.00011
6344José Guadalupe Hernández ClementeMexico1999-04-2120Club Atlético ZacatepecNaNNaN17369...90NaN0NaN000.0117231
6355Óscar Haret Ortega GaticaMexico2000-05-1919AméricaNaNright18877...0NaN0NaN000.00011
6366Axel Cruz García BarreraMexico2000-02-2219Monarcas Morelia U20NaNNaN16963...0NaN0NaN000.00011
6377Aldhair Fernando Molina FabiánMexico1999-04-0420Puebla U20NaNNaN17460...65LWB22NaN000.0018311
6388Diego Alejandro Rosales IslasMexico1998-04-0421Pumas UNAM U20NaNright17166...69LB20NaN000.0637811
6399Diego Jonathan Rodríguez MirandaMexico1997-07-1622Pumas UNAM PremierNaNNaN00...100NaN0NaN000.00411
64010Martín Rodríguez RiveraMexico1998-05-1821Cimarrones de SonoraNaNNaN17359...0NaN0NaN000.00011
64111Jesús Andrés Pérez ÁlvarezUSA2000-04-1119Cimarrones de SonoraNaNright16456...66LCB28NaN011.0628610
64212Raúl Iram Castillo GonzálezMexico2001-05-3018Pachuca U20NaNNaN17774...61RW38NaN000.064921
64313Martín David Barra NavaMexico2002-01-0517Veracruz U17NaNNaN16760...0NaN0NaN000.00011
64414Alan Fabrizio Ruiz PrezaMexico2001-01-0318Veracruz U17NaNNaN17670...72LCMF27NaN000.00621
64515Carlos Eduardo Guerrero ZavalaMexico2000-02-1419León U20NaNNaN16664...39RCMF39LCMF1900.0423521
64616Maximiliano Iván CerattoArgentina1988-04-2131EvertonNaNright17169...60RW26NaN010.8367820
64717Leopoldo Alberto Cortes MoraMexico1999-03-0720Guadalajara U20NaNNaN16358...0NaN0NaN000.00011
64818Fernando Beltrán CruzMexico1998-05-0821GuadalajaraNaNright16466...62NaN0NaN000.31124121
64919Either Domin Jiménez RodríguezMexico2001-03-3018León U20NaNNaN00...100NaN0NaN000.001031
65020Eduardo Del Ángel ReséndizMexico2000-04-0819MoreliaNaNNaN17468...0NaN0NaN000.00011
65121Daniel Aguilar MuñozMexico1998-02-0621NaNNaNNaN00...81LB516NaN000.0120611
65222Israel Reyes RomeroMexico2000-05-2319Atlas U20NaNNaN00...0NaN0NaN000.00011
65323Diego Armando Barbosa ZaragozaMexico1996-09-2522AtlasNaNright17371...100NaN0NaN000.1519111
65424Abel Alejandro Aguirre ZavalaMexico1996-10-0622NaNNaNNaN00...0NaN0NaN000.00011
65525Alan Neftaly Reyes MartínezMexico2001-06-1118NaNNaNNaN17869...0NaN0NaN000.00011
65626Josué Israel Sánchez GonzálezMexico1998-08-0520NaNNaNNaN00...0NaN0NaN000.00011
65727Jose Juan Guillen RangelMexico1998-09-0520NaNNaNNaN17169...100NaN0NaN000.001221
65828Denilson Aldair Villa GaytánMexico1998-06-1821Mineros de ZacatecasNaNNaN1700...0NaN0NaN000.00011
65929Luis Alejandro Chávez Díaz de LeónMexico1994-03-0725NaNNaNNaN17870...0NaN0NaN000.00011
\n", + "

660 rows × 25 columns

\n", + "
" + ], + "text/plain": [ + " index full_name birth_country_name \\\n", + "0 0 Diego Lainez Leyva Mexico \n", + "1 1 Maximiliano Eduardo Meza Argentina \n", + "2 2 Guido Rodríguez Argentina \n", + "3 3 Rodolfo Gilbert Pizarro Thomas Mexico \n", + "4 4 Carlos Joel Salcedo Hernández Mexico \n", + "5 5 Orbelín Pineda Alvarado Mexico \n", + "6 6 Víctor Alfonso Guzmán Guzmán Mexico \n", + "7 7 Andrés Mateus Uribe Villa Colombia \n", + "8 8 Edson Omar Álvarez Velázquez Mexico \n", + "9 9 Guido Hernán Pizarro Argentina \n", + "10 10 Érick Gabriel Gutiérrez Galaviz Mexico \n", + "11 11 Jonathan Alexander González Mendoza USA \n", + "12 12 Nicolás Ignacio Castillo Mora Chile \n", + "13 13 Guillermo Matías Fernández Argentina \n", + "14 14 Brian Leonel Fernández Argentina \n", + "15 15 Rogelio Gabriel Funes Mori Argentina \n", + "16 16 Javier Ignacio Aquino Carmona Mexico \n", + "17 17 Roberto Carlos Alvarado Hernández Mexico \n", + "18 18 Víctor Alejandro Dávila Zavala Chile \n", + "19 19 Bruno Amílcar Valdez Paraguay \n", + "20 20 Roger Beyker Martínez Tobinson Colombia \n", + "21 21 Jesús Daniel Gallardo Vasconcelos Mexico \n", + "22 22 César Jasib Montes Castro Mexico \n", + "23 23 Julio César Furch Argentina \n", + "24 24 Iván José Marcone Argentina \n", + "25 25 Agustín Federico Marchesín Argentina \n", + "26 26 Diego Alfonso Valdés Contreras Chile \n", + "27 27 Eduardo Jesús Vargas Rojas Chile \n", + "28 28 Rafael De Souza Pereira Brazil \n", + "29 29 Enner Remberto Valencia Lastra Ecuador \n", + ".. ... ... ... \n", + "630 0 Eleuterio Jiménez Contreras Mexico \n", + "631 1 Brayton Josué Vázquez Vélez Mexico \n", + "632 2 Ariel Alfonso Uribe Lepe Chile \n", + "633 3 Paolo Medina Etienne Mexico \n", + "634 4 José Guadalupe Hernández Clemente Mexico \n", + "635 5 Óscar Haret Ortega Gatica Mexico \n", + "636 6 Axel Cruz García Barrera Mexico \n", + "637 7 Aldhair Fernando Molina Fabián Mexico \n", + "638 8 Diego Alejandro Rosales Islas Mexico \n", + "639 9 Diego Jonathan Rodríguez Miranda Mexico \n", + "640 10 Martín Rodríguez Rivera Mexico \n", + "641 11 Jesús Andrés Pérez Álvarez USA \n", + "642 12 Raúl Iram Castillo González Mexico \n", + "643 13 Martín David Barra Nava Mexico \n", + "644 14 Alan Fabrizio Ruiz Preza Mexico \n", + "645 15 Carlos Eduardo Guerrero Zavala Mexico \n", + "646 16 Maximiliano Iván Ceratto Argentina \n", + "647 17 Leopoldo Alberto Cortes Mora Mexico \n", + "648 18 Fernando Beltrán Cruz Mexico \n", + "649 19 Either Domin Jiménez Rodríguez Mexico \n", + "650 20 Eduardo Del Ángel Reséndiz Mexico \n", + "651 21 Daniel Aguilar Muñoz Mexico \n", + "652 22 Israel Reyes Romero Mexico \n", + "653 23 Diego Armando Barbosa Zaragoza Mexico \n", + "654 24 Abel Alejandro Aguirre Zavala Mexico \n", + "655 25 Alan Neftaly Reyes Martínez Mexico \n", + "656 26 Josué Israel Sánchez González Mexico \n", + "657 27 Jose Juan Guillen Rangel Mexico \n", + "658 28 Denilson Aldair Villa Gaytán Mexico \n", + "659 29 Luis Alejandro Chávez Díaz de León Mexico \n", + "\n", + " birth_date age current_team_name contract_expires foot height \\\n", + "0 2000-06-09 19 Real Betis 2024-06-30 left 167 \n", + "1 1992-12-15 26 Monterrey 2020-06-30 right 180 \n", + "2 1994-04-12 25 América NaN right 185 \n", + "3 1994-02-15 25 Monterrey 2023-06-30 right 173 \n", + "4 1993-09-29 25 Tigres UANL 2022-06-30 right 188 \n", + "5 1996-03-24 23 Cruz Azul NaN right 169 \n", + "6 1995-02-03 24 Pachuca 2021-12-31 right 175 \n", + "7 1991-03-21 28 América 2020-06-30 right 182 \n", + "8 1997-10-24 21 Ajax 2024-06-30 right 185 \n", + "9 1990-02-26 29 Tigres UANL 2021-06-30 right 186 \n", + "10 1995-06-15 24 PSV 2023-06-30 left 181 \n", + "11 1999-04-13 20 Monterrey NaN right 175 \n", + "12 1993-02-14 26 América 2023-06-30 right 179 \n", + "13 1991-10-11 27 Cruz Azul 2022-06-30 right 176 \n", + "14 1994-09-26 24 Portland Timbers 2022-06-30 right 172 \n", + "15 1991-03-05 28 Monterrey NaN right 190 \n", + "16 1990-02-11 29 Tigres UANL NaN right 168 \n", + "17 1998-09-07 20 Cruz Azul NaN left 176 \n", + "18 1997-11-04 21 Pachuca NaN left 170 \n", + "19 1992-10-06 26 América 2020-06-30 right 183 \n", + "20 1994-06-23 25 América 2023-06-30 right 180 \n", + "21 1994-08-15 24 Monterrey 2023-06-30 left 176 \n", + "22 1997-02-24 22 Monterrey 2020-06-30 right 191 \n", + "23 1989-07-29 30 Santos Laguna 2022-06-30 right 187 \n", + "24 1990-06-03 29 Boca Juniors 2023-06-30 right 184 \n", + "25 1988-03-16 31 América 2019-12-31 right 188 \n", + "26 1994-01-30 25 Santos Laguna NaN right 178 \n", + "27 1989-11-20 29 Tigres UANL 2021-06-30 right 174 \n", + "28 1989-06-18 30 Tigres UANL NaN right 179 \n", + "29 1989-11-04 29 Tigres UANL NaN right 177 \n", + ".. ... ... ... ... ... ... \n", + "630 1998-01-20 21 Atlas NaN NaN 174 \n", + "631 1998-03-05 21 Atlas NaN right 175 \n", + "632 1999-02-14 20 Morelia NaN left 175 \n", + "633 1999-05-28 20 Morelia NaN NaN 174 \n", + "634 1999-04-21 20 Club Atlético Zacatepec NaN NaN 173 \n", + "635 2000-05-19 19 América NaN right 188 \n", + "636 2000-02-22 19 Monarcas Morelia U20 NaN NaN 169 \n", + "637 1999-04-04 20 Puebla U20 NaN NaN 174 \n", + "638 1998-04-04 21 Pumas UNAM U20 NaN right 171 \n", + "639 1997-07-16 22 Pumas UNAM Premier NaN NaN 0 \n", + "640 1998-05-18 21 Cimarrones de Sonora NaN NaN 173 \n", + "641 2000-04-11 19 Cimarrones de Sonora NaN right 164 \n", + "642 2001-05-30 18 Pachuca U20 NaN NaN 177 \n", + "643 2002-01-05 17 Veracruz U17 NaN NaN 167 \n", + "644 2001-01-03 18 Veracruz U17 NaN NaN 176 \n", + "645 2000-02-14 19 León U20 NaN NaN 166 \n", + "646 1988-04-21 31 Everton NaN right 171 \n", + "647 1999-03-07 20 Guadalajara U20 NaN NaN 163 \n", + "648 1998-05-08 21 Guadalajara NaN right 164 \n", + "649 2001-03-30 18 León U20 NaN NaN 0 \n", + "650 2000-04-08 19 Morelia NaN NaN 174 \n", + "651 1998-02-06 21 NaN NaN NaN 0 \n", + "652 2000-05-23 19 Atlas U20 NaN NaN 0 \n", + "653 1996-09-25 22 Atlas NaN right 173 \n", + "654 1996-10-06 22 NaN NaN NaN 0 \n", + "655 2001-06-11 18 NaN NaN NaN 178 \n", + "656 1998-08-05 20 NaN NaN NaN 0 \n", + "657 1998-09-05 20 NaN NaN NaN 171 \n", + "658 1998-06-18 21 Mineros de Zacatecas NaN NaN 170 \n", + "659 1994-03-07 25 NaN NaN NaN 178 \n", + "\n", + " weight ... primary_position_percent secondary_position \\\n", + "0 58 ... 35 RW \n", + "1 77 ... 37 NaN \n", + "2 80 ... 39 LDMF \n", + "3 64 ... 50 LW \n", + "4 77 ... 73 CB \n", + "5 64 ... 17 RCMF \n", + "6 78 ... 49 RCMF \n", + "7 71 ... 28 RDMF \n", + "8 73 ... 42 RCMF \n", + "9 79 ... 21 LCMF \n", + "10 74 ... 72 LCMF \n", + "11 66 ... 21 RDMF \n", + "12 74 ... 100 NaN \n", + "13 74 ... 77 RCMF \n", + "14 74 ... 35 RW \n", + "15 81 ... 100 NaN \n", + "16 59 ... 44 LW \n", + "17 70 ... 23 LW \n", + "18 66 ... 56 LWF \n", + "19 79 ... 66 LCB \n", + "20 76 ... 72 AMF \n", + "21 76 ... 35 LW \n", + "22 70 ... 59 RCB3 \n", + "23 88 ... 100 NaN \n", + "24 90 ... 33 DMF \n", + "25 85 ... 100 NaN \n", + "26 71 ... 51 AMF \n", + "27 77 ... 51 CF \n", + "28 74 ... 32 RDMF \n", + "29 73 ... 46 AMF \n", + ".. ... ... ... ... \n", + "630 70 ... 100 NaN \n", + "631 68 ... 0 NaN \n", + "632 70 ... 100 NaN \n", + "633 68 ... 0 NaN \n", + "634 69 ... 90 NaN \n", + "635 77 ... 0 NaN \n", + "636 63 ... 0 NaN \n", + "637 60 ... 65 LWB \n", + "638 66 ... 69 LB \n", + "639 0 ... 100 NaN \n", + "640 59 ... 0 NaN \n", + "641 56 ... 66 LCB \n", + "642 74 ... 61 RW \n", + "643 60 ... 0 NaN \n", + "644 70 ... 72 LCMF \n", + "645 64 ... 39 RCMF \n", + "646 69 ... 60 RW \n", + "647 58 ... 0 NaN \n", + "648 66 ... 62 NaN \n", + "649 0 ... 100 NaN \n", + "650 68 ... 0 NaN \n", + "651 0 ... 81 LB5 \n", + "652 0 ... 0 NaN \n", + "653 71 ... 100 NaN \n", + "654 0 ... 0 NaN \n", + "655 69 ... 0 NaN \n", + "656 0 ... 0 NaN \n", + "657 69 ... 100 NaN \n", + "658 0 ... 0 NaN \n", + "659 70 ... 0 NaN \n", + "\n", + " secondary_position_percent third_position third_position_percent goals \\\n", + "0 31 AMF 16 5 \n", + "1 0 NaN 0 2 \n", + "2 24 DMF 19 8 \n", + "3 10 NaN 0 6 \n", + "4 13 NaN 0 1 \n", + "5 16 RDMF 12 3 \n", + "6 14 LCMF 10 14 \n", + "7 25 LCMF 16 4 \n", + "8 21 RDMF 10 3 \n", + "9 20 DMF 20 2 \n", + "10 17 NaN 0 2 \n", + "11 21 LCMF 17 1 \n", + "12 0 NaN 0 7 \n", + "13 22 NaN 0 0 \n", + "14 34 NaN 0 15 \n", + "15 0 NaN 0 17 \n", + "16 32 NaN 0 6 \n", + "17 18 RCMF3 10 4 \n", + "18 10 NaN 0 6 \n", + "19 16 CB 10 10 \n", + "20 17 NaN 0 10 \n", + "21 26 LAMF 14 3 \n", + "22 29 LCB3 11 2 \n", + "23 0 NaN 0 18 \n", + "24 24 LDMF 15 0 \n", + "25 0 NaN 0 0 \n", + "26 22 NaN 0 4 \n", + "27 20 LCMF 13 11 \n", + "28 21 LCMF 16 2 \n", + "29 25 LWF 11 5 \n", + ".. ... ... ... ... \n", + "630 0 NaN 0 0 \n", + "631 0 NaN 0 0 \n", + "632 0 NaN 0 0 \n", + "633 0 NaN 0 0 \n", + "634 0 NaN 0 0 \n", + "635 0 NaN 0 0 \n", + "636 0 NaN 0 0 \n", + "637 22 NaN 0 0 \n", + "638 20 NaN 0 0 \n", + "639 0 NaN 0 0 \n", + "640 0 NaN 0 0 \n", + "641 28 NaN 0 1 \n", + "642 38 NaN 0 0 \n", + "643 0 NaN 0 0 \n", + "644 27 NaN 0 0 \n", + "645 39 LCMF 19 0 \n", + "646 26 NaN 0 1 \n", + "647 0 NaN 0 0 \n", + "648 0 NaN 0 0 \n", + "649 0 NaN 0 0 \n", + "650 0 NaN 0 0 \n", + "651 16 NaN 0 0 \n", + "652 0 NaN 0 0 \n", + "653 0 NaN 0 0 \n", + "654 0 NaN 0 0 \n", + "655 0 NaN 0 0 \n", + "656 0 NaN 0 0 \n", + "657 0 NaN 0 0 \n", + "658 0 NaN 0 0 \n", + "659 0 NaN 0 0 \n", + "\n", + " xg_shot minutes_on_field position_raw local \n", + "0 1.37 972 3 1 \n", + "1 1.73 1362 3 0 \n", + "2 3.42 4315 2 0 \n", + "3 4.80 2549 3 1 \n", + "4 0.49 1429 1 1 \n", + "5 2.13 2394 3 1 \n", + "6 10.21 3155 2 1 \n", + "7 6.36 2920 2 0 \n", + "8 1.71 2869 1 1 \n", + "9 1.42 3580 2 0 \n", + "10 0.64 470 2 1 \n", + "11 1.03 1636 2 0 \n", + "12 5.46 1334 3 0 \n", + "13 0.00 42 2 0 \n", + "14 10.23 2294 3 0 \n", + "15 11.95 2409 3 0 \n", + "16 4.37 2409 2 1 \n", + "17 3.75 3531 3 1 \n", + "18 7.13 1719 3 0 \n", + "19 6.22 3571 1 0 \n", + "20 9.34 2660 3 0 \n", + "21 3.76 3012 1 1 \n", + "22 1.06 1755 1 1 \n", + "23 10.76 3059 3 0 \n", + "24 0.18 2095 2 0 \n", + "25 0.00 4348 1 0 \n", + "26 5.12 2342 2 0 \n", + "27 9.41 1824 3 0 \n", + "28 1.40 3489 2 0 \n", + "29 5.59 1866 3 0 \n", + ".. ... ... ... ... \n", + "630 0.00 12 3 1 \n", + "631 0.00 0 1 1 \n", + "632 0.03 29 3 0 \n", + "633 0.00 0 1 1 \n", + "634 0.01 172 3 1 \n", + "635 0.00 0 1 1 \n", + "636 0.00 0 1 1 \n", + "637 0.00 183 1 1 \n", + "638 0.06 378 1 1 \n", + "639 0.00 4 1 1 \n", + "640 0.00 0 1 1 \n", + "641 1.06 286 1 0 \n", + "642 0.06 49 2 1 \n", + "643 0.00 0 1 1 \n", + "644 0.00 6 2 1 \n", + "645 0.04 235 2 1 \n", + "646 0.83 678 2 0 \n", + "647 0.00 0 1 1 \n", + "648 0.31 1241 2 1 \n", + "649 0.00 10 3 1 \n", + "650 0.00 0 1 1 \n", + "651 0.01 206 1 1 \n", + "652 0.00 0 1 1 \n", + "653 0.15 191 1 1 \n", + "654 0.00 0 1 1 \n", + "655 0.00 0 1 1 \n", + "656 0.00 0 1 1 \n", + "657 0.00 12 2 1 \n", + "658 0.00 0 1 1 \n", + "659 0.00 0 1 1 \n", + "\n", + "[660 rows x 25 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def local(x):\n", + " if x == 'Mexico':\n", + " return 1\n", + " return 0\n", + "wyscout['local'] = wyscout['birth_country_name'].apply(local)\n", + "wyscout" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Relación entre Valor de Mercado y Expected Goals \n", + "\n", + "Dibujar Scatter Plot de estas variables, agrupándolas por equipo y nacionalidad.\n", + "No esperaríamos una relación positiva tan clara si usamos a toda la base de datos de jugadores, sin embargo, si agrupamos la base por jugadores en posiciones ofensivas, definitivamente deberíamos esperar una relación positiva. \n", + "\n", + "Aquellos atacantes que se encuentren por encima de la media de xG y por debajo de la media del valor de mercado, serán interesantes para un análisis posterior más a fondo. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = (22,12)\n", + "sns.scatterplot(x=\"xg_shot\", y=\"market_value\", hue=\"birth_country_name\", data=wyscout)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"xg_shot\", y=\"market_value\", hue=\"current_team_name\", data=wyscout)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"xg_shot\", y=\"market_value\", hue=\"local\", style='local', data=wyscout)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexfull_namebirth_country_namebirth_dateagecurrent_team_namecontract_expiresfootheightweight...primary_position_percentsecondary_positionsecondary_position_percentthird_positionthird_position_percentgoalsxg_shotminutes_on_fieldposition_rawlocal
00Diego Lainez LeyvaMexico2000-06-0919Real Betis2024-06-30left16758...35RW31AMF1651.3797231
11Maximiliano Eduardo MezaArgentina1992-12-1526Monterrey2020-06-30right18077...37NaN0NaN021.73136230
33Rodolfo Gilbert Pizarro ThomasMexico1994-02-1525Monterrey2023-06-30right17364...50LW10NaN064.80254931
55Orbelín Pineda AlvaradoMexico1996-03-2423Cruz AzulNaNright16964...17RCMF16RDMF1232.13239431
1212Nicolás Ignacio Castillo MoraChile1993-02-1426América2023-06-30right17974...100NaN0NaN075.46133430
1414Brian Leonel FernándezArgentina1994-09-2624Portland Timbers2022-06-30right17274...35RW34NaN01510.23229430
1515Rogelio Gabriel Funes MoriArgentina1991-03-0528MonterreyNaNright19081...100NaN0NaN01711.95240930
1717Roberto Carlos Alvarado HernándezMexico1998-09-0720Cruz AzulNaNleft17670...23LW18RCMF31043.75353131
1818Víctor Alejandro Dávila ZavalaChile1997-11-0421PachucaNaNleft17066...56LWF10NaN067.13171930
2020Roger Beyker Martínez TobinsonColombia1994-06-2325América2023-06-30right18076...72AMF17NaN0109.34266030
2323Julio César FurchArgentina1989-07-2930Santos Laguna2022-06-30right18788...100NaN0NaN01810.76305930
2727Eduardo Jesús Vargas RojasChile1989-11-2029Tigres UANL2021-06-30right17477...51CF20LCMF13119.41182430
2929Enner Remberto Valencia LastraEcuador1989-11-0429Tigres UANLNaNright17773...46AMF25LWF1155.59186630
300Lucas Manuel ZelarayánArgentina1992-06-2027Tigres UANLNaNright17273...45LCMF17NaN041.52130930
311Julián Andrés Quiñones QuiñonesColombia1997-03-2422Tigres UANLNaNright17776...37RAMF32CF1068.58152730
322Nicolás Benedetti RoaColombia1997-04-2522América2022-12-31right17770...56NaN0NaN011.1055130
344Marcelo Javier CorreaArgentina1992-10-2326Atlas2021-06-30right18785...91NaN0NaN045.86153130
355Emmanuel GigliottiArgentina1987-05-2032Toluca2021-12-30right18381...100NaN0NaN035.15125430
366Alan Pulido IzaguirreMexico1991-03-0828Guadalajara2021-06-30right17776...89NaN0NaN088.48236231
377Ernesto Alexis Vega RojasMexico1997-11-2521Guadalajara2020-05-31right17377...69NaN0NaN0107.08267131
388Carlos Gabriel Gonzalez EspínolaParaguay1993-02-0426Pumas UNAM2021-06-30right18381...96NaN0NaN01510.14326630
399Nahuel Lautaro BustosArgentina1998-07-0421Pachuca2021-06-30right17674...39RAMF23LAMF1900.047030
4111Gustavo Leonardo BouArgentina1990-02-1829New England2020-06-30right17977...51AMF42NaN0107.29138030
4313Elías Hernán Hernández JacuindeMexico1988-04-2931Cruz Azul2021-06-30right17065...28LW25LAMF2185.30244831
4515Alex Renato Ibarra MinaEcuador1991-01-2028AméricaNaNright17569...54RAMF35NaN032.76300130
4616Andrés Felipe Ibargüen GarcíaColombia1992-05-0727América2021-12-31right16863...42LAMF36NaN044.64232230
4717Jonathan Javier Rodríguez PortilloUruguay1993-07-0626Cruz Azul2022-12-31right18176...59LW11NaN0107.82262030
5020Adrián Ricardo CenturiónArgentina1993-01-1926Atlético de San Luis2021-12-31right17474...77LW22NaN000.039030
5121Brian Avelino Lozano AparicioUruguay1994-02-2325Santos Laguna2021-06-30right16663...43RW28AMF1134.69292730
5222Brayan Eduardo Garnica CortézMexico1996-05-2723Santos Laguna2020-01-01right16758...62NaN0NaN000.44123031
..................................................................
50929Ricardo Saúl Monreal MoralesMexico2001-02-1018Necaxa U20NaNright17662...88RW11NaN000.1212131
5122Salvador Reyes ChávezMexico1998-05-0421MoreliaNaNleft17571...79LAMF20NaN000.037131
5155Alejandro Díaz LiceágaMexico1996-01-2723AméricaNaNright17566...70AMF12LWF1100.4439431
5177Edson Enrique Torres UlloaMexico1998-06-3021TudelanoNaNleft16555...24RW17LW1500.0311631
52414Antonio Nava CidMexico1999-09-0919Tijuana2020-07-30right16967...79RWF14NaN010.7333331
52616Josué Misael Domínguez GonzálezMexico1999-10-2719Cruz Azul2020-05-31right15955...30LCMF329CF1900.0417031
53424Omar Arellano RiverónMexico1987-06-1832NaNNaNright17470...100NaN0NaN000.002031
5455Ricardo Marín SánchezMexico1998-03-1821CelayaNaNleft18171...100NaN0NaN000.003531
56121Eduardo Pérez ReyesMexico1993-04-2826FC JuárezNaNright17872...100NaN0NaN000.055831
56222Pablo Leandro GómezArgentina1997-07-1622Cimarrones de SonoraNaNleft16660...53RW46NaN000.169630
5722Germán BerterameArgentina1998-11-1320Atlético de San LuisNaNright17865...100NaN0NaN000.001130
5733Adolfo Enrique Hernández SoteloMexico1997-09-2821Pumas UNAMNaNNaN18381...100NaN0NaN000.025931
58010Santiago Gabriel Ormeño ZayasMexico1994-02-0425PueblaNaNNaN18682...68RCMF31NaN000.005631
58111Daniel Guadalupe López ValdezMexico2000-03-1419TijuanaNaNright16865...78LAMF21NaN010.169631
59222Edson Eduardo Alvarado TorresUSA1998-04-2421Orange County BluesNaNleft18071...100NaN0NaN000.799530
59525Fernando González DelfínMexico1997-09-0921NaNNaNright16660...64LWB35NaN000.002331
59626Adrián Lozano MagallanesMexico1999-05-0820Santos LagunaNaNNaN00...58RW35NaN010.2315731
59929Bryan Mendoza CruzMexico1997-09-0821Pumas UNAMNaNNaN17172...100NaN0NaN000.00631
6000Diego Abella CallejaMexico1998-10-2220PueblaNaNNaN18275...38LWF32CF2900.4019131
6011Ariel Alfonso Uribe LepeChile1999-02-1420MoreliaNaNleft17570...100NaN0NaN000.032930
6044César Aldair Landa CapistránMexico1998-11-1020Veracruz U20NaNNaN18380...70LCMF29NaN000.005031
6077Duilio Guillermo Tejeda HernándezMexico1998-03-1721Veracruz U20NaNNaN18065...100NaN0NaN000.172331
6088Rodolfo Irán Rivera ReyesMexico2001-01-0118Atlas U20NaNNaN17968...100NaN0NaN000.00731
6099Christopher Brayan Trejo MorantesMexico1999-12-0219Atlas U20NaNNaN00...64AMF35NaN000.185631
62222José Alfonso Alvarado PérezMexico2000-03-1519Monterrey U20NaNright16654...100NaN0NaN000.281531
62828César Adrián Aguirre PueblaMexico1999-03-2420Necaxa U20NaNNaN17773...100NaN0NaN000.005731
6300Eleuterio Jiménez ContrerasMexico1998-01-2021AtlasNaNNaN17470...100NaN0NaN000.001231
6322Ariel Alfonso Uribe LepeChile1999-02-1420MoreliaNaNleft17570...100NaN0NaN000.032930
6344José Guadalupe Hernández ClementeMexico1999-04-2120Club Atlético ZacatepecNaNNaN17369...90NaN0NaN000.0117231
64919Either Domin Jiménez RodríguezMexico2001-03-3018León U20NaNNaN00...100NaN0NaN000.001031
\n", + "

222 rows × 25 columns

\n", + "
" + ], + "text/plain": [ + " index full_name birth_country_name birth_date \\\n", + "0 0 Diego Lainez Leyva Mexico 2000-06-09 \n", + "1 1 Maximiliano Eduardo Meza Argentina 1992-12-15 \n", + "3 3 Rodolfo Gilbert Pizarro Thomas Mexico 1994-02-15 \n", + "5 5 Orbelín Pineda Alvarado Mexico 1996-03-24 \n", + "12 12 Nicolás Ignacio Castillo Mora Chile 1993-02-14 \n", + "14 14 Brian Leonel Fernández Argentina 1994-09-26 \n", + "15 15 Rogelio Gabriel Funes Mori Argentina 1991-03-05 \n", + "17 17 Roberto Carlos Alvarado Hernández Mexico 1998-09-07 \n", + "18 18 Víctor Alejandro Dávila Zavala Chile 1997-11-04 \n", + "20 20 Roger Beyker Martínez Tobinson Colombia 1994-06-23 \n", + "23 23 Julio César Furch Argentina 1989-07-29 \n", + "27 27 Eduardo Jesús Vargas Rojas Chile 1989-11-20 \n", + "29 29 Enner Remberto Valencia Lastra Ecuador 1989-11-04 \n", + "30 0 Lucas Manuel Zelarayán Argentina 1992-06-20 \n", + "31 1 Julián Andrés Quiñones Quiñones Colombia 1997-03-24 \n", + "32 2 Nicolás Benedetti Roa Colombia 1997-04-25 \n", + "34 4 Marcelo Javier Correa Argentina 1992-10-23 \n", + "35 5 Emmanuel Gigliotti Argentina 1987-05-20 \n", + "36 6 Alan Pulido Izaguirre Mexico 1991-03-08 \n", + "37 7 Ernesto Alexis Vega Rojas Mexico 1997-11-25 \n", + "38 8 Carlos Gabriel Gonzalez Espínola Paraguay 1993-02-04 \n", + "39 9 Nahuel Lautaro Bustos Argentina 1998-07-04 \n", + "41 11 Gustavo Leonardo Bou Argentina 1990-02-18 \n", + "43 13 Elías Hernán Hernández Jacuinde Mexico 1988-04-29 \n", + "45 15 Alex Renato Ibarra Mina Ecuador 1991-01-20 \n", + "46 16 Andrés Felipe Ibargüen García Colombia 1992-05-07 \n", + "47 17 Jonathan Javier Rodríguez Portillo Uruguay 1993-07-06 \n", + "50 20 Adrián Ricardo Centurión Argentina 1993-01-19 \n", + "51 21 Brian Avelino Lozano Aparicio Uruguay 1994-02-23 \n", + "52 22 Brayan Eduardo Garnica Cortéz Mexico 1996-05-27 \n", + ".. ... ... ... ... \n", + "509 29 Ricardo Saúl Monreal Morales Mexico 2001-02-10 \n", + "512 2 Salvador Reyes Chávez Mexico 1998-05-04 \n", + "515 5 Alejandro Díaz Liceága Mexico 1996-01-27 \n", + "517 7 Edson Enrique Torres Ulloa Mexico 1998-06-30 \n", + "524 14 Antonio Nava Cid Mexico 1999-09-09 \n", + "526 16 Josué Misael Domínguez González Mexico 1999-10-27 \n", + "534 24 Omar Arellano Riverón Mexico 1987-06-18 \n", + "545 5 Ricardo Marín Sánchez Mexico 1998-03-18 \n", + "561 21 Eduardo Pérez Reyes Mexico 1993-04-28 \n", + "562 22 Pablo Leandro Gómez Argentina 1997-07-16 \n", + "572 2 Germán Berterame Argentina 1998-11-13 \n", + "573 3 Adolfo Enrique Hernández Sotelo Mexico 1997-09-28 \n", + "580 10 Santiago Gabriel Ormeño Zayas Mexico 1994-02-04 \n", + "581 11 Daniel Guadalupe López Valdez Mexico 2000-03-14 \n", + "592 22 Edson Eduardo Alvarado Torres USA 1998-04-24 \n", + "595 25 Fernando González Delfín Mexico 1997-09-09 \n", + "596 26 Adrián Lozano Magallanes Mexico 1999-05-08 \n", + "599 29 Bryan Mendoza Cruz Mexico 1997-09-08 \n", + "600 0 Diego Abella Calleja Mexico 1998-10-22 \n", + "601 1 Ariel Alfonso Uribe Lepe Chile 1999-02-14 \n", + "604 4 César Aldair Landa Capistrán Mexico 1998-11-10 \n", + "607 7 Duilio Guillermo Tejeda Hernández Mexico 1998-03-17 \n", + "608 8 Rodolfo Irán Rivera Reyes Mexico 2001-01-01 \n", + "609 9 Christopher Brayan Trejo Morantes Mexico 1999-12-02 \n", + "622 22 José Alfonso Alvarado Pérez Mexico 2000-03-15 \n", + "628 28 César Adrián Aguirre Puebla Mexico 1999-03-24 \n", + "630 0 Eleuterio Jiménez Contreras Mexico 1998-01-20 \n", + "632 2 Ariel Alfonso Uribe Lepe Chile 1999-02-14 \n", + "634 4 José Guadalupe Hernández Clemente Mexico 1999-04-21 \n", + "649 19 Either Domin Jiménez Rodríguez Mexico 2001-03-30 \n", + "\n", + " age current_team_name contract_expires foot height weight \\\n", + "0 19 Real Betis 2024-06-30 left 167 58 \n", + "1 26 Monterrey 2020-06-30 right 180 77 \n", + "3 25 Monterrey 2023-06-30 right 173 64 \n", + "5 23 Cruz Azul NaN right 169 64 \n", + "12 26 América 2023-06-30 right 179 74 \n", + "14 24 Portland Timbers 2022-06-30 right 172 74 \n", + "15 28 Monterrey NaN right 190 81 \n", + "17 20 Cruz Azul NaN left 176 70 \n", + "18 21 Pachuca NaN left 170 66 \n", + "20 25 América 2023-06-30 right 180 76 \n", + "23 30 Santos Laguna 2022-06-30 right 187 88 \n", + "27 29 Tigres UANL 2021-06-30 right 174 77 \n", + "29 29 Tigres UANL NaN right 177 73 \n", + "30 27 Tigres UANL NaN right 172 73 \n", + "31 22 Tigres UANL NaN right 177 76 \n", + "32 22 América 2022-12-31 right 177 70 \n", + "34 26 Atlas 2021-06-30 right 187 85 \n", + "35 32 Toluca 2021-12-30 right 183 81 \n", + "36 28 Guadalajara 2021-06-30 right 177 76 \n", + "37 21 Guadalajara 2020-05-31 right 173 77 \n", + "38 26 Pumas UNAM 2021-06-30 right 183 81 \n", + "39 21 Pachuca 2021-06-30 right 176 74 \n", + "41 29 New England 2020-06-30 right 179 77 \n", + "43 31 Cruz Azul 2021-06-30 right 170 65 \n", + "45 28 América NaN right 175 69 \n", + "46 27 América 2021-12-31 right 168 63 \n", + "47 26 Cruz Azul 2022-12-31 right 181 76 \n", + "50 26 Atlético de San Luis 2021-12-31 right 174 74 \n", + "51 25 Santos Laguna 2021-06-30 right 166 63 \n", + "52 23 Santos Laguna 2020-01-01 right 167 58 \n", + ".. ... ... ... ... ... ... \n", + "509 18 Necaxa U20 NaN right 176 62 \n", + "512 21 Morelia NaN left 175 71 \n", + "515 23 América NaN right 175 66 \n", + "517 21 Tudelano NaN left 165 55 \n", + "524 19 Tijuana 2020-07-30 right 169 67 \n", + "526 19 Cruz Azul 2020-05-31 right 159 55 \n", + "534 32 NaN NaN right 174 70 \n", + "545 21 Celaya NaN left 181 71 \n", + "561 26 FC Juárez NaN right 178 72 \n", + "562 22 Cimarrones de Sonora NaN left 166 60 \n", + "572 20 Atlético de San Luis NaN right 178 65 \n", + "573 21 Pumas UNAM NaN NaN 183 81 \n", + "580 25 Puebla NaN NaN 186 82 \n", + "581 19 Tijuana NaN right 168 65 \n", + "592 21 Orange County Blues NaN left 180 71 \n", + "595 21 NaN NaN right 166 60 \n", + "596 20 Santos Laguna NaN NaN 0 0 \n", + "599 21 Pumas UNAM NaN NaN 171 72 \n", + "600 20 Puebla NaN NaN 182 75 \n", + "601 20 Morelia NaN left 175 70 \n", + "604 20 Veracruz U20 NaN NaN 183 80 \n", + "607 21 Veracruz U20 NaN NaN 180 65 \n", + "608 18 Atlas U20 NaN NaN 179 68 \n", + "609 19 Atlas U20 NaN NaN 0 0 \n", + "622 19 Monterrey U20 NaN right 166 54 \n", + "628 20 Necaxa U20 NaN NaN 177 73 \n", + "630 21 Atlas NaN NaN 174 70 \n", + "632 20 Morelia NaN left 175 70 \n", + "634 20 Club Atlético Zacatepec NaN NaN 173 69 \n", + "649 18 León U20 NaN NaN 0 0 \n", + "\n", + " ... primary_position_percent secondary_position \\\n", + "0 ... 35 RW \n", + "1 ... 37 NaN \n", + "3 ... 50 LW \n", + "5 ... 17 RCMF \n", + "12 ... 100 NaN \n", + "14 ... 35 RW \n", + "15 ... 100 NaN \n", + "17 ... 23 LW \n", + "18 ... 56 LWF \n", + "20 ... 72 AMF \n", + "23 ... 100 NaN \n", + "27 ... 51 CF \n", + "29 ... 46 AMF \n", + "30 ... 45 LCMF \n", + "31 ... 37 RAMF \n", + "32 ... 56 NaN \n", + "34 ... 91 NaN \n", + "35 ... 100 NaN \n", + "36 ... 89 NaN \n", + "37 ... 69 NaN \n", + "38 ... 96 NaN \n", + "39 ... 39 RAMF \n", + "41 ... 51 AMF \n", + "43 ... 28 LW \n", + "45 ... 54 RAMF \n", + "46 ... 42 LAMF \n", + "47 ... 59 LW \n", + "50 ... 77 LW \n", + "51 ... 43 RW \n", + "52 ... 62 NaN \n", + ".. ... ... ... \n", + "509 ... 88 RW \n", + "512 ... 79 LAMF \n", + "515 ... 70 AMF \n", + "517 ... 24 RW \n", + "524 ... 79 RWF \n", + "526 ... 30 LCMF3 \n", + "534 ... 100 NaN \n", + "545 ... 100 NaN \n", + "561 ... 100 NaN \n", + "562 ... 53 RW \n", + "572 ... 100 NaN \n", + "573 ... 100 NaN \n", + "580 ... 68 RCMF \n", + "581 ... 78 LAMF \n", + "592 ... 100 NaN \n", + "595 ... 64 LWB \n", + "596 ... 58 RW \n", + "599 ... 100 NaN \n", + "600 ... 38 LWF \n", + "601 ... 100 NaN \n", + "604 ... 70 LCMF \n", + "607 ... 100 NaN \n", + "608 ... 100 NaN \n", + "609 ... 64 AMF \n", + "622 ... 100 NaN \n", + "628 ... 100 NaN \n", + "630 ... 100 NaN \n", + "632 ... 100 NaN \n", + "634 ... 90 NaN \n", + "649 ... 100 NaN \n", + "\n", + " secondary_position_percent third_position third_position_percent goals \\\n", + "0 31 AMF 16 5 \n", + "1 0 NaN 0 2 \n", + "3 10 NaN 0 6 \n", + "5 16 RDMF 12 3 \n", + "12 0 NaN 0 7 \n", + "14 34 NaN 0 15 \n", + "15 0 NaN 0 17 \n", + "17 18 RCMF3 10 4 \n", + "18 10 NaN 0 6 \n", + "20 17 NaN 0 10 \n", + "23 0 NaN 0 18 \n", + "27 20 LCMF 13 11 \n", + "29 25 LWF 11 5 \n", + "30 17 NaN 0 4 \n", + "31 32 CF 10 6 \n", + "32 0 NaN 0 1 \n", + "34 0 NaN 0 4 \n", + "35 0 NaN 0 3 \n", + "36 0 NaN 0 8 \n", + "37 0 NaN 0 10 \n", + "38 0 NaN 0 15 \n", + "39 23 LAMF 19 0 \n", + "41 42 NaN 0 10 \n", + "43 25 LAMF 21 8 \n", + "45 35 NaN 0 3 \n", + "46 36 NaN 0 4 \n", + "47 11 NaN 0 10 \n", + "50 22 NaN 0 0 \n", + "51 28 AMF 11 3 \n", + "52 0 NaN 0 0 \n", + ".. ... ... ... ... \n", + "509 11 NaN 0 0 \n", + "512 20 NaN 0 0 \n", + "515 12 LWF 11 0 \n", + "517 17 LW 15 0 \n", + "524 14 NaN 0 1 \n", + "526 29 CF 19 0 \n", + "534 0 NaN 0 0 \n", + "545 0 NaN 0 0 \n", + "561 0 NaN 0 0 \n", + "562 46 NaN 0 0 \n", + "572 0 NaN 0 0 \n", + "573 0 NaN 0 0 \n", + "580 31 NaN 0 0 \n", + "581 21 NaN 0 1 \n", + "592 0 NaN 0 0 \n", + "595 35 NaN 0 0 \n", + "596 35 NaN 0 1 \n", + "599 0 NaN 0 0 \n", + "600 32 CF 29 0 \n", + "601 0 NaN 0 0 \n", + "604 29 NaN 0 0 \n", + "607 0 NaN 0 0 \n", + "608 0 NaN 0 0 \n", + "609 35 NaN 0 0 \n", + "622 0 NaN 0 0 \n", + "628 0 NaN 0 0 \n", + "630 0 NaN 0 0 \n", + "632 0 NaN 0 0 \n", + "634 0 NaN 0 0 \n", + "649 0 NaN 0 0 \n", + "\n", + " xg_shot minutes_on_field position_raw local \n", + "0 1.37 972 3 1 \n", + "1 1.73 1362 3 0 \n", + "3 4.80 2549 3 1 \n", + "5 2.13 2394 3 1 \n", + "12 5.46 1334 3 0 \n", + "14 10.23 2294 3 0 \n", + "15 11.95 2409 3 0 \n", + "17 3.75 3531 3 1 \n", + "18 7.13 1719 3 0 \n", + "20 9.34 2660 3 0 \n", + "23 10.76 3059 3 0 \n", + "27 9.41 1824 3 0 \n", + "29 5.59 1866 3 0 \n", + "30 1.52 1309 3 0 \n", + "31 8.58 1527 3 0 \n", + "32 1.10 551 3 0 \n", + "34 5.86 1531 3 0 \n", + "35 5.15 1254 3 0 \n", + "36 8.48 2362 3 1 \n", + "37 7.08 2671 3 1 \n", + "38 10.14 3266 3 0 \n", + "39 0.04 70 3 0 \n", + "41 7.29 1380 3 0 \n", + "43 5.30 2448 3 1 \n", + "45 2.76 3001 3 0 \n", + "46 4.64 2322 3 0 \n", + "47 7.82 2620 3 0 \n", + "50 0.03 90 3 0 \n", + "51 4.69 2927 3 0 \n", + "52 0.44 1230 3 1 \n", + ".. ... ... ... ... \n", + "509 0.12 121 3 1 \n", + "512 0.03 71 3 1 \n", + "515 0.44 394 3 1 \n", + "517 0.03 116 3 1 \n", + "524 0.73 333 3 1 \n", + "526 0.04 170 3 1 \n", + "534 0.00 20 3 1 \n", + "545 0.00 35 3 1 \n", + "561 0.05 58 3 1 \n", + "562 0.16 96 3 0 \n", + "572 0.00 11 3 0 \n", + "573 0.02 59 3 1 \n", + "580 0.00 56 3 1 \n", + "581 0.16 96 3 1 \n", + "592 0.79 95 3 0 \n", + "595 0.00 23 3 1 \n", + "596 0.23 157 3 1 \n", + "599 0.00 6 3 1 \n", + "600 0.40 191 3 1 \n", + "601 0.03 29 3 0 \n", + "604 0.00 50 3 1 \n", + "607 0.17 23 3 1 \n", + "608 0.00 7 3 1 \n", + "609 0.18 56 3 1 \n", + "622 0.28 15 3 1 \n", + "628 0.00 57 3 1 \n", + "630 0.00 12 3 1 \n", + "632 0.03 29 3 0 \n", + "634 0.01 172 3 1 \n", + "649 0.00 10 3 1 \n", + "\n", + "[222 rows x 25 columns]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "atacantes = wyscout[wyscout['position_raw'] == 3]\n", + "atacantes" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"xg_shot\", y=\"market_value\", data=atacantes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Relación entre Goles y xG\n", + "Esperamos, con toda seguridad, una correlación positiva muy fuerte. Sería de particular interés anañizar a los outliers en esta gráfica, aquellos jugadores con muchos goles y poco xG serán jugadores particularmente eficientes, y viceversa. " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"xg_shot\", y=\"goals\", data=atacantes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Boxplot de la Edad de los jugadores de la liga\n", + "Agrupar la información por equipos, que deberán ir en el eje de las abscisas y la edad en el eje de las ordenadas. " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='current_team_name', y = 'age', data=wyscout);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ¿Existe relación entre la edad de los jugadores de la LigaMx y los minutos en el campo? \n", + "Agrupar la relación por posición de juego" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"age\", y=\"minutes_on_field\", hue=\"local\", data=wyscout)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Entre los delanteros, ¿existe relación entre la altura y los goles anotados? \n", + "Agrupar el dataframe por delanteros y graficar un scatter con la altura en el eje de las ordenadas y tanto los goles como los expected goals en el eje de las abscisas y obtener sus coeficientes de correlación. " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#atacantes.plot(x=\"height\", y=[\"xg_shot\", \"goals\"])\n", + "sns.lmplot(\"height\", 'goals', data=atacantes, fit_reg=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(\"height\", 'xg_shot', data=atacantes, fit_reg=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Atacantes, minutos en el campo y goles \n", + "Graficar la relación entre los minutos en el campo de los delanteros y sus expected goals. En donde no esperaríamos ninguna relación significativa, dada la definición misma de expected goals. \n", + "Posteriormente, graficar la relación entre minutos en el campo y goles. En esta segunda gráfica esperaríamos una relación positiva, además que sería particularmente interesante observar a los jugadores con relativamente muchos goles dada la cantidad de minutos jugados (es decir, los atacantes más eficientes)." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot('minutes_on_field', 'xg_shot', data=atacantes, fit_reg=False);" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAFgCAYAAACFYaNMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJztvXd4XMd57/+Z3UUHC0iQEItEShTVu6xeSUqierM0luQi+caRfBPHTm7KTfzcxLKd5Offfa7jyIlvYjm2JVdpZMtWtSSa6l2iGlWsTpEUK0gQve2euX/MWewugAV2gbN7zgLv53nwADunzHtmgS9mZ96irLUIgiAI5ScWtgGCIAjTFRFgQRCEkBABFgRBCAkRYEEQhJAQARYEQQgJEWBBEISQEAEWBEEICRFgQRCEkBABFgRBCIlE2AZMALtly5YJXzxnzhx2794doDmTJ4o2gdhVDFG0CaJpVxRtgmDtWrhwoSrkvGk3A47FovfIUbQJxK5iiKJNEE27omgThGNXNEdCEARhGiACLAiCEBIiwIIgCCEhAiwIghASIsCCIAghIQIsCIIQEiLAgiAIISECLAiCEBIiwIIgCCFRiaHIgiAIJcFbvw774J3Quh2aW1CrLyd2+LEl609mwIIgCEDfumewv/g+tLdBwwxob8P+4vt469eVrE8RYEEQBKDntz+HRAJqakEp9z2RcDPiEiECLAiCAKR2bIXqmtzG6hq3HFEiRIAFQRCA+PwFMNCf2zjQD80tJetTBFgQBAGov/TTkExCfx9Y674nk6jVl5esTxFgQRAEoPbYk1DX3ACzmqC7E2Y1oa65oaReEOKGJgiC4BM7/FgooeCO6K9sPQmCIAg5iAALgiCEhAiwIAhCSIgAC4IghIQIsCAIQkiIAAuCIISECLAgCEJIiAALgiCEhAiwIAhCSIgAC4IghIQIsCAIQkiIAAuCIISECLAgCEJIiAALgiCERFnSUWqt9wZ+AuwFeMDNxpibtNZzgNuBpcAGQBtj2sphkyAIQtiUawacBP7SGHMwcCLwp1rrQ4C/BdYaY5YDa/3XgiAI04KyCLAxZqsx5iX/507gLWARcAlwq3/arcCl5bBHEAQhCpR9DVhrvRQ4GngOaDHGbAUn0sD8ctsjCIIQFmUtSaS1bgR+Dfy5MaZDa13oddcD1wMYY2hubp6wDYlEYlLXl4Io2gRiVzFE0SaIpl1RtAnCsUtZa8vSkda6CrgXeNAY8y9+29vAmcaYrVrrBcCjxpgDx7mV3bJly4TtaG5uprW1dcLXl4Io2gRiVzFE0SaIpl1RtAmCtWvhwoWqkPPKsgShtVbAD4G30uLrczdwrf/ztcBd5bBHEAQhCpRrCeIU4LPAeq31K37bV4FvAUZr/UfARuDKMtkjCIIQOmURYGPMk0C+KfmqctggCIIQNSQSThAEISREgAVBEEJCBFgQBCEkRIAFQRBCQgRYEAQhJESABUEQQkIEWBAEISREgAVBEEJCBFgQBCEkRIAFQRBCQgRYEAQhJESABUEQQkIEWBAEISREgAVBEEJCBFgQBCEkyloTThCEqY23fh32wTuhdTs0t6BWX07s8GMDO3+qITNgQRACwVu/DvuL70N7GzTMgPY27C++j7d+XSDnT0VEgAVBCAT74J2QSEBNLSjlvicSrj2A86ciIsCCIARD63aorsltq65x7UGcPwURARYEIRiaW2CgP7dtoN+1B3H+FEQEWBCEQFCrL4dkEvr7wFr3PZl07QGcPxURARYEIRBihx+LuuYGmNUE3Z0wqwl1zQ15vRqKPX8qIm5ogiAERuzwY6EIAS32/KmGzIAFQRBCQgRYEAQhJESABUEQQkLWgAWhhJQy1Ha6h/FOBWQGLAglopShthLGOzUQARaEElHKUFsJ450aiAALQqkoZaithPFOCUSABaFUlDLUVsJ4pwQiwIJQIkoZaithvFMDEWBBKBGlDLWVMN6pgbihCUIJKWWo7XQP450KyAxYEAQhJESABUEQQkIEWBAEISREgAVBEEJCNuEEYQogeSEqE5kBC0KFI3khKhcRYEGocCQvROUiAiwIlY7khahYRIAFodKRvBAViwiwIFQ4kheichEBFoQKR/JCVC7ihiYIUwDJC1GZyAxYEAQhJESABUEQQkIEWBAEISTKsgastf4RcCGwwxhzmN92I/DHwE7/tK8aY+4vhz2CEHUktHh8psIYlWsT7hbg34GfDGv/jjHm/5TJBkGoCIZCixOJ3NBi8WwYYqqMUVmWIIwxjwO7y9GXIFQ6Elo8PlNljMJ2Q/uS1vpzwIvAXxpj2kY7SWt9PXA9gDGG5ubmCXeYSCQmdX0piKJNIHYVQ5A27WxrRTXORCk11GbjDdi21qL7mKpjFeQYBWlX0X2Wtbdc/gP4JmD9798G/ttoJxpjbgZu9l/a1tbWCXfa3NzMZK4vBVG0CcSuYgjSJq+p2WU2q6nNNPb3QVPxfUzVsQpyjIK0K83ChQsLOi80LwhjzHZjTMoY4wE/AI4PyxZBiBISWjw+U2WMQhNgrfWCrJeXAa+HZYsgRAkJLR6fqTJG5XJD+yVwJtCstd4MfA04U2t9FG4JYgNwQzlsEYRKQEKLx2cqjFFZBNgYc/UozT8sR9+CIAhRRSLhBEEQQkIEWBAEISREgAVBEEIi7EAMQRBGYSrkORDGR2bAghAxpMz89EEEWBAixlTJcyCMjwiwIEQNKTM/bRABFoSoIWXmpw0iwIIQMaZKnoPpik2lCj5XBFgQIsZUyXMw3bDWYrs7YVfhS0XihiYIEWQq5DmYTtj+fujc4z65FIEIsCAIwgSxqRR0tkNf74SuFwEWBEEoEmst9HS5JSLPTvg+IsCCIAhFMNHlhtEQARYEQSgAm0xCVzv09QV2TxFgQRBKwlTJZzG03NDV6dwCA0Tc0ARBCJypks/C9ve5fyCdHYGLL4gAC4JQAio9n4VNJrFtu6BtFxQRWFEssgQhCELwtG53M99sKiCfhbXWeTZ0d5VkxjscmQELghA8FZjPwuvtcf8gSrDWmw8RYEEQAqeS8lnY5CC2bRfe7taSLjeMhgiwIAiBUwn5LKy12M4O2LXT/YMIAVkDFgShJEQ5n4Xt63GeDWWe8Q5HBFgQhGmDTQ5CR/vI9emQEAEWBGHKYz3PLYX0dJdtg60QRIAFQZjSRGW5YTREgAVBKJpKCDOO2nLDaIgXhCAIRRH1MGPredjOdufdEGHxBRFgQRCKJMphxra3B3btKFsk24j+UynsS88UfL4sQQiCUBwRDDO2g4MuR+/AQDj9ex6sfxH7yH3uH8AXvlzQdSLAgiAUR3OLW36oqc20hRRmbD0Pujqcd0MIWM+DN1/GPnwf7NzqGpUq+HoRYEEQikKtvtytAdPnZr4D/aGEGdveHlePzfPK2i/4SXv+8Bp27T2w/ePMgUOPQa28sOD7iAALglAUscOPxbvmhtC8IOzgIHTsgcHyLzdYa+HdN5zwbtmYOXDQkaiVF6IWLC7qfiLAgiAUTRhhxtZL+csNPWXtF3zh/eAP2LX3wqYPMgeWH4padRFq0ZIJ3VcEWBCEyGN7up34hrHcsOFdN+Pd8G6mcdlBqJUXofbZb1L3FgEWBCGy2MEBF0wRxnLDxg+wa++GD97ONC5d7ma8S5cH0ocIsCAIkSPU5YaPP3Iz3nffyDTuvS9q1UWw30GoIrwcxqNgAdZazwN6jTFdWus48DkgBfzMGFP+zwWCIExJbLoCcZmXG5KbP8L77c/hD69lGhctcV4Nyw8NVHjTFDMDvhf4IvAy8E/ARcAgcDTwF4FbJgiMnnOAFavL1lfU8htMRYbGfec2mD0HTjmb2AGHlq1/u2Mr9uF7aX/jpUxjyyI34z3oiJIIb5piBPgA4BX/588AJwNdwBuIAAslYCjnQCKRk3Ogb+ZMWBLMGtx4fXkRq+Iw1fDWr8P+/D8hFnOBHR174N7b8C68quQibFu3u8i19S9mwpbn7YVaeREcchQqVvpMDcX0kAKqtdaHA+3GmI3AHqCxJJYJ0558OQd6fvvzsvUVhfwGUxl7/x1uvKuq3PfqGojH4cmHStfn7p14d96K/e7X4bUXnPjOnU/jtV9CfenvUYcdUxbxheJmwL8DDDAXuM1vOwT4OO8VgjAZ8uQcSO3YSuAfCiOY32Aq47wb9kDrNqhryD1YVQ1trcH3uWc39rHfwUtPZ9aXm+aizrwAjjyemuZmetraAu93LIoR4C8A1+LWfX/qtzUDNwZskyA48uQciM9fQODbMxHKbzCVsV6K1J7dLlUkQFOzCyeursmcNDjg2oPqs2OPE951T2WSss9qQp15Phx9EioeD6yvYilYgI0x/cDNw9oeDdogQUiTL+dA/aWfpqtMfUWxjHqlkg6msLNmZRpPPQfuvc2Nd1W1E99UyrVPtr+uDuzjD8ILj0My6RpnzEKdcS4cewoqUTXpPibLmAKstf4pMG5STWPM5wKzSBB88uUcqD32JLpag/2IGnZ+g6nMWMEUsQMOxbvwKrfm29bqZr6nnjOpDTjb3YV9cg0892imz4YZqNNXw3GnoaqqJ3zvoBlvBvxeWawQhDyUM+dAlMuoVyKFBlPEDjgUAvB4sL3d2KfWwjMPZyph1DWgTj0bTjwTlb3MERHGFGBjzNfLZYggCFOHcqaKtH298MzD2KfXQl+va6ytQ51yFpy4AlVbV3IbJkpRocha62rgQNzm29BGtDHm4YDtEgShAilnZQrb3wfPPeaWG3r9hOw1tXDSStTJq1B19SW3YbIUE4p8KnAHUAPMBDqAGcAmYHIpgQRBqGjKWZnCDgzAC49jn3jQ1X4Dt4F34grUqWeh6isnNKGYGfB3gP9tjPmO1rrNGDNHa/0PwLjZMrTWPwIuBHYYYw7z2+YAtwNLgQ2ANsaU1wlPiAwSBlx+csa8rt6JZ8ced3CvRajLry3oPSjXcoMdHIR1T2Ife8CJPUCiCo4/HXXaOajGmSXtvxQUE+5xAHDTsLZvUVgY8i3AucPa/hZYa4xZDqz1XwvTkKiXOZ+K5Ix5LAYfb4TdO8FLuciwrZuwt3x3zPfADg5id+909yih+NpkEvv849h//Rr2PuPEN55wG2v/45vEzruiIsUXihPgdtzSA8BWrfUhQBMFhCIbYx4Hdg9rvgS41f/5VuDSImwRphASBlx+csa8o50hb1NrXSiwikFvz6jvgfU8bGe7E+wSrvXaVAq77mnsTTdi7/kldLQ52447DfUX3yB2wadQM2aNf6MIU8wSxJ3A+cAvgB8Cj+Ci4u6YYN8txpitAMaYrVrr+flO1FpfD1zvn0tz88SjZBKJxKSuLwVRtAnKZ9fOtlZU48ycrFM23oBtax21/yiOVxRtgvx2ZY95MpXMJKOx1v0TjMUglSI27D3wervx2vdAdRVUz56QTfFEnKamprzHrecx8OKT9Nz/a7x0KHgsRs0Jp1N37uXE5+aVikkxnl2FoqoKD/AoJhLuz7N+/rbW+jncJtyDRVk3AYwxN5OJwrOtk3DCb25uZjLXl4Io2gTls8trah4ZBtzfB02j9x/F8YqiTZDfrpwxjycgLcJKue+eB7E4nv8e2OSgmymn/WsnQVNTE22j5FywngdvvORKvLduc41KwRHHoVZcwODc+QwClChfQz67Cqa2FuoaUbEqCnV8K7oihtZ6H2ARsNHPiDZRtmutF/iz3wXAjkncS6hgJAy4/OSM+cxZ0NoP+AKcSrmf6xvhnMuwnR3Q05WZJQeMtRbeehX78L25Jd4POxa14gLU/AUl6TcQYjG3gVnXgEoUX2CoGDe0BbgsaCcBu4C5WutngKuNMVuK7hnuxiX3+Zb//a4J3EOYAkgYcPkZMeaL9sl4QSigZTFceDWxBYuhu7MkNlhr4Z3XXfmfrZsyBw4+ypV432tRSfoNhKoql8Wtrn5SCduLkez/AF4FzjfGdGutG4B/Bv4TuHisC7XWvwTOBJq11puBr+GE12it/wjYCFxZvPnCVEHCgMtPvjG3yaRzK+vvy2QPCxBrLfa9N53wbt6QOXDAYa7g5cJ9Au8zENIbxPUNgYU1FyPApwILjDGDAL4I/w0F5AM2xlyd59CqIvoXBKGEWGtdLbZSLjd8+A4dj92PfT+r0vD+B7sS73vvW5I+J00s5ma79Q2Bp64sRoDbcAnYX81qOxBXFUMQhArG9vW6WW8JZrwAduP7bsb7wdsk0437HuCWGgIq8R441dVQ3wA1dSWrC1eMAP9v4Pda6x8CH+Ei2K4D/j54swRBKAc5yw2luP/mDdiH74F33xxqS+x3AKkzzkPtd1BJ+pwUMQW1dc6boQh3solSjBvaD7TW7wGfBo7ALT1cLYl4BKHysNa6zbXu0iw32K2b3Iz37fWZxkVLUKsuZuZxJ7NnT8Q+OCcSxGY3QVVt2erBQXFeEN/wf9zifwGcqbU+CdgMPGCMkQJaghBxbH+f83YoxQbb9o+dO9mbr2Qa43FX2mnFhajlh5S0zHvRpH13a2qINcxA9U7ez7kYii1LfxnwPC4D2t7A8cA9wEXA/9Vaf9IY80DgVgqCMGlKudxgd25zJd5fX5eZUcfi0NDo8nskB+G+2/GUghNODbz/oijhplqxFCPAMeAqY8xv0g1a60uAa4wxJ2qt0z69IsCCECFK6d1gd+90wvvq85l7N7c4ly3Py0Q3pgNsnnwoPAEuw6ZasRQjwKuB4e5k95KpkPwz4N+DMEoQhGDwentcoEXAyw12zy7so/fDy89mlXhvRq24AI44Dvuv/1C2cvNjUuZNtWIpRoDfB/47uSL7Rb8dXJWM0mdjFgRhXNK5G7z++kDFd/QS73NQZ56XU+LdlqHc/JgkEm62W1tf1k21YilGgL8A3Km1/p84D4hFQApIB+wfiLikCUKoWM9zng3p5YaGYMry2M52V4HihScyJd5nznYl3o85ZWQehBKWmx+TrE21SqAYN7SXtNbLgROBhcBW4JmsyLjHgcdLYqUgCONi+3qgsyPYGW93J/aJh+D5x2Bw0DU2znQl3j9xWt6P9aUoN5+XeBxq6yOxqVYsRaXv8cX2iRLZIgjCBAgyVeTQPXu6sU/9Hp59JHPf+kbUaefA8WegqqvHvUdQ5ebzEsFNtWIpPn+aIAiRwC03dLosZgF5N9i+Xlfe/em1GXe1uvpMiffsnM1hEFOZ2W4ieptqxSICLAgViO3tcbXRAlpusP198Owjbtbb69fZramFk1e5Eu+1haYYLxFV1X7e3cmlf4waIsCCUEHYwUHo3BNYLTY7MADPP+bWeXv8Eu/VNW62e8pZqPqGsW9QSpTvQlbfgKoaf8mjEhEBFkIlSuXovfXrsHfeCtv8DKstC1GfvC4SieGt50FXB94rz4+6seW980ZRG152cBBefAL7+IOZEu9VVW5997RzUA0zyvRko5BIZJKdR9iFLAhEgIXQGCqNnkjklqO/5oayi563fh32lu9Cdweg3Oxr22bsj2/C+/xXQhVh29sDne14f1jvXLvicSdQne1w7214R5/oAiKGt1941YioM5tMwktPYR97wOWDADf+nzgNdfrq8KoMp5Od1zVUjAtZEIgAC6GRUxod/O99rr3MgmcfvNOtfaqYyxUA4AH9vaHYA2AHB5x3w6C/3PDkQ05k08EN6fDep9bCjJkj27PCfm0qBa8866LX9ux258XjcOwpqNPPRc2afDXgCRGPZwImKsyFLAhEgIXwaN3uZr7ZVNe49jBsSSXdP4Q06QKVZbbHeim3LNDTk3ugrXX08N6BPqhqHtne1or1POzLvvDu3umOxWJw9ImoM85HNc0t3YOMRbq0T9heFSEjAiyER3PLyHL0A/2uPQxbOtr9cuz+DNjaTCrFMmF7ulzinHR+hWzyhfdW1/rfs9r9CLQ9//RX2O1+9lil4IjjUSvOR82dX9oHGQ0/C1m8ZSEqavmAQ2Jqr3ALkUatvtyFtfb3ObHr7wutHL1afblzc7Kem/V6nvu5pq4s9tj+fuyuHZl/AqNx6jnOtoF+N14D/e71Kasy7Z7nRLptF+zchrd9ixPewz+B+rN/IHbFdeUX3+pqmN0E8/ZCzZg5ofLtUxUZCSE0olSOPnb4sXjXfdl5QWz/GCyw1+KSe0HYZBK62qFv/By9Y4X3eguXwJrfwM6tOb7B1Ucdz+Ap55S/xPsUC5goFSLAQqhEqRx9OW2ZaEmg4eG91lrsu2/Co/dBeqkB4MDDUSsvYsahR9DW1hak6WMzRQMmSoUIsCCUmaCS5tgP/oBdey9sfD/TuPwQV+J98dLJGVkM0yBgolSIAAtCmQgqis1ueNfVXfvwnUzjfgc64V2ybJJWFkE8DvWN0yJgolSIAAtCiXFuZX7SnMncZ9OHrtLw+29lGpcsQ626GLXvAZO0sgjEhSwwRIAFoYSM6VZW6D22bHTC+87rmcbFS1GrLoJlB5dnrVU21UqCCLAQKIXmdhg67+ONLgCiqgoW7B24F0RYuSbsQL9zB0snMZ/IPbb5Jd7fyirxvmBvJ7wHHFYe4ZVlhpIiAiwERqG5HYbOSw5CbzdgXTTXji2B5oIII9eETaWc8Pb1TvweO7a6SsNvvJTxkJi/0AnvwUeWR3ira9xsN+w0lFMcEWAhMArN7TB0Xme720GPxd1H9J4eaJobWO6FcuaasNZiuzqKdivLuceuHU54X3shq8T7XqiVF8Chx5R+BqoU1EW3gvBURARYCI5Cczukz0sOZsJ+YzH3OshcEGXKNWH7evF2bHVrvRO5vs0v8f5KVon3OfOGSryXXHjTCXHq6lGx6ZcQJ0xEgIXgKDS3Q/q8RJVb/1XKCU+iKthcECXONWGTg86ft78P21R8NjHbvtulhVz3VEZ4Z89BnXkBHHVC6bODyTJD6IgAC4GhVl/u1lzpy6REHCW3w9B5dfVuGSLllzmvrw80F0Sh9hSLtdZ3K5vYcoPtbMc+/gC88GTm2WfORp1xHhxzcmlzJcT8oAlZZogEIsBCYBSa2yHnvGQy4wUxf2GgXgqlyDUxmSg229WBfXJN0SXeAyGRyOTdFW+GyCACLARKofkUypV3Iah+JlP63fZ0YZ/8PTz3aG6J99NXw3GnF1TifUIohaqrA+LTqspEJSECLAhjMJnS77a3x5V4f+bhYSXez4YTzyxdJFk87ifEaSA+Zx6qtbU0/QiTRgRYEPIw0eUG298HzzyCfWpNxh+4phZ1yllw0srSbXpVV7tlhpo6yURWIYgAC8IwJrrcYAf64bnHsE8+lMn7UF0DJ/kl3oeXEwqCdIhwXYNsqlUgIsBCZBkeRsyBh8Pb69mx7WMndvEELNqn4I21fPcben32pcT2Xe6Kcw5bbhir7LsdHKD3kfuxD/zGLVeA21Q8YQXq1LNRDY2Bj83wTTVv/Tq8MTYbiw3JDiuEe7qh7ASjdkLEbtmyZfyz8tDc3ExrxNbEomgThGtXThhxdY0rod6xxxWl7OvBlaxQMGMWJKpQ44QX573frNkwY7ZbKhgcgAuvGhLWoWvfeSNTDr6q2p2XSsF5V6I62rCP/c6504G7/3GnuxLvjTODHRSloKbGuZBlbaqNeLa0u901NzB/xWp2PPJg3uN583QUcX6xTIff94ULFxa0BiT+KEIkyQkjVsovGY/zvY3F3Ow33Z5IuPMncr/u7kw15HjczXKHk10OXilfhPvh9h9g773NiW88DsefjvqLbxI7/8pgxTceh8YZbiY6e+4Ij4YRz1ZTmzMm4x0fd6zGOV+YOLIEIUST4WHEyUGXMyI14EQB3PdCw5eH329wIBP+nP4U6JdyH0G6HLy1LnlQZ0cmgCIWg2NOZvbFn6JDBfznVOim2ngh18WGZJcphFsQARaiyvAw4kQVJAdAxZwQKuW+Fxq+nL5fdY0L+40nIDUI8ayNq8EBt747nNlzYdd2lywoLbzggij++K9Qc+YRb2qCIGqvDZX3KSJSbbyQ62JDskscwi1kkCUIIZKMKFlfV++WfesbnYCmkpn2AsKL1erLncD2+EsOtXXufnV1uSXeTz1n6BrredjXX3Il3rNnvTW1MHM2XPY51Jx5wTxwPA4zZsK8FtSspqI8GkaMVX9fzpiMd7zY+wnBEb/xxhvDtqFYbuzsnFjWKYD6+np6enoCNGfyRNEmCNcu1bIQWhbC5g3QvhvmL4CTV8JgP2pgAFBQXQsLFqMu++yYm0M2lULV1mJnzoHtm92a7dx5cPSJTlw622HWHDjrEmIHHOpyPfzhNewdP3LRa/2+L299I9TWQssiOOeynM26uro6+gooLT+C6monvDNno6prUKr4OdGIsZrTPDQm9fX19M6Ynfd4sfcLgunw+z5jxoyvF3KeeEFEgCjaBJVvl7XWbdp1dRYUxWathffedOV/Pv4oc+CgI1ArL0Qt2DvvtU1NTYWXf5/IMsMEieJ7GEWbIBwvCFkDFqYktr/fVSBOJsc/11r44G3sw/fAxg8yB5Yf6oQ3qBLvkndXGIYIsDClsMkkdLVDgcsBdsO7bsa74d1M434HolZdhNonoBLvEiIs5EEEWJgSFL3csOkD7Np7h5V4398JbxAl3oeWGRpQVSXKdiZUPCLAQsVj+/tcVFsBSXPsxx+5SsMjSrxfDMsOmvwMVZYZhCIIXYC11huATiAFJI0xnwjXounL8Pj/viuvgyXLA7vfePkEUvfcBmvucl4HNXVw9iXEL7oq7/k2mXQeDP3jLzfYbZv9Eu+vZhoX7o1amSnx7r3zhkuks32LH26cdH7Hc+fD6stHhChDJkfE7o492OoaF5jR1xtKvoXR7seK1RO+X6noW/cMqTtuybUTpmXuidC9IHwB/oQxptDtR/GCKAGjxf/HrYf3qT+e0B9CsfkEUvfcBvfe7sKDY3HwUs5P98JPjRDhuXPn0vrRhwVVILY7tjrhfeOlTGPLItTKC3NKvA/le0gmoasDrF+jLV09oq4BLr82R4S9d99wNldVowDbus0dmDPPBXqUMd9CvvvN+uJf0zWJf6JB461fR+z2H5BSsYyd6VzLDY0lyT1RKJILQgiN0eP/qyYc/190PoE1dznxTed4iCfc6zV35d63vy9TgXgM8bWt2/Hu+DH237+ZEd95e6GjgnhOAAAgAElEQVT0F1B/8lXUIUflLjek8z309WbEF1zQh4rBQF8mT0Q6N8OzjzrBqK1zkWMq5r462suebyHf/Xp++/MJ3a9UODurcu3s7fE/9Uy/3BOhL0Hg5jkPaa0t8H1jzM3DT9BaXw9cD2CMobl5lHDRAkkkEpO6vhREwaadba2oxpm5opSIE2trnZBto93Pxhuwee63vb/PCVt2/7E49PfR3NyMTSbxOtqweMRQNOWpQpxq3U7v7+6k//nHhwQ6Nm8v6s+/gupjT85bD213exuqvhGvbdfIgzEFnkV17GHusv1RtfUopdi5Z9fQMyaTg5nZcipJIpEY83mLHZ/xyHc/b+e20H+3stnZ1oqaMZMEGTuTXgqUIpFVjHQyYzFRwvg7jIIAn2KM2aK1ng+s0Vr/wRjzePYJviinhdlO5mNCFD7uDycKNnlNzSPi/+PJQbymidk22v3o74N896updbPMbAH2UlBdw86PPsyZ8Y4W9GD37HZpIV96OlPivWku6swLsEceT088Tk97e1577awmbGe7n/BnmO+wZyEWwza3sLu7F7p7RzyjSlS5RO4A8QTJdChvnuctenzGId/9qubtFfrvVjZeUzOqq4NUIisAJRYHhRuzNJMYi4kS8BJEQeeFvgRhjNnif98B/AY4PlyLpiejx/8PTjj+v+h8Amdf4j4LpXM8pJJO+E49y+VhyLPcYDv24N17G/ZfvwYvPunEd1YT6uJrUF/5OuqYk1DxArwRTj3HeVHU1rllhDSxGGBd4vNhtuc846wmt3RhPZg5q+z5FvLdr/7ST0/ofqXC2TmYa2ddvdt0nYa5J0LdhNNaNwAxY0yn//Ma4BvGmAfGuEw24UrE8F30WVdeN6kNnAl7QfT1uJncyauIrbhgxHlNTU3s3vQR9omH4PnH3R80wIxZqDPOhWNPQSWKD/H13nkDnvq984JIDrj7qhi0LER98rr8m2kP3kmsrRWvqjqTazgiXhDzV6yOxO9WNo0fvUt7BL0gwtiEC1uA98PNesEth/zCGPNP41wmAlwmym2Xq0Dc5QIq8s14e7qoeeFx+h570LmKATTM8Eu8nzaxoIdYzHk51NWjEhNblZP3sHCiaBNMw1wQxpgPgCPDtEGIBra3x7l/5QmmsL3d2Kdcife+dLHMugbUqX6J9+qaUa8bkyo/RLhWQoSFcIjCJpwwjbGDA85tKz2bHX68r9eVeH/690Ml3lVdPZy8Ck5cUXyJ95gfIlxX+kxkgjAeIsBCKFgv5Wa8efKv2oF+ePZR7JNrXBkgcOvCJ61k9vmfpL1/dMHOS1WV2+zxqwgLQhQQAY4Ao4VmVmIYZiGbSt76ddj774DWbSPKu3vvvAEP3gk7t+UGQ1RVu2WGU89G1Tcy+OG7eA/cmVMiHsiUjbfWRVclB51or7qI+KWfmZC9paTg8aqAEN0g7QzrmcP4O5SKGCHjrV/H4E/+3eWvrat3G1CvvuB23lsK8yUsFcWM1VAo7OBA3udIvfwc/Pw/nb9vTZ3zFnh7PXZuC3bHNrjjR9DRhvNH80lUwaWfJXbKKlRVNd47b5D87c/cDDl9j/UvwluvOb/h/n6XH8JLuc01z4N338ICsQMPK8reUo1Vof0HYWM5ft+LtXMsm4J+X4p5hiD/DgutiCGfxUJm1NDMCgzDHCu01nopbEcb/O4OiMcy5d3TyWvuN3D7D5wwp4nFhhz0Wfdkpv3Jh1yYcvY9BvoyCXy6u/wT/aKd+UKaQy69Xkj/YdtYKEHaGdYzh/V3KAIcNq3bc6OXoDJLgLdud3ZnU10DO7ZC6w631tvW6pYTwF8m6II9u2DXjtwy74mEC0uOxSDl5ZaKb2sd2U/Kc94TiQRDs2dFxpUtFs/UdRvP3nKNeyH9h21joQRpZ1jPHNLfoQhw2DS3jEynWIklwJtbnN1prHWbZ7PnZIUGN2eyX+3YCnt2Z9zOGmf6s9VYJhzZWjdjzi4Vn76HUk6kE1VOeNOBF+koNkvmPl7KzY7HshfKO+6F9B+2jYUSpJ1hPXNIf4ciwCEzamhmBYZhDoXC9vW65+npcq/9DTLrebB4X1fifc+uzIy3ugYu+Qxc9jmorXebbynPhSFbz1U+zioVz4oLAH/Gq2Luj6Smzq3b9fc5IXc9+jPopBPjsy8Z3d6Qxr2Q/sO2sVCCtDOsZw7r71A24UJGtSykcdmB9L//dklKgE+GYsZKtSzEzp4DG9931Sn8Mu9q+SHw1qtY80N48+XMskBVNSxYDBddTezwY1Fz52PnL4Rtm6HPdztrbnHHDzrMlYSf1URsyTJm7H9Q7nhd8XnUUSe4Murp3AKeL9I1dXDeJ0fkFA669Hqxv1eF9B+EjeX4fS/WzrFsCvp9KZSg/w6lLH0eohgGGUWboIjy7wO+58HgYKbNWnj3DVfwcsvGzMkHH+kqDe+1eHwDEgknvHX1OZFqURyvKNoE0bQrijbBNAxFFiobm0o54e3LbHBZa+H9P7gS75s+zJx8wGFOeBctGf/GtbUuUq1mAuHFglBBiAALRZMvaY798B034/3ovczJyw5CrbwItc9+Y980nRCnvqGw9JGCMAUQARYKxqY9G7o6M54NgN34AXbt3fDB25mTly53Jd6XjpPOsqrKLTNIQhxhGiICLBSE7et1uRuyqhbYzRvcUsO7b2ZO3Hs/1KqLYL8D8wtq2tG9vmFiWcwEYYogAjxNyUl+ni6Cmahy3xftM1TS3A4OuHXegUzyG7t1E/buX8LmrDXeWAzmLYAzzkMtO2io2XvkPnhqrYtWq66FFecTu+wzqFh5lhnCzKVQTN/F2hn1HBH57PPWr2P3w/eQ2ro5knaXG3FDiwDltmmoBHxq0K3hWuuCFZKDznVrcBBef4nYrDkMooaCJez2Ldh7fgn33+FczdKkZ7qxGLz3FnZuC2rufCe+j9zv7h1PuP7efxurVE5ehmIpdLzKmVdguE3F9F2sncWcH8bvez77bG833P8r1OAAtqYuUnlPINixklwQQn7SJeCtBUZZJujpBqXovc8AYHduwzM/xH7vH50vL7gotHjChfkm/O+9va79yYecKD+91t0+UeWHGFeNmpehVISZS6GYvou1M+o5IvLZx5q7IJFwOZwjaHcYyBLEdKS/15+RunLg2cnHUMrNhKuqSO7YBnfeCq88l/F2mDvfbcTNbHLhxOncujHlos6qa1yI8Tw/pDQ+7FdstLwMpaJ1OzTMyG0rVy6FYvou1s4wn6sQ8tnX3wvVe41sj4rdISAz4OlITZ1bFhguvuCENhaH3a0uIujlZ11bUzPq8s+h/uwfoGWRE+l4IiPMnnUz3FQK5i9wa7zpfrIZLS9DqQgzl0IxfRdrZ9RzROSzr6Yu2naHgAjwdCRdAh4YocCplKsInJ6lzmpCXfJp1FduRB3tl3jPLuFurb9GbKGhAVKpTPz8aKXmR8nLUCrCzKVQTN/F2hn1HBH57OPsSyCZdB41EbQ7DGQTLgKU2yZ1wKEufHjTh5mkOCpGjhjXNdBw+WdJXnQ1avG+OWV81PwF2EVLYNd26OtzM+baOthrcU78fOzAw9wdP3rfbcjkyctQLIWOVznzCgy3qZi+i7WzmPPD+H3PZ1/8tHOgZSHxbZvwdrdGKu8JhLMJJ7kgIkA5bbJ9vc6tLJXCdndhn3wInns0k8chq8T7nPkttLW1ZS6urnG+u8UWwgyY6f4eFkMU7YqiTSC5IIQSYgcHoXMPDAz4Jd5/D888klmTq29AnXoOnHBGbnCE8qsI10sVYUEIGhHgKY5N+dWHe3v8Eu8PY59em0mgU1uHOuVsOGkFKrsiQDxObMYsqKopW9CEIEw3RICnKNZa6O6Eni5sb68r8f7UGlfEEpwP5smrUCevyl1SqKp2m2k1dcRmzkINDI7egSAIk0YEeApie7qhu9MJ7/OPYZ94yEUdgVvHPfFM1Clno+obMhfV1kFDIypds00QhJIjAjwGk423L+T60WLjgQn1a/v7oasd29MDLz6BffxBt/wAzkf3gEPd69dewG76ELvvgS51ZFsrzNsLDjwc3l4PG96HgV62W+vWgOfMQ336vw/F8g+3LZ+93vp12F/fAtv9TdNZc5zrUXdHThpLYjGoqoWly6Z9boCJEvXcEMLoiBdEHobi2RN+CfSBfuezeM0NBf1iF3J9+px4TQ2peCJTsNJaaGgsuF+bTDrh7eqCl57GPva7TK6GeAKOOw0WLYWH73GhwtU1bnmiox1mN8GM2W6Drn2Ps3e4szy4XL1nXwJPP5z7THns5eSVLg9ET6dzcfNSOSksR6W+0W32jTPGUdxFD9OmsX7X5q9YLWNVIGF4QUggRh4mG29fyPXpc3Ji43t7XBBEITkEvBS2sx27Yyv2qbXYm77mkuV07HFCe9xpqL/4BrELNLz0lJsF1zW4dd6+Phc+3ONnQ+vpcXkaRhNfcFnT/Fj+HNvy2Muau1y7irkZbiH/6Ht7pn1ugIkQ9dwQQn5kCSIfk423L+T60c5JJTPZxfJcZ611m2ud7fDK89hH7oPdO93BWAyOOhF15vmoprlOZOsaoL3NVQxO3zs56AIokoO5r1PDQocznY4ey5/P3mzxTV8/Htab9rkBJkTUc0MIeREBzkdzixOtbNesYuLWC7k+fU62f208MTJBWdZ1tq8X294Gr/rCm/4jUwqOOB614nzU3PkjC1rO2yvXnkSVCzlOVOe+zodSmVj+HHe1PPbW1Dlx9jx3rVLji3C6zPw0zg0wISb7uyqEhixB5GGy8faFXJ8+Jyc2vq7eidfwOPpVF+Pt2umWGr77DewdP8qI72HHor7098SuuA61YG9omotqbkHVNwxVpRhhT129izyur3ev6/3X+SpU1NYPxfLn2JbP3rMvce3Wy4jweNTVT/vcABMh6rkhhPxILog8TDaPQCHXp8/JiY2/4jrU0SdmrmuaC2dfiurpwv7yZnj2EbeBBnDwUahPfYHYSStQzfNd4pzGGajEyA82I+yZv8BtlPX1utfz/NepFHR1gZfOEaFg7nzUdV8ZiuXPeabh9mbH/S/cBzZ94OyNxaBpnpsxDw6bacdiUF0HS/YraIwln0cuY/2uyVgVjuSCKIxpkQvCeilsVye89qIreLl5Q+bggYe7Eu+Ll0BdY8kqCUdxrCCadkXRJoimXVG0CSQXhIBf8r2nC/v6Ouzv73aZxNLsf7Ar8b50/8z6bkxWkQShUhEBjgjW86C3G/vmK9g1d8GH72QO7nuAK/G+/8FSwl0QphAiwCFjrcXr6sC+/Kyb8b6XVeJ9n2VOeA8+0gUo1EgJd0GYSkx7AR4RLrvXIjjmZFj3FGz72C+po5ybVnpzyy/dPhS664d/Dr3eusnl1/Ws88OtqoIFe+eEh1probcHb81d7FzzW7dznc3sOXDWJajjTsG+9VpOmOnwfnNCf8cIRx06vnWT23xL+/7utQh1+bUTCl0NMgR2qobTTtXnEibPtN6E89avw/74pky4rLXOZcp6+f1WYzF3bm2tqwI8c7b76tjjvuoaoK87cy+l3DUzZ0O8Cq6+ntj+B2Hffxv725/Cxg9GN1QpaJwFK87PDf9Nhwyn+80O/R0eJpwVwjwUrpoahD1t7hnBD5ZQ0DATdd2Xc4RhvE2JyYZrT/ReUdzEyWdTkGMUpF1hEkWbQEKRy4598M7ciK14nKGyPPlKtqcT1KRDd3v9UN5e/3VPV0bM06gYdHe7Pu78Cd5//Qv2376RX3zT/fT3jgz/Hd7vsJLf+cJRh8JVe3r8Z0w/m3X29fYUHboaZAjsVA2nnarPJQTDtBZgWrdnSrOnyRHOUa5JC7D1Rg/ltV5u7oP0+YMDbvb68QZY/6JffTiWpxOfVMoP/81a+x0eQgxZJb+HrRFnh6O2bnevk4O+TVnPE4u5qLViQ1fT98zXZ1j3ihJT9bmEQJjeAtzc4ma9OaKbLcajXJNemkhn+Er4YcSJKr/Ue2xk1q/koBPmdDL0OfNQn7wOli531+XzaIjHR5byTveTyApfLqTkd7pUeLq/9LMp5eyNJ4oPXQ2yPHrUS61PlKn6XEIgTGsBVqsvzw2XTfkbbuCL4igKnBbgdOhuXX1uaG9dg79xl0Va4GMxOHEl6q//2Xk3XHgVZCdFzyYWc7YND/8d3u+wkt/5wlGHwlXr6/1nHFJg9/x19UWHrgYZAjtVw2mn6nMJwTCtQ5FVy8Jh4bIKFuwNZ57vEpf3dDO0RlpV7Tbe4lVQXQuLl+aG8ja3wDEnuTXg7s7cWbAfzssVnyd23hWu1E88PtR/fNtmbOeejCbG485r4povjgz/nTcshHhYye98oc9D4arbNrsZmLXuKxF35eSvHrkpNF5oZpBl36Nean088tkU5BgFaVeYRNEmkFDkQolUKLLt64HubuyeXa70z/OPZUq8N850Jd5PWomaPSdvOffpsCscJFG0K4o2QTTtiqJNIKHIFYPz4e2G7i5sZ4crdvnso1kl3htRp53jKg03NefWXhMEQfARAS4Cm0q5ZYnebmxPtyvv/vTaTBBFXT3qlLPcjLep2RW5lFwNgiDkQQS4AOzgoFvb7et1uXufecTNevt63Qk1taiTV7ky73PmuqCGEmQnEwRhahG6AGutzwVuAuLAfxljvhWySYC/zNDX62a8gwPYgQF4/lHsE2tyS7yftAJ18llOeBtnorLdwwRBEMYgVAHWWseB7wFnA5uBF7TWdxtj3hz7yuJJ3XMb3P0LAnN/r290OSNefRH72AMZh7VElXMtmznbeRm074HerpG11uJx0u5g2y1+8IbneyZUOb9cyM078dLTsGVjJnhiwd6oy68FwN55q8tdAdCyEPXJ68bdaR8vR0HfumdI3XHL+LklRjk+Wo6NieabCIpCczJI7gahXITqBaG1Pgm40Riz2n/9dwDGmP9vjMuK9oJIi29ZUTHAFlaMMh/pvBPp6sN2WICHikFdnXNfG+gD0rXXPKifgfr8V/IKx3g5Crz164jd/gNSKjZ2bolRrgdG5tjAjppvYiJMZLe60JwME83dMB129oMiijbB9MwFsQjYlPV6s98WLGvuCvyW4xPAP7Z0GPNw8VWKoWCKnh5XMl75uSzSot3fO2a+gfFyFLjjVePnlhjl+Kg5NiaYbyIoCs3JILkbhHIS9hrwqNkWhjdora8HrgcwxtDc3FxUJ9uHp3osB0F8skgvTWTnfUgzFMxmM+elQ5pjLhw61taad6x2trWiGmfmJHa38Qasf83OtlbUjJkkGON4nusBPC/lclZk25RKjWlToSQSiaLvMd7zFnteEDaVgyjaFUWbIBy7whbgzcDeWa8XAyPWF4wxNwM3+y9t0R8Tamqd3245Sf8BT0aIFX5Ky9jI5Yd0QjOrMuelXd78n72m/B+pvKbmkaXM+/vAv8ZrakZ1dZDK3lQcdjzf9QDs2T2KTfExbSqUCS1BjPO8xZ4XhE3lIIp2RdEmCHwJoqDzwl6CeAFYrrXeV2tdDVwF3B14L6suDPyW4xNAyaB03om6en9N2Se9popyuR1q651Ap1KZfMY1dWPmGxgvR4E7Pjh+bolRjo+aY2OC+SaCotCcDJK7QSgnoeaCuPLKK7077rjjXeDnwJ8BPzPG/HqcywrOBWH7+6BjD2rB3lilcuusTYZ4HBYtcTkjWnfkzq4TVdA4E+a1wIxZTidTyZEz4XjcfUSPKX/9NuEEVymXd6JmeN6JVS7HRFdH5vqF+6A+/SeoY0+GzR+6TS9wHgfXfHHMTaPxchSoloU0LjuQ/vffHju3xCjXj5pjI0++iYkwkZj9QnMyTDR3w3TIbxAUUbQJJBdEoYzpBZEu9UNPl5vJZLe/9yaxx35HKrvS8EFHuBLvC/yVkPr6sgdSTIePZEESRbuiaBNE064o2gSSC2JSZIcJZ2cis9bCB29jH74HNn7AkDfu8kNciffFS93r6hqYMQtVJYEUgiCUh4oX4Oww4eEf8+2Gd7Fr74EN7w61VR14GMnTz0Xts8w1xONOePNkKhMEQSgVFSvAtr8PurtGVhsA7KYPsGvvhfffyjQu2R+16iJmHnMCbW1tftHLGS5zWb6KFIIgCCWkIgXYtm7PWd8dav/4I+zD98I7r2caFy9FrboYlh2UEdraOjfrlYQ5giCESEUK8HDxtds2O+F969VM48K9USsvggMOywhvdTXxeS2ojolX1BAEQQiKyhRgH7tjK/aR++D1dZnGlkWolRfCwUdmhDcehxkzUbX1qOoaQARYEITwqUgBtrt2YB++D9a/kNl4a97LCe+hR2eSoCvlMpM1zJDE6IIgRI7KFODvfj3jajZnnhPewz+RK7LV1TBztuTnFQQhslSkAON5MHsu6szz4agTcjfTYjG3wVZXH559giAIBVCRAqwuvgaOPgmVGGZ+Xb1b642Jd4MgCNGnMgX4uNNyGxIJt9xQXROOQYIgCBOgIgV4iJiCBgmmEAShMqlcAZZgCkEQKpzKFOA5zbLcIAhCxVORzrEivoIgTAUqUoAFQRCmAiLAgiAIISECLAiCEBIiwIIgCCEhAiwIghASIsCCIAghIQIsCIIQEiLAgiAIISECLAiCEBIiwIIgCCEhAiwIghASIsCCIAghIQIsCIIQEsqmqwpXDhVnsCAI05Jxq0RU4gxYTeZLa71usvcI+iuKNoldlW9TVO2Kok0lsmtcKlGABUEQpgQiwIIgCCExHQX45rANGIUo2gRiVzFE0SaIpl1RtAlCsKsSN+EEQRCmBNNxBiwIghAJRIAFQRBCojLL0k8ArfW5wE1AHPgvY8y3ytz/BqATSAFJY8wntNZzgNuBpcAGQBtj2rTWyrf1fKAHuM4Y81JAdvwIuBDYYYw5zG8r2g6t9bXA//Jv+4/GmFsDtulG4I+Bnf5pXzXG3O8f+zvgj3Bj+WVjzIN+e2DvsdZ6b+AnwF6AB9xsjLkpAmOVz64bCXe8aoHHgRqcrvzKGPM1rfW+wG3AHOAl4LPGmAGtdY3/HMcCu4BPGWM2jGVvgDbdApwBtPunXmeMeaVc72E202IGrLWOA98DzgMOAa7WWh8SgikrjDFHGWM+4b/+W2CtMWY5sNZ/jW/ncv/reuA/ArThFuDcYW1F2eGL0NeAE4Djga9prZsCtgngO/54HZUlJocAVwGH+tf8X611vATvcRL4S2PMwcCJwJ/69wt7rPLZBeGOVz+w0hhzJHAUcK7W+kTg//ftWg604YQV/3ubMWZ/4Dv+eXntDdgmgL/OGqtX/LZyvYdDTAsBxg3ae8aYD4wxA7j/yJeEbBM4G9L/SW8FLs1q/4kxxhpjngVma60XBNGhMeZxYPck7VgNrDHG7DbGtAFrGF1AJ2NTPi4BbjPG9BtjPgTew72/gb7Hxpit6dmPMaYTeAtYRPhjlc+ufJRrvKwxpst/WeV/WWAl8Cu/ffh4pcfxV8Aqfwaaz94gbcpHWd7DbKaLAC8CNmW93szYv7SlwAIPaa3Xaa2v99tajDFbwf1hAfP99nLbW6wd5bLvS1rr17TWP8qacZTdJq31UuBo4DkiNFbD7IKQx8ufWb8C7MCJ1PvAHmNMcpQ+hvr3j7cDc4O2a7hNxpj0WP2TP1bf8ZdDcmwa1nfJ3sPpIsCjhQWW2//uFGPMMbiPOX+qtT59jHOjYC/kt6Mc9v0HsAz30XEr8O0wbNJaNwK/Bv7cGNMxxqlh2xX6eBljUsaYo4DFuFnrwWP0URa7htuktT4M+DvgIOA43Nr0/yynTdlMFwHeDOyd9XoxsKWcBhhjtvjfdwC/wf2Cbk8vLfjfd/inl9veYu0ouX3GmO3+H48H/IDMx9Cy2aS1rsKJ3M+NMXf6zaGP1Wh2RWG80hhj9gCP4taoZ2ut05v92X0M9e8fn4VbhiqJXVk2nesv41hjTD/wY0Icq+kiwC8Ay7XW+2qtq3GL/HeXq3OtdYPWekb6Z+Ac4HXfhmv9064F7vJ/vhv4nNZa+ZsG7emPvSWiWDseBM7RWjf5H3XP8dsCY9ia92W48UrbdJXWusbfYV8OPE/A77G/HvlD4C1jzL9kHQp1rPLZFYHxmqe1nu3/XAechVuffgS4wj9t+Hilx/EK4GFjjB3D3qBs+kPWP1CFW5POHquy/r5PCzc0Y0xSa/0l3KDFgR8ZY94oowktwG+01uDG/BfGmAe01i8ARmv9R8BG4Er//PtxrjDv4dxhPh+UIVrrXwJnAs1a68243d1vFWOHMWa31vqbuD9igG8YYwrdRCvUpjO11kfhPuptAG7w+35Da22AN3EeAX9qjEn59wnyPT4F+Cyw3l9DBPgqIY/VGHZdHfJ4LQBu9T0WYq5rc6/W+k3gNq31PwIv4/554H//qdb6PdzM96rx7A3Qpoe11vNwSwuvAF/0zy/XeziEhCILgiCExHRZghAEQYgcIsCCIAghIQIsCIIQEiLAgiAIISECLAiCEBIiwIIgCCExLfyAhXDRWu+D8+ucNQmfzopGa30Z8F2gCTgN+BnOx/XRca5bCnwIVGXlVMg+fiOwvzHmMwGbLJQBEWCh5BhjNgKNQdyrggXn/wBfMsakI8EODdMYIRrIEoQglIclQDmjL4UKQGbAwoTRrsrH93ChsctwOWW/ikuwfiouTeKVuEQrQx+jtdaPAk/gcsUeATwDXGOMadVanwn8zBizeFg/X8D9vn4VUFrrS4H3jTFHaq1nAf+CCyP1cAlWvmaMSWmt98eFvR4FDOKSqX9qnOc6GVcZ4QDgHeArxpin/WN5bc9zrxpcxYc48KrWepsxZln6mYwxv9dax4C/wVW0mI1L9P7F0cJd/fwItwDHAM8Cb4/1LEK0kRmwMFk+CZyNE6uLgN/hRLIZ9/v15TzXXYOLtZ8PVAN/NV5HxpgHgH8GbjfGNPqVDsAl9k4C++Py456DE2yAbwIP4dZeFwP/NlYffvWD+3DrtXNxwn6f1nruRGz3E4unl49jaicAAAJ/SURBVF+ONMYsG+W0L+OSwpwBLMRVjvhenlv+AliHG99vkkloI1QgMgMWJsu/GWO2A2itn8DVdXvZf/0bYBWZygfZ/NgY845/ngEunkjnWusWXI7l2caYXqBba/0dXEmZ7+NmvUuAhcaYzcCT49zyAuBdY8xP/de/1Fp/GffP5ZYgbc/iBtz68Gb/njcCG7XWn80+yd/MPA44y0+l+LjW+p5J9i2EiAiwMFm2Z/3cO8rrfJtv27J+7hnjvPFYgis1s9XPNgdu5p2uYPA3uJni81rrNuDbxpgfjXG/hcBHw9o+IrcCQlC2p1mCy5bnZbWlcFn0htvWZozpHmbb3ggViQiwEDW6gfr0Cz+V4Lys48PT923CFV9sHs1NyxizDbe2itb6VOD3WuvHjTHv5el/C04Qs9kHeKCYhyiSTcB/M8Y8NfyA74aWZivQpLVuyBLhfQinWooQALIGLESNd4BarfUFfuWH/4UrK55mO7DU37hK12V7CPi21nqm1jqmtV6mtT4DQGt9pdY6vaHXhhOrsXyR7wcO0Fpfo7VOaK0/hasafG+QDzmM/8TVKFvi2zxPaz2iQKYx5iPgReDrWutq/x/KRSW0SygxIsBCpDDGtAN/AvwX8DFuRrw565Q7/O+7tNYv+T9/DrcZ9iZOZH+FS8YNbs30Oa11F67iwVf8arv5+t8FXAj8Jc574W+AC/N5OQTETb5tD2mtO3HeDSfkOfca/9huXOL6n5TQLqHESEJ2QRCEkJAZsCAIQkjIJpww7dBan4bzVx5Bls9usff8NM7tbTgfGWMk7FgYFVmCEARBCAlZghAEQQgJEWBBEISQEAEWBEEICRFgQRCEkPh/paZZxZURiAYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot('minutes_on_field', 'goals', data=atacantes, fit_reg=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Relación entre el peso y la altura de los jugadores. \n", + "Graficar un scatter plot, agrupándolos por posición. " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"height\", y=\"weight\", hue=\"position_raw\", data=wyscout)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Matriz de correlaciones de las variables numéricas \n", + "Seleccionar únicamente las variables numéricas de la base de datos y graficar un heatmap y un pairplot." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "wyscout_numerical = wyscout.select_dtypes(include=['number'])\n", + "sns.heatmap(wyscout_numerical.corr(), xticklabels=wyscout_numerical.corr().columns, yticklabels=wyscout_numerical.corr().columns, annot=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(wyscout_numerical, hue='position_raw');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ¿Cuál es la relación entre el Valor de Mercado y la posición en el campo? \n", + "¿Cuántas posiciones considera Wyscout? (.unique()). \n", + "Graficar un boxplot con el valor de mercado en el eje y, agrupando por posiciones en el eje de las x. \n", + "Posteriormente, hacer dos gráficos similares pero esta vez agrupando los datos por nacionalidad" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='position_raw', y = 'market_value', data=wyscout);" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='local', y = 'market_value', data=wyscout);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ordenar de forma ascendente el valor de mercado de los jugadores de cada equipo. Posteriormente, hacer una gráfica lineal con los jugadores en el eje x y el valor de mercado en el eje y. ¿Cuáles son los equipos que se comportan de forma lineal, cóncava o convexa? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Pendiente" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ¿Cuál es la relación entre la edad de los jugadpres y la posición en el campo?\n", + "Graficar un boxplot con la edad en el eje y, agrupando por posiciones en el eje de las x. Posteriormente, hacer dos gráficos similares pero esta vez agrupando los datos por nacionalidad." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='position_raw', y = 'age', data=wyscout);" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtQAAAENCAYAAAAv9PKKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAFBRJREFUeJzt3X+M53V9J/Dn7jJFDMIGxwUGFsUqST1zau9C4PBa4xm1LUQu6b3j2nLa4u1d0+tZbV3Ua8VaTcumFf3DNN0Cp96Z9V4HGgvnXWoUMRj1BKLiBVspRRaXZd3CgtyPZXZ37o/5olu6HjP7nvl8vrM8Hslm5vNrvs8ls5888+b9eX/WLSwsBAAAODbrxw4AAABrmUINAAAdFGoAAOigUAMAQAeFGgAAOijUAADQQaEGAIAOCjUAAHRQqAEAoMMJYwc4Bl7tCADAUNY91QlrsVBn9+7dY0cAAOA4Nzc3t6TzTPkAAIAOCjUAAHRQqAEAoINCDQAAHRRqAGAU+/fvz1VXXZVHHnlk7CjQRaEGAEZx44035jvf+U5uvPHGsaNAF4UaABjc/v3786UvfSkLCwu59dZbjVKzpinUAMDgbrzxxhw+fDhJcvjwYaPUrGkKNQAwuK985Ss5dOhQkuTQoUP58pe/PHIiOHYKNQAwuAsuuCAbNmxIkmzYsCEXXnjhyIng2CnUAMDgLrnkkqxfv1hD1q9fn0suuWTkRHDsThjyw1prG5LcluR7VXVxa+0jSX42yRNPIrypqr4+ZCYAYHgbN27MRRddlFtuuSUvf/nLc+qpp44dCY7ZoIU6yVuS3JXklCP2vb2qrh84BwAwsksuuSS7d+82Os2aN9iUj9ba2Ul+Ick1Q30mADC9Nm7cmCuuuMLoNGvekCPUH0yyLcmznrT//a21dyf5XJJ3VNWBATMBAECXQQp1a+3iJHur6vbW2iuOOPTOJHuS/ESSHUmuSPLeo1y/NcnWJKmqzM7OrnpmAABYinULCwur/iGttT9IclmSg0mekcU51J+sql8+4pxXJPntqrr4KX7cwu7du1crKgAAJEnm5uaSZN1TnTfIHOqqemdVnV1Vz0vy+iSfr6pfbq2dmSSttXVJLk3yrSHyAADAShl6lY8n+3hr7TlZbP5fT/JvRs4DAADLMsiUjxVmygcAAKtuqqZ8AADA8UqhBgCADgo1AAB0UKgBAKCDQg0AAB0UagAA6KBQAwBAB4UaAAA6KNQAANBBoQYAgA4KNQAAdFCoAQCgg0INAAAdFGoAAOigUAMAQAeFGgAAOijUAADQQaEGAIAOCjUAAHRQqAEAoINCDQAAHRRqAADooFADAEAHhRoAADoo1AAA0OGEIT+stbYhyW1JvldVF7fWzk3yiSSnJbkjyWVV9fiQmQAAoMfQI9RvSXLXEdtXJbm6ql6Y5OEklw+cBwAAugxWqFtrZyf5hSTXTLbXJXllkusnp3w0yaVD5QEAgJUw5JSPDybZluRZk+1nJ9lfVQcn2/cnOWvAPAAwuJ07d2bXrl1jx5gKDz74YJLk9NNPHznJdNi8eXO2bNkydgyOwSCFurV2cZK9VXV7a+0Vk93rjnLqwo+5fmuSrUlSVZmdnV2VnACw2k466aTMzMyMHWMqPP744mNT/nssOumkk3ScNWrdwsJRO+yKaq39QZLLkhxM8owkpyT5VJLXJDmjqg621i5M8p6qes1T/LiF3bt3r2peAGD1bd++PUmybdu2kZPA0c3NzSVHHwT+OwaZQ11V76yqs6vqeUlen+TzVfVLSW5O8ouT096Y5NND5AEAgJUy9jrUVyR5W2vt7izOqb525DwAALAsg65DnSRV9YUkX5h8f0+S84fOAAAAK2XsEWoAAFjTFGoAAOigUAMAQAeFGgAAOijUAADQQaEGAIAOCjUAAHRQqAEAoINCDQAAHRRqAADooFADAEAHhRoAADoo1AAA0EGhBgCADgo1AAB0OGHsAKxdO3fuzK5du8aOMRUefPDBJMnpp58+cpLpsHnz5mzZsmXsGAAwCIUaVsCBAwfGjgAAjESh5pgZgfyR7du3J0m2bds2chIAYGjmUAMAQAeFGgAAOijUAADQQaEGAIAOCjUAAHRQqAEAoINCDQAAHRRqAADoMMiLXVprz0jyxSQnTj7z+qq6srX2kSQ/m+SRyalvqqqvD5EJAABWwlBvSjyQ5JVV9VhrbSbJra21/zY59vaqun6gHAAAsKIGKdRVtZDkscnmzOTPwhCfDQAAq2moEeq01jYkuT3JC5J8uKq+2lr7tSTvb629O8nnkryjqg4c5dqtSbYmSVVldnZ2qNiwJDMzM0nidxNgGdw7OV4MVqir6lCSl7bWNib5VGvtxUnemWRPkp9IsiPJFUnee5Rrd0yOJ8nCvn37hgkNSzQ/P58k8bsJsHTunUy7ubm5JZ03+CofVbU/yReSvLaqHqiqhcmo9H9Icv7QeQAAoMcghbq19pzJyHRaaycleVWSb7fWzpzsW5fk0iTfGiIPAACslKFGqM9McnNr7ZtJvpbks1V1U5KPt9buTHJnktkk7xsoDwAArIihVvn4ZpKXHWX/K4f4fAAAWC3elAgAAB0UagAA6KBQAwBAB4UaAAA6KNQAANBBoQYAgA4KNQAAdFCoAQCgg0INAAAdFGoAAOiw5FePt9bWJXlzki1JZqvqH7bWfibJGVVVqxUQAACm2XJGqN+b5PIkO5KcM9l3f5IrVjoUAACsFcsp1G9KcnFVfSLJwmTf3yR5/kqHAgCAtWI5hXpDkscm3z9RqE8+Yh8AADztLKdQfybJB1prJyY/nFP9+0luXI1gAACwFiynUL8tyVySR5KcmsWR6efGHGoAAJ7GlrzKR1U9muTS1trpWXwocVdV7Vm1ZAAAsAYsZ9m8J0azvz/5k9ba+qo6vBrBAABgLVhyoU5yMD96GPGHWmsHk+xO8skkV1aVhxQBAHjaWM4c6t9I8vkkr07yU0lek+RzSbYl+bUk/yTJB1c6IAAATLPljFC/LclPV9Ujk+2/aq3dluT2qvrJ1tqdSW5f8YQAADDFljNCfUqSZz5p3zOzuOJHkuxJctJKhAIAgLViOSPUH0vy2dbah5LsSnJ2krck+ejk+KuT/OXKxgMAgOm2nEL99iTfSfL6LK5HvTvJh5PsmBy/OckXVjIcAABMu+WsQ324tfapLBbp2SMOvSnJdVX1f1c4GwAATL3lrEN9aZL/mOTuJP8gyf9M8uIktya57imufUaSLyY5cfKZ11fVla21c5N8IslpSe5IcllVPX4Mfw8AABjFch5KfF+SX62qlyX5X5OvW7O0lT0OJHllVb0kyUuTvLa1dkGSq5JcXVUvTPJwksuXlR4AAEa2nDnU51TVf3nSvo9mcXWP3/7/XVhVC0meeOHLzOTPQpJXJnnDET/rPUn+ZBmZBrdz587s2rVr7BhMmfvuuy9Jsn379pGTMG02b96cLVu2jB0DgFW0nEK9t7V2elU9mOTe1tqFSfYl2bCUi1trG7I4mv2CLD7M+NdJ9lfVwckp9yc568dcuzWLo+GpqszOzh7ttEHs2bMn3/2rv8wZS/pb83RxwqHFrwf+2kI3/MieQ8nMzMyo9yyYZjMzM0ni3whr3nIK9Z8leXmSG5JcncVVPQ4n+eOlXFxVh5K8tLW2Mcmnsvi2xSf7e682n1y7Iz9aTWRh3759y4i9subn53PGhuTNp6wbLQOwNlzz6ELm5+cz5j0Lptn8/HyS+DfC1Jqbm1vSeUueQ11VV1XVDZPvP5bkvCT/qKp+dznBqmp/FpfXuyDJxtbaE6X+7CyuIAIAAGvGckao/46qum+p57bWnpNkvqr2t9ZOSvKqLD6QeHOSX8ziSh9vTPLpY80DAABjWM4qHz3OTHJza+2bSb6W5LNVdVOSK5K8rbV2d5JnJ7l2oDwAALAijnmEejmq6ptJXnaU/fckOX+IDAAAsBoGKdQAPL1ZcpSjseQoP85aW3JUoQZg1e3atSvfvvtvkpNPGzsK0+TQ4opZ397zyMhBmCqPPTR2gmVTqAEYxsmn5fBLLh47BTDl1n/jprEjLNtQDyUCAMBxSaEGAIAOCjUAAHRQqAEAoIOHEpdp7969+d8Hk2seXRg7CjDlHjiYPHPv3rFjALDKjFADAEAHI9TLtGnTphz4wcN58ynrxo4CTLlrHl3IiZs2jR0DgFVmhBoAADoo1AAA0EGhBgCADgo1AAB0UKgBAKCDQg0AAB0UagAA6KBQAwBAB4UaAAA6KNQAANBBoQYAgA4KNQAAdFCoAQCgg0INAAAdFGoAAOhwwhAf0lrbnORjSc5IcjjJjqr6UGvtPUn+VZLvT059V1V9ZohMAACwEgYp1EkOJvmtqrqjtfasJLe31j47OXZ1Vf3RQDkAAGBFDVKoq+qBJA9Mvv9Ba+2uJGcN8dmrYc+h5JpHF8aOwRT520OLX5+9YdwcTJc9h5Lnjh0CgFU31Aj1D7XWnpfkZUm+muSiJP+2tfYvk9yWxVHsh49yzdYkW5OkqjI7Oztc4Cc577zzMjMzM9rnM5323nNPkuTk5z9/5CRMkxckOffcc0e9Z00L901gOWZmZtbUvXPQQt1aOznJDUl+s6oeba39SZLfT7Iw+frHSX71yddV1Y4kOyabC/v27Rso8d936aWXjvbZTK/t27cnSd761reOnIRpNOY9a1rMz8+PHQFYQ+bn56fi3jk3N7ek8wYr1K21mSyW6Y9X1SeTpKoePOL4nyW5aag8AACwEgZZNq+1ti7JtUnuqqoPHLH/zCNO++dJvjVEHgAAWClDjVBflOSyJHe21r4+2feuJFtaay/N4pSPe5P864HyAADAihhqlY9bk6w7yiFrTgMAsKYNvsoHAE8/e/fuTR57LOu/4VEZ4Ck89rfZu/fA2CmWxavHAQCggxFqAFbdpk2b8tDhE3P4JRePHQWYcuu/cVM2bTp17BjLYoQaAAA6KNQAANBBoQYAgA4KNQAAdFCoAQCgg0INAAAdFGoAAOigUAMAQAeFGgAAOijUAADQQaEGAIAOCjUAAHRQqAEAoINCDQAAHRRqAADooFADAEAHhRoAADoo1AAA0OGEsQMA8DTx2ENZ/42bxk7BNPk/jy5+PemUcXMwXR57KMmpY6dYFoUagFW3efPmsSMwhe6775EkyTlnrK3yxGo7dc3dMxRqAFbdli1bxo7AFNq+fXuSZNu2bSMngT7mUAMAQIdBRqhba5uTfCzJGUkOJ9lRVR9qrZ2W5D8neV6Se5O0qnp4iEwAALAShhqhPpjkt6rqp5JckOTXW2svSvKOJJ+rqhcm+dxkGwAA1oxBCnVVPVBVd0y+/0GSu5KcleR1ST46Oe2jSS4dIg8AAKyUwR9KbK09L8nLknw1yelV9UCyWLpba5t+zDVbk2ydnJfZ2dmB0sLSzMzMJInfTYBlcO/keDFooW6tnZzkhiS/WVWPttaWdF1V7UiyY7K5sG/fvlVKCMdmfn4+SeJ3E2Dp3DuZdnNzc0s6b7BVPlprM1ks0x+vqk9Odj/YWjtzcvzMJHuHygMAACthkELdWluX5Nokd1XVB4449OdJ3jj5/o1JPj1EHgAAWClDTfm4KMllSe5srX19su9dSf4wSbXWLk9yX5J/MVAeAABYEYMU6qq6Ncm6H3P4nw2RAQAAVoM3JQIAQAeFGgAAOijUAADQQaEGAIAOCjUAAHRQqAEAoINCDQAAHYZ6sQvHoZ07d2bXrl1jx5gK9913X5Jk+/btIyeZDps3b86WLVvGjgEAg1CoYQWceOKJY0cAAEaiUHPMjEACAJhDDQAAXRRqAADooFADAEAHhRoAADqsW1hYGDvDci3s3r177AwAcEwsOfojTyw5es4554ycZDpYcnT6zM3NJcm6pzrPKh8AwCgsOcrxwgg1AAAcxVJHqM2hBgCADgo1AAB0UKgBAKCDQg0AAB0UagAA6KBQAwBAB4UaAAA6KNQAANBhTb7YZewAAAA8bRyXrx5/yr8UjKG1dltV/eOxcwCsJe6dHA9M+QAAgA4KNQAAdFCoYeXsGDsAwBrk3smatxYfSgQAgKlhhBoAADqsxVU+YOq01l6b5ENJNiS5pqr+cORIAFOttXZdkouT7K2qF4+dB3oYoYZOrbUNST6c5OeSvCjJltbai8ZNBTD1PpLktWOHgJWgUEO/85PcXVX3VNXjST6R5HUjZwKYalX1xSQPjZ0DVoJCDf3OSrLriO37J/sAgKcBhRr6He3tnZbPAYCnCYUa+t2fZPMR22cn2T1SFgBgYFb5gH5fS/LC1tq5Sb6X5PVJ3jBuJABgKF7sAiugtfbzST6YxWXzrquq948cCWCqtdZ2JnlFktkkDya5sqquHTUUHCOFGgAAOphDDQAAHRRqAADooFADAEAHhRoAADoo1AAA0EGhBlhjWmv3ttZetUo/+xWttftX42cDHK8UagAA6KBQAwBAB68eB1ijWmsnJrkqSZvsqiRXVNWByfHXJfm9JM9P8v0kv15V/7219itJtiU5e7L/qqr606HzAxwvjFADrF3/PskFSV6a5CVJzk/yO0nSWjs/yceSvD3JxiQ/k+TeyXV7k1yc5JQkv5Lk6tbaTw8ZHOB4YoQaYO36pSS/UVV7k6S19ntJ/jTJ7ya5PMl1VfXZybnfe+KiqvqvR/yMW1prf5Hknya5Y5DUAMcZhRpg7ZpL8t0jtr872Zckm5N85mgXtdZ+LsmVSc7L4v+pfGaSO1cvJsDxzZQPgLVrd5LnHrF9zmRfkuxK8pNPvmAy7/qGJH+U5PSq2pjF4r1udaMCHL+MUAOsXTuT/E5r7WtJFpK8O8l/mhy7NslftNZuSnJzkjOTPCuLUz9OzOLDiAcno9WvTvKtgbMDHDeMUAOsXe9LcluSb2ZxysYdk32pqv+RyQOHSR5JckuS51bVD5L8uyyuCPJwkjck+fPBkwMcR9YtLCyMnQEAANYsI9QAANBBoQYAgA4KNQAAdFCoAQCgg0INAAAdFGoAAOigUAMAQAeFGgAAOijUAADQ4f8BpeJb+1tl/tkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='local', y = 'age', data=wyscout);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ¿Los jugadores zurdos son mejor valorados por el mercado? \n", + "Los jugadores zurdos son un bien escaso, comprobar si el mercado los valora como tal. Graficar un boxplot con el valor de mercado en el eje y, agrupándo el eje x por el pie predilecto del jugador. \n", + "\n", + "Posteriormente, dibujar una gráfica similar pero con los Goles en el eje y. " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='foot', y = 'market_value', data=wyscout);" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='foot', y = 'goals', data=wyscout);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ¿El valor de mercado toma en cuenta la versatilidad? \n", + "Crea una nueva columna en la base de datos que tome en cuenta la cantidad de posiciones en las que se puede desempeñar cada jugador, donde:\n", + "\n", + "una = no es versátil. \n", + "dos = versatilidad promedio. \n", + "tres = versátil. \n", + "\n", + "Posteriormente, graficar un boxplot con el valor de mercado en el eje de las ordenadas y la versatilidad en el eje de las abscisas. " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "19" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(wyscout.positions[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Una descripción más adecuada de versatilidad\n", + "Que un jugador se haya desempeñado en el último año en tres posiciones distintas no necesariamente implica que es versátil. Un mejor criterio para evaluar la versatilidad sería el porcentaje de tiempo en el que jugó en su tercera posición. \n", + "\n", + "En primer lugar, realizar una gráfica de violín sobre el porcentaje de minutos jugados en una tercera posición. Antes de graficarla, excluír aquellos valores que son iguales a cero. " + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.violinplot('third_position_percent', data=wyscout[wyscout['third_position_percent'] != 0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Una vez dibujada la gráfica de violín, analizar la media. Ahora, si un jugador tiene un porcentaje de minutos jugados en una tercera posición mayor a la media, podemos afirmar con más seguridad que es versátil. Con este nuevo criterio, podemos replicar la gráfica de mejor forma. " + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexfull_namebirth_country_namebirth_dateagecurrent_team_namecontract_expiresfootheightweight...secondary_positionsecondary_position_percentthird_positionthird_position_percentgoalsxg_shotminutes_on_fieldposition_rawlocalversatility
00Diego Lainez LeyvaMexico2000-06-0919Real Betis2024-06-30left16758...RW31AMF1651.37972313
11Maximiliano Eduardo MezaArgentina1992-12-1526Monterrey2020-06-30right18077...NaN0NaN021.731362301
22Guido RodríguezArgentina1994-04-1225AméricaNaNright18580...LDMF24DMF1983.424315203
33Rodolfo Gilbert Pizarro ThomasMexico1994-02-1525Monterrey2023-06-30right17364...LW10NaN064.802549311
44Carlos Joel Salcedo HernándezMexico1993-09-2925Tigres UANL2022-06-30right18877...CB13NaN010.491429111
\n", + "

5 rows × 26 columns

\n", + "
" + ], + "text/plain": [ + " index full_name birth_country_name birth_date age \\\n", + "0 0 Diego Lainez Leyva Mexico 2000-06-09 19 \n", + "1 1 Maximiliano Eduardo Meza Argentina 1992-12-15 26 \n", + "2 2 Guido Rodríguez Argentina 1994-04-12 25 \n", + "3 3 Rodolfo Gilbert Pizarro Thomas Mexico 1994-02-15 25 \n", + "4 4 Carlos Joel Salcedo Hernández Mexico 1993-09-29 25 \n", + "\n", + " current_team_name contract_expires foot height weight ... \\\n", + "0 Real Betis 2024-06-30 left 167 58 ... \n", + "1 Monterrey 2020-06-30 right 180 77 ... \n", + "2 América NaN right 185 80 ... \n", + "3 Monterrey 2023-06-30 right 173 64 ... \n", + "4 Tigres UANL 2022-06-30 right 188 77 ... \n", + "\n", + " secondary_position secondary_position_percent third_position \\\n", + "0 RW 31 AMF \n", + "1 NaN 0 NaN \n", + "2 LDMF 24 DMF \n", + "3 LW 10 NaN \n", + "4 CB 13 NaN \n", + "\n", + " third_position_percent goals xg_shot minutes_on_field position_raw local \\\n", + "0 16 5 1.37 972 3 1 \n", + "1 0 2 1.73 1362 3 0 \n", + "2 19 8 3.42 4315 2 0 \n", + "3 0 6 4.80 2549 3 1 \n", + "4 0 1 0.49 1429 1 1 \n", + "\n", + " versatility \n", + "0 3 \n", + "1 1 \n", + "2 3 \n", + "3 1 \n", + "4 1 \n", + "\n", + "[5 rows x 26 columns]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def versatility(x):\n", + " if x >= 15:\n", + " return 3\n", + " elif x > 0 and x < 15:\n", + " return 2\n", + " return 1\n", + "wyscout['versatility'] = wyscout['third_position_percent'].apply(versatility)\n", + "wyscout.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='versatility', y = 'market_value', data=wyscout);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hacer un loop para graficar los scatter plots que compartan eje x en una misma gráfica" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABQ4AAAK8CAYAAACugiLEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xt4nGd5L+rfKMrBcRw7QgoigbKhQICShgWLOLRcOOQAgXrhhsKEXUGgJD3sBWlwAhRqMBuHUBbFGAq0Kct0QcCLMoQm5hBOodTALnG6YTdJCcshNSwCrkGK4sSWD7E9s//QIXIs2ZJGo/k0c9/XxSXp1czoHemzwvz0PO9TqtVqAQAAAAAYr6PZGwAAAAAAikdwCAAAAAAcRnAIAAAAABxGcAgAAAAAHEZwCAAAAAAcRnAIAAAAABxGcAgAAAAAHEZwCAAAAAAcRnAIAAAAAByms9kbmAO1Zm8AAAAAAAqmdLQbtENwmG3btjV7C3Oiu7s7AwMDzd4Gbci1RzO47mgW1x7N4LqjWVx7NItrj2Zop+vutNNOm9LttCoDAAAAAIcRHAIAAAAAhxEcAgAAAACHaYszDgEAAAA4XK1Wy969e1OtVlMqHXVWRkv75S9/mX379jV7G7OmVqulo6MjJ5xwwox/toJDAAAAgDa1d+/eHHvssensFBF1dnbmmGOOafY2ZtWBAweyd+/eLFiwYEb316oMAAAA0Kaq1arQsIV1dnamWq3O+P6CQwAAAIA21e7tye2gnp+x4BAAAAAAOIzgEAAAAAA4jOAQAAAAgEL7+te/no985CMzvv9//+//PXv27JnFHc2Oa665Ji94wQtyzTXX5Prrr8/nPve5I95+7dq1ue666w5bv/fee3PeeefN+v6cfgkAAADAlFT7tycbN6S2YzClJV3Jir509PQ2/Ou+8IUvzAtf+MIZ33/9+vX5vd/7vRlPF26UT3/607njjjty/PHHN3srExIcAgAAAHBU1f7tqa1bnfRvT5LUkmTrllRXrqkrPLz33nvT19eXs88+Oz/4wQ/y9Kc/PeVyOWvXrs3AwEA+8pGP5O67784dd9yRa6+9Nm984xuzaNGi3H777env78+qVauyfPny/PM//3Ouu+66XH/99UmSVatW5Td/8zeza9eu/PKXv8wrXvGKnHLKKbnhhhuyadOmvP/9789DDz2Uxz/+8Vm3bl0WL16c97znPfn617+ezs7OPP/5z8/q1asn3PPPf/7zXHXVVRkcHExXV1fWrVuX008/fdK9TeS1r31tdu/eneXLl+cNb3hD7rnnnixcuDB/8id/kp/+9KdZtWpV7rvvvixYsCB/+Zd/mSc96UmH3P+OO+7IVVddlQULFuTss8+e8ff/SLQqAwAAAHB0GzeMhYZjRioQ6/XTn/40l112WW655Zbcc889uemmm3LTTTdl9erV+fCHP3zY7X/5y1/mpptuyic/+cn8xV/8xREf+7LLLsujH/3ofO5zn8sNN9yQwcHBfOhDH8pnP/vZfO1rX8tZZ52Vj33sY7n//vvzla98Jd/61rdyyy235Morr5z0MVetWpWXv/zlueWWW/Kyl70s73jHO6a9t0984hM54YQT8o1vfCMrVqw45HNvectbcs011+SrX/1q3vGOd+Rtb3vbYfe/6qqrcs011+SLX/ziEZ9/PVQcAgAAAHBUtR2D01qfjsc97nF52tOeliR5ylOekuc973kplUp56lOfmnvvvfew21900UXp6OjIU57ylPT390/ra33/+9/P3XffPRbW7d+/P89+9rOzaNGiHH/88XnTm96U888/PxdccMERH2P9+vVJkt/7vd/Lu9/97lnZW5IMDQ3l+9//fv74j/94bO2hhx465DYPPvhgHnjggTz3uc8d28O3vvWtaX+toxEcAgAAAHBUpSVdw+3JE6zXa/wZfx0dHTnuuOPG3j948OBhtx/9fJLUasO76uzsHHs/Sfbt2zfh16rVann+85+fv/7rvz5kvbOzM1/+8pfz3e9+Nxs3bsz/+B//46jDSkaVSqUj7m06qtVqTj755HzjG9+Y9Da1Wu2Qr9koWpUBAAAAOLoVfckjzzLs6R1eL4DTTz89d999d/bt25cHH3ww3/3ud8c+d9JJJ2XXrl1Jkmc/+9n5l3/5l/zkJz9JkuzZsyf//u//nqGhoezcuTPnn39+3vWud+Wuu+6a9Gv95//8n7Nx48YkyT/8wz/M6hmDixYtyuMe97ixFuRarZYf/vCHh9xm8eLFOfnkk3PbbbclSW688cZZ+/rjqTgEAAAA4Kg6enpTXbmmKVOVp+L000/Pf/kv/yUXXHBBnvCEJ+QZz3jG2Of6+vryqle9KqeeempuuOGGrFu3Lq9//evHWoDf8pa3ZMmSJXnNa16Tffv2pVar5Z3vfOekX+uaa67JVVddleuuu25sOMps+shHPpK3ve1t+dCHPpQDBw5kxYoV+Y3f+I1DbvOBD3xgbDjKueeeO6tff1RpJiWT80xt27Ztzd7DnOju7s7AwECzt0Ebcu3RDK47msW1RzO47mgW1x7N4tqbO7t3786JJ57Y7G0UQmdnZw4cONDsbcy6iX7Gp512WpIctddZqzIAAAAAcBitygAAAAAwgQ996EP50pe+dMja8uXLc+WVV075MX70ox/lT//0Tw9ZO/744w973CISHAIAAADABK688spphYQTedrTnnbECclFplUZAAAAADiM4BAAAAAAOIzgEAAAAAA4jOAQAAAAgHlv7dq1ue6665q9jZZiOAoAzKJq//Zk44bUdgymtKQrWdGXjp7eZm8LAABg2gSHADBLqv3bU1u3OunfniSpJcnWLamuXCM8BACgJWzf9VA23D6Q+3fvzyknHpu+s7rTe9JxdT/uunXrcuONN+a0005LV1dXfvM3fzPPe97z8ta3vjV79+7N4x//+KxduzZLlizJhg0bsmHDhjz00EN5whOekL/6q7/KggULDnm8j3/84/nUpz6Vzs7OPPnJT87f/M3f1L3HdqRVGQBmy8YNY6HhmJEKRAAAmO+273oo7/zmvfn2Tx/Mnb/ak2//9MG885v3Zvuuh+p63Ntvvz0333xzvva1r2X9+vW5/fbbkyRvfOMbs2rVqtxyyy156lOfmg984ANJkhe/+MW5+eabc8stt+RJT3pSPvOZzxz2mB/96Efzta99Lbfcckve+9731rW/diY4BIBZUtsxOK11AACYTzbcPpDtu/YfsrZ91/5suH2grse97bbb8qIXvSgLFizISSedlAsvvDC7d+/OAw88kOc+97lJkle84hXZvHlzkmTLli25+OKLc/755+fGG2/Mli1bDnvMpz3taXnDG96Qz3/+8+ns1HA7U4JDAJglpSVd01oHAID55P7d+yde3zPx+lTVarVp3X7lypV597vfnW9+85tZuXJl9u3bd9htrr/++rz2ta/NHXfckYsuuigHDhyoa4/tSnAIALNlRV/yyLMMe3qH1wFgHqn2b091/doMvuMNqa5fOzz8C2h7p5x47MTrCyZen6qzzz473/jGN7J3794MDQ3lm9/8Zk488cQsXrx4rMrw85//fM4555wkya5du/LoRz86+/fvz4033njY41Wr1Wzbti2//du/nbe//e158MEHMzQ0VNce25VaTQCYJR09vamuXGOqMgDz2vhhX2M1RIZ9AUn6zurO3QN7DmlX7j1peEBKPZ75zGfmhS98YS688MI89rGPzVlnnZVFixblgx/84NhwlF/7tV8bO+PwzW9+c5YvX57HPvaxeepTn5pdu3Yd8ngHDx7MFVdckZ07d6ZWq+UP//APs3jx4rr22K5K0y0HnYdq27Zta/Ye5kR3d3cGBuo7VwBmwrVHM7juaBbXHs3gumMuVdevTW3zpsPWS0uXpePyq5uwI9qR33tzZ/fu3TnxxBOnfPuxqcp79ueUBbM3VXloaCgLFy7Mnj178rKXvSzve9/7cuaZZ9b9uNPR2dnZki3NE/2MTzvttCQpHe2+Kg4BAAAYY9gXcCS9Jx2Xq3/7tFl/3Le85S25++67s2/fvrziFa+Y89CQiQkOAQAAGFNa0pWJ+tIM+wIa6aMf/Wizt8AEDEcBAADgYYZ9ATBCxSEAAABjxg/76hzamQMLFxn2BdCmBIcAAAAcoqOnN7n86nQZUAHQ1rQqAwAAAACHERwCAAAAAIcRHAIAAADQUt74xjfmS1/60pRvf++99+bzn/98A3c0PwkOAQAAAJiSoV0H84PvDeWf/3FnfvC9oQztOtjsLc2Ke++9N//wD//Q7G0UjuAQAAAAgKMa2nUwt/7TrvziZ/tzX//B/OJn+3PrP+2qKzz813/911xwwQXZu3dvdu/enRe84AW566678ra3vS0veMELcumll+bVr371EasH3/Oe9+Tcc8/NBRdckDVr1oytb968OS996Uvz3Oc+d+z+tVot11xzTc4777ycf/752bhx49hjbN68ORdeeGE+9rGPzfj5tBpTlQEAAAA4qi137s3uodoha7uHatly594867kLZ/SYz3zmM3PhhRfmfe97X/bu3ZuXvexl2bp1a37+85/nm9/8ZgYGBnLuuefmkksumfD+999/f77yla/k29/+dkqlUh544IGxz/3yl7/MTTfdlHvuuSd/8Ad/kOXLl+fmm2/OD3/4w3zjG9/I4OBgXvKSl+Scc87Jn//5n+dv//Zv88lPfnJGz6NVqTgEAAAA4Kj27qlOvL534vWpWrlyZb797W/njjvuyH/9r/81t912W5YvX56Ojo6ceuqp+a3f+q1J77to0aIcf/zxedOb3pSbb745CxYsGPvcRRddlI6OjjzlKU9Jf39/kuS2227L7/7u7+aYY45JT09PzjnnnNx+++117b+VCQ4BAAAAOKoTFkwcI51wQn3x0o4dO7J79+7s2rUr+/btm9Z9Ozs78+UvfzkveclL8tWvfjV9fX1jnzvuuOPG3q/Vaoe8ZWoEhwAAAAAc1RlnnpATF5YOWTtxYSlnnHlCXY/7lre8JW9+85tz8cUX59prr81znvOcfPnLX061Wk1/f3++973vTXrfoaGh7Ny5M+eff37e9a535a677jri1zrnnHPyhS98IQcPHsx9992XzZs355nPfGZOOumkDA0N1fU8WpEzDgEAAAA4qoUnHZNzzj0pW+7cm717qznhhI6cceYJWXjSMTN+zM997nPp7OzMxRdfnIMHD2bFihV58YtfnMc85jE577zz8sQnPjH/6T/9p5x88skT3n/Xrl153etel3379qVWq+Wd73znEb/ei1/84nz/+9/PhRdemFKplFWrVuXUU0/NKaeckmOOOSYXXHBByuVy/uiP/mjGz6mVlNqgRLO2bdu2Zu9hTnR3d2dgYKDZ26ANufZoBtcdzeLaoxlcdzSLa49mce3Nnd27d+fEE09s9jYOMzQ0lIULF2ZwcDDLly/PTTfdlFNPPbWhX7OzszMHDhxo6Ndohol+xqeddlqSlCa8wzgqDgEAAAAolNe85jV54IEHsn///lx55ZUNDw2ZmOAQAAAAgEK54YYbDlu77LLL8rOf/eyQtVWrVuXcc8+do121H8EhAAAAAIX38Y9/vNlbaDumKgMAAAAAh1FxCLSkav/2ZOOG1HYMprSkK1nRl46e3mZvCwAAAOYNwSHQcqr921Nbtzrp354kqSXJ1i2prlwjPAQAAIAp0qoMtJ6NG8ZCwzEjFYgAAADA1AgOgZZT2zE4rXUAAADgcFqVgZZTWtI13J48wToAAAAz98ADD+TWW2/Nrl27ctJJJ+Wcc87J4sWL637c173uddm2bVv27duXyy67LK961avymc98Jh/96EfT29ubJzzhCTnuuONy7bXX5r777stb3/rW/OIXv0iSvOtd78pznvOcuvfA4QSHQOtZ0Zds3XJou3JP7/A6AAAAM/LAAw/kxhtvzIMPPji29h//8R+5+OKL6w4P165dm1NOOSV79uzJ7/zO7+T888/PBz/4wXz1q1/NSSedlHK5nKc//elJktWrV+cP//APc/bZZ+cXv/hFfv/3fz+bNm2q6+szMcEh0HI6enpTXbnGVGUAAIBZdOuttx4SGibJgw8+mFtvvTUvetGL6nrsv/u7v8tXvvKVJMm2bdvy+c9/Puecc05OOeWUJMny5cuzdevWJMl3vvOd3H333WP33bVr11gFJLNLcAi0pI6e3uTyq5u9DQAAgJaxa9euCdeHhobqetx//ud/zne+85188YtfzIIFC/Lyl788v/7rv54f//jHE96+Wq3mC1/4QhYsWFDX1+XoDEcBAAAA4Kgmq+hbuHBhXY+7c+fOLF68OAsWLMg999yTH/zgB9mzZ09uvfXW7NixIwcOHMjNN988dvtly5blE5/4xNjH//Zv/1bX12dygkMAAAAAjuqcc87JySeffMjaySefnHPOOaeuxz333HNz8ODBXHDBBXnf+96XZz3rWent7c0VV1yR5cuX55WvfGWe/OQnZ9GiRUmSa665JrfffnsuuOCCnHvuufnUpz5V19dnclqVAQAAADiqxYsX5+KLL86tt96aoaGhLFy4cFamKh9//PH59Kc/fdj6WWedlVe96lU5cOBALrvssixbtixJ0tXVleuuu66ur8nUCA4BAAAAmJLFixfXPQhlqtauXZvvfOc72bdvX5YtW5aLLrpoTr4uDxMcAgAAAFA4q1evbvYW2p4zDgEAAADaVK1Wa/YWaLB6fsYqDmlr1f7tycYNqe0YTGlJV7KiLx09vc3eFgAAAMyJjo6OHDhwIJ2dIqJWdODAgXR0zLxu0FVB26r2b09t3eqkf3uSpJYkW7ekunKN8BAAAIC2cMIJJ2Tv3r3Zt29fSqVSs7fTVMcff3z27dvX7G3Mmlqtlo6OjpxwwgkzfgzBIe1r44ax0HDMSAViLr+6OXsCAACAOVQqlbJgwYJmb6MQuru7MzAw0OxtFIozDmlbtR2D01oHAAAAaCeCQ9pWaUnXtNYBAAAA2smctiqXy+Vjkvy/SX5RqVSWl8vlJyT5+yRdSX6Q5NWVSuWhcrl8fJLrkzw7yX1JLqlUKj8deYy3JbksycEkf1qpVL42l8+BFrKiL9m65dB25Z7e4XUAAACANjfXFYdXJvnRuI//W5J1lUrlyUnuz3AgmJG391cqlSclWTdyu5TL5acneWWS30hyUZK/HgkjYdo6enpTWrkmpaXLkjPOTGnpspQMRgEAAABIMocVh+Vy+bFJfifJtUmuKpfLpSTnJfn9kZt8Msn/neRvkqwYeT9JbkjykZHbr0jy95VKZV+Sn5TL5XuSnJ3ke3P0NGgxHT29BqEAAAAATGAuW5U/mOQtSRaNfPyoJDsqlcqBkY9/nuT0kfdPT3JvklQqlQPlcvmBkdufnuTWcY85/j5jyuXyHyX5o5H7p7u7e3afSUF1dna2zXOlWFx7NIPrjmZx7dEMrjuaxbVHs7j2aAbX3eHmJDgsl8vLk/yqUql8v1wunzuyXJrgprWjfO5I9xlTqVQ+luRjo59vl1HaxobTLK49msF1R7O49mgG1x3N4tqjWVx7NEM7XXennXbalG43V2cc/naSl5bL5Z9meBjKeRmuQFxSLpdHw8vHJtk28v7PkzwuSUY+vzjJ4Pj1Ce4DAAAAAMySOQkOK5XK2yqVymMrlcr/keHhJv9YqVT6knwryctHbvaaJBtH3v/CyMcZ+fw/ViqV2sj6K8vl8vEjE5mfnOS2uXgOAAAAANBO5nqq8iP9WYYHpdyT4TMMPz6y/vEkjxpZvyrJW5OkUqn8MEklyV1Jvprk9ZVK5eCc7xoAAAAAWlypVjvsiMBWU9u2rT26mdupF59iacdrr9q/Pdm4IbUdgykt6UpW9A1P6WbOtON1RzG49mgG1x3N4tqjWVx7NEM7XXcjZxxONEvkEHM5VRmgJVT7t6e2bnXSvz3JyISmrVtSXblGeAgAAEDLaHarMsD8s3HDWGg4ZqQCEQAAAFqFikNoY9ptZ6a2Y3Ba6wAAADAfCQ6hTWm3nbnSkq5MdDpsaUnXnO8FAAAAGkWrMrQr7bYzt6IveWS42tM7vA4AAAAtQsUhtCnttjPX0dOb6so12rwBAABoaYJDaFPabevT0dObXH51s7cBAAAADaNVGdqVdlsAAADgCFQcQpvSbgsAAAAcieAQCqw6MqykUcGedlsAAABgMoJDKKhq//bU1q0em3xcS5KtW1JduUZVIAAAANBwzjiEotq4YSw0HDNSgQgAAADQaIJDKKjajsFprQMAAADMJsEhFFRpSde01gEAAABmk+AQimpFX/LIswx7eofXAQAAABrMcBQoqI6e3lRXrmnoVOVGT20GAAAA5i/BIRRYR09vcvnVDXnsav/21N6/KhnsTzIytfnHd6X6pmuFhwAAAIBWZWhXtc+uHwsNxwz2D68DAAAAbU9wCO1q65bprQMAAABtRXAIAAAAABxGcAjt6olnTG8dAAAAaCuCQ2hTpUsuT07pPnTxlO7hdQAAAKDtmaoMbaqjpzfVN78n2bghtR2DKS3pSlb0magMAAAAJFFxCAAAAABMQMUhtKlq//bU1q1O+rcnSWpJsnVLqivXqDoEAAAAVBxC29q4YSw0HNO/fXgdAAAAaHuCQ2hTtR2D01oHAAAA2otWZWhTpSVdw+3JE6xPVXWkQnFwaGeqCxcZrgIAAAAtRHAI7WpFX7J1y6Htyj29w+tTMP6MxP2ji85IBAAAgJahVRnaVEdPb0or16S0dFlyxpkpLV2W0nRCP2ckAgAAQEtTcQhtrKOnN7n86hnd1xmJAAAA0NpUHAIzMtlZiNM5IxEAAAAoLsEhMDMr+obPRBxvGmckAgAAAMWmVRkKbHRqcW3H4HAlX4GmFnf09Ka6ck2ycUM6h3bmgKnKAAAA0FIEh1BQ46cWJ0ktKdzU4tEzEru6uzMwMNDs7QAAAACzSKsyFJWpxQAAAEATCQ6hoEwtBgAAAJpJcAgFZWoxAAAA0EyCQygqU4sBAACAJjIcBQpq/NTiIk5VBgAAAFqb4BAKbHRqMQAAAMBcExxCgVVHpigXteJwdH+DQztTXbiocPsDAAAAZk5wCAVV7d+e2rrVSf/2JEktSbZuSXXlmkKEc+P3t390sUD7AwAAAOpjOAoU1cYNY6HhmJEKv0Io+v4AAACAuggOoaBqOwantT7Xir4/AAAAoD6CQyio0pKuaa3PuRMWTG8dAAAAmFcEh1BUK/qSR54V2NM7vA4AAADQYIajQEF19PSmunJNcacq790zvXUAAABgXhEcQoF19PQml1/d7G1MqLSka3jS8wTrADCfVEeGexXyD3UAAE0kOARmZkVf8uO7ksH+h9e6erRSAzCvVPu3p7ZuddK/PUmG/yi2dUuqK9cIDwGAtic4BGauVjvyx0DhqKyCR9i4YSw0HDPy76SoVf8AAHPFcBRgZjZuSO4fOHTt/oHhdaCQRiuraps3JVvuTG3zptTWrR4OE6FN1XYMTmsdAKCdCA6BGfFCC+ahI1VWQZua7GxeZ/YCAAgOgRnyQgvmH4E/TGBFX/LIdv2eXmf2AgDEGYfATK3oS7ZuObR6yQutluEcvNZkGjocrqOnN9WVa/zOAwCYgOAQmJHxL7Q6h3bmwMJFXmi1CBNGW5hp6DChjp5eg1AAACYgOARmbPSFVld3dwYGBo5+h2lQ8dZEJoy2NtPQAQCAKXLGIVA4Jr82l3PwWphp6AAAwDQIDoHiMfm1qQy+aV1CYQAAYDoEh0DhCDeazITRliUUBgAApsMZh0DhmPzaXCaMtjDT0AEAgGkQHALFMwvhhuEq9TFhdOaKfO0JhQEAgOkQHAKFU2+4Ue3fntr7VyWD/UkyXL3447tSfdO1AhIaanSwz2joXUuSrVtSXbmmMNeeUBgAAJgqwSFQSPWEG7XPrh8LDccM9g+vv+Hts7A7mMSRBvsI6wAAgHnGcBSg9WzdMr11mCUG+wAAAK1EcAgAs8TUYgAAoJVoVQZazxPPSG6/beJ1pqTIAz4KzdRiAACghQgOocCENzNTuuTy1H62Nbl/4OHFU7pTuuTy5m1qHpkPAz6KytRiAACglQgOoaDmQ3gzGmwODu1MdeGiwgQkHT29qb75PcKbmTLgoy6mFgMAAK1CcAhFVfDwZnywuX90sUDBpvBm5gz4AAAAIBEcQmEVPrwpeLBZdEVuQy8t6RqucJ1gHQAAgPYhOISCKnp4U/hgs8AK34ZuwAcAAABJOpq9AWASK/qGw5rxChTeTBZgFiXYLLQjVWsWQEdPb0or16S0dFlyxpkpLV2WUlFCTQAAAOaMikMoqMJPZ1WVNmPzoVrTGZEAAAAIDqHAihzejA82O4d25kCBpioXXdHb0AEAACARHAJ1GA02u7q7MzAw0OztzB+qNQEAAJgHBIcAc6zwbegAAAAQwSFAUxS5DR0AAAASU5UBAAAAgAkIDgEAAACAw2hVhjZW7d/unD0AAABgQoJDKLBGBnvV/u2prVs9Ntm3liRbt6S6co3wEAAAANCqDEU1GuzVNm9KttyZ2uZNqa1bPRwmzoaNG8ZCwzEjQSUAAACA4BCKqsHBXm3H4LTWAQAAgPYiOISCanSwV1rSNa11AAAAoL0IDqGgGh7srehLHnmWYU/v8DoAAADQ9gxHgaJa0Zds3XJou/IsBnsdPb2prlxjqjIAAAAwIcEhFNRcBHsdPb3J5VfP2uMBAAAArUNwCAUm2AMAAACaRXAIzFh1ZMrz4NDOVBcu0uoMAAAALURwCMxItX97autWJ/3bs390ceuWVFeuER4CAABACxAcAjOzccOhg1uS4Y83btBeTUOpdAUAAJgbgkNgRmo7Bqe1DrNBpSsAAMDc6Wj2BoD5qbSka1rrMCuOVOkKAADArBIcAjOzoi95ZIVXT+/wOjSISlcAAIC5o1UZmJGOnt5UV65JNm5I59DOHHDWHHOgtKQrtUnWAQAAmF0qDgGYP1S6AgAAzBkVh8CMGFJBM6h0BQAAmDuCQyiw6sjQh9qOweFWzCIFJEcaUnH51c3ZE22ho6c3ufzqdHV3Z2BgoNnbAQAAaFmCQyio8RV9SYbPdStQRZ8hFQAAANDaBIdQVHNQ0VdDWA17AAAgAElEQVRPRaMhFQAAANDaBIdQUI2u6Ku7onFFX7J1y6HhpiEVAAAA0DJMVYaCmqxyb9Yq+o5U0TgFHT29Ka1ck9LSZTn2Gc9KaemylArSRg0AAADUT8UhFFWDK/pmo6LRkAoAAABoXYJD2lqRpxZ39PSmunJNw/bnjEIAAADgSASHtK2iTy1OHq7oa4iCn1FY5FAXAAAA2oHgkPY1B1OLi6yjpzcHL70i+cSHkt1DyYkLk0uvKEQ4Nx9CXQBahz9WAQBMzHAU2lajpxYXXbV/e3L9h5P7fpXsGRp+e/2Hh9ebrc7BLQAwVaN/rKpt3pRsuTO1zZtSW7e6GP89BABoMsEhbavhU4tnQbV/e6rr1+bg+1elun7t7L6IKXA41+6hLgBzqMD/PQQAaDatyrSveXDGX+39q5LB/iQj7bo/vivVN107K+1TRQ7nDG4BYK4U+b+HAADNJjikbTV6anG9ap9dPxYajhnsH15/w9vrfvxCh3MFD3XbgfO+gHZR6P8eAgA0meCQhhNAzNCP75re+nQVOJwreqjb6gynAdpKgf97CADQbIJDGqrIAUSR95Yk2btneuvTNBvh3GgoPDi0M9WFi2Y13Ovo6W2L6daF1OYTx4H24o9VAACTExzSWEUOIIq8tyQplaa3PgP1hHPjg9f9o4tFCl4LrsiVuM77AtqNP1YBAEzMVGUaqsgBRJH3liQ57vjprc81UyhnbDR0rW3elGy5M7XNm1Jbt3p2p2bX44QF01sHAACgJak4pKGKfOB4kfeWJDn+hGTP0MTrs6Seqrfatp9Na51xil7tCgAAABEc0mhFPnC8yHtLklMeley4b+L1WVD3GY//8fPprTOm8NWu9/VPbx0AAICWJDikoYp84HiR95YkpVMfk9pP7p5wfVbUW/VWPTi99TlW5DMEC1/t+qtt01sHAACgJQkOabgiHzhe5L01uiKy7qq3jmOSanXi9SYr/MTsFX3Jj+9KBsdV8HX1FKfatTTJ8bcdjsUFAABoJ4JDKKhGV0TWXfX2pKcn/+v2idebbT6cIVirHfnjZjppUbJvz+HrCxfN/V6YdUWuxgUAAIpF+QgUWEdPbzouvzrHvOnadFx+9ey+uF/RN1zBON40KhpLl74+WfyIkHFx1/B6kxX+DMGNG5L7Bw5du3+gOBOpX3vl4ZWjHccMrzOvFX6iNwAAUCiCQ2hTHT29Ka1ck9LSZckZZ6a0dFlK02jl7ejpTenP3pvS0mU59hnPGr7/n723EJVLk1VNFuUMwaIHm8c89cxk5ZrkUacmCxYOv125Znid+e1I1bgAAACPoFUZ2li9ZzyO3r+ruzsDAwNHv8NcKfjE7MIPR8lIePje9c3eBrOs6KE1AABQLCoOgZbT0dObXHrFoRVzl15RiGrIJHW3icNMFb0aFwAAKBbBIdByqv3bk+s/nNz3q2TP0PDb6z9cmHPc6m0ThxkTWgMAANOgVRnaWMtOV50HU5XrbROHmejo6c3BS69IPvGhZPdQcuLCYlXjAgAAhTInwWG5XD4hybeTHD/yNW+oVCrvLJfLT0jy90m6kvwgyasrlcpD5XL5+CTXJ3l2kvuSXFKpVH468lhvS3JZkoNJ/rRSqXxtLp4DtJrR6aqjAVstSbZuSbUFKt/mwzluLRvaUmiHVOMmwxW513+4Jf7dAwAAs2+uWpX3JTmvUqmcleSZSS4ql8vnJPlvSdZVKpUnJ7k/w4FgRt7eX6lUnpRk3cjtUi6Xn57klUl+I8lFSf66XC4fM0fPAVpLC09XLfo5bqOhbW3zpmTLnalt3pTautWFaaVOhvdYXb82B9+/KtX1awu1N+rQwv/uAQCA2TcnwWGlUqlVKpVdIx8eO/K/WpLzktwwsv7JJL878v6KkY8z8vnzy+VyaWT97yuVyr5KpfKTJPckOXsOngK0nPlQlTdjRT/HreDhzXwINpmZlv53DwAAzLo5G45SLpePKZfL/5rkV0m+keTfk+yoVCoHRm7y8ySnj7x/epJ7k2Tk8w8kedT49QnuA0xD0avy6lH04SOFD28KHmwyc6387x4AAJh9czYcpVKpHEzyzHK5vCTJjUmeNsHNaiNvS5N8brL1Q5TL5T9K8kcjXzfd3d0z2vN809nZ2TbPlfodeO0V2fHTe3Lwl78YWzvm0adnyWuvSOc0r6NCXnvd3cnT/qLZu5jQA49+TPZuufOw9RMe/ZgsLsD3cXBoZ/ZPsN45tDNdBdjfqEJedwU3m//u25lrj2Zw3dEsrj2axbVHM7juDjfnU5UrlcqOcrn8T0nOSbKkXC53jlQVPjbJtpGb/TzJ45L8vFwudyZZnGRw3Pqo8fcZ/zU+luRjIx/WBgYGGvFUCqe7uzvt8lyZBZ3HpXrlO1MaN6CjuqIvOzqPS6Z5Hbn2pqd60cuTH91xaFVfT2/2XfTyQnwfqwsXTbh+YOGiQuxvlOtuBmbx3307c+3RDK47msW1R7O49miGdrruTjvttCndbq6mKvck2T8SGi5IckGGB558K8nLMzxZ+TVJNo7c5QsjH39v5PP/WKlUauVy+QtJ/me5XP5AktOSPDnJbXPxHKAVdfT0Jpdf3exttJ2Ont5UV64p7lTlFX3J1i2HBZuFOSOSuvh3DwAATNVcVRw+JsknRyYgdySpVCqVL5XL5buS/H25XH53kv8vycdHbv/xJJ8ql8v3ZLjS8JUZvtMPy+VyJcldSQ4kef1ICzTAvFLk8KbwwSYAAABzolSrHXZEYKupbdt2WDdzS2qnklqKxbVHM7juaBbXHs3guqNZXHs0i2uPZmin626kVXmiWSKHmPMzDqFIqiOTYlVVtR4/WwAAAKiP4JC2Ve3fntq61WPnuNWSZOuWVFeuETDNc/PhZyvYBAAAoOgEh7SvjRsOHf6QDH+8cUNhz55jigr+sxVsAgAAMB8IDmlbtR2D01pn/ij8z1awCVAo/lgCADCxjmZvAJqltKRrWuvMH0X/2c7rYBOgxYz+saS2eVOy5c7UNm9Kbd3q4TARAKDNCQ5pXyv6kkdWE/T0Dq8XRLV/e6rr1+bg+1elun6tFzFTVfCfrWAToED8sQQAYFJalWlbHT29qa5cU9jWJO2iM1f0n21W9CU/visZ7H94raunUMFmbZJ1gFbjjyUAAJMTHNLWOnp6C3Gm3IQKfg5e0RX6Z5sktdqRP26mFX3J1i2HXn8FqtgEmE3+WAIAMDnBIYXXrgeWq4BoYRs3JPcPHLp2/0BhQuHCV2wCzCZ/LAEAmJTgkEJr53ZdFRCtaz6EwoWv2ASYJf5YAgAwOcNRKLZ2PrB8Rd/wuXfjFegcPGau6MNREoN5AAAAUHFIwc2HyqyGKvI5eMxY7XkvTP7lu0n14MOLHccMrxdAO1f6Au3H7zwAgMmpOKTQ5kNlVsMc6Ry8NtDKFW+l73790NAwSaoHh9eLoJ0rfYH243ceAMCkVBxSbG18YHk7V1u2evVH0X+2Rd8fwGzyOw8AYHIqDim0jp7elFauSWnpsuSMM1NauiylFgmPjqbtqy1buPqj6D/bou8PYDb5nQcAMDkVhxRe2053VW055fV5p+g/26LvD2A2+Z0HADApwSEUVEdPb6or1yQbN6S2Y3C48mFFX9tUW040BqZVqj+K/rMt+v4AZpPfeQAAkxMcQoGptlT90Sxte+0BbcnvPACAiQkOocCqI+f6tVsFRKtXf7T68BcAAABag+AQCqravz21v/zz5P6BJCPh0t0/TPXN72mLcKmlqz+ONPylVZ8zAAAA847gEAqq9tn1Y6HhmPsHhtff8PbmbOoRRisiB4d2prpwUUtVBTZSyw9/AQAAoCUIDqGotm6Z3voM1NMKPb7ddv+4vWm3PbpWH/4CAABAa+ho9gaA5hgN/mqbNyVb7kxt86bU1q0eDhOn4kjtthzZir7hYS/jGf4CAABAwQgOoaieeMb01qerzuBPu+3MdfT0prRyTUpLlyVnnJnS0mUpqdQEAACgYLQqQ0GVLrk8tXt/kgz2P7zY1ZPSJZfPyuPXG/xpt61PSw9/AQAAoCWoOISC6ujpTf7gjcmjTk0WLBx++wdvnLWqtMkCvikHfyv6kq6eQ9e6erTbAgAAQIsQHEJBVfu3J9d/OLnvV8meoeG313946mcQHs1snLNXqx35YyZV7d+e6vq1Ofj+VamuXzt7P1cAAACYJVqVaWv1TBVuuCOdQTgLLa4dPb2prlwz8+e/cUNy/8Cha/cPzNr+Wtn4idRJhlu+TaQGAACgYASHtK2ihzdzMXyknnP2DEepQ4NDYQAAAJgNWpVpX3VOFW60us8gbLCi76/IhK4AAADMByoOaVuFD29W9CVbtxwabk73DMIGqj3vhcm/fDepHnx4seOY4fUCKHIbuonUAAAAzAeCQ9rXCQumtz7H6j6DsMFK3/16auNDwySpHkzpu19PnnpmczY1uo2Ct6EXPRQGAACARHAIhVbPGYSNVuiKzYKfIVj0UBgAAAASwSHt7MEHJl7fOcn6BIrcDttoRW63LXSoOaLIoTAAAAAkgkPa2YP3T7z+wCTrj1D4dthGK3C7bZFDTQAAAJgvTFWmfZ28ZHrrj1TwqcyN1tHTm9LKNSktXZZjn/GslJYuS6kooemKvuEQc7yChJoAAAAwX6g4pG2VTn1Maj+5e8L1qZgP7bCNNtpu29XdnYGBgWZvZ4wzBAEAAKB+gkPaV52tttphi80Zgq1r9GzRwaGdqS5cJBQGAABoEMEhbaujpzcHL70i+cSHkt1DyYkLk0uvmHoAUeAz/qBVjT9bdP/oYjudLToL2nmoEwAAMD3OOKRtVfu3J9d/OLnvV8meoeG31394eH0Kxp/xlzPOLNYZf9Cq2vxs0XqNBq+1zZuSLXemtnlTautWT/n3HgAA0F5UHNK+jhRATLHFVTsszC1ni9ZpFn7vAQAA7UNwSNsSQGhZZP5xtmh9/N4DAACmQ3BI22r3AGL8WXFJhr8Xzoqj6JwtWpd2/70HAABMjzMOaV8r+oYDh/HaKYBwVhzz0PizRY99xrOcLTpd7f57DwAAmBYVh7Stjp7eVFeuadtWXS2LHEmR29hHzxbt6u7OwMBAs7czr7T77z0AAGB6BIe0tXYebqJlsbmKHMxpY29t7fx7DwAAmB6tytCutCw2zWgwV9u8KdlyZ2qbN6W2bvVwmFgE2tgBAACIikNaQJErt+rVyOemZbGJjhTMFaASTBs7AAAAieCQea6VWyrn4rm1cstikQPlogdz2tgBAABItCoz37VyS2UrP7cGK3or8GQBXGGCOW3sAAAARMUh81y9lVuq0lpUwVuBs6Iv2brl0D0WKJjTxg4AAEAiOGSeq6elsuhtztpFZ67ooet8COZauY0dAACAqREcMr/VU7mlKq1lzYfQVTAHAABA0QkOmdfqqdxSldbChK4AAHUZPdJncGhnqgsX+f+hAG1KcMi8N+PKrRMWTG+9CVSlzYzQFQBg5sYf6bN/dLFAR/oAMHcEh0BLEroCAMxQ0Y/0AWDOdDR7A9A0e/dMbx0AANpA0Y/0AWDuCA5pX/OgVRkAAObaZAPlijRoDoC5MaVW5XK5fGyStye5NMljkmxL8qkk11YqlYcatz0AAADmlEFzAIyY6hmH70tydpI/TvK/kzw+yTuSnJxkZWO2Bg02D1qVR6fZGfABAMBcGT9ornNoZw6YqgzQtqYaHL4iyVmVSuW+kY+3lMvlHyS5PYJD5qnSkq7UJlkvgvHT7JIM79U0OwAA5sDooLmu7u4MDAw0ezsANMlUzzgsTXMdim9F33DLxXhFasE40jQ7AAAAgAabasXh55J8sVwuvyvJzzLcqvz2JJVGbQwabXwLRhFbgU2zAwAAAJppqsHhWzIcFH40yWkZHo7ymSTvbtC+YMrqOQdwtAWjiIreSp08/L0fHNqZqrNvAAAAoKVMKTgcmZy8euR/UBgtfQ7gHEyzqyd0Hf+93z+62CrfewAAAGDy4LBcLp83lQeoVCr/OHvbgWk60jmABa0knKqOnt4cvPSK5BMfSnYPJScuTC69YtZCubpD1xb+3gMAAABHrjj8+CM+Pj3D2cJ9SR6V4cEoP0/yxMZsDY6ulc8BrPZvT67/cHLfr4YX9gwl13949ir66gz+Wvl7PxfqqfYEAACAuTBpcFipVJ4w+n65XP7zDIeF76hUKrvL5fKJSdZkOESEppkP5wDOWIMr+mq/+o9prT9SS3/vG2w+tNgLNgEAAOiY4u1WJnlrpVLZnSQjb9+W5KpGbQymZEXf8Ll/483yOYDN0vCKvgd3TG/9kVr4e99wRwqFC2A02Kxt3pRsuTO1zZtSW7d6OEwEAACgbUx1qvJQkrOT/D/j1p6TZPes7wimoaOnN9WVa1qyMqrhFX0LFk5v/RHGf+87h3bmgKnKU1b4Nm/nVwIAAJCpB4fvSPLVcrn8xST3JnlckuVJXt+ojcFUdfT0tmaY0eipynuGprfOrCl6m3fhg00AAADmxJRalSuVyqeSLE3yoyQnJ/lfSc4ZWQcaoKOnN6WVa1Jauiw548yUli5LaTbPwDv5lInXF0+y/gjj21n3/9sPtLNOR8HbvCcLMIsSbAIAADA3plpxmEqlcleSuxq4F+ARGllNWTq1N7WfbDl8farBpHbWGSt8i32jq11pKoNvZm70ezc4tDNVxzMAANAGphwclsvllyZZlqQ7SWl0vVKpXNqAfQGNVmc4pJ21PkVusS98sMmMzYeJ3kU1/nu3f3TR9w4AgBY3peCwXC6/M8mfJPn7JK9I8rdJfj/JZxu3NaCR6g2Hin5OH/UpcrBJHVQKz5zvXUtTiQsAMLGpVhy+LsmFlUrl38rl8h9UKpWV5XL5M0ne3sC9AQ1WVziknbUuXqTSDCqFZ873rnWpxAUAmNyUhqMkWVKpVP5t5P2HyuXysZVK5bYMty4DbWj88JZjn/Gs2R/e0sLGD5bJljsNlmHOGHwzc753LexI1aQAAG1uqsHhv5fL5d8Yef/fkvxf5XL51Unub8y2gPmgo6c3HZdfna5rPpKOy68WGk6VF6k0S8Enehea713LUk0KADC5qbYqvz3Jo0bef2uS/5nkpCSvb8SmAFqZF6k0i8E3Mzf+e9c5tDMHTFVuGc7sBQCY3JSCw0qlcvO4929L8qSG7QigxXmRWp/R8yEHh3amKryZNoNvZm70e9fV3Z2BgYFmb4fZ4sxeAIBJTXWq8qVJ/rVSqdwxbu2sJL9ZqVQ+1ajNAbQkL1JnbPwQg/2ji4YYAHVQiQsAMLmptipfk+SZj1i7N8kXkggOAabBi9Q6HOl8yIJU0ZmYDfOPSlwAgIlNNTg8OcmDj1h7IMmS2d0OQHvwInVmin4+5PiKyCTDLekqIgEAgHlqqlOV70rye49YuzjJj2Z3OwAwucnOgSzM+ZAmZgMAAC1kqhWHf5bk5nK5fEmSf8/wcJTzk7ykURsDoHkK225b8PMhi14RCQAAMB1Tnar83XK5/BtJ+pI8LsltSa6sVCr3NnJzkBQ4wJgD7fzcaZ4it9uOPx+yc2hnDhRsqrKJ2QAAQCs5anBYLpePSfLNJC+qVCrvbfyW4GFFDjAarZ2fO01W8AEko+dDdnV3Z2BgoNnbOVTBKyIBAACm46hnHFYqlYNJnjCV28Ksa+fzwtr5udNU2m1nrqOnN6WVa1Jauiw548yUli5LSdgPAADMU1M94/BdSf6mXC6/M8nPk4c7sSqVSrURG4OkvQOMdn7uNJd22/qYmN26Ro+PGBzamWrB2uQBAKARphocrh95++pxa6UMB4jHzOqOYJx2DjDmw3P3IrpFabeFw4w/PmL/6KLjIwAAaHFTDQ6f0NBdwGQaHGAUevhIwcMbL6Jb1/gBJIX8twHNUPCzPwEAoBGmOlX5fydJuVzuSPLoSqXyHw3dFYxoZIBR7d+e2vtXJYP9SUb67398V6pvurYQAUnhwxsvoluadls4lOMjAABoR1MKDsvl8pIkf53k5Un2J1lYLpdfmuTsSqXy9gbuDxoWYNQ+u34sNBwz2D+8/oZiXNZFDm+8iAbayXw4PgIAAGbbVCclX5fkgSSPT/LQyNr3klzSiE3BnNi6ZXrrHGKyF8teRAMtaUXf8HER4xXo+AgAAGiEqQaH5yf505EW5VqSVCqV/iSnNmpjQMF5EQ20kY6e3pRWrklp6bIc+4xnpbR0WUrOdAUAoMVNdTjKA0m6k4ydbVgul39t/Mcw7zzxjOT22yZe56jGn8HYObQzB0xVnpZCD+YBJjR6fERXd3cGBgaavR0AAGi4qQaH65N8vlwur0rSUS6Xn5vkPRluYYZ5qXTJ5an9bGty/7gXf6d0p3TJ5c3b1DzjRfTMjJ9InYyUcZtIDQAAQMFMtVX5vyWpJPlokmOT/F2SjUk+1KB9QcN19PSm9Ob3pLR0WXLGmcNtZ29+j+CGxjvSRGoAAAAoiClVHFYqlVqSD478D1pGkacW07pMpAYAAGA+OGJwWC6Xn3+0B6hUKt+eve0AzI4inyFYWtI13J48wToAAAAUxdEqDv8pya+SPJSkNMHna0l+bZb3BFCXwp8huKIv2brl0HZlE6kBAAAomKMFh19IsjTJF5NcX6lUNjd+S8Cog5s3Jdd/JNm/Pzn22OTSN+SYpcuava3iO9IZggVoTR8/kbqIFZEAAACQHCU4rFQqv1sul7uS/J9J/qpcLi9O8qkMh4j3zsUGoZGK3M56cPOmZP3ahxce2pesX5uDifDwKGq/+o9prTeD8zUBAAAouqNOVa5UKoOVSuWjlUplaZKXJulNsrVcLv9Ww3cHDTTazlrbvCnZcmdqmzeltm71cJhYBNd/ZHrrPOzBHdNbBwAAAA4zpanK5XK5lOSFSV6T5Lwkn06ytYH7gsYreDtr9u+f3joPO/mU5L5fHb6++JS53wsAAADMU0ebqnxmkkuTXJLkriTXJ7msUqnsmYO9QUPVdgxOa33OHXvscHvyROsFMdrqPTi0M9WFiwrT6l06tTe1n2w5fL0AewMAAID54mgVh7cn2ZLkY0m2JTkhyf9ZLpfHblCpVP6uYbuDBiot6RqetjvBeiFc+oZDzzgcv14A4ycXj9VAFmVysanFAAAAULejBYffTlJLcv4kn68lERwyPxU8XDpm6bIcTIo7VbnArd6mFgMAAED9jjZV+dw52gfMufkQLh2zdFlSlKDwEYre6m1qMQAAANRnSsNRoFUJl2au8K3eAAAAQF06mr0BYJ5a0Tfc2j1egVq9AQAAgPqoOKStjU4FLmqrcpH3N77Vu3NoZw4UaKoyAAAAUD/BIW1r/FTgZHjST2GmAqf4+0sebvXu6u7OwMBAs7cDAAAAzKIpB4flcvlpSV6epLdSqby+XC4/NclxlUrljobtDhqpwFOBkxR/f9SlyNWkAAAAkEzxjMNyufyKJJuSnJ7k1SPLJyX5QIP2BQ1X9KnARd8fMzdaTVrbvCnZcmdqmzeltm71cJgIAAAABTHVisM1SV5YqVT+tVwuXzKydnuSsxqzLZi6mVZuFX0qcNH3Rx1Uk7Y01aQAAECrmGpweGqGg8IkY1lGbdz70BR1nQO4oi/ZuuXQAKdAU4Frz3th8i/fTaoHH17sOGZ4nXlNNWnrmg9nkwIAAEzVlFqVk3w/D7coj3plkttmdzswTUeq3DqKjp7elFauSWnpsuSMM1NauiylAr24L33364eGhklSPTi8zrw2WdWoatIWUMfvJAAAgKKZasXhnyb5erlcvizJwnK5/LUkT0mi9Immqrdya3QqcBGpSmthBa92Zeb8uwUAAFrJlILDSqXyv0amKC9P8qUk9yb5UqVS2dXIzcHRtPI5gK383NpdR09vqivXOAevBfl3CwAAtJKpVhymUqnsTlJp4F5g+lq5cmtFX/Lju5LB/ofXunpa47lR6GpX6tDKv5MAAIC2M2lwWC6Xv5MpDD+pVCrPn9UdwTS0fOVWrXbkj5tsdHrs4NDOVBcuaq3vPcxAy/9OAgAA2sqRKg7Xj3v/15O8Lsknk/zvJL+W5DVJ/q5xW4OpadnKrY0b/n/27j8+jvq+9/17dmVbtvxLYmVkAykQEhNSn5OT0Jqk9Lq9eUCT9pyqaZvx6fHBhcY3t/fWQFygzY2BpE7h0Bs7LiHnnkdzFUrg0NTTFur08chp4EFSp26KQ5obYiAWUMMBGwtLlmzLsmxLO3P/mF1pdzW7M6PZ2Z3ZfT0fDx5Gn93Z/a60/qG3Pt/vRxobKa+Njbj1BLze0umxU8Ui02OB1v0zCQAAAEDbqRocWpb1teL/m6b5rKRfsizrxZLaX8gNDj8b6woBH8Wut1br7kn8kIVa02MJTQAAAAAASL2gZxy+R9K/VtRek3R1fZcDhFPa9SYV9ta3SNdb0ocsJD7YBAAAAAAAkQQNDvdJesQ0zXskHZF0maTPSfrHmNYFBNPCXW/O9TdKz+2X7PxsMZN16wmQ9GATAAAAAABEkwl4v5sLv74o6Yykg5IMSbfEsCYgsFbuejP2P1UeGkqSnXfrSdC/yZ0WW4rpsQAAAAAAtIxAHYeWZY1K+o+maWYk9UoatizLDvokpmleJulRSX2SbElfsSzrQdM0eyTtkXS5pNclmZZljZmmaUh6UNIvSzor6WbLsn5YeKzflnR34aH/uPQsRrSfVu56S3ooWjo9tmNiXNNMVQYAAAAAoKUE7TiUJFmWZVuW9XaY0LBgWtIdlmW9R9J1kn7PNM1rJH1a0jOWZb1L0jOFjyXpo5LeVfjvk5L+myQVgsbPSlov6WclfdY0ze6Qa0EraeGut2rhZ5JC0UxvnzJb7lDP57+szJY7CA0BAAAAAGghQc84jMSyrGOSjhX+f9w0zZ9IukRSv6RfKNzta5L+QdIfFuqPWpblSHrWNM2VpmmuLtz36UIHpEzTfFrSRyR9vRGvA8lT2vU2n6nKiZ7I3L9JOjxYfoZji4SiAAAAAFapiRUAACAASURBVAAg+RoSHJYyTfNySf9O0gFJFxdCRVmWdcw0zVWFu10i6c2Sy44UatXqaGOZ3r55DUJJ+kTmqKEoAAAAAABAFL7BoWmaWUm/Lelxy7LOR3ky0zSXSvobSZ+yLOu0aZrV7mp41Jwa9crn+aTcLc6yLEu5XG5+C06Zjo6Otnmt9XDqsS/rnMdE5kV//9dase1zTVnTHLmc9J7/0uxV+OK9h2bgfYdm4b2HZuB9h2bhvYdm4b2HZuB9N5dvcGhZVt40zS9alvVwlCcyTXOB3NDwccuyniiU3zZNc3Wh23C1pOOF+hFJl5Vcfqmktwr1X6io/4PHmr8i6SuFD52RkZEoS0+NXC6ndnmt9ZB/+5hn/dzbxzTF5zEU3ntoBt53aBbee2gG3ndoFt57aBbee2iGdnrfrVmzJtD9gg5H+TvTNP/DfBdTmJL8VUk/sSzriyU3fUNuN6MKv+4tqW82TdMwTfM6SacKW5q/JelG0zS7C0NRbizUgPAMrwbWGnXMYQ8PyR7YpdF7tsoe2OWeGQkAAAAAAFpC0DMOOyX9tWma/yz3jMGZ7cGWZW0OcP3PSbpJ0kHTNH9UqH1G0gOSLNM0PyHpDUkfL9z2TUm/LOlVSWcl3VJ4rlHTND8v6bnC/XYUB6UAob31Rrg6ytjDQ3J2bpdGhzVVLL7ykuw77+McRgAAAAAAWkDQ4PCFwn/zYlnWfnmfTyhJH/a4vyPp96o81sOSIm2bBiRJZ8bD1VHG2TMgjQ6XF0eH3frWu5uzKAAAAAAAUDeBgkPLsv4o7oUADZfJSHbeuw5/hwfD1QEAAAAAQKoE7TiUaZq/KHe78SWSjkr675ZlfTuuhQGxu+o90qEfe9cBAAAAAADaXKDWKtM0t0jaI2lI0hOSjkn6C9M0/7cY1wbEyti8VVq+sry4fKVbbxPF4Sb5ndvDDze5cm24OgAAAAAASJWgHYd/IOkGy7KeLxZM09wj6W8k/b9xLAyIW6a3T/an/29p7+NyTo7KWNkj9W8KNdjDHh6KdH0z2cNDcnbfKxXCQkeSDg/K3rYj0GswNm6R88ZhaaxkVH13TsbGLfEsGAAAAAAANFTQ4PAiSS9V1AYl9dR3OUBjZXr7pC13zOvaqMFb0+19fGbtMwpBaJDPSaa3T/nf2SY98qA0eVZavES6+fZ0vHYAAAAAAOAr6BSI/ZK+aJrmEkkyTbNL0hckfS+uhQGJVyt4q5NIW4l9OCdHQ9W91qZHH5JOHJfOnnF/ffShuq4RAAAAAAA0T9COw9+V9JeSTpmmOSq30/B7kn4rroUBSRc1ePMTd0ejsbLHfUyPeiAROxbbXZq3uQMAAAAA2kOg4NCyrGOSNpimeZmk1ZLesizrSKwrAxIucvDmJ+5grn+TdHiw/Dl6+9x6AHEHp60s9dvcAQAAAABtoWpwaJqm1zbmo4X/Zm63LMuOZ2lAwkUM3vzEHcxlevtkb9sx76632IPTVka3JgAAAAAgBWp1HE5LnrlAkVG4PVvXFQENFGW7aNTgzU8jgrkow2HiDk5bGd2aAAAAAIA0qBUcXtGwVQBNUI/topGCNz8JD+ZKg9OOiXFNdy3jnL6A6NZsbZxfCQAAAKBVVA0OLcv6n41cCFCN3zfh8/4mPeHbRePuaKyHYnDak8tpZGSk2ctJj4SHwpg/zq8EAAAA0EqCTlWWaZq/KmmDpJzcbcqSJMuyNsewLkCS/zfhUb5Jr8d20bg7i2LtaETTpCEUTrLi77vRiXHZSet0TfgPJAAAAAAgjEDBoWman5X0u5L+UtLHJf2ZpP8kaU98SwPk/014lG/SOxeHq1egswhREArPT+nvu6liMUG/7zi/EgAAAEAr8Zqc7OV3JN1gWdY2SRcKv/4HSZfHtTBA8v8mPNI36efPhatXqhVaAohHwn/fVTunkvMrAQAAAKRR0K3KKy3LeqHw/xdM01xgWdb3TdPcENfCAMl/iESkIRNHqxzjWa1eoRGdRUkfspDoLaNoSYnv6OP8SgAAAAAtJGjH4b+apvnewv+/IOn/ME3zJklj8SwLcDnX3yhlsuXFTNatS+4345VBVdBv0m07XL1C3J1FxS2ZzoF90uBBOQf2ydl9rxvWJUDp+qZe+GHi1ofWlPSOvkxvn7T5VumiVdLiLvfXzbcSqAMAAABIpaDB4d2SLir8/6cl3SbpC5J+P45FAUXG/qckO19etPNuXe436ca2HTLWb5DWrpOxfoOMoGedLVgYrl4pSmgZRMK3ZCZ+fWhNcf++i8geHpIefUg6cVyanHB/ffQhAnUAAAAAqVRzq7JpmhnLsmzLsr5ZrFmW9X1JV8W+MkDBtiXOe8hE90XSyRPe9QDinoyb9C2ZSV8fWlPp77uOiXFNJ22LPFOVAQAAALQQvzMOj5qm+ZikR0vOOAQaJtIZhn6PvWq1nNde9qwHFedk3Dhfez0kfX1oXcXfdz25nEZGRpq9nDIE6gAAAABaid9W5d+VdIWk50zT/KFpmrebptnbgHUBrji3JSZ8yyPrA9In6WcwAgAAAEAYhuN49QyVM01zpaSNkm6SdK2kpyR9TdI3LMuainWF0TlvvfVWs9fQELkEdt/UQ5yThdMytTip68sfOig98qA0eVZavES6+XZlr17X7GWhTSTxz7zi0KDKqcqBz15FKiTxvYfWx/sOzcJ7D83Cew/N0E7vuzVr1kiS4Xc/v63KkiTLsk5K+jNJf2aa5hVyA8TdhVpu/ssE/MW5HTjpkvzay4ZASNLZM+4QCAKSQJIeCmN+4j77FAAAAAAaKVBwWGSa5iJJPyNpvaSLJX0vjkUBjVDZGeRI0uFBgq+gGAIxb7z3WluSA38AAAAACMPvjENJkmma15um+RVJb0v6Y0nPSnq3ZVm/GOfigFjVCr7giyEQEfDeAwAAAACkQM2OQ9M0Pyd3W3KPpL+S9CuWZf1TA9YFxI7gKxqmKs8f7z00E9vkAQAAAATlt1X5OknbJf2tZVnnGrAeoHE6F4ero1z/Junw4JwhEExV9kfoimZhmzwAAACAMGoGh5ZlfaRRCwHmi+6Z5igdAtExMa7prmWJ+twn+n1B6Ipm4WxSAAAAACGEGo4CJE2k7plzk+HqmKM4BKInYSPrk95VxeRdNAvb5AEAAACEQXCIdIvQPcN20RaWgq4qJu+iGfhzDwAAAEAYgaYqA0kVqXumf5O7PbQU20VbAl1VQBX9m6Se3vJaTy9/7gEAAADwRMchUi1K9wzbRVtXGrqqEn0GI1qb49T+GAAAAAAK6DhEutE1CC8Jf1/Yw0Nydm6Xc2CfNHhQzoF9cnZud8NEIE57H5fGKs4jHRtx6wAAAABQgY5DpFqUrsGkD9BohFbtekt6N6mzZ0AaHS4vjg679a13N2dRaAts4wcAAAAQBsEhUm/eQyZSMEAjTq0enCZ6+MjhwXB1oE7SsI0fAAAAQHIQHKJt1aPzJtUdey0enKb6awPEpX+TG1CX/t5P0DZ+AAAAAMlCcIi2FbXzJu0de628ZTHxX5sr10rPf9+7DsQo6dv4AQAAACQLw1HQvqIO0KjVsZcC1QLSltiymPCvjbFxi9SdKy9259w6ELNMb58yW+5Q9s77lNlyB6EhAAAAgKroOETqzXdLatTOm9R37LXwlsWkf20yvX2y77qfri8AAAAAQKIRHCLVom5JjTJAI+1DBlp5y2IavjaJHt4CAAAAAIAIDpF2zRzw0YCOvaQP+Ciub3RiXHbXsrquL9Jrb+FuSgAAAAAAGoXgEKnWzC2pcXfsxT3gI+rjl14/VSzWaX316CRt1W5KAPCS9B80AQAAIJ0IDpFqzd6SGut207i7KaM+fpzrq8NjsxUYQLtI/CR5AAAApBZTlZFuEScj28NDsgd2Kb9zu+yBXW7HRkI4x4+Fqod+/IjdmnF2eyZ9uAkAJErCJ8kDAAAgveg4RKpF2ZJqDw/J2bldGh2WVOjQeOUl2Xfel4wOjZG3w9VDitqtGWe3Z7M7SQEgTfhhCwAAAOJCcIjUm++WVGfPwExoOGN02K1vvbtOq4tg4ky4elhRB4jEOYCE4SYAEBg/bAEAAEBcCA7Rvg4Phqs3mp0PVw8p6gCR0us7JsY1XcepyvUYbsKgAABtgx+2AAAAICYEh0BSZTuk/LR3vU6iDhApXt+Ty2lkZKRu6yp97PlgUACAdsIkeQAAAMSF4BDt68q10vPf964nwbuukQ792LuO2uKeSA0ACcMkeQAAAMSBqcpoW8bGLVJ3rrzYnXPrCWBs3iot7y4vLu9266iJQQEAAAAAAERHxyHaVqa3T/Zd9yd2a1emt0/2p/8ksetLMgYFAAAAAAAQHcEh2lrSt3YlfX2JxaAAAAAAAAAiIzgE0HIYFAAAAAAAQHQEhwBaEt2aAAAAAABEw3AUAAAAAAAAAHPQcQi0MXt4iO28SJ3i+3Z0Ylx21zLetwAAAAAQE4JDoE3Zw0Nydt87M0DEkaTDg7K37SCEQWLZw0Nydm6XRoc1VSy+8pLsO+/jfQsAAAAAdcZWZaBd7X28fOqw5H689/HmrAcIwNkzII0OlxdHh906AAAAAKCu6DhEW2vnrbrOydFQdSARDg+GqwMAAAAA5o3gEJGlNXyzh4fkfOEz0tiIpMJW3ZdflH3X/alYf1TGyh73NXvUAQAAAAAA2KqMSIrn5DkH9kmDB+Uc2Cdn971umJhwzp6BmdBwxthI+2x57N8kVQakvX1uHUiqK9eGqwMAAAAA5o3gENGk+Zy8Nt/ymOntk7Fth4z1G6S162Ss3yCDwShIOGPjFqk7V17szrl1AAAAAEBdsVUZkXBOXrplevukLXc0exlAYJnePtl33S/tfVwdE+Oa7lqWmuMRAAAAACBtCA4RTeficPUkueRy6dDz3nUAiVUMvHtyOY2MjPhfAAAAAACYF7Yqo30tWhSuDgAAAAAA0EboOEQ05ybD1ZMkzWuHr7RO+wYAAAAAICkIDhGJsbJHTpV60qV57aitOO27OLjHkaTDg7IZ/gIAAAAAQGBsVUY0/ZukyiCmt8+tJ5xz/Y1SJltezGTdeouyh4dkD+xSfud22QO73K68VpTmad8AAAAAACQEHYeIJNPbJ3vbjqZuCZ3vllRj/1Ny7HzFg+Vl7H9KunpdTKttnnbqwmPaNwAAAAAA0REcIrLihNNq4jxrLkoY1nbhUq0uvBpfvzRiGzoAAEA0xX/Dj06My+5axnnRANCmCA4RqyDBXqRgMUIY1m7hUlsFpf2bpJdflMZGZmvduVRsoQcAAGi20n/DTxWLLbpTBQBQG2ccIl4+Z83Zw0NyvvAZOQf2SYMH5RzYJ+cLnwl89l6kMCzF5zPOR7VAtFWDUhlG7Y8BAADgjfOiAQAFBIeIlV+w5+wZKO8Kk6SxEbceQJQwLNPbJ2PbDhnrN0hr18lYv0FGK/8UtZ2C0r2PS6PD5bXRYf6xCwAAEEBb7VQBANTEVmXEync78OFB7wur1SuxJTWwJAyyaRT+sQsAADB/7XakDwCgOoJDxMq5/kbpuf1S6fTiTNatS1I+731htboX2679cbXLhofk7Nw+05nmSNIrL8m+876WDNMk/0E2rYJ/7AIAAETQv8n9QX7pduVW3akCAKiJrcqIlbH/qfLQUJLsvFuXpIWLvC+sVq/g7BmQTlV0kZ0aDbTV2dkz4LmdNeg2aSRYCrZl28NDsgd2Kb9zu+yBXYHP9QQAAIhb6ZE+C376/a1/pA8AoCo6DhEr3y2j3Tnp5Im5d+jJBXuCKFudo26TRmIlfVt2kGnjzRZp2jkAAEi94k6VnlxOIyMj/hcAAFoSwSFi5bdl1FjVJ+e1uUGdQUCBiBK9LbvWpMIErDkNwSYAAAAAIH5sVUa8/LaMRt1SeuXacPV6XdsgbGdtTYkf3lIr2AQAAACAFlP83nv0nq18712BjkPEym/LaNQtpcbGLXLeODxnqrKxcUus1zYCXV/RJHmrbdKHtyQ+2AQAAACAOin93nuqWOR77xkEh4id35bRKFtKM719su+6f14BUZRrG6IB21mTHK5FkfjQNeGTCpMebAIAAABA3ST8KKlmIzhE6kUNHpP6B0HcXV+JD9eiSPgf/Ekf3pL0YBMAAAAA6oUdV7URHKKtJbnjLvaur4SHa1Gk4Q/+JIfWiQ82gSYp/p0xOjEuu2sZvy8AAABaADuuaiM4RNuyh4fkfOEzM2ccOpL08ouy77o/Gd8Ixtz1lYZwbb74gz+6JAebQDNw9g0AAECLYsdVTUxVRtty9gyUD0aRpLERt54Amd4+Gdt2yFi/QVq7Tsb6DTLq+Q1q5+Jw9TSJOq0bACoxbRwAAKAllX7vveCn31//771Tjo5DtK/Dg+HqTUDX1/yw1RZAvbVylzYAAEC7K37v3ZPLaWRkxP+CNkJwCLSr06e86+NV6ilD6Nq6OGcOzcARCAAAAGhHBIdoX1eulZ7/vne9HZwe866fqlL3kOQAJ8mDbzB/nDOHpuHsGwAAALQhgkO0LWPjFjlvviaNDs8We3plbNzSvEU10vKV0onj3vUAkhzglK5NKgy+ScjaEFELTwNHspUegdAxMa7phP2wBAAAAIgDwSEiS2tnV6a3T/ad96Vy7fVgrFot57WXPeuBJDnASfLaEAnnzKGZOPsGAAAA7YbgEJGkvbOrrc/Bi7jtLskBTpLXhmg4Zw4AAAAAGifT7AUg5Wp1diHRSkfOa+260CPnqwU1SQhwkrw2RNS/yQ24S3HOHAAAAADEgo5DRBKks8tvK3PUrc5p3SqdBJE6LpM8KCDJa0MknDMHAAAAAI1DcIhI/LYN+m1ljrrVOe1bpdMsyQFO6doIlAEAAAAAmB+CQ0Tj19nlN6Qi6hCLFh+CkfRuyiQPCmjr8ytbWJKneQMAAABAqyE4bAHFcGl0Ylx2g7u+/Dq7/LYyR93q3MpDMBrRTZn0YBKYo8V/WAAAAAAASUJwmHJJ6L6p1dnlt5U56lbnqBNW84cOSo88KJ2dkJZ0STffruzV6wJdG7uYA5J6BJPNDK0Rr6SGyq38wwIAAAAASBqmKqddAqYa28NDsgd2Kb9zu+yBXW7gUOQ3AdXvdr/XF2HCav7QQWn3vdKJ49LkhPvr7nvdegLEHpBEfO8Ug0fnwD5NvfBDOQf2ydl9b/nXH6lU+rXV4MFEfW2ZmA0AAAAAjUNwmHLN7r7xCxgyvX0ytu2QsX6DtHadjPUbZJR0tPnd7hz3DiqcgI9f0yMPSna+4gXl3XoCxB2QRH7vJCC0RkyS/LWN8MMCAAAAAEA4bFVOuahbdSMLsJ3Wb0hFzdtPj3nXT1Wph3F2Ily90fwGz0QU9b3T7NAa8Uny1zbJ07wBAAAAoNUQHKZdzOGSn9gDhuUr3S3EXnVFPKdvSZe7RdmrngB+g2cii/jeaXpojfh0Lg5Xb7AkT/MGAAAAgFZCcJhyze6+iT08KgSEVetRBojcfLt7xmHpduVM1q0nhF+3ZtTHzm++tXw4zOZbg793mhxaAwAAAACAeBEctoCmdt80u+PR5wzEWrJXr1N+247kTlWOmT08JD360GxH5+SE9OhDgacqNzu09pPUqcBFiV7fuclwdQAAAABASyI4RCSxb6f1CzAinoGYvXqd9MDAPBbWAqJ0axYkdctopC3sDZD09bENHQAAAAAgERyiDuLcTusbYPicgegn0V1fMUvyAIzI6hCKxirp62MbOgAAAABABIdIOp8Aw1i1Ws5rL8+5zFi12vehk971Fbd6dJUVg9fRiXHZCdqqnPRQNOnri72TGAAAAACQCgSHSDTfACNKZ1TSu77iFrGrrDR4nSoW6xi8RukGTfpW26SvT4q3kxgAAAAAkA4Eh0i8WgFGlMnASe/6ilvkrrIYg9fI3aBJ32qb9PUBAAAAACCCQwSQ5HMAo0wGTkPXV9yidJXFGrxGDCWTvtU26esDAAAAAEAiOISPepwDGGvwGCVgousrkjiD13qEkknfapv09QEAAAAAQHCI2iJ2fsU9gMQ5fixUvRRdXxHFGLy2Qzdokjt5AQAAAACQCA7hI3LnVx3OwasZsJw+6X1RtXoFur7mrzR47ZgY13Q9pyq3eDdou0/0BgAAAACkA8Ehaora+eUcH/KuV4aJVfgGLMu7Z883LLWiO9DjI5pi8NqTy2lkZKSuj9vS3aDtPtEbAAAAAJAKBIeoLWrn1+kx7/qpKvVKfgHL8hXe1y2rUkdqtHI3aLtP9AYAAAAApAPBIWqK3Pm1fKV3R+DylYEujztg4Zw5NEM7nOEIAAAAAEg/gkP4itL5ZaxaLee1lz3rga73C1jOTXpfWK1egnPm0DQtfoYjAAAAAKA1ZJq9ALS4/k1uIFIqTEDic321Dq1AnVu1tkEDMcr09snYtkPG+g3S2nUy1m+QQWANAAAAAEgYOg4Rq6hbnX2vj9C5xTlzaKZWPsMRAAAAANAaCA4Ru6gBSa3rowSTnDMHAAAAAABQHcEhUm/ewWT/JumVl6TR4dlaTy/nzIVQHC4zOjEuu2sZw2UAAAAAAGghBIdob45T+2NUVTpcZqpYZLgMAAAAAAAtg+EoaF97H5fGRsprYyMMRwmK4TIAAAAAALQ0gkO0LYajRMPnDwAAAACA1kZwiLZVbQgKw1GC4fMHAAAAAEBr44xDtK/+TdLhwfLttr19oYajFIeDhJ3onBSR1s9wGQAAAAAAWhrBIWKX1HAt09sne9uOea+tdDiIJDlSqoaD1GX9DJcBAAAAAKBlERwiVkkP1zK9fdKWO+Z3ca3hIPN9zEaKuv5aw2XS8PoBAAAAAEBNDQkOTdN8WNK/l3TcsqyfLtR6JO2RdLmk1yWZlmWNmaZpSHpQ0i9LOivpZsuyfli45rcl3V142D+2LOtrjVg/ImhAuNasjsa0DweJuv60v34AAAAAAFBbo4ajPCLpIxW1T0t6xrKsd0l6pvCxJH1U0rsK/31S0n+TZoLGz0paL+lnJX3WNM3u2FfeBuzhIdkDu5TfuV32wC43iKuTuMOlYkejc2CfNHhQzoF9cnbfW9fXUFXn4nD1eYjzaxN1uAnDUQAAAAAAaG0NCQ4ty/qupMqkqF9SsWPwa5J+raT+qGVZjmVZz0paaZrmakm/JOlpy7JGLcsak/S05oaRCCnu4C32cKlWR2PKxR6K9m9yh8GUCjMcJur1AAAAAAAg0Zp5xuHFlmUdkyTLso6ZprmqUL9E0psl9ztSqFWrz2Ga5ifldivKsizlcrk6Lz2ZOjo6Qr/WU499Wec8grdFf//XWrHtc5HXNH3zrTr5+qvKv310ppa9+BKtvPlWddTh6zI6Ma4pj3rHxLh6Yv66j+anPZ97QX66Ls8d99dGuZymd3xZE1//ivKjI8r25NT1W59UR9+a0NfbYyeU6b4o3PVARPP5Mw+oB957aAbed2gW3ntoFt57aAbed3MlcTiK4VFzatTnsCzrK5K+UrzPyMiI191aTi6XU9jXmn/7mGf93NvHNFWPz1vHQtm3f1ZGyRmEdv8mnexYKNXh8e2uZZ716a5loT8XSXvu2L82ktSxULppqyTJlnRSCvd1KVxffO+Fvh6IYD5/5gH1wHsPzcD7Ds3Cew/NwnsPjVScndAxMa7prmUNm53QTGvWBGv6aWZw+LZpmqsL3YarJR0v1I9IuqzkfpdKeqtQ/4WK+j80YJ0tzVjZ45m+1vOcukiTi/30b5IOD5ZvV27UdtmYn7sRXxs0T7OG+gAAAAAAZhWPCdPw0OyuwsODsrft4Hs0NTc4/Iak35b0QOHXvSX1raZp/qXcQSinCuHityTdXzIQ5UZJ/1eD19x6mhm81UGmt0/2th1NCWBif+7+TdIrL0mjw7O1nt5EfW2K4dfoxLjbgUn4FUjpX0xSoXWav5gAAAAAoPFqzU6IqwkqRRoSHJqm+XW53YI50zSPyJ2O/IAkyzTNT0h6Q9LHC3f/pqRflvSqpLOSbpEky7JGTdP8vKTnCvfbYVlWfUbztrFmBm/1EmtHY7Of23Fqf9xE/FQmAv5iAgAAAIBEcE56R0vV6u2mIcGhZVm/VeWmD3vc15H0e1Ue52FJD9dxaZB/+JU/dFB65EHp7IS0pEu6+XZlr17XwBW2qb2PS2MVZ3qMjSQnXCL8mjf+YgIAAACAZOCYsNqSOBwFCZI/dFDafa9k593C5IS0+17lt+1oifAwyefMJT1cSvr6koy/mAAAAAAgIVJ+hFvcCA5R2yMPzoaGRXberT8wEOgh4g7n5vv4ST9nLunhUtLXl2j8xQQAAAAAiVB6hFs7TVUOiuAQtZ2dCFevEHc4F+nx67DVNs5Q1Fl3rXRgn3c9CQi/5q0VzhYFAAAAgFZRPMKtJ5fTyMiI/wVthOAQtS3pcrcne9WDiPscvAiPH3WrrT08JGfn9pmpx44kvfKS7Dvvq08A9Fd/Xr2+fkP0x4+In8pE08yhPgAAAAAABEFwiNpdczffXn7GoSRlsm49gCDhnF/XXq3bI4V/nYvD1SufY8/ATGg4Y3TYrW+9O9Bj1HTmVLh6E/BTGQAAAAAAWhfBYZvz2+qbvXqd8tt2zHuqst85eH7P73d7pHP2zp8PV690eDBcPSwjIylfpQ4AAAAAABAvEoh2V2urb0H26nXKPjCg7Je+7v4aZppy/yb33LtSpefg+T2/3+1+j1/L0dfD1RvtqmvC1QEAAAAAAOqIjsM2F/WcP6n2VmK/IRB+z+93e6QhE9PT4eqVrlwrPf9973o9/IopDf5Yckp6Kg3DrQMAAAAAAMSM4LDNRdrqq2BTjWsNgfB7/iDrm/eQiakL4eqVa9i4Rc4bh6WxkrP9unMyNm4Jvxavx9//lByn4tU7joz9T0lhuj4BAAAAAADmga3K7S7KVl8p0FbnSM8fYH328JDsgV3K79wue2CX2wEZRLZKbt4RLE/P9PbJuOt+Ges3SGvXyVi/QcZd99dtqrBz/FioOgAAAAAAQD3R37RcTQAAIABJREFUcdjmIm31VfStzn7P73d7kI7HqhYvkc5Pzq13Lgm09uL65tXtGMTpk+HqAAAAAAAAdURwiEjhV9StzkGev+bttToe/V5T3yXSyRPe9SRY3i2dOD63vqK78WsBAAAAAABth63KiCbqVueIInU8Vp4f6FdvMGOVd8ekUaet0AAAAAAAALUQHCKSTDEkXLhIMjLuryG2OkdVrbMxSMdjlGsbosmhLAAAAAAAaG9sVYY7TGSeZxzmDx2UHv5Tyc67hQvnpYf/VPkVPco2YvJv/ybp8GD5duWg4VqUaxsg6vmTAAAAAAAAURActrlIw0Uk6ZEHZ0PDmQfNu/UHBgKvYb7hWJDhKfMdvJIEsQ5fAQAAAAAAqIHgsN1FGS4iSWcnwtUrRA4uVT1cC/LYBHMAAAAAAADeOOOwzUUaLiJJS7rC1SvVCi6jivOxAQAAAAAAWhzBYZuLPCDk5tulTLa8lsm69QAiB5dNemwAAAAAAIBWx1bldhdxQEj26nXKb9vhnml4dsLtNLz59sCDUYyVPe4WYo96UNXOMazHYwMAAAAAALQrgsM2V48BIdmr1wUehDJHxOCy1jmGSZ+aDAAAAAAAkGQEh4h9QEisk41rnGOY2XJH4qcmAwAAAAAAJBXBIWIV92Rjv3MMmZoMAAAAAAAwPwxHQbxinmwcebgLAAAAAAAAPNFxiFjVY7Jxra3OzT7HsObaAAAAAAAAUozgELGKOtnYb6tz1DMSowR/QbZhAwAAAAAApBXBIeIVtSOw1lbnwtmF8z3HMHLwF2BtAAAAAAAAaUVwiFhF7QgMstV53l2DEYO/emzDBgAAAAAASCqCQ8Qu0mTjzsU161G6BqMGf1G3YQMAAAAAACQZU5WRbhGmNkeeyNy/yd12XaqBg1kAAAAAAADiRMchku3cZM16pK7BiOcvRt2GDQAAAAAAkGQEh4g0WThuftuBo2wXrkfwF2kbNgAAAAAAQIIRHLa5yJOFFW/w6Fx/o/TcfsnOzxYzWbcu1aVrkOAPAAAAAABgLoLDdhdxsnCQ4DFKsGjsf0pOaWgoSXZexv6npKvXsV0YAAAAAAAgJgSHbaBWcBd1srBf8GgPD8n5wmeksRH3cSXp5Rdl33V/oHAvyProGgQAAAAAAKg/gsMWUAwGRyfGZXctKwsG/ToCo5wRKPkHe86egZnQcMbYiFvferfv40ddn58kn+8IAAAAAADQTASHKVcaDE4Vi6Vbhf22Ikc8I1Cdi2vXDw96316tXinq+mqox/mOAAAAAAAArSrT7AUgolrBoPw7AjO9fTK27ZCxfoO0dp2M9RtkJCg4i3V9Pp87AAAAAACAdkbHYcr5BYNBtvpGOiPw3GTt+qrV0vipubevWh34KeI6wzDy+Y4AAAAAAAAtjOAw5XyDwRi3+gZ6/uPHvC+sVm+guM9PBGrhfE0AAAAAQNIRHKadTzCY6e2TvW1HfAGFXzA5ccb7upJ60wKUmENVoBrO1wQAAAAApAHBYcqVBoMdE+OarpiqXLxPHFt9K5/fM/jLZCQ773Ghe7xmMwOU2ENVoBq/oUUAAAAAACQAwWELKAaDPbmcRkZGYn++yg5B5/obZVS781XvkQ792LsuNT1AiTNUBarhfE0AAAAAQBoQHCIUzw7B5/bLKXQVVnYMGpu3yrnvDmlifPZBupbJ2LzVvT8BCtoQ52sCAAAAANIg0+wFIGW8OgQrtyIXOwaLFnWW317ycbWghAAFLa1/k3ueZinO1wQAAAAAJAzBIUIJ2gk4c7+9j0ujw+U3jg7PBosEKGhDmd4+Gdt2yFi/QVq7Tsb6DTIYjAIAAAAASBi2KiOUalssve4n+W9FZkAJ2hXnawIAAAAAko7gEOH0b5IOD5ZvV85ky7crl3QMcpZbNJWDaAhVAQAAAABAoxAcIhSvDkHn+htl7H/KO9zyChpLgkV7eEjOFz4jjbnToB1JevlF2Xfd35CALMnBnOcgmpLBMwAAAAAAAHEiOERolVss7cphKRX3rbUV2dkzMBMazhgbcetb7w60nvmGf4kP5rwG0RQHz7DFFQAAAAAAxIzgEJEECd9qnuV2eDBcfR7PX1XCgzm/8yEbIckdmQAAAAAAIF5MVUY0tcK3hD+/c/xYqHqjVTsHslHnQxZDWefAPmnwoJwD++TsvrdmhykAAAAAAGgdBIeIJHJX3JVrw9Xr+fynT4arN1r/Jvc8yFIl50PGrtmhMFCFPTwke2CXRu/ZKntgF2E2AAAAAMSErcqIpnNxuHoFY+MWOW++Jo0OzxZ7emVs3BLs+ihTm5d3SyeOz62v6A703HHzOx8ybknYKg1UKj2eYKpYTNLZpAAAAADQQug4RFNlevukWz4lXbRKWtzl/nrLp4IHABG68oxV3s9hJCh8yPT2KbPlDmXvvE+ZLXc0NBhp9lZpwBOdsAAAAADQMHQcIppzk+HqFezhIenRh2Y7/yYnpEcfCtw9FKkrr3+TO4SlNIRo5FbgpAvw+SkOTxmdGJfdtYzhKYgdnbAAAAAA0DgEh4gm4lblZk42rsdW4FaeOuz3+bGHh+Ts3C6NDs9uGX3lJdl33tcynwMkT6TjCQAAAAAAoRAcIna1wrWo3UOl551JcgOFEOedZXr75h1QRn3uNKj1+XH2DJSfTSlJo8NufevdDVgd2hKdwgAAAADQMASHiMZnq7JfuBake6hmV18TOxab+txJcHgwXB2og9JO2I6JcU2zRR4AAAAAYkNwiEh8gz+/cM2ne8gveKxHx+J8txo34qy1Vt4KDcxXsRO2J5fTyMhIs5cDAAAAAC2L4BDR+AR/zvEhz8ucwv19zxn0CR6jnHcWdatx3GetJX4r9JVrpee/710HAAAAAACpR3CISHyDv9Nj3heeGit7jKrn6Pl19fVvkl5+URor6TrqzgU77yzqVuO4z1pL+FZoY+MWOW8cnvO5NzZuad6iAAAAAABA3RAcIvJ22JoDRpavlE4c964HEWRqs2GU31b5cRVRtxrXYypznOuLW6a3T/Zd93PWHAAAAAAALYrgsM3FvR3WWLVazmsve9brYu/jnpN9g3Tl1WOrcZSpzH7i3gpdD5w1BwDJwJm4AAAAiAPBYbubx3bYUN+cRN3O6zO1OVJXXtxbjaNK+voAAImQ+DNxAQAAkFoEh20ubPAW9puTqNt5/bruonTlxb3VOKpMb5/ym2+VHnlQOjshLemSNt+amPUBABIi4WfiAgAAIL0IDttc6OBtHt+cRNrO69d1F7ErL86txlHZw0PSow/NnhE5OSE9+hAdJACAMkk/ExcAAADplWn2AtBk/ZvcoK1UjeCt0d+cZHr7pM23ShetkhZ3ub+WdN1levtkbNshY/0Gae06Ges3yGiVYK1WSAsAQEG1H/Yl6UxcAAAApBMdh20u7HbdRg/sCNJ1F6VrMMmHydNBAgAIhDNxAQAAEBOCQ4QL3hr9zUmM5zYl/TD5NExVBgA0X9LP7AUAAEB6ERwilEZ/cxJr113SD5OngwQAEFCSz+wFAABAehEcIrRGfnMSZ9dd0rcC00ECAAAAAACaieAQkcV6TmCcXXeGEa7eBHSQAAAAAACAZiE4RKTgL+5zAmPtuhs6Gq4OAAAAAADQRggO21yQ4K9msNiAcwJj67o7fy5cHQAAAAAAoI0QHLY7n+DPL1gMck6gX0djrFuda1nSJU1OeNcBAAAAAADaHMFhCygGb6MT47K7loUK3nyDP59g0W94iT08JGfndml02H1cSXrlJdl33uduQ47a8RjFzbdLu++RbHu2lsm4dQAAAAAAgDaXafYCEE0xeHMO7NPUCz+Uc2CfnN33umFbANWmExfrvsFi/yZ3WEmpkuElzp6BmdBwxuiwW5dqB5PF1/fAH8g5sE8aPOi+vgf+IPDrq8W4qFdaury8uHS5WwcAAAAAAGhzBIdp5xO8+fIJ/vyCxUxvn4xtO2Ss3yCtXSdj/QYZpYNRDg96P2+h7hdMOo9+WTp9svzG0yfdelR7H/d87MCfO8geHpI9sEuj92yVPbCrLoEuAAAAAABIBrYqp1yQMwZr8Z1a3L/JDflKA6GSYLH4GFWHl5RuAy5boFv32+qsV3/ifX1Jfb5bmaN+7tpd6TbzqWKxjhO1AQAAAABAcxEcppxv8BZAreDPN1iUlD90UHrkQenshDtY5Obblb16nXtjxwLvJ80W6n7BZLXgsVAPckZiNfX43LW1BkzUBgAAAAAAzcNW5bTz2WocRHG7aX7nds/tps6JYTmv/kR647CcV38i58TsmYX5Qwel3fdKJ467E4pPHJd23+vWJakn5/2khbrvVuflK72vL9ajbNWuw+eundGxCQAAAABAa6PjMOVKOwI7JsY1HXKqsl/HXv7QQWnX3cVb3HBw193K3/HHblfhIw9Kdr7iQfNu/YEBGatWy3nt5TnPa6xaXfYaqnaofeL3vScff+L33fVGCK+CdFOiOjo2AQAAAABobQSHLaAYvPXkchoZGQl3sd9204Fd0px4yHHrOx9xtyd7KdYDnJFYS/bqdcpv+3zVrdBRw6uaoSVqi/i1BQAAAAAAyUZw2OZ8O/bOnPK+sFhf0uV2IVZa0iWpPl192avXSQ8MeN9IeNU0UbtdAQAAAABAshEctjnfjj0jIynvcYfC8Zg33+6ecVi6XTmTdevFD2Ps6kvaduP5TnhOq0jdrgAAAAAAINEIDtudX8feVddIh56fe91V10gqbiXeUX2qcgMkZbtxlAnPAAAAAAAASUNw2Ob8OvaMzb8n508+LZ0q2dK8okfG5t+b+bDmVuJ24ndeJFpKu3WXAgAAAADaD8FhCygGGKMT47LrfM5cprdP9h8+ECkgyR862NSOxEaJMuEZ6UJ3KQAAAACgHRAcplxpgDFVLIYIMOzhITk7t0ujw5IKAcgrL8m+876Z6yu3AtvDQ7IHds0Eic66a6UnH/MMBvOHDkq775Fs2714ckLafY/y2z5ft/AwKZ1fUSc8I0XoLgUAAAAAtAGCw7SLGGA4ewZmQsMZo8Nufevdc+7v2Wl1YN/sHSYnpN33Kr9thxsMfvWLs6HhzIPYbv0Lfz7zmLWCv1q3J6rzK4YJz0kJRVGO7lIAAAAAQDsgOEy5yAHG4cFwda+gspKdd7cmPzAgnT7pfZ9C3S/48w0GIwan9Qzm6j3hOVGhKMrQXQoAAAAAaAeZZi8A0VQLKuIKMAIHkmcn3F8zVd5ixXqt4C/A7VGC0+I2befAPmnwoJwD++Ts3O6GifOU6e1TZssdyt55nzJb7ogW8Pl9btA8/ZvcbtJSEbtLAQAAAABIGoLDtIsaYFy5NlQ9cCC5pMv99ar3eN9eqPsFf363RwlOa27TTgC2wyZXprdPxrYdMtZvkNauk7F+gww6QQEAAAAALYatyilXuj22Y2Jc0yGnKhsbt8h547A0NjJb7M7J2LjF+wKvc/y8fOwm9/E3b5XzwB9Kp8dmb1veLWPzVvd2ny2fvltC+zdJr7xUHgD29AYLTsNu024wtsMmW+XQIAAAAAAAWg3BYZvL9PbJvuv+cMNJNt8qY/9TbufbyNvSieNzHtc4+ANp/Qb38T/9J1Uf37n+Rum5/e65iDOLyrp1KdjAEaciXqv8OK1iGLYCAAAAAAAQFMFhypUO0JgqFkMO0KjVOVVtQIe27VC2t0/5++/yDA6dgOcEGvufklMaGkqSnZex/ynp6nX+A0f2Pl7eLSm5HwcZjnLlWun573vXE6Dew1YAAAAAAADCIDhMu4hThSM/fukW5FKn3LrfZOAg5/jVCjajnAMYZJt2PacuzwfbYQEAAAAAQLMQHKZc3AM0fB9/+UrPjkMtX+n+6hM8Rj3HL8r1ftu0/UJPAAAAAACAVkZwmHKxD9DoXFyzbqxaLee1l+c+/6rVkgIEjxHP8fM9I9FHzY6+uLs5AQAAAAAAEizT7AUgGuf6G6VMtrwYIjiLrH+T1J0rr3XnZoK/agFmsZ7p7ZM23ypdtEpa3OX+uvnW4FOh9z9VHhpKs2ckRhR3N2cQ9vCQ7IFdyu/cLntgl7t1GgAAAAAAoAHoOEw5v+EiQeQPHZQeeVA6OyEt6ZJuvl3Z4rXnJr0vKq1PVtyn9GOfjkJ7eEh6ePfsOYOTE9LDu2XfdX/ZluGqU5mPH/NcXrV6pVqPHaSbs/J6Z9210pOPeX8uQ7KHh+Ts3C6NDruvSZJeeUn2nffNe6t0s89sbKR2eq0AAAAAAMSB4DDlnKNvhKpXyh86KO2+d7Zrb3JC2n2v8tt2uIGXUaUptVB3BnZJ5ybKbzs3Iefz25R/x5VuYLP5Vjfg9Ar+9gx4TkV29gxIW+/2P2dwtOLaomr1Er6PHSD0nHP9gX2z9638XIbk7BmYCQ1nX9fwzOcmrHY6s7GdXisAAAAAAHFhq3LavX00XL3SIw96bvXVIw+6/3/0de/rivXDg963T05IgwflHNgnPfqQ1L9J2TvvU2bLHeXBzSsvel9frNc6Z1CSpqe8r89XqZfyeexMb5+MbTtkrN8grV0nY/0GGaXBk9f1lUo/l2FV+9xWq/vx+1y2knZ6rQAAAAAAxISOw7Sbng5Xr3R2onZ9Ytz79mp1L7UGikye9b6mUPc9ZzBTuyOyliDbnGsNTwl81mG1z7Ef2w5X95GEMxsbpZ1eKwAAAAAAcaHjMPW8TuGrVa+wqLN23anyONXq1VZz8F+qDPgwqlzh1v2Gq+jKtd6XV6uXOn0yXL3aGvws6Qp2v0odC8LVffh+LltIO71WAAAAAADiQnCYelWCN2O2XnMyb98l3tcX63655NJlwZZ59szM1mXngT+cXUM2633/Yr1/k3uuYKmScwaNjVuknt7y23t63bqfxVUCvWr1Sl5rq5TJSjffHuzxKlW+rqKLqtT9+HwuW0o7vVYAAAAAAGJCcJh2i5d41zvdenFIhHNg32xwt/ve2eDOr6Owa6n37UsL9f/902UhZSCnx+Q8+mX3/1df6n2fQt3vnMFMb590y6eki1a5gd9Fq6RbPhVsAMZklS3E1eoVvNamLXeUr2Weg1EkyVjl/RqMeQ738D2zsYW002sFAAAAACAunHGYdu+6Rnr++951qfaQiC13yFjZ49lUOLOl86r3eD9+doHyO7e713/i96UnH3PP8stPSxfO+6/71Z+4z7PmHXLefG3u8695h/9jyA1G9fDu2cnMkxPSw7tl33W/f0i0vFs6cXxufUV3oOeWqpyBuH5D4Otr8pnqPB+1zmxsNe30WgEAAAAAiAPBYcoZG7e4wdvo8GyxZKuu75AIv3DqZ37eOzg8NSqdGnVDx8ODMu74Y2V6+2Y6HANNGw7w/JWPV3w+u9A95uwZmA0Ni8ZG3PrWu2suwVjVJ+e1uROK59vRV2+Z3j7Z23ZIex+Xc3LUDXP7N9E1BwAAAAAAGoLgMOUyvX3K3/Ip6ZEH3UnEi5dIN98+Ey75dRT6hlNPPua/iJIOxsrH08svSo7HFOBsR7Dn9+mY1OG5wZ+k6vVSdejoswtriSvYo2sOAAAAAAA0C8FhytnDQ9KjD81uuT17Rnr0oZmOvCDhWM1w6myw8/5KOxtLHy//R7dLR+ZuRdbFl3jev/K1OS/9qPbz5fPeC6pWLxG1o8+vGxIAAAAAACDNCA7TzqcjL/J21wULpEn/u82ciVhZv+QdcryCw8mJmTMSvdYzE8qNn6r9fAsXuWFppYWL/BetiB19ft2QQA1xd6sCAAAAABAVwWHK+Z5hqIjhWLWpy6Vqbe/16njMZN0OyRPHq3fpeYVyXs/XnZNOnph7n56c/7oVLbwJ8rkHvNCtCgAAAABIA4LDlPOdiiwp//Q3pL9+WLJtKZORfvN3lL3hV2durxmeTU97P3EmK73rGvf5110rZ9fdyp+dkJZ0STffruzV69y79fYp379JevTL0tSUZGh2MErR8JCcz92qfLZj5npVC986Fkibb51d3/IV3vdbVqVewh4ekvOFz8wMV3Ek6eUXg01kVrDPfdLQ5ZYQdKsCAAAAAFKA4DDlnOtvlJ7bXx7GZbJuXYXQ0BqYvc22JWtAeUnZG37VDc/+5NPulGQVwrNDB2X/4QNuoLSkS5r0OOew+yJl77xP+UMHpd33uI8ruffdfY/y2z6v7NXr3NsHvlh8ZHkmbZJ04byk84Xr75Xe/V7v+01PlZ/hGEGUicyS6jJcpZE8u9xeeUn5y66Qzk0SJDZQGrpVCZkBAAAAAJlmLwDRGPufmtvBZ+fduuR2Gnop1J1H/+tMaDjj1Khbl6SP3eR9fbH+1S/OhoYzz2+7dUka2KXqaWEVdl4aOuqGcF6KnVmSdK7KAYzV6qVe/Yl3/V+r1CtkevtkbNshY/0Gae06Ges3yEjyVlOvLrfRYen570uDB+Uc2Cdn971uYBSQPTwke2CXRu/ZKntgV6hr21nVM0ET0q1aDJmdA/vm/d4AAAAAAKQfwWHK+XYuVYZ6RcX6qy95316sP/eP3rcX66dPet9erJ/xHm7i6/w5Gdt2VN1yXHx9kQKY8+e86+eq1D1kevuU2XKHsnfep0xhGE1SBepmKw1lfZSGS1Mv/JBwKYz+TXOD8SR1q9baSg0AAAAAaBsEh2nXubh2PVPlS1ysO1WCxWL98KD37cW6YVR5/EI9X+XxJWntOmnBQu/bFnW6HX3XvM/z5plgMEoAs6gzXD3lgnazBd4uS7g0b0nvVk3DVmoAAAAAQPwIDlvdR36zdn1plSEixfqF8963F+uLl3jf3lmod1Q5RrNjgbJ33ie982rv2/sucX/1CQYjBTBXvSdcPe28PpceogaMhEvBJLpb1e8HEgAAAACAtsBwlLTz2yp89HXv24v1j99SOIewwsdvcX+ttp23WO/tk86cnnt7MQSp1pFoZAI9fqa3T/a2HTWHNGR6++Y1idbYuEXOG4fLB6R052Rs3BL6sdKg8nOpzsVS5esPsV02jVOlAQAAAABAcASHaTd0tHa92gCQQt04+AOdWtCpZy9+p84uWKQlU+d13dv/qhUHfyCt3+D79Maq1XJee9mzLknKT3tfmJ9yf/ULPjX/YNBPprdP9l33t9Xk2MrPZaTJuSmbKo0QogwdAlpY8c/M0Ylx2V3LWv7vDAAAAIDgMO0mJ2rXJ8/qtEcwuHzyrCTp1MmT+qsrrtW5knP93lzSrY+fPKnuwsdHF6/QM5e9V+ezC7QoP6UPv/miLpksDD3p36RvHRvVq8t63e5Cx9FV48P6SDE8cgy9vKxX37nsGuWNrLJOXr/45kt690RhO+vybunE8bnrX9E9879HjhzR008/rfPnz2vRokW64YYbdOmll873M1bm/zs0qO+dzcpZsErGWUcfOjSoD4T4JvDUqVN69tlndebMGS1dulTXXXedVqyosv17HuJ87VK0ULa0g7FjYlzTfBMdSqTQNmZ0kwJzFQdCaXhIU8Xi4UHZCTqfFAAAAKg3gsMW4BkMTrlbfU8v7NTed/xbnV40exbh20tWqP+N59Ut6ZmFK3RO5QNKzi3qlKUFyv3N38i44v060rVyZmvxhY4F+tt3XivZeRkPPSQ5jpzlq2a3JBuGXl2+SgPW3+iivj7lL3+fhrpWztw+rYye/ql/I73xgt4jyVjVpz35Tg0vu2gmeOwdP6GNvSslucHZE088MbO2Cxcu6IknntCv//qvzwRoX/rSl+Z8Tm677Tbfz9u//OM+/dMPf+S+NkNyZLgfS/rAz7vdlrWCwVOnTunxxx/X9PRsV+Urr7wiSXIcR9lsVh/84Ad1/PjxeQWLQV57WIODg3rmmWeUz+eVzWbL1l5U+rnzC0a//HVL0gLJ6JHOSvq6FehzH0TU0PSxxx7T2NjYzMfd3d266aab6rK2qOuzh4f053/+sCYWLpEWrJLOOOr684d1yy2/k4wAon+T/uLEpMYWLZ35fdl9/ow2JaSbtPJ9/OEPf1hr165t9rJmfO9739MPfvCDmY+vvfZafehDH2riisrF/QOJlrX3cR09M6ln3v2hsh+kXbr38Vi64tFY/L4AAADwZjiOV19JS3HeeuutZq8hNmP/p6nH3v2h8unJtq2bXv6euv8fS//jvnv0yrLeOdctu3BOy694p46++Wb1yctxsm1dctllGhk+rvPnL5Sfheg46u1ZqV/+1V/T1772taoPcdttt3mGhqW3v/HCj/XMd76t87a0KCN9+Bf/V73jp/+NJOlLX/pTec8HsnXbbZ/SqVOn9OSTT+r06dkzHJcvX66PfexjWrFihb761a9qYqJKx2cVy5d26WO/8ZuBwkO/1xbW4OCgvvWtbwW672233eb7+uu9vlKVoWlR0NC0MjQsqld4eOTIET355JMq/fPTMAx97GMfC7S+r35plyacjjnv+y5jWp+4rfkBRNyfvyiqvY9/6Zd+KRHhYWVoWJSU8DDq76129sbOz+pvF3TPntErSY6tX5sa0zvu/KPmLayA4Gv+0vL7IpfLaWRkxP+OQJ0k/Qd1aH38uYdGKjbNFP8tVe/dhEm0Zs0aSaoymGIWU5VT7rGrrpsb/GUybl3SK0u6Pa6Sxhd26ujRo80JDSUpk9HRo0d1/sLU3AEqhqHhMTe0qs4/8H7jhR9r7zPf1riT0QUjo3Eno73PfFtvvPDjwkNU+f1RqD/77LNloZkknT59Ws8++6wkhQ4NJen0mQn98z98J/R19fDMM8+Eur/f64/T3/3d34WqV/IKvWrVw3r66adV+UMXx3H09NNPB7p+ws56vu8n7Gxd1hdV3J+/KKqF30FD8bh5hYa16o32jW98I1Qds761sCI0lCQj49abrPjDjPHxcV24cEHj4+N68skndeTIkWYvLRW++c1vhqoD7aD4g7rp6Wk5jqPp6Wl961vf0uDgYLOXBgB1d+rUKT3xxBMaHBzU66+/rsHBQT3xxBM6depUs5eWCKkMDk3T/IhpmoOmab5qmuanm72epspWCRrzxY08AAARqElEQVSK9cpvclKkMrQqE6BR9pnvfFtOxet3jIye+c63Az3/mTNnPOvzCQzLrn/z9UjXz1c+nw91f//XX+2LEL2LeWpqKlS90c6fPx+qPke1wL5ZQT7ahtfxBLXqmDVZ5Z9M1eqNFPWHGe3u3LlzoepAO6j2A+ewP4gGgDT47ne/q/Hx8bLa+Pi4vvvd7zZpRcnS/H/thmSaZlbSf5X0UUnXSPot0zSvae6qEqyyq6lVBHhd522ferXHKNSXLl3qeXNXV5fvc9eyZCpguFRnmUy4bja/1+9U6WiuVm8lixYtClUHkiK+uL/1JflzF/mHGQBQgR80AWgnbx07FqreblIXHEr6WUmvWpZ12LKsC5L+UlJ/k9fUPD7hV8sGh0FkFoSrV7j0Xe9TJlsenmWyS3Xpu943/yVlunTp0ty8r4+io+vaUPf3e/3V3ll1ecdV65RNSAftJe/+oOa+UqNQRzsztCxUvdFi/X3b4gx5/2CgWr2hIv59BwBzVfuBczKOVQGAepqc8v5RcLV6u0nGd+HhXCLpzZKPjxRqqLPOBRc38dk71JH17nhz+Z8p1bn8F+QV7rh1fz96IaM1K29QV+cV6lxwsbo6r9CalTfoRy+4v22Wd76/5vWGslqx+APl13ffqB/3/kqg56+33s6rdNHS62XM/IPPOyroWvheSf6vP6O5Q3dq1cPoXnJdqPpc1b6Rr883+KNHcrp4xQ3KZrpkaIGymS5dvOIGjR4JGgpX61qN1s1aL50dV4WqN1LSg7k1PR/W3G+qsoV68yX5a5t0q5b/L6HqjdS56Dp5/n23KOifme2tu+vnQtWBdrCia32oOgCk2aLsRaHq7aaj2QuYB6+0oywGNk3zk5I+KUmWZSmXa06HV7Plcjl1dlylc9Ovety6WJ0LlitvT2kqPzrn1hWLP6Ce5e/V6OkXdWryX+bcntEKLVzQqWx2iSbOvTbn9q7OK5TPn5Xt2LowPTzn9o7MRerIdhSuf1NS6baHhbp81UZN589obOJHmjj3hqTZ8/kMdeunVv175XI5XdLzazo6+rdzHv+Snl+TFizVYt2gkfF/km1fUCazULllP6eOzlXK5XK6fNVNev34Y3OuvXzVTcrlcjKmT2hBxzKtWvHzZbefm84rl8upZ/l7ZRiGTk3+UO5b0NCKxe9Xz/L3znnMsuvtfKD3pN/6wspoTMu7rtTyritnasMn/0Vnzr848/HSRe9VbsX7A73+d6z6iN48/vfKa/brm1WvLlv1kci/51Z0vVMZI6PRM/8sR3kZyqpn6Qe1bMkVgR77kp6PVnlffLQufx4s0KgWdvbpHZ2/UVa/IDvg1/bX9frxJySVnpfZpctX/Xoi/rzq6/mg3h6TJqdm/+xYvOAqXdz9waavb03Ph3V09O9U+mdCMZhr9tokaUHHmC696Fc1NvEj5fNnlc0uUXfX+9SRXZqI9SX5a5t0ixdfrIuNG+f8ndJZ+DulmZZ1rq759x1qW9F1pTKGMe+/cxqlo6MjUetBa1vR9U51ePxbrCthvy/Q2vhzD43SvexnNDL6lGxncqaWMRare9nP8B5UOoPDI5IuK/n4Uklvld7BsqyvSPpK4UOnlUe4/1Tvf9b/HP7vnvWRkRFd3H2djp+c+01iX8+HZj52w0Hv8Kv4a81wrCJYqnR64vCcf3SUhlfymHBu2/ZsaFXl9pGREXVkl+rSiz4255v0bKZLk7LV5RHuTGhaIyMjchxHV1y8uepjOx22NDV3O4bTYc9c37P8vb5BYbXrfe/ns76wzhm2uio6oXpXfkC9+oDn4wd5/e+4+KN1W1/ZczjOnJAzzGPXel/U48+DKdla6NGwPaUwX9vfmFOvx+euHhzHKfwZ8aGyeiLWl13qGcw5dfraRjXt2J6B+5SdT8T67Cpf23wSvrYJdyab13KPv1NOZ6ea/rmb8vn7DrVNV/k7Zyphvy9yuVyi1oPWNp2xPX9fnDeS8fcZ2gN/7qFROhYu1Zqej8z5HsNeuKSl34Nr1qwJdL80BofPSXqXaZpXSDoq6T9K+k/NXVLzXLhwQZevuklGyVmGjuPMHIh+4cIFXdz9QRnGh8puL9W97Jqy8Cvs7Y7jzHn+0o+XLbmi7B8dQa6/YF9QPrNgTtBVerskXbAvaFF2adk36Y7j6Hz+vK74d5069iNH2ZLHzjuOrnhfx+y1xiLP55akn7tuqZ79ztmyNUwor5+7zt1CPZa5oB5n7vW1Pi693o/f+sK64t9m53w+vNZ79v9v725j5CqrAI7/Z3ehtd1qiZVAhBWiiNJSISI1NipGY4AY0MQeW8GIoiZGMb4GjUarfvHlg5oIviGpqLE5RaPEaPwixESpQTA1waASUKmg+AIrZO3Odmf8MNM67l127nZ353bv/H/Jk+zsfe6ds3fP3Jl75t7nKfn3L3d8vaZParL20eK2p08qt+3HRpo8uVHMi383lmeigDOfN7ZgbvUz1Wqyfp59N7UM+245PFFuPzJSfXwzpzZZ99fi/3bqlONjEoixiRbtB0YK+25s4glmaxqwNRMNZh4ovu7XTDjKYT/bXzLOHbdOsbbnmHiIWba/pNwxfSUt9Zg07MYmZmk/0JjndTu7wFpSvZ27bS337G8y0nOzV4s2525bW2FUkrQyzr1wLffsH/m/c4wWbTZfeGKFUR0/Rnfv3l11DIuyY8eO1r59+/4AfBu4BvhWZn53gVV2z51Wu042nzfOb+6cZGSkc/VTu92m2Wyy442nLLh8akObQ7RprpmFx2cWvbwx0vkY0eo+nrt8eqxzfeI0s7RmZxihZ3mrydT6nu0fKi7fccUpjJ/c4N6/HWKsydGb0XuXA2zeOs5vDkzOu/5pm9YyOTbNw387fDSW088bZdtzNvZdF2Dj+hOOxnAk1he9eD1nnPwkAM7bMs7td0+ytvW/9R9rNRlpdPbNDG1GT5nlsVZr3vX7/m/7xLdY8+2Pw7MzjPZsf6rVZFfJv3+54+u1+VnjHDg4yeh//rft6ZOaxMXltr11yzh33D3Jib3/m5EmV75u6bHB/PuyN7f6OXfrOHcdmGTsCfZ91ebL7UdGmly1TPtvKbacMc6v/zEJjzVo0GCm3WL61CY7L6o+NoCzJ9bzu8nHmXmUo/GNTsxy2falj/25HM6aeBL3TR5iZrIz/3mLNiee3uCS7f3HjR12G9efwPruMbHZgOk1s7xwEcf0lbTUY9KwO95ft0esW7eOqampqsPQkNi08UQaG1o89NAM7XaDw6Mtztm2hrOfcXyMx6zh4HFPgzKsx7wNGzYAfLxfv8bcq79qqP3ggw/271UDXsqtqph7qoJ5p6qYe6qCeaeqmHuqirmnKgxT3nVvVe5769FqnFVZkiRJkiRJ0gqzcChJkiRJkiSpwMKhJEmSJEmSpAILh5IkSZIkSZIKLBxKkiRJkiRJKrBwKEmSJEmSJKnAwqEkSZIkSZKkAguHkiRJkiRJkgosHEqSJEmSJEkqsHAoSZIkSZIkqcDCoSRJkiRJkqQCC4eSJEmSJEmSCiwcSpIkSZIkSSqwcChJkiRJkiSpwMKhJEmSJEmSpAILh5IkSZIkSZIKLBxKkiRJkiRJKrBwKEmSJEmSJKnAwqEkSZIkSZKkAguHkiRJkiRJkgosHEqSJEmSJEkqsHAoSZIkSZIkqcDCoSRJkiRJkqQCC4eSJEmSJEmSCiwcSpIkSZIkSSqwcChJkiRJkiSpwMKhJEmSJEmSpAILh5IkSZIkSZIKGu12u+oYVlrt/0BJkiRJkiRpkRr9OgzDFYeNYWkRcWfVMdiGs5l7tiqaeWerqpl7tiqaeWerqpl7tqqauWerog1h3vU1DIVDSZIkSZIkSYtk4VCSJEmSJElSgYXDevlq1QFoaJl7qoJ5p6qYe6qCeaeqmHuqirmnKph3cwzD5CiSJEmSJEmSFskrDiVJkiRJkiQVjFUdgBYvIi4GvgCMAjdk5qfmLF8D3AQ8H/gn8LrM/OOg41S9lMi79wJvAQ4DfwfenJl/Gnigqp1+udfT77XAPuAFmfmrAYaomiqTexERwG6gDRzIzNcPNEjVTon32wngG8DGbp8PZuaPBh6oaiUibgReBTycmVvmWd6gk5eXAlPAVZl512CjVB2VyL0rgGu7Dx8H3p6ZBwYYomqoX9719HsBsJ9OTeXmQcV3vPGKw1UmIkaB64BLgHOAXRFxzpxuVwOPZOazgM8Bnx5slKqbknn3a+CCzNwK3Ax8ZrBRqo5K5h4RsQF4F/DLwUaouiqTexFxFvAhYHtmbgbePfBAVSslj3kfATIzzwd2AtcPNkrV1B7g4gWWXwKc1W1vA740gJg0HPawcO7dD7y0e47xSRx/TstjDwvn3ZH35E8DPxlEQMczC4erz4XAvZl5X2Y2gb3A5XP6XE7nm2joFHBe3v2WUDpWffMuM2/NzKnuw/3AaQOOUfVU5pgHnQ+SnwEODTI41VqZ3HsrcF1mPgKQmQ8POEbVT5m8awNP7v78FODBAcanmsrMnwH/WqDL5cBNmdnOzP3Axog4dTDRqc765V5m/uLI+yyeY2iZlDjmAVwDfBcY+s93Fg5Xn6cDD/Q8Ptj93bx9MvMwMAk8dSDRqa7K5F2vq4Efr2hEGhZ9cy8izgdOz8wfDjIw1V6Z496zgWdHxM8jYn/3FlNpKcrk3W7gyog4CPyIzomNtNIW+1lQWgmeY2ggIuLpwGuAL1cdy/HAwuHqM9+Vg3Onxi7TR1qM0jkVEVcCFwCfXdGINCwWzL2IGKEzJMP7BhaRhkWZ494Yndv2LgJ2ATdExMYVjkv1VibvdgF7MvM0OuPNfbN7LJRWkucXqlREvIxO4fDafn2lZfB54NrMnK06kOOBHzJWn4PA6T2PT6N4i8rRPhExRuc2ln6X4UoLKZN3RMQrgA8Dl2Xm9IBiU731y70NwBbgtoj4I/BC4JaIuGBgEaquyr7f/iAzZzLzfuB3dAqJ0rEqk3dXAwmQmbcDa4FNA4lOw6zUZ0FpJUTEVuAG4PLM/GfV8WgoXADs7Z5fvBa4PiJeXW1I1XFW5dXnDuCsiDgT+AudQbHnzuB4C/BG4HY6Sf7TzPQbQS1F37zr3i76FeBix/nSMlow9zJzkp4T5oi4DXi/syprGZR5v/0+3au/ImITnVuX7xtolKqbMnn3Z+DldPLuuXQKh38faJQaRrcA74yIvcA2YDIzH6o4Jg2B7kzy3wPekJm/rzoeDYfMPPPIzxGxB/hhZn6/uoiqZeFwlcnMwxHxTjoz+4wCN2bm3RHxCeBXmXkL8HU6t63cS+dKw53VRaw6KJl3nwXGgX0RAfDnzLyssqBVCyVzT1p2JXPvJ8ArI+K3wCzwAa+E0FKUzLv3AV+LiPfQuVX0Kr8g1lJFxHfoDLuwqTt+5seAEwAy88t0xtO8FLgXmALeVE2kqpsSufdROuP1X989xzicmd5ZoiUpkXfq0Wi3/ZwhSZIkSZIk6f85xqEkSZIkSZKkAguHkiRJkiRJkgosHEqSJEmSJEkqsHAoSZIkSZIkqcBZlSVJkiRJkqRVICJuBF4FPJyZW/r0/Rzwsu7DdcDJmblxMc9n4VCSJEmSJElaHfYAXwRu6tcxM99z5OeIuAY4f7FPZuFQkiRJkiRJWgUy82cRcUbv7yLimcB1wNOAKeCtmXnPnFV3AR9b7PM5xqEkSZIkSZK0en0VuCYznw+8H7i+d2FEPAM4E/jpYjfsFYeSJEmSJEnSKhQR48CLgH0RceTXa+Z02wncnJmzi92+hUNJkiRJkiRpdRoBHs3M8xbosxN4x7FuXJIkSZIkSdIqk5n/Bu6PiB0AEdGIiOcdWR4RZwMnAbcfy/a94lCSJEmSJElaBSLiO8BFwKaIOEhnwpMrgC9FxEeAE4C9wIHuKruAvZnZPpbna7Tbx7SeJEmSJEmSpBrzVmVJkiRJkiRJBRYOJUmSJEmSJBVYOJQkSZIkSZJUYOFQkiRJkiRJUoGFQ0mSJEmSJEkFFg4lSZIkSZIkFVg4lCRJkiRJklRg4VCSJEmSJElSwX8BpNQ2ZCTfvu4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# y: market_value\n", + "# x: minutes_on_field, goals, xg_shot, age\n", + "plt.figure(figsize=(22,12))\n", + "for i in ['minutes_on_field', 'goals', 'xg_shot', 'age']:\n", + " plt.scatter(wyscout['market_value'], wyscout[i])\n", + "\n", + "plt.ylabel('Valor de Mercado')\n", + "plt.legend(['minutes_on_field', 'goals', 'xg_shot', 'age'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Transfermkt\n", + "Graficar un scatterplot con el valor de mercado de los 100 jugadores más caros de la liga, y agruparlo por edad, posición y equipo. " + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['index', '#', 'Name', 'Posición', 'Nac.', 'Edad', 'Club',\n", + " 'Valor más alto de carrera', 'Última revisión', 'Valor de mercado',\n", + " 'Diferencial valor de Mercado'],\n", + " dtype='object')" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "transfermkt.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.relplot(x='Edad', y='Valor de mercado', data=transfermkt)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ¿Quénes son los jugadores que están en el mejor momento de su carrera? \n", + "Podríamos asumir que aquellos jugadores cuyo cociente Valor de Mercado/ Valor más alto de su carrera es igual a uno están viviendo su \"mejor momento\". \n", + "\n", + "Hacer un nuevo dataframe con los jugadores que estén viviendo su mejor momento, tengan menos años que el mínimo entre la media y la mediana de edad y valgan menos de 6 millones de euros. \n", + "\n", + "Posteriormente, hacer una gráfica de barras que cuente el número de dichos jugadores de interés que tiene cada equipo." + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Club\n", + "Atlas Guadalajara 2\n", + "CD Cruz Azul 23\n", + "CF América 7\n", + "CF Monterrey 40\n", + "CF Pachuca 3\n", + "Club León FC 18\n", + "Club Tijuana 18\n", + "Deportivo Guadalajara 37\n", + "FC Juárez 18\n", + "Puebla FC 1\n", + "Querétaro FC 19\n", + "Santos Laguna 22\n", + "Tigres UANL 1\n", + "UNAM Pumas 3\n", + "Name: Club, dtype: int64" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# gi = grupo de interés \n", + "gi1 = transfermkt[(transfermkt['Diferencial valor de Mercado'] == 1) & (transfermkt['Edad'] <= 26) & (transfermkt['Valor de mercado'] <= 6000000)]\n", + "gi1.groupby('Club')['Club'].count()" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gi1.groupby('Club').sum().plot.bar()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráficas de Violín y Boxplot del diferencial de Valor de Mercado " + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.violinplot(\"Diferencial valor de Mercado\", data=transfermkt)" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "transfermkt.boxplot(column=\"Diferencial valor de Mercado\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Jugadores que no se encuentran en el mejor momento de su carrera\n", + "¿Cómo se distribuye la edad de dicho grupo? Hacer un histograma general y posteriormente graficar subplots que muestren la distribución de cada edad por posición. " + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gi2 = transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1)]\n", + "sns.distplot(gi2['Edad']);" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Medio centro ofensivo', 'Defensa central', 'Pivote',\n", + " 'Delantero centro', 'Mediocentro', 'Mori Delantero centro',\n", + " 'Extremo izquierdo', 'Portero', 'Extremo derecho',\n", + " 'Lateral derecho', 'Lateral izquierdo', 'central',\n", + " 'Vázquez Pivote', 'Interior izquierdo', 'Rankin Lateral derecho',\n", + " 'Santos Mediapunta'], dtype=object)" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "transfermkt.Posición.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
index#NamePosiciónNac.EdadClubValor más alto de carreraÚltima revisiónValor de mercadoDiferencial valor de MercadoPosición Simple
001Maximiliano MezaMedio centro ofensivoArgentina26CF Monterrey14000000.008/02/201914000000.01.0000003
112Rodolfo PizarroMedio centro ofensivoMéxico25CF Monterrey10000000.008/02/201910000000.01.0000003
223Carlos SalcedoDefensa centralMéxico25Tigres UANL10000000.008/02/201910000000.01.0000001
334Guido RodríguezPivoteArgentina25CF América10000000.008/02/201910000000.01.0000002
445Vincent JanssenDelantero centroPaíses Bajos25CF Monterrey14000000.013/06/20198000000.00.5714293
\n", + "
" + ], + "text/plain": [ + " index # Name Posición Nac. Edad \\\n", + "0 0 1 Maximiliano Meza Medio centro ofensivo Argentina 26 \n", + "1 1 2 Rodolfo Pizarro Medio centro ofensivo México 25 \n", + "2 2 3 Carlos Salcedo Defensa central México 25 \n", + "3 3 4 Guido Rodríguez Pivote Argentina 25 \n", + "4 4 5 Vincent Janssen Delantero centro Países Bajos 25 \n", + "\n", + " Club Valor más alto de carrera Última revisión Valor de mercado \\\n", + "0 CF Monterrey 14000000.0 08/02/2019 14000000.0 \n", + "1 CF Monterrey 10000000.0 08/02/2019 10000000.0 \n", + "2 Tigres UANL 10000000.0 08/02/2019 10000000.0 \n", + "3 CF América 10000000.0 08/02/2019 10000000.0 \n", + "4 CF Monterrey 14000000.0 13/06/2019 8000000.0 \n", + "\n", + " Diferencial valor de Mercado Posición Simple \n", + "0 1.000000 3 \n", + "1 1.000000 3 \n", + "2 1.000000 1 \n", + "3 1.000000 2 \n", + "4 0.571429 3 " + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def position_raw_transfermkt(x):\n", + " if x == 'Delantero centro' or x == 'Medio centro ofensivo' or x=='Extremo derecho' or x=='Extremo izquierdo' or x=='Mediapunta':\n", + " return 3\n", + " elif x == 'Pivote' or x=='Mediocentro' or x=='Interior izquierdo' or x=='Interior derecho':\n", + " return 2\n", + " return 1\n", + "transfermkt['Posición Simple'] = transfermkt['Posición'].apply(position_raw_transfermkt)\n", + "transfermkt.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [], + "source": [ + "gi2_defensas = transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1) & (transfermkt['Posición Simple'] == 1)]\n", + "gi2_mediocampistas = transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1) & (transfermkt['Posición Simple'] == 2)]\n", + "gi2_atacantes = transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1) & (transfermkt['Posición Simple'] == 3)]" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, [ax1, ax2, ax3] = plt.subplots(1,3)\n", + "ax1.hist(gi2_defensas['Edad'], bins=30)\n", + "ax1.set_title('Defensas') \n", + "ax1.set_xlabel('edad') \n", + "\n", + "ax2.hist(gi2_mediocampistas['Edad'], bins=30)\n", + "ax2.set_title('Mediocampistas')\n", + "ax2.set_xlabel('edad')\n", + "\n", + "ax3.hist(gi2_atacantes['Edad'], bins=30)\n", + "ax3.set_title('Atacantes')\n", + "ax3.set_xlabel('edad')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hacer un gráfico de dispersión entre los jugadores que no se encuentren en su mejor momento y su edad. Donde serán particularmente interesantes aquellos jugadores \"jóvenes\" que no se encuentren en su mejor momento. \n", + "\n", + "Si un jugador se encuentra en el percentil 25 de los jugadores que no están en el mejor momento de su carrera y además son muy jóvenes, sería muy interesante conocer el por qué. Hacer un gráfico de barras que muestre cuántos de estos jugadores particularmente interesantes tiene cada Club." + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"#\", y=\"Edad\", hue=\"Nac.\", data=gi2)" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Jugadores jóvenes, que en algún momento valieron más de 4MDE y actualmente no están en su \"mejor momento\"\n", + "gi3 = transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1) & (transfermkt['Edad'] <= 28) & (transfermkt['Valor más alto de carrera'] >= 4000000)]\n", + "gi3.groupby('Club').sum().plot.bar()" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "343" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(transfermkt[(transfermkt['Diferencial valor de Mercado'] == 1)].Name)" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "207" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1)].Name)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Dibuja una gráfica de pastel que muestre el porcentaje de jugadores del top 100 de la liga que se encuentran en su mejor momento. " + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "labels = ['Mejor momento', 'No en su mejor momento']\n", + "sizes = [len(transfermkt[(transfermkt['Diferencial valor de Mercado'] == 1)].Name), len(transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1)].Name)]\n", + "explode = (0, 0.1)\n", + "\n", + "fig1, ax1 = plt.subplots()\n", + "ax1.pie(sizes, explode=explode, labels=labels, autopct='%1.1f%%', shadow=True, startangle=90)\n", + "ax1.axis('equal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(transfermkt['Valor de mercado']);" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4000000.0" + ] + }, + "execution_count": 150, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "transfermkt['Valor de mercado'].quantile(.90)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Crea una nueva columna que refleje una categoría para el valor de mercado de los jugadores: 'accesible', 'medio' y 'caro'. Posteriormente, grafica en subplots tres gráficas de pastel (una para cada categoría de precio) que muestren la distribución de la nacionalidad. " + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
index#NamePosiciónNac.EdadClubValor más alto de carreraÚltima revisiónValor de mercadoDiferencial valor de MercadoPosición SimplePrecio
5452096Jaime GómezPivoteMéxico26Querétaro FC2300000.008/02/20192300000.01.00000021
5462197Ismael SosaExtremo derechoArgentina32Club León FC7500000.008/02/20192300000.00.30666731
5472298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.00000011
5482399Felipe PardoExtremo derechoColombia28Deportivo Toluca7500000.008/02/20192000000.00.26666731
54924100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.16666711
\n", + "
" + ], + "text/plain": [ + " index # Name Posición Nac. Edad \\\n", + "545 20 96 Jaime Gómez Pivote México 26 \n", + "546 21 97 Ismael Sosa Extremo derecho Argentina 32 \n", + "547 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "548 23 99 Felipe Pardo Extremo derecho Colombia 28 \n", + "549 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "\n", + " Club Valor más alto de carrera Última revisión \\\n", + "545 Querétaro FC 2300000.0 08/02/2019 \n", + "546 Club León FC 7500000.0 08/02/2019 \n", + "547 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "548 Deportivo Toluca 7500000.0 08/02/2019 \n", + "549 CF América 12000000.0 15/12/2018 \n", + "\n", + " Valor de mercado Diferencial valor de Mercado Posición Simple Precio \n", + "545 2300000.0 1.000000 2 1 \n", + "546 2300000.0 0.306667 3 1 \n", + "547 2300000.0 1.000000 1 1 \n", + "548 2000000.0 0.266667 3 1 \n", + "549 2000000.0 0.166667 1 1 " + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def price(x):\n", + " if x >= transfermkt['Valor de mercado'].quantile(.90):\n", + " return 3\n", + " elif x > transfermkt['Valor de mercado'].quantile(.30) and x < transfermkt['Valor de mercado'].quantile(.90):\n", + " return 2\n", + " return 1\n", + "transfermkt['Precio'] = transfermkt['Valor de mercado'].apply(price)\n", + "transfermkt.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
index#NamePosiciónNac.EdadClubValor más alto de carreraÚltima revisiónValor de mercadoDiferencial valor de MercadoPosición SimplePreciolocal
001Maximiliano MezaMedio centro ofensivoArgentina26CF Monterrey14000000.008/02/201914000000.01.000000330
112Rodolfo PizarroMedio centro ofensivoMéxico25CF Monterrey10000000.008/02/201910000000.01.000000331
223Carlos SalcedoDefensa centralMéxico25Tigres UANL10000000.008/02/201910000000.01.000000131
334Guido RodríguezPivoteArgentina25CF América10000000.008/02/201910000000.01.000000230
445Vincent JanssenDelantero centroPaíses Bajos25CF Monterrey14000000.013/06/20198000000.00.571429330
556Guido PizarroPivoteArgentina29Tigres UANL15000000.008/02/20197500000.00.500000230
\n", + "
" + ], + "text/plain": [ + " index # Name Posición Nac. Edad \\\n", + "0 0 1 Maximiliano Meza Medio centro ofensivo Argentina 26 \n", + "1 1 2 Rodolfo Pizarro Medio centro ofensivo México 25 \n", + "2 2 3 Carlos Salcedo Defensa central México 25 \n", + "3 3 4 Guido Rodríguez Pivote Argentina 25 \n", + "4 4 5 Vincent Janssen Delantero centro Países Bajos 25 \n", + "5 5 6 Guido Pizarro Pivote Argentina 29 \n", + "\n", + " Club Valor más alto de carrera Última revisión Valor de mercado \\\n", + "0 CF Monterrey 14000000.0 08/02/2019 14000000.0 \n", + "1 CF Monterrey 10000000.0 08/02/2019 10000000.0 \n", + "2 Tigres UANL 10000000.0 08/02/2019 10000000.0 \n", + "3 CF América 10000000.0 08/02/2019 10000000.0 \n", + "4 CF Monterrey 14000000.0 13/06/2019 8000000.0 \n", + "5 Tigres UANL 15000000.0 08/02/2019 7500000.0 \n", + "\n", + " Diferencial valor de Mercado Posición Simple Precio local \n", + "0 1.000000 3 3 0 \n", + "1 1.000000 3 3 1 \n", + "2 1.000000 1 3 1 \n", + "3 1.000000 2 3 0 \n", + "4 0.571429 3 3 0 \n", + "5 0.500000 2 3 0 " + ] + }, + "execution_count": 176, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def local_transfer(x):\n", + " if x == 'México':\n", + " return 1\n", + " return 0\n", + "transfermkt['local'] = transfermkt['Nac.'].apply(local_transfer)\n", + "transfermkt.head(6)" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [], + "source": [ + "transfer_accesible = transfermkt[(transfermkt['Precio'] == 1)]\n", + "transfer_promedio = transfermkt[(transfermkt['Precio'] == 2)]\n", + "transfer_caros = transfermkt[(transfermkt['Precio'] == 3)]" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, [ax1, ax2, ax3] = plt.subplots(1,3)\n", + "ax1.pie([len(transfer_accesible[(transfer_accesible['local'] == 1)].Name), len(transfer_accesible[(transfer_accesible['local'] != 1)].Name)], explode=(0, 0.1), labels=['Mexicano', 'Extranjero'], autopct='%1.1f%%', shadow=True, startangle=90)\n", + "ax1.axis('equal')\n", + "ax1.set_title('Accesibles') \n", + "\n", + "ax2.pie([len(transfer_promedio[(transfer_promedio['local'] == 1)].Name), len(transfer_promedio[(transfer_promedio['local'] != 1)].Name)], explode=(0, 0.1), labels=['Mexicano', 'Extranjero'], autopct='%1.1f%%', shadow=True, startangle=90)\n", + "ax2.axis('equal')\n", + "ax2.set_title('Precio Promedio')\n", + "\n", + "ax3.pie([len(transfer_caros[(transfer_caros['local'] == 1)].Name), len(transfer_caros[(transfer_caros['local'] != 1)].Name)], explode=(0, 0.1), labels=['Mexicano', 'Extranjero'], autopct='%1.1f%%', shadow=True, startangle=90)\n", + "ax3.axis('equal')\n", + "ax3.set_title('Atacantes')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### CatPlot\n", + "Grafica un catplot con el valor de mercado en el eje de las x, y las posiciones por categoría en el eje de las y, y agrupa la gráfica por nacionalidad (únicamente con dos categorías, mexicano o extranjero)." + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(x=\"Valor de mercado\", y=\"Posición\", hue=\"local\", data=transfermkt);" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(x=\"Valor de mercado\", y=\"Posición Simple\", hue=\"local\", data=transfermkt);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Pivot Tables \n", + "\n", + "Hacer una pivot table que tome el como valor la media del valor de mercado, que los índices sean los clubes y las columnas las posiciones. \n", + "\n", + "Posteriormente hacer una pivot table similar pero ahora con la nacionalidad como índice. " + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Valor de mercado
PosiciónDefensa centralDelantero centroExtremo derechoExtremo izquierdoInterior izquierdoLateral derechoLateral izquierdoMedio centro ofensivoMediocentroMori Delantero centroPivotePorteroRankin Lateral derechoSantos MediapuntaVázquez Pivotecentral
Club
Atlas Guadalajara3000000.04.000000e+06NaNNaNNaNNaN3000000.0NaNNaNNaNNaNNaNNaNNaNNaNNaN
Atlético de San LuisNaNNaNNaN3.500000e+06NaNNaN2500000.0NaNNaNNaNNaNNaNNaNNaNNaNNaN
CD Cruz Azul3500000.03.250000e+063250000.0NaNNaNNaNNaN5500000.06000000.0NaN2.550000e+06NaNNaNNaNNaNNaN
CF América2750000.05.500000e+063500000.03.500000e+06NaNNaNNaN4000000.07500000.0NaN1.000000e+074500000.0NaN2000000.0NaNNaN
CF Monterrey5000000.03.050000e+063150000.04.333333e+06NaN3250000.0NaN12000000.02500000.06000000.05.333333e+06NaNNaNNaNNaNNaN
CF Pachuca2500000.03.875000e+06NaN3.000000e+06NaNNaNNaN6000000.0NaNNaN3.500000e+06NaNNaNNaNNaNNaN
Club León FCNaN2.526316e+062400000.0NaNNaNNaNNaNNaNNaNNaNNaN2300000.0NaNNaNNaNNaN
Club TijuanaNaN3.000000e+06NaNNaNNaNNaNNaN2500000.0NaNNaN2.500000e+06NaNNaNNaNNaNNaN
Deportivo GuadalajaraNaN4.000000e+063500000.0NaNNaNNaNNaNNaNNaNNaNNaN2500000.02300000.0NaNNaNNaN
Deportivo TolucaNaN4.000000e+062000000.0NaNNaNNaNNaNNaNNaNNaN2.500000e+06NaNNaNNaNNaNNaN
FC JuárezNaN2.300000e+06NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Puebla FCNaN3.000000e+06NaNNaNNaNNaNNaNNaN2500000.0NaNNaNNaNNaNNaNNaNNaN
Querétaro FCNaNNaNNaNNaNNaNNaNNaN4000000.0NaNNaN2.300000e+06NaNNaNNaNNaNNaN
Santos LagunaNaN5.000000e+063500000.02.552632e+06NaN3000000.0NaN4500000.0NaNNaNNaN2300000.0NaNNaN2500000.03000000.0
Tigres UANL10000000.04.300000e+063500000.04.500000e+06NaN2800000.0NaN4000000.0NaNNaN5.500000e+062500000.0NaNNaNNaNNaN
UNAM PumasNaN3.500000e+062500000.03.000000e+062500000.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " Valor de mercado \\\n", + "Posición Defensa central Delantero centro Extremo derecho \n", + "Club \n", + "Atlas Guadalajara 3000000.0 4.000000e+06 NaN \n", + "Atlético de San Luis NaN NaN NaN \n", + "CD Cruz Azul 3500000.0 3.250000e+06 3250000.0 \n", + "CF América 2750000.0 5.500000e+06 3500000.0 \n", + "CF Monterrey 5000000.0 3.050000e+06 3150000.0 \n", + "CF Pachuca 2500000.0 3.875000e+06 NaN \n", + "Club León FC NaN 2.526316e+06 2400000.0 \n", + "Club Tijuana NaN 3.000000e+06 NaN \n", + "Deportivo Guadalajara NaN 4.000000e+06 3500000.0 \n", + "Deportivo Toluca NaN 4.000000e+06 2000000.0 \n", + "FC Juárez NaN 2.300000e+06 NaN \n", + "Puebla FC NaN 3.000000e+06 NaN \n", + "Querétaro FC NaN NaN NaN \n", + "Santos Laguna NaN 5.000000e+06 3500000.0 \n", + "Tigres UANL 10000000.0 4.300000e+06 3500000.0 \n", + "UNAM Pumas NaN 3.500000e+06 2500000.0 \n", + "\n", + " \\\n", + "Posición Extremo izquierdo Interior izquierdo Lateral derecho \n", + "Club \n", + "Atlas Guadalajara NaN NaN NaN \n", + "Atlético de San Luis 3.500000e+06 NaN NaN \n", + "CD Cruz Azul NaN NaN NaN \n", + "CF América 3.500000e+06 NaN NaN \n", + "CF Monterrey 4.333333e+06 NaN 3250000.0 \n", + "CF Pachuca 3.000000e+06 NaN NaN \n", + "Club León FC NaN NaN NaN \n", + "Club Tijuana NaN NaN NaN \n", + "Deportivo Guadalajara NaN NaN NaN \n", + "Deportivo Toluca NaN NaN NaN \n", + "FC Juárez NaN NaN NaN \n", + "Puebla FC NaN NaN NaN \n", + "Querétaro FC NaN NaN NaN \n", + "Santos Laguna 2.552632e+06 NaN 3000000.0 \n", + "Tigres UANL 4.500000e+06 NaN 2800000.0 \n", + "UNAM Pumas 3.000000e+06 2500000.0 NaN \n", + "\n", + " \\\n", + "Posición Lateral izquierdo Medio centro ofensivo Mediocentro \n", + "Club \n", + "Atlas Guadalajara 3000000.0 NaN NaN \n", + "Atlético de San Luis 2500000.0 NaN NaN \n", + "CD Cruz Azul NaN 5500000.0 6000000.0 \n", + "CF América NaN 4000000.0 7500000.0 \n", + "CF Monterrey NaN 12000000.0 2500000.0 \n", + "CF Pachuca NaN 6000000.0 NaN \n", + "Club León FC NaN NaN NaN \n", + "Club Tijuana NaN 2500000.0 NaN \n", + "Deportivo Guadalajara NaN NaN NaN \n", + "Deportivo Toluca NaN NaN NaN \n", + "FC Juárez NaN NaN NaN \n", + "Puebla FC NaN NaN 2500000.0 \n", + "Querétaro FC NaN 4000000.0 NaN \n", + "Santos Laguna NaN 4500000.0 NaN \n", + "Tigres UANL NaN 4000000.0 NaN \n", + "UNAM Pumas NaN NaN NaN \n", + "\n", + " \\\n", + "Posición Mori Delantero centro Pivote Portero \n", + "Club \n", + "Atlas Guadalajara NaN NaN NaN \n", + "Atlético de San Luis NaN NaN NaN \n", + "CD Cruz Azul NaN 2.550000e+06 NaN \n", + "CF América NaN 1.000000e+07 4500000.0 \n", + "CF Monterrey 6000000.0 5.333333e+06 NaN \n", + "CF Pachuca NaN 3.500000e+06 NaN \n", + "Club León FC NaN NaN 2300000.0 \n", + "Club Tijuana NaN 2.500000e+06 NaN \n", + "Deportivo Guadalajara NaN NaN 2500000.0 \n", + "Deportivo Toluca NaN 2.500000e+06 NaN \n", + "FC Juárez NaN NaN NaN \n", + "Puebla FC NaN NaN NaN \n", + "Querétaro FC NaN 2.300000e+06 NaN \n", + "Santos Laguna NaN NaN 2300000.0 \n", + "Tigres UANL NaN 5.500000e+06 2500000.0 \n", + "UNAM Pumas NaN NaN NaN \n", + "\n", + " \\\n", + "Posición Rankin Lateral derecho Santos Mediapunta Vázquez Pivote \n", + "Club \n", + "Atlas Guadalajara NaN NaN NaN \n", + "Atlético de San Luis NaN NaN NaN \n", + "CD Cruz Azul NaN NaN NaN \n", + "CF América NaN 2000000.0 NaN \n", + "CF Monterrey NaN NaN NaN \n", + "CF Pachuca NaN NaN NaN \n", + "Club León FC NaN NaN NaN \n", + "Club Tijuana NaN NaN NaN \n", + "Deportivo Guadalajara 2300000.0 NaN NaN \n", + "Deportivo Toluca NaN NaN NaN \n", + "FC Juárez NaN NaN NaN \n", + "Puebla FC NaN NaN NaN \n", + "Querétaro FC NaN NaN NaN \n", + "Santos Laguna NaN NaN 2500000.0 \n", + "Tigres UANL NaN NaN NaN \n", + "UNAM Pumas NaN NaN NaN \n", + "\n", + " \n", + "Posición central \n", + "Club \n", + "Atlas Guadalajara NaN \n", + "Atlético de San Luis NaN \n", + "CD Cruz Azul NaN \n", + "CF América NaN \n", + "CF Monterrey NaN \n", + "CF Pachuca NaN \n", + "Club León FC NaN \n", + "Club Tijuana NaN \n", + "Deportivo Guadalajara NaN \n", + "Deportivo Toluca NaN \n", + "FC Juárez NaN \n", + "Puebla FC NaN \n", + "Querétaro FC NaN \n", + "Santos Laguna 3000000.0 \n", + "Tigres UANL NaN \n", + "UNAM Pumas NaN " + ] + }, + "execution_count": 163, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.pivot_table(transfermkt, index=['Club'], columns=['Posición'], values=['Valor de mercado'], aggfunc='mean')" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Valor de mercado
PosiciónDefensa centralDelantero centroExtremo derechoExtremo izquierdoInterior izquierdoLateral derechoLateral izquierdoMedio centro ofensivoMediocentroMori Delantero centroPivotePorteroRankin Lateral derechoSantos MediapuntaVázquez Pivotecentral
Nac.
Argentina2.526316e+063.687500e+062300000.03.500000e+062500000.0NaNNaN8800000.0NaN6000000.03.636364e+062.700000e+06NaNNaNNaNNaN
BoliviaNaNNaNNaNNaNNaNNaNNaNNaN2500000.0NaNNaNNaNNaNNaNNaNNaN
BrasilNaN3.000000e+06NaNNaNNaNNaNNaNNaNNaNNaN4.500000e+06NaNNaNNaNNaN3000000.0
CanadáNaN3.000000e+06NaNNaNNaNNaNNaNNaNNaNNaN3.000000e+06NaNNaNNaNNaNNaN
ChileNaN3.016000e+06NaN3.000000e+06NaNNaNNaN4500000.0NaNNaNNaNNaNNaNNaNNaNNaN
Colombia2.500000e+065.000000e+062175000.03.333333e+06NaN3.500000e+06NaN3500000.07500000.0NaNNaNNaNNaNNaNNaNNaN
Costa RicaNaNNaN2500000.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
EcuadorNaN4.500000e+063500000.02.500000e+06NaNNaNNaN2500000.0NaNNaNNaNNaNNaNNaNNaNNaN
EspañaNaNNaN3000000.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
FranciaNaN3.500000e+06NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
México7.500000e+062.578947e+063375000.04.600000e+06NaN2.933333e+062.526316e+067000000.03000000.0NaN2.616949e+062.366667e+062300000.02000000.02500000.0NaN
Paraguay4.500000e+064.000000e+062500000.0NaNNaNNaNNaNNaNNaNNaN3.000000e+06NaNNaNNaNNaNNaN
Países BajosNaN8.000000e+06NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
PerúNaNNaNNaNNaNNaNNaNNaNNaN3000000.0NaNNaNNaNNaNNaNNaNNaN
UruguayNaN3.500000e+062800000.03.500000e+06NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " Valor de mercado \\\n", + "Posición Defensa central Delantero centro Extremo derecho \n", + "Nac. \n", + "Argentina 2.526316e+06 3.687500e+06 2300000.0 \n", + "Bolivia NaN NaN NaN \n", + "Brasil NaN 3.000000e+06 NaN \n", + "Canadá NaN 3.000000e+06 NaN \n", + "Chile NaN 3.016000e+06 NaN \n", + "Colombia 2.500000e+06 5.000000e+06 2175000.0 \n", + "Costa Rica NaN NaN 2500000.0 \n", + "Ecuador NaN 4.500000e+06 3500000.0 \n", + "España NaN NaN 3000000.0 \n", + "Francia NaN 3.500000e+06 NaN \n", + "México 7.500000e+06 2.578947e+06 3375000.0 \n", + "Paraguay 4.500000e+06 4.000000e+06 2500000.0 \n", + "Países Bajos NaN 8.000000e+06 NaN \n", + "Perú NaN NaN NaN \n", + "Uruguay NaN 3.500000e+06 2800000.0 \n", + "\n", + " \\\n", + "Posición Extremo izquierdo Interior izquierdo Lateral derecho \n", + "Nac. \n", + "Argentina 3.500000e+06 2500000.0 NaN \n", + "Bolivia NaN NaN NaN \n", + "Brasil NaN NaN NaN \n", + "Canadá NaN NaN NaN \n", + "Chile 3.000000e+06 NaN NaN \n", + "Colombia 3.333333e+06 NaN 3.500000e+06 \n", + "Costa Rica NaN NaN NaN \n", + "Ecuador 2.500000e+06 NaN NaN \n", + "España NaN NaN NaN \n", + "Francia NaN NaN NaN \n", + "México 4.600000e+06 NaN 2.933333e+06 \n", + "Paraguay NaN NaN NaN \n", + "Países Bajos NaN NaN NaN \n", + "Perú NaN NaN NaN \n", + "Uruguay 3.500000e+06 NaN NaN \n", + "\n", + " \\\n", + "Posición Lateral izquierdo Medio centro ofensivo Mediocentro \n", + "Nac. \n", + "Argentina NaN 8800000.0 NaN \n", + "Bolivia NaN NaN 2500000.0 \n", + "Brasil NaN NaN NaN \n", + "Canadá NaN NaN NaN \n", + "Chile NaN 4500000.0 NaN \n", + "Colombia NaN 3500000.0 7500000.0 \n", + "Costa Rica NaN NaN NaN \n", + "Ecuador NaN 2500000.0 NaN \n", + "España NaN NaN NaN \n", + "Francia NaN NaN NaN \n", + "México 2.526316e+06 7000000.0 3000000.0 \n", + "Paraguay NaN NaN NaN \n", + "Países Bajos NaN NaN NaN \n", + "Perú NaN NaN 3000000.0 \n", + "Uruguay NaN NaN NaN \n", + "\n", + " \\\n", + "Posición Mori Delantero centro Pivote Portero \n", + "Nac. \n", + "Argentina 6000000.0 3.636364e+06 2.700000e+06 \n", + "Bolivia NaN NaN NaN \n", + "Brasil NaN 4.500000e+06 NaN \n", + "Canadá NaN 3.000000e+06 NaN \n", + "Chile NaN NaN NaN \n", + "Colombia NaN NaN NaN \n", + "Costa Rica NaN NaN NaN \n", + "Ecuador NaN NaN NaN \n", + "España NaN NaN NaN \n", + "Francia NaN NaN NaN \n", + "México NaN 2.616949e+06 2.366667e+06 \n", + "Paraguay NaN 3.000000e+06 NaN \n", + "Países Bajos NaN NaN NaN \n", + "Perú NaN NaN NaN \n", + "Uruguay NaN NaN NaN \n", + "\n", + " \\\n", + "Posición Rankin Lateral derecho Santos Mediapunta Vázquez Pivote \n", + "Nac. \n", + "Argentina NaN NaN NaN \n", + "Bolivia NaN NaN NaN \n", + "Brasil NaN NaN NaN \n", + "Canadá NaN NaN NaN \n", + "Chile NaN NaN NaN \n", + "Colombia NaN NaN NaN \n", + "Costa Rica NaN NaN NaN \n", + "Ecuador NaN NaN NaN \n", + "España NaN NaN NaN \n", + "Francia NaN NaN NaN \n", + "México 2300000.0 2000000.0 2500000.0 \n", + "Paraguay NaN NaN NaN \n", + "Países Bajos NaN NaN NaN \n", + "Perú NaN NaN NaN \n", + "Uruguay NaN NaN NaN \n", + "\n", + " \n", + "Posición central \n", + "Nac. \n", + "Argentina NaN \n", + "Bolivia NaN \n", + "Brasil 3000000.0 \n", + "Canadá NaN \n", + "Chile NaN \n", + "Colombia NaN \n", + "Costa Rica NaN \n", + "Ecuador NaN \n", + "España NaN \n", + "Francia NaN \n", + "México NaN \n", + "Paraguay NaN \n", + "Países Bajos NaN \n", + "Perú NaN \n", + "Uruguay NaN " + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.pivot_table(transfermkt, index=['Nac.'], columns=['Posición'], values=['Valor de mercado'], aggfunc='mean')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Distribución del valor de mercado\n", + "Graficar en 3 subplots un histograma de la distribución del valor de mercado con distintos valores para los bins. " + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, [ax1, ax2, ax3] = plt.subplots(1,3)\n", + "ax1.hist(transfermkt['Valor de mercado'])\n", + "ax1.set_title('bins=10') \n", + "ax1.set_xlabel('Valor de Mercado') \n", + "\n", + "ax2.hist(transfermkt['Valor de mercado'], bins=20)\n", + "ax2.set_title('bins=20')\n", + "ax2.set_xlabel('Valor de Mercado')\n", + "\n", + "ax3.hist(transfermkt['Valor de mercado'], bins=50)\n", + "ax3.set_title('bins=50')\n", + "ax3.set_xlabel('Valor de Mercado')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Comparativa entre plantillas \n", + "Hacer un gráfico de barras conjunto que compare la media del valor de la plantilla de Chivas y América por posición. El valor de mercado en el eje y, y en el eje x se agrupa por posición. " + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "market_value = transfermkt[[\"Valor de mercado\", \"Club\"]].groupby([\"Club\"]).agg(\"mean\")\n", + "market_value.plot.bar();" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
index#NamePosiciónNac.EdadClubValor más alto de carreraÚltima revisiónValor de mercadoDiferencial valor de MercadoPosición SimplePreciolocal
334Guido RodríguezPivoteArgentina25CF América10000000.008/02/201910000000.01.000000230
889Mateus UribeMediocentroColombia28CF América7500000.008/02/20197500000.01.000000230
111112Nicolás CastilloDelantero centroChile26CF América6000000.011/01/20196000000.01.000000330
151516Roger MartínezDelantero centroColombia25CF América5000000.008/02/20195000000.01.000000330
202021Bruno ValdezDefensa centralParaguay26CF América5000000.008/02/20195000000.01.000000130
222223Agustín MarchesínPorteroArgentina31CF América4500000.008/02/20194500000.01.000000130
2834Guido RodríguezPivoteArgentina25CF América10000000.008/02/201910000000.01.000000230
3389Mateus UribeMediocentroColombia28CF América7500000.008/02/20197500000.01.000000230
361112Nicolás CastilloDelantero centroChile26CF América6000000.011/01/20196000000.01.000000330
401516Roger MartínezDelantero centroColombia25CF América5000000.008/02/20195000000.01.000000330
452021Bruno ValdezDefensa centralParaguay26CF América5000000.008/02/20195000000.01.000000130
472223Agustín MarchesínPorteroArgentina31CF América4500000.008/02/20194500000.01.000000130
51127Nicolás BenedettiMedio centro ofensivoColombia22CF América4000000.008/02/20194000000.01.000000330
53329Alexis VegaDelantero centroMéxico21Deportivo Guadalajara4000000.008/02/20194000000.01.000000331
55531Alan PulidoDelantero centroMéxico28Deportivo Guadalajara4000000.008/02/20194000000.01.000000331
601036Isaac BrizuelaExtremo derechoMéxico28Deportivo Guadalajara3500000.008/02/20193500000.01.000000321
661642Andrés IbargüenExtremo izquierdoColombia27CF América4000000.008/02/20193500000.00.875000320
712147Renato IbarraExtremo derechoEcuador28CF América3500000.008/02/20193500000.01.000000320
105581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
107783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
1222298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
12424100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
130581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
132783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
1472298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
14924100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
155581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
157783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
1722298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
17424100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
.............................................
3722298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
37424100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
380581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
382783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
3972298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
39924100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
405581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
407783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
4222298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
42424100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
430581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
432783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
4472298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
44924100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
455581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
457783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
4722298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
47424100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
480581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
482783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
4972298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
49924100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
505581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
507783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
5222298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
52424100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
530581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
532783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
5472298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
54924100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
\n", + "

90 rows × 14 columns

\n", + "
" + ], + "text/plain": [ + " index # Name Posición Nac. Edad \\\n", + "3 3 4 Guido Rodríguez Pivote Argentina 25 \n", + "8 8 9 Mateus Uribe Mediocentro Colombia 28 \n", + "11 11 12 Nicolás Castillo Delantero centro Chile 26 \n", + "15 15 16 Roger Martínez Delantero centro Colombia 25 \n", + "20 20 21 Bruno Valdez Defensa central Paraguay 26 \n", + "22 22 23 Agustín Marchesín Portero Argentina 31 \n", + "28 3 4 Guido Rodríguez Pivote Argentina 25 \n", + "33 8 9 Mateus Uribe Mediocentro Colombia 28 \n", + "36 11 12 Nicolás Castillo Delantero centro Chile 26 \n", + "40 15 16 Roger Martínez Delantero centro Colombia 25 \n", + "45 20 21 Bruno Valdez Defensa central Paraguay 26 \n", + "47 22 23 Agustín Marchesín Portero Argentina 31 \n", + "51 1 27 Nicolás Benedetti Medio centro ofensivo Colombia 22 \n", + "53 3 29 Alexis Vega Delantero centro México 21 \n", + "55 5 31 Alan Pulido Delantero centro México 28 \n", + "60 10 36 Isaac Brizuela Extremo derecho México 28 \n", + "66 16 42 Andrés Ibargüen Extremo izquierdo Colombia 27 \n", + "71 21 47 Renato Ibarra Extremo derecho Ecuador 28 \n", + "105 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "107 7 83 Raúl Gudiño Portero México 23 \n", + "122 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "124 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "130 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "132 7 83 Raúl Gudiño Portero México 23 \n", + "147 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "149 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "155 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "157 7 83 Raúl Gudiño Portero México 23 \n", + "172 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "174 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + ".. ... ... ... ... ... ... \n", + "372 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "374 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "380 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "382 7 83 Raúl Gudiño Portero México 23 \n", + "397 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "399 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "405 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "407 7 83 Raúl Gudiño Portero México 23 \n", + "422 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "424 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "430 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "432 7 83 Raúl Gudiño Portero México 23 \n", + "447 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "449 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "455 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "457 7 83 Raúl Gudiño Portero México 23 \n", + "472 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "474 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "480 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "482 7 83 Raúl Gudiño Portero México 23 \n", + "497 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "499 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "505 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "507 7 83 Raúl Gudiño Portero México 23 \n", + "522 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "524 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "530 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "532 7 83 Raúl Gudiño Portero México 23 \n", + "547 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "549 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "\n", + " Club Valor más alto de carrera Última revisión \\\n", + "3 CF América 10000000.0 08/02/2019 \n", + "8 CF América 7500000.0 08/02/2019 \n", + "11 CF América 6000000.0 11/01/2019 \n", + "15 CF América 5000000.0 08/02/2019 \n", + "20 CF América 5000000.0 08/02/2019 \n", + "22 CF América 4500000.0 08/02/2019 \n", + "28 CF América 10000000.0 08/02/2019 \n", + "33 CF América 7500000.0 08/02/2019 \n", + "36 CF América 6000000.0 11/01/2019 \n", + "40 CF América 5000000.0 08/02/2019 \n", + "45 CF América 5000000.0 08/02/2019 \n", + "47 CF América 4500000.0 08/02/2019 \n", + "51 CF América 4000000.0 08/02/2019 \n", + "53 Deportivo Guadalajara 4000000.0 08/02/2019 \n", + "55 Deportivo Guadalajara 4000000.0 08/02/2019 \n", + "60 Deportivo Guadalajara 3500000.0 08/02/2019 \n", + "66 CF América 4000000.0 08/02/2019 \n", + "71 CF América 3500000.0 08/02/2019 \n", + "105 CF América 2500000.0 08/02/2019 \n", + "107 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "122 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "124 CF América 12000000.0 15/12/2018 \n", + "130 CF América 2500000.0 08/02/2019 \n", + "132 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "147 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "149 CF América 12000000.0 15/12/2018 \n", + "155 CF América 2500000.0 08/02/2019 \n", + "157 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "172 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "174 CF América 12000000.0 15/12/2018 \n", + ".. ... ... ... \n", + "372 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "374 CF América 12000000.0 15/12/2018 \n", + "380 CF América 2500000.0 08/02/2019 \n", + "382 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "397 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "399 CF América 12000000.0 15/12/2018 \n", + "405 CF América 2500000.0 08/02/2019 \n", + "407 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "422 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "424 CF América 12000000.0 15/12/2018 \n", + "430 CF América 2500000.0 08/02/2019 \n", + "432 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "447 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "449 CF América 12000000.0 15/12/2018 \n", + "455 CF América 2500000.0 08/02/2019 \n", + "457 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "472 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "474 CF América 12000000.0 15/12/2018 \n", + "480 CF América 2500000.0 08/02/2019 \n", + "482 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "497 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "499 CF América 12000000.0 15/12/2018 \n", + "505 CF América 2500000.0 08/02/2019 \n", + "507 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "522 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "524 CF América 12000000.0 15/12/2018 \n", + "530 CF América 2500000.0 08/02/2019 \n", + "532 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "547 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "549 CF América 12000000.0 15/12/2018 \n", + "\n", + " Valor de mercado Diferencial valor de Mercado Posición Simple Precio \\\n", + "3 10000000.0 1.000000 2 3 \n", + "8 7500000.0 1.000000 2 3 \n", + "11 6000000.0 1.000000 3 3 \n", + "15 5000000.0 1.000000 3 3 \n", + "20 5000000.0 1.000000 1 3 \n", + "22 4500000.0 1.000000 1 3 \n", + "28 10000000.0 1.000000 2 3 \n", + "33 7500000.0 1.000000 2 3 \n", + "36 6000000.0 1.000000 3 3 \n", + "40 5000000.0 1.000000 3 3 \n", + "45 5000000.0 1.000000 1 3 \n", + "47 4500000.0 1.000000 1 3 \n", + "51 4000000.0 1.000000 3 3 \n", + "53 4000000.0 1.000000 3 3 \n", + "55 4000000.0 1.000000 3 3 \n", + "60 3500000.0 1.000000 3 2 \n", + "66 3500000.0 0.875000 3 2 \n", + "71 3500000.0 1.000000 3 2 \n", + "105 2500000.0 1.000000 1 1 \n", + "107 2500000.0 1.000000 1 1 \n", + "122 2300000.0 1.000000 1 1 \n", + "124 2000000.0 0.166667 1 1 \n", + "130 2500000.0 1.000000 1 1 \n", + "132 2500000.0 1.000000 1 1 \n", + "147 2300000.0 1.000000 1 1 \n", + "149 2000000.0 0.166667 1 1 \n", + "155 2500000.0 1.000000 1 1 \n", + "157 2500000.0 1.000000 1 1 \n", + "172 2300000.0 1.000000 1 1 \n", + "174 2000000.0 0.166667 1 1 \n", + ".. ... ... ... ... \n", + "372 2300000.0 1.000000 1 1 \n", + "374 2000000.0 0.166667 1 1 \n", + "380 2500000.0 1.000000 1 1 \n", + "382 2500000.0 1.000000 1 1 \n", + "397 2300000.0 1.000000 1 1 \n", + "399 2000000.0 0.166667 1 1 \n", + "405 2500000.0 1.000000 1 1 \n", + "407 2500000.0 1.000000 1 1 \n", + "422 2300000.0 1.000000 1 1 \n", + "424 2000000.0 0.166667 1 1 \n", + "430 2500000.0 1.000000 1 1 \n", + "432 2500000.0 1.000000 1 1 \n", + "447 2300000.0 1.000000 1 1 \n", + "449 2000000.0 0.166667 1 1 \n", + "455 2500000.0 1.000000 1 1 \n", + "457 2500000.0 1.000000 1 1 \n", + "472 2300000.0 1.000000 1 1 \n", + "474 2000000.0 0.166667 1 1 \n", + "480 2500000.0 1.000000 1 1 \n", + "482 2500000.0 1.000000 1 1 \n", + "497 2300000.0 1.000000 1 1 \n", + "499 2000000.0 0.166667 1 1 \n", + "505 2500000.0 1.000000 1 1 \n", + "507 2500000.0 1.000000 1 1 \n", + "522 2300000.0 1.000000 1 1 \n", + "524 2000000.0 0.166667 1 1 \n", + "530 2500000.0 1.000000 1 1 \n", + "532 2500000.0 1.000000 1 1 \n", + "547 2300000.0 1.000000 1 1 \n", + "549 2000000.0 0.166667 1 1 \n", + "\n", + " local \n", + "3 0 \n", + "8 0 \n", + "11 0 \n", + "15 0 \n", + "20 0 \n", + "22 0 \n", + "28 0 \n", + "33 0 \n", + "36 0 \n", + "40 0 \n", + "45 0 \n", + "47 0 \n", + "51 0 \n", + "53 1 \n", + "55 1 \n", + "60 1 \n", + "66 0 \n", + "71 0 \n", + "105 0 \n", + "107 1 \n", + "122 1 \n", + "124 1 \n", + "130 0 \n", + "132 1 \n", + "147 1 \n", + "149 1 \n", + "155 0 \n", + "157 1 \n", + "172 1 \n", + "174 1 \n", + ".. ... \n", + "372 1 \n", + "374 1 \n", + "380 0 \n", + "382 1 \n", + "397 1 \n", + "399 1 \n", + "405 0 \n", + "407 1 \n", + "422 1 \n", + "424 1 \n", + "430 0 \n", + "432 1 \n", + "447 1 \n", + "449 1 \n", + "455 0 \n", + "457 1 \n", + "472 1 \n", + "474 1 \n", + "480 0 \n", + "482 1 \n", + "497 1 \n", + "499 1 \n", + "505 0 \n", + "507 1 \n", + "522 1 \n", + "524 1 \n", + "530 0 \n", + "532 1 \n", + "547 1 \n", + "549 1 \n", + "\n", + "[90 rows x 14 columns]" + ] + }, + "execution_count": 180, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "equipos = ['CF América','Deportivo Guadalajara']\n", + "data_filter = transfermkt[transfermkt.Club.isin(equipos)]\n", + "data_filter" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABQUAAAMxCAYAAABSO9WBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xmc1nW9///nDDNsogSDgijSEUKPy6kAN/IoKLhUppVgprlbHkzz9MtyIdEjmBulljukUd1uB82OyxdXlCPFYi5pRz25lIoIijAKiAwyXPP7o29zznwBvdS5huVzv//jXJ/rfX2u18Wgfzx8fz5XVVNTU1MAAAAAgMKoXt8DAAAAAABtSxQEAAAAgIIRBQEAAACgYERBAAAAACgYURAAAAAACkYUBAAAAICCqVnfA3xc11xzTZ544ol07do1EyZMeN+1N998c5555pkkyXvvvZclS5bk5ptvboMpAQAAAGDDsdFHwaFDh+aggw7K1Vdf/YFrjzvuuOaf77nnnrz00ksVnAwAAAAANkwbfRTcaaedsnDhwhbHXn/99UyaNClLly5Nhw4d8q1vfSvbbLNNizUzZ87MqFGj2nJUAAAAANggbPRRcG1uuOGGnHzyydl6663zwgsvZOLEiRk7dmzz82+++WYWLlyYXXbZZT1OCQAAAADrxyYXBRsaGvLcc8/lxz/+cfOxxsbGFmtmzpyZPffcM9XVvmcFAAAAgOLZ5KJgqVTKZpttlssuu2yda2bNmpUTTzyxDacCAAAAgA3HJrdVrnPnztlqq60ye/bsJElTU1Nefvnl5ufnz5+f5cuXZ8CAAetpQgAAAABYv6qampqa1vcQH8cVV1yRZ599NsuWLUvXrl0zatSo7LLLLrnxxhvz9ttvp7GxMZ/73Ody+OGHJ0luueWWrFq1KkcdddR6nhwAAAAA1o+NPgoCAAAAAB/OJnf5MAAAAADw/kRBAAAAACiYjf7bh+fPn7++RwAAAACADULv3r3LWmenIAAAAAAUjCgIAAAAAAUjCgIAAABAwWz09xQEAAAA2Bg0NTWloaEhpVIpVVVV63scNmJNTU2prq5Ox44dP/LfJVEQAAAAoA00NDSktrY2NTVyDB9fY2NjGhoa0qlTp4/0epcPAwAAALSBUqkkCNJqampqUiqVPvLrRUEAAACANuCSYVrbx/k7JQoCAAAAQMGIggAAAACsFxMmTMhpp53W6mv5YC5kBwAAAKCi/uM//iM33HBDXnzxxXTp0iU777xzTj/99PU9VqGJggAAAABUzPXXX5+rr746F198cYYOHZra2tpMnz499913Xzp37ry+xysslw8DAAAAUBFLly7N5ZdfnvHjx+fzn/98OnfunNra2hxwwAH54Q9/2GLtrFmzMmjQoBbH9thjj8yYMaP5cUNDQ0455ZQMGDAgBx54YJ555pk2+RybIlEQAAAAgIp4/PHHs3Llyhx88MGtcr77778/X/ziF/PMM8/ky1/+ck488cSsWrWqVc5dNKIgAAAAABXx1ltvpXv37qmpaZ072O2666754he/mNra2nzzm9/MypUr88QTT7TKuYtGFAQAAACgIrp165b6+vo0Nja2yvl69+7d/HN1dXW23nrrvP76661y7qIRBQEAAACoiEGDBqVDhw659957P3Bt586d09DQ0Px49erVWbx4cYs18+fPb/65VCplwYIF6dWrV+sNXCCiIAAAAAAVscUWW+R73/tezj333Nx7771ZsWJFVq1alYceeijjxo1rsXb77bdPQ0NDpk2bllWrVuXKK6/Me++912LNf/3Xf+Xuu+9OY2NjbrzxxrRv3z4DBw5sy4+0yRAFAQAAAKiYb33rWxk7dmyuvPLK7Lrrrtltt91y00035cADD2yxbosttshFF12UM888M4MGDUrnzp2z9dZbt1hzwAEH5M4778xOO+2U2267LRMnTkxtbW1bfpxNRlVTU1PT+h7i4/jf20YBAAAANlTvvvtuOnfuvL7HYBOytr9T//u+i+/HTkEAAAAAKBhREAAAAAAKRhQEAAAAgIIRBQEAAACgYERBAAAAACgYURAAAAAACkYUBAAAAKBNLViwIL/5zW/W9xiFVtMWb3LNNdfkiSeeSNeuXTNhwoQ1nm9qaspNN92UP/7xj+nQoUNGjx6d7bffvi1GAwAAAFgvFpx5Uqueb+vLJn7gmoULF2bs2LF56qmn0r59+/Tp0yfnn39+2rdvn6FDh7boMVOnTk379u3XOMd5552XqVOn5tFHH0119Yffb7ZkyZJccMEFOf/889e5ZvLkyenUqVNGjhz5oc9PedokCg4dOjQHHXRQrr766rU+/8c//jGvv/56rrrqqrzwwguZOHFiLrroorYYDQAAAKAQmpqacuKJJ2bkyJG59tprkyRPP/10Fi1alN69e6dv37554IEH3vccpVIp99xzT7beeuvMmTMnQ4YM+dBzdO3aNdddd906n29sbMwxxxzzoc/Lh9MmUXCnnXbKwoUL1/n8Y489ln322SdVVVUZMGBAli9fnrfeeivdunVri/EAAAAANnkzZ85MbW1ti+C2yy67JEleffXVss+x44475pBDDsntt9/eHAUnTJiQuXPnZuHChfnrX/+asWPH5oknnsj06dPTq1ev3Hzzzamtrc2f/vSnXHDBBVm+fHm6d++en/zkJ+nZs2cOP/zwDBo0KI899lhGjBiR5cuXZ7PNNsspp5ySl156KWeddVYWL16cdu3a5frrr8+WW26Z448/PkuWLEljY2O+//3v58ADD2z9P7RN2AZxT8H6+vr06NGj+XFdXV3q6+vX40QAAAAAm5bnnnsuu+666zqff+WVVzJixIiMGDEi55xzzlrX3HHHHTn00ENz8MEH58EHH8yqVatavH7y5Mn5+c9/ntNOOy1DhgzJgw8+mI4dOzavHTNmTG644Ybce++9OeKII3LJJZc0v37p0qW57bbbcsopp7R4z9NOOy3HHXdcpk2bljvuuCM9e/ZMhw4dMmnSpNx333259dZb82//9m9pamr6mH9CxdImOwU/yNp+aVVVVWtdO23atEybNi1JcvHFF7eIiR/kv44/7KMNuAHZ9abb1/cIAAAAwEfwxhtvpKamcinmg85dXV2d6urqta5r165d+vbtm+nTp6/z9e+9914eeuihjBs3Ll26dMnAgQPz+9//PiNGjEh1dXX233//dOrUKbvuumtKpVJGjBiRqqqq7LTTTnnttdfy8ssv57nnnsuRRx6ZJFm9enV69uyZmpqaVFVV5ctf/nLzbH+ftaGhIa+//noOOeSQJEmXLl2SJKtWrcqll16a2bNnp7q6Oq+//nreeuutbLXVVh/pz25j1aFDhw/Vxv63DSIK1tXVZdGiRc2PFy9evM5Lh4cPH57hw4c3P/7fryuCon1eAAAA2FSsXLky7dq1q9j5Gxsb3/f5/v3756677lrrutWrV3/gOaZNm5alS5dm3333TZKsWLEiHTt2zLBhw1IqlVJbW9v8+pqamuZzJn+LeI2NjRkwYEDuuuuuNeZuampKhw4dml9fKpVSKpWyatWqNDU1rTHXLbfckjfffDP33HNPamtrs8cee2T58uUf+GewqVm5cuUarah3795lvXaDuHx48ODBmTFjRpqamvL888+nc+fO7icIAAAA0Ir23nvvvPfee/n1r3/dfOzJJ5/M7Nmzy3r97bffnssvvzyPPPJIHnnkkcyZMycPP/xwVqxYUdbr+/Xrl/r6+jz22GNJ/hYKn3vuufd9zeabb56tt9469957b5K/RbAVK1Zk2bJl6dGjR2prazNz5szMmzevrBn4H22yU/CKK67Is88+m2XLluWUU07JqFGjmsvtAQcckM9+9rN54okncvrpp6d9+/YZPXp0W4wFAAAAsN5sfdnENn2/qqqqTJw4MWPHjs3VV1+dDh06ZNttt80FF1zwga9dsWJFHn744Rb3AOzcuXN233333H///WW9f/v27XP99dfnvPPOy9KlS7N69eqcdNJJ2WGHHd73dVdddVV+8IMf5PLLL09NTU2uv/76fOUrX8mxxx6bgw8+ODvvvHP69+9f1gz8j6qmjfwujPPnzy977YIzT6rgJG2jrf+DAQAAALSOd999N507d17fY7AJWdvfqY3q8mEAAAAAoO2IggAAAABQMKIgAAAAABSMKAgAAAAABSMKAgAAAEDBiIIAAAAAUDA163sAAAAAgCI67hezW/V8Nx+71weu6dOnT3bcccc0NjamXbt2GTlyZE4++eRUV1d239iNN96Yo48+Op06dUqSfOMb38jPfvazdO3a9WOd980338z555+fJ554Il27dk1tbW1Gjx6dgw8++GPPPGvWrFx33XWZPHnyx1rz1FNP5Te/+U0uvPDCjz1TaxIFAQAAAAqiY8eOeeCBB5IkixYtyqmnnpply5ble9/7XsXec/Xq1Zk4cWK++tWvNkfBX/7ylx/7vE1NTTnhhBMycuTIXH311UmSefPm5f777//Y525Nn/70p/PpT3+67PWNjY2pqal8snP5MAAAAEAB9ejRI5deemluuummNDU1ZfXq1bnwwgvz+c9/PsOHD28Od7NmzcpXvvKVnHjiiRk6dGh+8IMfpFQqJUluv/327L///tlvv/0yfvz45nN/6lOfymWXXZYvfvGLueqqq/LGG29k5MiROfzww5Mke+yxR+rr6zN+/PjcfPPNza+bMGFCrrvuujQ1NeXCCy/Mfvvtl/333z933HHHGvP//ve/T/v27XPMMcc0H9t2221zwgknJEmmTJmSc889t/m5Y445JrNmzUqSnHXWWTn44IMzbNiwXH755c1rpk+fnn322SeHHXZY7rnnnubjf/zjH/OlL30pBxxwQL70pS/lxRdfXGOeda2ZNWtW84zrWjNlypR885vfzLHHHpsjjzwyy5cvz6hRo3LggQdm//33z3333feBv88Py05BAAAAgILq27dvmpqasmjRotx3333ZfPPNc/fdd2flypU57LDDsu+++yZJnnzyyUyfPj3bbrttjjrqqNx9990ZPHhwxo8fn3vvvTddu3bNkUcemXvvvTcHHXRQ3n333eywww4588wzkyT//u//nltvvTXdu3dv8f6HHnpoxo4dm+OOOy5Jctddd+XXv/517r777jzzzDN54IEHUl9fn89//vPZc88907Nnz+bXPv/889lll10+0uf+wQ9+kG7dumX16tU54ogj8uyzz2b77bfPmWeemVtuuSX/8A//kFNOOaV5ff/+/fPb3/42NTU1mTFjRi655JLceOONLc75cdc8/vjjmTZtWrp165bGxsZMmjQpm2++eerr63PIIYfkgAMOSFVV1Uf6vGsjCgIAAAAUWFNTU5Lk4Ycfzn//939n6tSpSZJly5blpZdeSm1tbT7zmc+kb9++SZLDDjssf/jDH1JbW5u99tordXV1SZKvfOUrmTNnTg466KC0a9cuX/jCFz7wvXfZZZcsWrQor7/+ehYvXpyuXbtmm222yQ033JDDDjss7dq1y5Zbbpk999wzTz31VA444IB1nuucc87JH/7wh7Rv3z533333+77v3+Pj6tWr88Ybb+SFF15IqVTKdtttl+233z5J8tWvfjW/+tWvkiRLly7NGWeckZdeeilVVVVZtWrVGuf8uGv22WefdOvWLcnfficXX3xxHnnkkVRVVeX111/Pm2++ma222uoD/0zLJQoCAAAAFNQrr7yS6urq9OjRI0kybty4DB06tMWaWbNmrbFDraqqqjkmrk2HDh3Srl27smb4whe+kKlTp2bhwoU59NBDk+R9z/13AwYMaBH/LrrootTX1zd/yUhNTU3zZc5JsnLlyiTJ3Llzc/3112fq1Kn5xCc+kTPOOCMNDQ3Nn2ttLrvssgwZMiSTJk3Kq6++2nwZdGuu6dy5c/PPv/3tb7N48eLcc889qa2tzR577NE8f2txT0EAAACAAlq8eHHOOuusHH/88amqqsq+++6byZMnN+9e+8tf/pJ33303yd8uH547d25KpVLuvPPO7L777vnsZz+bOXPmpL6+PqtXr87tt9+evfZa+zcgd+nSJe+8885anzv00ENzxx13ZOrUqc27C/fcc8/ceeedWb16dRYvXpxHHnkkn/nMZ1q8bu+9987KlSvzi1/8ovnYihUrmn/u06dPnnnmmZRKpbz22mt58sknk/xtB2SnTp2yxRZb5M0338z06dOT/O3S3rlz5+bll19O8rf7Jf7dsmXL0qtXryTJLbfcstbP0Vpr/r6uR48eqa2tzcyZMzNv3rx1rv2o7BQEAAAAWA9uPnbtAa2SGhoaMmLEiDQ2NqZdu3Y5/PDD881vfjNJ8vWvfz2vvvpqDjrooDQ1NaV79+75+c9/niQZOHBgLrroovz5z3/OHnvskYMPPjjV1dU5++yzM3LkyDQ1NWW//fbLgQceuNb3Peqoo3L00Udnq622ym9+85sWz+2www5Zvnx5evXq1XzPwIMPPjiPP/54RowYkaqqqpx77rlrXDpbVVWVSZMm5fzzz8+1116burq6dOrUKeecc06SZLfddst2222X/fffPzvssEN23XXXJMnOO++cXXbZJcOGDct2222X3XbbLcnfvpn50ksvzTHHHJPu3btn9913z5///Ockyb/8y7/kjDPOyA033JDPfe5za/2M77fm7zsQyzlP8rdLsY899tgcfPDB2XnnndO/f/91rv2oqprK2Y+5AZs/f37ZaxeceVIFJ2kbW182cX2PAAAAAHwE7777botLRDcWs2bNynXXXZfJkyev71E2SlOnTs3999+fK6+8stXPvba/U7179y7rtS4fBgAAAIAKuP/++3PJJZfk6KOPXt+jrMFOwY2MnYIAAACwcdpYdwqy4bJTEAAAAGADt5Hvy2ID9HH+TomCAAAAAG2guro6jY2N63sMNhGNjY2prv7oac+3DwMAAAC0gY4dO6ahoSErV65s/jZa+CiamppSXV2djh07fuRziIIAAAAAbaCqqiqdOnVa32NAEpcPAwAAAEDhiIIAAAAAUDCiIAAAAAAUjCgIAAAAAAUjCgIAAABAwYiCAAAAAFAwoiAAAAAAFIwoCAAAAAAFIwoCAAAAQMGIggAAAABQMKIgAAAAABSMKAgAAAAABSMKAgAAAEDBiIIAAAAAUDCiIAAAAAAUjCgIAAAAAAUjCgIAAABAwYiCAAAAAFAwoiAAAAAAFIwoCAAAAAAFIwoCAAAAQMGIggAAAABQMKIgAAAAABSMKAgAAAAABSMKAgAAAEDBiIIAAAAAUDCiIAAAAAAUjCgIAAAAAAUjCgIAAABAwYiCAAAAAFAwoiAAAAAAFIwoCAAAAAAFIwoCAAAAQMGIggAAAABQMKIgAAAAABSMKAgAAAAABSMKAgAAAEDBiIIAAAAAUDCiIAAAAAAUjCgIAAAAAAUjCgIAAABAwYiCAAAAAFAwoiAAAAAAFIwoCAAAAAAFIwoCAAAAQMGIggAAAABQMKIgAAAAABSMKAgAAAAABSMKAgAAAEDBiIIAAAAAUDCiIAAAAAAUjCgIAAAAAAUjCgIAAABAwYiCAAAAAFAwoiAAAAAAFIwoCAAAAAAFIwoCAAAAQMGIggAAAABQMKIgAAAAABSMKAgAAAAABSMKAgAAAEDBiIIAAAAAUDCiIAAAAAAUjCgIAAAAAAUjCgIAAABAwYiCAAAAAFAwoiAAAAAAFIwoCAAAAAAFIwoCAAAAQMGIggAAAABQMKIgAAAAABSMKAgAAAAABSMKAgAAAEDBiIIAAAAAUDCiIAAAAAAUjCgIAAAAAAUjCgIAAABAwYiCAAAAAFAwoiAAAAAAFIwoCAAAAAAFIwoCAAAAQMGIggAAAABQMKIgAAAAABSMKAgAAAAABSMKAgAAAEDBiIIAAAAAUDCiIAAAAAAUjCgIAAAAAAUjCgIAAABAwYiCAAAAAFAwoiAAAAAAFIwoCAAAAAAFIwoCAAAAQMGIggAAAABQMKIgAAAAABRMTVu90ZNPPpmbbroppVIp+++/fw477LAWzy9atChXX311li9fnlKplK9//esZOHBgW40HAAAAAIXRJlGwVCpl0qRJGTNmTOrq6nL22Wdn8ODB2XbbbZvX3Hbbbdlrr71ywAEHZN68efnRj34kCgIAAABABbTJ5cMvvvhievXqlZ49e6ampiZDhgzJo48+2mJNVVVV3n333STJu+++m27durXFaAAAAABQOG2yU7C+vj51dXXNj+vq6vLCCy+0WDNy5MiMGzcu9957b1auXJkf/vCHaz3XtGnTMm3atCTJxRdfnB49epQ9x4KPMPuG5sN8XgAAAABYmzaJgk1NTWscq6qqavF45syZGTp0aA455JA8//zz+elPf5oJEyakurrlZsbhw4dn+PDhzY8XLVpUmaE3UEX7vAAAAACUr3fv3mWta5PLh+vq6rJ48eLmx4sXL17j8uCHHnooe+21V5JkwIABWbVqVZYtW9YW4wEAAABAobRJFOzXr18WLFiQhQsXprGxMbNmzcrgwYNbrOnRo0eefvrpJMm8efOyatWqbLHFFm0xHgAAAAAUSptcPtyuXbuccMIJGT9+fEqlUoYNG5Y+ffpkypQp6devXwYPHpxjjjkm119/faZOnZokGT169BqXGAMAAAAAH19V09pu+LcRmT9/ftlrF5x5UgUnaRtbXzZxfY8AAAAAwAZqg7qnIAAAAACw4RAFAQAAAKBgREEAAAAAKBhREAAAAAAKRhQEAAAAgIIRBQEAAACgYERBAAAAACgYURAAAAAACkYUBAAAAICCEQUBAAAAoGBEQQAAAAAoGFEQAAAAAApGFAQAAACAghEFAQAAAKBgREEAAAAAKBhREAAAAAAKRhQEAAAAgIIRBQEAAACgYERBAAAAACgYURAAAAAACkYUBAAAAICCEQUBAAAAoGBEQQAAAAAoGFEQAAAAAApGFAQAAACAgqlZ3wNAJSw486T1PcLHtvVlE9f3CAAAAMAmyk5BAAAAACgYURAAAAAACkYUBAAAAICCEQUBAAAAoGBEQQAAAAAoGFEQAAAAAApGFAQAAACAghEFAQAAAKBgREEAAAAAKBhREAAAAAAKRhQEAAAAgIIRBQEAAACgYERBAAAAACgYURAAAAAACkYUBAAAAICCEQUBAAAAoGBEQQAAAAAoGFEQAAAAAApGFAQAAACAghEFAQAAAKBgREEAAAAAKBhREAAAAAAKRhQEAAAAgIIRBQEAAACgYERBAAAAACgYURAAAAAACkYUBAAAAICCEQUBAAAAoGBEQQAAAAAoGFEQAAAAAApGFAQAAACAghEFAQAAAKBgREEAAAAAKBhREAAAAAAKRhQEAAAAgIIRBQEAAACgYERBAAAAACgYURAAAAAACkYUBAAAAICCEQUBAAAAoGBEQQAAAAAoGFEQAAAAAApGFAQAAACAghEFAQAAAKBgREEAAAAAKBhREAAAAAAKRhQEAAAAgIIRBQEAAACgYERBAAAAACgYURAAAAAACkYUBAAAAICCEQUBAAAAoGBEQQAAAAAoGFEQAAAAAApGFAQAAACAghEFAQAAAKBgREEAAAAAKBhREAAAAAAKRhQEAAAAgIIRBQEAAACgYERBAAAAACgYURAAAAAACkYUBAAAAICCEQUBAAAAoGBEQQAAAAAoGFEQAAAAAApGFAQAAACAghEFAQAAAKBgREEAAAAAKBhREAAAAAAKRhQEAAAAgIIRBQEAAACgYERBAAAAACgYURAAAAAACkYUBAAAAICCEQUBAAAAoGBEQQAAAAAoGFEQAAAAAApGFAQAAACAghEFAQAAAKBgREEAAAAAKBhREAAAAAAKRhQEAAAAgIIRBQEAAACgYERBAAAAACgYURAAAAAACkYUBAAAAICCqSl34TvvvJPHH3889fX16d69ewYNGpQuXbpUcjYAAAAAoALK2in4/PPP57TTTssDDzyQV155JdOmTctpp52W559/vtLzAQAAAACtrKydgjfffHNOOumkfO5zn2s+NmvWrNx000350Y9+VNYbPfnkk7nppptSKpWy//7757DDDltjzaxZs3Lrrbemqqoqffv2zXe+850yPwYAAAAAUK6youCCBQuy1157tTi255575sYbbyzrTUqlUiZNmpQxY8akrq4uZ599dgYPHpxtt922xXvcfvvtufDCC9OlS5csWbLkQ3wMAAAAAKBcZV0+3KtXr8yaNavFsdmzZ6dnz55lvcmLL76YXr16pWfPnqmpqcmQIUPy6KOPtljz4IMP5sADD2y+T2HXrl3LOjdApVxyySU588wzc8kll6zvUQAAAKBVlbVT8LjjjsvFF1+ce+65Jz169Mibb76ZBQsW5KyzzirrTerr61NXV9f8uK6uLi+88EKLNfPnz0+S/PCHP0ypVMrIkSPzmc98Zo1zTZs2LdOmTUuSXHzxxenRo0dZMyTJgrJXbrg+zOctMr9rWsNbb72V119/Pe3atfP7AAAAYJNSVhTcYYcd8tOf/jRPPPFE3nrrrQwaNCgDBw4s+9uHm5qa1jhWVVXV4nGpVMqCBQsyduzY1NfX57zzzsuECROy2WabtVg3fPjwDB8+vPnxokWLypphU1G0z1tkftfr3+rVq5v/6fcBAADAxqB3795lrSsrCiZJly5dss8++3ykYerq6rJ48eLmx4sXL063bt1arOnevXsGDBiQmpqabLXVVundu3cWLFiQ/v37f6T3BAAAAADWbp1R8LzzzltjN9/aXHDBBR+4pl+/flmwYEEWLlyY7t27Z9asWTn99NNbrNl9993z+9//PkOHDs3SpUuzYMGCsu9ZCAAAAACUb51RcL/99mv++Y033sj06dOz7777Zsstt8yiRYvy8MMPZ9iwYWW9Sbt27XLCCSdk/PjxKZVKGTZsWPr06ZMpU6akX79+GTx4cD796U/nqaeeyr/+67+muro6Rx99dDbffPOP/wkBAAAAgBbWGQWHDh3a/PO5556bc889N3369Gk+tvfee+faa6/NqFGjynqjgQMHZuDAgS2OHXHEEc0/V1VV5dhjj82xxx5b7uwAAAAAwEdQXc6iefPmrXEp71YXOtRBAAAgAElEQVRbbZXXXnutIkMBAAAAAJVTVhTcaaedcs0112TBggV57733Mn/+/Fx77bXZcccdKz0fAAAAANDKyvr24VNPPTUTJ07Md7/73ZRKpbRr1y677757Ro8eXen5AAAAAIBWVlYU7NKlS84444yUSqUsXbo0W2yxRaqry9pkCAAAAABsYMqKgn+3cuXKvPfee3nzzTebj/2/9xoEAAAAADZsZUXBefPm5aqrrsorr7yyxnNTpkxp9aEAAAAAgMop6xrgiRMnZuedd87Pf/7zdO7cOTfddFNGjBiRU089tdLzAQAAAACtrKwo+Morr+Soo47KZpttlqampnTu3DlHH320XYIAAAAAsBEqKwrW1tZm9erVSZLNN988ixYtSlNTU955552KDgcAAAAAtL6y7im44447Zvbs2Rk6dGj23HPPXHTRRamtrc3OO+9c6fkAAAAAgFZWVhT87ne/2/zzkUcemT59+qShoSH77LNPxQYDAAAAACqjrCi4atWqVFVVpaamJtXV1dlnn33S2NiYpqamSs8HAAAAALSysu4pOG7cuPz1r39tceyvf/1rxo8fX5GhAAAAAIDKKSsKzp07N5/61KdaHOvfv39eeeWVigwFAAAAAFROWVGwc+fOWbJkSYtjS5YsSYcOHSoyFAAAAABQOWVFwT322CNXXnll5s6dm5UrV2bu3Ln52c9+lr322qvS8wEAAAAAraysLxr52te+lsmTJ+ecc87JqlWr0r59+wwbNixf//rXKz0fAAAAANDKPjAKlkqlPP/88zn22GNz4oknZtmyZdl8881TVVXVFvMBAAAAAK3sAy8frq6uzqWXXpra2tpUVVVliy22EAQBAAAAYCNW1j0F//Ef/zHPP/98pWcBAAAAANpAWfcU3HLLLfOjH/0ogwcPTl1dXYudgkcccUTFhgMAAAAAWl9ZUfC9997LbrvtliSpr6+v6EAAAAAAQGWVFQVHjx5d6TkAAAAAgDZSVhRMknnz5mXOnDlZsmRJTjzxxMyfPz+rVq1K3759KzkfAAAAANDKyvqikdmzZ2fs2LGpr6/PjBkzkiQrVqzI5MmTKzocAAAAAND6ytopeMstt+SHP/xhPvnJT2b27NlJkr59++bll1+u5GwAH2jBmSdV7NyNb773f//5RkXfZ+vLJlbs3AAAALA2Ze0UXLJkyRqXCVdVVbX4FmIAAAAAYONQVhTcfvvtmy8b/ruZM2emf//+FRkKAAAAAKicsi4fPv744zNu3Lg89NBDWblyZcaPH5/58+dnzJgxlZ4PAAAAAGhlZUXBbbbZJldccUUef/zxDBo0KHV1dRk0aFA6duxY6fkAAAAAgFZWVhRMkg4dOmTIkCGVnAUAAAAAaANlRcFFixbl1ltvzcsvv5yGhoYWz1155ZUVGQwAAAAAqIyyouCPf/zj9O7dO6NGjUr79u0rPRMAAAAAUEFlRcHXXnst48aNS3V1WV9WDAAAAABswMqqfIMGDcqzzz5b6VkAAAAAgDZQ1k7BE044IWPGjEnPnj3TtWvXFs+NHj26IoMBAAAAAJVRVhS85pprUl1dnW222cY9BQEAAABgI1dWFHz66adz/fXXp1OnTpWeBwAAAACosLLuKdi3b98sW7as0rMAAAAAAG2grJ2CO++8c8aPH5+hQ4eucU/B/fbbryKDAQAAAACVUVYUfO6559K9e/f86U9/WuM5URAAAAAANi5lRcGxY8dWeg4AAAAAoI2UdU9BAAAAAGDTIQoCAAAAQMGIggAAAABQMKIgAAAAABRMWV80kiTz5s3LnDlz8vbbb+ekk07Ka6+9lsbGxvTt27eS8wEAAAAAraysnYKzZ8/O+eefn/r6+vzud79LkjQ0NGTy5MkVHQ4AAAAAaH1l7RS85ZZbMmbMmHzyk5/M7NmzkyR9+/bNyy+/XMnZAAAAAIAKKGun4JIlS9a4TLiqqipVVVUVGQoAAAAAqJyyouD222+fGTNmtDg2c+bM9O/fvyJDAQAAAACVU9blw8cff3zGjRuXhx56KCtXrsz48eMzf/78jBkzptLzAQAAAACtrKwouM022+SKK67I448/nkGDBqWuri6DBg1Kx44dKz0fAAAAANDKyoqCSdKhQ4cMGTKkkrMAAAAAAG1gnVHwvPPOK+uLRC644IJWHQgAAAAAqKx1RsH99tuv+ec33ngj06dPz7777pstt9wyixYtysMPP5xhw4a1yZAAAAAAQOtZZxQcOnRo88/nnntuzj333PTp06f52N57751rr702o0aNquiAAAAAAEDrKuuegvPmzUvPnj1bHNtqq63y2muvVWQogA1Bt3ZJUvV//wkAAACbjrKi4E477ZRrrrkmRxxxROrq6rJo0aLceuut2XHHHSs9H8B6c3L39ut7BAAAAKiIsqLgqaeemokTJ+a73/1uSqVS2rVrl9133z2jR4+u9HwAAAAAQCsrKwp26dIlZ5xxRkqlUpYuXZotttgi1dXVlZ4NAAAAAKiAsqLg31VXV+cTn/hEpWYBAAAAANqA7X4AAAAAUDCiIAAAAAAUzAdGwVKplIceeiirVq1qi3kAAAAAgAr7wChYXV2dyZMnp7a2ti3mAQAAAAAqrKzLhwcNGpTHHnus0rMAAAAAAG2grG8fXrVqVX784x9nwIABqaurS1VVVfNz3/72tys2HAAAAADQ+sqKgn369EmfPn0qPQsAAAAA0AbKioIjR46s9BwAAAAAQBspKwomydNPP50ZM2bkrbfeSrdu3bLPPvtkl112qeRsAAAAAEAFlPVFIw8++GCuuOKKfOITn8juu++ebt265corr8y0adMqPR8AAAAA0MrK2il45513ZsyYMfnkJz/ZfGzIkCGZMGFChg8fXqnZAAAAAIAKKGun4LJly7Ltttu2ONa7d++88847FRkKAAAAAKicsqLgjjvumMmTJ2flypVJkoaGhvzyl7/MgAEDKjocAAAAAND6yrp8+OSTT84VV1yR4447Ll26dMk777yTAQMG5Dvf+U6l5wMAAAAAWllZUbBbt2654IILsmjRorz99tvp1q1b6urqKj0bAAAAAFAB64yCpVJpjWPdu3dP9+7dWzxfXV3WFcgAAAAAwAZinVHwyCOPLOsEU6ZMabVhAAAAAIDKW2cU/NnPftaWcwAAAAAAbWSdUXDLLbdsyzkAAAAAgDZS1heNJMljjz2WZ599NkuXLm1x/Nvf/narDwUAAAAAVE5Z3xJy66235oYbbkipVMqcOXPSpUuXPPXUU+ncuXOl5wMAAAAAWllZOwWnT5+eMWPGZLvttst//ud/5rjjjsvee++d2267rdLzAQAAAACtrKydgsuXL892222XJKmpqUljY2P69++fZ599tqLDAQAAAACtr6ydgr169cqrr76aPn36pE+fPrn//vvTpUuXdOnSpdLzAQAAAACtrKwoeMQRR2TZsmVJkqOOOipXXnllGhoactJJJ1V0OAAAAACg9b1vFCyVSqmurs7AgQObj/Xv3z8//elPKz4YAFA8C87c+P+H49aXTVzfIwAAwAd633sKnnLKKfnVr36VuXPnttU8AAAAAECFve9OwZNPPjm/+93vcvbZZ2fbbbfNvvvum7333jtbbLFFW80HAAAAALSy942Cu+22W3bbbbcsX748s2bNyowZM/LrX/86//RP/5R99903gwcPTk1NWbclBAAAAAA2EGUVvc022ywjRozIiBEjsnDhwsyYMSO/+MUvcuONN2bSpEmVnhEAAAAAaEXve0/B/9eqVavy4osv5oUXXsiSJUuy3XbbVWouAAAAAKBCytop+Oc//zkPP/xwZs+ena5du+af//mfc9JJJ2XLLbes9HwAAAAAQCt73yh4yy235He/+13eeeed7LnnnjnrrLOy4447ttVsAAAAAEAFvG8UfOGFF/K1r30tu+22W9q3b99WMwEAAAAAFfS+UfDcc89tqzkAAAAAgDbyob5oBAAAAADY+ImCAAAAAFAwoiAAAAAAFIwoCAAAAAAFIwoCAAAAQMGIggAAAABQMKIgAAAAABSMKAgAAAAABSMKAgAAAEDBiIIAAAAAUDCiIAAAAAAUjCgIAAAAAAUjCgIAAABAwYiCAAAAAFAwoiAAAAAAFIwoCAAAAAAFIwoCAAAAQMGIggAAAABQMG0WBZ988sl85zvfyWmnnZbbb799nevmzJmTUaNG5S9/+UtbjQYAAAAAhdImUbBUKmXSpEk555xz8pOf/CQzZ87MvHnz1li3YsWK3HPPPfnUpz7VFmMBAAAAQCG1SRR88cUX06tXr/Ts2TM1NTUZMmRIHn300TXWTZkyJV/60pdSW1vbFmMBAAAAQCHVtMWb1NfXp66urvlxXV1dXnjhhRZrXnrppSxatCiDBg3KXXfdtc5zTZs2LdOmTUuSXHzxxenRo0fZcyz4kHNviD7M5y0yv+vi2BR+18f9Yvb6HuFj+z//3yHrewQ2EZvCv9P++12e/zr+sPU9wse2603rviUOAMCGrk2iYFNT0xrHqqqqmn8ulUr5xS9+kdGjR3/guYYPH57hw4c3P160aFHrDLmRKNrnLTK/azYm/r7C//DvQ3H4XQMAG6LevXuXta5NomBdXV0WL17c/Hjx4sXp1q1b8+OGhoa8+uqrueCCC5Ikb7/9di699NJ8//vfT79+/dpiRAAAAAAojDaJgv369cuCBQuycOHCdO/ePbNmzcrpp5/e/Hznzp0zadKk5sfnn39+vvGNbwiCAAAAAFABbRIF27VrlxNOOCHjx49PqVTKsGHD0qdPn0yZMiX9+vXL4MGD22IMAAAAACBtFAWTZODAgRk4cGCLY0ccccRa155//vltMBEAAAAAFFP1+h4AAAAAAGhboiAAAAAAFIwoCAAAAAAFIwoCAAAAQMGIggAAAABQMKIgAAAAABSMKAgAAAAABSMKAgAAAEDBiIIAAAAAUDCiIAAAAAAUjCgIAAAAAAUjCgIAAABAwYiCAAAAAFAwoiAAAAAAFIwoCAAAAAAFIwoCAAAAQMGIggAAAABQMKIgAAAAABSMKAgAAAAABSMKAgAAAEDBiIIAAAAAUDCiIAAAAAAUjCgIAAAAAAUjCgIAAABAwYiCAAAAAFAwNet7AAAAYNO14MyT1vcIH9vZu/z/7N15eJTl3fbxcyYhYREokACCQAxIIWwxbIIbS1yoWIoGLQiiWGQrT0XWshQs8ISwySoWQUEsFlCwTzGIBmrZREBAKFsEjAgJSwhbCMkkmXn/yMvUFNxn5prc9/dzHD0kd3LAWSZhZs77uq7fc6Yj/GxLerfx+59hhcf61mmLTEcAgIBhpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNUAoCAAAAAAAANkMpCAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNhJoOAACAaUlJScrMzFRERIRGjhxpOg4AAAAA+B2lIADA9jIzM3X69GnTMQAAAAAgYNg+DAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNUAoCAAAAAAAANkMpCAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOhpgMAAPBDZAz/nd9+74Jzrv//3zN+/XNunbbIb783AAAAAPwYrBQEAAAAAAAAbIZSEAAAAAAAALAZSkEAAAAAAADAZigFAQAAAAAAAJuhFAQAAAAAAABshlIQAAAAAAAAsBlKQQAAAAAAAMBmKAUBAAAAAAAAm6EUBAAAAAAAAGyGUhAAAAAAAACwGUpBAAAAAAAAwGYoBQEAAAAAAACboRQEAAAAAAAAbIZSEAAAAAAAALCZUNMBAAAArOSZpZ+YjuATS3q3MR0BAAAAfkQpCACwvUohkuT4//8FAAAAAOujFAQA2F7fymGmIwAAAABAQHGmIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNUAoCAAAAAAAANkMpCAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM2Emg4AAAAAAAAQSM8s/cR0hJ9tSe82piOghGOlIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNUAoCAAAAAAAANkMpCAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzYQG6g/au3ev3njjDbndbnXs2FG/+c1vin1+7dq12rBhg0JCQlShQgUNGDBAkZGRgYoHAAAAAAAA2EZAVgq63W4tXrxYo0eP1ssvv6ytW7fq5MmTxb4mKipKU6ZM0fTp03XXXXfprbfeCkQ0AAAAAAAAwHYCUgoePXpU1atXV7Vq1RQaGqq2bdtq586dxb6mcePGCg8PlyTdcccdysrKCkQ0AAAAAAAAwHYCUgpmZWWpSpUq3o+rVKnynaXfxo0bFRsbG4hoAAAAAAAAgO0E5ExBj8dzwzWHw3HTr920aZOOHz+uCRMm3PTzKSkpSklJkSRNmTJFERERPzhHxg/+yuD1Y/7/2hmPtX1Y4bG2gkB8v1rhsebn+vtZ4XG2Cn9/v1rhseZn+oexwmNtBTxX/zD8XKMk8ff36/5nf/P9XxTkmrzxnukIQS0gpWCVKlV0/vx578fnz59XpUqVbvi6ffv2ac2aNZowYYJKlSp1098rPj5e8fHx3o8zMzN9HziI2e3/r53xWKMk4fv1h+HvCSUJ36/fj78jlCR8v/4w/D2hJOH79fvZ9e+oRo0aP+jrArJ9uG7dusrIyNDZs2dVUFCgbdu2qUWLFsW+5ssvv9Rrr72mESNGqGLFioGIBQAAAAAAANhSQFYKhoSEqE+fPpo8ebLcbrfat2+vWrVqacWKFapbt65atGiht956S7m5uZo5c6akomWwI0eODEQ8AAAAAAAAwFYCUgpKUlxcnOLi4opde/LJJ72/HjduXKCiAAAAAAAAALYWkO3DAAAAAAAAAIIHpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNUAoCAAAAAAAANkMpCAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNUAoCAAAAAAAANkMpCAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNUAoCAAAAAAAANkMpCAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNUAoCAAAAAAAANkMpCAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNUAoCAAAAAAAANkMpCAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNUAoCAAAAAAAANkMpCAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNUAoCAAAAAAAANkMpCAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNUAoCAAAAAAAANkMpCAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADZDKQgAAAAAAADYDKUgAAAAAAAAYDOUggAAAAAAAIDNUAoCAAAAAAAANkMpCAAAAAAAANgMpSAAAAAAAABgM5SCAAAAAAAAgM1QCgIAAAAAAAA2QykIAAAAAAAA2AylIAAAAAAAAGAzlIIAAAAAAACAzVAKAgAAAAAAADYTGqg/aO/evXrjjTfkdrvVsWNH/eY3vyn2+fz8fM2bN0/Hjx9X+fLl9cILL6hq1aqBigcAAAAAAADYRkBWCrrdbi1evFijR4/Wyy+/rK1bt+rkyZPFvmbjxo0qV66c5s6dq0ceeUR//etfAxENAAAAAAAAsJ2AlIJHjx5V9erVVa1aNYWGhqpt27bauXNnsa/ZtWuX2rVrJ0m666679O9//1sejycQ8QAAAAAAAABbcXgC0Lxt375de/fuVf/+/SVJmzZt0hdffKHnnnvO+zVDhw7V6NGjVaVKFUnS4MGDNXnyZFWoUKHY75WSkqKUlBRJ0pQpU/wdHQAAAAAAALCcgKwUvFnv6HA4fvTXSFJ8fLymTJli20Jw1KhRpiMgQHis7YPH2j54rO2Bx9k+eKztg8faPnis7YPH2h54nL9bQErBKlWq6Pz5896Pz58/r0qVKn3r1xQWFionJ0e33HJLIOIBAAAAAAAAthKQUrBu3brKyMjQ2bNnVVBQoG3btqlFixbFvqZ58+b6+OOPJRVtN27UqNFNVwoCAAAAAAAA+HlCJkyYMMHff4jT6VT16tU1d+5cffDBB7r33nt11113acWKFcrNzVWNGjVUu3ZtbdmyRcuXL1daWpqef/55Vgp+i+joaNMRECA81vbBY20fPNb2wONsHzzW9sFjbR881vbBY20PPM7fLiCDRgAAAAAAAAAEj4BsHwYAAAAAAAAQPCgFAQAAAAAAAJuhFAQAAACAm7h27Zpyc3NNxwAAwC9CTQfAD+NyuZSZmakaNWqYjgLgZzp//rxef/11HT58WE6nU7/85S/17LPPqkqVKqajwUdef/317/x8nz59ApQEgC/l5ORo5cqVOnz4sCQpJiZGCQkJKlu2rOFk8LUTJ05o3rx5ys7OlsfjUYUKFTRo0CDVrl3bdDT4WEFBgT788EMdOnRIUtHP9QMPPKDQUN4qW1FaWpr33/AGDRooKirKbCD4RXZ2tk6fPi2Xy+W9FhMTYzBR8GLQSAmwa9cuLVu2TAUFBZo/f77S0tK0YsUKjRw50nQ0+AFPVNY3ceJE3XPPPbrvvvskSZs3b9bmzZs1btw4w8ngKx9//PF3fr5du3YByYHA4U2lPUyfPl21a9fW/fffL0natGmTvvrqKw0bNsxwMvja2LFj9dvf/laNGzeWJB04cEBvv/22Jk2aZDgZfO3VV19VQUGB97l506ZNcjqd6t+/v9lg8Lnk5GRt2LBBrVq1kiTt2LFD8fHx6tSpk+Fk8KUNGzYoOTlZWVlZioqKUmpqqurXr6/x48ebjhaUeKVaAqxatUqJiYmaMGGCJCkqKkrnzp0zGwp+8d9PVHPnzuWJyoIuX76s9u3bez9u166d3n//fYOJ4GuUfvazaNEiFRQU6KGHHpJU9KZy0aJFvKm0mDNnzhQrALt166bhw4cbTAR/ycvL8xaCktSoUSPl5eUZTAR/OXbsmKZNm+b9uHHjxvxcW9TGjRs1efJklS5dWpLUpUsXjR07lvdaFpOcnKzExESNGTNG48eP16lTp7Ry5UrTsYIWpWAJEBISwrYUm+CJyh4qVKigTZs26Z577pEkbdmyReXLlzecCv5w+fJlvffeezp16lSx7QvcqbQe3lTaQ1hYmA4fPqwGDRpIkg4fPqywsDDDqeAPVatW1TvvvFNsVX9kZKThVPAHp9Op06dPq3r16pKKyn+nk6P3rcjj8RR7bJ1Op9g4aT1hYWHe5+b8/HzVrFlT6enphlMFL0rBEqBWrVrasmWL3G63MjIytG7dOtWvX990LPgBT1T2MGDAAC1evFhLly6Vw+FQ/fr1NWDAANOx4Adz5sxR27ZttWfPHvXt21cff/yxKlSoYDoW/IA3lfbQt29fzZ8/Xzk5Oel+R38AACAASURBVJKkcuXKadCgQYZTwR8GDBiglStXasaMGfJ4PGrYsKEGDhxoOhb8oGfPnnrppZdUrVo1eTweZWZm8rrMotq3b68xY8aoZcuWkqSdO3eqQ4cOhlPB1ypXrqyrV6+qZcuWmjRpksqVK6fKlSubjhW0OFOwBMjLy9Pq1au1b98+SVKzZs30+OOPq1SpUoaTwdfWrl2rf/3rX8WeqNq1a6dHHnnEcDL4itvtVnJysjp37mw6CgJg5MiRSkpK0rBhwzR9+nRJRasEX3rpJcPJ4Gv79+/XK6+8csObym9uP0TJ53a75XQ6vaUgOzkAa8jPz1d6ero8Ho9q1qzJ+ywLO378uPf89oYNG+r22283nAj+dPDgQeXk5Cg2NpZznr8FfyslwO7du9W9e3d1797de+2TTz5RmzZtDKaCP3Tu3FkxMTHeJ6qBAwfyRGUxTqdTu3btohS0iesvPipVqqTdu3erUqVKysrKMpwKvuZ2uxUWFqY5c+bwptLiBg0apNjYWLVt25bC1+LS09P1j3/8Q+fOnVNhYaH3Osc/WMenn3560+tnzpyRJLVu3TqQcRAgUVFR+sUvfiG32y1JyszMVEREhOFU8KW5c+dq8ODBkv4zcfib11AcpWAJ8N57791QAN7sGko2t9ut4cOHa8aMGYqOjjYdB370y1/+UosXL1bbtm0VHh7uvc7jbj2PPfaYcnJy1KtXL73xxhvKyclR7969TceCjzmdTr355puaPHmy6tSpYzoO/Gj27NnatWuX1q9fr1dffVVxcXG6++67vWcMwjpefvllPfDAA+rYsSNHAVjUZ599Jkm6dOmSUlNT1bhxY3k8Hh04cECNGjWiFLSgdevW6Z133lHFihW9xzQ5HA7vbg5Yw8mTJ4t97Ha7dfz4cUNpgh+lYBDbs2eP9uzZo6ysLL3++uve69euXePFiQU5nU7VqVOHu1U2kJqaKkk3TMFi9YG1XD8Htnnz5qpduzaPr8U1a9ZM27dvV+vWreVwOEzHgZ+EhYWpbdu2atu2rbKzs7VkyRKNHz9eK1asMB0NPuZ0OvXggw+ajgE/un5G5JQpUzRz5kxVqlRJknThwgUtXrzYZDT4SXJysmbNmsWAP4tas2aN1qxZI5fL5b0J7/F4FBoaqvj4eMPpghelYBCrVKmSoqOjtWvXrmIriMqUKcNKE4u6cOGCXnzxRdWrV6/YCrKRI0caTAVf69+/v6pVq1bs2vWtKrAOp9Opzz77jK3iNrF27Vrl5eXJ6XQqLCzMu/pg6dKlpqPBxw4ePKht27Zpz549qlu3roYMGWI6EnwoOztbktS8eXOtX79erVq1KnYUwC233GIqGvzk3Llz3kJQkipWrKiMjAyDieAvERERnAVrYV27dlXXrl21fPly9ejRw3ScEoNBIyVAQUGBJHnHaNeoUYNDMi3q4MGDN71+/SwEWMP14RPfdw0l39tvv62cnBy2igMWMWjQIEVFRalNmzZq0aKFSpcubToSfGzQoEFyOBy62Vskh8OhefPmGUgFf1q8eLFOnz6tu+++W5K0bds2Va9eXX369DGcDL6ydu1aSdLXX3+t9PR0xcXFFSv7uYFrPVlZWTecCct76pujWSoBUlNTNW/ePEVGRkoqOgx10KBBfFNb0O7du9WzZ89i19566y0ea4s4deqUvv76a+Xk5BQ73PratWvKz883mAz+wlZx+/B4PNq8ebPOnj2rhIQEZWZm6uLFi6pXr57paPChadOmscrE4ubPn286AgLsueee044dO7w35+Pj49WqVSvDqeBL165dk1S0UjAiIkIFBQXehTewnr/+9a/atm2bbrvtNu+RLg6Hg/fU34JSsARYunSpxo4dqxo1akgqWjE4e/ZsVhVZ0P79+2+4tnfv3huKQpRM6enp2r17t65eveo93FqSSpcurX79+hlMBn9hq7h9LFq0SA6HQwcOHFBCQoJKly6txYsXKzEx0XQ0+MDf//53denSRX/7299u+nlWFFnPBx98oHvvvVflypWTVLSteOvWrXrooYcMJ4Mvud1uTZ48WePGjaMItLBu3bqZjoAA2rFjh2bNmlVsNSi+HaVgCVBYWOgtBKWi7cPfXAaLku/DDz/U+vXrdfbsWQ0bNsx7/dq1a/rlL39pMBl8qWXLlmrZsqVSU1NVv35903EQADNnzrzhBs7NrqHkO3r0qJKSkjRixAhJReeOsQrBOmrWrCmJrf92smHDBj388MPej2+55RZt2LCBUtBirp8Dm5OTwypgG5g4caJefPHFYmX/7NmzNWbMGMPJ4EvVqlVTYWEhpeAPRClYAkRHR2vBggW67777JEmbN2/mRanF3HPPPYqNjdXy5cv11FNPea+XKVOGA60tqHr16lq9evUN51xcn4KHko+t4vYTEhIit9vt3aZy+fJlphBbSIsWLSRJ7dq1815zu93Kzc2lSLAoj8fjHRgkFT3eFP3WVKpUKQ0dOlRNmzYtdv4vK4Ct5/Lly95CUCoq+y9dumQwEfwhLCxMw4cPV5MmTYrNYuBn+uYoBUuAvn37av369Vq3bp08Ho8aNmzIXUqLKVu2rMqWLasXXnhBbrdbFy9e9L7ZyM3NVUREhOmI8KGpU6eqQYMGatKkiZxOp+k48AO2ittPp06dNG3aNF26dElvv/22tm/frieffNJ0LPjY7Nmz1bdvXzmdTo0aNUo5OTnq3Lmzfv3rX5uOBh9r1qyZXn75ZT3wwANyOBz68MMPFRsbazoW/CAuLk5xcXGmYyAAnE6nMjMzve+tzp07xw08C2rRooX3Zh6+H9OHS4AdO3bozjvvZPmrDXzwwQdatWqVKlasWOxQ1OnTpxtOBl8aPny4pk2bZjoGAoCt4vZy6tQp79mwjRs31m233WY4EXzt+r/fmzdv1vHjx/XUU09p1KhRPE9bkNvtVkpKivbv3y+Px6NmzZqpY8eO3MyzKJfLpczMzGJHNsF69u7dq7/85S/egROHDh3S888/T+EPW2OlYAmwa9cuLVmyRA0bNtTdd9+tZs2aKSQkxHQs+MH777+vWbNmqXz58qajwI+aN2+u3bt3c1faBtgqbh9z587V4MGDvWfPffMarKOwsFAFBQXauXOnHn74YYWGhrLKxKKcTqfatWunxo0bUxRZ3K5du7Rs2TIVFBRo/vz5SktL04oVKzRy5EjT0eBjsbGxSkpK0hdffCGPx6PevXurQoUKpmPBxwYNGnTT5+Z58+YZSBP8KAVLgIEDB6qgoEB79+7Vli1btGjRIjVt2lT9+/c3HQ0+FhERwdlENpCcnKw1a9YoNDRUoaGh3jOLli5dajoafIyt4vZx8uTJYh+73W4dP37cUBr4S3x8vAYNGqSoqCg1bNhQ586dU5kyZUzHgh9QFNnHqlWrlJiYqAkTJkiSoqKidPbsWbOh4Bcej0d79+7V2bNnlZCQoMzMTB09elT16tUzHQ0+NGXKFO+v8/Pz9cknnyg7O9tgouBGKVhChIaGepc1u1wu7dy5k1LQgqpWraoJEyYoLi6u2Hbxzp07G0wFX3vzzTdNR0CA5OXlqWfPnqZjwI/WrFmjNWvWyOVyqXfv3pKK3nSEhoYqPj7ecDr42q9+9Sv96le/8n4cGRmp8ePHG0wEf7lZUXTu3DmzoeAXISEhN9yUZwWwNS1atEgOh0MHDhxQQkKCSpcurcWLFysxMdF0NPjQf++6e+SRRzRu3DjOev4WlIIlwN69e7V161YdOHBAMTEx6tChg4YMGWI6FvwgIiJCERERKigoYMKdhXk8Hm3evLnYXcqLFy9yl9KC2CpufV27dlWXLl306quvsi3cBvLz8/Xpp5/q7Nmzcrvd3usJCQkGU8EfblYUwZpq1aqlLVu2yO12KyMjQ+vWreM8YIs6evSokpKSNGLECElF04d5z2U939yp4fF4dOzYMeXm5hpMFNwoBUuAjz/+WG3bttXzzz/PsBGL69atmyQpNzdXpUuXNpwG/sJdSvtgq7g9OJ1OffXVV6ZjIACmTp2qsmXLKjo6mtdkFkdRZB99+vTR6tWrVapUKc2ePVvNmjXT448/bjoW/CAkJERut9u7EvTy5cusCrWgZcuWeX/tdDoVGRnJoqrvwPRhIIikpqZqwYIFys3N1YIFC5SWlqaUlBT97ne/Mx0NPjRy5EjvXcqpU6dKYiIxUNItWrRI7dq1Y8WvxQ0dOlQzZswwHQMBkJeXp9WrV2vfvn2SpGbNmumxxx5TWFiY4WQAfqrNmzdr27Zt+vLLL3X//fdr+/bt+u1vf6s2bdqYjgYYw0rBIDZu3DhNnDhRTz/9dLE7GKw0sa4lS5ZozJgx3qIoKipKhw4dMpwKvsZdSvtgq7h9HDhwQCkpKYqMjFR4eLj3uXr69Ommo8GH6tevrxMnTqh27dqmo8CP3G63Vq5cqV69eql79+6m48BPlixZomeeeUZTpky56eswhspYz7333qvo6Gjt379fUtFN+dtuu81wKvjalStXtGrVKh05ckSS1KBBAyUkJNxw1iCKUAoGsYkTJ0piKIHdREREFPuYiaXW06lTJ02bNk2XLl3S22+/7b1LCethq7h9jB492nQEBMDhw4f18ccfq2rVqipVqhTlr0U5nU6mh9vAfffdJ0n69a9/bTgJAsHtdmv48OGaMWOGatasaToO/GjWrFlq2LChhg4dKqloheisWbM0btw4w8mCE6VgEHO5XProo490+vRp1alTR+3bt1dISIjpWPCjKlWq6MiRI3I4HCooKFBycjJPWhbEXUr74EBr+4iMjFRaWpoOHz4sqeiudFRUlNlQ8DnKX/u4/fbblZSUpDZt2ig8PNx7vXXr1gZTwZeio6MlSTExMYaTIBCcTqfq1KmjzMzMGxZhwFqys7OLDQB7/PHHtXPnToOJghulYBCbP3++QkJC1LBhQ+3evVtff/21nn32WdOx4Ed9+/bVkiVLlJWVpf79+6tp06Z67rnnTMeCj6WmpqpWrVp6+OGHJUnXrl3TF198oTvuuMNwMvgaW8XtIzk5WRs2bFCrVq0kSXPnzlV8fLw6depkOBl8KTIyUocPH1ZGRobat2+vy5cvM9HQorKzs1W+fHn9+9//LnadUtB6Bg0adNPn5nnz5hlIA3+6cOGCXnzxRdWrV69Y2c9WcWtp1KiRtm7d6j0rcvv27YqLizOcKngxaCSIffMw68LCQo0ePVpJSUmGUwH4uUaMGKGkpCTvC1C3260//vGP/HxbEAda28ewYcM0adIk7+T43NxcjR07lm2lFrNq1SodO3ZMGRkZmj17trKysvTyyy97j3wBUPJcuXLF++v8/Hx98sknys7O1pNPPmkwFfzh4MGDN73OalFrefrpp5WXl+d9r+XxeLwlMLMZbsRKwSAWGvqfh4dtw/Ywb948PfvssypXrpykorvUb775pgYOHGg4GXzp+hlU1zmdThUWFhpMBH9hq7h9eDyeYmfAOp1Ocd/Venbs2KGpU6d6V5VUrlxZ165dM5wK/pCenq5Fixbp0qVLmjFjhr766ivt2rVLjz/+uOlo8LH/Hj7wyCOPaNy4cZSCFhQTE6Nz584pIyNDTZs2VV5entxut+lY8DFmMvw4lIJBLC0tTb1795ZU9GbD5XKpd+/eTB+2sBMnTngLQano/LG0tDRzgeAX1apVU3Jysh588EFJ0ocffqiqVasaTgV/YKu4fbRv315jxoxRy5YtJUk7d+5Uhw4dDKeCr4WGhsrhcHhv7LB12Lr+8pe/qFevXlq4cKEkqU6dOpozZw6loAV9c6iMx+PRsWPH+Nm2qJSUFG3YsEHZ2dmaO3eusrKy9Nprr+lPf/qT6WjwsezsbJ0+fVoul8t7jRWhN0cpGMRWrFhhOgICzOPxKDs7W7fccoukon/MWEFmPX379tUbb7yh1atXy+FwqHHjxurXr5/pWPCDRYsWFdsWHh4efsM1WEPnzp0VExPjHTQycOBA3X777YZTwdfatGmjhQsX6urVq0pJSdE///lPdezY0XQs+IHL5VK9evWKXfvmamBYx7Jly7y/djqdioyM1JAhQwwmgr+sX79eiYmJ3qFRt956qy5dumQ4FXxtw4YNSk5OVlZWlqKiopSamqr69etr/PjxpqMFJUpBIIh07txZ48aN8x5ivX37dj322GOGU8HXKlasqBdeeMF0DAQAW8Wtz+Vy6aOPPtLp06dVu3ZtPfTQQxz5YUH5+fkqVaqUfv3rX2vfvn0qU6aM0tPT9eSTT6pp06am48EPypcvr9OnT3v/Dd++fbsqVapkOBX8gaLAPkqVKlXsiK7CwkIGwFlQcnKyEhMTNWbMGI0fP16nTp3SypUrTccKWpSCQBC5//77VbduXe+ku2HDhnH+GFCCsVXc+ubPn6+QkBA1bNhQe/bs0alTp/TMM8+YjgUfGzt2rJKSkjR37lwNHjyYItAGnnvuOS1cuFCnTp1Sv379VLVqVQ0ePNh0LPjB2rVrv/PznTt3DlAS+FtMTIxWr14tl8ulffv2af369WrevLnpWPCxsLAwhYWFSSq6qVezZk2lp6cbThW8KAWBIFNQUOBdXVRQUGA6DoCfga3i1nfy5EnNmDFDktShQwfvliRYS0FBgT7++GOlpqbq008/veHz11f4wzqqVaumcePGKTc3Vx6PR2XKlDEdCX5y7NgxHTt2TC1atJAkffbZZ2rYsKGqVKliOBl8rUePHtq4caNq166tjz76SHfeeSdHQFhQ5cqVdfXqVbVs2VKTJk1SuXLlVLlyZdOxghalIBBEkpOTtWHDBrVu3Voej0dz585VfHy8OnXqZDoagJ+AreLW981tSGwbtq6+fftq8+bNunr1qj777LMbPk8paB2sGrOfK1euKCkpyVv8duvWTTNnzlT//v0NJ4OvOZ1OxcfHKz4+3nQU+NHw4cMlSU888YQOHjyonJwcxcbGGk4VvCgFgSCyceNGTZ48WaVLl5YkdenSRWPHjqUUtJicnBytXLnSO5AgJiZGCQkJKlu2rOFkAH6stLQ09e7dW1LRGZIul0u9e/f2rvheunSp4YTwhQYNGqhBgwaqW7cuU6Ut7tq1a5Kk9PT0m64eg/VkZmYWu8ETGhqqc+fOGUwEXxs6dOh3nh04ffr0AKaBv+Tk5Khs2bLKzs72Xqtdu7YkKTc31zvME8VRCgJBxOPxFJts53Q65fF4DCaCP7zyyiuqXbu2d7Ldpk2b9Morr2jYsGGGkwH4sVasWGE6AgLovvvuU3Jysg4dOiSp6KbOAw88UKxQQMnWrVs3SdKkSZNuunoM1nPfffdp9OjRatmypRwOh3bs2KH77rvPdCz40KhRoyQVTR+W5H18N2/erPDwcGO54Ftz5szRqFGjNHLkSDkcjmLvox0Oh+bNm2cwXfDiFQwQRNq3b68xY8aoZcuWkqSdO3eyIsGCzpw5U6wA7Natm3eZOwAgeC1atEgFBQV66KGHJBXd1Fm0aBHbDC2I1WP28dhjjyk2Nta7g2PgwIG6/fbbDaeCL0VGRkqSjhw5ookTJ3qvP/XUUxo3bpwSEhJMRYMPXS9/58+fbzhJyUIpCASRzp07KyYmhhclFhcWFqbDhw+rQYMGkqTDhw97J2TBenbv3q2vv/5a+fn53mu8+ARKpmPHjmnatGnejxs3bsxNHYu62eqx+++/33Qs+MGCBQvUqVMn/epXv/JeW7lypZ544gmDqeAPubm5xV6DHzlyRLm5uYZTwVeOHz/+nZ+Pjo4OUJKShVIQCALfPP+gatWqqlq1qvdz2dnZnH9gMX379tX8+fOVk5MjSSpXrpwGDRpkOBX8YeHChXK5XDpw4IA6dOig7du3q169eqZjAfiJnE6nTp8+rerVq0sqWvn9zWM/YB2sHrOPzz//XMePH1fnzp29xe9nn31GKWhBAwYM0IIFC7yvwcuWLasBAwYYTgVfWbZsmSTJ5XLp+PHjqlOnjjwej06cOKF69eoVWyWK/6AUBILAf59/cN31g+o5/8A63G630tPTNW3atGIvSGBNqampmj59uoYNG6Zu3brp0Ucf5TBroATr2bOnXnrpJVWrVk0ej0eZmZm8obSw6OhoVpbYQMWKFTV+/HjNmTNHX3zxhZ599lnO9Lao6OhoXoNb2Pjx4yVJs2bNUr9+/bxDRk6cOKF//OMfJqMFNUpBIAhw/oF9OJ1OrV+/Xm3btuWFiA1c3xYeHh6urKwslS9fXmfPnjWcCsBP1aRJE82ZM0fp6enyeDyqWbOmSpUqZToWgJ/B4/GobNmyGjVqlFauXKkJEyZ4SyNYE6/Bre3UqVPeQlAqmkCclpZmLlCQoxQEggDnH9hLkyZN9H//939q27atSpcu7b3ONnHriYuL09WrV/Xoo496VwIzPAgo2UqVKqU6deqYjgHAR1q0aOH99RNPPKG6detq7dq1BhMB+Dlq1qypV199Vffee68cDoc2bdqkmjVrmo4VtBwe1kYDxr300kuSOP/ALm52fiDbxK0vPz9f+fn53J0GgBLi4sWLOnbsmCSpXr16qlixouFEAIDv43K59OGHH+rQoUOSpIYNG+rBBx9ksOO3oBQEgsisWbP02GOP3XD+AUMogJLpk08+UWxsrMqUKaN3331XX375pR5//HEOqweAILdt2za99dZbiomJkSQdOnRIvXr10l133WU4GXxl3Lhxmjhxop5++umbnum9dOlSg+ngS59++ul3fr5169YBSoJAcblcyszMVI0aNUxHCXpsHwaCCOcf2ENeXp7Wrl2rzMxM9evXTxkZGUpPT1fz5s1NR4OPvfvuu2rTpo0OHz6szz//XI8++qhee+01/e///q/paAB+ol27dungwYOSpJiYmGJbD2Eda9asUWJiond14OXLlzVx4kRKQQu5vhPnzTffNJwE/vbZZ5995+cpBa1l165dWrZsmQoKCjR//nylpaVpxYoVGjlypOloQYlSEAginH9gD6+88oqio6OVmpoqSapSpYpmzpxJKWhBTqdTkrR79249+OCDatmypVatWmU4FYCfavny5Tp69KjuueceSdK6deuUmpqqHj16GE4GX3O73cW2C99yyy1yu90GEwH4qQYOHGg6AgJo1apVSkxM1IQJEyRJUVFROnfunNlQQYxSEAgiAwcO1Icffqjk5GRJ/zn/ANZy5swZDRkyRFu3bpUkzrewsMqVK2vhwoXav3+/unTpovz8fHFqB1By7d69W1OnTvUW/u3atdOIESMoBS0oNjZWkydP1t133y2paDvxnXfeaTgVgJ9r9+7d+vrrr5Wfn++9lpCQYDARfC0kJIQzvH8ESkEgiISFhenBBx9UXFwc5x9YWGhoqFwul/f8mtOnTys0lH+OrWjIkCHau3evHn30UZUrV04XLlxQz549TccC8DPk5OR4p8Xn5OQYTgN/6dWrl7Zv364jR47I4/EoPj5erVq1Mh0LwM+wcOFCuVwuHThwQB06dND27dtVr14907HgY7Vq1dKWLVvkdruVkZGhdevWqX79+qZjBS0GjQBBhPMP7OHzzz/X6tWrdfLkSTVr1kxHjhzRgAED1LhxY9PR4Adut1sXL14stu0sIiLCYCIAP9WWLVu0fPlyNWrUSB6PR4cOHVKPHj28q8lgPTk5OcX+/b5eCMNamDRtD8OGDdP06dO9/83NzdX06dM1duxY09HgQ3l5eVq9erX27dsnj8ejZs2a6fHHH2d31rdgaQoQRDj/wB6aNWum6OhoffHFF/J4PHrmmWdUoUIF07HgB+vWrdM777yjihUreleGOhwOTZ8+3XAyAD+Wx+NRgwYNNHnyZB07dkwej0c9e/bUL37xC9PR4AcfffSRVq5cqbCwMDkcDu9E2nnz5pmOBh/770nTr7/+OpOmLapUqVKSpPDwcGVlZal8+fI6e/as4VTwtfDwcHXv3l3du3c3HaVEoBQEggjnH9jDn//8Z/3pT39SXFzcDddgLcnJyZo1a5bKly9vOgqAn8nhcGjatGlKSkpi4rAN/OMf/9CMGTO4aWcDTJq2j+bNm+vq1at69NFHNXLkSDkcDnXs2NF0LPhIUlLSd36e3Xc3RykIBBHOP7A2l8sll8ulK1euKDs723s9JydHFy5cMJgM/hIREUHRD1jIHXfcoaNHj3IGlQ1Uq1ZN4eHhpmMgAJg0bQ9ut1tNmjRRuXLldNddd6l58+bKz8/ndZqFpKamKiIiQnfffTfP0z8CZwoCQYTzD6wtOTlZ77//vi5cuKDKlSt7p9CWLVtWHTt21MMPP2w4IXxtwYIFSk9PV1xcnHfLiiR17tzZYCoAP9WQIUOUkZGhyMhIhYeHe7eUciSA9Xz55Zd65ZVXdMcddxQbBtanTx+DqeAPy5Yt04kTJ4pNmq5duzaDwSxozJgxmjx5sukY8BO32619+/Zpy5YtOnHihOLi4nT33XerVq1apqMFNUpBAAiwdevWqVOnTqZjIABWrVp10+vdunULcBIAvvBt5/xGRkYGOAn87Y9//KMaNGig2rVre8+ElaR27dqZCwW/+eak6ZiYGCZNW9TKlStVu3ZttW7dutjPNawnPz9fW7du1bJly5SQkMB7r+9AKQgEAc4/sJ8jR47o3LlzKiws9F67//77DSaCP+Xm5qp06dKmYwD4mebOnavBgwd/7zWUfGPHjtWkSZNMx0AAMWna+p5++mnl5eXJ6XQqLCzMu9p76dKlpqPBR/Lz87V7925t3bpV586dU/PmzdWhQwdVrlzZdLSgxZmCQBDg/AN7mTt3rs6cOaOoqCg5nU7vdUpB60lNTdWCBQuUm5urBQsWKC0tTSkpKfrd735nOhqAn+DkyZPFPna73Tp+/LihNPCnRo0aKSUlRc2bNy92/ANFkfUwado+3nzzTdMR4Efz5s3T119/rTvvvFMJCQmqXbu26UglAqUgEARee+017/kHW7Zs4fwDizt+/LhmzpzJtgUb731rFQAAF7dJREFUWLJkicaMGaOpU6dKkqKionTo0CHDqQD8WGvWrNGaNWvkcrnUu3dvSZLH41FoaKji4+MNp4M/bNmyRVLRY38dRZE1MWnaPjwejzZv3qyzZ88qISFBmZmZunjxIosyLGLz5s0KDw/3Duy8jhWh341SEAgCTqdTsbGxio2N9Z5/MGHCBM4/sKhatWrp4sWLqlSpkukoCICIiIhiH39zdSiAkqFr167q2rWrli9frh49epiOgwCYP3++6QgIECZN28eiRYvkcDh04MABJSQkqHTp0lq8eLESExNNR4MPrFixwnSEEolSEAgS/33+QadOndS6dWvTseAHV65c0Ysvvqh69eoVm2jI2ZHWU6VKFR05ckQOh0MFBQVKTk5WzZo1TccC8BP16NFDWVlZN5wJGxMTYzAV/CEvL09r165VZmam+vXrp4yMDKWnp6t58+amo8HHevToobFjxzJp2gaOHj2qpKQkjRgxQlLRcQAFBQWGUwFmUQoCQYDzD+yFybP20bdvXy1ZskRZWVnq37+/mjZtqueee850LAA/0V//+ldt27ZNt912m/cICIfDQSloQa+88oqio6OVmpoqqegmz8yZMykFLWjhwoVq3LjxDZOmYT0hISFyu93ex/ny5cs85rA9SkEgCHD+gb3w5tH63nrrLfXs2VMHDhzQ//zP/5iOA8BHduzYoVmzZhUbPAFrOnPmjIYMGaKtW7dKksLCwgwngr+EhIR4zwqFtXXq1EnTpk3TpUuX9Pbbb2v79u168sknTccCjKIUBIIA5x/YS2pqqt544w2dPHlSBQUFcrvdKl26NOWvhezZs0e//e1v9d5776lNmzam4wDwkWrVqqmwsJBS0AZCQ0Plcrm8q4hOnz5dbGsprINJ0/Zx7733Kjo6Wvv375ckDR8+XLfddpvhVPC13NxchYWFyel0Kj09Xenp6YqNjeXf8G/h8Hg8HtMhAMBORo0apRdeeEEzZ87UlClT9K9//UsZGRkcXm8hy5YtU0pKivLy8hQeHu5d9cvqX6Bkmz59ur766is1adKEs8csbt++fXr33Xd18uRJNWvWTEeOHNHAgQPVqFEj09HgY4MGDbrhGpOmrWnu3LkaPHjw915DyTZy5Ej9+c9/1tWrVzVmzBhFR0crPDyc3TvfgqoUAAyoXr263G63nE6n2rdvr7Fjx5qOBB/q1auXevXqpalTp3oPswZQ8rVo0UItWrQwHQN+5vF4VKNGDQ0bNkxffPGFPB6PnnnmGVWoUMF0NPgBk6bt4+TJk8U+drvdOn78uKE08Kfw8HBt3LhRDz/8sLp06cLr8e9AKQgAARYeHq6CggJFRUXprbfe0i9+8Qvl5eWZjgU/GDFihM6dO6eMjAw1bdpULpdLhYWFKlOmjOloAH6Cdu3ayeVyKTMzUzVq1DAdB37icDg0bdo0JSUlKS4uznQc+BmTpq1vzZo1WrNmjVwul3r37q3rmyVDQ0MVHx9vOB18zePxKDU1VVu2bFH//v0lSYWFhYZTBS9KQQAIsN///vdyu93q06eP3n//fZ0/f15Dhw41HQt+kJKSog0bNig7O1tz587V+fPn9dprr+lPf/qT6WgAfoJdu3Zp2bJlKigo0Pz585WWlqYVK1Zo5MiRpqPBx+644w4dPXpU9erVMx0Ffsakaevr2rWrunbtquXLl3Ncjw0888wzWrNmjVq2bKlatWrpzJkzHP3wHSgFASDAIiMjJRVNMuzWrZvhNPCn9evXKzExUaNHj5Yk3Xrrrbp06ZLhVAB+qlWrVikxMVETJkyQJEVFRens2bNmQ8EvDhw4oJSUFEVGRhY7G3b69Ommo8HHmDRtHz169FB2drZOnz4tl8vlvR4TE2MwFXwtJiZGMTExunbtmnJzc1WtWjXO/v0OlIIAECBDhw71TjG8Gd5oWE+pUqWKDSMoLCz8zu8BAMEtJCREZcuWLXaNn2lrun4zB9bHpGn72LBhg5KTk5WVlaWoqCilpqaqfv36Gj9+vOlo8KETJ05o3rx5ys7OlsfjUYUKFfT73/9etWrVMh0tKPGvHQAEyKhRo0xHQIDFxMRo9erVcrlc2rdvn9avX892JKAEq1WrlrZs2SK3262MjAytW7dO9evXNx0LfvC3v/2NKaU28cQTT2jy5MnKzMzUnDlzvJOmYT3JyclKTEzUmDFjNH78eJ06dUorV640HQs+tnDhQj399NNq3LixpKKV33/5y180adIkw8mCE6UgAATI9W3Dkm46fALW06NHD23cuFG1a9fWRx99pDvvvFMdO3Y0HQvAT9SnTx+tXr1apUqV0pw5c9SsWTM99thjpmPBD5hSag9MmraXsLAw7/bw/Px81axZU+np6YZTwdfy8vK8haAkNWrUiKGO34FSEAACjOET9uF0OtWqVSu1atWKNxiABYSHh6t79+7q3r276Sjwk/+eUioVFUehoaHc1LEgJk3bS+XKlXX16lW1bNlSkyZNUrly5VS5cmXTseBjVatW1TvvvKP77rtPkrR58+ZiizNQnMNzfR43ACAghg8f7h0+MXXqVElF5w3OmDHDcDL4isfj0apVq7R+/Xp5PB55PB45nU516tRJCQkJpuMB+IkmTpyoF198UeXKlZMkZWdna/bs2RozZozhZPA1ppTax6JFi9SuXTsmTdvMwYMHlZOTo9jYWM6QtJjs7GytXLlSR44ckSQ1bNhQ3bp18z53ozi++wEgwBg+YX3vv/++jhw5osTERFWtWlVS0XTDRYsWae3atercubPhhAB+iitXrhR7U3HLLbcwUdyiqlevXuxjt9utd999V926dTOUCP7CpGl7uj5xeMCAAVqwYIHhNPCl/fv33zBt+JNPPlGbNm0MJQpulIIAEGAMn7C+TZs2aezYscW2DFerVk2DBw/WpEmTKAWBEsrhcCgzM1MRERGSis6H5aaONe3fv1+ffvqp+vfvrytXrmjBggVq2LCh6VjwAyZNA9by3nvv3VAA3uwailAKAkCAMXzC+goLC296hmCFChUYKgOUYN27d9e4ceO8K0wOHTqk559/3nAq+MMf/vAHbdu2TcOGDVNYWJj+8Ic/qEGDBqZjwQ+YNA1Yw549e7Rnzx5lZWXp9ddf916/du2anE6nwWTBjVIQAAKM4RPW911n03BuDVByxcbGKikpyTultHfv3vw7blEZGRlKTk5W69atderUKW3atEm33367wsPDTUeDjzFp2vrWrl170+sej0e5ubkBTgN/qVSpkqKjo7Vr1y5FR0d7r5cpU8Y7OAo3YtAIAAQIwyfs48knn1Tp0qVvuO7xeJSfn6+3337bQCoAwA/1wgsv6LnnnlOTJk3k8Xi0du1a/fOf/9TMmTNNR4OPfHPS9PWy95uTpp966inDCeErq1at+s7Pc1aotRQUFHAT/kegFASAAFm7dq327Nmjfv363TB8olmzZpwzBwBAkMjJyVHZsmWLXcvIyNCtt95qKBH8hUnTgLUcPnxYq1atUmZmpgoLC73Dg+bNm2c6WlBiYzUABMimTZv0hz/8wVsISv8ZPrFp0yaDyQAAgCT9/e9/lySVLVtWn3zySbHP/fOf/zQRCX52s0nT37eyDEDwevXVV9W5c2f9+c9/VmJioqZMmaLExETTsYIWpSAABAjDJwCg5EtLS9MHH3ygDz74QGlpaabjwMe2bdvm/fV7771X7HOff/55oOMgAPbv36/ExERduHBBJ06c0JgxY3Tt2jXTsQD8RGXLltWdd96pihUrqnz58t7/4ebYaA0AAcLwCQAo2ZKTk7Vhwwa1atVKUtGE0vj4eHXq1MlwMvjKN09W+u9Tljh1yZqYNA1YS6NGjbRs2TK1bt262Husbw4fwX/wLhQAAiQtLe2mk6+uD58AAAS3jRs3avLkyd5BQl26dNHYsWMpBS3E4XDc9Nc3+xjWwKRp+8jPz9enn36qs2fPyu12e68z8M9ajh49Kkk3TBEfP368iThBj1IQAAJkxYoVpiMAAH6G61Pjr3M6nawes5jrN/A8Ho9cLpf3Zh438KwrKSnphknTf/zjH5k0bUFT/1979xdTdf3Hcfx1OHA4wKGMgFCCiCEOMoZEWkOcDdeW6WwLo+laZisLLGSlsmxBuRZ/LVGaCq2ipbEu2Fyr7KYkoFlGWqEMjQhKCU5gDIjgdM7vwp/4Y+b5nZzwJc7zccXhe3a+r3O44nU+n8+7pESBgYGKjY2Vn5+f0XEwSSj//hmmDwMAAAAe+OCDD3T48GHdfvvtkqSvvvpKS5cu1b333mtwMgBXiknT3uOZZ55ReXm50TEwBZqbm9XV1TXhyxxWhP49Bo0AAAAAHlixYoWefPJJ2Ww22Ww2ZWdnUwgC/1JMmvY+8fHx6uzsNDoGJtm+ffvU1NSkjz/+WC6XS1988YV6e3uNjjVtsX0YAAAAcOPCSqLBwUGFh4crPDx8/Nrg4KBsNpuB6QBciaamJq1atUrS+UnTd9555/i148ePa82aNUZFwyRpbW3VZ599pvDwcPn5+cnlcslkMqmsrMzoaLiK2traVFZWpmeffVarV6/WypUr+Ru7QSkIAAAAuFFRUaH8/Hxt3bp1wrCJC/9Q7t6928B0AK4Ek6a9z3PPPWd0BEwBi8UiSfL391dfX5+Cg4PV09NjcKrpi1IQAAAAcCM/P1+SVFlZaXASAFcLk6a9x4XV3gEBAUZHwRRISUnR0NCQVq5cOf5lXkZGhtGxpi0GjQAAAAButLe3u70eGxs7RUkAXC1ZWVmyWq3jk6b9/f0lXZw0feDAAYMT4mopKipSfn6+cnJyZDKZJqwEZbX3zDY2NqaxsbFLhgnhIkpBAAAAwI0XX3xRkjQ6Oqr29nbddNNNcrlc6uzsVFxcnLZv325wQgDAlbhwDAT+/U6fPq3Q0FDNmjVLknT48GEdOXJEoaGheuCBBzj/9zKYPgwAAAC4UVBQoIKCAoWFham4uFhFRUUqLi5WcXGxIiIijI4HAPBAbW3thMdOp1O7du0yKA2utqqqKvn6nj8h78SJE9q/f7+WLFmiwMBA7d271+B00xelIAAAAOCBX375RdHR0eOPo6Oj1dHRYVwgAIDH7Ha76urqJJ3fVlpaWsoXOzOI0+kcXw3Y1NSkjIwM3XHHHXrwwQfV3d1tcLrpi0EjAAAAgAciIyO1Z88epaeny2Qyqb6+XpGRkUbHAgB4IDs7WxUVFaqrq1NLS4uSk5O1YsUKo2PhKnE6nfrrr79kNpv1/fff6/HHH59wDX+PUhAAAADwQHZ2tj755BN9+OGHkqSEhATdfffdBqcCALjzv8Oili9frn379mnevHlKTExUe3s7w6JmiLS0NBUWFio4OFgWi0UJCQmSpO7ubgaNuMGgEQAAAMBDo6OjstvtmjNnjtFRAAAeuDAs6nIKCgqmKAkmW1tbm86dO6ekpCRZrVZJ0pkzZzQyMkL5exmUggAAAIAHjh49qnfeeUcOh0OVlZXq6OhQbW2ttm7danQ0AACAf4ztwwAAAIAH3n//fb3yyisqLCyUJMXExKi3t9fYUAAAj4yNjenIkSPq6emZcMZcZmamgakAY1EKAgAAAB4wm82cSwQA/1IlJSUKDAxUbGys/Pz8jI4DTAuUggAAAIAHoqKi1NDQIKfTqbNnz+qjjz5SfHy80bEAAB7o6+vTtm3bjI4BTCs+RgcAAAAA/g3Wr1+vrq4u+fn5aefOnQoICNC6deuMjgUA8EB8fLw6OzuNjgFMKwwaAQAAAAAAM1peXp66u7sVHh4uPz8/uVwumUwmlZWVGR0NMAylIAAAAOBGcXGx2+tMHwaA6e9yg6HCwsKmOAkwfXCmIAAAAOBGW1ubQkNDlZaWpri4OKPjAACuwIXy7/fff9fY2JjBaYDpgZWCAAAAgBtOp1PffvutGhoa1NnZqZSUFKWlpSkqKsroaAAADx09elQ1NTXq7+/XNddcI7vdrsjISO3YscPoaIBhzIWFhYVGhwAAAACmK5PJpIiICC1cuFBLly5Vf3+/KioqZLFYNHfuXKPjAQA88Oqrr+qll15Sc3OzXnvtNSUkJGh4eFipqalGRwMMw/ZhAAAA4P8YGxtTc3OzGhsb1dvbq3vuuUeLFi0yOhYAwENms1nBwcFyuVxyOp2aP3++3n33XaNjAYaiFAQAAADc2L17t7q6urRgwQJlZmYqOjra6EgAgH8oKChIIyMjSkhIUEVFha699lqZzWajYwGG4kxBAAAAwI2srCz5+/tLOr+V+AKXyyWTyaS3337bqGgAAA+NjIzIYrHI5XLp888/1/DwsNLT0xUcHGx0NMAwlIIAAAAAAMCrOJ1ONTY2Kj093egogGHYPgwAAAAAAGak4eFhHTp0SH19fUpNTVVSUpIOHTqkgwcPKiYmhlIQXo2VggAAAAAAYEYqKSlRUFCQ4uPj9d1332loaEgOh0OPPPKIYmJijI4HGIqVggAAAAAAYEb69ddfVV5eLknKyMjQo48+qtdff10BAQEGJwOM52N0AAAAAAAAgMng63txLZSPj4/Cw8MpBIH/YvswAAAAAACYkbKysmS1WiWdnxo/Ojoqf39/JsgDohQEAAAAAAAAvA7bhwEAAAAAAAAvQykIAAAAAAAAeBlKQQAAAAAAAMDLUAoCAADgH7Pb7XrooYfkdDrdPu/kyZPKzc295PcDAwPavHmzfvzxx8mKCAAAADcYNAIAAOAlcnJydO7cOfn4+MhqtWrBggVav379+FTGqeJwOFRaWqr7779f8fHxU3pvAAAAnEcpCAAA4CVycnK0YcMGJSUlqa+vTy+//LJSUlK0du1ao6MBAABgivkaHQAAAABTLyQkRMnJyerq6lJfX5+qqqrU2toqm82mVatWadmyZZKk06dPq7q6WmfPnpXFYtHixYv18MMPq6enRxs3btSBAwdkNps1ODiompoaHT9+XKOjo0pISNCWLVvU0tKiXbt2ac+ePZKkn3/+WdXV1ero6FBISIjWrFmj1NRUSVJlZaX8/f3V29urkydP6sYbb9TTTz+tiIgIwz4nAACAmYpSEAAAwAvZ7XZ98803WrhwoXbu3KmoqCjt3btXZ86c0fbt23XDDTfo1ltv1Ztvvqnly5dryZIlGhkZUWdn59++3q5du2S1WlVeXi6r1aq2trZLnuNwOFRcXKy77rpLzz//vFpbW1VSUqKioiLNmTNHktTY2Kht27bp5ptvVmVlpd577z1t2rRpUj8LAAAAb8SgEQAAAC9SWlqqdevW6YUXXlBiYqKWLVum1tZWrV27VhaLRTExMcrIyFB9fb0kydfXV93d3RoYGJDVav3bMwD7+/t17NgxPfbYY7LZbPL19VViYuIlzzt16pRGRkZ03333ydfXV/Pnz1dKSooaGhrGn7No0SLFxcXJbDZr8eLF6ujomLTPAgAAwJuxUhAAAMCLbN68WUlJSeOPT506JZvNpoCAgPHfhYaG6ocffpAkPfHEE6qtrVVeXp7Cw8OVmZmp2267bcJr/vbbb7LZbLLZbG7v3d/fr9DQUPn4XPxeOiwsTH19feOPZ82aNf6zv7+/RkZGruyNAgAAwC1KQQAAAC923XXXaXBwUH/88cd4MWi32xUSEiJJmj17tjZt2iSn06kvv/xSO3bs0BtvvDHhNa6//noNDg5qaGhIQUFBbu9lt9vldDrHi0G73a7Zs2dP0rsDAADA5bB9GAAAwIuFhoZq3rx52r9/v0ZHR/XTTz/p008/VXp6uiSpvr5eAwMD8vHxUWBgoCRNWOknnS/7kpOTVV1drcHBQTkcDp04ceKSe82dO1dWq1UHDx6Uw+FQS0uLvv76a6WlpU3+GwUAAMAErBQEAADwcrm5uaqqqtKGDRtks9m0evXq8S3Gx44dU01Njf7880+FhYUpNzdXFovlktd46qmn9NZbbykvL08Oh0O33HLLJecK+vr6asuWLaqurlZdXZ1CQkK0ceNGRUZGTsn7BAAAwEUml8vlMjoEAAAAAAAAgKnD9mEAAAAAAADAy1AKAgAAAAAAAF6GUhAAAAAAAADwMpSCAAAAAAAAgJehFAQAAAAAAAC8DKUgAAAAAAAA4GUoBQEAAAAAAAAvQykIAAAAAAAAeJn/ALRHRGi6HPYrAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.barplot(x=\"Posición\", y=\"Valor de mercado\", hue=\"Club\", data=data_filter)\n", + "ax.set_xticklabels(ax.get_xticklabels(),rotation=90);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hacer un loop para graficar los scatter plots que compartan eje x en una misma gráfica. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hacer un FacetGrid que muestre en subplots la distribución de la edad en relación con su nacionalidad (extranjero o no). \n", + "\n", + "Asimismo, uno que muestre la distribución de la edad en relación con su posición." + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "edad = sns.FacetGrid(transfermkt, col=\"local\")\n", + "edad.map(plt.hist, 'Edad')" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "posicion = sns.FacetGrid(transfermkt, col=\"Posición Simple\")\n", + "posicion.map(plt.hist, 'Edad')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Notas Adicionales\n", + "\n", + "De momento, con estos df no podremos hacer gráficas que funcionen como series de tiempo, pues todos los valores son estáticos.\n", + "Una mejora futura es ilustrar el comportamiento de ciertas variables (valor de mercado, xG por temporada, pases por partido) de cierto tipo de jugadores (jugadores destacados o de interés especial) a lo largo del tiempo.\n", + "\n", + "Creación de índices: índice de qué tan desigual es una liga." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Data Viz Project.ipynb b/Data Viz Project.ipynb new file mode 100644 index 0000000..659fdc6 --- /dev/null +++ b/Data Viz Project.ipynb @@ -0,0 +1,10901 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import warnings\n", + "\n", + "warnings.filterwarnings('ignore')\n", + "%matplotlib inline\n", + "\n", + "plt.rcParams['figure.figsize'] = (22,12)\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "wyscout_raw = pd.read_csv('wyscout_ligamx_final.csv')\n", + "transfermkt = pd.read_csv('transfermkt_ligamx_top100.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['index', 'age', 'birth_country_code', 'birth_country_name',\n", + " 'birth_date', 'birth_day', 'contract_expires', 'current_team_color',\n", + " 'current_team_logo', 'current_team_name', 'domestic_competition_name',\n", + " 'foot', 'full_name', 'goals', 'goals_tagged', 'height', 'id', 'image',\n", + " 'market_value', 'minutes_on_field', 'name', 'on_loan',\n", + " 'passport_country_codes', 'passport_country_names', 'positions',\n", + " 'primary_position', 'primary_position_percent', 'secondary_position',\n", + " 'secondary_position_percent', 'third_position',\n", + " 'third_position_percent', 'total_matches', 'weight', 'xg_shot'],\n", + " dtype='object')" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wyscout_raw.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexfull_namebirth_country_namebirth_dateagecurrent_team_namecontract_expiresfootheightweight...positionsprimary_positionprimary_position_percentsecondary_positionsecondary_position_percentthird_positionthird_position_percentgoalsxg_shotminutes_on_field
00Diego Lainez LeyvaMexico2000-06-0919Real Betis2024-06-30left16758...['LW', 'RW', 'AMF']LW35RW31AMF1651.37972
11Maximiliano Eduardo MezaArgentina1992-12-1526Monterrey2020-06-30right18077...['AMF']AMF37NaN0NaN021.731362
22Guido RodríguezArgentina1994-04-1225AméricaNaNright18580...['LCMF', 'LDMF', 'DMF']LCMF39LDMF24DMF1983.424315
33Rodolfo Gilbert Pizarro ThomasMexico1994-02-1525Monterrey2023-06-30right17364...['AMF', 'LW']AMF50LW10NaN064.802549
44Carlos Joel Salcedo HernándezMexico1993-09-2925Tigres UANL2022-06-30right18877...['LCB', 'CB']LCB73CB13NaN010.491429
55Orbelín Pineda AlvaradoMexico1996-03-2423Cruz AzulNaNright16964...['LWF', 'RCMF', 'RDMF']LWF17RCMF16RDMF1232.132394
66Víctor Alfonso Guzmán GuzmánMexico1995-02-0324Pachuca2021-12-31right17578...['RCMF3', 'RCMF', 'LCMF']RCMF349RCMF14LCMF101410.213155
77Andrés Mateus Uribe VillaColombia1991-03-2128América2020-06-30right18271...['RCMF', 'RDMF', 'LCMF']RCMF28RDMF25LCMF1646.362920
88Edson Omar Álvarez VelázquezMexico1997-10-2421Ajax2024-06-30right18573...['RCB', 'RCMF', 'RDMF']RCB42RCMF21RDMF1031.712869
99Guido Hernán PizarroArgentina1990-02-2629Tigres UANL2021-06-30right18679...['LDMF', 'LCMF', 'DMF']LDMF21LCMF20DMF2021.423580
1010Érick Gabriel Gutiérrez GalavizMexico1995-06-1524PSV2023-06-30left18174...['LCMF3', 'LCMF']LCMF372LCMF17NaN020.64470
1111Jonathan Alexander González MendozaUSA1999-04-1320MonterreyNaNright17566...['RCMF', 'RDMF', 'LCMF']RCMF21RDMF21LCMF1711.031636
1212Nicolás Ignacio Castillo MoraChile1993-02-1426América2023-06-30right17974...['CF']CF100NaN0NaN075.461334
1313Guillermo Matías FernándezArgentina1991-10-1127Cruz Azul2022-06-30right17674...['RDMF', 'RCMF']RDMF77RCMF22NaN000.0042
1414Brian Leonel FernándezArgentina1994-09-2624Portland Timbers2022-06-30right17274...['CF', 'RW']CF35RW34NaN01510.232294
1515Rogelio Gabriel Funes MoriArgentina1991-03-0528MonterreyNaNright19081...['CF']CF100NaN0NaN01711.952409
1616Javier Ignacio Aquino CarmonaMexico1990-02-1129Tigres UANLNaNright16859...['LAMF', 'LW']LAMF44LW32NaN064.372409
1717Roberto Carlos Alvarado HernándezMexico1998-09-0720Cruz AzulNaNleft17670...['AMF', 'LW', 'RCMF3']AMF23LW18RCMF31043.753531
1818Víctor Alejandro Dávila ZavalaChile1997-11-0421PachucaNaNleft17066...['CF', 'LWF']CF56LWF10NaN067.131719
1919Bruno Amílcar ValdezParaguay1992-10-0626América2020-06-30right18379...['RCB', 'LCB', 'CB']RCB66LCB16CB10106.223571
2020Roger Beyker Martínez TobinsonColombia1994-06-2325América2023-06-30right18076...['CF', 'AMF']CF72AMF17NaN0109.342660
2121Jesús Daniel Gallardo VasconcelosMexico1994-08-1524Monterrey2023-06-30left17676...['LB', 'LW', 'LAMF']LB35LW26LAMF1433.763012
2222César Jasib Montes CastroMexico1997-02-2422Monterrey2020-06-30right19170...['RCB', 'RCB3', 'LCB3']RCB59RCB329LCB31121.061755
2323Julio César FurchArgentina1989-07-2930Santos Laguna2022-06-30right18788...['CF']CF100NaN0NaN01810.763059
2424Iván José MarconeArgentina1990-06-0329Boca Juniors2023-06-30right18490...['LCMF', 'DMF', 'LDMF']LCMF33DMF24LDMF1500.182095
2525Agustín Federico MarchesínArgentina1988-03-1631América2019-12-31right18885...['GK']GK100NaN0NaN000.004348
2626Diego Alfonso Valdés ContrerasChile1994-01-3025Santos LagunaNaNright17871...['LCMF', 'AMF']LCMF51AMF22NaN045.122342
2727Eduardo Jesús Vargas RojasChile1989-11-2029Tigres UANL2021-06-30right17477...['AMF', 'CF', 'LCMF']AMF51CF20LCMF13119.411824
2828Rafael De Souza PereiraBrazil1989-06-1830Tigres UANLNaNright17974...['RCMF', 'RDMF', 'LCMF']RCMF32RDMF21LCMF1621.403489
2929Enner Remberto Valencia LastraEcuador1989-11-0429Tigres UANLNaNright17773...['CF', 'AMF', 'LWF']CF46AMF25LWF1155.591866
..................................................................
6300Eleuterio Jiménez ContrerasMexico1998-01-2021AtlasNaNNaN17470...['CF']CF100NaN0NaN000.0012
6311Brayton Josué Vázquez VélezMexico1998-03-0521AtlasNaNright17568...[]NaN0NaN0NaN000.000
6322Ariel Alfonso Uribe LepeChile1999-02-1420MoreliaNaNleft17570...['AMF']AMF100NaN0NaN000.0329
6333Paolo Medina EtienneMexico1999-05-2820MoreliaNaNNaN17468...[]NaN0NaN0NaN000.000
6344José Guadalupe Hernández ClementeMexico1999-04-2120Club Atlético ZacatepecNaNNaN17369...['LW']LW90NaN0NaN000.01172
6355Óscar Haret Ortega GaticaMexico2000-05-1919AméricaNaNright18877...[]NaN0NaN0NaN000.000
6366Axel Cruz García BarreraMexico2000-02-2219Monarcas Morelia U20NaNNaN16963...[]NaN0NaN0NaN000.000
6377Aldhair Fernando Molina FabiánMexico1999-04-0420Puebla U20NaNNaN17460...['LB5', 'LWB']LB565LWB22NaN000.00183
6388Diego Alejandro Rosales IslasMexico1998-04-0421Pumas UNAM U20NaNright17166...['RB', 'LB']RB69LB20NaN000.06378
6399Diego Jonathan Rodríguez MirandaMexico1997-07-1622Pumas UNAM PremierNaNNaN00...['LCB']LCB100NaN0NaN000.004
64010Martín Rodríguez RiveraMexico1998-05-1821Cimarrones de SonoraNaNNaN17359...[]NaN0NaN0NaN000.000
64111Jesús Andrés Pérez ÁlvarezUSA2000-04-1119Cimarrones de SonoraNaNright16456...['LB', 'LCB']LB66LCB28NaN011.06286
64212Raúl Iram Castillo GonzálezMexico2001-05-3018Pachuca U20NaNNaN17774...['RCMF3', 'RW']RCMF361RW38NaN000.0649
64313Martín David Barra NavaMexico2002-01-0517Veracruz U17NaNNaN16760...[]NaN0NaN0NaN000.000
64414Alan Fabrizio Ruiz PrezaMexico2001-01-0318Veracruz U17NaNNaN17670...['RCMF3', 'LCMF']RCMF372LCMF27NaN000.006
64515Carlos Eduardo Guerrero ZavalaMexico2000-02-1419León U20NaNNaN16664...['RDMF', 'RCMF', 'LCMF']RDMF39RCMF39LCMF1900.04235
64616Maximiliano Iván CerattoArgentina1988-04-2131EvertonNaNright17169...['RAMF', 'RW']RAMF60RW26NaN010.83678
64717Leopoldo Alberto Cortes MoraMexico1999-03-0720Guadalajara U20NaNNaN16358...[]NaN0NaN0NaN000.000
64818Fernando Beltrán CruzMexico1998-05-0821GuadalajaraNaNright16466...['LCMF']LCMF62NaN0NaN000.311241
64919Either Domin Jiménez RodríguezMexico2001-03-3018León U20NaNNaN00...['AMF']AMF100NaN0NaN000.0010
65020Eduardo Del Ángel ReséndizMexico2000-04-0819MoreliaNaNNaN17468...[]NaN0NaN0NaN000.000
65121Daniel Aguilar MuñozMexico1998-02-0621NaNNaNNaN00...['LB', 'LB5']LB81LB516NaN000.01206
65222Israel Reyes RomeroMexico2000-05-2319Atlas U20NaNNaN00...[]NaN0NaN0NaN000.000
65323Diego Armando Barbosa ZaragozaMexico1996-09-2522AtlasNaNright17371...['RB']RB100NaN0NaN000.15191
65424Abel Alejandro Aguirre ZavalaMexico1996-10-0622NaNNaNNaN00...[]NaN0NaN0NaN000.000
65525Alan Neftaly Reyes MartínezMexico2001-06-1118NaNNaNNaN17869...[]NaN0NaN0NaN000.000
65626Josué Israel Sánchez GonzálezMexico1998-08-0520NaNNaNNaN00...[]NaN0NaN0NaN000.000
65727Jose Juan Guillen RangelMexico1998-09-0520NaNNaNNaN17169...['RCMF']RCMF100NaN0NaN000.0012
65828Denilson Aldair Villa GaytánMexico1998-06-1821Mineros de ZacatecasNaNNaN1700...[]NaN0NaN0NaN000.000
65929Luis Alejandro Chávez Díaz de LeónMexico1994-03-0725NaNNaNNaN17870...[]NaN0NaN0NaN000.000
\n", + "

660 rows × 23 columns

\n", + "
" + ], + "text/plain": [ + " index full_name birth_country_name \\\n", + "0 0 Diego Lainez Leyva Mexico \n", + "1 1 Maximiliano Eduardo Meza Argentina \n", + "2 2 Guido Rodríguez Argentina \n", + "3 3 Rodolfo Gilbert Pizarro Thomas Mexico \n", + "4 4 Carlos Joel Salcedo Hernández Mexico \n", + "5 5 Orbelín Pineda Alvarado Mexico \n", + "6 6 Víctor Alfonso Guzmán Guzmán Mexico \n", + "7 7 Andrés Mateus Uribe Villa Colombia \n", + "8 8 Edson Omar Álvarez Velázquez Mexico \n", + "9 9 Guido Hernán Pizarro Argentina \n", + "10 10 Érick Gabriel Gutiérrez Galaviz Mexico \n", + "11 11 Jonathan Alexander González Mendoza USA \n", + "12 12 Nicolás Ignacio Castillo Mora Chile \n", + "13 13 Guillermo Matías Fernández Argentina \n", + "14 14 Brian Leonel Fernández Argentina \n", + "15 15 Rogelio Gabriel Funes Mori Argentina \n", + "16 16 Javier Ignacio Aquino Carmona Mexico \n", + "17 17 Roberto Carlos Alvarado Hernández Mexico \n", + "18 18 Víctor Alejandro Dávila Zavala Chile \n", + "19 19 Bruno Amílcar Valdez Paraguay \n", + "20 20 Roger Beyker Martínez Tobinson Colombia \n", + "21 21 Jesús Daniel Gallardo Vasconcelos Mexico \n", + "22 22 César Jasib Montes Castro Mexico \n", + "23 23 Julio César Furch Argentina \n", + "24 24 Iván José Marcone Argentina \n", + "25 25 Agustín Federico Marchesín Argentina \n", + "26 26 Diego Alfonso Valdés Contreras Chile \n", + "27 27 Eduardo Jesús Vargas Rojas Chile \n", + "28 28 Rafael De Souza Pereira Brazil \n", + "29 29 Enner Remberto Valencia Lastra Ecuador \n", + ".. ... ... ... \n", + "630 0 Eleuterio Jiménez Contreras Mexico \n", + "631 1 Brayton Josué Vázquez Vélez Mexico \n", + "632 2 Ariel Alfonso Uribe Lepe Chile \n", + "633 3 Paolo Medina Etienne Mexico \n", + "634 4 José Guadalupe Hernández Clemente Mexico \n", + "635 5 Óscar Haret Ortega Gatica Mexico \n", + "636 6 Axel Cruz García Barrera Mexico \n", + "637 7 Aldhair Fernando Molina Fabián Mexico \n", + "638 8 Diego Alejandro Rosales Islas Mexico \n", + "639 9 Diego Jonathan Rodríguez Miranda Mexico \n", + "640 10 Martín Rodríguez Rivera Mexico \n", + "641 11 Jesús Andrés Pérez Álvarez USA \n", + "642 12 Raúl Iram Castillo González Mexico \n", + "643 13 Martín David Barra Nava Mexico \n", + "644 14 Alan Fabrizio Ruiz Preza Mexico \n", + "645 15 Carlos Eduardo Guerrero Zavala Mexico \n", + "646 16 Maximiliano Iván Ceratto Argentina \n", + "647 17 Leopoldo Alberto Cortes Mora Mexico \n", + "648 18 Fernando Beltrán Cruz Mexico \n", + "649 19 Either Domin Jiménez Rodríguez Mexico \n", + "650 20 Eduardo Del Ángel Reséndiz Mexico \n", + "651 21 Daniel Aguilar Muñoz Mexico \n", + "652 22 Israel Reyes Romero Mexico \n", + "653 23 Diego Armando Barbosa Zaragoza Mexico \n", + "654 24 Abel Alejandro Aguirre Zavala Mexico \n", + "655 25 Alan Neftaly Reyes Martínez Mexico \n", + "656 26 Josué Israel Sánchez González Mexico \n", + "657 27 Jose Juan Guillen Rangel Mexico \n", + "658 28 Denilson Aldair Villa Gaytán Mexico \n", + "659 29 Luis Alejandro Chávez Díaz de León Mexico \n", + "\n", + " birth_date age current_team_name contract_expires foot height \\\n", + "0 2000-06-09 19 Real Betis 2024-06-30 left 167 \n", + "1 1992-12-15 26 Monterrey 2020-06-30 right 180 \n", + "2 1994-04-12 25 América NaN right 185 \n", + "3 1994-02-15 25 Monterrey 2023-06-30 right 173 \n", + "4 1993-09-29 25 Tigres UANL 2022-06-30 right 188 \n", + "5 1996-03-24 23 Cruz Azul NaN right 169 \n", + "6 1995-02-03 24 Pachuca 2021-12-31 right 175 \n", + "7 1991-03-21 28 América 2020-06-30 right 182 \n", + "8 1997-10-24 21 Ajax 2024-06-30 right 185 \n", + "9 1990-02-26 29 Tigres UANL 2021-06-30 right 186 \n", + "10 1995-06-15 24 PSV 2023-06-30 left 181 \n", + "11 1999-04-13 20 Monterrey NaN right 175 \n", + "12 1993-02-14 26 América 2023-06-30 right 179 \n", + "13 1991-10-11 27 Cruz Azul 2022-06-30 right 176 \n", + "14 1994-09-26 24 Portland Timbers 2022-06-30 right 172 \n", + "15 1991-03-05 28 Monterrey NaN right 190 \n", + "16 1990-02-11 29 Tigres UANL NaN right 168 \n", + "17 1998-09-07 20 Cruz Azul NaN left 176 \n", + "18 1997-11-04 21 Pachuca NaN left 170 \n", + "19 1992-10-06 26 América 2020-06-30 right 183 \n", + "20 1994-06-23 25 América 2023-06-30 right 180 \n", + "21 1994-08-15 24 Monterrey 2023-06-30 left 176 \n", + "22 1997-02-24 22 Monterrey 2020-06-30 right 191 \n", + "23 1989-07-29 30 Santos Laguna 2022-06-30 right 187 \n", + "24 1990-06-03 29 Boca Juniors 2023-06-30 right 184 \n", + "25 1988-03-16 31 América 2019-12-31 right 188 \n", + "26 1994-01-30 25 Santos Laguna NaN right 178 \n", + "27 1989-11-20 29 Tigres UANL 2021-06-30 right 174 \n", + "28 1989-06-18 30 Tigres UANL NaN right 179 \n", + "29 1989-11-04 29 Tigres UANL NaN right 177 \n", + ".. ... ... ... ... ... ... \n", + "630 1998-01-20 21 Atlas NaN NaN 174 \n", + "631 1998-03-05 21 Atlas NaN right 175 \n", + "632 1999-02-14 20 Morelia NaN left 175 \n", + "633 1999-05-28 20 Morelia NaN NaN 174 \n", + "634 1999-04-21 20 Club Atlético Zacatepec NaN NaN 173 \n", + "635 2000-05-19 19 América NaN right 188 \n", + "636 2000-02-22 19 Monarcas Morelia U20 NaN NaN 169 \n", + "637 1999-04-04 20 Puebla U20 NaN NaN 174 \n", + "638 1998-04-04 21 Pumas UNAM U20 NaN right 171 \n", + "639 1997-07-16 22 Pumas UNAM Premier NaN NaN 0 \n", + "640 1998-05-18 21 Cimarrones de Sonora NaN NaN 173 \n", + "641 2000-04-11 19 Cimarrones de Sonora NaN right 164 \n", + "642 2001-05-30 18 Pachuca U20 NaN NaN 177 \n", + "643 2002-01-05 17 Veracruz U17 NaN NaN 167 \n", + "644 2001-01-03 18 Veracruz U17 NaN NaN 176 \n", + "645 2000-02-14 19 León U20 NaN NaN 166 \n", + "646 1988-04-21 31 Everton NaN right 171 \n", + "647 1999-03-07 20 Guadalajara U20 NaN NaN 163 \n", + "648 1998-05-08 21 Guadalajara NaN right 164 \n", + "649 2001-03-30 18 León U20 NaN NaN 0 \n", + "650 2000-04-08 19 Morelia NaN NaN 174 \n", + "651 1998-02-06 21 NaN NaN NaN 0 \n", + "652 2000-05-23 19 Atlas U20 NaN NaN 0 \n", + "653 1996-09-25 22 Atlas NaN right 173 \n", + "654 1996-10-06 22 NaN NaN NaN 0 \n", + "655 2001-06-11 18 NaN NaN NaN 178 \n", + "656 1998-08-05 20 NaN NaN NaN 0 \n", + "657 1998-09-05 20 NaN NaN NaN 171 \n", + "658 1998-06-18 21 Mineros de Zacatecas NaN NaN 170 \n", + "659 1994-03-07 25 NaN NaN NaN 178 \n", + "\n", + " weight ... positions primary_position \\\n", + "0 58 ... ['LW', 'RW', 'AMF'] LW \n", + "1 77 ... ['AMF'] AMF \n", + "2 80 ... ['LCMF', 'LDMF', 'DMF'] LCMF \n", + "3 64 ... ['AMF', 'LW'] AMF \n", + "4 77 ... ['LCB', 'CB'] LCB \n", + "5 64 ... ['LWF', 'RCMF', 'RDMF'] LWF \n", + "6 78 ... ['RCMF3', 'RCMF', 'LCMF'] RCMF3 \n", + "7 71 ... ['RCMF', 'RDMF', 'LCMF'] RCMF \n", + "8 73 ... ['RCB', 'RCMF', 'RDMF'] RCB \n", + "9 79 ... ['LDMF', 'LCMF', 'DMF'] LDMF \n", + "10 74 ... ['LCMF3', 'LCMF'] LCMF3 \n", + "11 66 ... ['RCMF', 'RDMF', 'LCMF'] RCMF \n", + "12 74 ... ['CF'] CF \n", + "13 74 ... ['RDMF', 'RCMF'] RDMF \n", + "14 74 ... ['CF', 'RW'] CF \n", + "15 81 ... ['CF'] CF \n", + "16 59 ... ['LAMF', 'LW'] LAMF \n", + "17 70 ... ['AMF', 'LW', 'RCMF3'] AMF \n", + "18 66 ... ['CF', 'LWF'] CF \n", + "19 79 ... ['RCB', 'LCB', 'CB'] RCB \n", + "20 76 ... ['CF', 'AMF'] CF \n", + "21 76 ... ['LB', 'LW', 'LAMF'] LB \n", + "22 70 ... ['RCB', 'RCB3', 'LCB3'] RCB \n", + "23 88 ... ['CF'] CF \n", + "24 90 ... ['LCMF', 'DMF', 'LDMF'] LCMF \n", + "25 85 ... ['GK'] GK \n", + "26 71 ... ['LCMF', 'AMF'] LCMF \n", + "27 77 ... ['AMF', 'CF', 'LCMF'] AMF \n", + "28 74 ... ['RCMF', 'RDMF', 'LCMF'] RCMF \n", + "29 73 ... ['CF', 'AMF', 'LWF'] CF \n", + ".. ... ... ... ... \n", + "630 70 ... ['CF'] CF \n", + "631 68 ... [] NaN \n", + "632 70 ... ['AMF'] AMF \n", + "633 68 ... [] NaN \n", + "634 69 ... ['LW'] LW \n", + "635 77 ... [] NaN \n", + "636 63 ... [] NaN \n", + "637 60 ... ['LB5', 'LWB'] LB5 \n", + "638 66 ... ['RB', 'LB'] RB \n", + "639 0 ... ['LCB'] LCB \n", + "640 59 ... [] NaN \n", + "641 56 ... ['LB', 'LCB'] LB \n", + "642 74 ... ['RCMF3', 'RW'] RCMF3 \n", + "643 60 ... [] NaN \n", + "644 70 ... ['RCMF3', 'LCMF'] RCMF3 \n", + "645 64 ... ['RDMF', 'RCMF', 'LCMF'] RDMF \n", + "646 69 ... ['RAMF', 'RW'] RAMF \n", + "647 58 ... [] NaN \n", + "648 66 ... ['LCMF'] LCMF \n", + "649 0 ... ['AMF'] AMF \n", + "650 68 ... [] NaN \n", + "651 0 ... ['LB', 'LB5'] LB \n", + "652 0 ... [] NaN \n", + "653 71 ... ['RB'] RB \n", + "654 0 ... [] NaN \n", + "655 69 ... [] NaN \n", + "656 0 ... [] NaN \n", + "657 69 ... ['RCMF'] RCMF \n", + "658 0 ... [] NaN \n", + "659 70 ... [] NaN \n", + "\n", + " primary_position_percent secondary_position secondary_position_percent \\\n", + "0 35 RW 31 \n", + "1 37 NaN 0 \n", + "2 39 LDMF 24 \n", + "3 50 LW 10 \n", + "4 73 CB 13 \n", + "5 17 RCMF 16 \n", + "6 49 RCMF 14 \n", + "7 28 RDMF 25 \n", + "8 42 RCMF 21 \n", + "9 21 LCMF 20 \n", + "10 72 LCMF 17 \n", + "11 21 RDMF 21 \n", + "12 100 NaN 0 \n", + "13 77 RCMF 22 \n", + "14 35 RW 34 \n", + "15 100 NaN 0 \n", + "16 44 LW 32 \n", + "17 23 LW 18 \n", + "18 56 LWF 10 \n", + "19 66 LCB 16 \n", + "20 72 AMF 17 \n", + "21 35 LW 26 \n", + "22 59 RCB3 29 \n", + "23 100 NaN 0 \n", + "24 33 DMF 24 \n", + "25 100 NaN 0 \n", + "26 51 AMF 22 \n", + "27 51 CF 20 \n", + "28 32 RDMF 21 \n", + "29 46 AMF 25 \n", + ".. ... ... ... \n", + "630 100 NaN 0 \n", + "631 0 NaN 0 \n", + "632 100 NaN 0 \n", + "633 0 NaN 0 \n", + "634 90 NaN 0 \n", + "635 0 NaN 0 \n", + "636 0 NaN 0 \n", + "637 65 LWB 22 \n", + "638 69 LB 20 \n", + "639 100 NaN 0 \n", + "640 0 NaN 0 \n", + "641 66 LCB 28 \n", + "642 61 RW 38 \n", + "643 0 NaN 0 \n", + "644 72 LCMF 27 \n", + "645 39 RCMF 39 \n", + "646 60 RW 26 \n", + "647 0 NaN 0 \n", + "648 62 NaN 0 \n", + "649 100 NaN 0 \n", + "650 0 NaN 0 \n", + "651 81 LB5 16 \n", + "652 0 NaN 0 \n", + "653 100 NaN 0 \n", + "654 0 NaN 0 \n", + "655 0 NaN 0 \n", + "656 0 NaN 0 \n", + "657 100 NaN 0 \n", + "658 0 NaN 0 \n", + "659 0 NaN 0 \n", + "\n", + " third_position third_position_percent goals xg_shot minutes_on_field \n", + "0 AMF 16 5 1.37 972 \n", + "1 NaN 0 2 1.73 1362 \n", + "2 DMF 19 8 3.42 4315 \n", + "3 NaN 0 6 4.80 2549 \n", + "4 NaN 0 1 0.49 1429 \n", + "5 RDMF 12 3 2.13 2394 \n", + "6 LCMF 10 14 10.21 3155 \n", + "7 LCMF 16 4 6.36 2920 \n", + "8 RDMF 10 3 1.71 2869 \n", + "9 DMF 20 2 1.42 3580 \n", + "10 NaN 0 2 0.64 470 \n", + "11 LCMF 17 1 1.03 1636 \n", + "12 NaN 0 7 5.46 1334 \n", + "13 NaN 0 0 0.00 42 \n", + "14 NaN 0 15 10.23 2294 \n", + "15 NaN 0 17 11.95 2409 \n", + "16 NaN 0 6 4.37 2409 \n", + "17 RCMF3 10 4 3.75 3531 \n", + "18 NaN 0 6 7.13 1719 \n", + "19 CB 10 10 6.22 3571 \n", + "20 NaN 0 10 9.34 2660 \n", + "21 LAMF 14 3 3.76 3012 \n", + "22 LCB3 11 2 1.06 1755 \n", + "23 NaN 0 18 10.76 3059 \n", + "24 LDMF 15 0 0.18 2095 \n", + "25 NaN 0 0 0.00 4348 \n", + "26 NaN 0 4 5.12 2342 \n", + "27 LCMF 13 11 9.41 1824 \n", + "28 LCMF 16 2 1.40 3489 \n", + "29 LWF 11 5 5.59 1866 \n", + ".. ... ... ... ... ... \n", + "630 NaN 0 0 0.00 12 \n", + "631 NaN 0 0 0.00 0 \n", + "632 NaN 0 0 0.03 29 \n", + "633 NaN 0 0 0.00 0 \n", + "634 NaN 0 0 0.01 172 \n", + "635 NaN 0 0 0.00 0 \n", + "636 NaN 0 0 0.00 0 \n", + "637 NaN 0 0 0.00 183 \n", + "638 NaN 0 0 0.06 378 \n", + "639 NaN 0 0 0.00 4 \n", + "640 NaN 0 0 0.00 0 \n", + "641 NaN 0 1 1.06 286 \n", + "642 NaN 0 0 0.06 49 \n", + "643 NaN 0 0 0.00 0 \n", + "644 NaN 0 0 0.00 6 \n", + "645 LCMF 19 0 0.04 235 \n", + "646 NaN 0 1 0.83 678 \n", + "647 NaN 0 0 0.00 0 \n", + "648 NaN 0 0 0.31 1241 \n", + "649 NaN 0 0 0.00 10 \n", + "650 NaN 0 0 0.00 0 \n", + "651 NaN 0 0 0.01 206 \n", + "652 NaN 0 0 0.00 0 \n", + "653 NaN 0 0 0.15 191 \n", + "654 NaN 0 0 0.00 0 \n", + "655 NaN 0 0 0.00 0 \n", + "656 NaN 0 0 0.00 0 \n", + "657 NaN 0 0 0.00 12 \n", + "658 NaN 0 0 0.00 0 \n", + "659 NaN 0 0 0.00 0 \n", + "\n", + "[660 rows x 23 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wyscout = wyscout_raw[['index',\n", + " 'full_name',\n", + " 'birth_country_name',\n", + " 'birth_date',\n", + " 'age',\n", + " 'current_team_name',\n", + " 'contract_expires',\n", + " 'foot',\n", + " 'height',\n", + " 'weight',\n", + " 'market_value',\n", + " 'on_loan',\n", + " 'passport_country_names',\n", + " 'positions',\n", + " 'primary_position',\n", + " 'primary_position_percent',\n", + " 'secondary_position',\n", + " 'secondary_position_percent',\n", + " 'third_position',\n", + " 'third_position_percent',\n", + " 'goals',\n", + " 'xg_shot', \n", + " 'minutes_on_field']]\n", + "wyscout" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "650" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(wyscout.full_name.unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
full_namebirth_country_nameagecurrent_team_namegoalsgoals_taggedxg_shotminutes_on_field
0Diego Lainez LeyvaMexico19Real Betis551.37972
1Maximiliano Eduardo MezaArgentina26Monterrey221.731362
2Guido RodríguezArgentina25América883.424315
3Rodolfo Gilbert Pizarro ThomasMexico25Monterrey664.802549
4Carlos Joel Salcedo HernándezMexico25Tigres UANL110.491429
\n", + "
" + ], + "text/plain": [ + " full_name birth_country_name age current_team_name \\\n", + "0 Diego Lainez Leyva Mexico 19 Real Betis \n", + "1 Maximiliano Eduardo Meza Argentina 26 Monterrey \n", + "2 Guido Rodríguez Argentina 25 América \n", + "3 Rodolfo Gilbert Pizarro Thomas Mexico 25 Monterrey \n", + "4 Carlos Joel Salcedo Hernández Mexico 25 Tigres UANL \n", + "\n", + " goals goals_tagged xg_shot minutes_on_field \n", + "0 5 5 1.37 972 \n", + "1 2 2 1.73 1362 \n", + "2 8 8 3.42 4315 \n", + "3 6 6 4.80 2549 \n", + "4 1 1 0.49 1429 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "goals = wyscout_raw[['full_name', 'birth_country_name', 'age', 'current_team_name', 'goals', 'goals_tagged', 'xg_shot', 'minutes_on_field']]\n", + "goals.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
index#NamePosiciónNac.EdadClubValor más alto de carreraÚltima revisiónValor de mercadoDiferencial valor de Mercado
001Maximiliano MezaMedio centro ofensivoArgentina26CF Monterrey14000000.008/02/201914000000.01.000000
112Rodolfo PizarroMedio centro ofensivoMéxico25CF Monterrey10000000.008/02/201910000000.01.000000
223Carlos SalcedoDefensa centralMéxico25Tigres UANL10000000.008/02/201910000000.01.000000
334Guido RodríguezPivoteArgentina25CF América10000000.008/02/201910000000.01.000000
445Vincent JanssenDelantero centroPaíses Bajos25CF Monterrey14000000.013/06/20198000000.00.571429
\n", + "
" + ], + "text/plain": [ + " index # Name Posición Nac. Edad \\\n", + "0 0 1 Maximiliano Meza Medio centro ofensivo Argentina 26 \n", + "1 1 2 Rodolfo Pizarro Medio centro ofensivo México 25 \n", + "2 2 3 Carlos Salcedo Defensa central México 25 \n", + "3 3 4 Guido Rodríguez Pivote Argentina 25 \n", + "4 4 5 Vincent Janssen Delantero centro Países Bajos 25 \n", + "\n", + " Club Valor más alto de carrera Última revisión Valor de mercado \\\n", + "0 CF Monterrey 14000000.0 08/02/2019 14000000.0 \n", + "1 CF Monterrey 10000000.0 08/02/2019 10000000.0 \n", + "2 Tigres UANL 10000000.0 08/02/2019 10000000.0 \n", + "3 CF América 10000000.0 08/02/2019 10000000.0 \n", + "4 CF Monterrey 14000000.0 13/06/2019 8000000.0 \n", + "\n", + " Diferencial valor de Mercado \n", + "0 1.000000 \n", + "1 1.000000 \n", + "2 1.000000 \n", + "3 1.000000 \n", + "4 0.571429 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "transfermkt.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['LW', 'AMF', 'LCMF', 'LCB', 'LWF', 'RCMF3', 'RCMF', 'RCB', 'LDMF',\n", + " 'LCMF3', 'CF', 'RDMF', 'LAMF', 'LB', 'GK', 'RW', 'DMF', 'RAMF',\n", + " 'RB', 'RWF', 'LCB3', 'RCB3', nan, 'CB', 'LB5', 'LWB'], dtype=object)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wyscout.primary_position.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['RW', nan, 'LDMF', 'LW', 'CB', 'RCMF', 'RDMF', 'LCMF', 'LWF',\n", + " 'LCB', 'AMF', 'RCB3', 'DMF', 'CF', 'RAMF', 'LCMF3', 'LAMF', 'RCB',\n", + " 'RWB', 'LCB3', 'RCMF3', 'RB', 'RWF', 'RB5', 'LWB', 'LB', 'LB5'],\n", + " dtype=object)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wyscout.secondary_position.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexfull_namebirth_country_namebirth_dateagecurrent_team_namecontract_expiresfootheightweight...primary_positionprimary_position_percentsecondary_positionsecondary_position_percentthird_positionthird_position_percentgoalsxg_shotminutes_on_fieldposition_raw
00Diego Lainez LeyvaMexico2000-06-0919Real Betis2024-06-30left16758...LW35RW31AMF1651.379723
11Maximiliano Eduardo MezaArgentina1992-12-1526Monterrey2020-06-30right18077...AMF37NaN0NaN021.7313623
22Guido RodríguezArgentina1994-04-1225AméricaNaNright18580...LCMF39LDMF24DMF1983.4243152
33Rodolfo Gilbert Pizarro ThomasMexico1994-02-1525Monterrey2023-06-30right17364...AMF50LW10NaN064.8025493
44Carlos Joel Salcedo HernándezMexico1993-09-2925Tigres UANL2022-06-30right18877...LCB73CB13NaN010.4914291
\n", + "

5 rows × 24 columns

\n", + "
" + ], + "text/plain": [ + " index full_name birth_country_name birth_date age \\\n", + "0 0 Diego Lainez Leyva Mexico 2000-06-09 19 \n", + "1 1 Maximiliano Eduardo Meza Argentina 1992-12-15 26 \n", + "2 2 Guido Rodríguez Argentina 1994-04-12 25 \n", + "3 3 Rodolfo Gilbert Pizarro Thomas Mexico 1994-02-15 25 \n", + "4 4 Carlos Joel Salcedo Hernández Mexico 1993-09-29 25 \n", + "\n", + " current_team_name contract_expires foot height weight ... \\\n", + "0 Real Betis 2024-06-30 left 167 58 ... \n", + "1 Monterrey 2020-06-30 right 180 77 ... \n", + "2 América NaN right 185 80 ... \n", + "3 Monterrey 2023-06-30 right 173 64 ... \n", + "4 Tigres UANL 2022-06-30 right 188 77 ... \n", + "\n", + " primary_position primary_position_percent secondary_position \\\n", + "0 LW 35 RW \n", + "1 AMF 37 NaN \n", + "2 LCMF 39 LDMF \n", + "3 AMF 50 LW \n", + "4 LCB 73 CB \n", + "\n", + " secondary_position_percent third_position third_position_percent goals \\\n", + "0 31 AMF 16 5 \n", + "1 0 NaN 0 2 \n", + "2 24 DMF 19 8 \n", + "3 10 NaN 0 6 \n", + "4 13 NaN 0 1 \n", + "\n", + " xg_shot minutes_on_field position_raw \n", + "0 1.37 972 3 \n", + "1 1.73 1362 3 \n", + "2 3.42 4315 2 \n", + "3 4.80 2549 3 \n", + "4 0.49 1429 1 \n", + "\n", + "[5 rows x 24 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Nuevas Columnas: \n", + "def position_raw(x):\n", + " if x == 'CF' or x == 'LW' or x=='RW' or x=='LWF' or x=='RWF' or x=='AMF':\n", + " return 3\n", + " elif x == 'LDMF' or x=='RDMF' or x=='CM' or x=='DMF' or x=='LCMF' or x=='RCMF' or x=='LAMF' or x=='RAMF' or x=='RCMF3' or x=='LCMF3' or x=='RAMF':\n", + " return 2\n", + " return 1\n", + "wyscout['position_raw'] = wyscout['primary_position'].apply(position_raw)\n", + "wyscout.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexfull_namebirth_country_namebirth_dateagecurrent_team_namecontract_expiresfootheightweight...primary_position_percentsecondary_positionsecondary_position_percentthird_positionthird_position_percentgoalsxg_shotminutes_on_fieldposition_rawlocal
00Diego Lainez LeyvaMexico2000-06-0919Real Betis2024-06-30left16758...35RW31AMF1651.3797231
11Maximiliano Eduardo MezaArgentina1992-12-1526Monterrey2020-06-30right18077...37NaN0NaN021.73136230
22Guido RodríguezArgentina1994-04-1225AméricaNaNright18580...39LDMF24DMF1983.42431520
33Rodolfo Gilbert Pizarro ThomasMexico1994-02-1525Monterrey2023-06-30right17364...50LW10NaN064.80254931
44Carlos Joel Salcedo HernándezMexico1993-09-2925Tigres UANL2022-06-30right18877...73CB13NaN010.49142911
55Orbelín Pineda AlvaradoMexico1996-03-2423Cruz AzulNaNright16964...17RCMF16RDMF1232.13239431
66Víctor Alfonso Guzmán GuzmánMexico1995-02-0324Pachuca2021-12-31right17578...49RCMF14LCMF101410.21315521
77Andrés Mateus Uribe VillaColombia1991-03-2128América2020-06-30right18271...28RDMF25LCMF1646.36292020
88Edson Omar Álvarez VelázquezMexico1997-10-2421Ajax2024-06-30right18573...42RCMF21RDMF1031.71286911
99Guido Hernán PizarroArgentina1990-02-2629Tigres UANL2021-06-30right18679...21LCMF20DMF2021.42358020
1010Érick Gabriel Gutiérrez GalavizMexico1995-06-1524PSV2023-06-30left18174...72LCMF17NaN020.6447021
1111Jonathan Alexander González MendozaUSA1999-04-1320MonterreyNaNright17566...21RDMF21LCMF1711.03163620
1212Nicolás Ignacio Castillo MoraChile1993-02-1426América2023-06-30right17974...100NaN0NaN075.46133430
1313Guillermo Matías FernándezArgentina1991-10-1127Cruz Azul2022-06-30right17674...77RCMF22NaN000.004220
1414Brian Leonel FernándezArgentina1994-09-2624Portland Timbers2022-06-30right17274...35RW34NaN01510.23229430
1515Rogelio Gabriel Funes MoriArgentina1991-03-0528MonterreyNaNright19081...100NaN0NaN01711.95240930
1616Javier Ignacio Aquino CarmonaMexico1990-02-1129Tigres UANLNaNright16859...44LW32NaN064.37240921
1717Roberto Carlos Alvarado HernándezMexico1998-09-0720Cruz AzulNaNleft17670...23LW18RCMF31043.75353131
1818Víctor Alejandro Dávila ZavalaChile1997-11-0421PachucaNaNleft17066...56LWF10NaN067.13171930
1919Bruno Amílcar ValdezParaguay1992-10-0626América2020-06-30right18379...66LCB16CB10106.22357110
2020Roger Beyker Martínez TobinsonColombia1994-06-2325América2023-06-30right18076...72AMF17NaN0109.34266030
2121Jesús Daniel Gallardo VasconcelosMexico1994-08-1524Monterrey2023-06-30left17676...35LW26LAMF1433.76301211
2222César Jasib Montes CastroMexico1997-02-2422Monterrey2020-06-30right19170...59RCB329LCB31121.06175511
2323Julio César FurchArgentina1989-07-2930Santos Laguna2022-06-30right18788...100NaN0NaN01810.76305930
2424Iván José MarconeArgentina1990-06-0329Boca Juniors2023-06-30right18490...33DMF24LDMF1500.18209520
2525Agustín Federico MarchesínArgentina1988-03-1631América2019-12-31right18885...100NaN0NaN000.00434810
2626Diego Alfonso Valdés ContrerasChile1994-01-3025Santos LagunaNaNright17871...51AMF22NaN045.12234220
2727Eduardo Jesús Vargas RojasChile1989-11-2029Tigres UANL2021-06-30right17477...51CF20LCMF13119.41182430
2828Rafael De Souza PereiraBrazil1989-06-1830Tigres UANLNaNright17974...32RDMF21LCMF1621.40348920
2929Enner Remberto Valencia LastraEcuador1989-11-0429Tigres UANLNaNright17773...46AMF25LWF1155.59186630
..................................................................
6300Eleuterio Jiménez ContrerasMexico1998-01-2021AtlasNaNNaN17470...100NaN0NaN000.001231
6311Brayton Josué Vázquez VélezMexico1998-03-0521AtlasNaNright17568...0NaN0NaN000.00011
6322Ariel Alfonso Uribe LepeChile1999-02-1420MoreliaNaNleft17570...100NaN0NaN000.032930
6333Paolo Medina EtienneMexico1999-05-2820MoreliaNaNNaN17468...0NaN0NaN000.00011
6344José Guadalupe Hernández ClementeMexico1999-04-2120Club Atlético ZacatepecNaNNaN17369...90NaN0NaN000.0117231
6355Óscar Haret Ortega GaticaMexico2000-05-1919AméricaNaNright18877...0NaN0NaN000.00011
6366Axel Cruz García BarreraMexico2000-02-2219Monarcas Morelia U20NaNNaN16963...0NaN0NaN000.00011
6377Aldhair Fernando Molina FabiánMexico1999-04-0420Puebla U20NaNNaN17460...65LWB22NaN000.0018311
6388Diego Alejandro Rosales IslasMexico1998-04-0421Pumas UNAM U20NaNright17166...69LB20NaN000.0637811
6399Diego Jonathan Rodríguez MirandaMexico1997-07-1622Pumas UNAM PremierNaNNaN00...100NaN0NaN000.00411
64010Martín Rodríguez RiveraMexico1998-05-1821Cimarrones de SonoraNaNNaN17359...0NaN0NaN000.00011
64111Jesús Andrés Pérez ÁlvarezUSA2000-04-1119Cimarrones de SonoraNaNright16456...66LCB28NaN011.0628610
64212Raúl Iram Castillo GonzálezMexico2001-05-3018Pachuca U20NaNNaN17774...61RW38NaN000.064921
64313Martín David Barra NavaMexico2002-01-0517Veracruz U17NaNNaN16760...0NaN0NaN000.00011
64414Alan Fabrizio Ruiz PrezaMexico2001-01-0318Veracruz U17NaNNaN17670...72LCMF27NaN000.00621
64515Carlos Eduardo Guerrero ZavalaMexico2000-02-1419León U20NaNNaN16664...39RCMF39LCMF1900.0423521
64616Maximiliano Iván CerattoArgentina1988-04-2131EvertonNaNright17169...60RW26NaN010.8367820
64717Leopoldo Alberto Cortes MoraMexico1999-03-0720Guadalajara U20NaNNaN16358...0NaN0NaN000.00011
64818Fernando Beltrán CruzMexico1998-05-0821GuadalajaraNaNright16466...62NaN0NaN000.31124121
64919Either Domin Jiménez RodríguezMexico2001-03-3018León U20NaNNaN00...100NaN0NaN000.001031
65020Eduardo Del Ángel ReséndizMexico2000-04-0819MoreliaNaNNaN17468...0NaN0NaN000.00011
65121Daniel Aguilar MuñozMexico1998-02-0621NaNNaNNaN00...81LB516NaN000.0120611
65222Israel Reyes RomeroMexico2000-05-2319Atlas U20NaNNaN00...0NaN0NaN000.00011
65323Diego Armando Barbosa ZaragozaMexico1996-09-2522AtlasNaNright17371...100NaN0NaN000.1519111
65424Abel Alejandro Aguirre ZavalaMexico1996-10-0622NaNNaNNaN00...0NaN0NaN000.00011
65525Alan Neftaly Reyes MartínezMexico2001-06-1118NaNNaNNaN17869...0NaN0NaN000.00011
65626Josué Israel Sánchez GonzálezMexico1998-08-0520NaNNaNNaN00...0NaN0NaN000.00011
65727Jose Juan Guillen RangelMexico1998-09-0520NaNNaNNaN17169...100NaN0NaN000.001221
65828Denilson Aldair Villa GaytánMexico1998-06-1821Mineros de ZacatecasNaNNaN1700...0NaN0NaN000.00011
65929Luis Alejandro Chávez Díaz de LeónMexico1994-03-0725NaNNaNNaN17870...0NaN0NaN000.00011
\n", + "

660 rows × 25 columns

\n", + "
" + ], + "text/plain": [ + " index full_name birth_country_name \\\n", + "0 0 Diego Lainez Leyva Mexico \n", + "1 1 Maximiliano Eduardo Meza Argentina \n", + "2 2 Guido Rodríguez Argentina \n", + "3 3 Rodolfo Gilbert Pizarro Thomas Mexico \n", + "4 4 Carlos Joel Salcedo Hernández Mexico \n", + "5 5 Orbelín Pineda Alvarado Mexico \n", + "6 6 Víctor Alfonso Guzmán Guzmán Mexico \n", + "7 7 Andrés Mateus Uribe Villa Colombia \n", + "8 8 Edson Omar Álvarez Velázquez Mexico \n", + "9 9 Guido Hernán Pizarro Argentina \n", + "10 10 Érick Gabriel Gutiérrez Galaviz Mexico \n", + "11 11 Jonathan Alexander González Mendoza USA \n", + "12 12 Nicolás Ignacio Castillo Mora Chile \n", + "13 13 Guillermo Matías Fernández Argentina \n", + "14 14 Brian Leonel Fernández Argentina \n", + "15 15 Rogelio Gabriel Funes Mori Argentina \n", + "16 16 Javier Ignacio Aquino Carmona Mexico \n", + "17 17 Roberto Carlos Alvarado Hernández Mexico \n", + "18 18 Víctor Alejandro Dávila Zavala Chile \n", + "19 19 Bruno Amílcar Valdez Paraguay \n", + "20 20 Roger Beyker Martínez Tobinson Colombia \n", + "21 21 Jesús Daniel Gallardo Vasconcelos Mexico \n", + "22 22 César Jasib Montes Castro Mexico \n", + "23 23 Julio César Furch Argentina \n", + "24 24 Iván José Marcone Argentina \n", + "25 25 Agustín Federico Marchesín Argentina \n", + "26 26 Diego Alfonso Valdés Contreras Chile \n", + "27 27 Eduardo Jesús Vargas Rojas Chile \n", + "28 28 Rafael De Souza Pereira Brazil \n", + "29 29 Enner Remberto Valencia Lastra Ecuador \n", + ".. ... ... ... \n", + "630 0 Eleuterio Jiménez Contreras Mexico \n", + "631 1 Brayton Josué Vázquez Vélez Mexico \n", + "632 2 Ariel Alfonso Uribe Lepe Chile \n", + "633 3 Paolo Medina Etienne Mexico \n", + "634 4 José Guadalupe Hernández Clemente Mexico \n", + "635 5 Óscar Haret Ortega Gatica Mexico \n", + "636 6 Axel Cruz García Barrera Mexico \n", + "637 7 Aldhair Fernando Molina Fabián Mexico \n", + "638 8 Diego Alejandro Rosales Islas Mexico \n", + "639 9 Diego Jonathan Rodríguez Miranda Mexico \n", + "640 10 Martín Rodríguez Rivera Mexico \n", + "641 11 Jesús Andrés Pérez Álvarez USA \n", + "642 12 Raúl Iram Castillo González Mexico \n", + "643 13 Martín David Barra Nava Mexico \n", + "644 14 Alan Fabrizio Ruiz Preza Mexico \n", + "645 15 Carlos Eduardo Guerrero Zavala Mexico \n", + "646 16 Maximiliano Iván Ceratto Argentina \n", + "647 17 Leopoldo Alberto Cortes Mora Mexico \n", + "648 18 Fernando Beltrán Cruz Mexico \n", + "649 19 Either Domin Jiménez Rodríguez Mexico \n", + "650 20 Eduardo Del Ángel Reséndiz Mexico \n", + "651 21 Daniel Aguilar Muñoz Mexico \n", + "652 22 Israel Reyes Romero Mexico \n", + "653 23 Diego Armando Barbosa Zaragoza Mexico \n", + "654 24 Abel Alejandro Aguirre Zavala Mexico \n", + "655 25 Alan Neftaly Reyes Martínez Mexico \n", + "656 26 Josué Israel Sánchez González Mexico \n", + "657 27 Jose Juan Guillen Rangel Mexico \n", + "658 28 Denilson Aldair Villa Gaytán Mexico \n", + "659 29 Luis Alejandro Chávez Díaz de León Mexico \n", + "\n", + " birth_date age current_team_name contract_expires foot height \\\n", + "0 2000-06-09 19 Real Betis 2024-06-30 left 167 \n", + "1 1992-12-15 26 Monterrey 2020-06-30 right 180 \n", + "2 1994-04-12 25 América NaN right 185 \n", + "3 1994-02-15 25 Monterrey 2023-06-30 right 173 \n", + "4 1993-09-29 25 Tigres UANL 2022-06-30 right 188 \n", + "5 1996-03-24 23 Cruz Azul NaN right 169 \n", + "6 1995-02-03 24 Pachuca 2021-12-31 right 175 \n", + "7 1991-03-21 28 América 2020-06-30 right 182 \n", + "8 1997-10-24 21 Ajax 2024-06-30 right 185 \n", + "9 1990-02-26 29 Tigres UANL 2021-06-30 right 186 \n", + "10 1995-06-15 24 PSV 2023-06-30 left 181 \n", + "11 1999-04-13 20 Monterrey NaN right 175 \n", + "12 1993-02-14 26 América 2023-06-30 right 179 \n", + "13 1991-10-11 27 Cruz Azul 2022-06-30 right 176 \n", + "14 1994-09-26 24 Portland Timbers 2022-06-30 right 172 \n", + "15 1991-03-05 28 Monterrey NaN right 190 \n", + "16 1990-02-11 29 Tigres UANL NaN right 168 \n", + "17 1998-09-07 20 Cruz Azul NaN left 176 \n", + "18 1997-11-04 21 Pachuca NaN left 170 \n", + "19 1992-10-06 26 América 2020-06-30 right 183 \n", + "20 1994-06-23 25 América 2023-06-30 right 180 \n", + "21 1994-08-15 24 Monterrey 2023-06-30 left 176 \n", + "22 1997-02-24 22 Monterrey 2020-06-30 right 191 \n", + "23 1989-07-29 30 Santos Laguna 2022-06-30 right 187 \n", + "24 1990-06-03 29 Boca Juniors 2023-06-30 right 184 \n", + "25 1988-03-16 31 América 2019-12-31 right 188 \n", + "26 1994-01-30 25 Santos Laguna NaN right 178 \n", + "27 1989-11-20 29 Tigres UANL 2021-06-30 right 174 \n", + "28 1989-06-18 30 Tigres UANL NaN right 179 \n", + "29 1989-11-04 29 Tigres UANL NaN right 177 \n", + ".. ... ... ... ... ... ... \n", + "630 1998-01-20 21 Atlas NaN NaN 174 \n", + "631 1998-03-05 21 Atlas NaN right 175 \n", + "632 1999-02-14 20 Morelia NaN left 175 \n", + "633 1999-05-28 20 Morelia NaN NaN 174 \n", + "634 1999-04-21 20 Club Atlético Zacatepec NaN NaN 173 \n", + "635 2000-05-19 19 América NaN right 188 \n", + "636 2000-02-22 19 Monarcas Morelia U20 NaN NaN 169 \n", + "637 1999-04-04 20 Puebla U20 NaN NaN 174 \n", + "638 1998-04-04 21 Pumas UNAM U20 NaN right 171 \n", + "639 1997-07-16 22 Pumas UNAM Premier NaN NaN 0 \n", + "640 1998-05-18 21 Cimarrones de Sonora NaN NaN 173 \n", + "641 2000-04-11 19 Cimarrones de Sonora NaN right 164 \n", + "642 2001-05-30 18 Pachuca U20 NaN NaN 177 \n", + "643 2002-01-05 17 Veracruz U17 NaN NaN 167 \n", + "644 2001-01-03 18 Veracruz U17 NaN NaN 176 \n", + "645 2000-02-14 19 León U20 NaN NaN 166 \n", + "646 1988-04-21 31 Everton NaN right 171 \n", + "647 1999-03-07 20 Guadalajara U20 NaN NaN 163 \n", + "648 1998-05-08 21 Guadalajara NaN right 164 \n", + "649 2001-03-30 18 León U20 NaN NaN 0 \n", + "650 2000-04-08 19 Morelia NaN NaN 174 \n", + "651 1998-02-06 21 NaN NaN NaN 0 \n", + "652 2000-05-23 19 Atlas U20 NaN NaN 0 \n", + "653 1996-09-25 22 Atlas NaN right 173 \n", + "654 1996-10-06 22 NaN NaN NaN 0 \n", + "655 2001-06-11 18 NaN NaN NaN 178 \n", + "656 1998-08-05 20 NaN NaN NaN 0 \n", + "657 1998-09-05 20 NaN NaN NaN 171 \n", + "658 1998-06-18 21 Mineros de Zacatecas NaN NaN 170 \n", + "659 1994-03-07 25 NaN NaN NaN 178 \n", + "\n", + " weight ... primary_position_percent secondary_position \\\n", + "0 58 ... 35 RW \n", + "1 77 ... 37 NaN \n", + "2 80 ... 39 LDMF \n", + "3 64 ... 50 LW \n", + "4 77 ... 73 CB \n", + "5 64 ... 17 RCMF \n", + "6 78 ... 49 RCMF \n", + "7 71 ... 28 RDMF \n", + "8 73 ... 42 RCMF \n", + "9 79 ... 21 LCMF \n", + "10 74 ... 72 LCMF \n", + "11 66 ... 21 RDMF \n", + "12 74 ... 100 NaN \n", + "13 74 ... 77 RCMF \n", + "14 74 ... 35 RW \n", + "15 81 ... 100 NaN \n", + "16 59 ... 44 LW \n", + "17 70 ... 23 LW \n", + "18 66 ... 56 LWF \n", + "19 79 ... 66 LCB \n", + "20 76 ... 72 AMF \n", + "21 76 ... 35 LW \n", + "22 70 ... 59 RCB3 \n", + "23 88 ... 100 NaN \n", + "24 90 ... 33 DMF \n", + "25 85 ... 100 NaN \n", + "26 71 ... 51 AMF \n", + "27 77 ... 51 CF \n", + "28 74 ... 32 RDMF \n", + "29 73 ... 46 AMF \n", + ".. ... ... ... ... \n", + "630 70 ... 100 NaN \n", + "631 68 ... 0 NaN \n", + "632 70 ... 100 NaN \n", + "633 68 ... 0 NaN \n", + "634 69 ... 90 NaN \n", + "635 77 ... 0 NaN \n", + "636 63 ... 0 NaN \n", + "637 60 ... 65 LWB \n", + "638 66 ... 69 LB \n", + "639 0 ... 100 NaN \n", + "640 59 ... 0 NaN \n", + "641 56 ... 66 LCB \n", + "642 74 ... 61 RW \n", + "643 60 ... 0 NaN \n", + "644 70 ... 72 LCMF \n", + "645 64 ... 39 RCMF \n", + "646 69 ... 60 RW \n", + "647 58 ... 0 NaN \n", + "648 66 ... 62 NaN \n", + "649 0 ... 100 NaN \n", + "650 68 ... 0 NaN \n", + "651 0 ... 81 LB5 \n", + "652 0 ... 0 NaN \n", + "653 71 ... 100 NaN \n", + "654 0 ... 0 NaN \n", + "655 69 ... 0 NaN \n", + "656 0 ... 0 NaN \n", + "657 69 ... 100 NaN \n", + "658 0 ... 0 NaN \n", + "659 70 ... 0 NaN \n", + "\n", + " secondary_position_percent third_position third_position_percent goals \\\n", + "0 31 AMF 16 5 \n", + "1 0 NaN 0 2 \n", + "2 24 DMF 19 8 \n", + "3 10 NaN 0 6 \n", + "4 13 NaN 0 1 \n", + "5 16 RDMF 12 3 \n", + "6 14 LCMF 10 14 \n", + "7 25 LCMF 16 4 \n", + "8 21 RDMF 10 3 \n", + "9 20 DMF 20 2 \n", + "10 17 NaN 0 2 \n", + "11 21 LCMF 17 1 \n", + "12 0 NaN 0 7 \n", + "13 22 NaN 0 0 \n", + "14 34 NaN 0 15 \n", + "15 0 NaN 0 17 \n", + "16 32 NaN 0 6 \n", + "17 18 RCMF3 10 4 \n", + "18 10 NaN 0 6 \n", + "19 16 CB 10 10 \n", + "20 17 NaN 0 10 \n", + "21 26 LAMF 14 3 \n", + "22 29 LCB3 11 2 \n", + "23 0 NaN 0 18 \n", + "24 24 LDMF 15 0 \n", + "25 0 NaN 0 0 \n", + "26 22 NaN 0 4 \n", + "27 20 LCMF 13 11 \n", + "28 21 LCMF 16 2 \n", + "29 25 LWF 11 5 \n", + ".. ... ... ... ... \n", + "630 0 NaN 0 0 \n", + "631 0 NaN 0 0 \n", + "632 0 NaN 0 0 \n", + "633 0 NaN 0 0 \n", + "634 0 NaN 0 0 \n", + "635 0 NaN 0 0 \n", + "636 0 NaN 0 0 \n", + "637 22 NaN 0 0 \n", + "638 20 NaN 0 0 \n", + "639 0 NaN 0 0 \n", + "640 0 NaN 0 0 \n", + "641 28 NaN 0 1 \n", + "642 38 NaN 0 0 \n", + "643 0 NaN 0 0 \n", + "644 27 NaN 0 0 \n", + "645 39 LCMF 19 0 \n", + "646 26 NaN 0 1 \n", + "647 0 NaN 0 0 \n", + "648 0 NaN 0 0 \n", + "649 0 NaN 0 0 \n", + "650 0 NaN 0 0 \n", + "651 16 NaN 0 0 \n", + "652 0 NaN 0 0 \n", + "653 0 NaN 0 0 \n", + "654 0 NaN 0 0 \n", + "655 0 NaN 0 0 \n", + "656 0 NaN 0 0 \n", + "657 0 NaN 0 0 \n", + "658 0 NaN 0 0 \n", + "659 0 NaN 0 0 \n", + "\n", + " xg_shot minutes_on_field position_raw local \n", + "0 1.37 972 3 1 \n", + "1 1.73 1362 3 0 \n", + "2 3.42 4315 2 0 \n", + "3 4.80 2549 3 1 \n", + "4 0.49 1429 1 1 \n", + "5 2.13 2394 3 1 \n", + "6 10.21 3155 2 1 \n", + "7 6.36 2920 2 0 \n", + "8 1.71 2869 1 1 \n", + "9 1.42 3580 2 0 \n", + "10 0.64 470 2 1 \n", + "11 1.03 1636 2 0 \n", + "12 5.46 1334 3 0 \n", + "13 0.00 42 2 0 \n", + "14 10.23 2294 3 0 \n", + "15 11.95 2409 3 0 \n", + "16 4.37 2409 2 1 \n", + "17 3.75 3531 3 1 \n", + "18 7.13 1719 3 0 \n", + "19 6.22 3571 1 0 \n", + "20 9.34 2660 3 0 \n", + "21 3.76 3012 1 1 \n", + "22 1.06 1755 1 1 \n", + "23 10.76 3059 3 0 \n", + "24 0.18 2095 2 0 \n", + "25 0.00 4348 1 0 \n", + "26 5.12 2342 2 0 \n", + "27 9.41 1824 3 0 \n", + "28 1.40 3489 2 0 \n", + "29 5.59 1866 3 0 \n", + ".. ... ... ... ... \n", + "630 0.00 12 3 1 \n", + "631 0.00 0 1 1 \n", + "632 0.03 29 3 0 \n", + "633 0.00 0 1 1 \n", + "634 0.01 172 3 1 \n", + "635 0.00 0 1 1 \n", + "636 0.00 0 1 1 \n", + "637 0.00 183 1 1 \n", + "638 0.06 378 1 1 \n", + "639 0.00 4 1 1 \n", + "640 0.00 0 1 1 \n", + "641 1.06 286 1 0 \n", + "642 0.06 49 2 1 \n", + "643 0.00 0 1 1 \n", + "644 0.00 6 2 1 \n", + "645 0.04 235 2 1 \n", + "646 0.83 678 2 0 \n", + "647 0.00 0 1 1 \n", + "648 0.31 1241 2 1 \n", + "649 0.00 10 3 1 \n", + "650 0.00 0 1 1 \n", + "651 0.01 206 1 1 \n", + "652 0.00 0 1 1 \n", + "653 0.15 191 1 1 \n", + "654 0.00 0 1 1 \n", + "655 0.00 0 1 1 \n", + "656 0.00 0 1 1 \n", + "657 0.00 12 2 1 \n", + "658 0.00 0 1 1 \n", + "659 0.00 0 1 1 \n", + "\n", + "[660 rows x 25 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def local(x):\n", + " if x == 'Mexico':\n", + " return 1\n", + " return 0\n", + "wyscout['local'] = wyscout['birth_country_name'].apply(local)\n", + "wyscout" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Relación entre Valor de Mercado y Expected Goals \n", + "\n", + "Dibujar Scatter Plot de estas variables, agrupándolas por equipo y nacionalidad.\n", + "No esperaríamos una relación positiva tan clara si usamos a toda la base de datos de jugadores, sin embargo, si agrupamos la base por jugadores en posiciones ofensivas, definitivamente deberíamos esperar una relación positiva. \n", + "\n", + "Aquellos atacantes que se encuentren por encima de la media de xG y por debajo de la media del valor de mercado, serán interesantes para un análisis posterior más a fondo. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = (22,12)\n", + "sns.scatterplot(x=\"xg_shot\", y=\"market_value\", hue=\"birth_country_name\", data=wyscout)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"xg_shot\", y=\"market_value\", hue=\"current_team_name\", data=wyscout)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"xg_shot\", y=\"market_value\", hue=\"local\", style='local', data=wyscout)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexfull_namebirth_country_namebirth_dateagecurrent_team_namecontract_expiresfootheightweight...primary_position_percentsecondary_positionsecondary_position_percentthird_positionthird_position_percentgoalsxg_shotminutes_on_fieldposition_rawlocal
00Diego Lainez LeyvaMexico2000-06-0919Real Betis2024-06-30left16758...35RW31AMF1651.3797231
11Maximiliano Eduardo MezaArgentina1992-12-1526Monterrey2020-06-30right18077...37NaN0NaN021.73136230
33Rodolfo Gilbert Pizarro ThomasMexico1994-02-1525Monterrey2023-06-30right17364...50LW10NaN064.80254931
55Orbelín Pineda AlvaradoMexico1996-03-2423Cruz AzulNaNright16964...17RCMF16RDMF1232.13239431
1212Nicolás Ignacio Castillo MoraChile1993-02-1426América2023-06-30right17974...100NaN0NaN075.46133430
1414Brian Leonel FernándezArgentina1994-09-2624Portland Timbers2022-06-30right17274...35RW34NaN01510.23229430
1515Rogelio Gabriel Funes MoriArgentina1991-03-0528MonterreyNaNright19081...100NaN0NaN01711.95240930
1717Roberto Carlos Alvarado HernándezMexico1998-09-0720Cruz AzulNaNleft17670...23LW18RCMF31043.75353131
1818Víctor Alejandro Dávila ZavalaChile1997-11-0421PachucaNaNleft17066...56LWF10NaN067.13171930
2020Roger Beyker Martínez TobinsonColombia1994-06-2325América2023-06-30right18076...72AMF17NaN0109.34266030
2323Julio César FurchArgentina1989-07-2930Santos Laguna2022-06-30right18788...100NaN0NaN01810.76305930
2727Eduardo Jesús Vargas RojasChile1989-11-2029Tigres UANL2021-06-30right17477...51CF20LCMF13119.41182430
2929Enner Remberto Valencia LastraEcuador1989-11-0429Tigres UANLNaNright17773...46AMF25LWF1155.59186630
300Lucas Manuel ZelarayánArgentina1992-06-2027Tigres UANLNaNright17273...45LCMF17NaN041.52130930
311Julián Andrés Quiñones QuiñonesColombia1997-03-2422Tigres UANLNaNright17776...37RAMF32CF1068.58152730
322Nicolás Benedetti RoaColombia1997-04-2522América2022-12-31right17770...56NaN0NaN011.1055130
344Marcelo Javier CorreaArgentina1992-10-2326Atlas2021-06-30right18785...91NaN0NaN045.86153130
355Emmanuel GigliottiArgentina1987-05-2032Toluca2021-12-30right18381...100NaN0NaN035.15125430
366Alan Pulido IzaguirreMexico1991-03-0828Guadalajara2021-06-30right17776...89NaN0NaN088.48236231
377Ernesto Alexis Vega RojasMexico1997-11-2521Guadalajara2020-05-31right17377...69NaN0NaN0107.08267131
388Carlos Gabriel Gonzalez EspínolaParaguay1993-02-0426Pumas UNAM2021-06-30right18381...96NaN0NaN01510.14326630
399Nahuel Lautaro BustosArgentina1998-07-0421Pachuca2021-06-30right17674...39RAMF23LAMF1900.047030
4111Gustavo Leonardo BouArgentina1990-02-1829New England2020-06-30right17977...51AMF42NaN0107.29138030
4313Elías Hernán Hernández JacuindeMexico1988-04-2931Cruz Azul2021-06-30right17065...28LW25LAMF2185.30244831
4515Alex Renato Ibarra MinaEcuador1991-01-2028AméricaNaNright17569...54RAMF35NaN032.76300130
4616Andrés Felipe Ibargüen GarcíaColombia1992-05-0727América2021-12-31right16863...42LAMF36NaN044.64232230
4717Jonathan Javier Rodríguez PortilloUruguay1993-07-0626Cruz Azul2022-12-31right18176...59LW11NaN0107.82262030
5020Adrián Ricardo CenturiónArgentina1993-01-1926Atlético de San Luis2021-12-31right17474...77LW22NaN000.039030
5121Brian Avelino Lozano AparicioUruguay1994-02-2325Santos Laguna2021-06-30right16663...43RW28AMF1134.69292730
5222Brayan Eduardo Garnica CortézMexico1996-05-2723Santos Laguna2020-01-01right16758...62NaN0NaN000.44123031
..................................................................
50929Ricardo Saúl Monreal MoralesMexico2001-02-1018Necaxa U20NaNright17662...88RW11NaN000.1212131
5122Salvador Reyes ChávezMexico1998-05-0421MoreliaNaNleft17571...79LAMF20NaN000.037131
5155Alejandro Díaz LiceágaMexico1996-01-2723AméricaNaNright17566...70AMF12LWF1100.4439431
5177Edson Enrique Torres UlloaMexico1998-06-3021TudelanoNaNleft16555...24RW17LW1500.0311631
52414Antonio Nava CidMexico1999-09-0919Tijuana2020-07-30right16967...79RWF14NaN010.7333331
52616Josué Misael Domínguez GonzálezMexico1999-10-2719Cruz Azul2020-05-31right15955...30LCMF329CF1900.0417031
53424Omar Arellano RiverónMexico1987-06-1832NaNNaNright17470...100NaN0NaN000.002031
5455Ricardo Marín SánchezMexico1998-03-1821CelayaNaNleft18171...100NaN0NaN000.003531
56121Eduardo Pérez ReyesMexico1993-04-2826FC JuárezNaNright17872...100NaN0NaN000.055831
56222Pablo Leandro GómezArgentina1997-07-1622Cimarrones de SonoraNaNleft16660...53RW46NaN000.169630
5722Germán BerterameArgentina1998-11-1320Atlético de San LuisNaNright17865...100NaN0NaN000.001130
5733Adolfo Enrique Hernández SoteloMexico1997-09-2821Pumas UNAMNaNNaN18381...100NaN0NaN000.025931
58010Santiago Gabriel Ormeño ZayasMexico1994-02-0425PueblaNaNNaN18682...68RCMF31NaN000.005631
58111Daniel Guadalupe López ValdezMexico2000-03-1419TijuanaNaNright16865...78LAMF21NaN010.169631
59222Edson Eduardo Alvarado TorresUSA1998-04-2421Orange County BluesNaNleft18071...100NaN0NaN000.799530
59525Fernando González DelfínMexico1997-09-0921NaNNaNright16660...64LWB35NaN000.002331
59626Adrián Lozano MagallanesMexico1999-05-0820Santos LagunaNaNNaN00...58RW35NaN010.2315731
59929Bryan Mendoza CruzMexico1997-09-0821Pumas UNAMNaNNaN17172...100NaN0NaN000.00631
6000Diego Abella CallejaMexico1998-10-2220PueblaNaNNaN18275...38LWF32CF2900.4019131
6011Ariel Alfonso Uribe LepeChile1999-02-1420MoreliaNaNleft17570...100NaN0NaN000.032930
6044César Aldair Landa CapistránMexico1998-11-1020Veracruz U20NaNNaN18380...70LCMF29NaN000.005031
6077Duilio Guillermo Tejeda HernándezMexico1998-03-1721Veracruz U20NaNNaN18065...100NaN0NaN000.172331
6088Rodolfo Irán Rivera ReyesMexico2001-01-0118Atlas U20NaNNaN17968...100NaN0NaN000.00731
6099Christopher Brayan Trejo MorantesMexico1999-12-0219Atlas U20NaNNaN00...64AMF35NaN000.185631
62222José Alfonso Alvarado PérezMexico2000-03-1519Monterrey U20NaNright16654...100NaN0NaN000.281531
62828César Adrián Aguirre PueblaMexico1999-03-2420Necaxa U20NaNNaN17773...100NaN0NaN000.005731
6300Eleuterio Jiménez ContrerasMexico1998-01-2021AtlasNaNNaN17470...100NaN0NaN000.001231
6322Ariel Alfonso Uribe LepeChile1999-02-1420MoreliaNaNleft17570...100NaN0NaN000.032930
6344José Guadalupe Hernández ClementeMexico1999-04-2120Club Atlético ZacatepecNaNNaN17369...90NaN0NaN000.0117231
64919Either Domin Jiménez RodríguezMexico2001-03-3018León U20NaNNaN00...100NaN0NaN000.001031
\n", + "

222 rows × 25 columns

\n", + "
" + ], + "text/plain": [ + " index full_name birth_country_name birth_date \\\n", + "0 0 Diego Lainez Leyva Mexico 2000-06-09 \n", + "1 1 Maximiliano Eduardo Meza Argentina 1992-12-15 \n", + "3 3 Rodolfo Gilbert Pizarro Thomas Mexico 1994-02-15 \n", + "5 5 Orbelín Pineda Alvarado Mexico 1996-03-24 \n", + "12 12 Nicolás Ignacio Castillo Mora Chile 1993-02-14 \n", + "14 14 Brian Leonel Fernández Argentina 1994-09-26 \n", + "15 15 Rogelio Gabriel Funes Mori Argentina 1991-03-05 \n", + "17 17 Roberto Carlos Alvarado Hernández Mexico 1998-09-07 \n", + "18 18 Víctor Alejandro Dávila Zavala Chile 1997-11-04 \n", + "20 20 Roger Beyker Martínez Tobinson Colombia 1994-06-23 \n", + "23 23 Julio César Furch Argentina 1989-07-29 \n", + "27 27 Eduardo Jesús Vargas Rojas Chile 1989-11-20 \n", + "29 29 Enner Remberto Valencia Lastra Ecuador 1989-11-04 \n", + "30 0 Lucas Manuel Zelarayán Argentina 1992-06-20 \n", + "31 1 Julián Andrés Quiñones Quiñones Colombia 1997-03-24 \n", + "32 2 Nicolás Benedetti Roa Colombia 1997-04-25 \n", + "34 4 Marcelo Javier Correa Argentina 1992-10-23 \n", + "35 5 Emmanuel Gigliotti Argentina 1987-05-20 \n", + "36 6 Alan Pulido Izaguirre Mexico 1991-03-08 \n", + "37 7 Ernesto Alexis Vega Rojas Mexico 1997-11-25 \n", + "38 8 Carlos Gabriel Gonzalez Espínola Paraguay 1993-02-04 \n", + "39 9 Nahuel Lautaro Bustos Argentina 1998-07-04 \n", + "41 11 Gustavo Leonardo Bou Argentina 1990-02-18 \n", + "43 13 Elías Hernán Hernández Jacuinde Mexico 1988-04-29 \n", + "45 15 Alex Renato Ibarra Mina Ecuador 1991-01-20 \n", + "46 16 Andrés Felipe Ibargüen García Colombia 1992-05-07 \n", + "47 17 Jonathan Javier Rodríguez Portillo Uruguay 1993-07-06 \n", + "50 20 Adrián Ricardo Centurión Argentina 1993-01-19 \n", + "51 21 Brian Avelino Lozano Aparicio Uruguay 1994-02-23 \n", + "52 22 Brayan Eduardo Garnica Cortéz Mexico 1996-05-27 \n", + ".. ... ... ... ... \n", + "509 29 Ricardo Saúl Monreal Morales Mexico 2001-02-10 \n", + "512 2 Salvador Reyes Chávez Mexico 1998-05-04 \n", + "515 5 Alejandro Díaz Liceága Mexico 1996-01-27 \n", + "517 7 Edson Enrique Torres Ulloa Mexico 1998-06-30 \n", + "524 14 Antonio Nava Cid Mexico 1999-09-09 \n", + "526 16 Josué Misael Domínguez González Mexico 1999-10-27 \n", + "534 24 Omar Arellano Riverón Mexico 1987-06-18 \n", + "545 5 Ricardo Marín Sánchez Mexico 1998-03-18 \n", + "561 21 Eduardo Pérez Reyes Mexico 1993-04-28 \n", + "562 22 Pablo Leandro Gómez Argentina 1997-07-16 \n", + "572 2 Germán Berterame Argentina 1998-11-13 \n", + "573 3 Adolfo Enrique Hernández Sotelo Mexico 1997-09-28 \n", + "580 10 Santiago Gabriel Ormeño Zayas Mexico 1994-02-04 \n", + "581 11 Daniel Guadalupe López Valdez Mexico 2000-03-14 \n", + "592 22 Edson Eduardo Alvarado Torres USA 1998-04-24 \n", + "595 25 Fernando González Delfín Mexico 1997-09-09 \n", + "596 26 Adrián Lozano Magallanes Mexico 1999-05-08 \n", + "599 29 Bryan Mendoza Cruz Mexico 1997-09-08 \n", + "600 0 Diego Abella Calleja Mexico 1998-10-22 \n", + "601 1 Ariel Alfonso Uribe Lepe Chile 1999-02-14 \n", + "604 4 César Aldair Landa Capistrán Mexico 1998-11-10 \n", + "607 7 Duilio Guillermo Tejeda Hernández Mexico 1998-03-17 \n", + "608 8 Rodolfo Irán Rivera Reyes Mexico 2001-01-01 \n", + "609 9 Christopher Brayan Trejo Morantes Mexico 1999-12-02 \n", + "622 22 José Alfonso Alvarado Pérez Mexico 2000-03-15 \n", + "628 28 César Adrián Aguirre Puebla Mexico 1999-03-24 \n", + "630 0 Eleuterio Jiménez Contreras Mexico 1998-01-20 \n", + "632 2 Ariel Alfonso Uribe Lepe Chile 1999-02-14 \n", + "634 4 José Guadalupe Hernández Clemente Mexico 1999-04-21 \n", + "649 19 Either Domin Jiménez Rodríguez Mexico 2001-03-30 \n", + "\n", + " age current_team_name contract_expires foot height weight \\\n", + "0 19 Real Betis 2024-06-30 left 167 58 \n", + "1 26 Monterrey 2020-06-30 right 180 77 \n", + "3 25 Monterrey 2023-06-30 right 173 64 \n", + "5 23 Cruz Azul NaN right 169 64 \n", + "12 26 América 2023-06-30 right 179 74 \n", + "14 24 Portland Timbers 2022-06-30 right 172 74 \n", + "15 28 Monterrey NaN right 190 81 \n", + "17 20 Cruz Azul NaN left 176 70 \n", + "18 21 Pachuca NaN left 170 66 \n", + "20 25 América 2023-06-30 right 180 76 \n", + "23 30 Santos Laguna 2022-06-30 right 187 88 \n", + "27 29 Tigres UANL 2021-06-30 right 174 77 \n", + "29 29 Tigres UANL NaN right 177 73 \n", + "30 27 Tigres UANL NaN right 172 73 \n", + "31 22 Tigres UANL NaN right 177 76 \n", + "32 22 América 2022-12-31 right 177 70 \n", + "34 26 Atlas 2021-06-30 right 187 85 \n", + "35 32 Toluca 2021-12-30 right 183 81 \n", + "36 28 Guadalajara 2021-06-30 right 177 76 \n", + "37 21 Guadalajara 2020-05-31 right 173 77 \n", + "38 26 Pumas UNAM 2021-06-30 right 183 81 \n", + "39 21 Pachuca 2021-06-30 right 176 74 \n", + "41 29 New England 2020-06-30 right 179 77 \n", + "43 31 Cruz Azul 2021-06-30 right 170 65 \n", + "45 28 América NaN right 175 69 \n", + "46 27 América 2021-12-31 right 168 63 \n", + "47 26 Cruz Azul 2022-12-31 right 181 76 \n", + "50 26 Atlético de San Luis 2021-12-31 right 174 74 \n", + "51 25 Santos Laguna 2021-06-30 right 166 63 \n", + "52 23 Santos Laguna 2020-01-01 right 167 58 \n", + ".. ... ... ... ... ... ... \n", + "509 18 Necaxa U20 NaN right 176 62 \n", + "512 21 Morelia NaN left 175 71 \n", + "515 23 América NaN right 175 66 \n", + "517 21 Tudelano NaN left 165 55 \n", + "524 19 Tijuana 2020-07-30 right 169 67 \n", + "526 19 Cruz Azul 2020-05-31 right 159 55 \n", + "534 32 NaN NaN right 174 70 \n", + "545 21 Celaya NaN left 181 71 \n", + "561 26 FC Juárez NaN right 178 72 \n", + "562 22 Cimarrones de Sonora NaN left 166 60 \n", + "572 20 Atlético de San Luis NaN right 178 65 \n", + "573 21 Pumas UNAM NaN NaN 183 81 \n", + "580 25 Puebla NaN NaN 186 82 \n", + "581 19 Tijuana NaN right 168 65 \n", + "592 21 Orange County Blues NaN left 180 71 \n", + "595 21 NaN NaN right 166 60 \n", + "596 20 Santos Laguna NaN NaN 0 0 \n", + "599 21 Pumas UNAM NaN NaN 171 72 \n", + "600 20 Puebla NaN NaN 182 75 \n", + "601 20 Morelia NaN left 175 70 \n", + "604 20 Veracruz U20 NaN NaN 183 80 \n", + "607 21 Veracruz U20 NaN NaN 180 65 \n", + "608 18 Atlas U20 NaN NaN 179 68 \n", + "609 19 Atlas U20 NaN NaN 0 0 \n", + "622 19 Monterrey U20 NaN right 166 54 \n", + "628 20 Necaxa U20 NaN NaN 177 73 \n", + "630 21 Atlas NaN NaN 174 70 \n", + "632 20 Morelia NaN left 175 70 \n", + "634 20 Club Atlético Zacatepec NaN NaN 173 69 \n", + "649 18 León U20 NaN NaN 0 0 \n", + "\n", + " ... primary_position_percent secondary_position \\\n", + "0 ... 35 RW \n", + "1 ... 37 NaN \n", + "3 ... 50 LW \n", + "5 ... 17 RCMF \n", + "12 ... 100 NaN \n", + "14 ... 35 RW \n", + "15 ... 100 NaN \n", + "17 ... 23 LW \n", + "18 ... 56 LWF \n", + "20 ... 72 AMF \n", + "23 ... 100 NaN \n", + "27 ... 51 CF \n", + "29 ... 46 AMF \n", + "30 ... 45 LCMF \n", + "31 ... 37 RAMF \n", + "32 ... 56 NaN \n", + "34 ... 91 NaN \n", + "35 ... 100 NaN \n", + "36 ... 89 NaN \n", + "37 ... 69 NaN \n", + "38 ... 96 NaN \n", + "39 ... 39 RAMF \n", + "41 ... 51 AMF \n", + "43 ... 28 LW \n", + "45 ... 54 RAMF \n", + "46 ... 42 LAMF \n", + "47 ... 59 LW \n", + "50 ... 77 LW \n", + "51 ... 43 RW \n", + "52 ... 62 NaN \n", + ".. ... ... ... \n", + "509 ... 88 RW \n", + "512 ... 79 LAMF \n", + "515 ... 70 AMF \n", + "517 ... 24 RW \n", + "524 ... 79 RWF \n", + "526 ... 30 LCMF3 \n", + "534 ... 100 NaN \n", + "545 ... 100 NaN \n", + "561 ... 100 NaN \n", + "562 ... 53 RW \n", + "572 ... 100 NaN \n", + "573 ... 100 NaN \n", + "580 ... 68 RCMF \n", + "581 ... 78 LAMF \n", + "592 ... 100 NaN \n", + "595 ... 64 LWB \n", + "596 ... 58 RW \n", + "599 ... 100 NaN \n", + "600 ... 38 LWF \n", + "601 ... 100 NaN \n", + "604 ... 70 LCMF \n", + "607 ... 100 NaN \n", + "608 ... 100 NaN \n", + "609 ... 64 AMF \n", + "622 ... 100 NaN \n", + "628 ... 100 NaN \n", + "630 ... 100 NaN \n", + "632 ... 100 NaN \n", + "634 ... 90 NaN \n", + "649 ... 100 NaN \n", + "\n", + " secondary_position_percent third_position third_position_percent goals \\\n", + "0 31 AMF 16 5 \n", + "1 0 NaN 0 2 \n", + "3 10 NaN 0 6 \n", + "5 16 RDMF 12 3 \n", + "12 0 NaN 0 7 \n", + "14 34 NaN 0 15 \n", + "15 0 NaN 0 17 \n", + "17 18 RCMF3 10 4 \n", + "18 10 NaN 0 6 \n", + "20 17 NaN 0 10 \n", + "23 0 NaN 0 18 \n", + "27 20 LCMF 13 11 \n", + "29 25 LWF 11 5 \n", + "30 17 NaN 0 4 \n", + "31 32 CF 10 6 \n", + "32 0 NaN 0 1 \n", + "34 0 NaN 0 4 \n", + "35 0 NaN 0 3 \n", + "36 0 NaN 0 8 \n", + "37 0 NaN 0 10 \n", + "38 0 NaN 0 15 \n", + "39 23 LAMF 19 0 \n", + "41 42 NaN 0 10 \n", + "43 25 LAMF 21 8 \n", + "45 35 NaN 0 3 \n", + "46 36 NaN 0 4 \n", + "47 11 NaN 0 10 \n", + "50 22 NaN 0 0 \n", + "51 28 AMF 11 3 \n", + "52 0 NaN 0 0 \n", + ".. ... ... ... ... \n", + "509 11 NaN 0 0 \n", + "512 20 NaN 0 0 \n", + "515 12 LWF 11 0 \n", + "517 17 LW 15 0 \n", + "524 14 NaN 0 1 \n", + "526 29 CF 19 0 \n", + "534 0 NaN 0 0 \n", + "545 0 NaN 0 0 \n", + "561 0 NaN 0 0 \n", + "562 46 NaN 0 0 \n", + "572 0 NaN 0 0 \n", + "573 0 NaN 0 0 \n", + "580 31 NaN 0 0 \n", + "581 21 NaN 0 1 \n", + "592 0 NaN 0 0 \n", + "595 35 NaN 0 0 \n", + "596 35 NaN 0 1 \n", + "599 0 NaN 0 0 \n", + "600 32 CF 29 0 \n", + "601 0 NaN 0 0 \n", + "604 29 NaN 0 0 \n", + "607 0 NaN 0 0 \n", + "608 0 NaN 0 0 \n", + "609 35 NaN 0 0 \n", + "622 0 NaN 0 0 \n", + "628 0 NaN 0 0 \n", + "630 0 NaN 0 0 \n", + "632 0 NaN 0 0 \n", + "634 0 NaN 0 0 \n", + "649 0 NaN 0 0 \n", + "\n", + " xg_shot minutes_on_field position_raw local \n", + "0 1.37 972 3 1 \n", + "1 1.73 1362 3 0 \n", + "3 4.80 2549 3 1 \n", + "5 2.13 2394 3 1 \n", + "12 5.46 1334 3 0 \n", + "14 10.23 2294 3 0 \n", + "15 11.95 2409 3 0 \n", + "17 3.75 3531 3 1 \n", + "18 7.13 1719 3 0 \n", + "20 9.34 2660 3 0 \n", + "23 10.76 3059 3 0 \n", + "27 9.41 1824 3 0 \n", + "29 5.59 1866 3 0 \n", + "30 1.52 1309 3 0 \n", + "31 8.58 1527 3 0 \n", + "32 1.10 551 3 0 \n", + "34 5.86 1531 3 0 \n", + "35 5.15 1254 3 0 \n", + "36 8.48 2362 3 1 \n", + "37 7.08 2671 3 1 \n", + "38 10.14 3266 3 0 \n", + "39 0.04 70 3 0 \n", + "41 7.29 1380 3 0 \n", + "43 5.30 2448 3 1 \n", + "45 2.76 3001 3 0 \n", + "46 4.64 2322 3 0 \n", + "47 7.82 2620 3 0 \n", + "50 0.03 90 3 0 \n", + "51 4.69 2927 3 0 \n", + "52 0.44 1230 3 1 \n", + ".. ... ... ... ... \n", + "509 0.12 121 3 1 \n", + "512 0.03 71 3 1 \n", + "515 0.44 394 3 1 \n", + "517 0.03 116 3 1 \n", + "524 0.73 333 3 1 \n", + "526 0.04 170 3 1 \n", + "534 0.00 20 3 1 \n", + "545 0.00 35 3 1 \n", + "561 0.05 58 3 1 \n", + "562 0.16 96 3 0 \n", + "572 0.00 11 3 0 \n", + "573 0.02 59 3 1 \n", + "580 0.00 56 3 1 \n", + "581 0.16 96 3 1 \n", + "592 0.79 95 3 0 \n", + "595 0.00 23 3 1 \n", + "596 0.23 157 3 1 \n", + "599 0.00 6 3 1 \n", + "600 0.40 191 3 1 \n", + "601 0.03 29 3 0 \n", + "604 0.00 50 3 1 \n", + "607 0.17 23 3 1 \n", + "608 0.00 7 3 1 \n", + "609 0.18 56 3 1 \n", + "622 0.28 15 3 1 \n", + "628 0.00 57 3 1 \n", + "630 0.00 12 3 1 \n", + "632 0.03 29 3 0 \n", + "634 0.01 172 3 1 \n", + "649 0.00 10 3 1 \n", + "\n", + "[222 rows x 25 columns]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "atacantes = wyscout[wyscout['position_raw'] == 3]\n", + "atacantes" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"xg_shot\", y=\"market_value\", data=atacantes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Relación entre Goles y xG\n", + "Esperamos, con toda seguridad, una correlación positiva muy fuerte. Sería de particular interés anañizar a los outliers en esta gráfica, aquellos jugadores con muchos goles y poco xG serán jugadores particularmente eficientes, y viceversa. " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"xg_shot\", y=\"goals\", data=atacantes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Boxplot de la Edad de los jugadores de la liga\n", + "Agrupar la información por equipos, que deberán ir en el eje de las abscisas y la edad en el eje de las ordenadas. " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='current_team_name', y = 'age', data=wyscout);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ¿Existe relación entre la edad de los jugadores de la LigaMx y los minutos en el campo? \n", + "Agrupar la relación por posición de juego" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"age\", y=\"minutes_on_field\", hue=\"local\", data=wyscout)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Entre los delanteros, ¿existe relación entre la altura y los goles anotados? \n", + "Agrupar el dataframe por delanteros y graficar un scatter con la altura en el eje de las ordenadas y tanto los goles como los expected goals en el eje de las abscisas y obtener sus coeficientes de correlación. " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#atacantes.plot(x=\"height\", y=[\"xg_shot\", \"goals\"])\n", + "sns.lmplot(\"height\", 'goals', data=atacantes, fit_reg=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(\"height\", 'xg_shot', data=atacantes, fit_reg=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Atacantes, minutos en el campo y goles \n", + "Graficar la relación entre los minutos en el campo de los delanteros y sus expected goals. En donde no esperaríamos ninguna relación significativa, dada la definición misma de expected goals. \n", + "Posteriormente, graficar la relación entre minutos en el campo y goles. En esta segunda gráfica esperaríamos una relación positiva, además que sería particularmente interesante observar a los jugadores con relativamente muchos goles dada la cantidad de minutos jugados (es decir, los atacantes más eficientes)." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot('minutes_on_field', 'xg_shot', data=atacantes, fit_reg=False);" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot('minutes_on_field', 'goals', data=atacantes, fit_reg=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Relación entre el peso y la altura de los jugadores. \n", + "Graficar un scatter plot, agrupándolos por posición. " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABQgAAALACAYAAADffJ85AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XmcnWV9///XvZ37rLNnhQRCFhZBBCrBXQmgVcSlMLYq7sjPpYKKFeuvIlYUq3792lKt1LaKojJUROsKKFjUIkoRBWVNIPsy69nv/fvHTIY5OScksyQzmbyfj4eSXHPN53zue67MH5/HdV0fI0kSRERERERERERE5PBkznYCIiIiIiIiIiIiMntUIBQRERERERERETmMqUAoIiIiIiIiIiJyGFOBUERERERERERE5DCmAqGIiIiIiIiIiMhhTAVCERERERERERGRw5gKhCIiIiIiIiIiIocxFQhFREREREREREQOYyoQioiIiIiIiIiIHMbs2U5gBiWznYCIiIiIiIiIiMgcY+xrwnwqELJ169bZTuGA6enpob+/f7bTkEOM1o1MltaMTIXWjUyW1oxMhdaNTIXWjUyW1oxMxVxeN0uXLt2veQelQNjb2/vvwLnAzr6+vhPHxrqAG4CjgceB3r6+vqHe3l4D+DzwUqAKvKmvr+9/D0aeIiIiIiIiIiIih5uDdQfhV4CX7DF2OfDTvr6+1cBPx/4O8OfA6rH/vR344kHKUURERERERERE5LBzUAqEfX19/w0M7jH8CuCrY3/+KvDKCePX9fX1JX19fXcBHb29vUsORp4iIiIiIiIiIiKHm9m8g3BRX1/fNoC+vr5tvb29C8fGjwA2TZi3eWxs254Bent7387oLkP6+vro6elp+HqSJAwODhKG4QFI/+DauXMnSXJo9mGxbZuuri4MY593YsoMs2276d+FyFPRmpGp0LqRydKakanQupGp0LqRydKakamYD+tmLjYpaVVFalkZ6+vruxa4dvecPS+ErNVqOI6Dbc/Fx5wc27YP2UJnEARs3ryZTCYz26kcdubyRakyN2nNyFRo3chkac3IVGjdyFRo3chkac3IVMzldbO/TUoO1h2ErezYfXR47L87x8Y3A8smzDsSmFJ74jiO50Vx8FBn2zZxHM92GiIiIiIiIiIi0sJsVs++B7wRuHrsv9+dMP7u3t7ebwFrgZHdR5EnS0da5w79LERERERERERE5qaDUiDs7e39JvBCoKe3t3czcAWjhcG+3t7etwIbgQvGpv8QeCnwKFAF3nwwchQRERERERERETkcHZQCYV9f31/t5UvrWsxNgHcd2IxEREREREREREQEZvcOQtlP1113HX19fQDccMMNbN++ffxrl112GQ8//PBspSYiIiIiIiIiIoc4dfA4BLzhDW8Y72J84403ctxxx7F48WIAPvOZzxywzw3DUE1eRERERERERETmOe0gPMA2bdrE85//fC655BLOOussLrroImq1GnfeeSfnnHMO69at433vex+e5wHwiU98ghe+8IWcddZZfOxjHwPgs5/9LF/4whf4/ve/z3333ce73/1uzj77bGq1Gueffz733XcfADfffDPr1q3jzDPP5KqrrhrPYfXq1Vx99dWcddZZnHvuuezatWuv+V566aV89KMf5fzzz+eqq67i3nvv5bzzzuOcc87hvPPO49FHHwXgwgsv5I9//CMA55xzDp/73OcA+Id/+Ae+8Y1vzPyLFBERERERERGRA0IFwoPgscce4/Wvfz233XYbhUKBL33pS7z3ve/li1/8Ij/96U8Jw5DrrruOoaEhfvSjH3H77bdz2223cckllzTEOffcczn55JO55ppruPXWW8lkMuNf2759O1dddRV9fX3ccsst/O53v+PHP/4xANVqlVNPPZXbbruNM844g+uvv/4p812/fj033HADV1xxBatWreKmm27illtu4bLLLuNTn/oUAGvXruXuu++mVCph2za/+c1vALj77rs5/fTTZ/L1iYiIiIiIiIjIAaQC4UGwdOlSnvnMZwLw6le/ml/84hcsX76clStXAnDBBRfw61//mkKhgOu6XHbZZfzwhz9sKADuy3333ceznvUsuru7sW2bV7/61dx1110ApFIpzj77bABOOukkNm/e/JSxzj33XCzLAqBYLHLxxRdz5plncuWVV/LQQw8BowXCu+66i7vvvpt169ZRqVSo1Wps3ryZVatWTe4FiYiIiIiIiIjIrFGB8CAwDGO/5tm2zQ9+8ANe+tKX8uMf/5jXve51+/0ZSZI8ZdzdOViWRRiGTxkrm82O//nTn/40z372s/nZz37GV77ylfGj0CeffDK///3vufvuu1m7di0nnngi119/PSeddNJ+5ywiIiIiIiIiIrNPBcKDYMuWLfz2t78F4Lvf/S7Pe97z2LRpExs2bADg29/+NmeccQaVSoVSqcS6deu48sorx+/4myiXy1Eul5vGTznlFO666y4GBweJooibb76ZZz3rWdPOvVQqjTdE2d1JGUZ3JS5dupT/+q//4rTTTuP000/nX/7lX1i7du20P1NERERERERERA4etag9CFavXs2NN97I5ZdfzooVK/jYxz7GqaeeysUXX0wURZx88slceOGFDA8P85a3vAXP80iShCuuuKIpVm9vL5dffjnpdJrvfe974+OLFi3iQx/6EBdccAFJknDmmWfy4he/eNq5v+Md7+DSSy/l2muv5TnPeU7D104//XR+8YtfkMlkWLt2Ldu2bVOBUERERERERETkEGM81dHUQ0yydevWhoFqtdpwXHY2bNq0iTe+8Y387Gc/m1Yc27b3eTR4LpsLP4vDUU9PD/39/bOdhhxCtGZkKrRuZLK0ZmQqtG5kKrRuZLK0ZmQq5vK6Wbp0KcA+777TEWMREREREREREZHDmI4YH2DLli2b9u7BA+Hzn/883//+9xvGzj33XC655JJZykhERERERERERGaDCoSHqUsuuUTFQBERERERERER0RFjERERERERERGRw5kKhCIiIiIiIiIiIocxFQhFREREREREREQOYyoQHgS33347z3ve83jOc57DNddcM9vpiIiIiIiIiIjMGsdxsG21xZhLVCA8wKIo4sMf/jBf//rXuf3227n55pt5+OGHZzstEREREREREZGDyk2lWNDVSd6ENsemp7MTy7JmOy1BXYwbhQF2rYwRRSSWRZjJg+1MK+S9997L0UcfzVFHHQXAK17xCn7yk5+wZs2amchYRERERERERGTOM02TtlyW0qN/gjgeHXPTdC5fSf/Q0CxnJ9pBuFsYkCoOYns1rNDH9mqkioMQBtMKu337dpYuXTr+9yVLlrB9+/bpZisiIiIiIiIicshIp128/h3jxUGA2KsT16s6bjwHqEA4xq6VMeOoYcyMI+xaeVpxkyRpGjMMY1oxRUREREREREQOJSYGSRQ1jcdRhGmqPDXb9BMYY7RYpE81vr+WLFnC1q1bx/++bds2Fi1aNK2YIiIiIiIiIiKHkrrvk+pe0DhomDj5Ar7vz05SMk4FwjHJXi7F3Nv4/nrGM57Bhg0b2LhxI77v893vfpdzzjlnWjFFRERERERERA4lYRjixZA7ejVOoR2no4v8ymMplisH5fN1mvOp6ZD3mDCTxwz8hmPGsTnWqGQabNvm4x//OK997WuJ45jXvOY1HHvssdNNV0RERERERETkkFKuVKjbNumuBSQJDBZLxBPuJDwQ2gt5UrZNEsckpkmxVCYIwwP6mYciFQh3sx38tq4Z72IMsG7dOtatWzcDSYqIiIiIiIiIHLrCMKR8kAp0HW0FosF+SsMDABi2Q8eK1QyMFA94YfJQowLhRLZDWOic7SxERERERERERGQaDMPANgzqY8VBgCQMqO/cRra9m3K1OovZzT26g1BEREREREREROYV0zSJfa9pPPY9LEvlsD3pjYiIiIiIiIiIyLwSRRFWOgt7NCdx2jrw/GCWspq7VCAUEREREREREZF5p1Srkjt6NVYmi2E7uAsWYRU6qHvNOwsPd7qDUERERERERERE5p163SOKYrKLj8Q0TTzfZ2R4eLbTmpNUIBQRERERERERkXkpCAJGAh0p3hcdMT7A3ve+9/H0pz+dM888c7ZTERERERERERERaaIC4QHW29vL9ddfP9tpiIiIiIiIiIiItKQjxhOFAXatjBFFJJZFmMmD7Uwr5BlnnMGmTZtmKEEREREREREREZGZpQLhbmFAqjiIGUdjfwcz8PHbuqZdJBQREREREREREZmrVCAcY9fKTxYHx5hxhF0rExY6ZykrERERERERERGZKJPJkEmliJOEar2O7/uzndIhTwXCMUYUTWpcREREREREREQOrs72dpLSMLVtT2CYFvnFR+DZGSrV2myndkhTk5IxiWVNalxERERERERERA6eVCoF9Sr1ndtIwpDY96huXE8m5WIYxmynd0hTgXBMmMkTm43FwNgca1QyDe985zs577zzeOyxxzjttNP45je/Oa14IiIiIiIiIiKHo5RtE44MNY2HlSKOo/4R06EjxrvZDn5b14x3Mf7CF74wQwmKiIiIiIiIiBy+oiQhlU5DudgwbrkZolp9lrKaH1QgnMh21JBERERERERERGQOqtfr5LsWEJSKxN5oQdBp6yC2bCL1kJgWFQhFRERERERERGTOS5KEwZEi7ctWYAKGYeCHEcPF4j6/V56aCoQiIiIiIiIiInJIiKKIweGR2U5j3lGTEhERERERERERkcOYCoQiIiIiIiIiIiKHMRUIRUREREREREREDmMqEB5gW7Zs4fzzz+cFL3gBL3rRi/jyl7882ymJiIiIiIiIiIiMU5OSA8y2ba644gpOOukkyuUyL3nJS3j+85/PmjVrZjs1ERERERERETkEGIaB67okSYLnebOdjsxDKhBOUBsqs/H2+/FKNdxChuUvOpFMZ35aMRctWsSiRYsAyOfzrF69mu3bt6tAKCIiIiIiIiL7lE67FDIZ/OEBDMumrauT4WKJIAxnOzWZR1QgHFMbKvPA139OfagyPlbaMsDTXv+CaRcJd9u0aRP3338/p5xyyozEExEREREREZH5yzRN8uk0pUf/BEkCgNe/g/ZjjqV/cGiWs5P5RHcQjtl4+/0NxUGA+lCFjbffPyPxK5UKF110EVdeeSWFQmFGYoqIiIiIiIjI/JV2Xbz+HePFQYAkDIkqZRzHmcXMZL5RgXCMV6q1HPfLrccnIwgCLrroIl71qlfx0pe+dNrxRERERERERGT+Mwyj9ReSZO9fE5kCFQjHuIVMy/FUvvX4/kqShPe///2sWrWKiy++eFqxREREREREROTwUfc83O6FDWOGZWPnC/i+P0tZyXykAuGY5S86kXRnrmEs3Zlj+YtOnFbc3/zmN3z729/mV7/6FWeffTZnn302P/3pT6cVU0RERERERETmvyiKqHg++VXHk+pegLtgMfmVxzJcKj/l95mmiW3P3bYT6XSaVCo122nIBHN3tRxkmc48T3v9C9h4+/345Rqp/Mx0MT799NPZsmXLDGUpIiIiIiIiIoeTWr2O5/u4mQIJUBwaJplwJ+FEhmGQczL4xSq1kRKdyxdSj3z8MDi4Se9FPpcjl0kT1qoYTgqzUGC4VNJuyDlABcIJMp15jn31GbOdhoiIiIiIiIjIuDiOqdXr+5yXczL87pu3s/2BJwCwUjYv+kAvVsoiiqIDneZTsiyLXNql+MifSKJwdCyTpfOolezoH5jV3ERHjEVEREREREREDnmGYRBU6uPFQYDID/nDd35Jypz9/WFt+QL1XdvHi4MAUa1KWK2SzWZnMTMBFQhFRERERERERA55pmnilZt3GXrFKkbrE8kHlWFAHDQfdY5DH8uyZiEjmUgFQhERERERERGRQ1wURbQt7sTJuA3jK557IpE5+xVCPwxxuxY0DhoGqUI7pVJpdpKScbO/x1RERERERERERKatFvuc+Te93P+9/6E2VGbFc05gwQnLKXvV2U6NcrlMuquT3LJj8AZ2YlgmmUVHUPPnRgOVw50KhCIiIiIiIiIi80AQBESmyQmvfjYkCZGZUPaqmKZJEhv4no9tW5i2BcR77YZcyOVIuymSJCFOEorlyuifowTfC7BtG9Mywdh7jFb6B4coFAqkj1g+2pG5Vqe+H81X5MBTgfAAq9fr/MVf/AWe5xFFES972cu47LLLZjstEREREREREZmH4jimFjcW3YzE5JKLPsyf7n8YgJe98mze88GLgObOxm35PEZ5hNITOwAwUy6dR61iqFjm0os+xJ/ufwSAc191Nu/5m4tIWsR4KqVSCR0onnt0B+EB5roufX193Hbbbdxyyy3ccccd3HPPPbOdloiIiIiIiIgcBlKpFDd96wfjxUGAH9x8K5uf2NLUHMQwDFK2hde/Y3ws9j3qO7ey4ZHHx4uDAN//zq1s2rhVDUbmCe0gnGDb1h1c96UbGegforunkzdcfAFLli6aVkzDMMjlcgCEYUgQBBiGMRPpioiIiIiIiIg8pSiMuf/3DzaN/+mBR1mxejlR9OQOQNM0iX2vaW7s1bHM5j1mDz3wKCtWLWuIIYcmFQjHbNu6g799zyfZtuXJKvmDDzzKJ/7xQ9MuEkZRxEte8hIef/xx3vSmN3HqqadON10RERERERERkX2ybJNzXvZC7vzZXQ3jz3renxEEjQ1CoijCctsAA3jybkG70I453FwEPOO5pzXFkEOTjhiPue5LNzYUBwG2bRndUThdlmVx66238tvf/pZ7772XBx9srtyLiIiIiIiIiMw03/c547l/xtve9Xpy+SwLF/Xwyc///+QLuZYNRsq1GrmjV2KmXDBMUp3d2B3dHLF8MW991+vI5bMsWryAq//x78i1ZSfVpETmLu0gHDPQP9RyfHAv41PR3t7Os5/9bO644w6OO+64GYsrIiIiIiIiIrI3URzwl296JRe87jwSEpyUtdedf7V6HafQRn7FagzDIIgiRkol4iTire/4K97x1xeSJAl+EFCqVCaVh2EY5LJZ0imHJIGqV6dWUxfjuUAFwjHdPZ0tx7v2Mr6/BgYGsG2b9vZ2arUad955J+985zunFVNEREREREREZDLCMBg9OQwEQbzXeflsFsOrUtq4lSQKsfNtdCxdPloU3LWd8vAgmAbpRUtpy+cplsv7nUNXRzv+rh3jMTKLluJMMoYcGCoQjnnDxRfw4AOPNhwzXnLEIt5w8QXTirtjxw4uvfRS4jgmjmNe/vKXc/bZZ083XRERERERERGRGZd2U5Q3Pjr+97BcxB8ZwjJNguGB0cE4ob5tM/mVx402Non3XnDczU2liMrFhhi1ScaQA0cFwjFLli7iE//4Ia770o0M9g/RNUNdjE844QRuueWWGcpSREREREREROTASKVSBC2ODVuGQVgeaRoPKyVs28H3/X3GdhybaGCwRYwytm3vVww5cFQgnGDJ0kV88Mp3z3YaIiIiIiIiIiIHXRiGOG0FvD3G4yTByuYJSsWGcSuTI6xU9zN2RDqbJyjvESObJSzvXww5cNTFWEREREREREREiOMYL4hwehaDMXphoZXJkmrvwG7vxM4XxuemuhcSGft/NLjuedgdnVgTYrg9C4kwdLx4DpjXOwjVanvu0M9CREREREREZG4xTZP2QgHbMonihGK5TKlSJp8tkO/shiQhimOGS2WiKKKwYCnpJRZgUPd9isXiXmPbtk0UxsRRTCqdIgh8BodHaF+ynEqpgmmaGFmX4eHmo8ty8M3rAqFpmoRhiG3P68ec88IwxDS1WVVERERERERkrrBtm+6Odmo7tuKVS1iZLN1LljFUKlGuVihXm+8iHCmV9iu2ZVn07xjiH668hl07B3hl759z3vkvwbEtvv/tW/jav/8n+XyW9/3tOzhm9XLqXn2mH08maV5XztLpNPV6Hc/zMMa2xh6qXNfF8/a8BWDuS5IE0zRJp9OznYqIiIiIiIiIjOko5KlueWL8XsE48Cl7ddqPXsWuFs1EJiMOE950/l9Tr4/WMf7p01/maU8/jmqlyt9/+P+Mz7vote/je7d/Dce1dMx4ls3rAqFhGGQymdlOY0b09PTQ398/22mIiIiIiIiIyDxgmVZT05HIqzPd7VWWZfHg/Y+NFwd3c90UX//3Gxs/L4r41c/v5sXnvYhqVY1KZpPOfYqIiIiIiIiIHGYSEgzbaRw0jGmfwIzjmEWLFzSN+77PimOWNY0fteJIwjCc1mfK9KlAKCIiIiIiIiJymKnWPXJHLIcJewazS46k7gfTipskCR1dbfz5eevGxzo621l65BIufNtrWLx04fj46c86hVXHHYPv+9P6TJm+eX3EWEREREREREREmpUrFcxCnvbjTiT2PMxUCj+MGBkZwTAMHMchjhMgGd/hZ1kWadclSRJq9TpJkgDgplKjXYujiLrnkRDz3g9dzNvf8waKw0UWH7EI0zKwbYtv/deX8DwP07SwbZsgmnxxcG95HOwY84kKhCIiIiIiIiIih6FiqUyxVMa2bcJSGRjtbhz6MV/58g1s3rSN3tefxzGrjyKTcUnbFv7ATgzToqdnIcVqjXwmQ1QpEQ0N4eTy5Ds7GRwZIU4isnmXXGEhcRwRRZB2U6RtE6cyhGFZuB0LGanEk9pBmM9mcW0Tf2AXhmXR072QkUp1cjFyWVzTxB+cEKNcwQ+mt3vyUKYCoYiIiIiIiIjIYWziHYBxCBe+6p3s2jkAwM9+cif//JWrWfvMEymvf2h8nj8ySPvqE6jv3IY/NDo3KI1gl0sUFixhpFQiSZLxnXmWZZG2TCrrH34yxvAg7auOZ9fg/hX3bNvG3SNGMDxE+6rjJhfDNKlsaBVjaL9izEe6g1BERERERERERDBNk8c3bBwvDu62ddN2vP4djZPjmLBcIvYbuxWH5SKObTXFTrsu/sDOljEcx2ma30o6lWqKkcTR5GK4KfyBxmdJ4oiwsv8x5iMVCEVEREREREREBIB0Ot00liQJmM0lJMMy93J3X4tOyHuJgbm3GC1CjM1vzsPa/xgJYDYXMA1z/2PMRyoQioiIiIiIiIgIcRyzeOlCjj9xzfiYbVucdMrxpBcsBuPJMpKZSmFmcjhtHQ0xUt0LqLe4D7DmebhNMVysTK7hiPNTqdXrpHsWNcUw09mDGmM+0h2EIiIiIiIiIjIvpVIpkiQhOIybT0zU6n2YponjOIRhSBRFYMR8/stX8cDvH2Tb5h0878wzSGdSFCtV2lYfT1guYlgWZibH4PAIuUyO/DHHElZKWJkckWlRLBYByGQyWJZFtVoljmNK1Rptq48nKI1gmBZWLs/QSHG/84/jmGKtPnMxiiMYtoWVyTNU3P8Y85EKhCIiIiIiIiIyr6RsB9d02Pb7Ddiuw8Ljl1MN64ftDjHLtAiDmJ987w7ybTnWPuc0TAtymTS2YRBViliZHLFpM1IuYwCZTJoFi7oBgyRJcNNpSCDGhBgsDDKZDMVyGdM0se0UUa1OFEXYtk0hlaX/0S1UBksc8YyVJK5JuVZhl+eNFirjhGAKTUE8z5vZGFFCMHT4NifZTQVCEREREREREZk3TNMklVjc+vfXE3qjO+UynXle9IFeimF5lrM7+EzTpFrxeM1L30a9PtpQZOmRi7nhB9diVCtUdmwZn5vq6iHf1s1b/vK9PPjAI8Bo9+G+H/0rXe0FSo/+CZIYgMBJkVuxhjKju/L8CceK86ksd17zXYY37wLgDzf/kjMvuwC33cXzvIa5UzVXYswXuoNQREREREREROaNlOPw0K3/O14cBKgNldn54KbDskutZdn8+xevHy8OAmzdvB2imPqubQ1z/cF+bNMcLw4CRFGEY9vUd24fLw4CxIGPVxyhra2tIYZt21QHiuPFQYAkTvjDd39F2jr83v+hQgVCEREREREREZk3DIyG4uBuoedjGC26685zSZJQrdSbv2Aw1tJ3j/k0j1mWhdFiPI6jpndqGAaR3+L9+2Grj5M5QgVCEREREREREZk3/DBgzVmnNBSubNdhyUkrDssjpUkS86aLX9PwPnL5LIZpkursaZhr59tIgIWLGsdHhos4XQsaxgzTItPRxcjISMN4EAQUlnSTbs81jB93zmmERozMTbqDUERERERERETmjSiKsLMpzrz8NTzy09/hpFOsXvcM6smB72RsGAaGYRDHM18IM02TJElI9tiGl8lkqNVqDWOWZWFZFr7vE0URCxZ18Y3v/Qtf+3Ifbe0FXv+2XmpenfauBViZDGGpiJXNYxfaGSmXue47/8z3bvwR5VKN5525lp5F3cSmRXbFGvyBXWAYZBYuwQvChvx2P3c99jnrg6/hkTt+R6W/xMrnn0R+cScj1dKMv5dW7+lAvP/5TgVCEREREREREZlXvMDHSlsc+4rTSYCK75FEB+58q2EYGIlJpVRlaGiEI5ctwbQMwmj6XZNt26a9kIcwxDBNIgxGSiW6OzsxDYjqddq6u0gw2DU4iJFYFIfLDA4Mc9TRR+K6DjWvRs+iTt7/d+/EMAyCYLRwODg8TCqVwunowY8ivKEhTNOksz3Pmy+6gMgPsDNpKtUafhiSRJDkOjBMk1KlThgHZDMZcuk0ke9hpVLUPJ9ytYpvmhxz1imYQD3wD3hxMJvJkMukibyxPHyfcqV6QD9zPlGBUERERERERETmnSiKqEXRwfmwxOQf/+Ff+f53bgWg0Jbnupv+mXxbhmgaORiGQWdbgcqGR4iD0ePRVjZP91ErSaplRp5YD2N3A2aXLKOQy3Plhz7LT75/e0MeHV0FPM9rmYvv+w1Hr9vzBbydW4jLxdEcLIvcijWMlGq89hX/Hzu2jTYfOW3t0/n0NR8lbSSUHnlg/PszS5aRzWSo1mqUygd+xyBA2nVH83h4Qh5Ll4/nIfumOwhFRERERERERKbIMAxKxfJ4cRCgVCzzf6764sSmv1OSTqfxB3eNFwcBomoZM4mpbNkIExqHVLdvxrHM8eLg7jz+7ye/RBjsXyKmaWIm8XhxECCJIuo7t7L+4Q3jxUGAe379ex764yNElXJDjNr2zWTT7mQfdVqymTS1LRsb89h28PM4lKlAKCIiIiLercj/AAAgAElEQVQiIiIyRaZp0r9zsGl86+bt09o9CGAaBrHvtfxaEu5xp2KStLx7b+uW7QTB/t2/aNs2YYvPS3wfy2ouIW18YitmKtWUx8FmGgbJnse5p1udPcyoQCgiIiIiIiIiMkVRFLFi1XIy2UzD+Mv/4sW46dRevmv/+EGA09Hd/IUEnEJ7w5Dlpkc7C2fSDeMvfcVZFNoaOwrv9fN8n1QuB0Zjuchu68TNND6fZVk89wVrCWqVxvF0huggNwnxgxA739acR6Qi4f5SgVBEREREREREZBpMy+C6b1/D2uecylErjuTdH3gb577q7Ia7/aYiCAIiyyGzdDmWm8bK5sgdvZpa4JM94ihSnT2YKRenvZP80asJk5iv/Oc/cfqzT+HoY5bxrve/hZe/+hwqlcq+P2xMuVYnd/Rq7FwB03Wxuxdht3WydNliPvqpD7BqzQqefurT+LdvfY58IUt64dKGPLLLjqFY3v/PmwnlapX00mXNeUziuQ93xp7tsQ9hydatW2c7hwOmp6eH/v7+2U5DDjFaNzJZWjMyFVo3MllaMzIVWjcyFVo3hy/TNEliiMIY0zQwLZM42fdx3+msGcuyiKOEKIpx085THuttyxfIpFMQx2Ca+EHA0Eix5VzTNOkoFLAtCwzwgoCRYgnHcehsbx89SmsYjJTKeJ5He1sbjmWNHvU1DIaKxb0edbYsmziM8byAlOtgWQZRHOG6Lq7jYBoGYZxQHrtnsJAvUKvWMAwTN5OiXC7jplK05fMYJCQYlKtVavX6lN7hdBiGQTaTwbEtwiiiWqu3PHJ9IMzl3zVLly4FMPY1T12MRURERERERGReMbH4yAev5lf//VtM0+SC172ct77rdftVJJyq3UU40+Kpi4NtbaQtg+KjD5KEwWiX4GUr6GxvZ2hkpGl+V3s7tW0bqY51BE51L6CjvZvhYpGdexSlCrkcRrVEecdWSBKsdIbO5ccwMDTMnhvEHMehf+cQ737T5ezaOUBbe4HPfOGjrFi1DM/z8LzmuwgndiUOyj6ObVPIpCmvf2j8WbLLVhC7bsvvP5CSJKFSrR7Uz5xPdMRYREREREREROaNVCrFj773M371378FII5jbvjad9n0xFYsy5rl7CDtOJQ3bhhvMpJEEZVNG0g5zXu40q5LWBwimlCY8wd2YSVR07MYhoHrONS3bxlvFBLVa3g7t5Hd4/5AgMCP+OC7P8aunQMAFEdKXPbOjxJH+3/SNJ/LUt3U+CzVTRvIt/g8mdtUIBQRERERERGReSOOE+65+76m8fvueQDbnv2DlIYBsdd4BDeJotHjxnuwbYuo2nyPXlStNhUITdMk9puP9sa1KnaLDsQk8Pj6TQ1DxZESvr9/HY8BLNNs6rKcRNG+z7PKnKMCoYiIiIiIiIjMG4YBLzrnuU3jZzz3tKc8+nuwJAlYmcauwobtgNlcogmCEGuP7rwAdi5PGIYNY1EUYbnNO/esfBtB2OJotQEnnHRsw9DCRT2kUs7+PAYAYRRhZbKNYR2HmHnT7+KwoQKhiIiIiIiIiMwbQRDw7Oc/k9dc+EqclEO+kOMDf/cuuhd0HbSmFU+lXKuRX75ivLBmumkKR6+i5jV3PPZ8HytXINXZA4aBYVpklhyJHyctn6VSr5NdtgJjbKek3dZBqntBy6Yhlm3wqX/6u/Ei4YpVR3HNf1yNae9/qahcrZE98uiGZ8ktX0m5orsADzWzv7dWRERERERERGQGRXHA2/76dbzlna+FBGzHJAhnZ/egbTtEYUySJDgpi+pYI4388pUYxuiOwnoQUCyVSDkOuWwG0zTxfJ9KtcbgyAgd3QtoW7gESKj5AaVSiVwuRy6THj/OWw9CRkZGMLNZCiuPw8AgiCIGh0dIkoRsJkMm7ZIkCdVanbrnkW/L8s//8UmiOMEAHNemWq1SyOep10YLlq7rUPPqRFHUMsZIpUrbkStGjxsnMaVqDT8ISKVS5DLphmfZs1GKzB0qEIqIiIiIiIjIvBNFY0dwDVofsT0ILNPmm/9xE9/4ynfIZNNcevnFrH3OKVSr1fFC4W6ZdJqsZVLbtJ44CHDaO+lesIQ4iYmGBykO7sIwTdKLjqC7sxPbNKlsepywUsLKZEc7IXd2Yvoe5fUPE4ejMbomxKhs2YBhmmQWHYFbKDAyUuEjH7ia3951H8efuIarPve3LFjYxR/u/RN//+HPsnPHAC97xTouufxi2gt5ouGBsRgWmUVLSeXzuI5DbevGsTxy5I9YjmNZpIipbVw/lkcXXQsWMzA0NCs/B9k3HTEWEREREREREZlhqVSKX//yf/m3L3yDWrXGYP8QH7nsaorDZcwW9w3mMxkqTzxG7PuQJATDgwRD/RhRiNe/A+KYJAypbXkC2zSobNpAWBntbhzVqpQ3PELKMkdjBE/GiMpFqFWbYnh1nw++52Pc/at7ieOYB37/IO94wwcol6q8682Xs2XTdgI/4OYbf8w3/uPbJHGC179zLEZAbcsTuI5NfdumCXlUqD6xnkza3SOPAcLhfjLqbjxnqUAoIiIiIiIiIjLDoijm1h/8vGn8f+78TVM3ZcuyiLw67NHcIyiNtOxunCQJYbXcMBYH/tjcZM/JBMXhphiBH3DfPQ80jG3bsoNqtUYUNe64vOPWX1Gp1JpihOUiSbJHfgZE9RZzS0VSttU0LnODCoQiIiIiIiIiIjPMMk1OfMZxTePHn3RsUwEujmPMVKpprp3OjLZlbsFMuXsMmC07ISfQ1GkYwLRMjly+tGEsX8iRyaSb5h57wkrS6eb8rEx29BLFiZ8Xx1hucwwznSGMZr9JjLSmAqGIiIiIiIiIyAzzA59X9v45Jz3j+PGxc191NketOKKpQJgkCX4Y4S5YMj5mplzchUsxUi5WJjc+7nR0kRgmuWUrMKyxHXmGSf7IFSQYuAsWN8RwCu04Hd0NRUKno5u29jyf+qe/o9CWByCTSfPJ//thMhmXt7/7wvFj0EetOJK//sBFpNxUU4zYtHEXH9GQR2bpMsIoxl2wqCGP9IIlLbspy9xgzKMOMsnWrVtnO4cDpqenh/7+/tlOQw4xWjcyWVozMhVaNzJZWjMyFVo3MhVaNzJZM71mTNPEsR1Stk0CeEFAGAZ77ebbXijgphxIEhJgqFgijmM62tqwTQMMAz8IGCmV6ersxDINkjAaLdAZCTv7BynkcqTTLkYCEQkjE2KYBmPdjUOGiyXSbpowiCiXq+RyGRzXpl6vk81kqdd8fM8nm01jj413dXZgAoZh4AUhwyMjuKkUhdzYTkLDpFKrUqt7Dc8SA8PFEmEYzti7nUvm8u+apUuXArTehjqBuhiLiIiIiIiIiBwA+WwWOwrw+7eCadG+cAkV32y5ky6TTuOYJtUtm0iiALPQQVtbB2EUglejOrATTIv0wiVks1lKpQpf/7f/5Jc/v5unn3I8F7/njeTzeVzborZtM0ng43R0U8jlGSmWufOOu/nqv/aRy2X46w9cxILFXQRBxDe/chO//PndnHTKCVz07tdjWRbV2miHZds18SMfv+rT09VJUqtQ7R/NI7N4KW2FPMVSGc/39/0shXYGR0YOynuXyVOBUERERERERERkhtm2jZPEVDZtGB8rl0sUVh9P3fOadhHmsxnKjz5IEo8eP45qVUgS3PYOyhsefjJGpYS1bBVXf+QfueWHdwDw0B8f5f77HuILX/kU0cbHGmJklixjaGCE97/jivEYv7nrd/zg59fz6Y9/gdt++PPxGH/8/UN87tqPNT1LOp0Gz6Oy8clnKT1Won3N0ygZRotnyVJ69I/jDVaisYJjLpejUqlM7kXKQaE7CEVEREREREREZpibSuEP7XnsNCEoFXEcp2HUcRz8anW8sLdbXBomDPY4lpskeHWf23783w3Df7r/Yeq1elMMf6ifaqmx43EYhNRqHj/78Z0N43/8w0OEQeP3A2TSLt7grqY8/OIwmUymYTiVSuFXyk3dl+PSMNZeGq7I7FOBUERERERERERkhsVJguE0d/41HYd4j+JZFEVYexQNAbDtvV4e19HZ1jjVsbHt5oOihu0Qxc3dgw3DoL2j0DDmpBws22qaG8cJZov8TCfV1HBl9FmanxtLh1jnMhUIRURERERERERmWL1ex+1egDGhaGelMxjpTFOzjjiOSUwLMzehYGeapBcegZ1ON8bIZGlvz/Ohj12CMWFH3rve+2ayuTR2oa0xxuIjWH7Mcrp6OseHjz9xDYW2HB/62KWNMd73ZkyruSRZKpdJL1iMYTXmYWdzeJ7XMDeKIrAszOwez7JoKbU95srcMetdjHt7e98LvA1IgD8AbwaWAN8CuoD/BS7s6+vz9xpklLoYi+xB60YmS2tGpkLrRiZLa0amQutGpkLr5tBlmiau65IkCV6L+/oORAzXdWlra2NwcLBpV9xUObZNe6FA7NcxTJPEchguFonjmEwmQ8pxCMKQarWKaZq0FwoYUUToe7j5POVanTAIaC8UMG0TEoMwDBkuFknZKcIwor9/kM7ODtyUgxd6dLQVsIE4DDDdDMVymSiOcewUmUwaxjobJ0kMCQR+zCMPPcaKlUeRzqZGxxm7dxAIgoAoisi4Lm2FPFGthmFZGE6KwZGRlp2Jdz+LGcdEgY+TzVGu1qjVa3t/V46DY9uEUYTv76sENLfM5d81+9vFeFZ3EPb29h4BvAf4s76+vhMBC/hL4FPA5/r6+lYDQ8BbZy9LERERERERETlYXNshHdus//G9bLrjAfJOBqfF0dmnjpHa7xiWZdHT1Ukm9PC2b6Yjm6GQy83EoxCEIf1DQ4zUfYYqNQaHh4njmI5cG9UnBrj/xl8w+MBmOnOju/6GRkYYqdWoY7BrcIharUYhn8ckwduxDX9gB45tkc1mSYD773uQr3/5P/n1L+8hYbSol3IcgnKZsFqGKCQ39jw51ybYtQ2/fydd7QXaCgUWdHexsD3N2hOPZklHloXdXbiui2nY3PSNH/D5T17Ljq0DmIaFYZpEYUjo1QhqZZIkbth9OJFpmtiWSVStkHhV4jDAsvZegupsb6dgm9ilIXJGQndnx15jy4ExFw6A20Cmt7c3ALLANuBM4LVjX/8q8FHgi7OSnYiIiIiIiIgcFKZpYvpw6ye+QTJ2b976O+/n7A+/loDmnWp7j5Fw6ye++WSMX4zFaLHbraOtQPXxR4n90eOv/tAA2WXHjDbbmKGdbBN3JLbl8jzy03t56JZ7AHji1w+y9ORjOOWvXshItUwURePzXdfFJqH4yJ/Gv98b7Ce1fDX/du0N/MeXvgXA979zC2ee8zw+8sn3U1r/EPFY3t6uHeRXHkeSJJTXPzQeo1wcJL/yeOr92/H6d46PO20dtC9ZxsvXvYEtm7YD8J2+H/Hlb36OZ5y8hvKjE/LYuZ2Olcexa3Co6XnbC3kqGx4hDp7MI3vUShzHIQiChrm5bJZoeAB/YCyP4UGctg4K3Qsp7tFcRQ6cWd1B2NfXtwX4DLCR0cLgCHAPMNzX17f7X+1m4IjZyVBEREREREREDpaUk+KRn/7veGEPIKh5bLt/A6lUi8YXLbhOioduvacxRtVj2/2PN8UwTRPCYLw4uJvXv52Mu3+fN1lmbPDo7b9rGNt633qImo9A53M56ru2N4wlUUSlVOEbX7mpYfxnt9yJ53njxcHx+YbRUATcHaM+PARx42cGxWEMkvHi4G4bHn0Cr39HU4ywUmrqyGyaJkngjxcHd/N3bSfjuk3PmHFT+Ht0SA6Kw6TsFk1b5ICZ1R2Evb29ncArgBXAMHAj8Octpra8KKC3t/ftwNsB+vr66OnpOUCZzj7btuf188mBoXUjk6U1I1OhdSOTpTUjU6F1I1OhdXMIihMMs3kvk2lbtLe3799dhHGC2aITr7WXGEbQapeggeu69Ljp/c18v0VVf+wZJ9xzaIz+357r1QKCpzjGO9HokdxWc429Drd+n82Tk4SWR35N06Kjra35nfotmpEYxugR6HTjO7VIxj6zMYZlmYfMv9/58Ltmto8YnwVs6Ovr2wXQ29t7E/BsoKO3t9ce20V4JNCy+0hfX9+1wLVjf03m6oWQM2EuX3gpc5fWjUyW1oxMhdaNTJbWjEyF1o1MhdbNocc0TdacdSpP/PpB4nDsmG0hy6Ljl7Nr1659fPeTMY4961Q27hFj4fHLWsbo6ujASmeIJjTQSC9cwtBIsek47Exoy+U57sV/xv3f+5/xseXPPBYso2m9plIpOhYuxh8ZGq3SAYbtUGjL89Z3vpZrPvvv43PPfdXZpN0Uppsm8urj44aRkO5ZTLk43BAj3d5JMDzQ+HkdXcQkHLP6KNY/8sTY9xsc+7RVuD2LmvIwMtmW77S7swPTTRNPyMNdsIShkZHmI8aZDG7PQrwJOyWdjm5q9TrFcmU/3ujsm8u/a8aalOzTbBcINwJn9Pb2ZoEasA74LXA7cD6jnYzfCHx31jIUERERERERkYMijmMCO+acj7yejXc/hJ12OPKUVVSjFjvSniqGszvGgzjpFEecsopq2DrGSKlE57JjiKplYt/DaeugFoRPWRw0DAPbtomiiHjCUWbXdXEch3K58e48x3FIkoQwDClWyhz9nBNYeNyRVAfLuPkMbUu6GKk137fn+z5BlKF9zdPwhgYwLItUeyflSpXzX/tyTj39ZH5+2y85be0zOOkZxxMmIV0rVhNWKyRJgp3OEMQxYJJfdTz1gV1gWmS6evDDELezByeXJ6zXsNw0VjpL/9AQX/raZ7j3N/czPDzCn51xMvlCllK9TmHV8fjDgxiWjdPWzlCx1PJ9DBdLdB61krBcJAl8nPYuar7f8p1WajU62jrI5vJE5SJWNg8pl8Hhkf35ccsMMabSKnwm9fb2Xgm8BgiBe4G3MXrn4LeArrGx1/f19e3rt0GydWvLjYbzwlyuRsvcpXUjk6U1I1OhdSOTpTUjU6F1I1OhdXPoMozRI75JkuB5+18cnEoMy7IwE4v+XQOURsosO/pIXNemHrT+nozjYgQJA+u30X5kD07epR4FdBQKRF6dyKvjtnfi+T6e79NWyBNVKhiWieGmGS6WaC/ksQ2TsFLCymZJTIv+Fs0+ANryeTJpl8jzMEwD00kxUq7gOikcyyTyPUzHIUqgVKnQ5uYo7hikOlhi4ZplRFZM3fMxDRs37ZIkEdVqHcNM6GxrwyQhrFawM6N5DAwP09FWwAhDksDHyuUpVavU617Ld1rI5XAdezRGOkOQjBZdYXQHpGma+L7fUEjd28/BcRzCMCRs0UxmLpvLv2vGdhDusyX0bO8gpK+v7wrgij2G1wOnz0I6IiIiIiIiIjLLkiShXq/ve+IMxDATiw9d+nHu/p97AbAdm6/e+E8sW7GUarXaMNdNpRh6aBu//dpt42NrzjqVE172TKqbHyeujR6JDXZtI3vUajKFPKXHHiQZ60psui7dR68hLI9Q3LLxybg9C+nq6GFweLjh8yzLIuOmKD78R5J4d4w07SvWUBsaoLxjy5NzO3oodC7gf679Af2PjG6gMm2LM/+mF1yTV6y7kFJxdJfiilVH8Y2bv0hcKVHeOjGPRfR0L6SyaQNRdWxHo2GQP2YNYRgRhmHDO82k09iBR/mJR56MsWAR+VyBcqU6qS7QE7s3y8E3q12MRURERERERERmi2VZ9PcPjhcHAcIg5HNXf4mg3nwc1sHm9zf9omHs8bv+iBFH48VBAJKEuF7B6985XhwEiD0Pw4Da9i0NMbz+nThWc2OV9rY26ru2jxcHR2PUSeKIoL+x03A03I9tm+PFQYA4jPj9Tb/AL9fHi4Mw2pU4ZZvUdjTnYZA8WRwce5b6jm1k080diLPpNPU9n2XXTtKp5rkyt6lAKCIiIiIiIiKHJcuyKBeb7/4bGS4SRc1HYg3DIKg17oqzbJu4xc43A4ij1kdlkxaxE5qvgDMNg3gvx21bxaDFNXJ+pY7VojM0htFQvNydRasYSRS27GJsGDQUL8djtHgWmdtUIBQRERERERGRw5Lv+xy1YhldPZ0N43954avIt+Wa5odJyFFrj2sYy3YWsFIuhtV4i1tsWrjdCxsDGAYJkOpo/Dw7m6NVj4hKrUa6pzmGYZrYbR17xMgTxwluPtMwvvpFzyDcY3NiOu0SRTGpjq6mGJhm07OkuhZQ95qPC3t+gLNHDCuXJ9RR4UPOrDcpmUFqUiKyB60bmSytGZkKrRuZLK0ZmQqtG5kKrRvZG8Mwxgty2WyWSrHKl//5erZv38nLX3UOpz/7VPwWXY8Nw6DgZtl8z6PsemQLbUu6WPmCpxNZCdlUitqOrRCHmPkO7FwBPwxwDfAHdoBp4S5YTLlWo71QwB8eJCgVsTJZ0j2LGBgebtmco6erEwIfr380RmbREoIowTJN6oP9UK+SpFyyCxZT9wMMP+ZPP/419WKNo9YeR8+qpRSrVZ5Yv5mvXnsD+UKOt7/nDbR3Fuhqb8Mb6ieslLEzGdzuRRQrFfLpNF7/duIoJNXeReykGB7rWLzn++jq6CAqDhGWS1jZHE5nN4PDI/tsSjKfzOXfNfvbpEQFwkPEXF5sMndp3chkac3IVGjdyGRpzchUaN3IVGjdHJosyyKOoFKuYtsW6bRLYsQtd9hNlmlaEMPgwDAdXe2YpkGcRKRTGWq1OpVylc6udlKuTWWPBiW75XNZsm6aOAwwbQfP9xkpl7FMm5TjEEcxhmUSRgFJkpBLZTBNAwODIAqpeDVcJ0Uuk8UgITEMqtUaNb9OZ1s7tmUSRyGGZVPzPOqeR1dHO4ZhYBgQhBFDwyPks1lS6TSh72M7DkEQUCyVWNjdPRo3ijBsm5ofUCwWsW2bJEowTJM4iYjjmLTr0lbIQxhi2DalSpVqrUZPZyeWaYzHKFdr1D2P9kJ+9CiqYRBGESOlMkmSkHZdHPv/sXff8ZZW1eH/P/vpp59z29zpBYaigBTpCgQQUQNijQ0lxq4xiTHxGzWKMRpbjFHsGn5YsJdYEg2iIF0EqVJnmF7unVtPe/r+/XEud+bc54zOXBTu4Hr/uV7PXWc/567X+WO99t7LIk4S2jNDTMqlIq5lo9MEbRhM1xtEB9h04n21kH9rDpgpxkIIIYQQQgghhBAP06niDS//B9Y9sAGAU08/kXd/8K1oHllzybIsNj20jTe+4m202z6mafLuD76Vp5x+Il/45Jf5yn99B4D+wT6+9O1PkCt6mSm8+VwOF8X0A78FnQKK3OLllAslLvmPS7n80k6OgaE+Lv3Wx+kvV7jmP79HfccEAMNHrOK4C89metsYv/jU10iiGGUYHPPiM1h+3MH4oztoT40DoCybwqq15D2P5oYHSYNO480qVRhYvJzYb9O8/27QKQEKZ3gZQ/39BKPbCcZ3zeYoH3QoUS5Hu93uvMTM8V/HcSjYJtP33b37XZauoNjfjz+ynXCiO0fe82hu7F5HbWgJ41NT+DONzIdVSiX01Bj1PdZRXb2WsanpP6mdhQcSuYNQCCGEEEIIIYQQC4LjuHz/m/8z2xwEuO7qm7jvtw9iWY9sj1Mcpfzz3/8b7XanwZUkCf/x/s8wPdWYbQ4CjI2O85H3fQpTZacK512P9raNMw01AE17xxY8155tDgLsGhnnlz+7gYeuuWu2OQiw464NJK2AW75yJUnUaXjqNOXuH9yAASQzzUEAHUf4O7eiA3+2KQcQ16fQYUA0NtK1jnBsJ6TJbHPw4Ryt7Vso5rvvJQQo5nK0t27qfpftm1Ew2xyczbFjK6RxZh3EEeac6ctKKWxDEc5Zhz+ynXzOy6xDLAzSIBRCCCGEEEIIIcSCoNOU+377YCb+wL3rM42o/aWAbVt2dsUc12HHtp2ZZx9at5koyu5YNAxFGs0Z1qFTdK9dcalmamv22KnW0Bqb7oqZjp3NC+gw6DndOAnamZhl26Rh9t7ENPBRPU5nG4aR/cw0Revsu6SBj+pxSjUN/Mz/pWfeh5/tNU1ZLAjynxFCCCGEEEIIIcTCoODPn3tOJnzaWScTRdEjS23AKacd3xVzHJvVB6/EdZ2u+NOfdQa5Qna3W5wkWIVSV8xwXFAqkyNfzrNizsRjFJi2ydBhy7tzmAam64HqbsIZxUpmojCAXSyD2d3SSeMYM5fP5LArNdIeN9BFcdTzXZRhZHOUq+geDUKrWMr8X5IkwXRzPXLUCHo0XcXCYF588cWP9Rr+UC6u17MTdR4v8vk8rb1ckCrE3kjdiP0lNSPmQ+pG7C+pGTEfUjdiPqRuDjxpmjI8PMTw4iHWPbCBwaF+3v2Bf2DZisU9d7btD2UozjjrVEZ27mJ05xhHP/lIPvDxd1GuFjjj7FO5564HSJOE57/kPF7+6hfSamdrJ0oSykPDpGGITiLMfIHi8jU02m1OP/sp3Hv3TI6Xnsd5zzuXUn+ZXLVIffs4uUqBJ7/sbKxqjmVPOojmRJ1gukX/miWc8Mpz0baBW6qShj5ojVXpwxtcRKI1luOShD6G7ZBbuoII8Cp9JEEASYyZL5JftgqUgVuukvhtQOP2DeANLGJ011j2XeKY0tAidBShZ5qF+WWrCOOUXK2PZOb93doA7sAQcZJiOQ5JsHsdfpIS9mjcpmgK/YOk/kyOvkGsah/1RuMR/Q8XqoX8W1MqlQDe8/uekynGB4iFPBFHLFxSN2J/Sc2I+ZC6EftLakbMh9SNmA+pmwOTUgrTsIlndps5rk0YZY/O/r4cCoM00Z1de6YiSRNyuRw61oRhhGWZWLZFy29RLBYJ/ZA01eRyLo1WE4BSIY9jO4CmHQQ0W20cx6GcL6DUzHHhwKfVbtNXrWGbBqBJgal6gyRJKBeL2KaJRhPGKVPTU+RyOQqui1IKDfhhRKPZoFqp4FidI7uphvHJSbTWVMtl7Jm4H3amFdu2TSGXw1SKVGtaQUAQBPT39WHS2cCXapiYnibey/Rg27YpenlM00CnKY3AJ1B0qmQAACAASURBVAgCisUiOceembycMjE1iWma9FersxsDE63ZNTaObVmUCvnO0eJU02i1CKOosz7PwzAM/DCk1W6jlKJUKODY9sx3Gu51WvSBZCH/1sgUYyGEEEIIIYQQQhxwDGXx7//6SX7yw19g2RYXveYveMHLzifVyT7nMJXFR/71U/z0RzM5XvsiXvyK56DaCTd+9sfUd07gVQqc8Mpz8foLNGZ2tu3Z6OmvVQlHttOYmugcIR5YRK1SxVKK5uZ1nXv5LJv88tXkqzXSdoPp7VvQaYJVKFJbvoY0TWlt30y7PgVKYdUGqPUNYmpNa/M60iBAWTa5pSuplCsov8n09i2QpliFIn1LV4KGYOdW2tOTM+sYplIqM1WvMzln9145V2TbLQ/ym2/9ktgPGTxkGSe+8lym00ZmerBlWdiR4hef+BaNkUly1SInvfqZ2CWbRqPB3L1+A7UarW2biGbW4Q0OM9Q/QJrEtDatJw0DlG1TXr6aaaUIwzCzvv5qlWDnVhp75KiUSkzVH587Cw8kcgehEEIIIYQQQgghFgTHcbj6Z9fxvz/4OVprojDi85d8he1bdu7zkBLHcfj5/13HT364R45PfJnUj/jVpT+lvrMzVdifanLj536M3aM14joOSWOaaGpmArHWBKM7sGamFj88zVfHEa2tGzBNRWvrRnTaaWLGzQbB5BhxfZKkPjWbIx4fxVKK9tYNpEEwm6O9ZQOebXWmCs808uJmg3h6iqQx1WnKza5jO5bSGL0GfsQpN3/5Z8R+Z0jI6P1buOfHN1HI5bPvqGxu+sL/0hjp5G5PNrj+Mz/EM+zMs5VKhXByrGsd/sh2dBwR7Nw2OxxFRxHNTesp5bOf57kucX0yk8NWqve7iEeV/AeEEEIIIYQQQgixIKSp5rqrb87Eb77pNixr3w5Bponm+qtv6hFPmdw82hULmz5JlN2ZaFkWSSM75yBuNph7WtPy8jN3/mXFPXKAzjyvk3i2uTj32V45kmYz8304jsP0jvHMs6MPbkUl2evlDKWY2tZ9N2FQb5PG2bseHdPsuY64Wcdwuoez6DjueZ7V2luOVvZdxKNPGoRCCCGEEEIIIYRYEAxDcerpx2fiTz7x6L3eo5fJYSpOOf3EHnGD6vLBrphT8DDtbHMqjmPMYikTtwpFoLvZFvstTC/Xcy1WjxygMs8r00IZvXZIqp45zEIh832EYUh5uC/z7ODBS9FmtmWXak1lSX9XzC3lMKxsqyhMkp7rsAol0jDsXrFl0WvaRbyXHGY++y7i0ScNQiGEEEIIIYQQQiwIYRhyxtmn8ozzz8QwDGzH5tVvehlLli0iSfbtDsIwDDnznFM597xODsd1ePVfX4jh2Zzwl0+ntKgGgFcpcNJrnkVEtjkVhCFmsYxd6TyLUriDw8QocsPLMFy3E7Zs8ktXkaSa/NKVs00+q1DErfZjlaqYxcpsDqtvkFhrcktXdeXILVuFH8fklq6AmeO2VqGIVa5gFivY5eoe61hMrFXmTsHOHxkcf+HZWF5nV9/gIcs4/Fkn0uwxkTnQESe+6hkUhzq5c9Uip7zuPPw0O5V4amoKt9bftQ5vaDHKsnEXLcFwZt7FtsmvWEO9x+ARPwiwSlWsOTlirXu/i3hUyRTjA8RCnogjFi6pG7G/pGbEfEjdiP0lNSPmQ+pGzIfUzcJnWRaFnIdpmPhhSNvv3O1nmTZxlKAUWLb1O6cY27ZN3vMwZ6blPpzj4SnGSnV2FT48xdjGhESDUsQqpeW3ZnO4rkOj2ZqduDvQV8OYGdsbpylj4xN4nkfOctCJRhmKiIRGs0mtUsGZOSqbas1UozPFuFouYxqdHFGimZicoFKp4FoWis46olQzPj7OQH8/BhoFpMDYRGeKcX+ttkeOlPGJCQzDQKFI4hTDNFAGJElCKV/A1AZaazAUzbBNHMfYtkMYRCjAdi2iKMKyrM6dgylgKAIdEUXZBiGAaZoM1Go8vINSaxgZG5uZYlzAMFRmirGtTZRSJCrFDwOZYvwYkCnGQgghhBBCCCGEWLA816XoOrS3byYMQ+xqH319A/jNgB23ref+K3+D5dgcccEpFJb14fdoEu4tx9jEJJoEjE47K0np7EhMDe747jWM3LuZ6rJBjnnxn5HP5cjbVleO/r4BLNMknBzHHxtBGQa5RUsZrNUIWhG3fO0X7Lp/K5VlAxz74jMpFApMTE1l1tdXqRBOjBFPjaEMA2dgMbVaDcc0aG3bTNysY+byFJaspL/WRxr4tHduJQ1DzFKFvqHFmIYinBynOTaCMkzyw0sZ6KsxNj7Nh9/7KW667haecOShvONf/45cwaHeambWYRoWP/rO/3H5pd8lV8jxlre/jsOeeBBxHNPosYOyl4FalWBiF8HYKMqcWUetxq6JCcbnvLtj26RTIb/6+lW0p5qsOvlw1pxxFHW/yXRDJhYvRHLEWAghhBBCCCGEEI+6YiFP46EHSNotdBITjo0QT46TNANu//Y1tCca1HdOcMNnf4wK0p6Tbjs57s/kyOWydwJ6psMtX/05W255gLDpM3LfZq695Ps4ysrkIPSJW03aO7aio4g0CGhuWk8SJfz6K1ew7TfrCJs+o/dt4dpL/hsVZU9n5nI54laTaNeO2Rz+1g3YhkFzy0ai6Ul0khA36tQ3PIBlKFobH5xdRzw5RjA2ShKGe6zDp7FxHQbwnx/8LFf8z1VMT9W58dpf88aL/pEk6jFgxHG49Vd38h//9ll27hhlw7pN/M2r3kGr2dnRty9KpRJRo46/cxs63mMdip7TpT3l8MuPfZfJLaME9Rb3/d8tbLrxXtw5A03EwiENQiGEEEIIIYQQQjyqDMMgDQLQ3Q2taGqCNMruaNt+50PYtr2XHN3NuWh6ArfHVFzTMNl5z8auWHPXNEkQZ3KgOrsH50qihJF7Ns/JMYXuNQnZNNHN7K5CpSBuTHcHtSYJ2pl1pI0pdJL9PqLpSQYGuweMbNqwlTDMHg9OkpQff++KOR+nuf7qX2W+073xbJtoaiK7jvoU+Xy+K2aaJpNbd5HG3d/JllsewEz3rSEpHn3SIBRCCCGEEEIIIcSjSmuN0aM5ZbgevWYllJf2Z4aU7DWH45H0GHqRpimFvnJXzLRNTDu7A06nCabrZeJKQb5/bg4Lo8ckZA1os8eOOa0x7O54mqaZGIBy3J6Xx5lejvFdk12xXM7DdrLfh2karD1sTSZ+0CGr9nnwS6xTjB7fh+nmMncWpmlKoT87rbg0XENLF2rBkn+NEEIIIYQQQgghHlVaa8I4wekfmo0py8JbtJT8YJXy4r7Z+KInrKSytJ84jjM5ojjB6R/szjG8lNbMoJI9hcQ8+RVPw3Q6zTxlKI550Z+BpTI5DNfD7R/qaorZxTJOweO4l52FaT+cw+CoF5xGorINyUajQW5wUVcOI18iVQb5ZatAPdySUeSHl5JiYFZ2v7eybLxFSzFzhe51lMqYXp4LXvgMPK8zPdiyTN75vrdgmNl2YhRF/MWFF7DqoBWzsdPPPoXVB6/Y5wbh5OQU3sCi2cnLnXVUMD0Pf853rbXG8CzWnHbkbCxXLXDE+acQxL0HoIjHnkwxPkAs5Ik4YuGSuhH7S2pGzIfUjdhfUjNiPqRuxHxI3Sx85WIB13bQaYI2DKbrDVKtyVsesR9imCbKNmiG7Z47Czs5iriOjU4SME2mputEcYzrupjaQBmKMOlM53Usm5ztEdRbuMUcQRzixyHlUgnHtEiiBDvvMjExge04lPK5Tl6lQBmMT01hmzauaRP5IZZnE0YR7cjvTGTOFyBNUZbJ5OQkjuNQyuc7MUMRp5rpRoNapYJlGug4RlkWaZoyOj5BrVzBMhVpnKAsiyhNCYKASqlEq9nGNBWO6zA2MQkabNshjWNMyyaIAtI0wTRNSsUiplK0w5BWq4VpmuhU0ag3sW0b17PRpGitcR0HQyu0Aj/sDIIxDIOc62IYBkEUEYYhnudRKRbQSYJSCq0UY5NTe20y5m0PQyviIMLOObTTMNPkfbxYyL81MsVYCCGEEEIIIYQQC9p0owl0T901lMF9DzzEl77wDTzP49VvupByrdCzEWVZFpOTDf7r05ezfdsI5z33HI478Shytoc/UueBK3+D6Vgc/owTsPI5CnkPf3wXVtwmbrQpDQ3jJgm6FXHb/95Aa7zOqpOfwNChy4mJiX2fcGwUDIU7OIxlGljKYNPN97H9zofoXz3MmtOPxPJKuJaFv3MbpDFGsUqtUmViapKxMMysOQ1THrjpbsbWb6M03MfaM46mUChgmQbBrh2kSYxTrqEcFwODW399F5d+5msUinle/7cXMTBYw3VtkvoUcWMaM5+nUBug3fYp5nO0R7YTRyG52gCFvj7aQYCrNAV/CowUt1Kj0fZxlM3mX9/Pjrs20L9mMWtOO5JAR5TzOYJdO0mjkGJtgLRcYnK6ntkt+Lu0oplnTfDDx2dj8PFEdhAeIBZyN1osXFI3Yn9JzYj5kLoR+0tqRsyH1I2YD6mbA49pmuzYuosLn/OG2ZjjOnzvZ5dh2Sqzi9DA4sXnv5ax0d0DRS659N84dNkKrv7ot3c/Z5mc866XQTBJPDG2+/PyBez+ZVzx/q8R1Fuz8WNf/GesPPFQ6vfftfvDlKKw+nBu/+61bLj+t7Ph/tWLeeqbz6f50H3oPXbI2UNLMcsVJie77wqsFsvc9b3r2XDDHjkOWszpb76A+oP3dA0lKa5ey933buQVz//r2ZjrOvzg51+mmAZEk6OzcStfpLBiNdMPdOfIL12JkS/QeGD356EM8qsO5fbvXMvGG++ZDQ8cvISTX/1M/C0PduXILV1JSyuCOc1O0bGQf2v2dQeh3EEohBBCCCGEEEKIBcEwTC6/9DtdsTAI+cX/XdtzivGWzdu6moMAjmmx7urbu2JpnLD51gcwzTkHKZVBfedEV3MQYN0v7yRsBt3Pak0SRGy88d7u3ElC7Le7moMA6fQ4Ou5x/DbRbLypO0drvE4a+JmJxVECX/rCN7tiQRByzS9uwMp1Dw3RWpP42RzB+CgGczaH6ZQkjNn0q+517HpwG0kUZ3KE46N4bo+BK+JxQxqEQgghhBBCCCGEWBCUUtT6q5l4ra+S2T2otaZQzGeeDaMYO5+duOuW8tl7DOMY23Mzzzp5F6Wym640YOe6G2VhO8CY23gElGntdd/W3BxpnKDM7DRlZUBffy0Tr/VVM008ncS9c5gmPQ+PKrC87nUow0AZ2VaRMq293gEpHh+kQSiEEEIIIYQQQogFIYpCXvbK51OulGZjK1Yt5fiTjyGKuifgaq2p9VU44dRjZ2OWbTEwPMChTzsWJ7+78VccqjJ8+Aqw5jTEcnm8Sp7BQ5bNxgzT4MjnPAW75HU13AzHxc67HPXcp3TlWPqkg8CyMHKFPRIrnMFhkl5NNUtlcqw66XAwLcxCsSuHZRi88nUvplTeHV910AqOOf4olNW9o9IuV1G2jZXvzpEbXgqmiTL2eBfXw/YcjnpO9zoOfdqxGJaBOSeHt2gxLX/OjkrxuCJ3EB4gFvJ5drFwSd2I/SU1I+ZD6kbsL6kZMR9SN2I+pG4OTKZpgVbUp+oYhkG+mEcZuueQEqUUCoPNG7axdcsOnnzik7AcE9uycJXF9MgkpmVS6C/jpyGe42JbBkngY9oOCQaNVpOinaM91SRqBZQW1cAyaIdtKqUiShmgNGmimZiexjEsbGUR+SGmY6ENCNKISrFI4vvEoY9XqRGEEfVmA8dxqFaraK0ZHe3cGVjOFSHVRO0Qy7ExHZOpdoNapdw5DpwkKNuh3mphGhZhELFpw1Ycx2Lx0mEMS2GbZmd6cxRiWDZhktJoteivVklDnzQMsYtl2kGAHwRUSkV0FIGh0IbJ5HQdx7BQoWbX+m3Ulg9hFl38OKBaLkEcoaMQK1+i3m7hP0YNQsdxMAyDMAxJ0/QxWcPvs5B/a2SKsRBCCCGEEEIIIQ44pmHgt0Ku+PFVFAoFnn7en2FZ1u9oECrGxyZot9q0Wz5Fu4BOU1JSJtZtx/JsCn0l0jTFMBRpGJK2muBpzFwe0zSpBz7X3HAzmzds5ZnPPptKrUwhn0Onmvb4TlAGuf6BzqThFKZ3TLLtjvUMHryEvtXD+H7I2OQk+Xweq1hm18QEALVKBccyCUZ3oEyTRQP9tMOIRr3FxvWbufrKGzj2+KM48pjDcRwH27KJpidJwgC31k/BywGKgueQX96PMk3cShE/ilBodBTNTDEuYjouaZoyMjaG4ziYpsX4WGcgi+d57Nw5zg+/+3+UKkXOeeYZWLZFOwhQhqJy2GKiJCEI2wCMT05hmiaGYRDNvMujzTRNapUycX0aHbQpVvpoByHNdvsxWc/jnewgPEAs5G60WLikbsT+kpoR8yF1I/aX1IyYD6kbMR9SNwcey7JoTvu84Jl/RRh0Jub2DdT4xo8+T6KjzPOGMnnjRf+PB+5dD3Qahp+//KMcunolV7zvctKZISFuKc/Z//Ri0vYk0djO2b83ixWswWFe/rw388B9u3N87qsf5ZhjDqWx7l4evsBPWRaFVYfx4FW3c9cPbpjNseL4Q3nS809jojnVtbZcLkfJc5l+8J6uHOWDD+cLn/4Gn/zoF2effcb5Z/HWd74RZ3I7SeDPxosHH4bCoL5uzxw25YMPIxjfhT+yffZZu9qHqg4w3WhkvtPGVIsXPPNVRGHnOxwY6uPrP/o8cbJwpxL316q0N60n3eP7KKxay5QfEM8ZCPNYW8i/NTLFWAghhBBCCCGEEAcUx3a47HNfn20OAozvmuCaK28gn+8eSGIYBqM7x2ebg9C5l/Du2+/lvitunW0OAgT1Fjvv2YgOuqcVJ40pTMOYbQ4+nOO+395PsGsne0730HFM3A6496e/7sqx6eb7SHvsbizkC/ijOzI5ovo0Y2Pdk5d/8sOfE4ZhV3Ow8weqR46IqDFN1Kx3PRpNjuPMmfQM4NouX/jUV2ebgwC7Rsb51XW3ksvlMs8vBIZhQBR1NQcBgtEd5HsMlRGPnDQIhRBCCCGEEEIIsUConkeJ4zjuOVU4TbPPgu7ZsEuTlJ4bqXqcrFSonnEAnfaI93x0Lyc2tcYw1JyQ/h1Tgnt/Xq8tYarHsxpNHGV33MVRdkfmQqGUQvd878fNKdgFRxqEQgghhBBCCCGEWBDCKOAVr/4LLGv3xN1SucgZTzuVZrPZ9WyapiwaHmTFqqVd8YMPO4jDzjkOZexuedh5l8VHrAK7e4qxWSiRali+sjvHyoNX4g4s6oop08TKuaw98+iu+OKjVmNY2fZK2/fxBrM57HIFx+3eBXfG2afguA6G070+0hSvxzrsYhkz172j0ipXCHscvY3iiL96w0sw95jIXKmWOeX0E2gv0Pv8kiTBsF2MOf8vd3AR7WDhHos+kMkdhAeIhXyeXSxcUjdif0nNiPmQuhH7S2pGzIfUjZgPqZv5MU0TrfUfZWKsaZqkafo7dsuBY9lMTzX5nx9cies4POuCs/HyLv7McVPHcYjjmDRNO2tNFdf+4iYajQZHH3cEw0uGsE0TM4Z1V9+B7TmsfuoR+GlIqVAkaTfRrTrayeFWqrSCAL8d8oNv/4TNG7fxnBc+k6XLF5PPuziWQTg2ilaK3MAi/DjG0gbj67ez5TcPMnjIMpYcsZrpoEkcx5imiWmahOHM/YnVKpaCYGykM2Ckb4ggjmnUW9x2y11cdcX1HHvCkZx25im4OZtiziOYGCMNA9y+AfTMRGelE4KxUZRh4A4MESUpaI0KfeL6FGahiJEvMj45hdYawzBQavduTM/1mBib4muXfZdKpcwLXnY+jmvhB3ufTDw3x6PNsixq5RLR5ARpFODUBvCTlMacRvFCsJB/a/b1DkJpEB4gFnKxiYVL6kbsL6kZMR9SN2J/Sc2I+ZC6EfMhdbN/LMsijeGhBzfieA5Lly9GGfoP0iAylEEUpdz/2wdZtWY5hVKOVPduQNqWRbVcIg1DlKHQpsXE1DSWYRH4Iffe/QCrD15FqVwg0TFog10j4+zcPsoTjjoEy7bwPIe865JGEcpQKNNkutnC90MMDMbHJqjUyhhKYdoGfZUyaE0cRViOQ5SmjI9P4HkepVIJgMnJSaIowjQstIZdI2PU+mqYpgFGimXajO7YxejIGIc+cS22Y6F1ime66CRFKUjRtOPOkI1cLjc7nbnVaqGUolouYZsmOk3AtJmu10nTlEq5hGF17hdMwpCJ6WnytodlmPhTTZxSDg00whbVcglTa9I4wvBy1BvNTo5Sic4pbUWSpkxOT/dsAnfWUcbQKXqPHEH42Ozc8zwPQymCMHzMmpW/z0L+rdnXBqH1x1+KEEIIIYQQQgghFjKlFHGU8vLnvJGRnZ1Gx9pD1/DJyz74iHPbls2dt93LW177rtmG1Ov/7iKe86JnZu4QfLhJ1lh/Pzru3JFnejn6VxzEL39+E295w7tndx++/m8v4nkvOY9/fedHueqK6wDI5Twu/9Fn6KssYfrBe7pyFFYczK9vvIO3vn53jjf+/Sv5y1e/kNbWTUT1mSnEyqB88KEUi0UajQa+v3tQRj6f58ZrbuVtf/0vszle97cX8YKXnsd7/+nf+cWe6/jBp1nU18+V778cf7ozHKW6fJBTXn8e03Ejc7y3WioRjWyn/fA6DIPSmkNRpklj3b3omePDZi5P37LVbL9zIzdd+pPZKwqfeN7JHHTaEYQjW2nXp39vjtqyVYxNTGb+X9VyiWjnVuJGd444SR6TBt2e37/445E7CIUQQgghhBBCiD9xju3wra/892xzEOCB+9Zz66/uwO4xGXd/RFHC+9/5sa7dap/7+JdJk+yJRs91CcdHZxt7AInfJmk1+ObXftB1NPnzl3yZKIxmm4MA7bZPX62CP7ozk2NyYpL3//PHunJ89YvfhjTZ3RwE0Cmt7VsouNlpua2mzwff84muHF/45FeIwni2OfjwOq696lfc//PfzDYHASY3jzL64FY8z+vKq5TCVBDvuY40JdixldRvzzb2AJJ2i7gdctu3ru6aX3LP/9xEGiXEDzcH98zRzubQvo9lde8bU0phar27OTiTw9+5jfycNYvHF2kQCiGEEEIIIYQQf+K01mzdvCMT3751B4bxyFoHhlKMj010xZIkIQqzU3QNwyDtMV03jSKU6l5HHCeEPQZWOLZNGveY0KthcnyqK+R6LmmPwR46inpO0VVKZXLEUUzUY80GBu3xeibeGq93DQyBmffuseae70FnmG/Y6N5ZlybpzKTmbI4eA6BJozDzvzUMgzTp9X2EmcnL4vFFGoRCCCGEEEIIIcSfuFSnvPDCZ3fFTNPkrHNPmx24MV/KUDz9vDO7YmsPXYPjZncmBmGIUxuYmwG7XGVoqL87x2FryOU9ypVSV3zz5u24fdkcuXyOc551Rle0Uitjuh5qTsPOqfWT9Li2zTRMzjr3qV2xQ59wMI7rUCoXu+J9QzXWPPXI7lUYBsuOOThzvDhJEgzXQxnZdShrzvekFJZjseTog7rCtRVDmLbVI8cAmHNumFMKu1TONDb3vo4B/B4NXfH4YV588cWP9Rr+UC6u17Od+ceLfD5Pq9X6/Q8KsQepG7G/pGbEfEjdiP0lNSPmQ+pGzIfUzb5L05RKtcyTTzqGHdt2snL1Mt7/sXdQ7Suj9zJMZN9pTn7qCXieS7PR4rQzT+Kf3//3mJbKTDNO0xTbcXDL1c6uNdcjt2wV7TDk+JOPxbIsWq02p595Mu/+wFvJFTzOPe8sRkd24Xker3zdizni6CeQLxSwCsXZHIXlqzFsi2NPeBK2Y9NqtjnjrFP45/e/BTfnkusbmBloYpAbHMap9jE6NpZ5E2XAU04/EcM0aLd9nvpnJ/Ku97+VQinPM599NiM7RvFyHq9504WccfbJuEWP/tWL8SeblBf38eSLzkF5FlGSbbbFcUJp0TBpHKMMA29wGPIl4jTFLZU7A0PcHPllq/DjiKVHdBqESRiz+IjVHPuSM4lUQmFgaE6OIrHO5mj6AVGP3ZNxklIe2r0Od3AYlS8uyOnBC8VC/q2ZGbLznt/3nEwxPkAs5Ik4YuGSuhH7S2pGzIfUjdhfUjNiPqRuxHxI3ew/x3EIgxilwLQM4h4NpPmyLZswiLAcizRNMs3BuevwnM7OuZY/M/XXzRGEEa1mm3w+h21bBJFP3suhE00YRBRKeVpBmzRNGajVUGhAkeiUsYlJtNbYlkMYhNiORTKzjlK+iFIKrVNSDcpUNBqNnmtzHRfHtKk3muTyHkopWn4L13YJw5gwCMkXchgzDdC86ZJEnWabMk2m/TqWaeKZLkkYYTk2fhIRxiG1chnbskBrNIrpVpMoiqiWy1iGAqUIo5ipep1SvoCpDSI/xHJttKWYqk9jmiY5z8NUCj8MCcIQy7Loq5Q7eyJVZ4rxrvGJnu8H9Mwh9m4h/9bIFGMhhBBCCCGEEELslzAMQXVmX8TxI9052C2KI5QJSY877nqtY8+jzcVikY3rt/LGi97G5MQUnufyLx/5f5x4yjFsveF+fvvjG9GppjBQ4alvvgCv6tHavJ641dn1ZldqVAeGmZiaIopDlAnxzDpybo7LL/sen/nPy0iShOUrl/L5r/47Ts7JHK/2PI94os2Vn/oWYdPHtC2Oe8XTKK4Y4Btf/m8+f8lXunJUS2Wu/8wPGd/Qud9xxfGHctRzn0JrosGVl1xO2AowHYsT/vJchg5ZTDQ5TntsJwCG41JZtRaNprV5A632zLtU++gbWkJj+wTXfOL7szlO+qtnUF09xFSjntnt11+t0Ni4nmQmh1PtY3DREkbHxnt+/0mSyI7BPzFyB6EQQgghhBBCCCEWtGa9xTve8n4mJzoDQnw/4N3/+CHafsjdP7wBnXZ2IzZ3TbHttnXEUxOzzUGAaGoCFUeZ4SBKKerTDT750f8iSRIANm/cyn98zCwqqQAAIABJREFU4LM4c+/+A8xE8evLriBsdgaEJFHM7V+/ikajNdtgfDjHxz74OUYe2jrbHATYdPN91HdOcNd/X0/YCjo5wpjbv/1LDKUIZ5qDAGkY0N65FR36s409gGhynNSPuPGLP+nKcdOlP0Ul2e+uXCoRjO3qyhFOjkMYPuIJ1eLxQxqEQgghhBBCCCGEWNCUUmxYt6kr1m61Cdp+j4chaWfvg0v9FpbVfZDS8zy2bslOb77vtw8S+NljtYZh0BiZ7IqZjsXWTdkrz+67Zx1hj+nGE5tGMrF8rUjiZ98l8dv0Oomttaa5a840ZT8kibK7My3TIPGz30fcbuI4Tja5+JMkDUIhhBBCCCGEEEIsaArFk086uis2tGiAXN7DMLtbG6ZtYZermRxWMTu1t91us/qgFVh2d+Pw9LNPIV/IZ3IkacrAwUsz8TVrV2FZ3bsTTz/rZEqlYubZRYevxHS6P8+famLl88y9Ks4qllFGtnVjGAb9By3uiuVrJSynx2ToIOz5fdilCn6PpqT40yQNQiGEEEIIIYQQQixolmvy3o/8EyeeehyGYXD4EWv51GUfIpd3ecqbnk1hoIJhGqw44TAWH7UGvBzu4CIwDJRlkVuygjBJSNPsvYr5fI5PX/Yhlq1YgmVbnP+8p3PRa17EdGM682xEzPGveBqDhy5DKUVtxRCnvOF8PM/hk5d+kGUrlmA7Nuc99xxe/qoXUlnczyFnH4vl2njlPMe99CycosvRLzydoT1zvO7P8cOIwoo1GI4DSmFX+vAGFpGaFu7AHu+ydCWpBSe98hldOU578wWEOruDsNluY5XKXTnyy1aSaGaPRAshU4wPEAt5Io5YuKRuxP6SmhHzIXUj9pfUjJgPqRsxH1I3e2dbNlEUAwqlFMrQPZtnfyiO45BGnc9QSmG5JkEQ7PX5aqmMY1toDUEUMd2o4zgOSZTOHLnVeHmXVquFbds4ysJQBrGO8aMQrTUDfTXMmd13YZwwMTmJ4zhUigUMZZBqTaPdpt1uU61UmZqsA2BZJpZj0m63e67Ntm1sTCzDJE5TEiMlCAL6an00pptopfFchzCOCIKAgVofxszGwEQrxibG8DyPNEqJkxRDKdy8Q7PZpFIuYxkGSimSJKXeapIkCeViEce2QWv8MKLebOC6LnnbhRRQEOiYVit7lBg6R7T7a9XZ7yOIEyYnJ3s+K/bfQv6tkSnGQgghhBBCCCGEyDCUyT13Pch73vZhdo2Oc9qZJ/GO970FpTR/jE1EjuPgt0L+35vfyx2/+S0rVy/jA//5zyxeNoQfZI+4Dvb14Y/uYHpyDJTCHRimr1JhfKr7zr2Hm2FRFBHRfXR4aKCfYGQ7jYlOjtzQ4k7DUCkamx4iaTcxXJfi8tWYyuT6X97M+/75Y4zvmuD0s07mHe97C7ZtZ44k7+3zapUKKmhhjm1GxzGUK1SXrESXigQj2wkmxlDKwFu0mIG+PkZGxvnHN72Hu26/l1UHreBDn3gXS5cvAr9Na2QrOo6xihWqS5YTtALu+cGv2HD93Zi2xRPPP5mhI1fSCvzf2WTdU1+1Qji6g3ByfHYd5WKR6UZjn/5ePP7JEWMhhBBCCCGEEOJPSJpq/vbV72B0ZAytNVdfeQOf+/iXMAzz9//xfD4v1rzj797PHb/5LQAbH9rCG//ybURh9jhsoVAgqk8RTewCrSFNCUa2YaRpZsDI3hRyOeL6FMH47hztHVtRaUJr2+bZab5pENDY8CCuY/EPb3wPY6PjaK256mfX84VLvoJju/v8jo5l0dy0vtMcBKLpKfzR7aSBP7sOnSa0t2+hMd3kbX/9L9x1+70AbFi3iTdc9I+0WwHBto2zOeLGFO2R7cTtkPXX3EmapER+yG3fvJqkFWH0uJuwF9dxSBp1womxrnU4prHPOcTjn1SCEEIIIYQQQgjxJ8IwDLZs3EYcd989d8M1NxP3aNj9IWgNv/n1nV2x8bFJ2q3s7kHLNEma9Uw8qk/hed4+fZ7jOkT17P2Bcb2e2SGp45gkjjN38d103S006819+rxcLkfcY0pw1KijexzbjqKIO2+7pyu2a2Qcv8dEZt1uYtjZ1s3o/Zv3uWFq2xZJj/sU42Z9n3OIxz9pEAohhBBCCCGEEH8i0jRl8dJFmfgTjzosM8n3D0WhWXvYmq5YoZgnl8s2/JIkwXCz04OtfJEwDPfp86I4wcoXsjkKhcxFbMowMXs0yQ4/4hC8Huvrpd1uY7nZZ61cHqWyV7+Zlsnqg1d2xUrlYs/PU65HGmebjH2rhvd5wEgcJ5i57Pdh5vIypETMkgahEEIIIYQQQgjxJ8R2LN7+3r/FcR0ADlq7ir/7p9eh+eMMKbFciw987J0sGh4EOs2wD33iXVhO9khzo9nE7evHKpR2r7fSj3LdfW4QNhoNnGofVrE8G3P7BlC2S27xUpRlA53mYGHFaoIg4u/f8frZ72PtYWv4m7e9hpR9b54lGnLDS2GmIWh6OXKLlmJ6eazi7ndx+wap1Mp8+JJ3MzjUP/t9fORTF5PLu9gDw5kcdt5j6LDlnTUrxcFnPAm3Vtjn5p4fBFjVGuYe36nTP0iiTGkQilkyxfgAsZAn4oiFS+pG7C+pGTEfUjdif0nNiPmQuhHzIXWzd6ZhkiSaOIqxbQvDUvvdLDJNE8ewURpSQ+OHnYEZjuNgpQagiVRKFEW4rkscJgR+iOs62I6JHwY4jkOpkMdQiiCKma7XMU2TvkqVqB2iFFiew+j4GEopXNvBSBXa0ARxRJqmeJ6HkSh0qrE8m3rz4RyVmenBikSn7BqfoFgoYJkWzWYLz/MwLYPJqSnKxTJBEBLHMflCHk1Ko9GgWqmiwxiFIrUV09PTWJZFsVBAaY1G0fLbhGHIQF8fhlKABqVotNqd6cY91pHL5Qj9iHY7wPNcvJxDq92iVCjiOp1pxYnWNNtt4jimWq4SNNsopXDyHuOT4/v1vzIMg1KhgG2ZgCIIQ+rNfTtC/Yfmui45x0FrTSsIeg6COdAs5N8amWIshBBCCCGEEEKInpI0AQWWY6BJ2d+NZLZlY4Vwx3euojk2zYoTD2PlyYeTpAkTD+7g/ituxbQtjnj2yXgDRaIw4Yufvpxrf3EThx9xCH/3T6+lUi2Ssy1a2zeThiFOtY+hgQFadZ8NN9/H+l/cjunYPOG8EykM1zCVwX0//TU77t5IbcUQRz7nVFJPkUz73Pbda2lPNFh63FrWPPUI4iRh82/W8cAVt2I6NkdccArFRRXCIOYTH/8i1119M0848hD+/u2vp1qrsm3LDj74nk+wc/so5z3v6TzvRc+iViyz4/aHuP9nt2K6NkddcCqVxTUcx6K9cxtpu4lyPSrDywhzHjqOaI1sI41CjGKFXN8gfjvgRz/4OV/5wrfI5T3+5m2vYeVBywiDmM/852XcdN2tHH7EIbzl7a/Dy3ts2zrCh997CSM7dnH+88/lvOc9nYKTZ9PN97H+6juwXJsnnn8yxaEKjSB77+HepGnKVD17t+OjrVouofw24baNKNOkvGgpbdOk5WfvXxSPLtlBeIBYyN1osXBJ3Yj9JTUj5kPqRuwvqRkxH1I3Yj6kbv54ym6BK977VSJ/97HfY15yJsWBMtd8/PuzMaUU57zrZXzoI5/lh9/+6Wx81ZrlfO+nX2Tq/rthj0EeuSUrmNjZ5NpP/HdXjnP/5RXc8d1r2fqbB2fjpUU1Tnvzc/jpe79CvMc6DnvWCaw+5Yn87zsu7cpx1ntfznvf/u9c+dNrZuNr1q7iM1/6MBec/XJazfZs/F8+9DZOfOLhXHPJnHVc/HJ0a5y4PjEbN1yP0uq1mXex+hcxGSn+/PSX7n7WMPjJdd/gfe/8D66+8vrZ+MGHrOZTl32QZ5/1Ctqt3et430ffztEHHcQNn/nR7nUYinPedSGBERPHf5zBMn8Mtm1Tsgxamx/qipfWPoFdk1OZATIHkoX8W7OvOwjlDkIhhBBCCCGEEELsM8MwaO6a6moOAoTTLR669u6umNaarbetY2LXZFfc81ySwO9qqAEkQciG67I5kjBm223ruuL1nRPEYdTVHATYessDxGH3sVWtNXEc84srruuKN+tNNqzf1NUcBJianGL9tXdlcmy78yHQc5pyaUriZ99FN6Zw5wx+SdOUJE355c9v6F5Hs8W6BzZ0NQcBpiem2Xj9b7vzppottz1IqVTiQOI6NlGPo9FRYxrbth+DFYk9SYNQCCGEEEIIIYQQ+0xrjVvKThpWhqK0qJaJFxdV0XTvDhsfn8Swsk0hZSiKQ9kcAF61exKvYZmYPSYv5/tK7G0v2sODQR7mBwH9g32Z5/TMuucqDlaYu9EtTROMXg0u2yGKsjv8tNbZdfgBA0MD2WcVFAbLmXhpqHrA3d2XpBplO5m44bgyLGUBkAahEEIIIYQQQggh9pnWGmyDlScfPhuzPYfFR61h9VOPoNC/u6HVt2qYvtXDXPhXL8Dao5l34ateiFYKp7q7OacME7da46DTjiTflWMRTtHjuJeehTJ2tzGOfPYpYCiWPfmQ3evIuRz13KeSK+a6cvSvXkypVOTiD/4DlrV7evJr33Qh1VqFP3/uObOxUrnI6Wedwtozjibft3uXXv+axfStWoRdG2DPE5t23xApCqNU6XoXb9FSvEKO4SVDs/GjjzuCQiHPO9/3lq51vPL1L6FaK/GM88/qWscpp5/A2jOPJV+bu45hGo0GBxLf93EHhlB7NFPNQhFsaRAuBHIH4QFiIZ9nFwuX1I3YX1IzYj6kbsT+kpoR8yF1I+ZD6uYPx3Ec0lRjGIow7BzpzdselmmRhjGWZ9MMfTSanOniTzYwLAu76NKKfEBhmRb1yTqFcoEkSdCkDPTVMLRGxzGG69JotTEtC8KU1tg0pmPhFHOExJBoCrk8URBhOTZ+0KYdBRScPKkf0Z5uUl5UIzY0YRRScHOkSYpSBlprmmEL13YJw4iN6zezZPlicnmPIPRxbZepqQYTYxMsX7mMfDFPmsbYqUFzfBrTtvDKeZqRj+c4neOyrRZWLkccp0w16lRKJWxDkcQRpuPRaLWI4pg01uzYPoLrutT6K6A0SpkkUcJD6zaxfOUSHNdGd9qMpImm3WpTqZZIdYqX8zBiaI3XsWa+j3ZyYE7/tSyLSqkIcYQyTBJgcrp+QN8/CAv7t0amGAshhBBCCCGEEOIRMw2LG6+5lSv+52qOPu4InnXB2SgTCqUc4cQuVBBg5PrJ51ym6g3qcYxRMIl1SjAzabfkFth1/1a23raOgYMWs+zJh9AIW+wan8AwDAzDIK53dsQZhsnErim++7UfY7s2f3HhBXh5h5KTY9sdD7HtjvX0rx5m5UmHkyhNKwz4wXd/Qn26wSmnncCatSuwbYvNW3Zw2ee+Tr6Q56LXvohC0SOMYm69+U6mp+psfGgbp519EpVKBRWm7HxolAKQjjex8jmiROPXm2y48R5M22TtGUdjmSaWZRI3G2i/TRyHWKUq+Xwe17Hxx0bRSYxRrlHI59g13hlmMrx0EK01qU4655dJwYC1h68ijmNSnWBZFkmU8o0vf58tm7bxgpeez6qDlkOqsWxFzgnRKsLJlYja8QHZIIzjmLGJSQyj07Q90BuDjyeyg/AAsZC70WLhkroR+0tqRsyH1I3YX1IzYj6kbsR8SN08cpZp8ZUvfIf/73Nfn40dd+KT+Mgn3425aytptHtASG7pSlpaEYTdQ0NyjsfGq+7i/p/dOhsbPGQZx154Fs2oeyiHaZqMj07x4vNeSzoz9COXz/Gz677JAz+7lQd/fltXjuMvOofn/fmr2L5152z8Y5//V5YsHeYvnvXq2QZUvpDj+z+7jK9/6bv816d3v8uJpx7Lxz/1Xq784DdoTdRn46e+7jzyfSWu+LfLefhCQ8u1OffdF5K2JgjHR3evuViiuGwV9XX3ku7RtCssX0VkuUzXd+f9XQxlceEFb2Dnjt25P/zJiznjjONprr93jwcNSgcfzuj4RI8s4rGwkH9rZIqxEEIIIYQQQgghHpEkSfn6l77XFbvlptvx20FXcxAgHBvBc91MDksZrLv69q7Y6P1bUD32K5mGyZe/8M3Z5iDQmeybpjx0zZ2ZHDpOu5qDAOsf2Mhln/t61+60VrPNVVdcR9I9aJhCqUBj11RXcxBgesc4915xC3tOO4mDiG13PkQa+l3Ppr5PGoZdzUEAf9cIzh73DP4uhmGwecPWruYgwKWf+RpTcxuBaYo/MUE+nx0UI8R8SYNQCCGEEEIIIYQQvWlwvWzTzzB7tBOUAT3mB2tNdtqw6kws7iVf6NH40mDsaw7V2XWYzZsjnjNVuFlvYdq9m3i2m51MbLl29hW1hh7rUMpgHzZuzer1PedyLobR47ueOaIrxB+KNAiFEEIIIYQQQgjRk2WbvOmtf9UVe/bzz8VzXcx8oSvuLVpMyw8yOWISnnj+yV2xVSc9gVinmWejOOLCV72wq8G3aPEg2jZ44rNOnJPjcLQBRx69e5qyYRg8+YQn8Zeve3Emx8lPPZ5lKxZ35Vi6fDG5apHaykWzMaUUg4cs5dBznozp7G5K5mslFh22Aqtc6cphl6sYlo2Z625s5hYtwd/HewLTNGVouJ/Dj9g9kdk0Tf76H19Npb9vpvk68462g1up0G63e6USYl7kDsIDxEI+zy4WLqkbsb+kZsR8SN2I/SU1I+ZD6kbMh9TNH4aBydjYJDf88maOeNJhncEZSlOrlNGBTxr42KUqzSCgNdO0chwHrfXsII287ZE0Q3bes4naqkUUhio0ZgaYuK6LZVm0223SNMU0LeIo4ZdX3kAun+OkpxyHYULOdAmn2+y4ewP9axZTGq5RD1sobTA5Pk2qNYViDse1cRybwI+46oprKRTynHza8RiWIgpjojDGcRzCMMR2bBzXIm86tKdbaMDO2ViOTRhHWJhsu20dlucw/ISVtJIA17FxlCJu1jFzeVLTotn2qZVLxK0mSRjglKv/P3t3HmZnWd9//P3cz3bWWTKZrCSEsIMsggoFQZCionXXKa0W6/KzLq3auqJtpeLWCtZfxdbWpWptreNPrXZRsRW1oIKiCMgiJGTfM8vZn/33xwknOTkTmJkEMsl8XtflpXPnyXfu8+Tuua5+rvu+v4RxwkSl0v78hQJZlj1iqGeMwcoM27bsIAgiliwbxvNd/JxHKZcjrFfBMnjFEpV6nSDoDWPl8JjL3zXqYiwiIiIiIiIiBy0lYWi4nxdeeQVxHJMkCcYykIFl2xjfJ9sTP7iOS854bPvVOhzPZfjk5TTigEbUwuQMi59yPHEcUwsaOI6DwebuX9zHhnWbedplF1AqF4iSGAuLJcsW4bp7j/lWgzpO0WHFxacRhiGTrRqu61J0coTBJLWdkwycPQSOoRmHZFnGKU84CWMMSZKQWRYLFwxAEhNWK7gLyhjfZ6Jaw8m55BObJAjwi2WSNCMOEwqlHCvPORYsC8uzSaoJZC4YC+P5YNmQtXcApmlGhsHYXnssScl5OVxsNv7sQVzfZenpqwiyaMpwzxjD0EA/A3mHdE/I2IpiWkEAFhgyLAuyLCNJksfrn1/mCQWEIiIiIiIiIvKI0jTtCrUGymVaW9aTNOqdseKqE3Eynxvf90XiVruBSWGwzCVvfymVuNZTw2D4k9f9OXfcfjcAH/3gJ/n0v/41K487huc/4yoa9fZuuyXLFvGFr34CoB0u1mqdGgXb50f/8J+MPbQNgLu/cQtPe/OL8BaVueLSKzs1li5fzDf/5wvElQkaWzcC0AK8wSEGFi+jtn4NSbO9ozHYuYXSqpPo6++nev9dsKdhinE9BlefRFyZoLZ1U2cO3uBCBoeX0Ni4tlMDoLT6ZJImfPdDXyQO2jsp7x/q45K3voSA3oBwQX9f1zya2zZTPv5kvFKR6oP3ds1j4LgT2aUuxnII6Q5CEREREREREZk2y7IwWdoVDgK0dmyhNVbphIMAjfEq2+/dgOd5Xc8aY9i1c6wTDgIkScLHPvz31CZrnWAPYNuWHfzklp917SaE9h19rUqjEw4CZGnGXd/8EVkr7qqxdfN2HNuiuaP7arJwfHf7d+8T7D38WYjjTigHkEYhSb1GVJnsejauV8miqKdGVKvy6xtv74SDAI3dFbbes558vruJim3bZHHcU6O5bTNZEPTOo1HreR8iB0MBoYiIiIiIiIhMm2VZU3fQTZIpbzqLm1Mfpw32CRIftm+ot69atYFldRe3bZskjHuejVsR1gGuXMvS3sYoTPFZsjSZqiFze3z/0sa0x3sehijo/YxRK+z5LJZldYWA3fOdYn5J2lND5GAoIBQRERERERGRaUvTFBwH43bvCvQWLsYrFboCNNtzWHbW8YRhd1AWxzHLjlnCkmWLusaves0IhWKuK/zK53NcevmFPTXCMKQ03E9+sNQ1fuLTzyZzTU+NNMvwBxd2PesUS+37BffbjecNDpM5dvcHNwa33I/xcl3Dlu1g5/JYzn47HH2fEy97Ytf7cHyXFWefQKPRvVMwjmOM7/fUyA0tgv3ec3sefT3vQ+RgqIvxEWIud8SRuUvrRmZKa0ZmQ+tGZkprRmZD60ZmQ+vm0DLGtMNBwHEcBvvKhGO7SMMAd2ABie0StAKyesyaH96J7TmccMlZRCYljKPO34vj9q4/3/eJw4Qv/9O/sW3rTp79vMs49YyTCKOIsZ3jjH7xG+RyPr/z+y8mX/RJkt7dgoVCATcxPPC9X1DbVeG4C06jf8UwtaDJrh3jfOFTX6ZQzPP7f/A75IseCwcHiSoTRNVJ7EIRf8FCwjjBtSxaO7eTJRFu/wLsXIFG0CTvOASVCSza4WKl3qBYKJA1aiT1GiaXw+kfpN5sUc7nu2rg5Wg2WkSVJg9+7w5s3+WUZzyJxIFW2Or5LLlcjv5Skdau7aRhiL9gIbg+zaDVnsfuHVjG4C9cTKXeIFBAOGfM5e+a6XYxVkB4hJjLi03mLq0bmSmtGZkNrRuZKa0ZmQ2tG5kNrZtDw3M8crZLfVeF/GCJxEppRgGWZZHzfYwxhFFEFEU4jkPB8QkqTYxtsAsejaiFhSFJUjau28yyY5bgeg5plmAsm1YjYHxskmXHLMYygAUFx6c12cB27E6NdKrjwYBtOxRyedIowXJtkiQhikMsLOr1Fo5t4/oOWZbiex7lUgmyFIyhUW9QazRwXZe+ch9WlhGnGbVaFc/3KBfypFGEZVlYjsPuiUnSJCNLYcumrSxeugjHNaRZijGGUrGIwaIVhbRa7RDQ8zxcu70zsBW2HrEDsTGGUqmEbSyaraBTw7Ztcr5PlmW0guCA70IOj7n8XTPdgFBdjEVERERERERkSq7rEu+q8+1PfJM0bgdbZ73kIobPWkUrCmi2unfCFRyfH3z0a9R3tRt5DK1eyvl/8BzuuOMe3vSadxOF7Z2Eb33P63nWc5/O333sc3ztX/8TgHJfic9/9QaWDg/x/ev/H/VdlXaN45fxlFc9k2rQ3RQFwLZc/ubDn+Lfv/adrhoLFg7ysue9js0btwJwzpPP4KN/fy0F26Jy/12dewfzS4+hWChw3fs/yTe+8q1OjX/+xicZGuynuuZ+0qi9U88plBhauZqf/PgX/NGr300cxViWxbv+4k08/ZkXkqQJlWq1Z45hGBIyvd1+aZpSqVR6xpMkob7fsWSRQ0l3EIqIiIiIiIjIlDwcfvbF/+mEgwB3ff0WXNO73yjn+zx086864SDA7rVbmRib5H1XX9cJBwH+4YYvUqs2OuEgQLVS4/r3/y071m/vhIMAu9dsYWLDDhyn+3fatk2lUu2Eg/vWqFfrnXAQ4Oc/vQsrTWluWd/VlKS5bTM51+2Egw/XaDVbtHbt6ISDAHGjRtyoccdP7yaO2sedsyzj+g/8HUly1JzOlHlKAaGIiIiIiIiITMkYQ3Ose1dcmqSkUe99gBYW1W3jU9bZvnVn188532PXzt09z23euLVzR+G+ajsmsO3upiG2bbNzW++xzs2btpGlUwR2FqRR1D2WZVMe1+0rF0jD3u7LSRD0NFYJg7Ar/BQ5EikgFBEREREREZEpxVnMsrOP7xorDfdj7d/hF4iSmFUXnNY9aEEu53PJ5Rd2DReKeVYedwyFYr5r/DkvuJyBhQM9NZaecdyUXYxXn7iqp8aznvt0fL+7G7AxBssYnL7+7nE/h2UM+UJ3jU2bt+MPDvV8Rq9/gHvveaBrbNXxK/E8t+dZkSOJfc011xzuORwq11SnOOt/tCgUCj1t0EUejdaNzJTWjMyG1o3MlNaMzIbWjcyG1s3BS9KUlWeeQBImBPUWwycdw5N//xm0sqhn512aphT6ywwuH6a2c4LCgjJPvupyvL4cv3HxU2jUG0xOVHjS+Wfxgb9+D/mizzOefSnr1m7EGMPvvvLFvOjK5+DnvO4ar7gcu+QRp73NPXI5j8uvuKRT48qrXshLX/48MjKOP+k4NqzbxNLlS7j2+qvpGyxTXjgMaUaWxNilMoXlK6k2mjzzOZfy0JoNGGN4+atewvkXnUuxXMbO5UjCAON5FFesIjM2p555Cs16i/HxSc678Bw+8NF34/q2GofMY3P5u6ZcLgP8xaM9py7GR4i53BFH5i6tG5kprRmZDa0bmSmtGZkNrRuZDa2bmbEsi7zjY7CwLIs4S2lGLXzfJ2zFhEGI53t4vkMwxfHbh2sU/QImycBYJFZGvdXAGINtHIIgxHUdLANxHOM4DkmckiYpXs4liiKMMfSXyzjGYFkWYZwwUZmkWCySc932HYKWRRjHVGs1FgwOYluQpRmWMUzWau06lk0UxhhjcFybOInI5/P0FQuQZWRYNMOAarXGQH8/jjHtI8dAK2x3Ie4r9+E57cOXQZQwWZnEdV2yBIIgxPNcjGOIopCc6+NaNlmSktkWrSQ8YMfifC5Hec88sAyNVotavU4hn6eQ8wFIkpSg6DIAAAAgAElEQVRKvf6IXY9lbpjL3zXqYiwiIiIiIiIi01b2i/ziSzex9a6HsCyL4y46g5OfdS7bduzmD1/1LrZu3k65r8SHPvannHrmCUT73+cHlHNFfv7PN7Ht7naN1RefwYmXn0MtbJCmIcaGJI1hz2a7h+8btGw69RYMDNDcvJ5mvX1K0O5fwPCSZaRRTHP9g6RRiGXb+MuOZWhwkKxWobptE2QZdi7P4KoTGJuo8t53/BU333Qrtm3z27/3fF71ht+lnPM7nYkt26a4YjVOfz9xZYLWrm2dGsWVq0njjLe+/r3c8oPb2jVe/nxe88aXM7Zrgje+8p1s37qT/oE+/uqGP+eUU49n553ruevrN5NECQMrhrngdb9FNW2w/8asfD5POedTW3s/aRR15uENDJDWK9QeXNueR77A4Irj2D0+0VND5FDTHYQiIiIiIiIi85zneWz55Rq23vUQ0O7Ou/aHd1LfMcnHr/s0WzdvB9odft/5pvcRh73HaT3PY8sv1rDt7r011vzgThq7Kj0NRg6kWCzSGttFUt97hVgyOYaVZrS2rO90Fc6ShGDzehxjaGzd2OlMnLSaNLdtZsvGrdx8063tsSThXz73NTat30pj26auGvVN67Ati2jn1q4ajW2bqVVq3PKD2/bW+PzXWL9uE9d/4O86TVcmJyq87Q3XEIQxd4z+gCRq7/ab2LiTX/37T/Bdr+czlvJ56hvWdhqmZElCfeNaXNumtXXT3nk0GwQ7tlLI53tqiBxqCghFRERERERE5jnbMuz89eae8V0PbunpKlyvNWg2WweosalnfPeaLTjO9A4wGstghb21ISNpNbtH0oRsinsJ40Yda4odd7+4/S7Yb9i4HtF+dQGyoEku19t45I7b7+7ZzVet1Gg1euc89tA2rCmuJTSWRRJ0P58lCVnW+3DSbOBMM1wVORgKCEVERERERETmuSRLWXrGcT3ji09dge9374IbGOwnX8hNXePM3hqLTlk55XHkqaRZCrli7x9YFnahe9yyHSzTG565pTJMMX7+heey/1VsaRTh5Qs9z5pckVYr7Bk/78JzcNzu2gsWDpIv5LCs7tqLT11JNkXqkmYp9n6/03IcLNP7sFMqE+0X0Io8FhQQioiIiIiIiMxzYRgyfMoxHP+0MzG2wfFdnvCCC/AHi/zx1a/n9DNPAeCYlcv4+Gc/hOf37ghs11jB6ovP6NQ444UX4vbnpt3ht16v4/UPYPcvAMsCY3AXLiHJIL/82E6wZjyf/MrVRGlKceVqrD07FN1yP7lFS1m6fDEv+d3n4rgOhWKeP3n36xhePERx+YquGqVjVxMlKf6yY7Hsdg271Ed+8TKKfUVefOVz9ta4+nUsWTLMO9/7Jk59wkkArFy1nE/844fxfIfzXnMFfjkPFiw94zhOesa5BFFvyDhZq1Nasbp7HqtOIAgjCiuO68zDKffjDS2i2ZpqR6XIoaUuxkeIudwRR+YurRuZKa0ZmQ2tG5kprRmZDa0bmQ2tm5nLez4O7R1yEQmtMCCXyxEGMVmWkWUZxVKeer3+CDVyOJYNWUZIQhAGOI5DlkC6p4afcwmCAM91KebzGNsQhCH1RpMsyxgaHMQxhoyMOIWx8THK5TKOZWHbhiTJyCyYmJxkcHAQzxiwIM1gslrd0w3ZJo3bwaTt2sRxRKFQIGe7ZEmGZUFiw2SlwuDgIK6xsLBI0oxqo04YhvSX+mBPjcw1nS7GSZS2Tytn4OUcgiCgUCgQNEKwwHUcojQiSRJye95plmXEVkIQhuTzeazMIooe7rJsqDca5HyfYj6HZRnCKKLWaEw7XJXDZy5/16iLsYiIiIiIiIjMSDMMun42xhA0Q659z0f5yc23c9Ipx3Pt9e+if7DUczfh3hrdO94cxyEOU6599/Xc+qOfc/KpJ/C+j7yTxUuH8C1obn6INAxx+wcZGl5KmmUEu3fSmNjd3kE4tJj+cplqpcFfXH1dp8b7r3sXi5cNQ9Ciuqf5iFMeoG/JcnaPj5MkcScWieMU3/fxUsOtX7iRnfdvZGDFME95xTPoL/dhooDalo2kUYjbv4Dy8BISx+fB7/2SB2+6A9t3OfOFFzJ8ygomazXed/X13PbjX3DKaSdw7fXvotxX4v571nLt1dexfetOrnj+b/KHb30VJd9n3c2/Ys1Nv8Tes6NywYlLqdcD3nf1ddz2419w6ukncu1176LYl6cVBLSCYIq3KvLY0hFjEREREREREZlSllpc886PcPNNtxJHMffcdT+ve/nbSOLpn0ZMY3jvO/6SW35wG3EU86s77+P1V72dRj2gvv5B0iCALCOaGCOpTZI26sRjO9pNSOKIcPsmHOBvP/bZrhpveOU78V2H5sa1pGG7RlwZp7ljK+VSqWceedvj1s/dyPZ71pMmKWPrtvPDG/4N33Oor1/TqRFN7CYa30Vjd4V7v3UbUSukNVnnts/dSFhr8eH3fpwf/fCnxFHM3b+8jzf8/juJ44TXX/V2NqzbTBCE/Nvof/Evn/sajV0V7vvWTzs1fvq5GwlaEe/54w90atx1x728/hXvIJ3BOxU51BQQioiIiIiIiMgB/fh/f9b1884duwma09/llpFx6y0/7xrbsX1XuxPyfteeZWlKUpvsqdGaHGfh8FDXWJqm7c7G+9do1LCmytoyerssp5C0eucRVSdIk94dktt+tY5Wa7/PnsHaB9YTR93P3/TdW6hMVntqRGHE7bfd2TW2dfN2gqD3vkKRx4sCQhERERERERGZUpalHHfCsV1juZyPn/dnUCNj1fEru8by+Ry5A9Sw/HzPmJMvMrZ7omssaIXYfm8Ny8txoL14pUUDXT8nUYzt9daw/Txkvde2DaxY1BMmtloBy49Z0vPsSaccj7dfB2gAy1isOHZ511ihmJ/yWZHHiwJCEREREREREZmS6zl84KNX09dfBsDzPa75q3dgzSBNyBd83n99d40//9DbyOc8/OGlneeM6+H2DeAPDmHni51xu9SHk8/z4iufS7mv1Knx7ve9mTjJcBYMd9XIL11OK+zd4RiZlPNe+UzcQjsQtF2bc668lDQDf3hJV43c4mWUlixgcOWizviKJ51E/7Ih/vDtr+7Mw/c93nPtWygU87z2j67CmPaLWb5iCW96x2sYXrm4p0Zff4kPfuw9XTWuvf5d2M6j9pEQecyoi/ERYi53xJG5S+tGZkprRmZD60ZmSmtGZkPrRmZD6+bAjDFYliGJErycSxge+Hirbbc7ENfrDQrFPMZAkiZ4nkfBy0GakTkWk5UKAPl8nkLOhwxqzSZBEOC6HnGY0Kg3yBfz2LZNkkaUi0VyvkeWZmDBRLWGMYZyoYBtLMAiihMq9RqO4+BYDpBhWYYojgiigIFyH57nkKUpWIZGEFCv18nn87h2uyNzEEUEQUC5WMJ3PbI0xTLtLsKT9SqlYpG852FZEKcplVq7S3PJy5OEMcY2YBuqrTqWZZEm0Kg3yRdyGNsiTRMsyyZLUoIgJJfzsV1DmqbkHR+SDGMMCSnNOMAY06lRKOSxbEjT5LH+Z5fHyFz+rlEXYxERERERERHp4TgOzXrADdd9ls0bt/C8Fz+LS595IUnae+eeZVmQWXz9y//B9//7R5x+1in8nze+jHK5BK2EX375B9R3V1h1/qkcc86JWI6FFQW0tmzAsgx9i5cReB6VahUsyJd8ICVJU2zbYffuCp+4/jNs3riV549cwSW/eQHlUgErCmjs3I5lDLnFyygWCniOQzSxm7hWweQKlIcXYzdtHNtQ37IR4hhT7sfvG8AulbCikGR3u0ZxeAmu45LP+bR27SBpVDF+nvziZfixT61ep1avs3DhQsbGxjuffyLec4fgFA2b80UPSEnT9s9ZloABP++SkRLH7T+oh832A/vkf0mSdGpkJGTpwf6rihwcBYQiIiIiIiIi80iaZFz1ojcyPtZuBnL3L++jFQT81ot+s2cnobFsbrju03zjK98G4N67f80vb7+bf/ry33DjX36ZsN4CYGzddpIoZvVTT6e6fk3n70e1Kv0nnU7NtHfT7SvbM4+J8b3zWDi8gIsvPLu3xslPoLF9M9HEGABJs0HSrFM69gSqD95DtidwS5p1jG3j+jnqm9ftrVGv0nfi6TS3bSaa3FsjbTXoO2Y1O4PpN10RORrpDkIRERERERGRecIYw5aN2zrh4MO+9qX/IGj1HjNO04z//Pp39xtLqe+c7ISDD1t786+ImvvXyAgmxygUCj3z2LhhSyccfFhfqUiwe2dPjSxLiSbGu0bbHYzTTjjYqZ0mhOP7HffMMqLqBFkS9dSwdPWfiAJCERERERERkfkiy7JOs5B9DS0cxEzReSTLMgYXdHf+rVXqeMVcz7O5vsKUzUuM63WO1O5bt3+gr+fZZivAct2pZo7l2D2j1hTpXgYYp7eGcafqEmyhhFBEAaGIiIiIiIjIvJFlGaW+Ipc966LOmOd7vO3P3ojt9kYErmvz7mvf0hXEPfclz8Qr5lh21vGdMdu1OeslF+MV8ljO3tvMbD+HWyrTbDZ75lHuK3Hp5Rd2xnzfY8myYXILF/fUsGyH/NIVXTX84SUkaYZd3CfwtAx2oYw/tKi7Ri6PnS/i9g911fCGFhHFag4ioi7GR4i53BFH5i6tG5kprRmZDa0bmSmtGZkNrRuZDa2bqbUbjxh27xxj29YdnPaEk7FdiyRJsCwL3/cBCIKALMuwLJsojLnv7l9z3AnHUioXMLZFX65Ic7xGY7zKgmMXk9oQxRF95RJJs4FlbIzvMzZZIYoifN/H933iOKbRaGBZFhaGViOgXm+ycNECIMNz7a4aluczXqnguQ4F3yduNrBzecI4odZoMFAuQxITBwFeqUyjFZCmCaVigahexzIGO5dnslqlnC/gOjZRvYZTKJBlFrsmJzrvZv814zgOpVIJy7KYmJjg4QzFcRxc1yVJkkfsAA1g23bniHWtVuMoymFkj7n8XaMuxiIiIiIiIiLSox1QJSxcPMiipUPEcUySgDE2zVqLL/z9VygUC7zoyufgeg5xEuO4Fmc/+XSSJCHLUsCm0mjw8zt/RRLHrMhCFi1dSJYlNIMAz/PIspioWgPANg53/vxevvedmzn7nNO56Om/gWVn9JdLxPYEqZ/ilnzCJKNar09ZI4oiGs0Wtm2TTFY6QdvY5CSO42DbNpXxvfcUth6uESdEe8bHqxUsyyKfz1Op1nqOPu/Ld3NMTlT5zA3/QqlU5CUvex75vEcYRNx75wP897f/lyeffzbnPfVc0iyeMvhzbJfqZJ3P3PAliqUCL33Z8/By7qOGiiKPN+0gPELM5TRa5i6tG5kprRmZDa0bmSmtGZkNrRuZDa2b6TPGUKs0GXn2a4ijGIByX4mvfPszYKW9z2Pz2pe/jXVrNnTGPvrJ93H2k0/vCb98L8e/fO5rfOrj/9QZu+jS8/no315Dc+Ma0mBvs5PCiuOoJdlhC9AeXjOe5zG+c5Lf/q3/Q7znCHJff5mvfvuzfO3L/87ffewLnb9z6eVP5V3Xvoks6w4bHcdhfFeF33nuazs1+gf6GP3Wp8nQseajyVz+rpnuDkLdQSgiIiIiIiIyzzmOwxc//ZVOOAhQrdT4/nd/hOd1N/ewLIsdO3Z3hYMAf/83XyAIursEA4RBxBc/8/+6xu66415Ioq5wECDYtZ38niPOh5Pn+Pzj3/9rJ9gDqExW+eH//Jhatfs+xZu+ezNp3BuiOo7LP37yS101Jicq/PC/f9zT1VnkcFNAKCIiIiIiIjLvWRi7NyIwZuqNR2aKzr/GGKypDilavXWyLHuE7sFz4aRjhj3V+7ANSdobBh6gBMb01rBto3sIZc5RQCgiIiIiIiIyz8VxxO+9+qV4/t7dggOD/Tztsgt6jvtmWcbC4QWceMrqrvE3/PEr8XJuT23Pd3nl636na+xJ558FxsbO5bvG/UVLaQaH/36+MA75/T/4HVxv7+dZMDTAUy89n6GFg13PPuu5T8d2euOVOIl41ev3q7FwkKdeel5PV2eRw013EB4h5vJ5dpm7tG5kprRmZDa0bmSmtGZkNrRuZDa0bmbGGJuwFfHNr36HfCHHFc+7DMc1xHGMZVk4jkOSJKRpim3bkFrc/P1beWjNBp7zgssZHOonzaa+W89YDhvXbeKuX97HymOXc+YTTwOTMdBXJqlVScMWbv8CWlFMrdEA2seesyx7xEYiD7NtG2MMUdR9xHmqGvt/ln3tu2ZyXo5atcH/3vQTfN/jokvPx8u5BEHI+rWb+P53b+Gcp5zJmeecRpolU+4KdG2Xer3F10f/i1KpwG+96Bl4vkMQBI/6meTIMZe/a6Z7B6ECwiPEXF5sMndp3chMac3IbGjdyExpzchsaN3IbGjdzJxlWfi+T5ZlnRCrVCiQ8zySRg07lyfKYLJaBcDzPIwxhGHYE7btq1QokPc9kkYDk8sRpRmVWo2imyduhsTNkMJQmSANSYG88Rh7aBu279K3fIhG1JoyKLQsCwvD5o3b2Lp5O0980hk4nsE2hr5yiaRRxzI2lu8zUamS931ynkvSqPd8FuheM7btkCUZd91xL4VCgeNPXoVl2mGjbdu4rkuSJD2h5P6MMRSLRbIso1arzfSfRI4Ac/m7ZroBofPYT0VEREREREREjgRZltFq7W0ckvN9vDSm9uCDnTFvaBHlUj/Ven1a3YZzvo+bxlQf2FvDX7iIgb4hbvvsjWy/Zz0AxrG59K0vIVfO898f/BJhvT2P8uJBLnrzC6gk9Z7aFob3vuOv+PEPfwaA67l87isf55RTj6P24L1ke0JF4+dYsOoE4lq167P4CxdRKvZTq3fXtiyLKIi58rdeS2WyHSCuOn4ln/rn6wFIkmRaOxsB0jSluk8IKTIX6Q5CEREREREREZlSIZejuW1T11i4ewe+7x3gb0xRI5+jtV+NYNcOXNt0wkGANE7Yfu9GHvzeHZ1wEKC6fZydD2zGdbvvN7Qsi4mxSiccBIjCiI9+8O+Y3DXWCQcB0qCFlaW0tm3umUfO6/0sruPyhU9/pRMOAqxbs4Gf//SunnmIHA0UEIqIiIiIiIjIlCxjdQVtHTO4rsxYU9eY+sqzjFal0TMaVJpY+3U9tiyLWrV3V+HkeIU0meK4c8bUn2WKrskZGbt3jvWM79413jMPkaOBAkIRERERERERmVIQhngDC7rG7HyB5BHuG9xf6wA1Miz8cqFrvDBU5oRLz+oaM47NsrNW99z1l6Ypx6xcyoKhga7x337FC+hf0D2GZYExuD3zKBJPESamacrLXvXirjHP97jkN3u7OoscDXQHoYiIiIiIiIhMqd5osmDhYoyfI65UsAt53AXDjE9WZlljErtQwF0wTKVW59K3v5T7vvVT6rsrrLrgNBacsIwkTbj4LS/i/htvx/FcTn3OUwiZukuwcSz+6et/y6du+CKbNmzhRVc+hyf/xtkESUJx1QmEu3aAMfjDS6jU6xSHF2P7PnG10pnH2MRkT90kSVh2zGL+4Z8/yuc/9a8UCnn+4E2vwPVsknR6dw+KHEnUxfgIMZc74sjcpXUjM6U1I7OhdSMzpTUjs6F1I7OhdXNgedfHwSYOQpy8RzMJieN4ymdtY5NlFpWJKn39JTCQHiAkc10X33JJgxjLNuAYmnELx7Yp+AWsNAFj0wiaBFGIMQbPcbEySKyMMAyxbRtj2RCnWMaQWhlJGmMsQ5pCZaJCX38Zy7ZI0wRjDMYyJEmK6zmdGgPlMsba03AkSZioVMmyrN14xXWIkpRWq9UVPHZ3MbYpODmSIMLYNplj0QibBzgaLfPZXP6uURdjEREREREREemRd3NsvPke7rvxZ5BBrq/A0/7kJWR21tOZ13VdNm/Yzut+72006k0cx+bPPvQ2Lrj43Cl30uVtn1s+8U0mN7fDkkWnreTcl11Gc7zGtz8+ShxEWMZw7ssvo//ExQRRSCsMumpkqcXrfv/tPHDfWgAufvpvcM1H3sHGdZt5/VVv78zjvR9+O+dddA5pmpDSPib88PHfwf4+mhvWkrSaADjlfgYXL2NsYpJWENAKun/nVIpunltu+AaTW3YDsPTM1Zz92xdTDXrvSBQ50ukOQhEREREREZF5xCRw33d+1unN0ao0+OX/+18807uHKAoT/uytH6JRbwdtcZzwgT/9a6baQFgsFll7892dcBBgxz0bGF+/nQ233kcctO8QzNKUX3zpe3hWbzdgz/P5xle+1QkHAX74vR8zOV7hPX/8wSnm0bubL+f7RBNjnXAQIK5OQhjiONPbJ5XzfR665VedcBBg651rqW4dn3YNkSOJAkIRERERERGRecIYQ3Oi1jNe3TaGlfWeQrQsiw3rNneNhUFI0JpiB14K1a29nX8nNu3CL+e7xpIoIZ3iSHOWptz3qwd6x7OMTRu6rxVrtQLCoLdhiG3bpPuEg53pBU1s2+6d91QymNy0s2d4cvOu6dcQOYIoIBQRERERERGZJ9I0pTTcj+1274Jb/sQTSE3vbjzLggsveUrX2JJli/Dzfm9tUpafe2LP+PKzj6c1We8aKywoYzlTBG0WPPsFl/cM+77HBRc/uWts2TFL8H2v59kwinD7B3vGnVJfTyfkA0mylJVPPrlnfMkTVqmLsRyV7GuuueZwz+FQuaZarR7uOTxmCoUCjYbuOZCZ0bqRmdKakdnQupGZ0pqR2dC6kdnQuplaZsGqc09mfMMO0jhh1QWnc9JvnkMjbPU8axmLpz39ArZv28mO7bs446xT+MgnriGXd0nTtOvZOI7pX7gAr5Snum0cv1zgrJGnUVjUz+KTVtCcqNGcqDN03BLOf80VBFbcUyNNU5YuW8zC4SHW/PohhhYu4M8++FaWH7uEp112Adu27GjP44mn8ZFPXIM/xTzSNCVXKOJ4HknQwjgu+WUrCVIIHiXce3jNpGlK38JBcn0FKlt2k+srcM7LLsMbLBKnUzdzkflrLn/XlMtlgL94tOcOexfjkZGRAeDTwBNo34DwKuB+4MvAKmAdMDI6Ojr+KKXUxVhkP1o3MlNaMzIbWjcyU1ozMhtaNzIbWjcH5rouLjYGi8TKaEXBAbvz5nI5in4Oy0CWQRBF1Op1CrkCzWZAmqbYto2XcwiCgMH+fmzTPrAYJwnjk5N4nkcSpsRJgm0bHM8hDAMc2yGOU7I0w9gWlmkHfK7jEkUJZBleziUMQ/L5PG5qIM2wjCG2U+qPEMrkcznyvk+WZTRaLYI9dxCWiwVsY0jTjFqjQbjPrsL910zO97FTA2REVqrdgzKlufxdM90uxnPhiPH/Bb49Ojp6CnAWcC/wLuB/RkdHTwT+Z8/PIiIiIiIiInIIRFFEI2pRi5o0w9YBw0HP8+jL52ltWkvtgXtorHuAnAU5N8fN37+NlzzrVVzx1Cu5+s3XErZihgYGiHZto/rru6k+8CvSyjgDfX3UKk1e/4p3cMVTr+T3XvhGNjy0Gcf2+NlP7uSlz3o1Vzz1St79lg+SpRaWZRHFEVgpmIwwDPF9HzvIuPmGb/Bff/Y5vveRUcKddfK53AE/Y7PVYmxykvFKpRMODpRKhJvWUXvgHpobHqSc9/G93mPKD2sFAfWoST1qKRyUo9phDQhHRkb6gIuBzwCMjo6Go6OjE8Dzgc/veezzwAsOzwxFRERERERE5q9yPk990zqSoH38OIsj6hvXEoQhf/rWD1GttBue3H7bnfzXN/6bpF4lmtjTqCTLCHZuw85SPvqBv+XBXz8EwPZtO3nTq99NEie8+y0f2Fvj1l/yyb/+HLbpvZvQx+HWz36byp4mKM2JGrd88t/xsul3FC7l8zQ37/NZoojG+jWUCoXZvRyRo8jh7s29GtgJ/OPIyMhZwO3Am4HFo6OjWwFGR0e3joyMLDqMcxQRERERERGZl2zbJml2NxjBMmxcv6Xn7j+yjLhW6akR16vEcdI1VpmsUq81emr87NZfEoYx+2eElmUxvmFH11hYb5GE078P0HFsWs3uI8lZkmBxeK9eE5kLDndA6ADnAH80Ojp668jIyP9lBseJR0ZGXgu8FmB0dJSFCxc+NrOcAxzHOao/nzw2tG5kprRmZDa0bmSmtGZkNrRuZDa0bg5elqTY+QLJvsFalnHMymVYlrXf0WQLp1Qmqkx01XCKZYzdnfiV+0oUS4WeGk988hPoH+jH992u56N6i4EVw0xs3NkZcws+tu+wsDS9f2NDhp3Lk7Sae2ds29j7rBOtGZmNo2HdHNYmJSMjI0uAn4yOjq7a8/NFtAPCE4BL9uweXAp8f3R0tLe/eDc1KRHZj9aNzJTWjMyG1o3MlNaMzIbWjcyG1s3B832f/kKe2vo1pGGA5TgUlq+iHqV8/79/zEeuvYF6rcGZe7oKDw31EWzfQjQ5DpaFP7QI07+AbVt38abXvJv1D21iwcJB/uqG93Lc6mP40Q9/xoev+Zt2jXNO5yOfeC9Yac+diL7v4wRwyyf/ndqOCfxygfNffQX+cIlG0DzA7Ls5jsNgqUh9w9q9n2XFcdSCqNPdWGtGZmMur5vpNik5rDsIR0dHt42MjGwcGRk5eXR09H7gMuCePf95BfDhPf/9jcM4TREREREREZF5KQgCKpZFaeXxGKt9GLceBLTCFpc840LOv+hc0qTdxThX8Ng9PkF5cJjSoqUAtIKQyclJin15Pv2lvyaKYhzHxvFswjDk/IvP5as3/mO7hmMwNiRJRqlUwjWGLMuIkqTdrdj3ufjNLyRLMoxtCEkeMRzM5XLkPY+MjEazRRhFjNfq9K04DrOndq3R7ISDIvPZ4T5iDPBHwD+PjIx4wFrglbSbp4yOjIy8GtgAvPQwzk9ERERERERk3mq1WrRarSnGG2CBcSAjodlsh3WVWq3rOWMMBcfn7v/4MdvvXc/AMcOcfeUlpI5DHMf71EhJEhjs6yeuThBM7AZj8BYuoVQoUmvUCbl2zVIAACAASURBVAjaRR/l6sGBvj5o1gg2bgJjKC1eRuC61BsNxiZ770kUme8Oe0A4Ojp6B/CkKf7ossd7LiIiIiIiIiJyaOVsj1986ftsvWtPF+N7N3Dzx/+Ni97yImr7JX35fJ601SDaubUz1tq8juLqU2gY09sYZQqu62LikMbWTZ2xxoa1lE44lUZz/3sTRQTaO/VERERERERERB4TtrHZevdDXWP1XRWyuDfsc22HtDbZMx5MjFEoFKb1+zzXJZoY6xmPq5N4njfNWYvMLwoIRUREREREROQxk6YpxaG+rjHj2BjH7n02S8kct2fczuWJomhavy9JU4yf6xk3fo4kSaY5a5H5RQGhiIiIiIiIiDxmQmKedNXl2G77ljPLsjh75GlEWe9FgrV6nfzCxV0BnymUcApFgiCY1u9rtVp4g0NdNZxSGbxc+85DEelx2O8gFBEREREREZHHl2VZ5HM5jDGEUUR4CDv5+r5PEmcYY5FmCVEU4Q3meOY1v0er0sAv54nShFYUYIyhWChABkmW0mg0mKzVKK9YDWkCliHNYLxy4MYilmXhux5WBjEpURQxNllhYOVqTJaBZRGnGeOTvUeXRaRNAaGIiIiIiIjIPOI4DoN9ZYJdO0jDgOLAAgp9fUw8Qgg3XcZyWLdmE5//+38ll8/x2j/6PfoXlNshJBFWziIMGwDkfJ9yoUBzx1ZIYpzyAIN9/YxXJtk9zcDScRzylsf937md+u4Kx114Gv2rFmHZFsQxrd07wLLwh5fgex6tae5CFJlvFBCKiIiIiIiIzCP95RK1tb8mi9t3+sW1CvmlK8j5/kEFaJ7nsXnDdl750jd1xr534818/bufx/Ha3YP37SBcKhSoPbR3HtQquIuWUSoWqdXr0/qdedvnpr/8Mq1KO3Tcfs96znv1FSw9dRm1tfd3nosqE5RPOE0BocgB6A5CERERERERkXnCGANxvDeU2yMY20nuIDv82sbmS5/7WtdYGITc+J83USwWu8YdxyEJWj3zSCfHcMz0ogpjDI3dlU44+LDmRJVw947uh7OMSF2MRQ5IAaGIiIiIiIjIPJFlGdYUAZyx7a7dfbNhGUPfQLlnfGBBf0/34DRNsezeLsaW7TDdaWRZhpubIvDLMiy798CkdQg+o8jRSgGhiIiIiIiIyDyRZRkJYBf3DfIs/MXLaRzk8dtWq8lVrxmh3FfqjC1fsZSnPu0pNJvNrmfTNAVjYwr77iy08IaXEuy3q/BAsizDKfoMn3RMZ8zYhoUnLsdbuAjL7A0gjedjF0tE0fRqi8w3uoNQREREREREZB6ZqFQZXHoMVhyThgFOsUyt2Tzo8CxNU/JFn69+57P85ObbyRdynP2kM7Adi2SKniMT1SqDy44labWIgxa5gQEarZBWqzXt31kPmzzpFZdT2z5Bffcki05eQWglTFZr9J9wCnG9hmUMJldgfPLgm7CIHK0UEIqIiIiIiIjMI5ZlEbdixtfvIKw2WXA8ZG7vcd/ZCPbsQnza5b9BmqYEQTBlOAjtQHH3xASe52Hn8uyemJzxEeAsy6gGdeyhHP3DBWrR3p2KO8fGcV2XLEmIm+Oz/kwi84ECQhEREREREZF5pODm+PEn/5PxDXsaeVjw1Dc+H29JmTA8QJo3Q/sfKX4kh+J3JknSc88hoCPFItOkOwhFRERERERE5gnLsohqrb3hIEAGv/rmj3FSRQQi85X+r19ERERERERkHsnS3mO8aZIC6vArMl8pIBQRERERERGZJ7Isw+8rUFo00DV+8jPPJTYKCEXmK91BKCIiIiIiIjKPNOIWF7/lRWy49T6q28ZYdcHp+ENFGmG7e7Bt22RZRpqmh3mmc4Peh8wHCghFRERERERE5pEkSagkNRY/5XiWWicQRhGNsIXjOAyUy6RRgGVZYLuMVyrzNhjrvI8wwDKGzLaZqFTn7fuQo5sCQhEREREREZF5KAiCzv+2LIvBvjK1h35Ntqfzr53LM7jiOHaPTxyuKR42nfex9tdk8Z73kS8weMyqefk+5OinOwhFRERERERE5rmc7xOO7eqEgwBJq0nabOC67mGc2eGRy+UIx3Z2wkGApNkgazVxHO21kqOPAkIRERERERGRec4YiywKe8azKMSY+RcdGMsiDXvfRzpP34cc/bSqRUREREREROa5IIxwBxf2jDvlAcIpgrKjXRCGeD3vw8It9xPts8tS5GihfbEiIiIiIiIi81wcx0T4FFYcR7BrB5Yx+IuW0ggCsiw73NN73MVxTJTPdb+PxUupNVvz8n3I0U8BoYiIiIiIiMgc5NgOSZzSaoXkcj6WDWmaHJLaxUKBvO9DlpGSUanVqdTqeJ5HbvFyACabLeI43juPZkAu72Nsi+QA8zDGkKUWcRRjjMF2DBnpjEI1Ywx5x8dK281CElKa8eMfVFaqNTzPI794ORkZk432+ziQUrFAzvch3ftOH+l5kblEAaGIiIiIiIjIHOM4DmM7J3ndVW9nbNc4uZzPtddfzVlPOu2gQ8JysYjdalDbsAbIMJ7P4LHHs3uyQhiGXUeKXddl1/ZxXn/V2xnbPUE+n+P9f301Zzzx1CnnYbB5x5vfx89vuxOA33rh5bzpna8lY/pBWckrcNtnvs2uNVsAOPa8Uzj1eedTCxoH9blnY//3cSB9pSKmUaO2/kEAjO8zuPIEdk9OkqbpYz1NkYOmOwhFRERERERE5pg4SnnPn3yQsV3jALRaAX/21g+RHYINhDnPpbV9M9DekZeGAc3tWyjk8z3PRmHMe/74g4ztngCg2Wzxp3889Tw8z+Nb3/yfTjgI8B9f/y5rH1iPbdvTmpvv+2z82a874SDA+lvvo759cto1Hm+WZeG5Lq0dWztjaRDQ2rGFQj53GGcmMn0KCEVERERERETmGGNZPHj/Q11jrVZAq9U6uLrGkEzRrThtNXDs3ojAsgwP/rp7Hs1mi6AV9DybZRl33H53z/jdv7wXx5neAUaDxdjarT3j4+u2TbvG480YQxr0vo+k1cQ2czPUFNmfAkIRERERERGRucaC8y48t2towdAAudzB7UhL0xTj+WBZXeNOqZ8wmuoYcMaTf+OJXSNDwwvw837vlC2Ly599Sc/4hZecN+3Ov0mWsvzs43vGF5927JztHpwkCbafA7rfqVvuI9IdhHKEUEAoIiIiIiIiMtdYGdf85ds5/6lPwrIsTjx5NZ/8p+uwHevR/+6jqDeaFI89HuN5ALj9g3gLF9GcYneisS3ed907Oe/Cc9vzOGU1n/zCR6acRxiGnHvembz6Db9LPp9jYLCfP/3AnzA0NDDte/jCMGTBics4+RnnYnsOXjHHOb/7dEzRm9N3+dWae96p6wEWbv8g7uDwlO9UZC6yjqL23NmWLVse/akj1MKFC9m1a9fhnoYcYbRuZKa0ZmQ2tG5kprRmZDa0bmQ2jvR1Y4yBzIIM0izDcc0h64rruS7FQh5jDGEYUWs0Dtgl+OHOxBbd83BdlyhMsCyrvSHRykjTFMdxSeIUsgzHs2e18y/n+biWQ5ZlRCQEYe8R3sfCwawZz/Mo5XNYxhCEEfVHeKdydJnL3zXLli2D/be3TmFuHuAXERERERERmee6dsxZEMeHbgddGEWEk9ML7h6eR7bPPIxlc9/da3jfu65j547dXHL5BVz9vjdjWRlxHHXmHEWzm3MrDGjx+ISCh0oYhoxNo+OxyFykI8YiIiIiIiIiMiNpkvHm17yb7dt2kqYp3/vOzXzq41/EtrUPSeRIpIBQRERERERERKbNGMPG9ZuJ46Rr/Ec//ClRMDcbiYjII1NAKCIiIiIiIiLTlqYpS5cv7hk/7YyTcFztIBQ5EikgFBEREREREZEZcT2Xd/z5H+J6LgDHnXAsb7n6D8iYu52GReTAFO2LiIiIiIiIyIxkJFz+nIt5+jMvIooiPM/FPoRdlkXk8aWAUERERERERERmLEkTMOD6NhnpIe2yLCKPLx0xFhERERERERERmccUEIqIiIiIiIiIiMxjCghFRERERERERETmMQWEIiIiIiIiIiIi85ialIiIiIiIiIjIYVMoFEjTjCxLCYLgkNU1xpDzfTKg1WqRZdkhqy1ytFFAKCIiIiIiIiKPO9/3iYKYz//DKJvWb+GFI8/m+JNWkWTxQdcu5PMUPJdg904sYygNDVOpNwjC8BDMXOToo4BQRERERERERB53UZjwypE3sXnjNgC+8x838f6PXs3Fl51Po9GYdV3btil4LrU193XGwond9J1wKjvHFBCKTEV3EIqIiIiIiIjI48q2bbZs3NYJBx/2hU+N0qg1D6q273sEu3d0D6YpUXUSz/MOqrbI0UoBoYiIiIiIiIg8rrIsw/XcnvFczgfLOsjiYE1RwzJG9xCKHIACQhERERERERF5XKVpyvDiIU4/85TOmDGGN/zJq8gX/IOq3QoC/IWLwdobeViui10sE0XRQdUWOVrpDkIRERERERERedwZGz72D+/nZ7fewYZ1m3jGsy+lWC7QbB7cEeM0TanUG/SdeCpRZQKMwSn1MVGpHqKZixx9FBCKiIiIiIiIyOMujtvdii942pO46Onn0Wg0SNOD72AMEIQhO8dCfN8nyzLCsfFDUlfkaKWAUEREREREREQOm4PdMfhIgiB4zGqLHE10B6GIiIiIiIiIiMg8Nu2AcGRk5KUHGH/JoZuOiIiIiIiIiIiIPJ5msoPwMwcY/4dDMRERERERERERERF5/D3qHYQjIyOr9/xPMzIychxg7fPHq4HWYzExERERERERkfnEstr/73aWZYd5JiIy30ynScmDQEY7GFyz359t+//t3X2QZXV95/FPT/c8qKMMQ4/oCAqs4EazBl3XuEUe2ERTYlxxt+JvyYOia0I0apKKqURNlRprrTImMTEVd1fic0VDvjGaoKUSNavW1voUXGOiREVkBUFgFHBwZGZ6uvePvoMNTA/d7dw+d/r3elXdou/p27e/XfXj9O33nHtOkpcf45kAAACgG9PT01k4lHxrzy2ZmZnJ/U7YnmxayPz8/NCjAZ24x0BYVZuSpLX20ar68fGPBAAAAP1YmJ/KRb/wwlz9la8lSc7+tz+Y33/dy5IIhMD6WPE5CMVBAAAAOLa2bNmSS9/5gTviYJJ89vJ/zmcv/3w2b9484GRAT1byFuMkyej8g69McnaS7Us/V1UPPsZzAQAAQAem8pUvXX23rVddeXUe8+8fuf7jAF1acSBM8o4snoPwhUn2jWccAAAA6Mf8/KGc/7Tz8v5LP3zHtqmpqTz+vB/PwYMHB5wM6MlqAuEjkpxTVU6CAAAAAMfA3NxczjjzwfndV/9W3vz6S7Jly+a84Dd/Mdvvd28XKQHWzWoC4ceSPCrJ5WOaBQAAALozv3AoP/ITP5zHnvPoTCXZsm1zDhw4MPRYQEeOGghba69YcvfqJJe11t6V5BtLH1dVLz32owEAAEAfDh48kKnRZUTFQWC93dMRhKfe5f57kmw+wnYAAAAA4Dh01EBYVc9ar0EAAAAAgPW34nMQttbOWOZT+5Nc7+IlAAAAAHD8Wc1FSq5MsjD6eGrJx0ky31q7NMmvVNUNx2o4AAAAAGC8Nq3isb+U5O1JzkqyLcnDkvx5kl9J8m+yGBtfd6wHBAAAAADGZzVHEP5ukodW1e2j+1e21p6b5EtV9frW2jOTfPlYDwgAAAAAjM9qjiDclOS0u2x7cJLp0ce3ZXXBEQAAAAAY2GqC3h8n+fvW2puTXJPklCTPGm1Pkp9O8vFjOx4AAAAAME4rDoRV9erW2ueSPC3Jo5Ncn+TZVfWB0ef/JsnfjGVKAAAAAGAsVvWW4FEM/MCYZgEAAAAA1tlRA2Fr7Xeq6pWjj1+x3OOq6qXHejAAAAAAYPzu6QjCU5Z8fOo4BwEAAAAA1t9RA2FVPXfJx88a/zgAAAAAwHpa1TkIW2s/kORnkpxcVc9vrT0sydaq+txYpgMAAAAAxmrTSh/YWntako8leVCSZ4w23zfJa8YwFwAAAACwDlYcCJO8IskTquo5SQ6Ntv1jkh865lMBAAAAAOtiNYHw/lkMgkmysOS/C0d+OAAAAAAw6VYTCC9P8vS7bLsgyaeO3TgAAAAAwHpazUVKXpDkg621Zye5T2vtsiRnJfmpsUwGAAAAAIzdagLh1iT/OsmTk7w3yTVJ3ltVt41jMAAAAABg/FbzFuPDUfDnkswl+VKS74xjKAAAAABgfaw4EFbVg5P8uyR/k+SRSf4qyc2ttfeOaTYAAAAAYMxWcwRhquqqJP8nyceTfCLJoSxe3RgAAAAAOA6t+ByErbVLkpyT5OtJPpLk7UmeU1V7xzMaAAAAADBuqzmC8DFZPGLwH0e3z4qDAAAAAHB8W805CB+a5HFJ/j7JjyR5f2vtS621N4xrOAAAAABgvFZ7DsJvJPlikiuTXJ3kAUnOO/ZjAQAAAADrYTXnILw0i0cO7k3y0STvSfKbVfXlMc0GAAAAAIzZigNhkncl+bWq+uq4hgEAAAAA1teKA2FVvWWMcwAAAAAAA1jVOQgBAAAAgI1FIAQAAACAjgmEAAAAANAxgRAAAAAAOiYQAgAAAEDHBEIAAAAA6JhACAAAAAAdEwgBAAAAoGMCIQAAAAB0TCAEAAAAgI4JhAAAAADQMYEQAAAAADomEAIAAABAxwRCAAAAAOiYQAgAAAAAHRMIAQAAAKBjAiEAAAAAdEwgBAAAAICOCYQAAAAA0DGBEAAAAAA6JhACAAAAQMcEQgAAAADomEAIAAAAAB2bGXqAJGmtTSf5hyRfr6ont9ZOT3JJkp1JPpPk6VV1YMgZAQAAAGAjmpQjCH8tyRVL7v9ekj+qqjOT3Jzk2YNMBQAAAAAb3OCBsLV2SpKfTvKG0f2pJD+R5J2jh7w1yVOHmQ4AAAAANrbBA2GSP07yW0nmR/dPSnJLVc2N7l+b5EFDDAYAAAAAG92g5yBsrT05yY1VdXlr7dzR5qkjPHRhma+/KMlFSVJVmZ2dHcuck2BmZmZD/3yMh3XDalkzrIV1w2pZM6yFdcNaWDesljXDWmyEdTP0RUrOSfKU1tqTkmxLcr8sHlG4o7U2MzqK8JQk1x3pi6vq4iQXj+4u7NmzZx1GHsbs7Gw28s/HeFg3rJY1w1pYN6yWNcNaWDeshXXDalkzrMUkr5vdu3ev6HGDvsW4ql5cVadU1WlJLkjy91X180n+V5KfGT3swiR/O9CIAAAAALChTcI5CI/kt5P8Rmvtyiyek/CNA88DAAAAABvS0G8xvkNVfSTJR0YfX5XksUPOAwAAAAA9mNQjCAEAAACAdSAQAgAAAEDHBEIAAAAA6JhACAAAAAAdEwgBAAAAoGMCIQAAAAB0TCAEAAAAgI4JhAAAAADQMYEQAAAAADomEAIAAABAxwRCAAAAAOiYQAgAAAAAHRMIAQAAAKBjAiEAAAAAdEwgBAAAAICOCYQAAAAA0DGBEAAAAAA6JhACAAAAQMcEQgAAAADomEAIAAAAAB0TCAEAAACgYwIhAAAAAHRMIAQAAACAjgmEAAAAANAxgRAAAAAAOiYQAgAAAEDHBEIAAAAA6JhACAAAAAAdEwgBAAAAoGMCIQAAAAB0TCAEAAAAgI4JhAAAAADQMYEQAAAAADomEAIAAABAxwRCAAAAAOiYQAgAAAAAHRMIAQAAAKBjAiEAAAAAdEwgBAAAAICOCYQAAAAA0DGBEAAAAAA6JhACAAAAQMcEQgAAAADomEAIAAAAAB0TCAEAAACgYwIhAAAAAHRMIAQAAACAjgmEAAAAANAxgRAAAAAAOiYQAgAAAEDHBEIAAAAA6JhACAAAAAAdEwgBAAAAoGMCIQAAAAB0TCAEAAAAgI4JhAAAAADQMYEQAAAAADomEAIAAABAxwRCAAAAAOiYQAgAAAAAHRMIAQAAAKBjAiEAAAAAdEwgBAAAAICOCYQAAAAA0DGBEAAAAAA6JhACAAAAQMcEQgAAAADomEAIAAAAAB0TCAEAAACgYwIhAAAAAHRMIAQAAACAjgmEAAAAANAxgRAAAAAAOiYQAgAAAEDHBEIAAAAA6JhACAAAAAAdEwgBAAAAoGMCIQAAAAB0TCAEAAAAgI4JhAAAAADQMYEQAAAAADomEAIAAABAxwRCAAAAAOiYQAgAAAAAHRMIAQAAAKBjAiEAAAAAdEwgBAAAAICOCYQAAAAA0DGBEAAAAAA6JhACAAAAQMcEQgAAAADomEAIAAAAAB0TCAEAAACgYwIhAAAAAHRMIAQAAACAjgmEAAAAANAxgRAAAAAAOiYQAgAAAEDHBEIAAAAA6JhACAAAAAAdEwgBAAAAoGMCIQAAAAB0TCAEAAAAgI4JhAAAAADQMYEQAAAAADomEAIAAABAxwRCAAAAAOiYQAgAAAAAHRMIAQAAAKBjAiEAAAAAdEwgBAAAAICOCYQAAAAA0DGBEAAAAAA6JhACAAAAQMcEQgAAAADo2MyQ37y1dmqStyV5QJL5JBdX1WtbazuT/GWS05JcnaRV1c1DzQkAAAAAG9XQRxDOJXlhVf1AkscleV5r7eFJXpTkw1V1ZpIPj+4DAAAAAMfYoIGwqq6vqs+MPt6b5IokD0pyfpK3jh721iRPHWZCAAAAANjYhj6C8A6ttdOSPCrJJ5OcXFXXJ4sRMcn9BxwNAAAAADasQc9BeFhrbXuSv07y61X17dbaSr/uoiQXJUlVZXZ2dnxDDmxmZmZD/3yMh3XDalkzrIV1w2pZM6yFdcNaWDesljXDWmyEdTO1sLAw6ACttc1J3pvksqp6zWjbF5OcW1XXt9YemOQjVfWwe3iqheuuu27M0w5ndnY2e/bsGXoMjjPWDatlzbAW1g2rZc2wFtYNa2HdsFrWDGsxyetm9+7dSTJ1T48b9C3GrbWpJG9McsXhODhyaZILRx9fmORv13s2AAAAAOjB0G8xPifJ05P8U2vts6NtL0nyqiTVWnt2kq8ledpA8wEAAADAhjZoIKyq/53lD3P8yfWcBQAAAAB6NDFXMQYAAAAA1p9ACAAAAAAdEwgBAAAAoGMCIQAAAAB0TCAEAAAAgI4JhAAAAADQMYEQAAAAADomEAIAAABAxwRCAAAAAOiYQAgAAAAAHRMIAQAAAKBjAiEAAAAAdEwgBAAAAICOCYQAAAAA0DGBEAAAAAA6JhACAAAAQMcEQgAAAADomEAIAAAAAB0TCAEAAACgYwIhAAAAAHRMIAQAAACAjgmEAAAAANAxgRAAAAAAOiYQAgAAAEDHBEIAAAAA6JhACAAAAAAdEwgBAAAAoGMCIQAAAAB0TCAEAAAAgI4JhAAAAADQMYEQAAAAADomEAIAAABAxwRCAAAAAOiYQAgAAAAAHRMIAQAAAKBjAiEAAAAAdEwgBAAAAICOCYQAAAAA0DGBEAAAAAA6JhACAAAAQMcEQgAAAADomEAIAAAAAB0TCAEAAACgYwIhAAAAAHRMIAQAAACAjgmEAAAAANAxgRAAAAAAOiYQAgAAAEDHBEIAAAAA6JhACAAAAAAdEwgBAAAAoGMCIQAAAAB0TCAEAAAAgI4JhAAAAADQMYEQAAAAADomEAIAAABAxwRCAAAAAOiYQAgAAAAAHRMIAQAAAKBjAiEAAAAAdEwgBAAAAICOCYQAAAAA0DGBEAAAAAA6JhACAAAAQMcEQgAAAADomEAIAAAAAB0TCAEAAACgYwIhAAAAAHRMIAQAAACAjgmEAAAAANAxgRAAAAAAOiYQAgAAAEDHBEIAAAAA6JhACAAAAAAdEwgBAAAAoGMCIQAAAAB0TCAEAAAAgI4JhAAAAADQMYEQAAAAADomEAIAAABAxwRCAAAAAOiYQAgAAAAAHRMIAQAAAKBjAiEAAAAAdEwgBAAAAICOCYQAAAAA0DGBEAAAAAA6JhACAAAAQMcEQgAAAADomEAIAAAAAB0TCAEAAACgYwIhAAAAAHRMIAQAAACAjgmEAAAAANAxgRAAAAAAOiYQAgAAAEDHBEIAAAAA6JhACAAAAAAdEwgBAAAAoGMCIQAAAAB0TCAEAAAAgI4JhAAAAADQMYEQAAAAADomEAIAAABAxwRCAAAAAOiYQAgAAAAAHRMIAQAAAKBjAiEAAAAAdEwgBAAAAICOCYQAAAAA0DGBEAAAAAA6JhACAAAAQMcEQgAAAADomEAIAAAAAB2bGXqA5bTWnpjktUmmk7yhql418EiD2bVrVxYWFoYeAwAAANbNzMxispibmxv0OXo1PT2dTZs25eDBg0OPwjqYyCMIW2vTSV6X5LwkD0/ys621hw871fqbnZ3NybMn5dDeW5Pvficnz56UnTt3Dj0WAAAAjM2WzZszu/PE3HdmKvfbMpPZE0/M9PT0uj9HrzZt2pSdO07ICffamu2bFrLrxBOzbdvWocdizCb1CMLHJrmyqq5KktbaJUnOT/KFQadaRyeccEKm5+dz65VfSObnkyTTW7dl++lnDTwZAAAAjMfU1FRO2L49t33lX7Jw6FCSZNOWrTnxtIdmz7du/v6e4yEPzZ6bV/YcPdtx3/tm/3XX5NC+2xY3TE1l+xlnZW7ukCMxN7CJPIIwyYOSXLPk/rWjbd3Ytnlzvnvj9XfEwSQ5tP/2zO27Lbt27RpwMgAAABiPbdu2Zf83b7wj7CXJ/IH9OfSd27J58+bv7zn2rfw5erVp06ZMLcx/Lw4mycJCbr/h+tzbUYQb2qQeQTh1hG13Owlfa+2iJBclSVVldnZ23HOtm4UkC4fuXuYXDs1lampqQ/2sjM/MzIy1wqpYM6yFdcNqWTOshXXDWlg3x5+pqWT/t79190/MH8qOHSet6Pz8m5LcfsTnmM+OHTuP+hzWTJL9373bpoVDc9m2dVu2bLvXAANNvo2wbiY1EF6b5NQl909Jct1dH1RVFye5eHR3Yc+ePesw2vrYtWtXts7ePwf33vq9jVObsvm+J+SGG28cAcyjawAACvlJREFUbjCOK7Ozs9lI/18wftYMa2HdsFrWDGth3bAW1s3xZ3p6Ojt27sqBW5e8FXhqKjPb75c9e/asKBB+P89hzSSzJ56YqemZOx20tGXnrty6d2/2Hzgw4GSTa5LXze7du1f0uEkNhJ9OcmZr7fQkX09yQZKfG3ak9XXTTTfl5NmTsv20M7N/zw2Zmp7OtpN3Z37e1YwBAADYmA4dOpT9h+Zzn9PPzIE9NyabNmXrrgdk777vrigO3uk5TjszB7659Dn2rfg5enbrbbdlxxkPy/4938j8wQPZcuJs5jdvyf5v7x16NMZoIs9BWFVzSZ6f5LIkVyxuqs8PO9X6u2HPNzN1r3vnXqc8JPfafWoOLiQ3fesIh0kDAADABnHbvn259bv7s7Dz/pk/4aTcvPe23L5//+qf4/bvPce3vr131c/Rq4MHD+abt96aue07MnXSA7J3bj63iIMb3qQeQZiqel+S9w09x9BuuummJIuHq97saksAAAB0YG5uLrd9n1fMPRbP0av5+fns++7dz0XIxjWRRxACAAAAAOtDIAQAAACAjgmEAAAAANAxgRAAAAAAOiYQAgAAAEDHBEIAAAAA6JhACAAAAAAdEwgBAAAAoGMCIQAAAAB0TCAEAAAAgI4JhAAAAADQMYEQAAAAADomEAIAAABAxwRCAAAAAOiYQAgAAAAAHRMIAQAAAKBjAiEAAAAAdEwgBAAAAICOCYQAAAAA0DGBEAAAAAA6JhACAAAAQMcEQgAAAADomEAIAAAAAB0TCAEAAACgYwIhAAAAAHRsamFhYegZjpUN84MAAAAAwDEydU8P2EhHEE5t5Ftr7fKhZ3A7/m7Wjdtqb9aM21pu1o3bam/WjNtabtaN21pu1o3bam/WjNtabsfBurlHGykQAgAAAACrJBACAAAAQMcEwuPHxUMPwHHJumG1rBnWwrphtawZ1sK6YS2sG1bLmmEtjvt1s5EuUgIAAAAArJIjCAEAAACgYzNDD8DRtdaemOS1SaaTvKGqXjXwSEyg1tqpSd6W5AFJ5pNcXFWvba29PMkvJblp9NCXVNX7hpmSSdRauzrJ3iSHksxV1WNaazuT/GWS05JcnaRV1c1DzcjkaK09LItr47Azkrw0yY7Y17BEa+1NSZ6c5Maq+sHRtiPuW1prU1l8rfOkJPuSPLOqPjPE3AxrmXXz+0n+Y5IDSb6S5FlVdUtr7bQkVyT54ujLP1FVz1n/qRnSMmvm5Vnmd1Jr7cVJnp3F1z2/WlWXrfvQDG6ZdfOXSR42esiOJLdU1dn2NSRH/Xt7Q722EQgnWGttOsnrkjwhybVJPt1au7SqvjDsZEyguSQvrKrPtNbum+Ty1toHR5/7o6r6gwFnY/L9h6ras+T+i5J8uKpe1Vp70ej+bw8zGpOkqr6Y5Ozkjt9RX0/y7iTPin0Nd/aWJH+axRfThy23bzkvyZmj2w8n+R+j/9Kft+Tu6+aDSV5cVXOttd9L8uJ873fSV6rq7PUdkQnzltx9zSRH+J3UWnt4kguSPCLJ7iQfaq2dVVWH1mNQJspbcpd1U1X/5fDHrbU/THLrksfb17Dc39vPzAZ6beMtxpPtsUmurKqrqupAkkuSnD/wTEygqrr+8L9IVNXeLP4r14OGnYrj2PlJ3jr6+K1JnjrgLEyun8ziC+b/N/QgTJ6q+liSb91l83L7lvOTvK2qFqrqE0l2tNYeuD6TMkmOtG6q6u+qam509xNJTln3wZhYy+xrlnN+kkuqan9VfTXJlVn8e4vOHG3djI78akn+Yl2HYqId5e/tDfXaRiCcbA9Kcs2S+9dG9OEejA6Df1SST442Pb+19rnW2ptaaycONxkTaiHJ37XWLm+tXTTadnJVXZ8s/jJMcv/BpmOSXZA7v3i2r+GeLLdv8XqHlfqvSd6/5P7prbX/21r7aGvtR4caiol0pN9J9jWsxI8muaGqvrxkm30Nd7jL39sb6rWNQDjZpo6wzWWnWVZrbXuSv07y61X17SweyvyvsviWwOuT/OGA4zGZzqmqR2fxMPjntdZ+bOiBmHyttS1JnpLkr0ab7Gv4fni9wz1qrf1OFt/i9fbRpuuTPLiqHpXkN5K8o7V2v6HmY6Is9zvJvoaV+Nnc+R9A7Wu4wxH+3l7Ocbm/EQgn27VJTl1y/5Qk1w00CxOutbY5izurt1fVu5Kkqm6oqkNVNZ/kz+JtFNxFVV03+u+NWTyX3GOT3HD4EPjRf28cbkIm1HlJPlNVNyT2NazYcvsWr3c4qtbahVm8oMDPV9VCkozeJvrN0ceXZ/ECJmcNNyWT4ii/k+xrOKrW2kyS/5wlF2Szr+GwI/29nQ322kYgnGyfTnJma+300dEaFyS5dOCZmECjc2W8MckVVfWaJduXnufgPyX55/WejcnVWrvP6CS7aa3dJ8lPZXGNXJrkwtHDLkzyt8NMyAS707+u29ewQsvtWy5N8ozW2lRr7XFJbj38dh1orT0xiyd8f0pV7VuyfdfoYklprZ2RxRPBXzXMlEySo/xOujTJBa21ra2107O4Zj613vMx0R6f5F+q6trDG+xrSJb/ezsb7LWNqxhPsNHV2p6f5LIk00neVFWfH3gsJtM5SZ6e5J9aa58dbXtJkp9trZ2dxcOZr07yy8OMx4Q6Ocm7W2vJ4u+Dd1TVB1prn05SrbVnJ/lakqcNOCMTprV27yRPyJ33J6+2r2Gp1tpfJDk3yWxr7dokL0vyqhx53/K+JE/K4gUD9mXxqth0aJl18+IkW5N8cPT76hNV9ZwkP5bkFa21uSSHkjynqlZ6sQo2iGXWzLlH+p1UVZ9vrVWSL2Tx7erPcwXjPh1p3VTVG3P38ysn9jUsWu7v7Q312mZqYWHi3wYNAAAAAIyJtxgDAAAAQMcEQgAAAADomEAIAAAAAB0TCAEAAACgYwIhAAAAAHRMIAQAIEnSWru6tfb4NXzd51tr547zewAAMD4zQw8AAMDxraoecSyeZxQZ/7yqTjkWzwcAwMo4ghAAAAAAOja1sLAw9AwAAEyA1trVSf40yTOSPCTJB5JcWFW3t9aenOS/JTktyReSPKeqPrfk636xqj7UWrtXkv+Z5ClJvpHkzUl+9fBRgct9jyTTSfYk2Zpk32iks6rqurH+0AAAOIIQAIA7aUmemOT0JI9M8szW2qOTvCnJLyc5Kcnrk1zaWtt6hK9/WRYj4hlJnpDkF1byParqO0nOS3JdVW0f3cRBAIB14ByEAAAs9SeHw1xr7T1Jzk7yQ0leX1WfHD3mra21lyR5XJKP3uXrW5LnVtXNSW5urf1Jkpev4HsAADAQgRAAgKW+seTjfUl2J9mZ5MLW2guWfG7L6HN3tTvJNUvuX3OExxzpewAAMBCBEACAe3JNkldW1StX8Njrk5ySxfMUJsmpq/g+To4NADAAgRAAgHvyZ0ne3Vr7UJJPJbl3knOTfKyq9t7lsZXkxa21T48e9/xVfJ8bkpzUWjuhqm79/scGAGAlXKQEAICjqqp/SPJLWbz68M1JrkzyzGUe/ook1yb5apIPJXlnkv0r/D7/kuQvklzVWrulteatxwAA62BqYcE7OQAAGI/W2nOTXFBVPz70LAAAHJm3GAMAcMy01h6Y5IwkH09yZpIXZvHIQwAAJpRACADAsbQlyeuTnJ7kliSXJPnvg04EAMBReYsxAAAAAHTMRUoAAAAAoGMCIQAAAAB0TCAEAAAAgI4JhAAAAADQMYEQAAAAADomEAIAAABAx/4/FRj317dR6jUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"height\", y=\"weight\", hue=\"position_raw\", data=wyscout)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Matriz de correlaciones de las variables numéricas \n", + "Seleccionar únicamente las variables numéricas de la base de datos y graficar un heatmap y un pairplot." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "wyscout_numerical = wyscout.select_dtypes(include=['number'])\n", + "sns.heatmap(wyscout_numerical.corr(), xticklabels=wyscout_numerical.corr().columns, yticklabels=wyscout_numerical.corr().columns, annot=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(wyscout_numerical, hue='position_raw');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ¿Cuál es la relación entre el Valor de Mercado y la posición en el campo? \n", + "¿Cuántas posiciones considera Wyscout? (.unique()). \n", + "Graficar un boxplot con el valor de mercado en el eje y, agrupando por posiciones en el eje de las x. \n", + "Posteriormente, hacer dos gráficos similares pero esta vez agrupando los datos por nacionalidad" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='position_raw', y = 'market_value', data=wyscout);" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='local', y = 'market_value', data=wyscout);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ordenar de forma ascendente el valor de mercado de los jugadores de cada equipo. Posteriormente, hacer una gráfica lineal con los jugadores en el eje x y el valor de mercado en el eje y. ¿Cuáles son los equipos que se comportan de forma lineal, cóncava o convexa? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Pendiente" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ¿Cuál es la relación entre la edad de los jugadpres y la posición en el campo?\n", + "Graficar un boxplot con la edad en el eje y, agrupando por posiciones en el eje de las x. Posteriormente, hacer dos gráficos similares pero esta vez agrupando los datos por nacionalidad." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='position_raw', y = 'age', data=wyscout);" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtQAAAENCAYAAAAv9PKKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAFBRJREFUeJzt3X+M53V9J/Dn7jJFDMIGxwUGFsUqST1zau9C4PBa4xm1LUQu6b3j2nLa4u1d0+tZbV3Ua8VaTcumFf3DNN0Cp96Z9V4HGgvnXWoUMRj1BKLiBVspRRaXZd3CgtyPZXZ37o/5olu6HjP7nvl8vrM8Hslm5vNrvs8ls5888+b9eX/WLSwsBAAAODbrxw4AAABrmUINAAAdFGoAAOigUAMAQAeFGgAAOijUAADQQaEGAIAOCjUAAHRQqAEAoMMJYwc4Bl7tCADAUNY91QlrsVBn9+7dY0cAAOA4Nzc3t6TzTPkAAIAOCjUAAHRQqAEAoINCDQAAHRRqAGAU+/fvz1VXXZVHHnlk7CjQRaEGAEZx44035jvf+U5uvPHGsaNAF4UaABjc/v3786UvfSkLCwu59dZbjVKzpinUAMDgbrzxxhw+fDhJcvjwYaPUrGkKNQAwuK985Ss5dOhQkuTQoUP58pe/PHIiOHYKNQAwuAsuuCAbNmxIkmzYsCEXXnjhyIng2CnUAMDgLrnkkqxfv1hD1q9fn0suuWTkRHDsThjyw1prG5LcluR7VXVxa+0jSX42yRNPIrypqr4+ZCYAYHgbN27MRRddlFtuuSUvf/nLc+qpp44dCY7ZoIU6yVuS3JXklCP2vb2qrh84BwAwsksuuSS7d+82Os2aN9iUj9ba2Ul+Ick1Q30mADC9Nm7cmCuuuMLoNGvekCPUH0yyLcmznrT//a21dyf5XJJ3VNWBATMBAECXQQp1a+3iJHur6vbW2iuOOPTOJHuS/ESSHUmuSPLeo1y/NcnWJKmqzM7OrnpmAABYinULCwur/iGttT9IclmSg0mekcU51J+sql8+4pxXJPntqrr4KX7cwu7du1crKgAAJEnm5uaSZN1TnTfIHOqqemdVnV1Vz0vy+iSfr6pfbq2dmSSttXVJLk3yrSHyAADAShl6lY8n+3hr7TlZbP5fT/JvRs4DAADLMsiUjxVmygcAAKtuqqZ8AADA8UqhBgCADgo1AAB0UKgBAKCDQg0AAB0UagAA6KBQAwBAB4UaAAA6KNQAANBBoQYAgA4KNQAAdFCoAQCgg0INAAAdFGoAAOigUAMAQAeFGgAAOijUAADQQaEGAIAOCjUAAHRQqAEAoINCDQAAHRRqAADooFADAEAHhRoAADoo1AAA0OGEIT+stbYhyW1JvldVF7fWzk3yiSSnJbkjyWVV9fiQmQAAoMfQI9RvSXLXEdtXJbm6ql6Y5OEklw+cBwAAugxWqFtrZyf5hSTXTLbXJXllkusnp3w0yaVD5QEAgJUw5JSPDybZluRZk+1nJ9lfVQcn2/cnOWvAPAAwuJ07d2bXrl1jx5gKDz74YJLk9NNPHznJdNi8eXO2bNkydgyOwSCFurV2cZK9VXV7a+0Vk93rjnLqwo+5fmuSrUlSVZmdnV2VnACw2k466aTMzMyMHWMqPP744mNT/nssOumkk3ScNWrdwsJRO+yKaq39QZLLkhxM8owkpyT5VJLXJDmjqg621i5M8p6qes1T/LiF3bt3r2peAGD1bd++PUmybdu2kZPA0c3NzSVHHwT+OwaZQ11V76yqs6vqeUlen+TzVfVLSW5O8ouT096Y5NND5AEAgJUy9jrUVyR5W2vt7izOqb525DwAALAsg65DnSRV9YUkX5h8f0+S84fOAAAAK2XsEWoAAFjTFGoAAOigUAMAQAeFGgAAOijUAADQQaEGAIAOCjUAAHRQqAEAoINCDQAAHRRqAADooFADAEAHhRoAADoo1AAA0EGhBgCADgo1AAB0OGHsAKxdO3fuzK5du8aOMRUefPDBJMnpp58+cpLpsHnz5mzZsmXsGAAwCIUaVsCBAwfGjgAAjESh5pgZgfyR7du3J0m2bds2chIAYGjmUAMAQAeFGgAAOijUAADQQaEGAIAOCjUAAHRQqAEAoINCDQAAHRRqAADoMMiLXVprz0jyxSQnTj7z+qq6srX2kSQ/m+SRyalvqqqvD5EJAABWwlBvSjyQ5JVV9VhrbSbJra21/zY59vaqun6gHAAAsKIGKdRVtZDkscnmzOTPwhCfDQAAq2moEeq01jYkuT3JC5J8uKq+2lr7tSTvb629O8nnkryjqg4c5dqtSbYmSVVldnZ2qNiwJDMzM0nidxNgGdw7OV4MVqir6lCSl7bWNib5VGvtxUnemWRPkp9IsiPJFUnee5Rrd0yOJ8nCvn37hgkNSzQ/P58k8bsJsHTunUy7ubm5JZ03+CofVbU/yReSvLaqHqiqhcmo9H9Icv7QeQAAoMcghbq19pzJyHRaaycleVWSb7fWzpzsW5fk0iTfGiIPAACslKFGqM9McnNr7ZtJvpbks1V1U5KPt9buTHJnktkk7xsoDwAArIihVvn4ZpKXHWX/K4f4fAAAWC3elAgAAB0UagAA6KBQAwBAB4UaAAA6KNQAANBBoQYAgA4KNQAAdFCoAQCgg0INAAAdFGoAAOiw5FePt9bWJXlzki1JZqvqH7bWfibJGVVVqxUQAACm2XJGqN+b5PIkO5KcM9l3f5IrVjoUAACsFcsp1G9KcnFVfSLJwmTf3yR5/kqHAgCAtWI5hXpDkscm3z9RqE8+Yh8AADztLKdQfybJB1prJyY/nFP9+0luXI1gAACwFiynUL8tyVySR5KcmsWR6efGHGoAAJ7GlrzKR1U9muTS1trpWXwocVdV7Vm1ZAAAsAYsZ9m8J0azvz/5k9ba+qo6vBrBAABgLVhyoU5yMD96GPGHWmsHk+xO8skkV1aVhxQBAHjaWM4c6t9I8vkkr07yU0lek+RzSbYl+bUk/yTJB1c6IAAATLPljFC/LclPV9Ujk+2/aq3dluT2qvrJ1tqdSW5f8YQAADDFljNCfUqSZz5p3zOzuOJHkuxJctJKhAIAgLViOSPUH0vy2dbah5LsSnJ2krck+ejk+KuT/OXKxgMAgOm2nEL99iTfSfL6LK5HvTvJh5PsmBy/OckXVjIcAABMu+WsQ324tfapLBbp2SMOvSnJdVX1f1c4GwAATL3lrEN9aZL/mOTuJP8gyf9M8uIktya57imufUaSLyY5cfKZ11fVla21c5N8IslpSe5IcllVPX4Mfw8AABjFch5KfF+SX62qlyX5X5OvW7O0lT0OJHllVb0kyUuTvLa1dkGSq5JcXVUvTPJwksuXlR4AAEa2nDnU51TVf3nSvo9mcXWP3/7/XVhVC0meeOHLzOTPQpJXJnnDET/rPUn+ZBmZBrdz587s2rVr7BhMmfvuuy9Jsn379pGTMG02b96cLVu2jB0DgFW0nEK9t7V2elU9mOTe1tqFSfYl2bCUi1trG7I4mv2CLD7M+NdJ9lfVwckp9yc568dcuzWLo+GpqszOzh7ttEHs2bMn3/2rv8wZS/pb83RxwqHFrwf+2kI3/MieQ8nMzMyo9yyYZjMzM0ni3whr3nIK9Z8leXmSG5JcncVVPQ4n+eOlXFxVh5K8tLW2Mcmnsvi2xSf7e682n1y7Iz9aTWRh3759y4i9subn53PGhuTNp6wbLQOwNlzz6ELm5+cz5j0Lptn8/HyS+DfC1Jqbm1vSeUueQ11VV1XVDZPvP5bkvCT/qKp+dznBqmp/FpfXuyDJxtbaE6X+7CyuIAIAAGvGckao/46qum+p57bWnpNkvqr2t9ZOSvKqLD6QeHOSX8ziSh9vTPLpY80DAABjWM4qHz3OTHJza+2bSb6W5LNVdVOSK5K8rbV2d5JnJ7l2oDwAALAijnmEejmq6ptJXnaU/fckOX+IDAAAsBoGKdQAPL1ZcpSjseQoP85aW3JUoQZg1e3atSvfvvtvkpNPGzsK0+TQ4opZ397zyMhBmCqPPTR2gmVTqAEYxsmn5fBLLh47BTDl1n/jprEjLNtQDyUCAMBxSaEGAIAOCjUAAHRQqAEAoIOHEpdp7969+d8Hk2seXRg7CjDlHjiYPHPv3rFjALDKjFADAEAHI9TLtGnTphz4wcN58ynrxo4CTLlrHl3IiZs2jR0DgFVmhBoAADoo1AAA0EGhBgCADgo1AAB0UKgBAKCDQg0AAB0UagAA6KBQAwBAB4UaAAA6KNQAANBBoQYAgA4KNQAAdFCoAQCgg0INAAAdFGoAAOhwwhAf0lrbnORjSc5IcjjJjqr6UGvtPUn+VZLvT059V1V9ZohMAACwEgYp1EkOJvmtqrqjtfasJLe31j47OXZ1Vf3RQDkAAGBFDVKoq+qBJA9Mvv9Ba+2uJGcN8dmrYc+h5JpHF8aOwRT520OLX5+9YdwcTJc9h5Lnjh0CgFU31Aj1D7XWnpfkZUm+muSiJP+2tfYvk9yWxVHsh49yzdYkW5OkqjI7Oztc4Cc577zzMjMzM9rnM5323nNPkuTk5z9/5CRMkxckOffcc0e9Z00L901gOWZmZtbUvXPQQt1aOznJDUl+s6oeba39SZLfT7Iw+frHSX71yddV1Y4kOyabC/v27Rso8d936aWXjvbZTK/t27cnSd761reOnIRpNOY9a1rMz8+PHQFYQ+bn56fi3jk3N7ek8wYr1K21mSyW6Y9X1SeTpKoePOL4nyW5aag8AACwEgZZNq+1ti7JtUnuqqoPHLH/zCNO++dJvjVEHgAAWClDjVBflOSyJHe21r4+2feuJFtaay/N4pSPe5P864HyAADAihhqlY9bk6w7yiFrTgMAsKYNvsoHAE8/e/fuTR57LOu/4VEZ4Ck89rfZu/fA2CmWxavHAQCggxFqAFbdpk2b8tDhE3P4JRePHQWYcuu/cVM2bTp17BjLYoQaAAA6KNQAANBBoQYAgA4KNQAAdFCoAQCgg0INAAAdFGoAAOigUAMAQAeFGgAAOijUAADQQaEGAIAOCjUAAHRQqAEAoINCDQAAHRRqAADooFADAEAHhRoAADoo1AAA0OGEsQMA8DTx2ENZ/42bxk7BNPk/jy5+PemUcXMwXR57KMmpY6dYFoUagFW3efPmsSMwhe6775EkyTlnrK3yxGo7dc3dMxRqAFbdli1bxo7AFNq+fXuSZNu2bSMngT7mUAMAQIdBRqhba5uTfCzJGUkOJ9lRVR9qrZ2W5D8neV6Se5O0qnp4iEwAALAShhqhPpjkt6rqp5JckOTXW2svSvKOJJ+rqhcm+dxkGwAA1oxBCnVVPVBVd0y+/0GSu5KcleR1ST46Oe2jSS4dIg8AAKyUwR9KbK09L8nLknw1yelV9UCyWLpba5t+zDVbk2ydnJfZ2dmB0sLSzMzMJInfTYBlcO/keDFooW6tnZzkhiS/WVWPttaWdF1V7UiyY7K5sG/fvlVKCMdmfn4+SeJ3E2Dp3DuZdnNzc0s6b7BVPlprM1ks0x+vqk9Odj/YWjtzcvzMJHuHygMAACthkELdWluX5Nokd1XVB4449OdJ3jj5/o1JPj1EHgAAWClDTfm4KMllSe5srX19su9dSf4wSbXWLk9yX5J/MVAeAABYEYMU6qq6Ncm6H3P4nw2RAQAAVoM3JQIAQAeFGgAAOijUAADQQaEGAIAOCjUAAHRQqAEAoINCDQAAHYZ6sQvHoZ07d2bXrl1jx5gK9913X5Jk+/btIyeZDps3b86WLVvGjgEAg1CoYQWceOKJY0cAAEaiUHPMjEACAJhDDQAAXRRqAADooFADAEAHhRoAADqsW1hYGDvDci3s3r177AwAcEwsOfojTyw5es4554ycZDpYcnT6zM3NJcm6pzrPKh8AwCgsOcrxwgg1AAAcxVJHqM2hBgCADgo1AAB0UKgBAKCDQg0AAB0UagAA6KBQAwBAB4UaAAA6KNQAANBhTb7YZewAAAA8bRyXrx5/yr8UjKG1dltV/eOxcwCsJe6dHA9M+QAAgA4KNQAAdFCoYeXsGDsAwBrk3smatxYfSgQAgKlhhBoAADqsxVU+YOq01l6b5ENJNiS5pqr+cORIAFOttXZdkouT7K2qF4+dB3oYoYZOrbUNST6c5OeSvCjJltbai8ZNBTD1PpLktWOHgJWgUEO/85PcXVX3VNXjST6R5HUjZwKYalX1xSQPjZ0DVoJCDf3OSrLriO37J/sAgKcBhRr6He3tnZbPAYCnCYUa+t2fZPMR22cn2T1SFgBgYFb5gH5fS/LC1tq5Sb6X5PVJ3jBuJABgKF7sAiugtfbzST6YxWXzrquq948cCWCqtdZ2JnlFktkkDya5sqquHTUUHCOFGgAAOphDDQAAHRRqAADooFADAEAHhRoAADoo1AAA0EGhBlhjWmv3ttZetUo/+xWttftX42cDHK8UagAA6KBQAwBAB68eB1ijWmsnJrkqSZvsqiRXVNWByfHXJfm9JM9P8v0kv15V/7219itJtiU5e7L/qqr606HzAxwvjFADrF3/PskFSV6a5CVJzk/yO0nSWjs/yceSvD3JxiQ/k+TeyXV7k1yc5JQkv5Lk6tbaTw8ZHOB4YoQaYO36pSS/UVV7k6S19ntJ/jTJ7ya5PMl1VfXZybnfe+KiqvqvR/yMW1prf5Hknya5Y5DUAMcZhRpg7ZpL8t0jtr872Zckm5N85mgXtdZ+LsmVSc7L4v+pfGaSO1cvJsDxzZQPgLVrd5LnHrF9zmRfkuxK8pNPvmAy7/qGJH+U5PSq2pjF4r1udaMCHL+MUAOsXTuT/E5r7WtJFpK8O8l/mhy7NslftNZuSnJzkjOTPCuLUz9OzOLDiAcno9WvTvKtgbMDHDeMUAOsXe9LcluSb2ZxysYdk32pqv+RyQOHSR5JckuS51bVD5L8uyyuCPJwkjck+fPBkwMcR9YtLCyMnQEAANYsI9QAANBBoQYAgA4KNQAAdFCoAQCgg0INAAAdFGoAAOigUAMAQAeFGgAAOijUAADQ4f8BpeJb+1tl/tkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='local', y = 'age', data=wyscout);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ¿Los jugadores zurdos son mejor valorados por el mercado? \n", + "Los jugadores zurdos son un bien escaso, comprobar si el mercado los valora como tal. Graficar un boxplot con el valor de mercado en el eje y, agrupándo el eje x por el pie predilecto del jugador. \n", + "\n", + "Posteriormente, dibujar una gráfica similar pero con los Goles en el eje y. " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='foot', y = 'market_value', data=wyscout);" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='foot', y = 'goals', data=wyscout);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ¿El valor de mercado toma en cuenta la versatilidad? \n", + "Crea una nueva columna en la base de datos que tome en cuenta la cantidad de posiciones en las que se puede desempeñar cada jugador, donde:\n", + "\n", + "una = no es versátil. \n", + "dos = versatilidad promedio. \n", + "tres = versátil. \n", + "\n", + "Posteriormente, graficar un boxplot con el valor de mercado en el eje de las ordenadas y la versatilidad en el eje de las abscisas. " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "19" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(wyscout.positions[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Una descripción más adecuada de versatilidad\n", + "Que un jugador se haya desempeñado en el último año en tres posiciones distintas no necesariamente implica que es versátil. Un mejor criterio para evaluar la versatilidad sería el porcentaje de tiempo en el que jugó en su tercera posición. \n", + "\n", + "En primer lugar, realizar una gráfica de violín sobre el porcentaje de minutos jugados en una tercera posición. Antes de graficarla, excluír aquellos valores que son iguales a cero. " + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.violinplot('third_position_percent', data=wyscout[wyscout['third_position_percent'] != 0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Una vez dibujada la gráfica de violín, analizar la media. Ahora, si un jugador tiene un porcentaje de minutos jugados en una tercera posición mayor a la media, podemos afirmar con más seguridad que es versátil. Con este nuevo criterio, podemos replicar la gráfica de mejor forma. " + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexfull_namebirth_country_namebirth_dateagecurrent_team_namecontract_expiresfootheightweight...secondary_positionsecondary_position_percentthird_positionthird_position_percentgoalsxg_shotminutes_on_fieldposition_rawlocalversatility
00Diego Lainez LeyvaMexico2000-06-0919Real Betis2024-06-30left16758...RW31AMF1651.37972313
11Maximiliano Eduardo MezaArgentina1992-12-1526Monterrey2020-06-30right18077...NaN0NaN021.731362301
22Guido RodríguezArgentina1994-04-1225AméricaNaNright18580...LDMF24DMF1983.424315203
33Rodolfo Gilbert Pizarro ThomasMexico1994-02-1525Monterrey2023-06-30right17364...LW10NaN064.802549311
44Carlos Joel Salcedo HernándezMexico1993-09-2925Tigres UANL2022-06-30right18877...CB13NaN010.491429111
\n", + "

5 rows × 26 columns

\n", + "
" + ], + "text/plain": [ + " index full_name birth_country_name birth_date age \\\n", + "0 0 Diego Lainez Leyva Mexico 2000-06-09 19 \n", + "1 1 Maximiliano Eduardo Meza Argentina 1992-12-15 26 \n", + "2 2 Guido Rodríguez Argentina 1994-04-12 25 \n", + "3 3 Rodolfo Gilbert Pizarro Thomas Mexico 1994-02-15 25 \n", + "4 4 Carlos Joel Salcedo Hernández Mexico 1993-09-29 25 \n", + "\n", + " current_team_name contract_expires foot height weight ... \\\n", + "0 Real Betis 2024-06-30 left 167 58 ... \n", + "1 Monterrey 2020-06-30 right 180 77 ... \n", + "2 América NaN right 185 80 ... \n", + "3 Monterrey 2023-06-30 right 173 64 ... \n", + "4 Tigres UANL 2022-06-30 right 188 77 ... \n", + "\n", + " secondary_position secondary_position_percent third_position \\\n", + "0 RW 31 AMF \n", + "1 NaN 0 NaN \n", + "2 LDMF 24 DMF \n", + "3 LW 10 NaN \n", + "4 CB 13 NaN \n", + "\n", + " third_position_percent goals xg_shot minutes_on_field position_raw local \\\n", + "0 16 5 1.37 972 3 1 \n", + "1 0 2 1.73 1362 3 0 \n", + "2 19 8 3.42 4315 2 0 \n", + "3 0 6 4.80 2549 3 1 \n", + "4 0 1 0.49 1429 1 1 \n", + "\n", + " versatility \n", + "0 3 \n", + "1 1 \n", + "2 3 \n", + "3 1 \n", + "4 1 \n", + "\n", + "[5 rows x 26 columns]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def versatility(x):\n", + " if x >= 15:\n", + " return 3\n", + " elif x > 0 and x < 15:\n", + " return 2\n", + " return 1\n", + "wyscout['versatility'] = wyscout['third_position_percent'].apply(versatility)\n", + "wyscout.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,4))\n", + "sns.boxplot(x='versatility', y = 'market_value', data=wyscout);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hacer un loop para graficar los scatter plots que compartan eje x en una misma gráfica" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# y: market_value\n", + "# x: minutes_on_field, goals, xg_shot, age\n", + "plt.figure(figsize=(22,12))\n", + "for i in ['minutes_on_field', 'goals', 'xg_shot', 'age']:\n", + " plt.scatter(wyscout['market_value'], wyscout[i])\n", + "\n", + "plt.ylabel('Valor de Mercado')\n", + "plt.legend(['minutes_on_field', 'goals', 'xg_shot', 'age'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Transfermkt\n", + "Graficar un scatterplot con el valor de mercado de los 100 jugadores más caros de la liga, y agruparlo por edad, posición y equipo. " + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['index', '#', 'Name', 'Posición', 'Nac.', 'Edad', 'Club',\n", + " 'Valor más alto de carrera', 'Última revisión', 'Valor de mercado',\n", + " 'Diferencial valor de Mercado'],\n", + " dtype='object')" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "transfermkt.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.relplot(x='Edad', y='Valor de mercado', data=transfermkt)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ¿Quénes son los jugadores que están en el mejor momento de su carrera? \n", + "Podríamos asumir que aquellos jugadores cuyo cociente Valor de Mercado/ Valor más alto de su carrera es igual a uno están viviendo su \"mejor momento\". \n", + "\n", + "Hacer un nuevo dataframe con los jugadores que estén viviendo su mejor momento, tengan menos años que el mínimo entre la media y la mediana de edad y valgan menos de 6 millones de euros. \n", + "\n", + "Posteriormente, hacer una gráfica de barras que cuente el número de dichos jugadores de interés que tiene cada equipo." + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Club\n", + "Atlas Guadalajara 2\n", + "CD Cruz Azul 23\n", + "CF América 7\n", + "CF Monterrey 40\n", + "CF Pachuca 3\n", + "Club León FC 18\n", + "Club Tijuana 18\n", + "Deportivo Guadalajara 37\n", + "FC Juárez 18\n", + "Puebla FC 1\n", + "Querétaro FC 19\n", + "Santos Laguna 22\n", + "Tigres UANL 1\n", + "UNAM Pumas 3\n", + "Name: Club, dtype: int64" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# gi = grupo de interés \n", + "gi1 = transfermkt[(transfermkt['Diferencial valor de Mercado'] == 1) & (transfermkt['Edad'] <= 26) & (transfermkt['Valor de mercado'] <= 6000000)]\n", + "gi1.groupby('Club')['Club'].count()" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gi1.groupby('Club').sum().plot.bar()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gráficas de Violín y Boxplot del diferencial de Valor de Mercado " + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.violinplot(\"Diferencial valor de Mercado\", data=transfermkt)" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABPQAAAKvCAYAAADtIJFhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3W9snXX5+PGrrJOAyDLO0S2nLBpqSTAmojaLbolh4wAJiWRPgMSI4buIkYlFTUEhoBhcHKSgqZmZwTlMeLBhzBqC+IdCIkkbsxmYhkhCBzyA0+pyWhUCQjrO+T3Q9UezsdO5rXcv79frkfd9Pu6+XPbg5O3nc5+udrvdDgAAAAAghTOKHgAAAAAAWDhBDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAAS6S7y4ZOTk0U+HgCAiKhWq9FsNoseAwCg9Gq12oLW2aEHAAAAAIkIegAAAACQiKAHAAAAAIkIegAAAACQiKAHAAAAAIkIegAAAACQiKAHAAAAAIkIegAAAACQiKAHAAAAAIkIegAAAACQiKAHAAAAAIkIegAAAACQiKAHAAAAAIkIegAAAACQiKAHAAAAAIkIegAAAACQiKAHAAAAAIkIegAAAACQiKAHAAAAAIkIegAAAACQiKAHAAAAAIkIegAAAACQiKAHAAAAAIkIegAAAACQSHenBT/+8Y/j6aefjhUrVsR999131Oftdjt27doVzzzzTJx55pmxZcuWuOCCC07LsAAAAABQdh136F1yySVx++23v+vnzzzzTPz1r3+N4eHh+NKXvhQ//elPT+mAAAAAAMD/1zHofeQjH4lzzjnnXT//4x//GJ/5zGeiq6srLrzwwnj99dfj73//+ykdEgAAAAD4t5N+h97MzExUq9W560qlEjMzMyf7xwIAAAAAx9DxHXqdtNvto+51dXUdc+3o6GiMjo5GRMS2bdvmhUAAgCN2bT9Y9Agl84+iByid//vKh4seAQBI7KSDXqVSiWazOXc9PT0dK1euPObaer0e9Xp97vqd/z0AgCOuHP1CLHvgkaLHKI1qtep72SJ6+4aronmtf98AwNFqtdqC1p30kdv+/v546qmnot1ux/PPPx9nn332uwY9AAAAAODkdNyh98Mf/jD+8pe/xGuvvRZf/vKX45prronDhw9HRMTll18eH//4x+Ppp5+OgYGBeM973hNbtmw57UMDAAAAQFl1DHpf+9rXjvt5V1dXfPGLXzxlAwEAAAAA7+6kj9wCAAAAAItH0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEhE0AMAAACARAQ9AAAAAEikeyGLDhw4ELt27YpWqxWXXnppbNq0ad7nzWYztm/fHq+//nq0Wq343Oc+F5/4xCdOy8AAAAAAUGYdg16r1YqdO3fGHXfcEZVKJW677bbo7++P888/f27NL3/5y/j0pz8dl19+ebzyyivx/e9/X9ADAAAAgNOg45HbgwcPxurVq2PVqlXR3d0d69ati/37989b09XVFW+88UZERLzxxhuxcuXK0zMtAAAAAJRcxx16MzMzUalU5q4rlUpMTEzMW3P11VfH9773vfjNb34Tb731Vtx5552nflIAAAAAoHPQa7fbR93r6uqadz02NhaXXHJJfPazn43nn38+fvSjH8V9990XZ5wxfwPg6OhojI6ORkTEtm3bolqtnszsAMD/qL9F+J6wiLq7u/19LyL/vgGAk9Ux6FUqlZienp67np6ePupI7ZNPPhm33357RERceOGFMTs7G6+99lqsWLFi3rp6vR71en3uutlsntTwAMD/Lt8TFk+1WvX3vcj8fQMAx1Kr1Ra0ruM79Hp7e2NqaioOHToUhw8fjvHx8ejv75+3plqtxrPPPhsREa+88krMzs7Gueee+1+MDQAAAAAcT8cdesuWLYvNmzfH1q1bo9VqxYYNG2LNmjWxZ8+e6O3tjf7+/vjCF74QP/nJT+JXv/pVRERs2bLlqGO5AAAAAMDJ62of6yV5i2RycrKoRwMAS9jbN1wVyx54pOgxSsOR28Xl3zcA8G5O2ZFbAAAAAGDpEPQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAAS6S56AACAY3n7hquKHqE0/lb0AGVz9jlFTwAAJNfVbrfbRT18cnKyqEcDAPAfb99wVSx74JGixwAAKL1arbagdY7cAgAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAigh4AAAAAJCLoAQAAAEAi3QtZdODAgdi1a1e0Wq249NJLY9OmTUetGR8fj1/84hfR1dUVH/zgB+Pmm28+5cMCAAAAQNl1DHqtVit27twZd9xxR1Qqlbjtttuiv78/zj///Lk1U1NTMTIyEnfffXecc8458c9//vO0Dg0AAAAAZdXxyO3Bgwdj9erVsWrVquju7o5169bF/v3756154okn4oorrohzzjknIiJWrFhxeqYFAAAAgJLruENvZmYmKpXK3HWlUomJiYl5ayYnJyMi4s4774xWqxVXX311XHzxxad4VAAAAACgY9Brt9tH3evq6pp33Wq1YmpqKr7zne/EzMxMfPvb34777rsv3vve985bNzo6GqOjoxERsW3btqhWqyczOwAAp8DfInwvAwBIpGPQq1QqMT09PXc9PT0dK1eunLfmvPPOiwsvvDC6u7vjAx/4QNRqtZiamooPf/jD89bV6/Wo1+tz181m82TnBwDgFPC9DACgeLVabUHrOr5Dr7e3N6ampuLQoUNx+PDhGB8fj/7+/nlr1q5dG88++2xERLz66qsxNTUVq1at+i/GBgAAAACOp+MOvWXLlsXmzZtj69at0Wq1YsOGDbFmzZrYs2dP9Pb2Rn9/f3zsYx+LP/3pT/H1r389zjjjjPj85z8f73vf+xZjfgAAAAAola72sV6St0iO/JgGAADFefuGq2LZA48UPQYAQOmdsiO3AAAAAMDSIegBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAk0l30AAAA/yt6enqKHuG/l3T2RqNR9AgAAItO0AMAOEWyxqVqtRrNZrPoMQAAWCBHbgEAAAAgEUEPAAAAABIR9AAAAAAgEUEPAAAAABIR9AAAAAAgEUEPAAAAABIR9AAAAAAgEUEPAAAAABIR9AAAAAAgEUEPAAAAABIR9AAAAAAgEUEPAAAAABIR9AAAAAAgEUEPAAAAABIR9AAAAAAgEUEPAKCk6vV69PT0xJlnnhk9PT1Rr9eLHgkAgAUQ9AAASqher8dzzz0Xl112WTQajbjsssviueeeE/UAABIQ9AAASuhIzHvwwQejWq3Ggw8+OBf1AABY2gQ9AICSGhoaOu41AABLk6AHAFBSg4ODx70GAGBpWlDQO3DgQNx8883x1a9+NUZGRt513R/+8Ie45ppr4oUXXjhlAwIAcOpddNFF8fjjj8f1118fzWYzrr/++nj88cfjoosuKno0AAA66O60oNVqxc6dO+OOO+6ISqUSt912W/T398f5558/b92//vWv+PWvfx19fX2nbVgAAE6N0dHRqNfr8fjjj0dPT09E/DvyjY6OFjwZAACddNyhd/DgwVi9enWsWrUquru7Y926dbF///6j1u3ZsyeuuuqqWL58+WkZFACAU2t0dDQajUa89dZb0Wg0xDwAgCQ6Br2ZmZmoVCpz15VKJWZmZuateemll6LZbMYnP/nJUz8hAAAAADCn45Hbdrt91L2urq65/9xqteLnP/95bNmypePDRkdH5/6f323btkW1Wj2RWQEAOA26u7t9LwMASKRj0KtUKjE9PT13PT09HStXrpy7fvPNN+Pll1+O7373uxER8Y9//CPuvffeuPXWW6O3t3fen1Wv16Ner89dN5vNk/4fAADAyalWq76XAQAsAbVabUHrOga93t7emJqaikOHDsV5550X4+PjMTAwMPf52WefHTt37py7vuuuu+K66647KuYBAAAAACevY9BbtmxZbN68ObZu3RqtVis2bNgQa9asiT179kRvb2/09/cvxpwAAAAAQER0tY/1krxFMjk5WdSjAQD4D0duAQCWhoUeue34K7cAAAAAwNIh6AEAAABAIoIeAAAAACQi6AEAAABAIoIeAAAAACQi6AEAAABAIoIeAAAAACQi6AEAAABAIoIeAAAAACQi6AEAlNTIyEhs3LgxzjrrrNi4cWOMjIwUPRIAAAvQXfQAAAAsvpGRkbjnnntiaGgorrzyynjsscdicHAwIiI2bdpU8HQAAByPHXoAACU0PDwcQ0NDsX79+li+fHmsX78+hoaGYnh4uOjRAADoQNADACihiYmJWLt27bx7a9eujYmJiYImAgBgoQQ9AIAS6uvri3379s27t2/fvujr6ytoIgAAFkrQAwAooYGBgRgcHIyxsbGYnZ2NsbGxGBwcjIGBgaJHAwCgg652u90u6uGTk5NFPRoAoPRGRkZieHg4JiYmoq+vLwYGBvwgBgBAgWq12oLWCXoAACVXrVaj2WwWPQYAQOktNOg5cgsAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJCIoAcAAAAAiQh6AAAAAJBId9EDAABQjJ6enqPuNRqNAiYBAOBE2KEHAFBC74x5u3fvPuZ9AACWJjv0AABKrNFoRLVajUajIeYBACRhhx4AQEnt2LHjuNcAACxNXe12u13UwycnJ4t6NABAqR1vN5736AEAFKNWqy1onR16AAAlNzAwUPQIAACcADv0AABKyA49AIClxw49AACOa8eOHdFoNOKtt96KRqPhHXoAAEnYoQcAUEJHdugd+ZXbZrM57x4AAItvoTv0uk/zHAAALGHHO3oLAMDS5MgtAEAJbd++/YTuAwCwdAh6AAAlNDw8HA8//PC8d+g9/PDDMTw8XPRoAAB0IOgBAJTQxMRErF27dt69tWvXxsTEREETAQCwUN6hBwBQQn19fXH//ffHb3/725iYmIi+vr644ooroq+vr+jRAADowA49AIASWrduXWzfvj2uvfbamJ6ejmuvvTa2b98e69atK3o0AAA6EPQAAEpofHw8brrpptizZ09UKpXYs2dP3HTTTTE+Pl70aAAAdNDVbrfbRT18cnKyqEcDAJTamjVr4sUXX4zly5dHtVqNZrMZs7OzccEFF8TLL79c9HgAAKVUq9UWtM4OPQCAEurr64t9+/bNu7dv3z7v0AMASEDQAwAooYGBgRgcHIyxsbGYnZ2NsbGxGBwcjIGBgaJHAwCgA0duAQBKamRkJIaHh+d+5XZgYCA2bdpU9FgAAKW10CO3gh4AQMkdeYceAADF8g49AAAAAPgfJOgBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCLdRQ8AAEAxenp6jrrXaDQKmAQAgBNhhx4AQAm9M+bt3r37mPcBAFia7NADACixRqMR1Wo1Go2GmAcAkIQdegAAJbVjx47jXgMAsDR1tdvtdlEPn5ycLOrRAACldmQ33pEdes1mc949AAAWX61WW9A6O/QAAEqsp6cn9u7d67gtAEAidugBAJSUX7kFAFhaFrpDz49iAACU1JF4d+TILQAAOThyCwAAAACJCHoAAAAAkIigBwAAAACJCHoAAAAAkIigBwAAAACJCHoAAAAAkIigBwAAAACJCHoAAAAAkIigBwAAAACJCHoAAAAAkIigBwAAAACJCHoAAAAAkIigBwAAAACJCHoAAAAAkIigBwAAAACJCHoAACU1MjISGzdujLPOOis2btwYIyMjRY8EAMACdBc9AAAAi29kZCTuueeeGBoaiiuvvDIee+yxGBwcjIiITZs2FTwdAADHY4ceAEAJDQ8Px9DQUKxfvz6WL18e69evj6GhoRgeHi56NAAAOhD0AABKaGJiItauXTvv3tq1a2NiYqKgiQAAWChBDwCghPr6+mLfvn3z7u3bty/6+voKmggAgIUS9AAASmhgYCAGBwdjbGwsZmdnY2xsLAYHB2NgYKDo0QAA6KCr3W63i3r45ORkUY8GACi9kZGRGB4ejomJiejr64uBgQE/iAEAUKBarbagdYIeAEDJVavVaDabRY8BAFB6Cw16jtwCAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAkIugBAAAAQCKCHgAAAAAk0r2QRQcOHIhdu3ZFq9WKSy+9NDZt2jTv80cffTSeeOKJWLZsWZx77rlx4403xvvf//7TMjAAAAAAlFnHHXqtVit27twZt99+e/zgBz+IsbGxeOWVV+at+dCHPhTbtm2LoaGh+NSnPhUPPfTQaRsYAAAAAMqsY9A7ePBgrF69OlatWhXd3d2xbt262L9//7w1H/3oR+PMM8+MiIi+vr6YmZk5PdMCAAAAQMl1PHI7MzMTlUpl7rpSqcTExMS7rn/yySfj4osvPuZno6OjMTo6GhER27Zti2q1eqLzAgBwinV3d/teBgCQSMeg1263j7rX1dV1zLVPPfVUvPjii3HXXXcd8/N6vR71en3uutlsLnBMAABOl2q16nsZAMASUKvVFrSu45HbSqUS09PTc9fT09OxcuXKo9b9+c9/jr1798att94ay5cvP4FRAQAAAICF6hj0ent7Y2pqKg4dOhSHDx+O8fHx6O/vn7fmpZdeigceeCBuvfXWWLFixWkbFgAAAADKruOR22XLlsXmzZtj69at0Wq1YsOGDbFmzZrYs2dP9Pb2Rn9/fzz00EPx5ptvxv333x8R/z628c1vfvO0Dw8AAAAAZdPVPtZL8hbJ5ORkUY8GAOA/vEMPAGBpOGXv0AMAAAAAlg5BDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAASEfQAAAAAIBFBDwAAAAAS6S56AAAAitHT03PUvUajUcAkAACcCDv0AABK6J0xb/fu3ce8DwDA0mSHHgBAiTUajahWq9FoNMQ8AIAk7NADACipHTt2HPcaAIClqavdbreLevjk5GRRjwYAKLUju/GO7NBrNpvz7gEAsPhqtdqC1tmhBwBQYj09PbF3717HbQEAErFDDwCgpPzKLQDA0rLQHXp+FAMAoKSOxLsjR24BAMjBkVsAAAAASETQAwAAAIBEBD0AAAAASETQAwAAAIBEBD0AAAAASETQAwAAAIBEBD0AAAAASETQAwAAAIBEBD0AAAAASETQAwAAAIBEBD0AAAAASETQAwAAAIBEBD0AAAAASETQAwAAAIBEBD0AAAAASETQAwAAAIBEBD0AAAAASETQAwAXQXrqAAAKfUlEQVQAAIBEBD0AAAAASETQAwAAAIBEuoseAACAYvT09Bx1r9FoFDAJAAAnwg49AIASemfM27179zHvAwCwNNmhBwBQYo1GI6rVajQaDTEPACAJO/QAAEpqx44dx70GAGBp6mq32+2iHj45OVnUowEASu3IbrwjO/Sazea8ewAALL5arbagdXboAQCUWE9PT+zdu9dxWwCAROzQAwAoKb9yCwCwtCx0h54fxQAAKKkj8e7IkVsAAHJw5BYAAAAAEhH0AAAAACARQQ8AAAAAEhH0AAAAACARQQ8AAAAAEhH0AAAAACARQQ8AAAAAEhH0AAAAACARQQ8AAAAAEhH0AAAAACARQQ8AAAAAEhH0AAAAACARQQ8AAAAAEhH0AAAAACARQQ8AAAAAEhH0AAAAACARQQ8AAAAAEhH0AAAAACARQQ8AAAAAEhH0AAAAACARQQ8AAAAAEhH0AAAAACARQQ8AAAAAEhH0AAAAACARQQ8AAAAAEulqt9vtoocAAAAAABbGDj0AgJL71re+VfQIAACcAEEPAAAAABIR9AAAAAAgEUEPAKDk6vV60SMAAHAC/CgGAAAAACRihx4AAAAAJCLoAQClcO2118Ytt9wS3/jGN+KWW26JRx99NFqtVkREvPDCC/Gzn/0sIiJmZ2fj7rvvjltuuSXGx8cXfc7f/e538fvf//64ax5++OF45JFHTvpZp+rPOeIrX/lKvPrqqwtef9ddd8WNN94Y7zwwcu+998Z11113ymZa6BwvvPDC/2vvTmOiuvo4jn8ZEInQIRiEBKuQiGQGUOKGZhrDq6IStTYpaoxJbWuIYEhMZFzaVCGIRktqEDFxi/rCBbuYSEwb40JVxraJGpcOkTRuLOpImzLCOI4D93lBvI8Koj5PN8Lv84q559z/Of+beTH5c865f+uYIiIiIv+PsH96AiIiIiJ/h/DwcL744gsA2tra2LJlCz6fj7lz5zJq1ChGjRoFwM2bNwkGg2bf19HZ2UloaOifMs/s7Ow/Jc5f4c/M86nIyEiuX7+OzWajo6ODP/74443uNwwDwzCwWPR/ahERERk4VNATERGRASc6Opq8vDxWr15Nbm4ubrebmpoa8vPzqaysxOv14nQ6Wb58OT6fj3379uH3+7FarRQUFBATE0NxcTEpKSlcv36diRMnkpWVxY4dO/jtt98A+PDDD7HZbBw+fJjW1lY8Hg+tra3k5OSQk5MDwA8//EBNTQ0hISGMHDmSwsJCDh8+TEREBLNnz+bEiROcPHmSYDBIfHw8hYWFDB48uNecfD4fTqeTyspKLBYLjx8/ZtmyZVRWVlJbW/vKOLdu3WLnzp08fvyY+Ph48vPziYqK6pHnrFmzzHsePnxIRUUFXq+X5OTk51banTlzhu+++45gMMjo0aNZvHhxr0U3h8NBXV0dNpuNn376iczMTBobG832o0ePcv78eZ48eUJmZiZz587F4/GwYcMG0tLSaGhowOl00tzczMGDB+nq6uKtt95izZo1/Prrr+zdu5dAIEB4eDgFBQUkJCQQCATYtm0bTU1NDB8+nEAgYI537tw5jhw5AsC4ceNYuHDhm369RERERP5yKuiJiIjIgBQfH49hGLS1tZnXoqOjWbJkCTU1NaxatYpgMEhxcTErVqzAarXicrk4ePAgBQUFQHcRraSkBICKigpmzpyJzWajtbWVsrIyNm/eDEBLSwtr167l0aNHLFu2jOzsbO7evcu3335LaWkpVquV9vb2HnOcPHmy+QbaQ4cOcerUKWbMmNFrPkOGDCExMRG32016ejoXLlwgIyODsLCw14qzdetWPv74Y1JTU6murubrr79m0aJFPfJ81ldffYXNZuODDz7g4sWLnDhxAoCmpiZcLhelpaWEhYWxa9cuzp49S1ZWVo8YY8aMYfv27XR1deFyucjLy+Obb74B4PLly9y9e5f169djGAabNm3C7XYTGxtLS0sL+fn5LF68GK/Xy/bt2ykpKSEuLs58lgkJCZSUlBAaGsqVK1c4cOAARUVFHD9+nPDwcMrLy7l9+zYrV64E4Pfff2f//v1s3LiRyMhI1q1bx88//0xmZmavz1xERETkn6KCnoiIiAxYz64o601LSwuNjY2UlpYC0NXVRUxMjNnucDjMv69evUpTU5P52efz8ejRIwDGjx/PoEGDGDRoENHR0bS1tXHt2jWmTJmC1WoFICoqqsf4jY2NHDp0iI6ODvx+PxkZGX3O1+Fw4HK5SE9Pp66ujmnTpr1WHJ/PR0dHB6mpqQBkZWWZxcgX83xWfX09RUVFZo6RkZEAXLt2jZs3b7J69WoAAoGAmeeLLBYLNpsNl8tFIBAgLi7ObLt8+TJXrlxhxYoVAPj9fu7du0dsbCyxsbGkpKQA0NDQgN1uN+99+ix9Ph9VVVXcu3cP6N4yDOB2u81VkomJiSQmJgLdZymmpaWZc506dSr19fUq6ImIiMi/jgp6IiIiMiDdv38fi8VCdHQ0zc3NL+339ttvU1ZW1mvbs9tWDcOgrKyM8PDwHv3Cwv77k8tisdDZ2YlhGISEhPQ5x6qqKpxOJ0lJSdTW1vLLL7/02X/ixIkcOHCA9vZ2bty4QXp6+v8U50Uv2+YL9JqDYRhkZWWxYMGC14rvcDgoLy8nNze3R9ucOXN49913n7vm8XiIiIh4Zdzq6mrS0tJwOp14PJ5eVxm+OG8RERGR/kCnB4uIiMiA4/V62blzJ9OnT++zqJaQkIDX66WhoQGAYDD43Pluzxo7dizff/+9+fnWrVt9zmHMmDGcP3+ehw8fAvS65dbv9xMTE0MwGOTs2bOvSouIiAiSk5PZs2cPEyZMMM+se1WcIUOGEBUVRX19PdB9/p3dbn/leHa73Yx36dIlOjo6zNx+/PFHcztze3s7Dx486DPOnDlzeOedd567npGRwenTp/H7/UD3lthnt0g/lZKSQn19PR6PxxwPulfoDR06FIDa2lqzf2pqKufOnQPgzp073L59G4DRo0fjdrvxer10dXVRV1dnrloUERER+TfRCj0REREZEAKBAE6n03xT69SpU5k5c2af94SFhbF8+XL27NmDz+ejs7OTnJwcRowY0aPvRx99xO7duykqKqKzsxO73U5eXt5LY48YMYL333+f4uJiLBYLSUlJLF269Lk+8+bN49NPP2XYsGGMHDnS3MLbF4fDwZdffklxcfEbxVm6dKn5Uoy4uDjznMC+5ObmUlFRwcqVK7Hb7cTGxgLdqxrnz5/PunXrMAyD0NBQPvnkE4YNG9ZrnJCQEGbPnt3jekZGBs3NzXz22WdAd8GysLCwx8s1rFYreXl5lJeXYxgGVquVzz//nPfee4+qqiqOHTtGWlqa2T87O5tt27ZRVFREUlISycnJAMTExLBgwQJzJd+4ceOYNGnSK5+DiIiIyN8txNDeAhERERERERERkX5DW25FRERERERERET6ERX0RERERERERERE+hEV9ERERERERERERPoRFfRERERERERERET6ERX0RERERERERERE+hEV9ERERERERERERPoRFfRERERERERERET6ERX0RERERERERERE+pH/AEpIWOZmNXaUAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "transfermkt.boxplot(column=\"Diferencial valor de Mercado\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Jugadores que no se encuentran en el mejor momento de su carrera\n", + "¿Cómo se distribuye la edad de dicho grupo? Hacer un histograma general y posteriormente graficar subplots que muestren la distribución de cada edad por posición. " + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABPoAAALACAYAAAAKSxxdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3X+UnXVh7/vPs2fyk+FHMhMSQhKQgSIoP0wHxQhoSIDUYo2/iudYewpt9Vq592jXvSKVulh24WFdlK6uq54eKIdCaXtQkSqoIQZQwKgEIYjEChFQgZGYGSCEEEjYz/1jjqnh1ySQmWfmm9drLZfZk2dvPnvNM5vFez17T1XXdR0AAAAAYFxrNT0AAAAAAHjlhD4AAAAAKIDQBwAAAAAFEPoAAAAAoABCHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAAChAZ9MDXsjDDz/c9ARepp6enqxfv77pGRTOecZoca4xWpxrjAbnGaPFucZocJ4xWsbKuTZ79uwdOs4VfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAACiA0AcAAAAABRD6AAAAAKAAQh8AAAAAFEDoAwAAAIACCH0AAAAAUAChDwAAAAAKIPQBAAAAQAGEPgAAAAAogNAHAAAAAAUQ+gAAAACgAEIfAAAAABRA6AMAAACAAgh9AAAAAFAAoQ8AAAAACiD0AQAAAEABhD4AAAAAKIDQBwAAAAAFEPoAAAAAoABCHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAACiA0AcAAAAABRD6AAAAAKAAnU0PAAAAYPS1b1o2Io+7qasr7Y0bR+SxS9U6YUnTE4BC7FDoW716dS699NK02+0sWrQoS5cu3e7vly9fnuuuuy6tViuTJ0/OBz/4wcyZMyfr1q3LRz/60cyePTtJcsghh+QDH/jArn8WAAAAALCbGzb0tdvtXHLJJTnnnHPS3d2ds88+O319fZkzZ862Y4477ricfPLJSZLbbrstl112WT7xiU8kSWbNmpULLrhghOYDAAAAAMkOfEbf2rVrM2vWrMycOTOdnZ1ZsGBBVq1atd0xU6dO3fbnzZs3p6qqXb8UAAAAAHhRw17RNzg4mO7u7m23u7u7c++99z7vuGXLluXrX/96tm7dmk9+8pPbvr5u3bp87GMfy5QpU/Le9743hx122C6aDgAAAAD8xrChr67r533tha7YW7JkSZYsWZJbbrklV111Vc4888xMmzYtX/jCF7LnnnvmvvvuywUXXJDPfvaz210BmCQrVqzIihUrkiTnn39+enp6Xu7zoWGdnZ2+f4w45xmjxbnGaHGuMRqcZzzXpq6uEXncjlZHukbosUs11c/mTvOaxmgZb+fasKGvu7s7AwMD224PDAxk2rRpL3r8ggULcvHFFydJJkyYkAkTJiRJDjrooMycOTP9/f3p7e3d7j6LFy/O4sWLt91ev379zj0Lxoyenh7fP0ac84zR4lxjtDjXGA3OM55rpH4zbldXVzb6rbs7ZZOfzZ3mNY3RMlbOtd/8otvhDPsZfb29venv78+6deuydevWrFy5Mn19fdsd09/fv+3Pt99+e/bbb78kyYYNG9Jut5MkjzzySPr7+zNz5swdfhIAAAAAwI4Z9oq+jo6OnHHGGTnvvPPSbrezcOHCzJ07N1deeWV6e3vT19eXZcuW5a677kpHx9Al2h/+8IeTJGvWrMkXv/jFdHR0pNVq5c///M9dwg0AAAAAI2DY0Jck8+fPz/z587f72mmnnbbtz6effvoL3u/YY4/Nscce+wrmAQAAAAA7Yti37gIAAAAAY5/QBwAAAAAFEPoAAAAAoABCHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAACiA0AcAAAAABRD6AAAAAKAAQh8AAAAAFEDoAwAAAIACCH0AAAAAUAChDwAAAAAKIPQBAAAAQAGEPgAAAAAogNAHAAAAAAUQ+gAAAACgAEIfAAAAABRA6AMAAACAAgh9AAAAAFAAoQ8AAAAACiD0AQAAAEABhD4AAAAAKIDQBwAAAAAFEPoAAAAAoABCHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAACiA0AcAAAAABRD6AAAAAKAAQh8AAAAAFEDoAwAAAIACCH0AAAAAUAChDwAAAAAKIPQBAAAAQAGEPgAAAAAogNAHAAAAAAUQ+gAAAACgAEIfAAAAABRA6AMAAACAAgh9AAAAAFAAoQ8AAAAACiD0AQAAAEABhD4AAAAAKIDQBwAAAAAFEPoAAAAAoABCHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAACiA0AcAAAAABRD6AAAAAKAAQh8AAAAAFEDoAwAAAIACCH0AAAAAUAChDwAAAAAKIPQBAAAAQAGEPgAAAAAogNAHAAAAAAUQ+gAAAACgAEIfAAAAABRA6AMAAACAAgh9AAAAAFAAoQ8AAAAACiD0AQAAAEABhD4AAAAAKIDQBwAAAAAFEPoAAAAAoABCHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAArQuSMHrV69Opdeemna7XYWLVqUpUuXbvf3y5cvz3XXXZdWq5XJkyfngx/8YObMmZMkufrqq3PDDTek1Wrl9NNPz9FHH73rnwUAAAAA7OaGDX3tdjuXXHJJzjnnnHR3d+fss89OX1/ftpCXJMcdd1xOPvnkJMltt92Wyy67LJ/4xCfy4IMPZuXKlbnwwgvz6KOP5m/+5m/yd3/3d2m1XEgIAAAAALvSsMVt7dq1mTVrVmbOnJnOzs4sWLAgq1at2u6YqVOnbvvz5s2bU1VVkmTVqlVZsGBBJkyYkH333TezZs3K2rVrd/FTAAAAAACGvaJvcHAw3d3d2253d3fn3nvvfd5xy5Yty9e//vVs3bo1n/zkJ7fd95BDDtl2zPTp0zM4OLgrdgMAAAAAv2XY0FfX9fO+9psr9n7bkiVLsmTJktxyyy256qqrcuaZZ77gfV/IihUrsmLFiiTJ+eefn56enh26H2NPZ2en7x8jznnGaHGuMVqca4wG5xnPtamra0Qet6PVka4ReuxSTfWzudO8pjFaxtu5Nmzo6+7uzsDAwLbbAwMDmTZt2osev2DBglx88cUveN/BwcFMnz79efdZvHhxFi9evO32+vXrd2w9Y05PT4/vHyPOecZoca4xWpxrjAbnGc/V3rhxRB63q6srG0fosUu1yc/mTvOaxmgZK+fa7Nmzd+i4YT+jr7e3N/39/Vm3bl22bt2alStXpq+vb7tj+vv7t/359ttvz3777Zck6evry8qVK7Nly5asW7cu/f39Ofjgg3fmeQAAAAAAO2DYK/o6Ojpyxhln5Lzzzku73c7ChQszd+7cXHnllent7U1fX1+WLVuWu+66Kx0dQ5dof/jDH06SzJ07N2984xvzl3/5l2m1WvnTP/1Tv3EXAAAAAEZAVe/oB+mNoocffrjpCbxMY+WSVsrmPGO0ONcYLc41RoPzjOdq37RsRB7XW3d3XuuEJU1PGHe8pjFaxsq5tsveugsAAAAAjH1CHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAACiA0AcAAAAABRD6AAAAAKAAQh8AAAAAFEDoAwAAAIACCH0AAAAAUAChDwAAAAAKIPQBAAAAQAGEPgAAAAAogNAHAAAAAAUQ+gAAAACgAEIfAAAAABRA6AMAAACAAgh9AAAAAFAAoQ8AAAAACiD0AQAAAEABhD4AAAAAKIDQBwAAAAAFEPoAAAAAoABCHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAACiA0AcAAAAABRD6AAAAAKAAQh8AAAAAFEDoAwAAAIACCH0AAAAAUAChDwAAAAAKIPQBAAAAQAGEPgAAAAAogNAHAAAAAAUQ+gAAAACgAEIfAAAAABRA6AMAAACAAgh9AAAAAFAAoQ8AAAAACiD0AQAAAEABhD4AAAAAKIDQBwAAAAAFEPoAAAAAoABCHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAACiA0AcAAAAABRD6AAAAAKAAQh8AAAAAFEDoAwAAAIACCH0AAAAAUAChDwAAAAAKIPQBAAAAQAGEPgAAAAAogNAHAAAAAAUQ+gAAAACgAEIfAAAAABRA6AMAAACAAgh9AAAAAFAAoQ8AAAAACiD0AQAAAEABhD4AAAAAKIDQBwAAAAAFEPoAAAAAoABCHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAAChA544ctHr16lx66aVpt9tZtGhRli5dut3fX3vttbn++uvT0dGRvfbaKx/60IcyY8aMJMlpp52WefPmJUl6enpy1lln7eKnAAAAAAAMG/ra7XYuueSSnHPOOenu7s7ZZ5+dvr6+zJkzZ9sxBx54YM4///xMmjQpy5cvzxVXXJGPfvSjSZKJEyfmggsuGLlnAAAAAAAM/9bdtWvXZtasWZk5c2Y6OzuzYMGCrFq1artjXvva12bSpElJkkMOOSSDg4MjsxYAAAAAeEHDXtE3ODiY7u7ubbe7u7tz7733vujxN9xwQ44++uhtt7ds2ZKPf/zj6ejoyNvf/va8/vWvf4WTAQAAAIDnGjb01XX9vK9VVfWCx95000257777cu6552772he+8IVMnz49jzzySD71qU9l3rx5mTVr1nb3W7FiRVasWJEkOf/889PT07Mzz4ExpLOz0/ePEec8Y7Q41xgtzjVGg/OM59rU1TUij9vR6kjXCD12qab62dxpXtMYLePtXBs29HV3d2dgYGDb7YGBgUybNu15x/3oRz/K1VdfnXPPPTcTJkzY9vXp06cnSWbOnJnDDz88DzzwwPNC3+LFi7N48eJtt9evX7/zz4Qxoaenx/ePEec8Y7Q41xgtzjVGg/OM52pv3Dgij9vV1ZWNI/TYpdrkZ3OneU1jtIyVc2327Nk7dNywn9HX29ub/v7+rFu3Llu3bs3KlSvT19e33TH3339/Lr744nzsYx/L3nvvve3rGzduzJYtW5IkGzZsyE9/+tPtfokHAAAAALBrDHtFX0dHR84444ycd955abfbWbhwYebOnZsrr7wyvb296evryxVXXJHNmzfnwgsvTDJUO88666w89NBDueiii9JqtdJut7N06VKhDwAAAABGQFW/0IfwNezhhx9uegIv01i5pJWyOc8YLc41RotzjdHgPOO52jctG5HH9dbdndc6YUnTE8Ydr2mMlrFyru2yt+4CAAAAAGOf0AcAAAAABRD6AAAAAKAAQh8AAAAAFEDoAwAAAIACCH0AAAAAUAChDwAAAAAKIPQBAAAAQAGEPgAAAAAogNAHAAAAAAUQ+gAAAACgAEIfAAAAABRA6AMAAACAAgh9AAAAAFAAoQ8AAAAACiD0AQAAAEABhD4AAAAAKIDQBwAAAAAFEPoAAAAAoABCHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAACiA0AcAAAAABRD6AAAAAKAAQh8AAAAAFEDoAwAAAIACCH0AAAAAUAChDwAAAAAKIPQBAAAAQAGEPgAAAAAogNAHAAAAAAUQ+gAAAACgAEIfAAAAABRA6AMAAACAAgh9AAAAAFAAoQ8AAAAACiD0AQAAAEABhD4AAAAAKIDQBwAAAAAFEPoAAAAAoABCHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAACiA0AcAAAAABRD6AAAAAKAAQh8AAAAAFEDoAwAAAIACCH0AAAAAUAChDwAAAAAKIPQBAAAAQAGEPgAAAAAogNAHAAAAAAUQ+gAAAACgAEIfAAAAABRA6AMAAACAAgh9AAAAAFAAoQ8AAAAACiD0AQAAAEABhD4AAAAAKIDQBwAAAAAFEPoAAAAAoABCHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAACiA0AcAAAAABRD6AAAAAKAAQh8AAAAAFEDoAwAAAIACCH0AAAAAUAChDwAAAAAK0LkjB61evTqXXnpp2u12Fi1alKVLl27399dee22uv/76dHR0ZK+99sqHPvShzJgxI0ny7W9/O1/5yleSJO985zvzlre8Zdc+AwAAAABg+Cv62u12LrnkkvzVX/1V/vZv/zbf/e538+CDD253zIEHHpjzzz8/n/nMZ3LsscfmiiuuSJJs3LgxX/7yl/PpT386n/70p/PlL385GzduHJlnAgAAAAC7sWFD39q1azNr1qzMnDkznZ2dWbBgQVatWrXdMa997WszadKkJMkhhxySwcHBJENXAh555JHp6upKV1dXjjzyyKxevXoEngYAAAAA7N6GDX2Dg4Pp7u7edru7u3tbyHshN9xwQ44++ugXvO/06dNf8r4AAAAAwMsz7Gf01XX9vK9VVfWCx95000257777cu65577o473QfVesWJEVK1YkSc4///z09PQMN4sxqrOz0/ePEec8Y7Q41xgtzjVGg/OM59rU1TUij9vR6kjXCD12qab62dxpXtMYLePtXBs29HV3d2dgYGDb7YGBgUybNu15x/3oRz/K1VdfnXPPPTcTJkxIMnQF35o1a7YdMzg4mMMPP/x59128eHEWL1687fb69et37lkwZvT09Pj+MeKcZ4wW5xqjxbnGaHCe8VztEfr89K6uLp/NvpM2+dncaV7TGC1j5VybPXv2Dh037Ft3e3t709/fn3Xr1mXr1q1ZuXJl+vr6tjvm/vvvz8UXX5yPfexj2Xvvvbd9/eijj86dd96ZjRs3ZuPGjbnzzju3va0XAAAAANh1hr2ir6OjI2eccUbOO++8tNvtLFy4MHPnzs2VV16Z3t7e9PX15YorrsjmzZtz4YUXJhmqnWeddVa6urryrne9K2effXaS5N3vfrdLuAEAAABgBAwb+pJk/vz5mT9//nZfO+2007b9+a//+q9f9L4nnnhiTjzxxJc5DwAAAADYEcO+dRcAAAAAGPuEPgAAAAAogNAHAAAAAAUQ+gAAAACgAEIfAAAAABRA6AMAAACAAgh9AAAAAFAAoQ8AAAAACiD0AQAAAEABhD4AAAAAKIDQBwAAAAAFEPoAAAAAoABCHwAAAAAUQOgDAAAAgAIIfQAAAABQAKEPAAAAAAog9AEAAABAAYQ+AAAAACiA0AcAAAAABRD6AAAAAKAAQh8AAAAAFEDoAwAAAIACCH0AAAAAUAChDwAAAAAKIPQBAAAAQAGEPgAAAAAogNAHAAAAAAUQ+gAAAACgAEIfAAAAABRA6AMAAACAAgh9AAAAAFAAoQ8AAAAACiD0AQAAAEABhD4AAAAAKIDQBwAAAAAF6Gx6AAAAAPy2ut1OntyYPPH49v978olkj72S7hlD/5s+I9WUqU3PBRgzhD4AAAAaVT+1Kbnnx8nAr4eC3sYNSbv9Hwd0dCZ77pVM7Uo2PJo8eP9/3Hdq13+Ev+59k+59U02a3MCzAGie0AcAAEAj6ic2JGtWJz/7SfLss8m07mSf7mTuq5I990722nvo/6fskaqq/uN+zzydDK5PBn89FAcH1iW//N/xr6pSH3xYcuQxqabu0dAzA2iG0AcAAMCoqh8dSO6+PXlgbVJVyUGHJq95Xaq99tmh+1cTJyWz9h/6328e8zfx7xf3Jffcndx3T+rDj0oOf12qiRNH6qkAjClCHwAAAKOiXtef/Pj25KGfJ52dyWFHJocdlWpq1yt+7N+Of/VhRyZ3/CC564fJPWtSH/m7ySGvSdXRsQueBcDYJfQBAAAwoup1/ckd30/W9SeTJidHHZMcesSIfZZetefeyQknp15/VHL795NVtyT//qPURx+bHNC73duAAUoi9AEAADAi6rpO7r4jWf2DZMrUpO9NycGHp5owYVT++VXPzNQn/UHy8C+S27+X3Lw8WbNv6t9dkGrm7FHZADCahD4AAAB2ufqZp5OVNwz9kowDepM3Lkw1YfQ/K6+qqmT/A1LvNze5/55k9a3Jt76a+pjjUh16xKjvARhJQh8AAAC7VP3o+uQ71yUbnxi6iu/VRzb+dtmq1Up6X516Xm9yy4rk1ptTb3wimf/GxrcB7CpCHwAAALvMlp/ePRT5Jk5MTn57qn33a3rSdqoJE1K/+ZTktluSNauTJ59I/aZFqTr85zEw/nklAwAA4BWrn302ue2WbL7n7mTm7OT4k1NNmdr0rBdUtVqpjzk+6dor+eHKZNOTqRe+dcR+OQjAaGk1PQAAAIDxrX7yieS6q5N77s6Eo45JFv/BmI18v1FVVarDj05OODkZ+HWy7Cupn3i86VkAr4jQBwAAwMtWr+tPvv6lZMOjyZtPyeQFC4c+D2+cqA44ODnpD5LNTyXf/Erq9Y80PQngZRs/r74AAACMKfWvH0muvzaZNDl563tSzettetLLUu27X7LkncmECcnyr6b+5f1NTwJ4WYQ+AAAAdlo9uD654dpk8pTkpD9Itdc+TU96Raq9pw3Fvn2mJ9/+Zup77m56EsBOE/oAAADYKfXjg8mKryWdE4Yi39SupiftEtWUqclJb0/2n5f84DupH3yg6UkAO0XoAwAAYIfVTzyefOtrSas1FPm69mp60i5VTZiQHH9KMn1GcvPyoSsXAcYJoQ8AAIAdUj/5xFDka7eHfrPuOH+77oupJkxIFr41mTgpufEbqZ/a1PQkgB0i9AEAADCsetOTQ5HvmaeTRW9Ltc/0pieNqGrqHslb3po8vXko9m3d2vQkgGEJfQAAALykevNTQ5/J99STyaJTU3XPaHrSqKi6ZyTHLU4G1iUrr09d101PAnhJQh8AAAAvqn7m6eT6a5KNG5KFv59qxqymJ42qat5Byfw3Jj//WXLnqqbnALykzqYHAACUqH3Tsh0+dlNXV9obN47gmt1b64QlTU+AcavesiW54drkscHkLW9NNWv/pic14/Cjk8cfTe66LfVe+6Q66HeaXgTwglzRBwAAwPPUdZ18/8Zk/brk+JNS7T+v6UmNqaoqecObk5mzk+/dkHpdf9OTAF6Q0AcAAMDz/eTO5IG1ydFvSDWvt+k1jas6OpI3L0n22DP59rLUT2xoehLA8wh9AAAAbKf+1UPJ7d9L5h2UvOZ1Tc8ZM6pJk5OFb03qdnLj14c+vxBgDBH6AAAA2KZ+8onkpuXJnnsnC04cetsq21R7T0tOOCXZ8Hjy/W/7TbzAmCL0AQAAkCSpn92afOe6pL01ecvvpZowselJY1K135zkqGOGfhPvA2ubngOwjdAHAADAkFtvSQbWJQsWDV25xot7zeuSnpnJrTel3vRk02sAkgh9AAAAJKnvXZOsXZO8dn6qeQc1PWfMq1qt5E2LkmefTb53o7fwAmOC0AcAALCbq9c/ktx6U7Lf3OSo1zc9Z9yo9tonmX9s8vAvkrU/aXoOgNAHAACwO6uf2pR8Z1kyZY/k+JOGrlRjxx16RDJr/+S276Z+YkPTa4DdnFdwAACA3VTdbic3L0+e3jz0yzcmTW560rhTVVWy4MSkSrLyBm/hBRol9AEAAOyu7vhe8sjDybFvSTW9p+k141a1x55J33HJuoeTn9zZ9BxgNyb0AQAA7IbqBx9I1tyZHHpEqoMObXrO+Nf76mTOgckdP0j92GDTa4DdlNAHAACwm6mfeDz53o3JtO7kdxc0PacIVVUlx74lmTAh+e71qdvPNj0J2A0JfQAAALuRuq7TvvzzyTNPJ29anKqjo+lJxaimTE3e8OZk8NfJj29veg6wGxL6AAAAdiP1yuuT1d9PXndsqmndTc8pTnVAb3LgIcmPfph6YF3Tc4DdjNAHAACwm6h//avU/3pxcugRyWFHNT2nXK8/Ppk8ZegtvM9ubXoNsBsR+gAAAHYDdfvZtP/n3yatVlqnf2ToM+UYEdWkyckbFyaPP5rcfUfTc4DdiNAHAACwG6iXfSVZ+5NU//mDqbpnND2neNX+85IDepMf35564xNNzwF2E0IfAABA4epf/Cz11/4lVd9xqd7w5qbn7D5+d0GSKvnhyqaXALsJoQ8AAKBg9TNPp/0PFyZ77p3qjz7kLbujqNpjz+S185Nf/Cx1/4NNzwF2A0IfAABAweqvXJ70/zKt0//rUHhidB1+dLLHnsmqW1K3202vAQon9AEAABSqXrM69fXXpDrx1FSHv67pObulqrMz6XtT8vhgcs+Pm54DFK5zRw5avXp1Lr300rTb7SxatChLly7d7u/XrFmTyy67LD//+c/zkY98JMcee+y2vzvttNMyb968JElPT0/OOuusXTgfAACAF1I/+UTal/5dMmtOqnf9l6bn7N7mvirZb05y56rUBx6SavKUphcBhRo29LXb7VxyySU555xz0t3dnbPPPjt9fX2ZM2fOtmN6enryF3/xF7nmmmued/+JEyfmggsu2LWrAQAAeEn1v/yP5InH0jrznFQTJzU9Z7dWVVXqY45LrvlicscPkje+pelJQKGGfevu2rVrM2vWrMycOTOdnZ1ZsGBBVq1atd0x++67bw444AAf6goAADAG1HeuSn3rTalOPS3VAb1NzyFJtff05NVHJGvXpB5Y1/QcoFDDhr7BwcF0d3dvu93d3Z3BwcEd/gds2bIlH//4x/OJT3wit95668tbCQAAwA6pN29K+5//e7L/AamWvKvpOfy2I/uSyVOSVTenruum1wAFGvatuy/04rMzV+594QtfyPTp0/PII4/kU5/6VObNm5dZs2Ztd8yKFSuyYsWKJMn555+fnp6eHX58xpbOzk7fP0ac84zR4lzjldjU1bXDx3a0OtK1E8ezc6b6OU7iNW13suEfLsxTjw1k2lmfzsRZ+73ocTvzOrUzvKa9lK5sOfbN2fztZZnc/4tM+J3XJPE69XJ4TWO0jLdzbdjQ193dnYGBgW32q67XAAAgAElEQVS3BwYGMm3atB3+B0yfPj1JMnPmzBx++OF54IEHnhf6Fi9enMWLF2+7vX79+h1+fMaWnp4e3z9GnPOM0eJc45Vob9y4w8d2dXVl404cz87Z5Oc4ide03UX9s39P+xtXpVr4+9nQPSt5ie/5zrxO7QyvaS+tnvOqpHvfbF55YzbP2C/VhIlep14Gr2mMlrFyrs2ePXuHjhv2rbu9vb3p7+/PunXrsnXr1qxcuTJ9fX079OAbN27Mli1bkiQbNmzIT3/60+1+iQcAAAC7Rr11S9r/9PlkWneqd/xR03N4EVVVJcccnzy1Kbnrh03PAQoz7BV9HR0dOeOMM3Leeeel3W5n4cKFmTt3bq688sr09vamr68va9euzWc+85k8+eST+eEPf5gvfvGLufDCC/PQQw/loosuSqvVSrvdztKlS4U+AACAEVBfd3Xy0M/TOvOvU02e2vQcXkI1Y2bq3lcnP7kz9cGHNT0HKMiwoS9J5s+fn/nz52/3tdNOO23bnw8++OD8/d///fPud+ihh+azn/3sK5wIAADAS6l/9VDqa69M1XdcqqOOaXoOO+J1xya/+Fly2y3Jqe9teg1QiGHfugsAAMDYVbfbQ2/ZnTgx1Xv/vOk57KBqytTkiL7koV+kXrO66TlAIYQ+AACAcaz+7orknh+nevfpqfbe8V+cyBjw6iOSqV1p/9sVqeu66TVAAYQ+AACAcap+/NHUX740OfSIVMed1PQcdlLV0ZkcdUxy/z3JHd9veg5QAKEPAABgnKr/9aLkmWfSev+Hh36bK+PPQYcms/Yfuqqv/WzTa4BxTugDAAAYh+rVP0j9w++mOvW0VDNnNz2Hl6lqtdJ6+/uS/l+m/v53mp4DjHNCHwAAwDhTP7Up7X/++2T/A1Kd8s6m5/BKzV+QzDso9df+JfXWLU2vAcYxoQ8AAGCcqa++PHl8MK0/PjNVZ2fTc3iFqlYrrXe8PxlYl/rm5U3PAcYxoQ8AAGAcqX/276m//c1UJ56a6qBDm57DrvKa+cnvvCb1tVemfnpz02uAcUroAwAAGCfqrVvSvvxzybTuVEvf1/QcdqGqqoau6tvwWOobrm16DjBOCX0AAADjRL3squThX6T1vg+lmjy16TnsYtXBhydH9KVedlXqJzc2PQcYh4Q+AACAcaDufzD117+Y6pjjUx15TNNzGCGtpX+UbHoy9fKrm54CjENCHwAAwBhXt9tp/9PnkomTU733z5qewwiq5h2U6pjjU6/4WurHH216DjDOCH0AAABjXH3L8uTeNanec3qqvaY1PYcRVr39fcnWLam/8aWmpwDjjNAHAAAwhtWPDab+8mXJoUeketPipucwCqqZs1O9aXHq7yxLvf6RpucA44jQBwAAMIa1//WiZMszab3/w6mqquk5jJLq1PcmVZX6mv/V9BRgHBH6AAAAxqh69feT21emett7U82c3fQcRlE1vSfVwrem/t6NqR/+RdNzgHFC6AMAABiD6qc2pf3P/yOZc2Cqk9/R9BwaUP3ee5KJk9L+6j83PQUYJ4Q+AACAMaj+yuXJ44Np/fGZqTo7m55DA6o990p10tuT27+X+sH7m54DjANCHwAAwBhTr/1J6u98M9WJp6Z61e80PYcGVYvflkyakvrrfgMvMDyhDwAAYAypt2xJ+/LPJdN6Ui39o6bn0LBqjz1TnfjW1D/8bur+B5ueA4xxQh8AAMAYUi+7Kun/ZVp/9KFUk6c0PYcxoDppaTJhQupvuKoPeGlCHwAAwBhR9/8y9Te+mOqY41Md0df0HMaIas+9U53we6lv/U7qdf1NzwHGMKEPAABgDKjb7bQv/3wycXKq9/5Z03MYY6pT3pG0Ooau+AR4EUIfAADAGFDfvDxZuybVH56Raq9pTc9hjKn2mZ7q+JNSr7wh9cCvm54DjFFCHwAAQMPqxwZSX/WPyauPTLVgUdNzGKOqU96VJK7qA16U0AcAANCw9r9elGzdmtb7/yJVVTU9hzGq6p6RasGJqW/5VurHBpqeA4xBQh8AAECD6ju+n9z+vVRve2+qfWc3PYcxrvq9dyftZ1Nf929NTwHGIKEPAACgIfWmJ9P+l79P5rwq1UlLm57DOFDNmJXqDW9OfdM3U294rOk5wBgj9AEAADSkvvry5PHH0vrjM1N1djY9h3Gi+r33JFu2pP7WV5ueAowxQh8AAEAD6rVrUn/7m6kWnZrqVYc0PYdxpNpvTqq+41Lf+I3UTz7R9BxgDBH6AAAARlm9ZUval38+6d431dvf1/QcxqHqre9Jnn4q9Yprmp4CjCFCHwAAwCirv/nlpP+Xab3vQ6kmT2l6DuNQNefA5HXHpr7+mtSbnmx6DjBGCH0AAACjqO7/ZepvfinV609IdcTvNj2Hcaz1+3+YPPVk6hu/3vQUYIwQ+gAAAEZJ3W6nffnnkklTUp32Z03PYZyrDjg4OaIv9Yqvpt78VNNzgDFA6AMAABgl9Xe+maz9Sar3nJFqr32ankMBWr//h8nGJ1J/Z1nTU4AxQOgDAAAYBfWvf5X6qsuS185PteDEpudQiKr31clhR6X+1ldTb9nS9BygYUIfAADACKvb7bQv+/+SViut9384VVU1PYmCtJa8M3l8MPX3b2x6CtAwoQ8AAGCE1TctS35619BbdqfPaHoOpTns6GTeQamXX5263W56DdAgoQ8AAGAE1esfSf3lf0wOf12q405qeg4Fqqoq1ZJ3Jb96KFn9g6bnAA0S+gAAAEZIXddDb9mtqrT++Exv2WXEVPMXJD0z0152Veq6bnoO0BChDwAAYITUN12X/PuPht6y2+0tu4ycqqMj1cnvSO6/J7n37qbnAA0R+gAAAEZAPbAu9ZcuTQ47KtXxJzc9h91A9aZFyZ57p73sK01PARoi9AEAAOxi296ym6T1X/5Pb9llVFQTJ6U68dTkrttSP/hA03OABgh9AAAAu1h98/LkJ3emes/pqbr3bXoOu5Fq4VuTSZNTX+eqPtgdCX0AAAC7UD3w69Rf+p/Jq49MdcIpTc9hN1PtsWeq409OfetNqQfWNT0HGGVCHwAAwC5S13Xal38uqWtv2aUx1UlvT6oq9be+2vQUYJQJfQAAALtIfcu3kjV3pHr3n6Tqmdn0HHZT1fQZqV5/Quqbl6feuKHpOcAoEvoAAAB2gfrXv0r9xUuSQ49IdcKSpuewm6tOeVfyzNOpb/xG01OAUST0AQAAvEL1s8+m/Q+fTapWWn/yf6Vq+U8tmlXtPy858pjUN1yb+umnm54DjBL/9gEAAHiF6mv+Nbnvp6ne/xfessuY0TrlncnGDam/+62mpwCjROgDAAB4Beqf/jj1N76U6k2L0jrm+KbnwH845PCk99Wpl/9b6mefbXoNMAqEPgAAgJepfvKJtC+5MJmxX6r3fqDpObCdqqrSWvLOZGBd6ttuaXoOMAqEPgAAgJehruu0L/9csuGxtD7wf6eaPKXpSfB8R74+2W9u6mVfSV3XTa8BRpjQBwAA8DLUN1+X3P69VO94f6oDDm56DrygqtVKdco7kgfvT+6+o+k5wAgT+gAAAHZS3f/L1Ff+Q3L40alOenvTc+AlVW94c7LP9LSXX930FGCECX0AAAA7od7yTNoXfSaZODmt0z+SquU/qxjbqs4JqRa9LfnJnal/8bOm5wAjyL+RAAAAdkJ91WXJg/en9Sf/NdU+05ueAzukOuGUZNKU1Nf9W9NTgBEk9AEAAOyg+q7bUl9/TaoTT0111DFNz4EdVk3tSnXCyalvuzn1wK+bngOMEKEPAABgB9SPP5r2pX+X7H9Aqnf/SdNzYKdVi/4gSVJf/7WGlwAjRegDAAAYRv3ss2lfcmGy+am0PvD/pJowselJsNOq7hmpjjk+9U3LU2/a2PQcYAQIfQAAAMOor/rH5Cd3pvrPH0w1e17Tc+Blq05+R/L0U6lvuq7pKcAIEPoAAABeQnvlDam/9dVUJ56a1nEnNT0HXpFq3kHJYUelvv6a1Fu3ND0H2MWEPgAAgBdR3/fT1P/0+eTQI1K954ym58Au0Tr5Hcljg6lvvanpKcAuJvQBAAC8gPqxgbS/8N+Sfaan9X+claqzs+lJsGu85nXJ/gekXv5vqeu66TXALiT0AQAAPEe95ZmhyLd5U1of/kSqrr2angS7TFVVQ5/V99DPk7tvb3oOsAsJfQAAAL+lruuht+vef09aZ3w01ZwDm54Eu1z1+uOTfbrTvu7qpqcAu5DQBwAA8Fvqb3019fduTPW2/5Rq/hubngMjouqckGrx25J//1Hqn/+s6TnALiL0AQAA/G/13Xek/vI/JvPfmOrU05qeAyOqOv6UZPKU1Mtd1QelEPoAAACS1I88nPZF/28ye25ap38kVct/LlG2auoeqU44JfVtt6QeWNf0HGAX8G8uAABgt1c/tSntz5+XtFpDv3xj8pSmJ8GoqBa9Lamq1Cu+1vQUYBcQ+gAAgN1aveWZtP/7f0seeSitD56VasaspifBqKmmz0h1zPGpb16e+smNTc8BXiGhDwAA2G3V/z979x1nVXngf/zznGkwzFBm6E1hRBEbAioiVhDsgiWaxBQ1ySbZmFV3N9FsdvPbzWaXjekx2U1RkxhrVBQbIio2JGLBhqiADekMvc7MeX5/nBFEMYDAnCmf9+t1X+eWc2e+lzlzh/O9zzlPbQ3p/46DV18gfOGbhP4H5x1JanBh1FjYuIH42MS8o0jaRRZ9kiRJklqkWFdH+rsfwUvPEC74OsmwE/KOJOUi9OoDAwYSH7qHWFOTdxxJu6Aw7wCSJElq3mKMkNZBTU12SWu3/6SkAIqKoaiYUFCw50OqxYlpHfHan8FzTxHOu5jk2JPyjiTlKhk1lvRn3yM+/RjhqBF5x5H0CVn0SZIkaYfF2hpYvx42rIcN67Ll+nVbbm/cADWbskKvtmbLMsZP/j2TZHPpt+VSBK1LobQMSttAm7LsUlpOKCraja9YzVFMU+L1vyY+/Shh7OdIRp6ZdyQpfwMGQs+9iZPGE4edQAgh70SSPgGLPkmSJAFZ+cH6dbB2NaxdU7+sv6xZA+tWZ8XdthQVZ8VbSSsoaQ1lbaGwKCvkCouyx9+/nRTA9vYf694fAbjpA5cP3F6/FqqXZHk//DqKS+rLv3Jo1560oIjQcy/o2otQUrLr/1Bq0mKMxJt/S3ziQcKpnyI55dy8I0mNQgiBMGos8dqfwsvPwUGD844k6ROw6JMkSWph4sYNsHJ5dlm1YstyzWqI6dYrF5dAWTm0bQfdekDrNtCqdXZpXbr5eijI57+Vsa4O1q2FdWuycnKr5WpYMI848wUiQAjQqSt034vQozf02DsrALv0ICSeuroliDESb/sD8ZH7CKPGEM78bN6RpEYlHHY08Y4/kT5wBwUWfVKTZNEnSZLUDMU0zYqu94u8lStgVX25t3HDlhWTAmjXHio6wl5V9YfAlm++NPbDYENBAZS3zS7bENOUpP/B8N47xPfeJs5/O7v+4tOQplkBWFoGVf0JVf0J++wPe/cjlLRq0NehhhEn3EScNJ5w3CmEcy700ETpQ0JhIWHkGcTbriO+PZuw1z55R5K0kyz6JEmSmrBYUwOrV2xd5K1cDqtWZhNgvK+kdVbo9eqbLdt1gLYdoE1Zsx7NFpKE0LUndO1JGDxs8/2xZhMsfI/4zlyY8ypx9qvEl57Jir+CAujZJyv9qvYn9BtAaF+R22vQ7pHefxvxnpsJR40gfPorlnzSxwjHjCbeewvxgfGEr/xz3nEk7aQdKvpmzJjBddddR5qmjBgxgjFjxmz1+MyZM/njH//I22+/zaWXXsrQoUM3PzZlyhTuuOMOAM466yyOO+643ZdekiSpBYgxZpNdrFxeX+at2HJ97ZotK4aQnRuvbXvo3ru+zMtKPUeobS0UFUOvPoRefaB+dsm4dg3MnUWcPYs451Xi4w/AQ3dn5V+PvQgHDiIcMAj2GdDoRzpqi5imxLtvIt5zC+HwYwif/0azLrelXRValxKOHk2cfBdx6ecJHbvkHUnSTthu0ZemKddccw3f/e53qays5Morr2TIkCH07Nlz8zodO3bk61//OnffffdWz12zZg233XYb48aNA+CKK65gyJAhlJWV7eaXIUmS1PTFtA5Wr/rA4bYfOIdezaYtKxYWZqPxOnfbMjKvXQcob5cdyqpPJLQpg4OGEA4aAkCsrYV33yS+/hLx5eeIk+8mPjA+O2/hfgcRDhhEOHAQdO7m6LBGKm7cQHrtz+C5qdlIvgv+npD4OyJtTxhxGvGhCcTJEwjnfznvOJJ2wnaLvtmzZ9O1a1e6dMla/GHDhjF9+vStir7OnTsDfOQ/ODNmzODggw/eXOwdfPDBzJgxg+HDh++2FyBJktTUxE0btyrz1q9bQ1y2JCv5PjgZRus2WYHXd9/6Mq99tixtY7HUAEJhIfTpR+jTD0afRdywHl57mfjKs8RXnt9yqG/HLoSDhhAGHQn9DrBsbSRi9VLSX/0A3p1LOPdCwolj/L2RdlCo6EQ47BjiEw8ST/909kGIpCZhu0VfdXU1lZWVm29XVlbyxhtv7NAX//BzKyoqqK6u/gQxJUmSmpYYYzbz6wcPs33/PHrr121ZMUlI23WA9hXQu++Ww23bdiAUF+f3AvQRoVVrOOQwwiGHARAXL8gKv5efzXaGH7kXysoJhxxOOHQYDDgkO0RYDS6++XpW8m3cQPKN7xIOPizvSFKTE0aNIU57hPjo/YRTzs07jqQdtN2iL8b4kft25ZOwbT138uTJTJ48GYBx48bRsWPHT/z1la/CwkJ/ftrj3M7UUNzWtD0xRuLK5dTOf5e6Be9Su2AedfPfoW7BPJj3NtTWbFm5uISkQyXJXlUk7SsoaF9B0qGSUN6OwqJi6j44cYZ2q9I99XvcsSMMOAjO/Txxw3o2Pj+NjdMeZeMzT5I++RChVSlFg4+k1dBjKR58JEnrNnsmxw5qKe9p6x+fxKqr/4uCDh1p/x+/pLB337wjNVrr9tAplQqSAk/XtJP22PvUrujYkeUDD6d2yn1UfvriRvfBRUt5T1P+mtq2tt2ir7KykmXLlm2+vWzZMjp06LBDX7yiooKZM2duvl1dXc2AAQM+st7IkSMZOXLk5ttLly7doa+vxqdjx47+/LTHuZ2pobit6X1x7RpYPJ+46D1YtKD++nxYPH/r0XkFBdCpK3TuDv3aQNt2W86h16o1MQTqgDpgcwW4fj1lBQWsWbPmo99Yu8W6hvo97ncQ9DuI8Om/I8x6ifj8U2yc8Vc2PvlQdl7FAwcTDjs6G/GXw+Qozf09LaYpccKNxHtvhX4DiF+7khWlbaEZv+Zdle6h952ysjLf03ZSg71P7aR4/KmkP/0eS+69nWT4iXnH2Upzf09T49FYtrXu3bvv0HrbLfqqqqpYsGABixcvpqKigqlTp/LNb35zh774wIEDuemmmza/yb/wwgt85jOf2aHnSpIkNZQYI6xZDUsXEpcshMX1Zd7iBbDoveyx94UEKjtB5+6EocdDl+6ELt2zcq+y8+bzs6WPTczp1ShvobAIDswm6oif/SrMeY343FPEZ54gzvgrsbgkK/sOOzpbr5GNkmmKtp50YyThgq9lPwdJu2b/gdCzD3HSncRhI5yxWmoCtlv0FRQUcNFFF/GDH/yANE05/vjj6dWrF7fccgtVVVUMGTKE2bNn86Mf/Yi1a9fy7LPPcuutt/KTn/yEsrIyzj77bK688koAzjnnHIdwS5KkXMSaGli2CJYsIi5dCEsWEpdmt1m6EDas3/oJ7SuzEm/QsGzZuTt06Q4duxKKLBC0Y0JSAP0GEPoNIJ57Icx+lTj9ceKzTxKnPw6tSwkDhxIOPxr6H5JNAKKdEt97m/San8C8twjnXkQ48Uwn3ZB2kxACYfQY4jU/hVeeg/pZySU1XiFu6yR8OZs/f37eEfQJNZYhrWre3M7UUNzWmpYYI6xekRV5SxZm5d3mUm8RrFgGH/xvT1ExdOwCnboSOnXNZk7t1BU61l8vKdmlPDszos/D3Pas5JiT8o7wEbGuDma9SJz+GPG5abB+bTaRx6CjstKv34CsJNyNmtt7Wty4kXjPzcQH74TWpSQXXuqkGztpT4089j1t5zXG96n3xdpa0u98BTp3o+CffpB3nM2a23uaGq/Gsq3ttkN3JUmSGouY1kH10mw03pIFsHhB/aG22Qg9Nn54VF5FNgKv/0FZgdepK6FTl+x6uw6O+lFuQkEBHHAo4YBDiZ/9OrzyXDbSb9ojxMcmQrsKwpCjssN7++7ntvoh8aVnSG/4P1i2ODtU95wvEsra5h1LapZCYSFh5OnEv1xHfOsNwt798o4k6W+w6JMkSY1KrKmBpYvqS7wFWam3OFuydBHU1W5ZubCwflReN8J+B24Zndepa3a+vOJdG5UnNYRQVAQDjyAMPIK4cQPxxWeykX6PTiQ+dHe2LR92dFb69erToku/uGIZ6c2/g2enQrdeJP/8X4R9D8w7ltTshaNHE++5hTjpTsJX/jnvOJL+Bos+SZLU4GKMsHwpLJhHXPButlz0HixZAMs/dIhtq9ZZcddzL8KhQ7eUeZ27Q4eK3X54o5SnUNKKcNhwOGw4cd1a4oxp2Ui/SeOJE2+HLj0Ig4dl547s3bfFlH4xrSM+cj/xzuuhro4w5gLC6LFOuCE1kNC6lHDMaOKku4hnfZ7QsUvekSR9DIs+SZK0x8QYYdlimPcmccE8WPBu/XLe1ofZlpZB1x7ZyJxO3aBzV0KnbtC5G5S1bTFlhvRBobQNYdgIGDaCuHoV8bmp2cy9999OvO8v2Ui/90u/Pvs229kw41tvkP75f+Ht2TDgUJLPfpXQuVvesaQWJ4w4gzh5AnHyBML5X847jqSPYdEnSZJ2i1hbA/PfJb77Jrw7t375ZjbJwPvaV0K3noSjRmTLbr2gW08ob2+ZJ/0Nobwt4diT4NiTstJvxjTic08RH7qHOOlOaF9JOHQoYfCwPTKRR0OLtTXZ65tyH7wxE9q2J3z5n7JDmH2vkHIROlQSDj+G+MSDxNPPJ7QpzzuSpG2w6JMkSTstpmk2Om/OqzD3NeI7c2H+u1vOn1dcAj33zmYP7d2X0GNv6N6b0Lo019xScxDK2xKOHgVHjyKuW0N8cTrx2aeyne9H7oU25YT9D8km+xhwKKGiY96Rd1isXkJ89AHi4w/A6pXZofrnXkgYPopQ2ibveFKLF0aNJT71CHHK/YRTP5V3HEnbYNEnSZK2K65fB2++Tpwzq77ce33LSL2ytrBXFeHAQdCrL6FXH+jcrcmPKJKaglBaRhh6PAw9nrhhPbz8bDaZx8wZ8MwTRIBuvQgHDGLjkccSu/QilDSuSWpimsKsF0kfuQ9eeBqIcPBhJMedDAMObbaHJEtNUei5NxxwKPHhe4ijxmaTCUlqVCz6JEnSR8T16+C1F4kzZxDfmAnvvZ1NkBFCNjLvsKOhqj9hn/7ZjLceSiflLrRqDUOGE4YMz86P+d7bxFeeJ858njjlPlZMvgsKi7JDe/c9gNC7CnpXEdpXNHjW7MOD14izZxGffgwWvZedj/OksYRjTvJE/1IjlowaS/rTfyNOeyQbXSypUbHokyRJxLQO3p6TlQKvPA9zZ0GaQkmrrNA7dCihav/shP8ePic1eiGE7PD5nnvD6LHEjRtpu/hdVk59NCv+JtyUlYEA7SqyQ+z3qsrKv72qoEPH3Vbgxxhh8YJsNPCc17Ll/He2fHjQdz/CaZcRBg93dJDUFOx/CPTqQ3zwLuJRIx11KzUyFn2SJLVQccUy4kvPwivPE199AdatyR7Yax/C6LMIBxwKffu74y01A6GkhJJDh5L02geAuGEdvPsW8e3Z8M4c4jtziS8/R4xp9oSycqjoBOXtCOXtobwtlLeHtu0I5e2gvF02W/amjdlh/OvXZ1+z/jr112P1UpgzC9asyr5u69Ks2Bs0LBsRvLcfHkhNTQghO1ffNT+Bl56FQw7LO5KkD7DokySpBYnVS4nPTSU++yTMfjW7s30F4dAjsnNh7X9IthMvqVkLrUqzQ3j7Ddh8X9y4Ed57i/jOHHj3TeKKali9krjwPVi9AjZtytbbkW+QJNC6TTZb7sGHZSODq/pn5wt09I/U5IUhw4nj/0Q6aTwFFn1So2LRJ0lSMxerlxCfrS/35szK7uyxF+HMzxAOPTI7557n2JNavFBSko2267vfNh+PGzdkM+GuXgmrVhLXrSGUtMpG6bUqzZbvXy8u9n1FasZCYSFhxBnEv1xLfPMNQp9+eUeSVM+iT5KkZiiuqCZOf5z4zBMw97Xszp59CGMuIAweRujaM9+AkpqcUNIqO29n/UQZ1nhSyxaOGUW85xbipPGEv/tW3nEk1bPokySpmYhpCjOfJ33sAXjh6WwyjV7vl3tHEbr2yDuiJElqJkKrUsIxo4mT7iQuWUjo1DXvSJKw6JMkqcmLK5YRn3yI+PgkWLYYytoSTjyTMPxER+5JkqQ9Jow4nTh5AnHyBMKnv5J3HElY9EmS1CTFtA5emZGN3nuxfvTe/ocQzv4iYeARzpQrSZL2uNChknD4McQnHiSe8WlCm/K8I0ktnkWfJElNSNywnvj4JOLkCVC9BMrbEUaNJRx9IqFz97zjSZKkFiaMHkt86mHilPsJp34q7zhSi2fRJ0lSExDXrCI+fA/x4Xth7WrY90CST10EhxxOKHT0niRJykfosRccOCj7f8qoMYSi4rwjSS2aRZ8kSY1YrF5KfPAu4uMPwMYNMPAIkpPOJlT1zzuaJEkSAMmosaQ/+VfitCmEo0flHUdq0Sz6JElqhOLCecSJdxCnTYGYEg4/lnDS2YQevfOOJkmStLX+B0PvvtkMvEeNJCRJ3omkFsuiT5KkRiQunEe88wbic1OhsIhwzGjC6LGEys55R5MkSdqmEAJh1Fji738MLz0Dh2h1JuAAACAASURBVByedySpxbLokySpEYirlhPvvpn42ANQXEI4+RzCiNMJbdvnHU2SJGm7wuCjiHf8iXTSeAos+qTcWPRJkpSjuHFDdpjLA+OhdhPh2JMIp51vwSdJkpqUUFhIGHkG8dZriG++Tuizb96RpBbJok+SpBzEujrik5OJE26Elcth0DCSsZ8jdO2RdzRJkqRPJBx9IvHum0kfuIOCr16RdxypRbLokySpAcUY4cVnSG//Ayx4F6r6k3z1CsI+++cdTZIkaZeEVqWE404mTryduPA9P8CUcmDRJ0lSA4kL55He8H8w60Xo3J3ka1fAoUcSQsg7miRJ0m4RRp5BnDyBOPF2whe/mXccqcWx6JMkaQ+LNTXZJ9v33QpFJYTzv5Kdi6/QP8OSJKl5CW3bE44eRXz0fuLpnyZUdso7ktSiJHkHkCSpOYuvv0z6H/9AnHAj4dAjSb7/a5IRp1nySZKkZiuMGgtAfPDOnJNILY97GZIk7QFx7WribX8gPvEgVHYm+eb3CAcNzjuWJEnSHhcqOxGGHkd8/AHiKecS2rbPO5LUYlj0SZK0G8UYiX+dQrz1Wli7mjD6LMLp5xNKWuUdTZIkqcGEk84mTn2Y+NDdhLGfyzuO1GJY9EmStJvEJQtJ//xrmDkD+uxLctl/EHr1yTuWJElSgwtdexIGDSM+ci9x9FmE0jZ5R5JaBIs+SZJ2UYyR+ORk4s2/gxAIn/m7bLKNpCDvaJIkSbkJp5xDfPZJ4pT7CKecm3ccqUWw6JMk7ZL0sYl5R9hj1pWVka5Z8zfXiRs3wLQp8M5c6NIdjhoBBQXEJx4kNkzMzZJjTmrg7yg1Dc35fWpn7Mh72p7m+5TUsoTeVXDgYOLkCcQRZxBKSvKOJDV7zrorSdInFOe/A3ffDPPegkFHwolnEtqU5x1LkiSp0UhOORdWr8wmKJO0x1n0SZK0k2JtLXH6E/DQPVBcAiefQzjgUEIIeUeTJElqVEK/AdBvAHHSHcTamrzjSM2eRZ8kSTshVi+F+26DWS/CfgfBKecSKjrmHUuSJKnRSk45F6qXEv/6aN5RpGbPok+SpB0QYyTOnAH33wabNsAJpxEOP5pQ6OluJUmS/qYDBkHvvsT7byemdXmnkZo1iz5JkrYjbtwAD98Lz06FHnvBaecRevTOO5YkSVKTEELIRvUteo/47FN5x5GaNYchSJL0N8RlS+DRibB+LRx+DOx7gOfikyRJ2lmHDoWuPYj3/YU45Cj/PyXtIRZ9kiR9jE2vvgiPPQitWsPosYSOXfKO9Delj03MO4IkSdI2haSAcNI5xD/8HF5+Fg4aknckqVny0F1Jkj4k1tUSn3qEjVMmQuducOq5jb7kkyRJauzCEcdCRSfSe28lxph3HKlZsuiTJOkD4upVMHE8zH6V4kFHwojTCK1a5x1LkiSpyQuFhYTRY2HOLHjjlbzjSM2SRZ8kSfXie2/DfX+BNavg+FMoOeJoQuKfSkmSpN0lDD8RytuR3nNL3lGkZsm9F0lSixdjJL7wdDazbpsyOOUcQs+9844lSZLU7ITiEsJJZ8GrLxDfmJl3HKnZseiTJLVosaYmm1X3xWegqj+cdDahvF3esSRJkpqtcOwp2ai+u2/KO4rU7Fj0SZJarLh2DUwaD/PegiHD4cjjCYVOSC9JkrQnhZISwklnZ6P6XvdcfdLuZNEnSWqR4rLFcP9tsHolHH8KYf+DCSHkHUuSJKlFCMeeDG3bk064Me8oUrNi0SdJanHi23PggTshKYDRZxF67JV3JEmSpBYllJQQTj4bXnuJ+NrLeceRmg2LPklSixFjJL74DDz2AFR0hJPPJnSozDuWJElSixSOOQnaVTiqT9qNLPokSS1CrKuFJyfDC09Dn33hxDMIrUvzjiVJktRiheL6UX2vv0x87aW840jNgkWfJKnZi+vXwYN3wZtvwMAj4KgRhAIn3ZAkScpbOHrU5lF9Mca840hNnkWfJKlZiyuXw/23Q/UyOGY04aDBTrohSZLUSGSj+s6B11+BWS/mHUdq8iz6JEnNVly8ACbeAXW1MHoMYa+qvCNJkiTpQ8Ixo6B9JemEmxzVJ+0iiz5JUrMU330TJk+AklZw0lmEys55R5IkSdI2hKJiwinnwOyZ8OoLeceRmjSLPklSsxNffwUenQjtK2H0WEJ5u7wjSZIk6W8Iw0dBh46kdzuqT9oVFn2SpGYjxkh84Wn466PQvReceKYz60qSJDUBoaioflTfq/DqjLzjSE2WRZ8kqVmIaQrTpsCLz0BVfzjuZEJRUd6xJEmStIPCUSdCRUfP1SftAos+SVKTF2tqYMr92SfABw6GI48nJAV5x5IkSdJOCEVFhJPPhTmz4JXn844jNUkWfZKkJi1uWJ9NuvHe23D4MYRDjyCEkHcsSZIkfQJh+Eio6EQ64UZH9UmfgEWfJKnJimvXwAPjYflSOPYkwn4H5h1JkiRJuyAUFhFOPRfefB1efjbvOFKTY9EnSWqS4uqVWcm3fi2MOJ3Qu2/ekSRJkrQbhGEjoFNX0juuz87DLGmHWfRJkpqcuHI5PHAn1GyCkWcQunTPO5IkSZJ2k1BYRBhzAcx7k/j0o3nHkZoUiz5JUpMSq5dmJV9MYdQYQscueUeSJEnSbhaGDIfeVcQ7byDWbMo7jtRkWPRJkpqMuGQRPHgXFCQweiyhQ2XekSRJkrQHhCQhOfsLsGwxccr9eceRmgyLPklSkxAXvpfNrltckpV8bdvnHUmSJEl7UBgwEAYcSrz3VuK6tXnHkZoEiz5JUqMX33sHHr4H2pRlJV9Z27wjSZIkqQEkZ38e1q4mTrw97yhSk2DRJ0lq1OI7c2DKfdC2Q3ZOvtI2eUeSJElSAwm9qwiHH0t8aAJx+bK840iNnkWfJKnRinNfg8cmQUUnGHUmoVXrvCNJkiSpgYUxn4W6lHj3TXlHkRo9iz5JUqMUX38FnnwIOneHkWcQikvyjiRJkqQchE5dCcedTHxiMnHBu3nHkRo1iz5JUqMTZ74Af30UevSGE04lFBXlHUmSJEk5Cqd+CkpKSO+4Pu8oUqNm0SdJajRijMQXn4Fnn4TefeHYkwmFhXnHkiRJUs5CeTvC6LNgxjTi7Jl5x5EaLYs+SVKjEGOE56fBC09D3/3g6FGEgoK8Y0mSJKmRCCeeCe06kN7+x+z/jpI+wqJPkpS7GCM8/Ti88jzsewAMO4GQ+CdKkiRJW4SSVoTTPw2zX2Xj9CfyjiM1Su5FSZJyFdMUpj4Mr78MAwbC4ccQQsg7liRJkhqhcNRI6NKDNdf/L7GuLu84UqNj0SdJyk2sq4MnHoS5r8HBh8GgIy35JEmS9LFCYSHJWZ+jbt5bxKkP5R1HanQs+iRJuYh1tfDoRHh7DgweRjjkMEs+SZIkbd+hR1K07wHECTcSN27MO43UqFj0SZIaXKypgYfvhffehiOOIQwYmHckSZIkNREhBMq+8Pewopo48fa840iNikWfJKlBxU0b4aG7YdH8bNKNfQ/MO5IkSZKamOIBAwmHHU2ceDtxycK840iNhkWfJKnBxA3r4cEJsGwxHD2KUNU/70iSJElqosI5F0KSkN56bd5RpEajcEdWmjFjBtdddx1pmjJixAjGjBmz1eM1NTVcffXVzJ07l/Lyci699FI6d+7M4sWLueyyy+jevTsA/fr14ytf+crufxWSpEYvrlsLkyfAmlVw3MmEHnvlHUmSJElNWKjoSDj1U8Tx1xNfeZ5wwKF5R5Jyt90RfWmacs011/Cd73yHn/70pzz55JPMmzdvq3Uefvhh2rRpwy9/+UtOPfVUbrjhhs2Pde3alauuuoqrrrrKkk+SWqi4ZjVMGg9rV8MJp1nySZIkabcIJ46Bzt1Ib/4tsbYm7zhS7rZb9M2ePZuuXbvSpUsXCgsLGTZsGNOnT99qnWeeeYbjjjsOgKFDh/Lyyy8TY9wjgSVJTUtctQIeGA8bNsDIMwhde+QdSZIkSc1EKCoiOe9LsPA94kP35B1Hyt12i77q6moqKys3366srKS6uvpj1ykoKKC0tJTVq1cDsHjxYr71rW/xve99j1dffXV3ZpckNXJx+bKs5KurhVFnEjp1zTuSJEmSmplw8GFw0BDi3TcTVyzLO46Uq+2eo29bI/NCCDu0TocOHfj1r39NeXk5c+fO5aqrruLHP/4xpaWlW607efJkJk+eDMC4cePo2LHjTr0INR6FhYX+/LTHuZ01LuvKyrZ5f92Shax78C5CQQGtTz+Pgoqm9zMrSAoo+5jXJ+1ObmtqCI1hOyv173ej8nF/w3dVY9jWmhp/N3beh/cJar/2LZZ987MU33Mz7S79Xo7J1Nw0tf3P7RZ9lZWVLFu2pRFftmwZHTp02OY6lZWV1NXVsW7dOsrKygghUFRUBEDfvn3p0qULCxYsoKqqaqvnjxw5kpEjR26+vXTp0l16UcpPx44d/flpj3M7a1zSNWs+cl9cvAAevheKS4gnnsH64lawjfUau7KyMtY0wdxqetzW1BAaw3a2zr/fjcq2/obvDo1hW2tq/N3YeR/ZJyhqRRg1hg33/YVNQ48n7DMgv3BqVhrL/uf7E91uz3YP3a2qqmLBggUsXryY2tpapk6dypAhQ7ZaZ/DgwUyZMgWAadOmccABBxBCYNWqVaRpCsCiRYtYsGABXbp02cmXIklqSuKCd2Hy3dC6FEaPIZS3yzuSJEmSWoBwyrnQoSPpjb8hpnV5x5Fysd0RfQUFBVx00UX84Ac/IE1Tjj/+eHr16sUtt9xCVVUVQ4YM4YQTTuDqq6/mkksuoaysjEsvvRSAmTNncuutt1JQUECSJHz5y192CLckNWPx3bfgsQegbbts4o3Wpdt9jiRJkrQ7hJJWhHMvJP72KuJjkwjHnZx3JKnBbbfoAxg0aBCDBg3a6r7zzjtv8/Xi4mIuv/zyjzxv6NChDB06dBcjSpKagvjWG/DEQ1BRCSNOJ5S0yjuSJEmSWpgwZDjx0YnEO/9MHHIUoaxt3pGkBrXdQ3clSdqeOPtVeGIydOoCI8+05JMkSVIuQggk538Z1q8l3nVD3nGkBmfRJ0naJXHWS/DUI9C1B5xwGqG4OO9IkiRJasFCz70Jx51CfPQB4jtz844jNSiLPknSJ5befztMfxx69oHjTyXUz7QuSZIk5Smc8RloU0Z602+I9ZOESi2BRZ8kaafFGEnv/DPxjj/C3v3g2FGEgoK8Y0mSJEkAhDZlhHO+CLNfJT42Me84UoOx6JMk7ZQYI/HWa4n33koYfiIcNYKQWPJJkiSpcQnDRsCAgcTb/khctjjvOFKDsOiTJO2wWFdH/OMviJPvIow4nfC5vyck/imRJElS4xNCIPnc3wOR9E+/IsaYdyRpj3PvTJK0Q2JNDelvf0h88iHC6ecTzvuSJZ8kSZIatdCxC+HsL8DM54lTH8o7jrTHuYcmSdquuGE96dXfh+eeIpz3JZIzPkMIIe9YkiRJ0naFY0+GfgOIt1xDXLEs7zjSHmXRJ0n6m+La1aQ//Td49UXCF/+BZOQZeUeSJEmSdlhIEpIvfBNqa0j//L8ewqtmzaJPkvSx4opq0qu+A+/MIfnqt0mOGpF3JEmSJGmnhS7dCWM+Cy88TZz+eN5xpD3Gok+StE1xyULSH14BSxeRXPJvhEFH5h1JkiRJ+sTCyDOgz77Em35LXL0y7zjSHmHRJ0n6iPjeO6T/cwWsXUNy+fcJAwbmHUmSJEnaJSEpyA7h3bCOeNNv844j7REWfZKkrcQ3Xye96koAkm/9N6HvfjknkiRJknaP0KM34bTzidMfJz73VN5xpN3Ook+StFl86VnSH/0LtC4l+fY4Qo+98o4kSZIk7VZh9FnQqw/pjf9HXLs67zjSbmXRJ0kCIH3yIdKrvw9dupN8+38InbrmHUmSJEna7UJhIckX/wHWrCLeck3ecaTdyqJPklq4GCPpvbcS//Bz2O8gkn/+b0L7irxjSZIkSXtM6N2XcNLZxKceJr70bN5xpN3Gok+SWrCY1hFv/A3xzj8TDj+W5Jv/RmhdmncsSZIkaY8Lp54H3XqR/vGXxFUr8o4j7RYWfZLUQsWaTaS/+SFxyn2EUWMJF19GKCzKO5YkSZLUIEJREcmX/wnWria97mfENM07krTLLPokqQWKa9eQ/vTf4LmnCOddTHLuhYTEPwmSJElqWUKvPoTzLoaXnyNOGp93HGmXuVcnSS1MrF5C+sMr4M3XCV/5Z5KRZ+YdSZIkScpNOPZkGDyMeOefiXNm5R1H2iUWfZLUgsT33ib972/B8qUk//D/SA47Ou9IkiRJUq5CCCSf/wa0ryT97VXEtWvyjiR9YhZ9ktRCxJeeJR33LSCSfOu/Cf0PzjuSJEmS1CiE0jKSv/sWrKwm/eMviDHmHUn6RCz6JKmZizGSPnQ36S+/D527kVz5I0LPPnnHkiRJkhqV0GdfwllfgOenER+5N+840idSmHcASdKeE+vqiDf/jjjlPhh4BMnFlxNatc47liRJktQohRPPJM56kfiXa4lV+xP2qso7krRTHNEnSc1UXLeG9Bf/QZxyH2H0WSRfu9KST5IkSfobQggkF14KZe1If/tD4oZ1eUeSdopFnyQ1Q3HJQtJx34bXXiR84RKSc75ISHzLlyRJkrYnlLcl+fI/wZJFxOt/7fn61KS41ydJzUx8Yybpf/0jrFpBctl/kAw/Me9IkiRJUpMS9j2AcManiU8/RnziwbzjSDvMok+SmpF06sOkP/kutGlLcuVVhP0OyjuSJEmS1CSFU86B/Q8h3vxb4ntv5x1H2iEWfZLUDMS6OtK/XEu87mdQtT/JlT8kdOmedyxJkiSpyQpJAcnFl0OrUtJf/YC4elXekaTtsuiTpCYurlpO+pN/JU66k3DcKSSX/juhTXnesSRJkqQmL7TrQPL178DyZaS//i9iTU3ekaS/yaJPkpqwOGcW6fcvhzdfJ1x4Kclnv0ooLMw7liRJktRshKr+hIsuhdkziX/6pZNzqFFzb1CSmqAYI/HR+4k3/x46VJJc8UNC7755x5IkSZKapeSwo0kXzSfedQN06U447fy8I0nbZNEnSU1M3LSR+Of/JT71MBw4mORLl3uoriRJkrSHhVM/BYvmE++6kbRzd5LDj8k7kvQRFn2S1ITEJQtJ/28cvDOXcNr5hNPPJySehUGSJEna00II8PlvEJctIl73c2JlZ0JV/7xjSVtx71CSmoj48nOk/3k5LF1E8o1/JTnzM5Z8kiRJUgMKRUUkX/sOdKjMZuJdsjDvSNJW3EOUpEYu1taQ3v5H0l/8O1R0JPmXnxAOOSzvWJIkSVKLFMrbknzz36CulvSX3yeuW5t3JGkziz5JasTiovmk475NnHg7YfiJ2aQbnbvlHUuSJElq0ULXniRfuxIWzyf9zf8Qa2vzjiQBFn2S1CjFGEmnPkT6/UthyUKSr15B8vlvEEpa5R1NkiRJEhD6H0y44Oswcwbx5t8SY8w7kuRkHJLU2MR1a7JZdac/DvseSHLxZYSKTnnHkiRJkvQhyfATSRfNJ068HdpVEE4/P+9IauEs+iSpEYmzXyX9/Y9h+VLCmAsIJ59NSAryjiVJkiTpY4Sxn4OVy4kTbiQNgeS08/KOpBbMok+SGoFYV0e87y/Eu2+Gyk4k3xpHqOqfdyxJkiRJ2xGSBL54CcRIvOuGrOw79VN5x1ILZdEnSTmLC+eR/uEXMGcWYehxhM98ldC6NO9YkiRJknZQSArgwm9CTIl3/pk0SUhOPifvWGqBLPokKSextpY4aXw2iq+4hHDx5SRDj8s7liRJkqRPICQFcNGlECHe8SdSAsnJZ+cdSy2MRZ8k5SC+MycbxffumzB4GMmn/47QrkPesSRJkiTtgs1lH5F4xx9Jk0Ay+qy8Y6kFseiTpAYUN20k3nMz8YHxUN6O5GtXEAYNyzuWJEmSpN0kFBTARZdl5+y77Q/ZOftGjc07lloIiz5JaiDxjZmkf/wlLHqPcNQIwrkXE9qU5R1LkiRJ0m4WCgrg4sshTYl/uY40JCQnnpl3LLUAFn2StIfFDeuId/yJ+Mh9UNmZ5LJ/Jww4NO9YkiRJkvagUFAAX/pHIpF46zWkAZKRln3asyz6JGkPiWlK/OujxNv/CKuWE0acThhzAaFV67yjSZIkSWoAobCQ5Ev/RBp/RLzlGtJVK7N9giTJO5qaKYs+SdoD4tzXSG/+Hbz5OuzdLzsXX1X/vGNJkiRJamChsJDky/9EvOk3xPtvIy6eT3LhZYSSkryjqRmy6JOk3SiuqM4O033qYWjXgXDhPxCGHu8ndpIkSVILFgoL4YKvQ5cexNuuI122hOQb3yW065B3NDUzFn2StBvEmk3EyROI9/4F6moIJ51NOPVcQqvSvKNJkiRJagRCCIRRY4idu5H+7kek//WPJJf8K6Fnn7yjqRlxiIkk7YIYI3HGNNLvfYN4x5+g/0Ek/341ydlfsOSTJEmS9BFh4BEk3x4HaSQddwXxpWfyjqRmxKJPkj6h+NpLpD+8kvRX/wWFRSSX/jsF3/guoXP3vKNJkiRJasRC7yqS7/wIunQj/eV/kj50T96R1Ex46K4k7aQ4eybpXTfCrBehXQXhM18lHD0qO++GJEmSJO2A0KGS5FvjSH//Y+LNvyVdNI9w3pcJBQV5R1MT5l6pJO2g+ObrpHfdAK88D+XtCOddTDjmJEKxs2VJkiRJ2nmhpBXJ164g3v4n4qTxxEXzSS66zEk69IlZ9EnSdsR35mQj+F6cDmXlhHO+SDjuFEJJq7yjSZIkSWriQlJAOPdC0q49iDf9lvT/XULyhUsIA4/IO5qaIIs+SfoY8c3XSe+/DZ6fBqVlhDEXEEac5iQbkiR9QuljE/OOIEmNVnL0KGJVf9Lf/5j0Vz8gHDOa8KmLHWCgnWLRJ0kfENM6eP6vpA/eCXNmQes2hNPPJ4w8k1DaJu94kiRJkpqx0L03yXd+RLzrRuIDdxBnvUTypcsJffbNO5qaCIs+SQLihnXEJyYTH7obli6Cjl0I53+ZcNQIR/BJkiRJajChsIhw9heIBw4mvfYnpOO+lQ0+OPlcJ+rQdln0SWrR4rIlxIfvJj4+Cdavg30GkJx7EQw8nJD4R1SSJElSPsJ+B5J87xfEG36TjfB7+TmSiy8ndOqadzQ1YhZ9klqcmKYw6wXiY5OIzz8FQBh8FOHEMx0SL0mSJKnRCKVlhC//I+nBQ4g3/B/pv/9DNjngMaMcmKBtsuiT1GLEpYuIUx8iPvkQVC/JJtgYeSbhhNMIlZ3yjidJkiRJ25QccSxxnwGk1/2MeMP/Eh+dSHL+lwj7HZR3NDUyFn2SmrW4aSPx+WnEJyfDqy9ACLD/wOxTsIFHEIqK844oSZIkSdsVKjuR/ON/Ep95knjbdaQ/+hcYNIzknC96OK82s+iT1OSsm3Qn6Zo1H/t4jBGWLYY5r8Fbb8CmjdCmHA45DKr6E9qUw/q1xKceJjZgbkmSJEnaFSEEwmHDiYccRpx0J/H+20hfnJ6dhuiUc5xIUBZ9kpqHGGM2W+7bc+CdObB2DRQUQO++ULU/dO1BCCHvmJIkSZK0y0JxCeG084hHjSTe8Sfi/bcRpz5EGPt5wpHHE5Ik74jKiUWfpCYrxghLFm4p99athSSBbr3gkMOhVx9CcUneMSVJkiRpjwgdKgkXX0Y8/hTSW35P/MPPiY/cSzL2czBgoIMdWiCLPklNSqzZRO27bxHfmAnvzIX16yApgO694dC+0HNvyz1JkiRJLUroux/Jt/+H+PRjxDv+RPqz70HPPoSTziIMGU4ocIbelsKiT1KjFmOERfOJrzxHfPk5eP0l1m/alB2W22Mv6F0FPfYiFDuphiRJkqSWKyQJYehxxCFHEf/6GPGBO4i//zFx/PXZOfyGn0goaZV3TO1hFn2SGp24YR3MepH48nPEV57Pzr0H0Lk7YfgoWrUqYX3bCkJRUb5BJUmSJKmRCYVFhKNGEI88Hl56hnTiHcSbf0e8+2bC8acQjj+V0LZ93jG1h1j0ScpdXLsaZr9KfOOV7JDct2dDXR2UtIL+BxNGjyUcMGjzlPGFzz1B+Buz7kqSJElSSxeSBA45nIJDDifOfpX0gfHEe28lPjCeMOwEwtGjoXdfz+PXzFj0SWpwsXpJVui9X+zNfyd7oKAQ9t6HMGoM4YBBUNWfUOioPUmSJEnaFWGf/SnYZ3/iwnnESXcSn5xMfHQidOuVzdJ7xLGEik55x9RuYNEnaY+Ka1fD27OJb88hvjUb3noDqpdkD7ZqnZV5hx9D6DcA9u7nRBqSJEmStIeErj0Jn/8G8ewvEKc/QZz2CPGOPxHHXw/7HpiVfoOGEVqX5h1Vn5BFn6TdJiv15mSl3ttvwNtztpxfD6BTV0Lf/WDUmKzY67k3IXH2J0mSJElqSKFNOeG4k+G4k4mLFxCnTclKvz/8gnjj/xEOOYJwxHGw/8EOxmhiLPok7bS4fh3Mf4c4/50ty/fegZXVW1bq2IWw1z5wzEmEvfeB3lWENmW5ZZYkSZIkfVTo3I1wxqeJp58Pc1/LCr/pTxCnPw5FxbDvAYQDBxEOHAxdenhOv0bOok/SNsU0heXLYPF84qL52XLBvOx8eu8fegtQXAzdehMGHALdexN6981KvbK2+YWXJEmSJO2UEEJ2aqWq/sTzvgSzXiK+8hzx5WeJt1xDvOUaqOy8pfTrfxChlYf4NjYWfVILFms2wbIlUL2YuHQRLFpAXDwfFs2HJQuhtmbLykXF0KU7YZ8B0L0Xocde0L03dOzs4beSJEmS1IyEwiI4cBDhwEFw3peISxYSX3k+K/2mTckm8igohL77EvrsR+i7L/TZj1DRMe/oLZ5Fn9RMxTSFNatgxTJYXk2sXgzLFsOyJcRl9ddXrdj6SYVF0LlbVugdNAS6dCN0ym7TvjKbnl2SJEmS1KKEg3Jk+QAAEJVJREFUTl23nNOvtgZmv5qVfq+/Qnz4buKk2mzF9hXQ5wPl3177EFq1zjd8C2PRJzUxsbYGVq/KSrrVK4irVsDK5bB8GXFlNayozsq9lcuhrm7rJxcWQUUnqOxEOOTw+uudCZWdoLILdLDMkyRJkiR9vFBYBP0PJvQ/GIBYUwPz3iTOfQ3mvk588zXi89OIACGBLt2gay9Ct57Z0WHdekHXnoSSVrm+jubKok/KUUxTWL8O1q6CNath7WrimtVb3161ElavgNUrs3Jv3dptf7HSNtCuAtpXEPY7OPskpX0FoX1ldr2yM5S3s8iTJEmSJO02oaiofhTfvjAiuy+uXgVvvU6c+zrxvbdgwTzii09DmmYFIGT7qN16Err2gk5dCJWdtwxMKXUix09qh4q+GTNmcN1115GmKSNGjGDMmDFbPV5TU8PVV1/N3LlzKS8v59JLL6Vz584AjB8/nocffpgkSbjwwgsZOHDg7n8VUg5imsKG9VlRt37t5mVcv67++gfu37Cu/v61sK5+uWF9VtrFdNvfICTQpg2Ut88Kuh57w/7toW07KG9PaJvdT9t20K7CT0MkSZIkSY1CKG8LBw3JTglVL9bWwOIFWem34J1sOf9d4msvQ82mLQUgQOvSrPSr6JQdgVbRCdp2ILRtB2X1+8Hl7QjFJQ3+2hq77RZ9aZpyzTXX8N3vfpfKykquvPJKhgwZQs+ePTev8/DDD9OmTRt++ctf8uSTT3LDDTdw2WWXMW/ePKZOncpPfvITli9fzve//31+/vOfk7TQEUVx5fJslFZJCZS0guISKCp2hNVuFGPMJpCoqcmWtTVQW7vlek0N1GyCTRuJGzfCpvcvG2Bj/fL9+zZuJG6+/oH737+9Yf32AyUJtG6TvUm1Ls2uV3YitN6r/nYZlJVDm3JC/ZKyttl9rdu4bUiSJEmSmoVQWJRN6Ni9N4Fhm++PaZodwbZsMVQvIS5bUr+svz1nFqxbk6374S9a0npz6Ud5O5Kvfjv7Pi3Ydou+2bNn07VrV7p06QLAsGHDmD59+lZF3zPPPMO5554LwNChQ7n22muJMTJ9+nSGDRtGUVERnTt3pmvXrsyePZt99913D72cxi0+ej/x7ps/+kBxMRS32qr8o6AACguzWWzeXxYUEgoL6x8rqr+vYKvHtzxWkI0IC2xZEiCELfdB/e1Q/9g21gWI8UOXdBu3gZiyrrSUdM2aj65XVwdpCmlddr2ubsv1tP6x2trN12NdHdTVZvdvXrc2W2erEu/9Aq++zKur3bUfUlFx9jMoKcmWxfU/k9ZtssNgiz9Q0rYuhVZZgRdK23zgdpstpV5xcTZFuSRJkiRJ+oiQJNCuQ3bpux/b2oOOGzfUn6d+JaxemZ2rvv46q1YSV6/Izldf4BnqtvsvUF1dTWVl5ebblZWVvPHGGx+7TkFBAaWlpaxevZrq6mr69eu3eb2Kigqqq6t3V/YmJwwZDt16bT1C7IOjyDZuqB9Btqm+DKsvrzas31xyxbra7LHa2uy+9y+19aVYzlbvyEoFhVCQQFKQXQrqLx++vq3HSkugsChr6IuKslLz/UtRIRQUZcXnRx6rf05h0ZZitbgku/5+cVdc4gg6SZIkSZIamVDSCjp1zS6wzTJQme0WfTF+ZGDkR0Yofdw627p/WyZPnszkyZMBGDduHN27d9+h5zU53bvDkKF5p5Cavu6fon3eGdRiuK2pobitqSG4namhuK2pITTb7kCNTlPa1rY7fKmyspJly5Ztvr1s2TI6dOjwsevU1dWxbt06ysrKPvLc6upqKioqPvI9Ro4cybhx4xg3btwnfiFqHK644oq8I6gFcDtTQ3FbU0NxW1NDcDtTQ3FbU0NwO1NDaWrb2naLvqqqKhYsWMDixYupra1l6tSpDBkyZKt1Bg8ezJQpUwCYNm0aBxxwACEEhgwZwtSpU6mpqWHx4sUsWLCAffbZZ4+8EEmSJEmSJKkl2+6huwUFBVx00UX84Ac/IE1Tjj/+eHr16sUtt9xCVVUVQ4YM4YQTTuDqq6/mkksuoaysjEsvvRSAXr16ceSRR3L55ZeTJAkXX3xxi51xV5IkSZIkSdqTdmg6kkGDBjFo0KCt7jvvvPM2Xy8uLubyyy/f5nPPOusszjrrrF2IqKZk5MiReUdQC+B2pobitqaG4ramhuB2pobitqaG4HamhtLUtrUQd3TGDEmSJEmSJEmNlsfRSpIkSZIkSc3ADh26K33Y0qVL+dWvfsWKFSsIITBy5EhOOeUUrr/+ep599lkKCwvp0qULX//612nTpk3ecdWEfdy29r4JEybw5z//md///ve0bds2x6Rqyv7Wdnb//fczceJECgoKGDRoEBdccEHOadWUfdy29tZbb/G73/2OTZs2UVBQwJe+9CUnMNMu2bRpE9/73veora2lrq6OoUOH8qlPfYrFixfzs5/9jDVr1tCnTx8uueQSCgvdJdAn83Hb2S9+8QvmzJlDYWEhVVVVfOUrX3E70y75uG3tfddeey2PPPII119/fY4p1dR93HYWY+Tmm29m2rRpJEnCiSeeuNU+aWPjobv6RJYvX87y5cvp27cv69ev54orrvj/7d1/SNyFH8fx1915Ta3pPFu2HLKuTZgNwx9lLgZCVGwu3B82F82pVPsj24jguP5JCrI0kfUDm6vBGvrHYLHKyQayH8p+OPbTSk2oMYwUFc9sqWWed98/Yp858/p+v2r77D4+H3/d3ec+8Dp48dHP+/NLHo9HPp9Pa9askcPhUH19vSSxU4w5CdW15cuXa3BwUHv27FFPT48qKioY9GHWQvVseHhYX375pd544w05nU79+uuvio2NNTsuwliorn3++efKzc1VWlqaLl++rIaGBr311ltmx0UYCwaDGh8fV2RkpPx+v8rKylRcXKzGxkZlZWXpiSee0KeffqoVK1bo6aefNjsuwlSono2MjCgtLU2S9OGHHyolJYWeYU5CdS05OVlXr17VkSNHdP78eQZ9mJNQPevp6VFHR4deeeUV2e32O36fgEt3MStxcXFyu92SpKioKCUmJmpoaEiPPPKIHA6HJCk5OVlDQ0NmxoQFhOqaJO3fv18vvPCCbDabmRFhAaF61tTUpLy8PDmdTkm6o/+gIzyE6prNZtPvv/8uSRobG1NcXJyZMWEBNptNkZGRkqTJyUlNTk7KZrOpo6NDjz/+uCQpJydHFy5cMDMmwlyonqWnp8tms8lms2nlypXy+XwmJ0W4C9W1QCCg+vp6Ti7BvAjVs6amJuXn58tu/2uEdqfvE3D+NOZsYGBA165d+9slRidOnNDatWtNSgUrmtq1ixcvyuVyacWKFWbHgsVM7VldXZ26urp04MABOZ1OFRYWcjkl5s3UrhUVFam8vFx1dXUKBAJ65513zI4HCwgEAvJ6verr69MzzzyjhIQERUdHGwdlXS4XB2UxZ9N7tmrVKmOZ3+/XqVOnVFxcbF5AWMZMXTty5IgyMjI4QIZ5M1PP+vv7dfbsWZ0/f14xMTEqKSnRsmXLzI4aEmf0YU7++OMPVVdXq7i4WNHR0cbnhw4dksPh0Lp160xMByuZ2jWHw6FDhw6poKDA7FiwmOnbtEAgoJGREZWXl6uwsFC7du0Sd7zAfJjetaamJhUVFWn37t0qKipSbW2t2RFhAXa7XVVVVaqtrdXVq1fV09NjdiRY0PSe/fTTT8ayvXv3avXq1Vq9erWJCWEV07vW2dmp1tZWrV+/3uxosJCZtmkTExNyOp2qqKjQk08+qd27d5sd8x8x6MOs+f1+VVdXa926dcrKyjI+b25u1qVLl7Rz504uqcS8mN61/v5+DQwMyOPxqLS0VD6fT16vV8PDw2ZHRRibaZvmcrmUlZVlXHpkt9v122+/mZwU4W6mrrW0tBivs7Oz9eOPP5oZERZz9913KyUlRT/88IPGxsY0OTkpSRoaGpLL5TI5HaziRs/a2tokSQcPHtT169e1bds2k5PBam50raOjQ319fdq5c6dKS0v1559/aseOHWbHg0VM3abFx8cb/6c99thj6u7uNjndP2PQh1kJBoOqra1VYmKiNm7caHze1tamr7/+Wl6vV4sWLTIxIaxipq4lJSVp7969qqmpUU1NjeLj41VZWaklS5aYnBbhKtQ27dFHH1V7e7skqbe3V36/X4sXLzYrJiwgVNdcLpc6OzslSe3t7br//vvNigiLuH79ukZHRyX99RTB7777TomJiXr44Yd17tw5SX8dnM3MzDQzJsJcqJ4dP35c33zzjV577TXjnlbAXMzUNbfbrc8++8zYJ7jrrrv08ccfm5wU4SzUNm3qPkFnZ6ceeOABM2P+Vzx1F7PS1dWlsrIyJSUlGWftPf/889q3b5/8fr/uueceSdKqVau0fft2M6MizIXqWnp6uvGd0tJSvffeezx1F7MWqmepqan65JNP1N3drYiICBUWFmrNmjUmp0U4C9W16Oho7du3T4FAQE6nUy+99JLx0A5gNrq7u1VTU6NAIKBgMKjs7Gzl5+erv79fH3zwgUZGRvTggw9qx44dxgOHgP9XqJ5t2bJFS5cuNW5qn5WVpfz8fJPTIpyF6tpUhYWFPHUXcxKqZ6Ojo/roo480ODioyMhIvfzyy3f0veIZ9AEAAAAAAAAWwHnUAAAAAAAAgAUw6AMAAAAAAAAsgEEfAAAAAAAAYAEM+gAAAAAAAAALYNAHAAAAAAAAWACDPgAAAEiSBgYGtHnzZk1OTs5q/c2bN6uvr2+eUwEAAOB/FWF2AAAAAPy7SktLNTw8LLv95jHenJwcvfjiiyamAgAAwHxj0AcAALAAeL1epaammh0DAAAA/yIGfQAAAAtUIBBQfX29WlpaFBUVpY0bN96y/OTJk2poaJDP51NMTIzy8vL01FNPGcsbGhrU2Ngom82mgoKC2x0fAAAA0zDoAwAAWKCOHTumy5cvq7KyUpGRkaqurr5leWxsrLxerxISEvT999/r3Xff1UMPPSS32622tjYdPnxYb775pu677z7t2bPHpF8BAACAGxj0AQAALABVVVVyOBzG+61bt6q1tVUbNmzQvffeK0natGmTOjo6jO+kp6cbr1NSUpSamqquri653W6dPXtWOTk5SkpKkiQ999xzOnPmzG36NQAAAJgJgz4AAIAFwOPx/O0efY2NjcaQT5KWLl16y/IrV67oiy++UG9vr4LBoMbHx43B3i+//CK32x1yXQAAANx+DPoAAAAWqLi4OA0ODhrvp76emJhQdXW1Xn31VWVmZioiIkLvv//+Lev6fL4Z1wUAAIA57GYHAAAAgDmys7N19OhR+Xw+jYyM6KuvvjKW+f1+TUxMKCYmRg6HQ1euXNG33357y7rNzc36+eefNT4+roMHD5rxEwAAADAFZ/QBAAAsAJWVlbLbbx7jTU1N1euvv67e3l55PB5FRUXp2WefVXt7uyQpKipKJSUl2rVrlyYmJpSRkaHMzExj/bS0NOXm5urtt9+W3W5XQUGBTp8+fdt/FwAAAG6yBYPBoNkhAAAAAAAAAMwNl+4CAAAAAAAAFsCgDwAAAAAAALAABn0AAAAAAACABTDoAwAAAAAAACyAQR8AAAAAAABgAQz6AAAAAAAAAAtg0AcAAAAAAABYAIM+AAAAAAAAwAIY9AEAAAAAAAAW8B/G19s+pTayLwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gi2 = transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1)]\n", + "sns.distplot(gi2['Edad']);" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Medio centro ofensivo', 'Defensa central', 'Pivote',\n", + " 'Delantero centro', 'Mediocentro', 'Mori Delantero centro',\n", + " 'Extremo izquierdo', 'Portero', 'Extremo derecho',\n", + " 'Lateral derecho', 'Lateral izquierdo', 'central',\n", + " 'Vázquez Pivote', 'Interior izquierdo', 'Rankin Lateral derecho',\n", + " 'Santos Mediapunta'], dtype=object)" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "transfermkt.Posición.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
index#NamePosiciónNac.EdadClubValor más alto de carreraÚltima revisiónValor de mercadoDiferencial valor de MercadoPosición Simple
001Maximiliano MezaMedio centro ofensivoArgentina26CF Monterrey14000000.008/02/201914000000.01.0000003
112Rodolfo PizarroMedio centro ofensivoMéxico25CF Monterrey10000000.008/02/201910000000.01.0000003
223Carlos SalcedoDefensa centralMéxico25Tigres UANL10000000.008/02/201910000000.01.0000001
334Guido RodríguezPivoteArgentina25CF América10000000.008/02/201910000000.01.0000002
445Vincent JanssenDelantero centroPaíses Bajos25CF Monterrey14000000.013/06/20198000000.00.5714293
\n", + "
" + ], + "text/plain": [ + " index # Name Posición Nac. Edad \\\n", + "0 0 1 Maximiliano Meza Medio centro ofensivo Argentina 26 \n", + "1 1 2 Rodolfo Pizarro Medio centro ofensivo México 25 \n", + "2 2 3 Carlos Salcedo Defensa central México 25 \n", + "3 3 4 Guido Rodríguez Pivote Argentina 25 \n", + "4 4 5 Vincent Janssen Delantero centro Países Bajos 25 \n", + "\n", + " Club Valor más alto de carrera Última revisión Valor de mercado \\\n", + "0 CF Monterrey 14000000.0 08/02/2019 14000000.0 \n", + "1 CF Monterrey 10000000.0 08/02/2019 10000000.0 \n", + "2 Tigres UANL 10000000.0 08/02/2019 10000000.0 \n", + "3 CF América 10000000.0 08/02/2019 10000000.0 \n", + "4 CF Monterrey 14000000.0 13/06/2019 8000000.0 \n", + "\n", + " Diferencial valor de Mercado Posición Simple \n", + "0 1.000000 3 \n", + "1 1.000000 3 \n", + "2 1.000000 1 \n", + "3 1.000000 2 \n", + "4 0.571429 3 " + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def position_raw_transfermkt(x):\n", + " if x == 'Delantero centro' or x == 'Medio centro ofensivo' or x=='Extremo derecho' or x=='Extremo izquierdo' or x=='Mediapunta':\n", + " return 3\n", + " elif x == 'Pivote' or x=='Mediocentro' or x=='Interior izquierdo' or x=='Interior derecho':\n", + " return 2\n", + " return 1\n", + "transfermkt['Posición Simple'] = transfermkt['Posición'].apply(position_raw_transfermkt)\n", + "transfermkt.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [], + "source": [ + "gi2_defensas = transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1) & (transfermkt['Posición Simple'] == 1)]\n", + "gi2_mediocampistas = transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1) & (transfermkt['Posición Simple'] == 2)]\n", + "gi2_atacantes = transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1) & (transfermkt['Posición Simple'] == 3)]" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, [ax1, ax2, ax3] = plt.subplots(1,3)\n", + "ax1.hist(gi2_defensas['Edad'], bins=30)\n", + "ax1.set_title('Defensas') \n", + "ax1.set_xlabel('edad') \n", + "\n", + "ax2.hist(gi2_mediocampistas['Edad'], bins=30)\n", + "ax2.set_title('Mediocampistas')\n", + "ax2.set_xlabel('edad')\n", + "\n", + "ax3.hist(gi2_atacantes['Edad'], bins=30)\n", + "ax3.set_title('Atacantes')\n", + "ax3.set_xlabel('edad')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hacer un gráfico de dispersión entre los jugadores que no se encuentren en su mejor momento y su edad. Donde serán particularmente interesantes aquellos jugadores \"jóvenes\" que no se encuentren en su mejor momento. \n", + "\n", + "Si un jugador se encuentra en el percentil 25 de los jugadores que no están en el mejor momento de su carrera y además son muy jóvenes, sería muy interesante conocer el por qué. Hacer un gráfico de barras que muestre cuántos de estos jugadores particularmente interesantes tiene cada Club." + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"#\", y=\"Edad\", hue=\"Nac.\", data=gi2)" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABPQAAAMgCAYAAACksTzYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XlcVPX+x/H3wCCLoolc7bp1IzTXG5ULZIXasLiEXEVNS1tNuz8jNDXNjNst0zCtNCs1WyxvobmgpgZclyyXVhe0VEpzSw1RUXCQGeb3h4/mOoKChQ6HeT0fjx4x53zPOZ8zn+nR4/F+fL/nmBwOh0MAAAAAAAAADMHL3QUAAAAAAAAAKD8CPQAAAAAAAMBACPQAAAAAAAAAAyHQAwAAAAAAAAyEQA8AAAAAAAAwEAI9AAAAAAAAwEDM7rz4G2+8oe+++061atXS5MmTLzk2JydH06dPV35+voqLi9W/f3/dcsstV6lSAAAAAAAAoHJwa6DXsWNHxcbGavr06WWOXbBggSIiIhQdHa0DBw5owoQJBHoAAAAAAADwOG4N9Fq0aKGjR4+6bDt8+LBmz56tvLw8+fr6avDgwWrQoIFMJpMKCgokSQUFBapdu7Y7SgYAAAAAAADcyq2BXmlmzpypQYMG6a9//at2796tt99+W8nJyerdu7deeOEFrVy5UoWFhRo3bpy7SwUAAAAAAACuukoV6FmtVu3cuVNTpkxxbrPZbJKkL7/8Uh07dtTdd9+tXbt2adq0aZo8ebK8vHivBwAAAAAAADxHpQr0iouLVb16dU2aNKnEvlWrVunpp5+WJDVt2lRFRUU6deqUatWqdbXLBAAAAAAAANymUk1vCwgIUN26dbVhwwZJksPh0N69eyVJwcHBysrKkiQdOHBARUVFqlmzprtKBQAAAAAAANzC5HA4HO66+KuvvqodO3Y4Z9r16dNHrVq10qxZs3TixAnZbDZ16NBBCQkJOnDggGbMmCGr1SpJuu+++3TTTTe5q3QAAAAAAADALdwa6AEAAAAAAAC4PJVqyS0AAAAAAACASyPQAwAAAAAAAAyEQA8AAAAAAAAwELM7L37o0CF3Xt4tgoODlZOT4+4ycIXRZ89Brz0HvfYc9Noz0GfPQa89B732HPTaM3hqn+vXr1+ucczQAwAAAAAAAAyEQA8AAAAAAAAwEAI9AAAAAAAAwEDc+gy9CzkcDlmtVhUXF8tkMrm7nCviyJEjKiwsdHcZuIIcDodMJpPz3wAAAAAAABWpUgV6VqtVPj4+MpsrVVkVymw2y9vb291l4AorLi6W1WqVv7+/u0sBAAAAAABVTKVacltcXFylwzx4Dh8fHxUXF7u7DAAAAAAAUAVVqkCP5YmoSvg9AwAAAACAK6FSBXqVQVxc3GWNX79+vQYOHHiFqgEAAAAAAABcVer1rfZBlxeulcV71pIyxyxZUvYYAAAAAAAAwF2YoXeBJk2aSDo38y4hIUGDBg3SnXfeqaFDh8rhcEiSVq9erTvvvFPx8fFasWKF89iCggINHz5cXbt2VXR0tD777DNJ0owZMzR8+HBJ0o4dO9S5c2edOXPmKt8ZAAAAAAAAqgICvUvIysrSc889pzVr1uiXX37R119/LavVqpEjR+q9997TokWLdPToUef41157TR06dNDy5cs1f/58Pf/88yooKNCgQYO0d+9erVixQklJSXrppZd4+ykAAAAAAAD+EAK9SwgLC1P9+vXl5eWlli1bav/+/crOzlbjxo0VEhIik8mkXr16Ocd//vnnmj59uqKiopSQkKDCwkIdPHhQXl5eeuWVV5SYmKiIiAi1bdvWjXcFAAAAAAAAI6vUz9Bzt2rVqjn/9vb2ls1mk3Txt5c6HA7NnDlToaGhJfbt2bNH1atX1+HDh69MsQAAAAAAAPAIzNC7TKGhodq3b5/27t0rSVq8eLFzX2RkpN59913ns/aysrIkSXl5eXr22We1YMECHT9+XMuWLbvqdQMAAAAAAKBqINC7TH5+fkpJSdHAgQMVHx+vhg0bOvclJSWpqKhIFotFnTt3VkpKiiTpX//6l+6//37dcMMNeuWVVzRhwgTl5OS46xYAAAAAAABgYCbH79PJ3ODQoUMunwsKChQQEOCmaq4Os9nsXLqLqstsNisvL6/K/54hBQcHE9B7CHrtOei1Z6DPnoNeew567TnotWfw1D7Xr1+/XOOYoQcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgR4AAAAAAABgIGZ3F1CZTZgwQZGRkcrLy1N2draGDh3q7pIAAAAAAADg4Sp1oNdj7o8Ver60e5td1vjvvvtOSUlJmjhxorp3716htQAAAAAAAAB/RKUO9Nzl+eef19q1a7Vv3z7FxcXpl19+0Zdffqlu3bpp2LBh7i4PAAAAAAAAHoxArxTjxo1T9+7dtWDBAiUnJyshIUFpaWnuLgsAAAAAAADgpRgXk5WVpZYtWyo7O1tNmzZ1dzkAAAAAAACAJGbolZCVlaVhw4bp119/VVBQkM6cOSOHw6GoqCgtWbJE/v7+7i4RAAAAAAAAHowZehdo1aqVMjIyFBISojVr1qhDhw76z3/+o4yMDMI8AAAAAAAAuB0z9Epx7Ngx1apVS15eXiy5BQAAAAAAuMKmTp1a5pjExMSrUIkxVOpAL+3eZm65bp06dfTBBx9IkpYtW+aWGgAAAAAAAIDSsOQWAAAAAAAAMBACPQAAAAAAAMBACPQAAAAAAAAAAyHQAwAAAAAAAAyEQA8AAAAAAAAwEAI9AAAAAAAAwEAI9C7QqFEjRUVFOf95/fXXS4xZv369Bg4ceFnnTUhI0JYtWyqqTAAAAAAAAHgos7sLuJSlqScq9Hx3972mzDF+fn7KyMio0OsCAAAAAAAAFaVSB3qVyerVq5WcnKygoCC1bt3auf37779XcnKyrFar/Pz8NGXKFIWGhurMmTMaPny4du/erdDQUFmtVjdWDwAAAAAAgKqCQO8CVqtVUVFRzs9Dhw5VTEyMRo4cqXnz5un666/XkCFDnPtDQ0O1cOFCmc1mff7553rppZc0a9YszZkzR/7+/srMzNSOHTsUGxvrjtsBAAAAAABAFUOgd4HSltxmZWWpcePGCgkJkST16tVLH374oSQpLy9PSUlJ2rNnj0wmk4qKiiRJmzZt0kMPPSRJatGihZo3b34V7wIAAAAAAABVFS/FKCeTyVTq9kmTJum2227TqlWr9N5776mwsLDMYwAAAAAAAIA/qswZemfPnlVycrJsNpvsdrvCw8PVp08flzFr1qzRBx98oKCgIElSbGys7rrrritTsRuEhoZq37592rt3r/72t79p8eLFzn2nTp3StddeK0maN2+ec3v79u21aNEidejQQT/++KN++OGHq143AAAAAAAAqp4yAz0fHx8lJyfLz89PNptNzz77rMLCwtS0aVOXcbfddpsefvjhK1bo1XLhM/Q6deqkp59+WikpKRo4cKCCgoLUrl07/fjjj5Kkxx57TElJSZo5c6Y6dOjgPG7gwIEaPny4LBaLWrRoobCwsKt+LwAAAAAAAKh6ygz0TCaT/Pz8JEl2u112u/2qLSW9u+81V+U659u/f3+p2zt16qROnTqV2N6mTRt98cUXzs+jRo2SJPn7++vNN9+8MkUCAAAAAADAY5XrpRjFxcV66qmndPjwYcXExKhJkyYlxmzatEk//PCD/vrXv+r+++9XcHBwiTGZmZnKzMyUJE2cOLHEmCNHjshsrvrv6fCEe4Tk6+tb6n8HqFrMZjN99hD02nPQa89Anz0HvfYc9Npz0GvPRd//x+RwOBzlHZyfn6+XX35ZDz74oBo3buzcfurUKfn5+cnHx0fp6enasGGDkpOTyzzfoUOHXD4XFBQoICDgMso3HrPZLJvN5u4ycIWZzWbl5eVV+d8zzv0PJScnx91l4Cqg156DXnsG+uw56LXnoNeeg15XTVOnTi1zTGJi4lWoxL3q169frnGX9Zbb6tWrq0WLFtq8ebPL9sDAQPn4+EiSLBaLfv7558s5LQAAAAAAAIByKjPQy8vLU35+vqRzb7zdtm2bGjRo4DLm+PHjzr+/+eYbNWzYsILLBAAAAAAAACCV4xl6x48f1/Tp01VcXCyHw6GIiAjdeuutSk1N1Q033KA2bdpoxYoV+uabb+Tt7a0aNWron//859WoHQAAAAAAAPA4ZQZ61113nVJSUkps79u3r/Pv/v37q3///hVbGS7q/fffV8+ePRUYGOjuUgAAAAAAAHCVXdYz9Kq6hIQErVmzxmXbrFmzNGbMmEseV9pbf6+UZcuW6ciRIxUS5iUlJWnZsmWSzt3nmTNn/vC51q9fr4EDB/7pmgAAAAAAAHBpZc7Qc6fyvOHkcpT1NpQePXooLS1NHTt2dG5LS0vTuHHjKqwGu93+p463Wq0aMWJEBVXzP2+//bZ69eolf3//Cj93RbPZbDKbzRf9fDF2u13e3t5XsjQAAAAAAIArrlIHeldbt27dlJKSosLCQvn6+mr//v06cuSI2rVrp/z8fD344IM6efKkbDabRo0apZiYGJfjHQ6HXnjhBa1evVomk0mJiYnq0aOH1q9frylTpqhevXrasWOHVq9e7XJckyZN9MADD2jdunWqVauWRo8erfHjx+vgwYN67rnnFB0drf379ysxMVEFBQWaNWuWXnjhBbVt21ZHjhzRY489plOnTslut2vChAlq3769y/lfeeUVZWRkyGq1qk2bNnrppZdkMpmc+2fPnq0jR46od+/eql27tj755BMtXrxY06ZNk8Ph0F133aWxY8eW+L5Wr16t5ORkBQUFqXXr1s7tBQUFeuaZZ/Tjjz/KZrPpySefLPFdSdIbb7yhBQsWyGQyqXPnznr66ac1d+5czZ07V2fPntX111+vqVOnyt/fX0lJSbrmmmuUlZWl1q1bq0aNGjpy5Ij279+voKAgTZ06VS+++KI2bNigs2fP6v7779eAAQNcvvvt27drzZo1euihh3To0CEVFhbq4Ycf1n333feHfi8AAAAAAADuQKB3nqCgIIWFhWnNmjWKiYlRWlqa4uLiZDKZ5Ovrq9mzZyswMFC5ubm6++67FR0d7RKMLV++XNu3b1dGRoZyc3PVtWtXhYeHS5I2b96sVatWKSQkRDabzeW6BQUFioiI0NixY/Xwww8rJSVFH330kXbt2qWkpCRFR0crODhYH330kfz8/JSdna2hQ4dq5cqVWrRokSIjI/XEE0/IbreXumz2gQce0LBhwyRJjz/+uDIyMhQdHe3c//DDD2vmzJmaP3++goKCdPjwYY0fP14rV65UrVq11K9fP61cuVKxsbHOY6xWq0aOHKl58+bp+uuv15AhQ5z7XnvtNXXo0EFTpkzRyZMn1a1bN91xxx0KCAhwjlm1apVWrlypZcuWyd/f3/mm5C5duujee++VJL300kv66KOP9NBDD0mSfv75Z6Wmpsrb21uTJ0/W1q1btWjRIvn7++vDDz9UYGCgli9frsLCQsXHxysyMtLlu2/cuLEkafLkyapdu7bOnDmjbt26qWvXrgoKCrrcnwsAAAAAAIBbEOhdID4+Xmlpac5Ab8qUKZLOzb6bOHGiNm3aJJPJpMOHD+u3335T3bp1ncd+9dVXio+Pl7e3t/7yl78oPDxcW7ZsUY0aNRQWFuYMlC5UrVo1derUSZLUrFkzVatWTT4+PmrevLkOHDgg6dyy0n/961/Kzs6Wj4+PsrOzJUlhYWF68sknZbPZFBMTo1atWpU4//r16/Xmm2/qzJkzOnHihG688UaXQO9CW7ZsUUREhOrUqSNJ6tmzpzZu3OgS6GVnZ6tx48YKCQmRJPXq1UsffvihJOnzzz9XRkaG3nrrLUlSYWGhDh486PKswXXr1qlv377OJb61a9eWJO3cuVMpKSnKy8tTfn6+M5STpO7du7ssmY2OjnYev3btWv3www/69NNPJUmnTp3Snj175OPjU+K7f+edd7RixQpJ0qFDh7Rnzx4CPQAAAAAAYBgEeheIjY3Vc889p23btslqtTqXki5cuFDHjh3TihUr5OPjo/bt26uwsNDlWIfDcdHznj877UJms9k508/Ly0u+vr7Ov3+fzTdr1izVqVNHkydPls1mcwZp4eHhWrBggf773//qiSee0JAhQ9S7d2/nua1Wq55++mktX75cDRo00OTJk0vUfaFL3cf5zp+deOHxM2fOVGho6CWvUdrxw4YN0+zZs9WyZUulpqZqw4YNzn0XfocXfn7hhRdcnn8onQszzx+3fv16rVu3TkuXLpW/v78SEhLK/D4AAAAAAAAqE95ye4Hq1asrIiJCw4cPV3x8vHP7qVOnFBwcLB8fH3355ZfOmXPnCw8P15IlS2S323Xs2DFt2rRJYWFhFVLXiRMnnLPIFixY4Hy5xoEDBxQcHKx7771X99xzj7Zt2+Zy3O9hVVBQkPLz850z2C5Uo0YNnT59WpJ08803a+PGjcrNzZXdbtfixYsVERHhMj40NFT79u3T3r17JUmLFy927ouMjNS7777rDAazsrJKXC8yMlIff/yxc4nw70tuT58+rXr16qmoqEiLFi0q9/cTGRmpOXPmqKioSJL0008/qaCgoMS4U6dOqVatWvL391d2dra+++67cl8DAAAAAACgMmCGXini4+P1yCOP6M0333Ru69mzp+6//3516dJFLVu2LHX2WZcuXfTtt98qKipKJpNJY8eOVd26dZ3LY/+MgQMHavDgwVq2bJk6dOjgnHW2fv16vfXWWzKbzapevbpee+01l+Nq1aql/v37y2KxqGHDhrrppptKPf+9996r++67T3Xr1tUnn3yiMWPGqHfv3nI4HOrcuXOJl1r4+fkpJSVFAwcOVFBQkNq1a6cff/xRkpSUlKTk5GRZLBY5HA41bNhQc+bMcTm+U6dO2r59u7p06SIfHx917txZY8aM0ciRI9W9e3c1bNhQzZo1c4aMZenfv7/279+v2NhYORwOBQUF6Z133ikxrmPHjvrggw9ksVgUEhKiW265pVznBwAAAAAAqCxMjvKur7wCDh065PK5oKDgkktTqwKz2VzipRioesxms/Ly8qr87xlScHCwcnJy3F0GrgJ67TnotWegz56DXnsOeu056HXVNHXq1DLHJCYmXoVK3Kt+/frlGseSWwAAAAAAAMBACPQAAAAAAAAAAyHQAwAAAAAAAAyEQA8AAAAAAAAwEAI9AAAAAAAAwEAI9AAAAAAAAAADIdA7T0JCgtasWeOybdasWRozZswlj2vSpEmF1ZCamqqxY8dW2PmupvXr12vgwIHuLgMAAAAAAKBKM7u7gEupm33pIO1yHQ2dcMn9PXr0UFpamjp27OjclpaWpnHjxlVYDXa7vcLOVdFsNpvM5kr9kwAAAAAAAPB4pDfn6datm1JSUlRYWChfX1/t379fR44cUbt27ZSfn68HH3xQJ0+elM1m06hRoxQTE+NyvMPh0AsvvKDVq1fLZDIpMTFRPXr00Pr16zVlyhTVq1dPO3bs0OrVq12OS01N1bRp01SvXj2FhISoWrVqkqRjx45p9OjROnjwoCTpueeeU9u2bUsc+9lnn8lut2vnzp0aPHiwzp49qwULFqhatWr64IMPVLt2be3du1djx47VsWPH5O/vr0mTJik0NFRJSUm65pprlJWVpdatW2vEiBF65plntHXrVplMJg0bNkzdunXT6NGjtWXLFlmtVnXr1k0jRoyQJK1evVrJyckKCgpS69atnXUdP35cTz75pPbt2yc/Pz+lpKSoRYsWFd4zAAAAAAAAT0Ogd56goCCFhYVpzZo1iomJUVpamuLi4mQymeTr66vZs2crMDBQubm5uvvuuxUdHS2TyeQ8fvny5dq+fbsyMjKUm5urrl27Kjw8XJK0efNmrVq1SiEhIbLZbM5jjhw5opdfflkrV65UYGCgevfurVatWkmSnn32WQ0aNEjt2rXTwYMH1b9/f61du7ZE3Tt37tRnn32mwsJCdejQQU8//bTS09OVnJysTz75RIMGDdKoUaM0ceJEhYSE6LvvvtOYMWM0f/58SdLPP/+s1NRUeXt7a/z48QoMDNR///tfSdKJEyckSU899ZRq164tu92uvn37aseOHQoJCdHIkSM1b948XX/99RoyZIizpsmTJ6tVq1Z655139MUXX+iJJ55QRkZGBXcMAAAAAADA8xDoXSA+Pl5paWnOQG/KlCmSzs2+mzhxojZt2iSTyaTDhw/rt99+U926dZ3HfvXVV4qPj5e3t7f+8pe/KDw8XFu2bFGNGjUUFhamxo0bl7je999/r4iICNWpU0eSFBcXp59//lmStG7dOu3atcs59vTp0zp9+rRq1Kjhco7bbrtNNWrUUI0aNRQYGKioqChJUvPmzbVjxw7l5+fr22+/1eDBg53HnD171vl39+7d5e3t7bzmG2+84dx3zTXXSJKWLl2quXPnym6368iRI9q9e7eKi4vVuHFjhYSESJJ69eqlDz/80PldzJo1S5J0++236/jx48rLy1PNmjXL3wwAAAAAAACUQKB3gdjYWD333HPatm2brFarcxnpwoULdezYMa1YsUI+Pj5q3769CgsLXY51OBwXPW9AQMBF950/y+98xcXFWrJkifz9/S9Z8+9LdCXJy8tLvr6+zvPa7XYVFxerZs2aF50hd35tDoejRD379u3TjBkz9Omnn+qaa65RUlKSrFbrJWsv7bu42FgAAAAAAACUH2+5vUD16tUVERGh4cOHKz4+3rn91KlTCg4Olo+Pj7788ksdOHCgxLHh4eFasmSJ7Ha7jh07pk2bNiksLOyS17v55pu1YcMG5ebmqqioSMuWLXPui4yM1Hvvvef8nJWV9YfuKTAwUI0aNdLSpUslnQvbtm/fXurYyMhIvfvuu87PJ06c0KlTp+Tv76+aNWvqt99+cz4DMDQ0VPv27dPevXslSYsXL3YeFx4eroULF0o69/bboKAgBQYG/qH6AQAAAAAA8D8EeqWIj4/Xjh071KNHD+e2nj17asuWLerSpYsWLVqk0NDQEsd16dJFzZs3V1RUlPr06aOxY8e6LMktTb169fTkk08qLi5O99xzj8uLJZ5//nlt2bJFFotFHTt21AcffPCH7+n111/Xxx9/LIvFok6dOik9Pb3UcU888YROnjypzp07y2KxaP369WrZsqVatWqlTp06afjw4c4Xc/z+souBAwcqPj5eDRs2dJ5n+PDh2rp1qywWi1588UW9+uqrf7h2AAAAAAAA/I/Jcal1olfYoUOHXD4XFBRccmlqVWA2m11eioGqyWw2Ky8vr8r/niEFBwcrJyfH3WXgKqDXnoNeewb67Dnoteeg156DXldNU6dOLXNMYmLiVajEverXr1+ucczQAwAAAAAAAAyEQA8AAAAAAAAwEAI9AAAAAAAAwEAI9AAAAAAAAAADIdADAAAAAAAADIRADwAAAAAAADAQAr0LNGrUSFFRUerUqZMsFotmzJih4uJiSdKWLVs0btw4SVJhYaH69u2rqKgopaWlXfU658yZo/nz519yzOTJk/XWW2/96WtV1Hl+1759e+Xm5pZ7fEJCgtq2bSuHw+Hc9tBDD6lJkyYVVlN569iyZctVvSYAAAAAAMCFzO4u4FJStw+o0PP1bflBmWP8/PyUkZEhScrJydH//d//6dSpUxoxYoRuuukm3XTTTZKkrKws2Ww259jysNlsMpsr5isfOHBghZznSqjI+/xdrVq19PXXX6tdu3Y6efKkjh49elnHOxwOORwOeXmRYQMAAAAAAGMj3biE4OBgpaSk6N1335XD4dD69es1cOBA5eTkKDExUdu3b1dUVJT27t2rrVu3qlevXoqNjVX//v115MgRSedmdU2YMEG9evXS22+/rZycHA0aNEhdu3ZV165d9fXXX0s6Nwtu+PDhSkhIUEREhGbPnu2sY/78+bJYLLJYLHr88ced43+fNTd37lx17dpVFotFgwYN0pkzZy56T3l5eWrfvr1z1uGZM2fUpk0bFRUVles8WVlZ6t69uywWix5++GGdOHGi1Ps8X25urvr166fo6GiNGjXKZabdggUL1K1bN0VFRWnUqFGy2+2l1h0XF+ecCblixQp16dLFZf+bb77prP3ll1+WJO3fv1+RkZEaM2aMYmJidOjQIa1evVoxMTGyWCzq06ePJOn7779XXFycoqOjFRcXp+zsbOd389hjj8lisWjIkCGyWq3O6y1evFh33XWXOnfurPHjx1/0+wYAAAAAAKhoBHpluO666+RwOJSTk+PcFhwcrEmTJqldu3bKyMhQgwYN9Mwzz2jmzJlauXKl+vbtq5deesk5Pi8vTwsWLNCQIUP0zDPPaNCgQVq+fLlmzZqlESNGOMdlZ2dr7ty5+vTTTzVlyhQVFRVp586dmjp1qubNm6fMzEz9+9//LlFjly5dtHz5cmVmZio0NFQfffTRRe+nZs2aatGihTZs2CBJSk9PV8eOHeXj41Ou8yQlJWns2LHKzMxUs2bNNGXKlFLv83yvvPKK2rVrp/T0dEVHR+vgwYOSpN27d2vJkiVavHixMjIy5O3trYULF5Za9+23365NmzbJbrcrLS1NcXFxzn1r167Vnj179Omnnyo9PV1bt27Vxo0bJUk//fSTEhISlJ6eLn9/f40cOVKzZs1SZmamZsyYIUkKDQ3VwoULlZ6erhEjRjh7N2fOHPn7+yszM1OJiYnaunWrJOnw4cMaP3685s2bp/T0dG3evFkrV6686HcOAAAAAABQkSr1ktvK4vwZZaX56aeftHPnTt1zzz2SpOLiYtWtW9e5//zw6fPPP9fOnTudn0+fPq3Tp09Lku666y75+vrK19dXwcHB+u233/Tll1+qW7duCgoKkiTVrl27xPV37typlJQU5eXlKT8/X5GRkZesNy4uTkuWLFGHDh20ZMkS3X///eU6T15enk6ePKmIiAhJUu/evTV48OBS7/N8GzdudM7as1gsuuaaayRJX3zxhbZt26auXbtKkqxWq4KDg0s9h7e3t9q2baslS5bIarWqUaNGzn1sPJgyAAAgAElEQVRr167V2rVrFR0dLUkqKCjQnj171KBBAzVs2FC33nqrJOnbb79VeHi4GjduLOl/32VeXp6SkpK0Z88emUwmFRUVSZI2bdqkhx56SJLUokULNW/eXNK5ZylGRESoTp06kqSePXtq48aNio2NvdTXDgAAAAAAUCEI9Mrwyy+/yMvLS8HBwdq9e3epYxwOh5o2baqlS5eWuj8gIMBl7JIlS+Tv719inK+vr/Nvb29v2e12ORwOmUymS9Y4bNgwzZ49Wy1btlRqaqpz9t3FREdHa8KECTp+/Li2bt2qDh06/KHzXOj8+7xQaffgcDjUu3dvjRkzplzn79Gjhx5++GE9+eSTJc4zdOhQDRjg+szF/fv3l6iptDomTZqk2267TbNnz9b+/fuVkJBQZt0AAAAAAADuwpLbSzh27JhGjx6tBx988JKh2g033KDc3Fx98803kuRcKluayMhIvffee87PWVlZl6zh9ttv19KlS51vhT1+/HiJMadPn1a9evVUVFSkRYsWlXVbql69usLCwvTss8/KYrHI29u7XOepWbOmatWqpU2bNkk69/y78PDwMq8XHh7uXEq7atUq53P3br/9di1btsy5nPn48eM6cODARc/Tvn17Pf7444qPj3fZ3rFjR6Wmpio/P1+S9Ouvv7oskf7drbfeqg0bNmjfvn3O60nSqVOndO2110qS5s2b53K937+HH3/8UT/88IMk6eabb9bGjRuVm5sru92uxYsXO2ctAgAAAAAAXGnM0LuA1WpVVFSUbDabvL29lZCQoEcfffSSx1SrVk0zZszQs88+q7y8PNntdj3yyCO68cYbS4wdP368nnrqKVksFtlsNrVv397leXsXuvHGG5WYmKiEhAR5eXmpVatWevXVV13GjBw5Ut27d1fDhg3VrFkz5xLeS4mLi9PgwYP1ySefXNZ5Xn31VY0ePVpWq1WNGzd2eYbexQwbNkz/93//p5iYGIWHh6tBgwaSpKZNm2rUqFHq16+fHA6HzGazxo8fr4YNG5Z6HpPJVOL5fNK5kHT37t3OJb8BAQGaNm2aM6j8XZ06dZSSkqJHHnlExcXFCg4O1scff6zHHntMSUlJmjlzpnO2onTuTcLDhw+XxWJRixYtFBYWJkmqV6+exowZo969e8vhcKhz586KiYkp83sAAAAAAACoCCaHG9cPHjp0yOVzQUHBJZdtVgVms1k2m83dZeAKM5vNysvLq/K/Z5x7SU5pM0JR9dBrz0GvPQN99hz02nPQa89Br6umqVOnljkmMTHxKlTiXvXr1y/XOJbcAgAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgV4lUVBQoPfff1/FxcXuLgUAAAAAAACVmNndBVxK/c3bKvR8h8JalzmmUaNGatasmex2u0JDQ/Xaa6/J39//sq4zYsQIPfroo2ratGmp+9PT07Vr1y4NHTpUkmSz2TR27Fg9+uij8vK6vIz1tdde0+LFi+Xt7S2TyaSXXnpJt9xyS5k1XI4mTZpo9+7df/o8AAAAAAAA+PMqdaDnDn5+fsrIyJAkDR06VHPmzNHgwYMv6xwvv/zyJfdHR0crOjra+dlsNuuVV1657Fq/+eYbZWZmauXKlfL19VVubq7Onj1brhoAAAAAAABgTCy5vYR27dpp7969kqQZM2aoc+fO6ty5s2bNmiXp3DLZAQMGyGKxqHPnzkpLS5MkJSQkaMuWLZKk1atXKyYmRhaLRX369JEkpaamauzYsZKkAwcOqE+fPs79Bw8elCQlJSVp3LhxiouLU0REhJYtW1aivqNHjyooKEi+vr6SpKCgIF177bUlamjSpInGjx+v2NhY9e3bV99//70SEhIUERGh9PR0Z00PPvig7r33Xt1xxx2aMmVKqd/Jm2++qa5du8pisRAaAgAAAAAAuAGB3kXYbDatXr1azZo109atWzVv3jwtW7ZMS5cu1X/+8x9lZWVp9erVuvbaa5WZmalVq1apU6dOLuc4duyYRo4cqVmzZikzM1MzZswocZ2xY8cqISFBmZmZ6tmzp8aNG+fcd+TIES1evFjvv/++JkyYUOLYyMhIHTp0SLfffrvGjBmjDRs2lHovBQUFioiI0MqVK1WjRg2lpKToo48+0ttvv61JkyY5x23evFnTpk1Tenq6li1b5gwEf7d27Vrt2bNHn376qdLT07V161Zt3Ljxsr5XAAAAAAAA/DkEehewWq2KiopSly5d1KBBA/Xr109fffWVYmNjFRAQoOrVq6tLly7atGmTmjVrpnXr1mn8+PHatGmTatas6XKub7/9VuHh4WrcuLEkqXbt2iWu9+233+of//iHJKlXr1766quvnPtiY2Pl5eWlpk2b6rfffitxbPXq1bVy5UqlpKSoTp06euyxx5SamlpiXLVq1ZxhY7NmzRQeHi4fHx81b95cBw4ccI674447FBQUJH9/f3Xp0sWlFulcoLd27VpFR0crJiZGP/30k/bs2VPerxYAAAAAAAAVgGfoXeD8Z+j9zuFwlDr2hhtu0IoVK7Rq1SpNmDBBkZGRGjZsmMsYk8l0Wdc/f3y1atXKrMHb21u33XabbrvtNjVr1kzz589X3759XcaYzWbneb28vJxLdL28vGSz2S5a64WfHQ6Hhg4dqgEDBlzWPQEAAAAAAKDiMEOvHMLDw/XZZ5/pzJkzKigo0MqVK9W+fXsdPnxY/v7+6tWrl4YMGaJt21zfynvrrbdqw4YN2rdvnyTp+PHjJc7dpk0b57P3Fi5cqHbt2pW7ruzsbP3888/Oz9u3b1fDhg3/yC1KktatW6fjx4/rzJkz+uyzz9S2bVuX/R07dlRqaqry8/MlSb/++qtycnL+8PUAAAAAAABw+Sr1DL1DYa3dXYIkqXXr1urdu7e6desmSerXr59atWqlNWvW6IUXXpDJZJKPj0+J59zVqVNHKSkpeuSRR1RcXKzg4GB98sknLmOef/55DR8+XG+99ZaCgoIu6223BQUFeuaZZ5SXlyez2ay//e1vSklJ+cP32bZtWyUmJmrv3r36xz/+oZtuusllf2RkpHbv3q24uDhJUkBAgKZNm6bg4OA/fE0AAAAAAABcHpPjYms5r4JDhw65fC4oKFBAQICbqrk6zGazyzLXyiI1NVVbt27V+PHj3V1KlWA2m5WXl1flf8+QgoODmanqIei156DXnoE+ew567Tnoteeg11XT1KlTyxyTmJh4FSpxr/r165drHEtuAQAAAAAAAAOp1EtucfX07du3xMs0AAAAAAAAUPlUqhl6blz9C1Q4fs8AAAAAAOBKqFSBnpeXV6V8vhxwuYqKiuTlVan+8wIAAAAAAFVEpVpy6+fnJ6vVqsLCQplMJneXc0X4+vqqsLDQ3WXgCnI4HKpRo4b8/PzcXQoAAAAAAKiCKlWgZzKZ5O/v7+4yrijexuMZ6tSpQ58BAAAAAMAVwZpAAAAAAAAAwEAI9AAAAAAAAAADIdADAAAAAAAADIRADwAAAAAAADAQAj0AAAAAAADAQAj0AAAAAAAAAAMh0AMAAAAAAAAMhEAPAAAAAAAAMBACPQAAAAAAAMBACPQAAAAAAAAAAyHQAwAAAAAAAAyEQA8AAAAAAAAwEAI9AAAAAAAAwEAI9AAAAAAAAAADIdADAAAAAAAADIRADwAAAAAAADAQc1kDzp49q+TkZNlsNtntdoWHh6tPnz4uY4qKivT666/r559/VmBgoJKSklS3bt0rVjQAAAAAAADgqcqcoefj46Pk5GRNmjRJKSkp2rx5s3bt2uUyZtWqVapevbqmTZumbt26ae7cuVesYAAAAAAAAMCTlRnomUwm+fn5SZLsdrvsdrtMJpPLmG+++UYdO3aUJIWHhysrK0sOh6PiqwUAAAAAAAA8XJlLbiWpuLhYTz31lA4fPqyYmBg1adLEZX9ubq7q1KkjSfL29lZAQIBOnTqlmjVruozLzMxUZmamJGnixIkKDg6uiHswFLPZ7JH37Wnos+eg156DXnsOeu0Z6LPnoNeeg157Dnrtuej7/5Qr0PPy8tKkSZOUn5+vl19+Wfv27VPjxo2d+0ubjXfhLD5Jslgsslgszs85OTl/pGZDCw4O9sj79jT02XPQa89Brz0HvfYM9Nlz0GvPQa89B732XJ7Q9/r165dr3GW95bZ69epq0aKFNm/e7LK9Tp06OnbsmKRzy3ILCgpUo0aNyzk1AAAAAAAAgHIoM9DLy8tTfn6+pHNvvN22bZsaNGjgMubWW2/VmjVrJEkbN25Uy5YtS52hBwAAAAAAAODPKXPJ7fHjxzV9+nQVFxfL4XAoIiJCt956q1JTU3XDDTeoTZs26ty5s15//XU9/vjjqlGjhpKSkq5G7QAAAAAAAIDHKTPQu+6665SSklJie9++fZ1/V6tWTcOHD6/YygAAAAAAAACUcFnP0AMAAAAAAADgXgR6AAAAAAAAgIEQ6AEAAAAAAAAGQqAHAAAAAAAAGAiBHgAAAAAAAGAgBHoAAAAAAACAgRDoAQAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgR4AAAAAAABgIAR6AAAAAAAAgIEQ6AEAAAAAAAAGQqAHAAAAAAAAGAiBHgAAAAAAAGAgBHoAAAAAAACAgRDoAQAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgR4AAAAAAABgIAR6AAAAAAAAgIEQ6AEAAAAAAAAGQqAHAAAAAAAAGAiBHgAAAAAAAGAgBHoAAAAAAACAgRDoAQAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgR4AAAAAAABgIAR6AAAAAAAAgIEQ6AEAAAAAAAAGQqAHAAAAAAAAGAiBHgAAAAAAAGAgBHoAAAAAAACAgRDoAQAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgR4AAAAAAABgIAR6AAAAAAAAgIEQ6AEAAAAAAAAGQqAHAAAAAAAAGAiBHgAAAAAAAGAgBHoAAAAAAACAgRDoAQAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgR4AAAAAAABgIAR6AAAAAAAAgIEQ6AEAAAAAAAAGQqAHAAAAAAAAGAiBHgAAAAAAAGAgBHoAAAAAAACAgRDoAQAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgR4AAAAAAABgIAR6AAAAAAAAgIEQ6AEAAAAAAAAGQqAHAAAAAAAAGAiBHgAAAAAAAGAg5rIG5OTkaPr06Tpx4oRMJpMsFou6du3qMmb79u1KSUlR3bp1JUnt27dXQkLClakYAAAAAAAA8GBlBnre3t4aMGCAQkJCdObMGY0ePVp///vf1bBhQ5dxzZs31+jRo69YoQAAAAAAAADKseS2du3aCgkJkST5+/urQYMGys3NveKFAQAAAAAAACipzBl65zt69Kj27Nmj0NDQEvt27dqlkSNHqnbt2howYIAaNWpUYUUCAAAAAAAAOMfkcDgc5RlotVqVnJysnj17qn379i77CgoK5OXlJT8/P3333Xd67733NHXq1BLnyMzMVGZmpiRp4sSJOnv2bAXcgrGYzWbZbDZ3l4ErjD57DnrtOei156DXnoE+ew567Tnoteeg11XTs88+W+aYf//731ehEveqVq1aucaVa4aezWbT5MmTdccdd5QI8yQpICDA+fctt9yi2bNnKy8vTzVr1nQZZ7FYZLFYnJ9zcnLKVWRVEhwc7JH37Wnos+eg156DXnsOeu0Z6LPnoNeeg157DnrtuTyh7/Xr1y/XuDKfoedwOPTWW2+pQYMG6t69e6ljTpw4od8n+mVnZ6u4uFiBgYGXUS4AAAAAAACA8ihzht7OnTv1+eefq3Hjxho5cqQkqV+/fs5UNDo6Whs3blR6erq8vb1VrVo1JSUlyWQyXdnKAQAAAAAAAA9UZqDXrFkzzZs375JjYmNjFRsbW2FFAQAAAAAAAChdmUtuAQAAAAAAAFQeBHoAAAAAAACAgRDoAQAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgR4AAAAAAABgIAR6AAAAAAAAgIEQ6AEAAAAAAAAGQqAHAAAAAAAAGAiBHgAAAAAAAGAgBHoAAAAAAACAgRDoAQAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgR4AAAAAAABgIAR6AAAAAAAAgIEQ6AEAAAAAAAAGQqAHAAAAAAAAGAiBHgAAAAAAAGAgBHoAAAAAAACAgRDoAQAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgR4AAAAAAABgIAR6AAAAAAAAgIEQ6AEAAAAAAAAGQqAHAAAAAAAAGAiBHgAAAAAAAGAgBHoAAAAAAACAgRDoAQAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgR4AAAAAAABgIAR6AAAAAAAAgIEQ6AEAAAAAAAAGQqAHAAAAAAAAGAiBHgAAAAAAAGAgBHoAAAAAAACAgRDoAQAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgR4AAAAAAABgIAR6AAAAAAAAgIEQ6AEAAAAAAAAGQqAHAAAAAAAAGAiBHgAAAAAAAGAgBHoAAAAAAACAgRDoAQAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCAEegAAAAAAAICBEOgBAAAAAAAABkKgBwAAAAAAABgIgR4AAAAAAABgIAR6AAAAAAAAgIEQ6AEAAAAAAAAGQqAHAAAAAAAAGAiBHgAAAAAAAGAgBHoAAAAAAACAgRDoAQAAAAAAAAZCoAcAAAAAAAAYCIEeAAAAAAAAYCDmsgbk5ORo+vTpOnHihEwmkywWi7p27eoyxuFw6N1339X3338vX19f/fOf/1RISMgVKxoAAAAAAADwVGUGet7e3howYIBCQkJ05swZjR49Wn//+9/VsGFD55jvv/9ehw8f1tSpU7V79269/fbbevHFF69o4QAAAAAAAIAnKnPJbe3atZ2z7fz9/dWgQQPl5ua6jPnmm2905513ymQyqWnTpsrPz9fx48evTMUAAAAAAACAB7usZ+gdPXpUe/bsUWhoqMv23NxcBQcHOz/XqVOnROgHAAAAAAAA4M8rc8nt76xWqyZPnqwHHnhAAQEBLvscDkeJ8SaTqcS2zMxMZWZmSpIm/j979x6uVVmgDfzegIAIAoKG5z3IRwY6njAVD4Ey5tdYepXZwdTG0UbNiDIPefjUzERUMjzmF/IpapnNWDOK1UWlCIRJqJOiIpY6iJxVwA3C5t3fH17uZECxcb97ud739/un/a611Hv3XO/e+73Xs55n9Oj1SsB60alTp7r8vuuNca4fxrp+GOv6Yazrg3GuH8a6fhjr+mGs65dx/6v3VOg1Nzfn6quvzsEHH5z99ttvg/N9+vTJkiVLWl8vXbo0vXv33uC6ESNGZMSIEa2v3/7P1Iu+ffvW5fddb4xz/TDW9cNY1w9jXR+Mc/0w1vXDWNcPY12/6mHct9tuu/d03SYfuW1paclNN92U7bffPkceeeRGrxkyZEimTJmSlpaWzJkzJ926ddtooQcAAAAAvD+bnKH3zDPPZMqUKdlpp51y1llnJUm+8IUvtLaihx9+ePbaa6/MmjUrI0eOTOfOnXP66adXNzUAAAAA1KlNFnq77rprfvrTn77rNQ0NDTn55JPbLBQAAAAAsHF/0y63AAAAAECxFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAl0mlTF9xwww2ZNWtWevbsmauvvnqD808++WTGjBmTbbbZJkmy33775Zhjjmn7pAAAAADApgu9YcOG5Ygjjsj111//jtd85CMfybnnntumwQAAAACADW3ykdtBgwale/fu7ZEFAAAAANiETc7Qey/mzJmTs846K717987xxx+fHXfccaPXTZ48OZMnT06SjB49On379m2L/3ypdOrUqS6/73pjnOuHsa4fxrp+GOv6YJzrh7GuH8a6fhjr+mXc/+p9F3p/93d/lxtuuCFdu3bNrFmzcuWVV2bcuHEbvXbEiBEZMWJE6+slS5a83/986fTt27cuv+96Y5zrh7GuH8a6fhjr+mCc64exrh/Gun4Y6/pVD+O+3Xbbvafr3vcut926dUvXrl2TJHvvvXfWrVuX5cuXv99/LQAAAACwEe+70Hv11VfT0tKSJJk7d24qlUp69OjxvoMBAAAAABva5CO311xzTWbPnp0VK1bk1FNPzbHHHpvm5uYkyeGHH54ZM2bk17/+dTp27JjOnTtn1KhRaWhoqHpwAAAAAKhHmyz0Ro0a9a7njzjiiBxxxBFtFggAAAAAeGfv+5FbAAAAAKD9KPQAAAAAoEQUegAAAABQIgo9AAAAACgRhR4AAAAAlMgmd7kFAICyGzdu3CavGTlyZDskAQB4/8zQAwAAAIASUegBAAAAQIko9AAAAACgRBR6AAAAAFAiCj0AAAAAKBGFHgAAAACUiEIPAAAAAEpEoQcAAAAAJaLQAwAAAIASUegBAAAAQIko9AAAAACgRBR6AAAAAFAiCj0AAAAAKBGFHgAAAACUSKeiAwAAALSVcePGbfKakSNHtkMSAKgeM/QAAAAAoEQUegAAAABQIgo9AAAAACgRhR4AAAAAlIhCDwAAAABKRKEHAAAAACWi0AMAAACAElHoAQAAAECJKPQAAAAAoEQUegAAAABQIgo9AAAAACgRhR4AAAAAlIhCDwAAAABKRKEHAAAAACWi0AMAAACAElHoAQAAAECJKPQAAAAAoEQUegAAAABQIgo9AAAAACgRhR4AAAAAlIhCDwAAAABKRKEHAAAAACWi0AMAAACAElHoAQAAAECJKPQAAAAAoEQUegAAAABQIgo9AAAAACgRhR4AAAAAlIhCDwAAAABKRKEHAAAAACWi0AMAAACAElHoAQAAAECJKPQAAAAAoEQUegAAAABQIgo9AAAAACgRhR4AAAAAlIhCDwAAAABKRKEHAAAAACWi0AMAAACAElHoAQAAAECJKPQAAAAAoEQUegAAAABQIgo9AAAAACgRhR4AAAAAlIhCDwAAAABKRKEHAAAAACWi0AMAAACAElHoAQAAAECJKPQAAAAAoEQUegAAAABQIgo9AAAAACgRhR4AAAAAlIhCDwAAAABKRKEHAAAAACWi0AMAAACAElHoAQAAAECJdNrUBTfccENmzZqVnj175uqrr97gfEtLSyZMmJBHH300Xbp0yemnn57+/ftXJSwAAAAA1LtNztAbNmxYzjvvvHc8/+ijj2bBggUZN25cvvKVr+RHP/pRmwYEAAAAAP5qk4XeoEGD0r1793c8P3PmzBxyyCFpaGjIwIED8/rrr+eVV15p05AAAAAAwJve9xp6y5YtS9++fVtf9+nTJ8uWLXu//1oAAAAAYCM2uYbeprS0tGxwrKGhYaPXTp48OZMnT06SjB49er0isF506tSpLr/vemOc64exrh/Gun4Y6/pl3OuHsa5Nfn7XD2Ndv4z7X73vQq9Pnz5ZsmRJ6+ulS5emd+/eG712xIgRGTFiROvrt/9z9aJv3751+X3XG+NcP4x1/TDW9cNY1y/jXj+MdW3y87t+GOv6VQ/jvt12272n6973I7dDhgzJlClT0tLSkjlz5qRbt27vWOgBAAAAAO/PJmfoXXPNNZk9e3ZWrFiRU089Nf+hLi0AACAASURBVMcee2yam5uTJIcffnj22muvzJo1KyNHjkznzp1z+umnVz00AAAAANSrTRZ6o0aNetfzDQ0NOfnkk9ssEAAAAADwzt73I7cAAAAAQPtR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAokU7v5aLHHnssEyZMSKVSyWGHHZajjz56vfMPPPBAJk6cmK222ipJcsQRR+Swww5r+7QAAAAAUOc2WehVKpWMHz8+F1xwQfr06ZNvf/vbGTJkSHbYYYf1rhs6dGj++Z//uWpBAQAAAID38Mjt3Llz069fv3zoQx9Kp06dMnTo0DzyyCPtkQ0AAAAA+G82OUNv2bJl6dOnT+vrPn365Nlnn93guocffjhPPfVUtt1225x44onp27dv2yYFAAAAADZd6LW0tGxwrKGhYb3X++yzTw488MBsttlm+fWvf53rr78+F1100Qb/3OTJkzN58uQkyejRo+uy9OvUqVNdft/1xjjXD2NdP4x1/TDW9cu41w9jXZv8/K4fxrp+Gfe/2mSh16dPnyxdurT19dKlS9O7d+/1runRo0fr1yNGjMgdd9yx0X/XiBEjMmLEiNbXS5Ys+ZsDl13fvn3r8vuuN8a5fhjr+mGs64exrl/GvX4Y69rk53f9MNb1qx7GfbvttntP121yDb1ddtklL7/8chYtWpTm5uZMnz49Q4YMWe+aV155pfXrmTNnbrBhBgAAAADQNjY5Q69jx4456aSTctlll6VSqWT48OHZcccdc9ddd2WXXXbJkCFDcv/992fmzJnp2LFjunfvntNPP709sgMAAABA3dlkoZcke++9d/bee+/1jn3uc59r/fqLX/xivvjFL7ZtMgAAAABgA5t85BYAAAAA+OBQ6AEAAABAiSj0AAAAAKBEFHoAAAAAUCLvaVMMAACoddvM/fYmr1k04PJ2SAIAbIzf1X9lhh4AAAAAlIhCDwAAAABKRKEHAAAAACWi0AMAAACAElHoAQAAAECJKPQAAAAAoEQUegAAAABQIgo9AAAAACgRhR4AAAAAlIhCDwAAAABKRKEHAAAAACWi0AMAAACAElHoAQAAAECJKPQAAAAAoEQ6FR0AAACgPW0z99vven7RgMvbKQkA/M+YoQcAAAAAJaLQAwAAAIASUegBAAAAQIko9AAAAACgRBR6AAAAAFAiCj0AAAAAKBGFHgAAAACUiEIPAAAAAEpEoQcAAAAAJaLQAwAAAIASUegBAAAAQIko9AAAAACgRBR6AAAAAFAinYoOAAAfNOPGjdvkNSNHjmyHJAAAABsyQw8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiSj0AAAAAKBEFHoAAAAAUCIKPQAAAAAoEYUeAAAAAJSIQg8AAAAASkShBwAAAAAlotADAAAAgBJR6AEAAABAiXQqOgAAlNE2c7+9yWsWDbi8HZIAAAD1xgw9AAAAACgRhR4AAAAAlIhCDwAAAABKRKEHAAAAACWi0AMAAACAElHoAQAAAECJKPQAAAAAoEQUegAAAABQIgo9AAAAACiRTkUHAAAAANiYcePGbfKakSNHtkMS+GAxQw8AAAAASkShBwAAAAAl4pFbAAAASmdTj2J6DBOoZWboAQAAAECJmKEHAAAAlNY2c7+9yWsWDbi8HZJA+zFDDwAAAABKxAw9AKBubWr9pcQaTAAAfPCYoQcAAAAAJWKGHrQBMzwAAACA9qLQqyIlD9SeTb2vvacBAACoNoUetJNN7bxk16XaYIctAAAAqk2hVzAf/gHgg83vaoBy8vMbqGU2xQAAAACAEnlPM/Qee+yxTJgwIZVKJYcddliOPvro9c6vXbs21113Xf785z+nR48eGTVqVLbZZpuqBAYAAACAerbJGXqVSiXjx4/Peeedl+9///uZNm1a5s2bt941v/3tb7PFFlvk2muvzT/+4z/mjjvuqFpgAAAAAKhnmyz05s6dm379+uVDH/pQOnXqlKFDh+aRRx5Z75qZM2dm2LBhSZL9998/TzzxRFpaWqoSGAAAAADqWUPLJpq3GTNm5LHHHsupp56aJJkyZUqeffbZ/PM//3PrNWeeeWbOO++89OnTJ0nyta99LZdddlm23HLL9f5dkydPzuTJk5Mko0ePbtNvBAAAAADqwSZn6G2s72toaPibr0mSESNGZPTo0XVd5p177rlFR6AdGOf6Yazrh7GuH8a6Phjn+mGs64exrh/Guj4Y53e3yUKvT58+Wbp0aevrpUuXpnfv3u94zbp169LU1JTu3bu3cVQAAAAAYJOF3i677JKXX345ixYtSnNzc6ZPn54hQ4asd80+++yTBx54IMmbj+gOHjx4ozP0AAAAAID3p+PFF1988btd0KFDh/Tr1y/XXnttfvnLX+bggw/O/vvvn7vuuiurV6/Odtttl5122ilTp07NnXfemeeffz5f+cpXzNB7F/379y86Au3AONcPY10/jHX9MNb1wTjXD2NdP4x1/TDW9cE4v7NNbooBAAAAAHxwbPKRWwAAAADgg0OhBwAAAAAlotCDNlapVNLU1FR0DAAAgJq1bNmyoiPQxlavXp1KpZIkmT9/fmbOnJnm5uaCU31wWUOvHaxcuTILFizImjVrWo8NGjSowES0tR/84Ac55ZRT0qFDh5x77rlpamrKkUcemU996lNFR6NKXnvttaxdu7b1dd++fQtMQzXcdtttGT58eHbccceio1BlL7/8cu68887Mmzdvvff1ddddV2Aq2sqUKVOSJIcccsh6xydPnpyuXbvmoIMOKiIWVTR37txMmDAh8+bNS3Nzc1paWrLZZpvl1ltvLToabWzOnDnrjXWlUknXrl2NdZ047bTTcuONNxYdgzZ0zjnn5Dvf+U5ef/31nH/++enfv3+6dOmSkSNHFh3tA6lT0QFq3W9+85tMmjQpy5YtS2NjY+bMmZOBAwfmoosuKjoabWjevHnp1q1bHnrooey111457rjjcu655yr0atDMmTNz22235ZVXXsmWW26ZJUuWZPvtt8/YsWOLjkYb23777XPzzTdn3bp1GTZsWA466KB069at6FhUwQ033JBjjz02t956a84777z87ne/KzoSbejee+/NJZdcssHxAw88MBdffLFCrwaNHz8+X/va13LNNdfke9/7Xh544IEsXbq06FhUwS233JJRo0Zl7NixGT16dB588MEsWLCg6FjA+9ClS5f89re/zRFHHJGjjjoqZ599dtGRPrA8cltlkyZNyuWXX56+ffvmoosuypgxY7LlllsWHYs2tm7dujQ3N+eRRx7Jvvvum06dOqWhoaHoWFTBXXfdlcsuuyzbbrttrr/++lx44YX58Ic/XHQsquCwww7LpZdemjPOOCOLFy/Ot771rfzgBz/IE088UXQ02tiaNWuy++67p6WlJVtvvXWOPfZY41xDKpVKNt988w2Ob7755lm3bl0Biai2SqWS7bbbLuvWrUunTp0yYsSI/OlPfyo6FlXSr1+/VCqVdOjQIcOHD8+TTz5ZdCTgf6ilpSVz5szJ1KlTs/feeyeJ39Xvwgy9KuvcuXM6d+6cJFm7dm223377zJ8/v+BUtLURI0bkq1/9ahobG/ORj3wkixcv3uiHB8qvY8eO6dGjR1paWlKpVLLbbrvljjvuKDoWVVKpVPLSSy/lpZdeSo8ePbLzzjvn3nvvzeTJkzNq1Kii49FGOnfunEqlkm233Ta//OUvs9VWW+W1114rOhZtZN26dVm9enW6du263vFVq1ZZl6dGde3aNc3Nzdl5551z5513pnfv3lm9enXRsaiCLl26pLm5OY2Njbn99tvTq1evvPHGG0XHog3dcsst73jOuuW158tf/nLuueee7Lvvvtlxxx2zcOHCDB48uOhYH1jW0KuyK6+8Mqeffnruu+++PPnkk9liiy2ybt26fPvb3y46GlW2bt26dOzYsegYtLFLL700Z511Vu68884sX748PXv2zHPPPZfvfve7RUejjd16662ZOXNmdt999xx66KEZMGBA67mvf/3r+cEPflBgOtrS3Llzs8MOO+T111/PXXfdlaampnzqU5/KwIEDi45GG/j3f//3PPHEEzn55JOzzTbbJEkWLVqU8ePHZ/DgwZbHqEELFy5M7969s3bt2vzHf/xHmpqacsQRR2S77bYrOhptbPHixenZs2eam5tz3333pampKR//+MfTr1+/oqPRRh544IF3PT9s2LB2yQEfRAq9djR79uw0NTVlzz33TKdOJkfWgilTpuSQQw7Jvffeu9HzRx55ZDsnotpWr16dzp07p6WlJQ899FCamppy8MEHp0ePHkVHo4399re/zYEHHpguXbpscK6pqcl6elAiv/71r/Pzn/88q1evTkNDQ7p06ZKjjz46hx9+eNHRqII1a9Zks802a13+pFKppLm5ufWpGQA+mJYvX55f/OIXmTdv3nqbitqDYOO0SlVUqVRy1lln5eqrr05iZ9ta9NaU/lWrVhWchPayfPny9OrVK507d86wYcOyZs2avPrqqwq9GjRs2LBMnTo1ixYtyjHHHJMlS5bk1VdfzYABA5R5NebSSy/NN7/5zWyxxRZJ3tyd/gc/+EHOP//8gpPRVg4//PAcfvjhWb16dVpaWiyLUeMuueSSXHDBBa3j/MYbb+Syyy4zm74GPf3007n77ruzZMmS9dbZskt57bjhhhve8VxDQ0NOO+20dkxDtY0bNy5Dhw7NrFmzcsopp+SBBx6wB8G7UOhVUYcOHbLzzjtnyZIl6du3b9FxqIJ/+Id/SJJ89rOfLTgJ7WXs2LHrfSDo0KFDvv/97+fyyy8vMBXVMH78+DQ0NOTJJ5/MMccck65du2b8+PHGugatWLGitcxLku7du1tDr4Zcf/31+epXv5okmTFjhsez6sCaNWvWK20333xz66rVqJtuuiknnnhi+vfvnw4d7PdYi97aGOHtlixZkkmTJqVSqRSQiGpasWJFDj300EyaNCmDBg3KoEGDzM57Fwq9KnvllVfyzW9+MwMGDFjvsa1zzjmnwFS0tXe6c3T66ae3cxKq7a0d897SqVMni6rXqLlz5+aKK67I2WefneTNksdY16aGhob1br4tXrzYTuU15IUXXmj9+v7771fo1YEuXbrk+eefT2NjY5Lk+eef97htjerWrVv22muvomNQRfvvv3/r1wsXLsw999yTp556KkcffXQOPfTQApNRDW99zurdu3dmzZqV3r17Z9myZQWn+uBS6FWZmVv14e13jtauXZs//OEP6d27d4GJqJYtt9wyM2fOzJAhQ5IkjzzyiMdta1THjh1TqVRai53ly5creWrUF77whVx44YWtS2M89dRT+cpXvlJwKtqK9239OfHEE3PVVVdl6623TvLmbJ6vf/3rBaeiGgYPHpyJEydmv/32W++Ga//+/QtMRVubN29e/u3f/i3PP/98PvWpT+WUU06x+WCN+vSnP52mpqYcf/zxmTBhQpqamnLiiScWHesDy6YYUAWVSiWXXnqp6cE1aMGCBbn22mtb7xT16dMnZ5xxht3UatBDDz2U6dOn5y9/+Us+9rGPZcaMGfn85z+fAw44oOhoVMHy5cvz7LPPpqWlJQMHDrReSw05+eSTM3To0CTJ9OnTW79+y0knnVRELKps7dq1eemll9LS0pIdd9zRhnQ16pJLLtnocX+D146xY8fmueeeyyc/+ckMHTp0g0eru3fvXlAyKJ5Cr8rmzJmTCRMmZN68eWlubk6lUknXrl1z6623Fh2NKpo/f34uv/zyXHvttUVHoUosrF4fXnrppfzpT39Kkuy2227ZYYcdCk5ENcyePXujx21mVRseeOCBdz3vEdzaM3Xq1I0eP+igg9o5CfB+vbUGavLXGddvVRgNDQ02QKkxixYtyv3335/Fixevt9GNJcs2zq2qKrvlllsyatSojB07NqNHj86DDz6Yl19+uehYtLETTjhhvUd6evXqleOOO67ARLS1KVOm5JBDDsm999670fNHHnlkOyeimt6+S/n2229fdByq7N///d9bv167dm3mzp2b/v37m+FRIxR29eepp55q/Xrt2rV54okn0r9/f4VeDfrZz3620ePHHHNMOyehWq6//vqiI9COrrzyygwfPjz77LOPjW7eA4VeO+jXr18qlUo6dOiQ4cOH54ILLig6Em3stttu2+CYxTtry1u7461atargJLQHu5TXl3PPPXe910uWLMntt99eUBrg/TrllFPWe71y5cp33MCMcnv7poNr167NH//4Rzfi6sCCBQsyffr0TJs2LVdffXXRcWhDm222WT7xiU8UHaM0FHpV1qVLlzQ3N6exsTG33357evXq1VoMUNvOP//83HjjjUXHoI38wz/8QyqVSjbffHOz8eqEXcrrV58+ffJf//VfRccA2sjmm2/uCZka9clPfnKD12PGjCkoDdX0yiuvZPr06Zk6dWpefPHFHH300Ta7qUGf+MQncvfdd2ePPfaw0c17oNCrsjPOOCOVSiUnnXRS7rvvvixdujRnnnlm0bGA/4EOHTrkj3/8o0KvTtilvH7ccsstrV+3tLTk+eefz84771xgIuD9uPLKK1uXQqlUKpk3b1723XffglPRHt54440sXLiw6Bi0ocmTJ2fatGlZtmxZDjjggJx66qkZM2aMv9Nq1IsvvpgpU6bkiSeeWO+RW8ugbJxCr8q23nrrJEnnzp390IEaMHDgwIwfPz5Dhw5db9aWu0a1pVKp5F//9V9z4YUXFh2FdvD292/Hjh1z4IEHZtdddy0wEdWwfPnyTJ48eYOFtk8//fQCU1ENRxxxROvXHTt2TN++fbPNNtsUmIhqOfPMM9crb5cvX279vBozfvz4DBw4MCNHjswuu+ySJOutXU5t+cMf/pDrrrvOzuTvkf+XqmTs2LH55je/ud4vmbc0NDSke/fu+cQnPuFuYcm9fVbHf9fU1NSOSWgvc+bMSZL89Kc/Xe+4u0a1pUOHDuncuXOamprSrVu3ouNQZTZNqA9jxozJrrvumt13391C2zVu9913LzoC7eTta6B27NgxPXv2TMeOHQtMRFv74Q9/mBkzZuS2227Lq6++mgMOOGC9mzLUlp133jmvv/56evbsWXSUUmhoeWvPZ9rUK6+8kt69e2fx4sUbPb9ixYqMGzcu11xzTTsnoy098MAD73reh0Qor7Fjx+bZZ5/N3//93683G/Okk04qMBXV8PTTT+fuu+/OkiVLsm7durS0tKShoSHXXXdd0dFoQ2eddVauvPLKomNQRf/0T//0rucnTJjQTkloLytXrtzgWNeuXc3uqVFLly7NtGnTMm3atKxZsyb77rtvvvjFLxYdizZ08cUX54UXXsiAAQPWex9bw3rjFHoF+vOf/+wxPSiZV199NT/+8Y/zyiuv5Lzzzsu8efMyZ86cHHrooUVHo429U2GvqK89o0aNyoknnpj+/fuvN3OrR48eBaairf3kJz/JwIEDs/feexcdhSqpVCrvet7MzNrz1a9+NUuWLEn37t3T0tKS119/Pb17907Pnj3zL//yLz5r1bD58+dn2rRplrWqMbNnz97o8UGDBrVzknJw66LK5syZkwkTJmTevHlpbm5OpVJJ165dc+utt/oFAyUxZcqU/P3f/3169eqVG264IcOGDcs999yTJNl2223z/e9/X6FXg4YNG5Y1a9ZkyZIl2W677YqOQxV169Yte+21V9ExqLJJkyblnnvuSadOnVofyWtoaMitt95acDLaytsLuxdffDFPP/10kjc/CO6www5FxaKK9thjj3z0ox/NnnvumSR5/PHH89hjj+WAAw7Ij370o3zve98rOCHv18MPP7ze64aGhvTo0SONjY3KvBqkuPvbKPSq7JZbbsmoUaMyduzYjB49Og8++GAWLFhQdCzgb7Dbbrvl//2//5dRo0ZlxYoVGTp0aH7+858neXO9Fnf8a9PMmTMzceLENDc35/rrr8/zzz+fu+66y5T/GvLnP/85STJ48OBMnDgx++2333qPd7jxVltuu+22oiPQTn75y1/mV7/6Veta1WPHjs3HP/7xfPzjHy84GW3tz3/+c77yla+0vt5jjz3y4x//OCeeeGLWrl1bYDLayh//+McNjq1cuTIvvPBCTjvttOy2224FpKJaTjjhhNY9CJqbm9Pc3Nw6IYoNKfTaQb9+/VKpVNKhQ4cMHz48F1xwQdGRgL/BVltt1frHYpcuXbJixYrWXzRz5syxaUKNuvvuu3P55Zfn4osvTpI0NjZm0aJFxYaiTU2cOHG9128VfG+x2U3tmTlzZuvjPIMHD84+++xTcCKqYfLkybn88svTtWvXJMmnP/3pXHDBBQq9GtS9e/f8/Oc/z4EHHpgkmT59erbYYovWz16U3zvtRL548eJ8//vfNwuzxvz3m29/+MMfMnfu3ILSfPAp9KqsS5cuaW5uTmNjY26//fb06tUrb7zxRtGxaGPLly/P5MmTs3jx4vV2XXqnX0CUz1ul3QknnJAxY8ZkwYIFufDCC7N8+fJ885vfLDgd1dCxY8cNytr/vms55aawq32zZ8/OwIED06lTp9xxxx157rnnctBBByV58xHcp59+Oscdd1zBKWlrLS0t6+102rFjx1g2vDaNHDkyP/vZz3LllVempaUlu+66a77+9a+nUqnkG9/4RtHxqKKtt97abrd14KMf/Wh+8YtfFB3jA0uhV2VnnHFGKpVKTjrppNx3331ZunRpzjzzzKJj0cbGjBmTXXfdNbvvvru7gTWuf//+ufjiizN//vy0tLRku+22s5Najdpxxx0zderUVCqVvPzyy7n//vszcODAomNRBXfeeWeOOuqobLHFFknefJTn3nvvzec///mCk/F+de7cOf/3//7fnHbaaXn00UczZsyY1t/Tw4YNy9lnn63Qq0GHHHJIzj///Oy3335J3pzh8bGPfazgVFTDlltu+Y67z/fr16+d09Ce5s+f72/wGvT2NRNbWlry3HPPFZjmg887oMq23nrrJG/+QWnRztr1xhtv5Etf+lLRMWgHlUoljz76aBYtWpRKpZL//M//TJIceeSRBSejrZ100kn5t3/7t2y22WYZN25c9thjj3zmM58pOhZV8Nhjj+WLX/xi6+vu3bvn0UcfVejVgAEDBqRLly6tr5uamtK9e/fWr6kt69atS8eOHXPUUUdl8ODBefrpp9PS0pJTTjklAwYMKDoeVbB8+fL84he/yLx587JmzZrW42Zg147Ro0dv8ITEypUr8+qrr+ZrX/taQamolrevmdihQ4dss802OfvsswtM9MGm0KuSM888810fzbrqqqvaMQ3Vts8++2TWrFnZe++9i45ClV1xxRXZbLPNstNOO3n8ssbNmjUrX/jCF/KFL3yh9djvf//7HHDAAQWmohoqlUrWrl2bzTbbLEmyZs0ai6nXkB133DFJcvTRR+fss8/O4MGD09LSkqeeemq9IpfyO++883LFFVckebPMVeLVvnHjxmXo0KGZNWtWTjnllDzwwAPZcssti45FG/rUpz61wbEePXpk2223NUOvBn3pS1/yHv4beAdUybnnnlt0BNrRpEmTcs8996RTp07p1KlTWlpa0tDQYDeeGrR06VKFfJ34+c9/vkF5t7FjlN/BBx+c73znOxk+fHiS5He/+53H82rQQQcdlMGDB+e5555LS0tLvvSlL6VXr15Fx6INWSev/qxYsSKHHnpoJk2alEGDBmXQoEFm59WYQYMGFR2BdjBz5szceOON6dSpUxoaGvKNb3wjH/7wh4uO9YGn0KuStx61pT789914qF177rlnHn/88eyxxx5FR6FKHn300Tz66KNZtmxZbrnlltbjq1atskZmjTrqqKOy00475U9/+lOS5DOf+Uz23HPPglPR1lpaWvKnP/0pixYtyjHHHJMlS5Zk7ty5ZnHVkOXLl+fee+99x/OWx6g9b83Q6t27d2bNmpXevXtn2bJlBacC/lY/+clP8p3vfCfbb799nn322dx+++255JJLio71gafQq7I5c+ZkwoQJmTdvXpqbm1OpVNK1a1czt2rQypUrs2DBgvXW73BHqfYMHDgwV111VSqVFgNYWAAAIABJREFUitmYNap3797p379/Zs6cmf79+7ce33zzzXPiiScWmIxq2muvvbLXXnsVHYMq+tGPfpSGhoY8+eSTOeaYY9K1a9eMHz8+l19+edHRaCOVSiWrV682U6+OfPrTn05TU1OOP/74TJgwIU1NTX5XQwl17Ngx22+/fZLkf/2v/5XVq1cXnKgcFHpVdsstt2TUqFEZO3ZsRo8enQcffDALFiwoOhZt7De/+U0mTZqUZcuWpbGxMXPmzMnAgQNN+a9Bt912W7773e9aQ6+GNTY2prGxMQcddJC1WeqEm2/1Ye7cubniiitaF9fu3r17mpubC05FW+rdu3eOOeaYomPQjvbZZ58kyU477dT6d/d9991XZCTawcqVK7N06dLsvPPORUehjbz22mvrzbD+76/NsN44n1TaQb9+/VKpVNKhQ4cMHz48F1xwQdGRaGOTJk3K5ZdfnvPPPz8XXXRRXnrppfz0pz8tOhZVsO2222bHHXdU5tWBuXPn5u67786SJUuybt261tmY1113XdHRaGNuvtWHjh07plKptP78Xr58uZ/lNcbMPJLk3nvvzT/+4z8WHYM2dvHFF+fss89OpVLJWWedlS233DKDBg0yI7NGHHbYYVm1atU7vmbjFHpV1qVLlzQ3N6exsTG33357evXqlTfeeKPoWLSxzp07p3PnzkmStWvXZvvtt8/8+fMLTkU19OrVK5dcckn23HPP1h0xE3eNatFNN92UE088Mf3797d2Xh1w8632/e///b9z5ZVX5rXXXsuPf/zjzJgxI5/73OeKjkUb+j//5/8UHQGokqampnTr1i2/+c1vMnz48Bx77LH51re+VXQs2shnP/vZoiOUkkKvys4444xUKpWcdNJJue+++7J06dKceeaZRceijW211VZ5/fXXs+++++a73/1utthii2y11VZFx6IKttlmm2yzzTZpbm5ufVTLDI/a1K1bN2uq1Qk33+rDwQcfnP79+7dufnLWWWdlhx12KDgVbal79+5FRwCqZN26dXnllVfy+9//Pp///OeLjgMfCA0t5qZDm5o9e3aampqy5557Wn+rDqxZsyZ//OMfc8ABBxQdhTZ2xx13pFKpZL/99lvvvfz2jTKoDYsXL07Pnj3T3Nyc++67L01NTfn4xz+efv36FR2NKjvttNNy4403Fh0D+BudcMIJG72h2tLSkjVr1uQnP/lJAamopt///vf513/913z4wx/OKaeckoULF2bixIlm6VHXFHpVcuaZZ77rrJ2rrrqqHdNQLW+88UY6duzY+mF//vz5mTVrVrbeeuvst99+BaejWiqVSh5//PFMmzYtjz/+eHbddVczb2vQJZdcstHjNrupLX/5y1+ycOHC7LDDDmZr1SGFXu169dVX89xzzyVJBgwYkJ49exacCADalkKvShYvXpwk+dWvfpUkOeSQQ5IkDz30ULp06WIHrhpx0UUX5dRTT822226bBQsW5Nvf/nYOPvjgzJs3L7vsskuOO+64oiPShmbPnp2pU6fm0UcfzS677JJnnnkm1113Xbp06VJ0NOB/4Gc/+1keeuih/N3f/V3mzp2bo48+OiNGjCg6Fu1IoVebpk+fnttvvz2DBg1Kkjz11FM5/vjjs//++xecDPifmj9/fn70ox/ltddey9VXX50XXnghM2fOzGc+85mio9EG3r6j7cZYr3zjPA9YJVtvvXWS5Jlnnsmll17aevy4447LhRdeqNCrEStXrsy2226bJHnggQdy4IEH5qSTTkpzc3POOecchV4NOfXUU9O3b98cfvjhOf7447P55pvnq1/9qjKvhjU1NeXuu+/OU089lSQZNGhQjjnmmHTr1q3gZLSV6dOnZ8yYMenSpUtWrFiR733vewq9GvROHxJaWlqyevXqdk5De7jnnnty+eWXt87KW758eS699FKFHpTYD3/4wxx//PG5+eabkyQ777xzxo0bp9CrERMnTkxjY2PrxoPmnb03Cr0qW716dZ5++unsuuuuSd4s+PzxWDve/lj1k08+mU9+8pNJkk6dOtkVs8bst99+eeSRRzJ9+vR06NAhQ4YMsRlGjbvhhhuy00475Rvf+EaSZMqUKbnhhhus1VJDNttss9ZSvkePHqlUKgUnohpWrVr1juc+8YlPtGMS2kulUlnvEdvu3bt7f0PJrVmzJgMGDFjvmM9bteOKK67ItGnTMmvWrPTv3z8HHnhgdt99d5+3NkGhV2VvPcrR1NSU5M1dE0877bSCU9FWdtppp9x2223ZaqutsmDBguyxxx5Jktdff73gZLS1f/qnf8qXv/zlPPnkk5k6dWomTpyYVatWZfr06dl7773TtWvXoiPSxhYuXLheeffZz342Z511VoGJaGsLFy7MFVdckeTN2Vpvf50k55xzTlHRaEOf/exni45AO9tzzz1z2WWX5cADD0zy5mxcu5bXptWrV6dz587p0KFD5s+fn/nz59uYrkb16NEjCxYsaC14ZsyYkd69execirbS2NiYxsbGHHfccXnmmWcybdq0TJgwIccdd1yGDBlSdLwPLGvotZO3F3rUjjVr1mTSpEl55ZVXMnz48DQ2NiZ5cybmwoULW9dOpPY0Nzfnsccey7Rp0/Kf//mfGT9+fNGRaGPnn39+jj/++NYZ1k8//XQmTpyYyy67rOBktJXZs2e/6/m31t8Cyufhhx/O008/nZaWlgwaNCgf/ehHi45EFZxzzjn5zne+k9dffz3nn39++vfvny5dumTkyJFFR6ONLVy4MDfffHOeeeaZbLHFFtlmm20ycuTI1qWuqA3Lly/P9OnTM2PGjHTs2DGf+9znMnDgwKJjfWAp9NrBrFmz8l//9V9Zu3Zt6zFr6EHtWLNmTTp37lx0DNrY888/n+uvvz5NTU1paWlJ9+7dc/rpp7cW9wB8MN1777054IAD0qdPn6KjUGXnnHNOrrjiitx///1Zs2ZNjjrqqJx99tkZM2ZM0dFoQ5VKJTNmzMjQoUOzevXqtLS0ZPPNNy86Fm3od7/7XaZPn561a9dm//33zwEHHGB38vfAXOQqu/nmm7NmzZo8+eSTOfTQQzNjxowNnv0Hyk2ZV5saGxtz5ZVXmmENUDKrVq3KZZddlu7du2fo0KHZf//906tXr6JjUQUtLS2ZM2dOpk6dmlNPPTVJsm7duoJT0dY6dOiQX/3qVxk6dKhlbmrUTTfdlJ122il9+vTJY489lscff3y985ZB2Tgz9KrsW9/6Vq666qrW/129enWuuuqqXHDBBUVHA2Aj3mlHzLcceeSR7ZQEaEsrVqzI3XffnWeeeSZJsuuuu+aYY45Jjx49Ck5GtbzwwguZPn16Hn744fTp0ycXXnhh0ZFoY7Nnz85//Md/5MMf/nCOPvroLFy4MPfdd19OOumkoqPRxn72s5+lc+fOG5R63bt3LzAVbcUyKP8zZuhV2Vszd7p06ZJly5alR48eWbRoUcGpqJbVq1e7a1Sj1q1bl44dOxYdg3YwceLENDY2Zs8998xmm20W971ql/d1fbnmmmvykY98JGeeeWaS5KGHHso111yj5KlhPXv2TK9evdKjR4+89tprRcehCgYNGpRBgwZl1apVWb16dT70oQ8p82rU7373uyTJr371q9ZjDQ0Nue6664qKRBt6p8JuyZIlmT59ukLvHSj0qmzvvffO66+/nk9+8pM555xz0tDQkEMPPbToWLSxZ555JjfddFNWr16dG2+8Mc8//3wmT56ck08+uehotJHzzjuvdffLW265xR+LNeyKK67ItGnTMmvWrPTv3z8HHnhgdt9999Zd1agd3tf1ZeXKleutYfyZz3wmjzzySIGJqJZf//rXmT59epYvX579998///Iv/5Iddtih6FhUwYsvvpjrrrsuK1euTEtLS7bccsucccYZ2XHHHYuORhu7/vrri45AO1m+fHlmzJiRadOmZdmyZdl3332LjvSBpdCrsrf+cNx///2zzz77ZO3atdZhqkG33nprzj///NYFeBsbG/PUU08VnIq29PZZWm89rkVtamxsTGNjY4477rg888wzmTZtWiZMmJDjjjsuQ4YMKToebcj7ur4MHjw406ZNywEHHJAkmTFjRvbee++CU1ENixcvzpe//GWbGNWBm2++OSeccEJ22223JMmTTz6ZH/7wh/nud79bcDLa2sMPP7zBsW7dumWnnXayeUINWLVqVf7whz9k6tSpefnll/PRj340CxcuzE033VR0tA80hV6VPfjggxs9/rGPfaydk1Btffv2Xe91hw4dCkpCNZidVX+WL1+ev/zlL3nxxRez1VZbZcsttyw6Em3M+7o+nHDCCWloaEhLS0vuu+++XHvttUneLHS7du2aY489tuCE/7+9uw+Oqrr/OP7ZTQghBkyaJkFEDEEwSCSjYIgERYXahuGpKQFBWqSiMkVbaYAgrYAPlNCGYUask9ZIsaOOCs3QAmlpMQjdBATGWAgQw8OEihIID5Fk8rTZvb8/MuyYgvBTdnPYm/frr73n7ux8MuGGvd97zvfAXxoaGhQREaEJEyZIapuV+VX02rKf5uZmXzFPaivcNzc3G0yEQCkuLlZlZaUGDRokqa3nWv/+/XXy5ElNmjRJ999/v+GEuBazZs3SbbfdpkceeURJSUlyOBzavXu36VjXPQp6AXb06FHf65aWFpWXl6tv374U9GwmJiZGn376qRwOh1pbW1VUVKSbb77ZdCz40eeff6558+bJsiydOnVK8+bNk9R2Q+hwOJSXl2c4Ifxl27ZtKi0tldvtVlpamubOncuTX5viuu4c/vznP5uOgA7yyiuvaOHChb42N1+dhUuvLXuKi4vT+vXrfcWcf//734qNjTWcCoHgcDi0atUq347VtbW1Kigo0G9+8xstWbKEgl6Qmzp1qkpLS1VQUKD09HQNHz7cdKSgwC63HayhoUGrV69m22WbuXDhgtauXav9+/fLsiwNHjxYM2fOZOc8G6mpqbnieb482seUKVPUp08fxcTESLp0Fhd/v+2D67pz+bod9Gi0DQSv+vp6vf/++762CQMHDlRWVpZuuOEGw8ngb9nZ2Vq5cqXv2LIszZs3TytXrtSCBQt8rY8Q3E6dOqWSkhKVlJSourpaWVlZSk1NVa9evUxHuy4xQ6+DhYWFqbq62nQM+FmPHj3085//3HQMBJDH41Ftba2SkpLajR86dEjR0dGGUiEQlixZYjoCOgjXdefyt7/9zffa7XbryJEjSkxM5Jq3oRdffFGLFy++6hiC3/79+y/Z0Gjnzp2+Xpmwj4EDByo3N1dpaWmS2nrqDRw4UE1NTRRwbSQ+Pl6ZmZnKzMzUf//7X7lcLi1fvtzXLgPtUdALsNzcXN/sDsuydOLECf6DsZE1a9Zc8Tw7JtrH2rVrNXXq1EvGw8LCtHbtWi1cuNBAKgQCs3U6D67rzuV/f59nzpzRW2+9ZSgNAqGlpUUtLS2qq6tr1z+voaFB58+fN5gMgbJhw4ZL7q0uN4bg9/jjj+ujjz5SRUWFpLae9MOGDZPD4eDBjE316dNH06ZN07Rp00xHuW5R0Auw8ePH+147nU7Fxsb6lnEh+CUmJkpq2x3xxIkTvrX+u3btUt++fU1Gg5/V1NTo1ltvvWS8X79+V122B+D6xHXducXExOizzz4zHQN+tHXrVm3evFnnz5/XwoULfT30IiIi9P3vf99wOvhTWVmZysrKdO7cuXYP2BsbG9mYzqYcDofS0tJ8M/RgL3PmzGnX5uZiP2Op7XfPDL3Lo6AXYMz0sLcHHnhAUttuxkuWLFFoaNsl9b3vfU/Lli0zmAz+1tLS8q3OAbh+cV13Ll+96bcsS1VVVZct6CJ4jRkzRj/4wQ9UWFioSZMmmY6DAIqOjlZiYqL27t3re8AuSd26ddOMGTMMJoO/Pf/883rppZd8O5ZfdLHg8+abbxpMB3/Jzc1td2xZlkpLS7Vx40YlJCSYCRUEKOgFSHFxserr630z9GbPnq3GxkZZlqXp06fr4YcfNpwQ/nTu3Dk1NTUpMjJSktTU1KRz584ZTgV/6tevn7Zu3arRo0e3Gy8uLm73RRLBz+PxKCQkxHQMdACu687lq7/TkJAQpaenX9I/EcHP6XSqrKyMgp7NJSQkKCEhQSNGjPA9UIc9NTc3S2LHcru7uJmk1+vVjh07tHHjRt1666167rnn1Lt3b8Pprl/89QuQf/3rX1q0aJHvuEePHsrPz1dLS4uWLVtGQc9mJk6cqAULFmjQoEGS2nbSy8rKMpwK/vTYY48pLy9PLpfLd1N49OhRtba2av78+YbTwZ8WLVqkFStWSGqb0UMvTPviuu5cLs6qh/2lpKRo165dvv5asK8jR45o3bp1OnPmjDwej2/W1quvvmo6GvyEa7hzaG1t1bZt27R582YlJSVp/vz56tmzp+lY1z0KegHi9Xp9VWZJvrX+YWFhLOOxoQcffFB33XWXDh8+LEl69NFHFRUVZTgV/CkqKkovv/yyysvLfT2X7r77biUnJxtOBn+72HNJauuPCfviuu4csrOzL3tDePHGPy8vz0AqBNKmTZvU3Nwsp9OpsLAwlubZWH5+vmbMmKHExER659nUl19+qU2bNn3t+bFjx3ZgGgTK008/rZCQEI0ZM0bf/e53dfz4cR0/ftx3ftiwYQbTXb8o6AVIQ0NDu+PMzExJbYW+uro6E5EQYFFRUbrnnntMx0CAJScnc7NvczwJ7ny4ru2N3Yo7H5bmdR4RERG66667TMdAAHm9XjU1NbV74Ar7ufPOO+VwOC4p5F1EQe/yHBZXRkAUFBQoMjJSjzzySLvxd999VxcuXNCTTz5pKBkA4EqmT5+unj17yrIsnTp1yjfdn9k8QHCqrq5WbW3tJf3yDh06pOjoaJb02NTevXt18OBBSdKgQYM0ZMgQw4kQCG+//ba8Xq+GDRvWrpcefVDtIycnx9cKBUB7zNALkOnTpys/P1/PPPOMbwe148ePq1+/fpo9e7bhdACAr7Nq1SrTEQD40dq1azV16tRLxsPCwrR27Vpm8NnQ22+/raNHj2rEiBGSpKKiIlVUVOjRRx81nAz+duTIEUnSsWPH2o0vWbLERBwEAPOPOofLLavu0aOHkpKSFBcXZyBRcKCgFyDh4eF69tlnderUKV9fnt69e/MU2MaqqqpUUVEhSUpKSmJ7bSBIeTyeK87mARBcampqfA9Xv6pfv36qqakxkAiBVlZWpt/+9re+nmoPPPCAFixYQEHPhijc2d/ixYtNR0AHaGxsvGSspqZGhYWFysrKUnp6uoFU1z8KegEWHx+v+Ph40zEQYEVFRfrggw+UmpoqSVq9erVGjx6tjIwMw8kAfFPM5gHs5UqbkbFRmX01NDQoMjLS9xr29fHHH+uzzz6T2+32jU2aNMlgIvjTxesY9paVlXXZ8fr6er300ksU9L4GBT3AD4qLi7Vs2TKFh4dLkiZMmKBf//rXFPSAIMRsHsBe+vXrp61bt2r06NHtxouLi+mzZVMTJ07UggULNGjQIFmWpUOHDmnatGmmYyEA/vjHP6qlpUUHDhzQQw89pF27dum2224zHQuAn0RGRrLs+goo6AF+YFmWb1mHJDmdTv7wAEGK2TyAvTz22GPKy8uTy+XyFfCOHj2q1tZWzZ8/33A6BMKIESM0aNAgHT16VFJbb+uoqCjDqRAIlZWVysvL07x585SVlaVx48axeRVgI+Xl5brhhhtMx7huUdALsOrqasXExKhLly46cOCAjh8/rpEjR/KP0mYefPBB/epXv9I999wjSdqzZ48eeughw6kAfBvM5gHsJSoqSi+//LLKy8t9fY3vvvtuJScnG06GQKqsrFRFRYUcDoe8Xq+vLQrsJSwsTJLUtWtXnTt3Tt27d9fp06cNpwLwTWVnZ8vhcLQbq6+vV3R0tJ5++mlDqa5/DotpRAE1f/585ebmqqamRsuWLdOQIUN08uRJPffcc6ajwc+OHTvm2xRj4MCB6tu3r+FEAL6N2tpa5eXlKTQ09LKzeZjlAQDXt4KCAlVXV/t6LpWWlio+Pl6zZs0ynAz+tn79emVkZGj//v1644035HA4NGrUKE2ZMsV0NADfwP+2tXE4HIqMjPS1tMLlMUMvwJxOp0JCQrR7926NGTNGGRkZWrBggelY8LPKykrdcsstvpv/xsZGHT58WP379zecDMA3xWweAAhuBw8e1MqVK32zPUaOHKl58+YZToVAuLj5RVpamoYMGSK3262IiAjDqQB8U7GxsaYjBCXn1d+CaxESEiKXy6Xt27dryJAhkiSPx2M4FfytoKCg3dODrl27qqCgwGAiANcqOTlZGRkZysjIoJgHAEGkV69eOnPmjO/47Nmz6tOnj8FE8LcjR46otrbWd7x9+3atWrVK7777rurr6w0mA4COQ0EvwH72s5+psrJSP/zhDxUXF6fTp0/rvvvuMx0LfmZZVrs1/06nk8ItAACAAXV1dZo7d66WLl2qpUuX6pe//KXq6uq0YsUKrVixwnQ8+MHrr7+u0NC2xWYHDx7UO++8o/vvv18RERH6wx/+YDgdAHQMltwGWO/evfXTn/7UdxwXF6eJEycaTIRAiI+PV1FRkR5++GFJ0j//+U/FxcUZTgUAAND50D/N/rxeryIjIyW19UgcNWqU0tLSlJaWxu7VADoNCnoBdvLkSb3zzjs6ceKE3G63b/zVV181mAr+9sQTT+hPf/qTCgsL5XA4lJycrKeeesp0LAAAgE7njjvuUE1NjU6ePKnBgwerpaVFHo9H3bp1Mx0NfuL1euXxeBQSEqLy8nI9+eST7c4BQGdAQS/AXnvtNU2ePFlvvvmmFi1apG3btpmOhAC48cYb9eyzz5qOAQAA0Olt3bpVH3zwgerr67V69WqdPXtWr7/+uhYvXmw6GvwkPT1dS5cuVffu3RUWFqaBAwdKkqqrq9kUA0CnQUEvwFpaWnTnnXfKsizFxsZq8uTJWrx4sSZPnmw6Gvzgr3/9qyZMmKA1a9Zc9vxXl1sDAAAg8LZs2aLly5dr0aJFkqSbbrpJX375peFU8KfMzEwlJyertrZWgwcP9vWy9nq9mjlzpuF0ANAxKOgFWFhYmLxer2666Sb94x//0He+8x2+UNjIzTffLElKTEw0nAQAAACS1KVLF9+GCZLk8XjabV4GexgwYMAlY7169TKQBADMoKAXYDNmzFBLS4tmzpyp9957T+Xl5ZozZ47pWPCToUOHSpK6du2qe++9t925nTt3mogEAADQqd1xxx0qLCxUS0uL9u3bpy1btmjIkCGmYwEA4FcOy7Is0yGAYJeTk6MVK1ZcdQwAAACB5fV6VVxcrH379smyLKWkpGjUqFHM0gMA2Aoz9AIkNzf3il8acnJyOjANAqWsrExlZWU6d+5cuz56jY2NcjqdBpMBAAB0Tk6nU6mpqUpNTVWPHj1MxwEAICAo6AXI+PHjTUdAB4iOjlZiYqL27t3bro9et27dNGPGDIPJAAAAOhfLsrRu3Tpt2bJFlmXJsiw5nU5lZGRo0qRJpuMBAOBXLLkNsKKiIo0ZM+aqYwhura2t8nq9OnPmDM14AQAADNi0aZPKysr01FNPKS4uTpJ06tQpFRQUKCUlRWPHjjWcEAAA/2FNYIBt3779krEPP/yw44PA7xoaGnyvP/nkE82fP1/Lli2TJFVVVdE/DwAAoAPt2LFDv/jFL3zFPEmKj4/XM888ox07dhhMBgCA/7HkNkBcLpdcLpdOnz7drrDT2Nio7t27G0wGfyktLVVkZKTS0tK0bt06LV++XEuXLpUkJSQkqKamxmxAAACATsTj8Vy2Z16PHj3k8XgMJAIAIHAo6AXI7bffrujoaNXV1WncuHG+8fDwcCUkJJgLBr8ZPXq01q9fL0kKCQlRRESE4UQAAACdV2jo19/aXOkcAADBiP/ZAiQ2NlaxsbG+JZgXVVRUaM2aNZo1a5ahZPCniw2Wb7nlFrlcLnm9Xp08eVJ///vfNWDAAMPpAAAAOo+qqqrLbkpmWZbcbreBRAAABA6bYnSAqqoquVwu7dy5U3FxcUpNTVVGRobpWPCj5uZmFRYWat++fbIsSykpKfrRj36ksLAw09EAAAAAAIDNUNALkC+++EKlpaUqKSlRZGSkhg8fro0bN+q1114zHQ0AAAAAAABBjCW3ATJ37lwlJSUpJydHPXv2lCRt3rzZcCr4W25urhwOx9eez8nJ6cA0AAAAAACgM6CgFyDZ2dkqKSnRCy+8oJSUFKWnp4vJkPYzfvx40xEAAAAAAEAnw5LbAGtqatKePXtUUlKi8vJyjRw5UqmpqUpJSTEdDX5UVFSkMWPGXHUMAAAAAADgWjlNB7C78PBw3XfffVq4cKHy8/OVkJCgDRs2mI4FP9u+ffslYx9++GHHBwEAAAAAALbHDD3gGrhcLrlcLn366adKSkryjTc2NiokJETPP/+8wXQAAAAAAMCO6KEHXIPbb79d0dHRqqur07hx43zj4eHhSkhIMBcMAAAAAADYFjP0gACoqKiQy+XSrFmzTEcBAAAAAAA2www9wE+qqqrkcrm0c+dOxcXFKTU11XQkAAAAAABgQxT0gGvwxRdfqLS0VCUlJYqMjNTw4cNlWZaWLFliOhoAAAAAALApCnrANZg7d66SkpKUk5Ojnj17SpI2b95sOBUAAAAAALAzp+kAQDDLzs5WVFSUXnjhBeXn52v//v2iLSUAAAAAAAgkNsUA/KCpqUl79uxRSUmJysvLNXLkSKWmpiolJcV0NAAAAAAAYDMU9AA/q6+v186dO1VaWkovPQAAAAAA4HcU9AAAAAAAAIAgQg89AAAAAAAAIIhQ0AMAAAAAAACCCAU9AACATuT999/XK6+84vf3AgAAoOOEmg4AAAAA/3O5XNq0aZM+//xzdevWTQkJCcrMzDQdCwAAAH5AQQ8AAMBmNm3apA07ZDadAAACYElEQVQbNuiJJ55QSkqKQkND9cknn2jPnj3q2rWr6XgAAAC4Riy5BQAAsJGGhga99957evzxxzVs2DCFh4crNDRUQ4cO1Y9//ON27z1w4IBmz57dbmzOnDnat2+f79jtdmvVqlX6yU9+opycHFVVVXXEjwEAAIAroKAHAABgI5WVlXK73UpNTfXL5+3du1f33nuv1qxZo/T0dP3ud79Ta2urXz4bAAAA3w4FPQAAABupq6tT9+7dFRIS4pfPS0xMVFpamkJDQzV27Fi53W4dPnzYL58NAACAb4eCHgAAgI10795ddXV18ng8fvm8mJgY32un06mYmBidP3/eL58NAACAb4eCHgAAgI0MGDBAXbp00Z49e6763q5du6q5udl37PV6deHChXbvOXv2bLvzZ8+eVXR0tP8CAwAA4BujoAcAAGAjERERmjJlit544w3t3r1bzc3Nam1tVVlZmd5666127+3Vq5fcbrc+/vhjtba26i9/+Yvcbne79xw7dkwfffSRPB6PioqK1KVLF/Xv378jfyQAAAD8j1DTAQAAAOBfY8eO1Y033qjCwkKtXr1a4eHhSkxMVGZmpv7zn//43hcREaFZs2YpPz9fXq9X48ePb7fEVpKGDh2q0tJS/f73v1fPnj2VnZ2t0FC+QgIAAJjksCzLMh0CAAAAAAAAwP8PS24BAAAAAACAIEJBDwAAAAAAAAgiFPQAAAAAAACAIEJBDwAAAAAAAAgiFPQAAAAAAACAIEJBDwAAAAAAAAgiFPQAAAAAAACAIEJBDwAAAAAAAAgiFPQAAAAAAACAIPJ/VZP5D035BMsAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Jugadores jóvenes, que en algún momento valieron más de 4MDE y actualmente no están en su \"mejor momento\"\n", + "gi3 = transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1) & (transfermkt['Edad'] <= 28) & (transfermkt['Valor más alto de carrera'] >= 4000000)]\n", + "gi3.groupby('Club').sum().plot.bar()" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "343" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(transfermkt[(transfermkt['Diferencial valor de Mercado'] == 1)].Name)" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "207" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1)].Name)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Dibuja una gráfica de pastel que muestre el porcentaje de jugadores del top 100 de la liga que se encuentran en su mejor momento. " + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "labels = ['Mejor momento', 'No en su mejor momento']\n", + "sizes = [len(transfermkt[(transfermkt['Diferencial valor de Mercado'] == 1)].Name), len(transfermkt[(transfermkt['Diferencial valor de Mercado'] != 1)].Name)]\n", + "explode = (0, 0.1)\n", + "\n", + "fig1, ax1 = plt.subplots()\n", + "ax1.pie(sizes, explode=explode, labels=labels, autopct='%1.1f%%', shadow=True, startangle=90)\n", + "ax1.axis('equal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(transfermkt['Valor de mercado']);" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4000000.0" + ] + }, + "execution_count": 150, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "transfermkt['Valor de mercado'].quantile(.90)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Crea una nueva columna que refleje una categoría para el valor de mercado de los jugadores: 'accesible', 'medio' y 'caro'. Posteriormente, grafica en subplots tres gráficas de pastel (una para cada categoría de precio) que muestren la distribución de la nacionalidad. " + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
index#NamePosiciónNac.EdadClubValor más alto de carreraÚltima revisiónValor de mercadoDiferencial valor de MercadoPosición SimplePrecio
5452096Jaime GómezPivoteMéxico26Querétaro FC2300000.008/02/20192300000.01.00000021
5462197Ismael SosaExtremo derechoArgentina32Club León FC7500000.008/02/20192300000.00.30666731
5472298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.00000011
5482399Felipe PardoExtremo derechoColombia28Deportivo Toluca7500000.008/02/20192000000.00.26666731
54924100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.16666711
\n", + "
" + ], + "text/plain": [ + " index # Name Posición Nac. Edad \\\n", + "545 20 96 Jaime Gómez Pivote México 26 \n", + "546 21 97 Ismael Sosa Extremo derecho Argentina 32 \n", + "547 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "548 23 99 Felipe Pardo Extremo derecho Colombia 28 \n", + "549 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "\n", + " Club Valor más alto de carrera Última revisión \\\n", + "545 Querétaro FC 2300000.0 08/02/2019 \n", + "546 Club León FC 7500000.0 08/02/2019 \n", + "547 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "548 Deportivo Toluca 7500000.0 08/02/2019 \n", + "549 CF América 12000000.0 15/12/2018 \n", + "\n", + " Valor de mercado Diferencial valor de Mercado Posición Simple Precio \n", + "545 2300000.0 1.000000 2 1 \n", + "546 2300000.0 0.306667 3 1 \n", + "547 2300000.0 1.000000 1 1 \n", + "548 2000000.0 0.266667 3 1 \n", + "549 2000000.0 0.166667 1 1 " + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def price(x):\n", + " if x >= transfermkt['Valor de mercado'].quantile(.90):\n", + " return 3\n", + " elif x > transfermkt['Valor de mercado'].quantile(.30) and x < transfermkt['Valor de mercado'].quantile(.90):\n", + " return 2\n", + " return 1\n", + "transfermkt['Precio'] = transfermkt['Valor de mercado'].apply(price)\n", + "transfermkt.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
index#NamePosiciónNac.EdadClubValor más alto de carreraÚltima revisiónValor de mercadoDiferencial valor de MercadoPosición SimplePreciolocal
001Maximiliano MezaMedio centro ofensivoArgentina26CF Monterrey14000000.008/02/201914000000.01.000000330
112Rodolfo PizarroMedio centro ofensivoMéxico25CF Monterrey10000000.008/02/201910000000.01.000000331
223Carlos SalcedoDefensa centralMéxico25Tigres UANL10000000.008/02/201910000000.01.000000131
334Guido RodríguezPivoteArgentina25CF América10000000.008/02/201910000000.01.000000230
445Vincent JanssenDelantero centroPaíses Bajos25CF Monterrey14000000.013/06/20198000000.00.571429330
556Guido PizarroPivoteArgentina29Tigres UANL15000000.008/02/20197500000.00.500000230
\n", + "
" + ], + "text/plain": [ + " index # Name Posición Nac. Edad \\\n", + "0 0 1 Maximiliano Meza Medio centro ofensivo Argentina 26 \n", + "1 1 2 Rodolfo Pizarro Medio centro ofensivo México 25 \n", + "2 2 3 Carlos Salcedo Defensa central México 25 \n", + "3 3 4 Guido Rodríguez Pivote Argentina 25 \n", + "4 4 5 Vincent Janssen Delantero centro Países Bajos 25 \n", + "5 5 6 Guido Pizarro Pivote Argentina 29 \n", + "\n", + " Club Valor más alto de carrera Última revisión Valor de mercado \\\n", + "0 CF Monterrey 14000000.0 08/02/2019 14000000.0 \n", + "1 CF Monterrey 10000000.0 08/02/2019 10000000.0 \n", + "2 Tigres UANL 10000000.0 08/02/2019 10000000.0 \n", + "3 CF América 10000000.0 08/02/2019 10000000.0 \n", + "4 CF Monterrey 14000000.0 13/06/2019 8000000.0 \n", + "5 Tigres UANL 15000000.0 08/02/2019 7500000.0 \n", + "\n", + " Diferencial valor de Mercado Posición Simple Precio local \n", + "0 1.000000 3 3 0 \n", + "1 1.000000 3 3 1 \n", + "2 1.000000 1 3 1 \n", + "3 1.000000 2 3 0 \n", + "4 0.571429 3 3 0 \n", + "5 0.500000 2 3 0 " + ] + }, + "execution_count": 176, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def local_transfer(x):\n", + " if x == 'México':\n", + " return 1\n", + " return 0\n", + "transfermkt['local'] = transfermkt['Nac.'].apply(local_transfer)\n", + "transfermkt.head(6)" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [], + "source": [ + "transfer_accesible = transfermkt[(transfermkt['Precio'] == 1)]\n", + "transfer_promedio = transfermkt[(transfermkt['Precio'] == 2)]\n", + "transfer_caros = transfermkt[(transfermkt['Precio'] == 3)]" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, [ax1, ax2, ax3] = plt.subplots(1,3)\n", + "ax1.pie([len(transfer_accesible[(transfer_accesible['local'] == 1)].Name), len(transfer_accesible[(transfer_accesible['local'] != 1)].Name)], explode=(0, 0.1), labels=['Mexicano', 'Extranjero'], autopct='%1.1f%%', shadow=True, startangle=90)\n", + "ax1.axis('equal')\n", + "ax1.set_title('Accesibles') \n", + "\n", + "ax2.pie([len(transfer_promedio[(transfer_promedio['local'] == 1)].Name), len(transfer_promedio[(transfer_promedio['local'] != 1)].Name)], explode=(0, 0.1), labels=['Mexicano', 'Extranjero'], autopct='%1.1f%%', shadow=True, startangle=90)\n", + "ax2.axis('equal')\n", + "ax2.set_title('Precio Promedio')\n", + "\n", + "ax3.pie([len(transfer_caros[(transfer_caros['local'] == 1)].Name), len(transfer_caros[(transfer_caros['local'] != 1)].Name)], explode=(0, 0.1), labels=['Mexicano', 'Extranjero'], autopct='%1.1f%%', shadow=True, startangle=90)\n", + "ax3.axis('equal')\n", + "ax3.set_title('Atacantes')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### CatPlot\n", + "Grafica un catplot con el valor de mercado en el eje de las x, y las posiciones por categoría en el eje de las y, y agrupa la gráfica por nacionalidad (únicamente con dos categorías, mexicano o extranjero)." + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(x=\"Valor de mercado\", y=\"Posición\", hue=\"local\", data=transfermkt);" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.catplot(x=\"Valor de mercado\", y=\"Posición Simple\", hue=\"local\", data=transfermkt);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Pivot Tables \n", + "\n", + "Hacer una pivot table que tome el como valor la media del valor de mercado, que los índices sean los clubes y las columnas las posiciones. \n", + "\n", + "Posteriormente hacer una pivot table similar pero ahora con la nacionalidad como índice. " + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Valor de mercado
PosiciónDefensa centralDelantero centroExtremo derechoExtremo izquierdoInterior izquierdoLateral derechoLateral izquierdoMedio centro ofensivoMediocentroMori Delantero centroPivotePorteroRankin Lateral derechoSantos MediapuntaVázquez Pivotecentral
Club
Atlas Guadalajara3000000.04.000000e+06NaNNaNNaNNaN3000000.0NaNNaNNaNNaNNaNNaNNaNNaNNaN
Atlético de San LuisNaNNaNNaN3.500000e+06NaNNaN2500000.0NaNNaNNaNNaNNaNNaNNaNNaNNaN
CD Cruz Azul3500000.03.250000e+063250000.0NaNNaNNaNNaN5500000.06000000.0NaN2.550000e+06NaNNaNNaNNaNNaN
CF América2750000.05.500000e+063500000.03.500000e+06NaNNaNNaN4000000.07500000.0NaN1.000000e+074500000.0NaN2000000.0NaNNaN
CF Monterrey5000000.03.050000e+063150000.04.333333e+06NaN3250000.0NaN12000000.02500000.06000000.05.333333e+06NaNNaNNaNNaNNaN
CF Pachuca2500000.03.875000e+06NaN3.000000e+06NaNNaNNaN6000000.0NaNNaN3.500000e+06NaNNaNNaNNaNNaN
Club León FCNaN2.526316e+062400000.0NaNNaNNaNNaNNaNNaNNaNNaN2300000.0NaNNaNNaNNaN
Club TijuanaNaN3.000000e+06NaNNaNNaNNaNNaN2500000.0NaNNaN2.500000e+06NaNNaNNaNNaNNaN
Deportivo GuadalajaraNaN4.000000e+063500000.0NaNNaNNaNNaNNaNNaNNaNNaN2500000.02300000.0NaNNaNNaN
Deportivo TolucaNaN4.000000e+062000000.0NaNNaNNaNNaNNaNNaNNaN2.500000e+06NaNNaNNaNNaNNaN
FC JuárezNaN2.300000e+06NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Puebla FCNaN3.000000e+06NaNNaNNaNNaNNaNNaN2500000.0NaNNaNNaNNaNNaNNaNNaN
Querétaro FCNaNNaNNaNNaNNaNNaNNaN4000000.0NaNNaN2.300000e+06NaNNaNNaNNaNNaN
Santos LagunaNaN5.000000e+063500000.02.552632e+06NaN3000000.0NaN4500000.0NaNNaNNaN2300000.0NaNNaN2500000.03000000.0
Tigres UANL10000000.04.300000e+063500000.04.500000e+06NaN2800000.0NaN4000000.0NaNNaN5.500000e+062500000.0NaNNaNNaNNaN
UNAM PumasNaN3.500000e+062500000.03.000000e+062500000.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " Valor de mercado \\\n", + "Posición Defensa central Delantero centro Extremo derecho \n", + "Club \n", + "Atlas Guadalajara 3000000.0 4.000000e+06 NaN \n", + "Atlético de San Luis NaN NaN NaN \n", + "CD Cruz Azul 3500000.0 3.250000e+06 3250000.0 \n", + "CF América 2750000.0 5.500000e+06 3500000.0 \n", + "CF Monterrey 5000000.0 3.050000e+06 3150000.0 \n", + "CF Pachuca 2500000.0 3.875000e+06 NaN \n", + "Club León FC NaN 2.526316e+06 2400000.0 \n", + "Club Tijuana NaN 3.000000e+06 NaN \n", + "Deportivo Guadalajara NaN 4.000000e+06 3500000.0 \n", + "Deportivo Toluca NaN 4.000000e+06 2000000.0 \n", + "FC Juárez NaN 2.300000e+06 NaN \n", + "Puebla FC NaN 3.000000e+06 NaN \n", + "Querétaro FC NaN NaN NaN \n", + "Santos Laguna NaN 5.000000e+06 3500000.0 \n", + "Tigres UANL 10000000.0 4.300000e+06 3500000.0 \n", + "UNAM Pumas NaN 3.500000e+06 2500000.0 \n", + "\n", + " \\\n", + "Posición Extremo izquierdo Interior izquierdo Lateral derecho \n", + "Club \n", + "Atlas Guadalajara NaN NaN NaN \n", + "Atlético de San Luis 3.500000e+06 NaN NaN \n", + "CD Cruz Azul NaN NaN NaN \n", + "CF América 3.500000e+06 NaN NaN \n", + "CF Monterrey 4.333333e+06 NaN 3250000.0 \n", + "CF Pachuca 3.000000e+06 NaN NaN \n", + "Club León FC NaN NaN NaN \n", + "Club Tijuana NaN NaN NaN \n", + "Deportivo Guadalajara NaN NaN NaN \n", + "Deportivo Toluca NaN NaN NaN \n", + "FC Juárez NaN NaN NaN \n", + "Puebla FC NaN NaN NaN \n", + "Querétaro FC NaN NaN NaN \n", + "Santos Laguna 2.552632e+06 NaN 3000000.0 \n", + "Tigres UANL 4.500000e+06 NaN 2800000.0 \n", + "UNAM Pumas 3.000000e+06 2500000.0 NaN \n", + "\n", + " \\\n", + "Posición Lateral izquierdo Medio centro ofensivo Mediocentro \n", + "Club \n", + "Atlas Guadalajara 3000000.0 NaN NaN \n", + "Atlético de San Luis 2500000.0 NaN NaN \n", + "CD Cruz Azul NaN 5500000.0 6000000.0 \n", + "CF América NaN 4000000.0 7500000.0 \n", + "CF Monterrey NaN 12000000.0 2500000.0 \n", + "CF Pachuca NaN 6000000.0 NaN \n", + "Club León FC NaN NaN NaN \n", + "Club Tijuana NaN 2500000.0 NaN \n", + "Deportivo Guadalajara NaN NaN NaN \n", + "Deportivo Toluca NaN NaN NaN \n", + "FC Juárez NaN NaN NaN \n", + "Puebla FC NaN NaN 2500000.0 \n", + "Querétaro FC NaN 4000000.0 NaN \n", + "Santos Laguna NaN 4500000.0 NaN \n", + "Tigres UANL NaN 4000000.0 NaN \n", + "UNAM Pumas NaN NaN NaN \n", + "\n", + " \\\n", + "Posición Mori Delantero centro Pivote Portero \n", + "Club \n", + "Atlas Guadalajara NaN NaN NaN \n", + "Atlético de San Luis NaN NaN NaN \n", + "CD Cruz Azul NaN 2.550000e+06 NaN \n", + "CF América NaN 1.000000e+07 4500000.0 \n", + "CF Monterrey 6000000.0 5.333333e+06 NaN \n", + "CF Pachuca NaN 3.500000e+06 NaN \n", + "Club León FC NaN NaN 2300000.0 \n", + "Club Tijuana NaN 2.500000e+06 NaN \n", + "Deportivo Guadalajara NaN NaN 2500000.0 \n", + "Deportivo Toluca NaN 2.500000e+06 NaN \n", + "FC Juárez NaN NaN NaN \n", + "Puebla FC NaN NaN NaN \n", + "Querétaro FC NaN 2.300000e+06 NaN \n", + "Santos Laguna NaN NaN 2300000.0 \n", + "Tigres UANL NaN 5.500000e+06 2500000.0 \n", + "UNAM Pumas NaN NaN NaN \n", + "\n", + " \\\n", + "Posición Rankin Lateral derecho Santos Mediapunta Vázquez Pivote \n", + "Club \n", + "Atlas Guadalajara NaN NaN NaN \n", + "Atlético de San Luis NaN NaN NaN \n", + "CD Cruz Azul NaN NaN NaN \n", + "CF América NaN 2000000.0 NaN \n", + "CF Monterrey NaN NaN NaN \n", + "CF Pachuca NaN NaN NaN \n", + "Club León FC NaN NaN NaN \n", + "Club Tijuana NaN NaN NaN \n", + "Deportivo Guadalajara 2300000.0 NaN NaN \n", + "Deportivo Toluca NaN NaN NaN \n", + "FC Juárez NaN NaN NaN \n", + "Puebla FC NaN NaN NaN \n", + "Querétaro FC NaN NaN NaN \n", + "Santos Laguna NaN NaN 2500000.0 \n", + "Tigres UANL NaN NaN NaN \n", + "UNAM Pumas NaN NaN NaN \n", + "\n", + " \n", + "Posición central \n", + "Club \n", + "Atlas Guadalajara NaN \n", + "Atlético de San Luis NaN \n", + "CD Cruz Azul NaN \n", + "CF América NaN \n", + "CF Monterrey NaN \n", + "CF Pachuca NaN \n", + "Club León FC NaN \n", + "Club Tijuana NaN \n", + "Deportivo Guadalajara NaN \n", + "Deportivo Toluca NaN \n", + "FC Juárez NaN \n", + "Puebla FC NaN \n", + "Querétaro FC NaN \n", + "Santos Laguna 3000000.0 \n", + "Tigres UANL NaN \n", + "UNAM Pumas NaN " + ] + }, + "execution_count": 163, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.pivot_table(transfermkt, index=['Club'], columns=['Posición'], values=['Valor de mercado'], aggfunc='mean')" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Valor de mercado
PosiciónDefensa centralDelantero centroExtremo derechoExtremo izquierdoInterior izquierdoLateral derechoLateral izquierdoMedio centro ofensivoMediocentroMori Delantero centroPivotePorteroRankin Lateral derechoSantos MediapuntaVázquez Pivotecentral
Nac.
Argentina2.526316e+063.687500e+062300000.03.500000e+062500000.0NaNNaN8800000.0NaN6000000.03.636364e+062.700000e+06NaNNaNNaNNaN
BoliviaNaNNaNNaNNaNNaNNaNNaNNaN2500000.0NaNNaNNaNNaNNaNNaNNaN
BrasilNaN3.000000e+06NaNNaNNaNNaNNaNNaNNaNNaN4.500000e+06NaNNaNNaNNaN3000000.0
CanadáNaN3.000000e+06NaNNaNNaNNaNNaNNaNNaNNaN3.000000e+06NaNNaNNaNNaNNaN
ChileNaN3.016000e+06NaN3.000000e+06NaNNaNNaN4500000.0NaNNaNNaNNaNNaNNaNNaNNaN
Colombia2.500000e+065.000000e+062175000.03.333333e+06NaN3.500000e+06NaN3500000.07500000.0NaNNaNNaNNaNNaNNaNNaN
Costa RicaNaNNaN2500000.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
EcuadorNaN4.500000e+063500000.02.500000e+06NaNNaNNaN2500000.0NaNNaNNaNNaNNaNNaNNaNNaN
EspañaNaNNaN3000000.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
FranciaNaN3.500000e+06NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
México7.500000e+062.578947e+063375000.04.600000e+06NaN2.933333e+062.526316e+067000000.03000000.0NaN2.616949e+062.366667e+062300000.02000000.02500000.0NaN
Paraguay4.500000e+064.000000e+062500000.0NaNNaNNaNNaNNaNNaNNaN3.000000e+06NaNNaNNaNNaNNaN
Países BajosNaN8.000000e+06NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
PerúNaNNaNNaNNaNNaNNaNNaNNaN3000000.0NaNNaNNaNNaNNaNNaNNaN
UruguayNaN3.500000e+062800000.03.500000e+06NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " Valor de mercado \\\n", + "Posición Defensa central Delantero centro Extremo derecho \n", + "Nac. \n", + "Argentina 2.526316e+06 3.687500e+06 2300000.0 \n", + "Bolivia NaN NaN NaN \n", + "Brasil NaN 3.000000e+06 NaN \n", + "Canadá NaN 3.000000e+06 NaN \n", + "Chile NaN 3.016000e+06 NaN \n", + "Colombia 2.500000e+06 5.000000e+06 2175000.0 \n", + "Costa Rica NaN NaN 2500000.0 \n", + "Ecuador NaN 4.500000e+06 3500000.0 \n", + "España NaN NaN 3000000.0 \n", + "Francia NaN 3.500000e+06 NaN \n", + "México 7.500000e+06 2.578947e+06 3375000.0 \n", + "Paraguay 4.500000e+06 4.000000e+06 2500000.0 \n", + "Países Bajos NaN 8.000000e+06 NaN \n", + "Perú NaN NaN NaN \n", + "Uruguay NaN 3.500000e+06 2800000.0 \n", + "\n", + " \\\n", + "Posición Extremo izquierdo Interior izquierdo Lateral derecho \n", + "Nac. \n", + "Argentina 3.500000e+06 2500000.0 NaN \n", + "Bolivia NaN NaN NaN \n", + "Brasil NaN NaN NaN \n", + "Canadá NaN NaN NaN \n", + "Chile 3.000000e+06 NaN NaN \n", + "Colombia 3.333333e+06 NaN 3.500000e+06 \n", + "Costa Rica NaN NaN NaN \n", + "Ecuador 2.500000e+06 NaN NaN \n", + "España NaN NaN NaN \n", + "Francia NaN NaN NaN \n", + "México 4.600000e+06 NaN 2.933333e+06 \n", + "Paraguay NaN NaN NaN \n", + "Países Bajos NaN NaN NaN \n", + "Perú NaN NaN NaN \n", + "Uruguay 3.500000e+06 NaN NaN \n", + "\n", + " \\\n", + "Posición Lateral izquierdo Medio centro ofensivo Mediocentro \n", + "Nac. \n", + "Argentina NaN 8800000.0 NaN \n", + "Bolivia NaN NaN 2500000.0 \n", + "Brasil NaN NaN NaN \n", + "Canadá NaN NaN NaN \n", + "Chile NaN 4500000.0 NaN \n", + "Colombia NaN 3500000.0 7500000.0 \n", + "Costa Rica NaN NaN NaN \n", + "Ecuador NaN 2500000.0 NaN \n", + "España NaN NaN NaN \n", + "Francia NaN NaN NaN \n", + "México 2.526316e+06 7000000.0 3000000.0 \n", + "Paraguay NaN NaN NaN \n", + "Países Bajos NaN NaN NaN \n", + "Perú NaN NaN 3000000.0 \n", + "Uruguay NaN NaN NaN \n", + "\n", + " \\\n", + "Posición Mori Delantero centro Pivote Portero \n", + "Nac. \n", + "Argentina 6000000.0 3.636364e+06 2.700000e+06 \n", + "Bolivia NaN NaN NaN \n", + "Brasil NaN 4.500000e+06 NaN \n", + "Canadá NaN 3.000000e+06 NaN \n", + "Chile NaN NaN NaN \n", + "Colombia NaN NaN NaN \n", + "Costa Rica NaN NaN NaN \n", + "Ecuador NaN NaN NaN \n", + "España NaN NaN NaN \n", + "Francia NaN NaN NaN \n", + "México NaN 2.616949e+06 2.366667e+06 \n", + "Paraguay NaN 3.000000e+06 NaN \n", + "Países Bajos NaN NaN NaN \n", + "Perú NaN NaN NaN \n", + "Uruguay NaN NaN NaN \n", + "\n", + " \\\n", + "Posición Rankin Lateral derecho Santos Mediapunta Vázquez Pivote \n", + "Nac. \n", + "Argentina NaN NaN NaN \n", + "Bolivia NaN NaN NaN \n", + "Brasil NaN NaN NaN \n", + "Canadá NaN NaN NaN \n", + "Chile NaN NaN NaN \n", + "Colombia NaN NaN NaN \n", + "Costa Rica NaN NaN NaN \n", + "Ecuador NaN NaN NaN \n", + "España NaN NaN NaN \n", + "Francia NaN NaN NaN \n", + "México 2300000.0 2000000.0 2500000.0 \n", + "Paraguay NaN NaN NaN \n", + "Países Bajos NaN NaN NaN \n", + "Perú NaN NaN NaN \n", + "Uruguay NaN NaN NaN \n", + "\n", + " \n", + "Posición central \n", + "Nac. \n", + "Argentina NaN \n", + "Bolivia NaN \n", + "Brasil 3000000.0 \n", + "Canadá NaN \n", + "Chile NaN \n", + "Colombia NaN \n", + "Costa Rica NaN \n", + "Ecuador NaN \n", + "España NaN \n", + "Francia NaN \n", + "México NaN \n", + "Paraguay NaN \n", + "Países Bajos NaN \n", + "Perú NaN \n", + "Uruguay NaN " + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.pivot_table(transfermkt, index=['Nac.'], columns=['Posición'], values=['Valor de mercado'], aggfunc='mean')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Distribución del valor de mercado\n", + "Graficar en 3 subplots un histograma de la distribución del valor de mercado con distintos valores para los bins. " + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, [ax1, ax2, ax3] = plt.subplots(1,3)\n", + "ax1.hist(transfermkt['Valor de mercado'])\n", + "ax1.set_title('bins=10') \n", + "ax1.set_xlabel('Valor de Mercado') \n", + "\n", + "ax2.hist(transfermkt['Valor de mercado'], bins=20)\n", + "ax2.set_title('bins=20')\n", + "ax2.set_xlabel('Valor de Mercado')\n", + "\n", + "ax3.hist(transfermkt['Valor de mercado'], bins=50)\n", + "ax3.set_title('bins=50')\n", + "ax3.set_xlabel('Valor de Mercado')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Comparativa entre plantillas \n", + "Hacer un gráfico de barras conjunto que compare la media del valor de la plantilla de Chivas y América por posición. El valor de mercado en el eje y, y en el eje x se agrupa por posición. " + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "market_value = transfermkt[[\"Valor de mercado\", \"Club\"]].groupby([\"Club\"]).agg(\"mean\")\n", + "market_value.plot.bar();" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
index#NamePosiciónNac.EdadClubValor más alto de carreraÚltima revisiónValor de mercadoDiferencial valor de MercadoPosición SimplePreciolocal
334Guido RodríguezPivoteArgentina25CF América10000000.008/02/201910000000.01.000000230
889Mateus UribeMediocentroColombia28CF América7500000.008/02/20197500000.01.000000230
111112Nicolás CastilloDelantero centroChile26CF América6000000.011/01/20196000000.01.000000330
151516Roger MartínezDelantero centroColombia25CF América5000000.008/02/20195000000.01.000000330
202021Bruno ValdezDefensa centralParaguay26CF América5000000.008/02/20195000000.01.000000130
222223Agustín MarchesínPorteroArgentina31CF América4500000.008/02/20194500000.01.000000130
2834Guido RodríguezPivoteArgentina25CF América10000000.008/02/201910000000.01.000000230
3389Mateus UribeMediocentroColombia28CF América7500000.008/02/20197500000.01.000000230
361112Nicolás CastilloDelantero centroChile26CF América6000000.011/01/20196000000.01.000000330
401516Roger MartínezDelantero centroColombia25CF América5000000.008/02/20195000000.01.000000330
452021Bruno ValdezDefensa centralParaguay26CF América5000000.008/02/20195000000.01.000000130
472223Agustín MarchesínPorteroArgentina31CF América4500000.008/02/20194500000.01.000000130
51127Nicolás BenedettiMedio centro ofensivoColombia22CF América4000000.008/02/20194000000.01.000000330
53329Alexis VegaDelantero centroMéxico21Deportivo Guadalajara4000000.008/02/20194000000.01.000000331
55531Alan PulidoDelantero centroMéxico28Deportivo Guadalajara4000000.008/02/20194000000.01.000000331
601036Isaac BrizuelaExtremo derechoMéxico28Deportivo Guadalajara3500000.008/02/20193500000.01.000000321
661642Andrés IbargüenExtremo izquierdoColombia27CF América4000000.008/02/20193500000.00.875000320
712147Renato IbarraExtremo derechoEcuador28CF América3500000.008/02/20193500000.01.000000320
105581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
107783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
1222298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
12424100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
130581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
132783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
1472298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
14924100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
155581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
157783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
1722298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
17424100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
.............................................
3722298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
37424100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
380581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
382783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
3972298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
39924100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
405581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
407783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
4222298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
42424100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
430581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
432783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
4472298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
44924100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
455581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
457783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
4722298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
47424100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
480581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
482783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
4972298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
49924100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
505581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
507783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
5222298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
52424100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
530581Emanuel AguileraDefensa centralArgentina30CF América2500000.008/02/20192500000.01.000000110
532783Raúl GudiñoPorteroMéxico23Deportivo Guadalajara2500000.008/02/20192500000.01.000000111
5472298José van RankinRankin Lateral derechoMéxico26Deportivo Guadalajara2300000.008/02/20192300000.01.000000111
54924100Giovani dos SantosSantos MediapuntaMéxico30CF América12000000.015/12/20182000000.00.166667111
\n", + "

90 rows × 14 columns

\n", + "
" + ], + "text/plain": [ + " index # Name Posición Nac. Edad \\\n", + "3 3 4 Guido Rodríguez Pivote Argentina 25 \n", + "8 8 9 Mateus Uribe Mediocentro Colombia 28 \n", + "11 11 12 Nicolás Castillo Delantero centro Chile 26 \n", + "15 15 16 Roger Martínez Delantero centro Colombia 25 \n", + "20 20 21 Bruno Valdez Defensa central Paraguay 26 \n", + "22 22 23 Agustín Marchesín Portero Argentina 31 \n", + "28 3 4 Guido Rodríguez Pivote Argentina 25 \n", + "33 8 9 Mateus Uribe Mediocentro Colombia 28 \n", + "36 11 12 Nicolás Castillo Delantero centro Chile 26 \n", + "40 15 16 Roger Martínez Delantero centro Colombia 25 \n", + "45 20 21 Bruno Valdez Defensa central Paraguay 26 \n", + "47 22 23 Agustín Marchesín Portero Argentina 31 \n", + "51 1 27 Nicolás Benedetti Medio centro ofensivo Colombia 22 \n", + "53 3 29 Alexis Vega Delantero centro México 21 \n", + "55 5 31 Alan Pulido Delantero centro México 28 \n", + "60 10 36 Isaac Brizuela Extremo derecho México 28 \n", + "66 16 42 Andrés Ibargüen Extremo izquierdo Colombia 27 \n", + "71 21 47 Renato Ibarra Extremo derecho Ecuador 28 \n", + "105 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "107 7 83 Raúl Gudiño Portero México 23 \n", + "122 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "124 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "130 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "132 7 83 Raúl Gudiño Portero México 23 \n", + "147 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "149 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "155 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "157 7 83 Raúl Gudiño Portero México 23 \n", + "172 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "174 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + ".. ... ... ... ... ... ... \n", + "372 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "374 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "380 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "382 7 83 Raúl Gudiño Portero México 23 \n", + "397 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "399 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "405 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "407 7 83 Raúl Gudiño Portero México 23 \n", + "422 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "424 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "430 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "432 7 83 Raúl Gudiño Portero México 23 \n", + "447 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "449 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "455 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "457 7 83 Raúl Gudiño Portero México 23 \n", + "472 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "474 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "480 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "482 7 83 Raúl Gudiño Portero México 23 \n", + "497 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "499 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "505 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "507 7 83 Raúl Gudiño Portero México 23 \n", + "522 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "524 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "530 5 81 Emanuel Aguilera Defensa central Argentina 30 \n", + "532 7 83 Raúl Gudiño Portero México 23 \n", + "547 22 98 José van Rankin Rankin Lateral derecho México 26 \n", + "549 24 100 Giovani dos Santos Santos Mediapunta México 30 \n", + "\n", + " Club Valor más alto de carrera Última revisión \\\n", + "3 CF América 10000000.0 08/02/2019 \n", + "8 CF América 7500000.0 08/02/2019 \n", + "11 CF América 6000000.0 11/01/2019 \n", + "15 CF América 5000000.0 08/02/2019 \n", + "20 CF América 5000000.0 08/02/2019 \n", + "22 CF América 4500000.0 08/02/2019 \n", + "28 CF América 10000000.0 08/02/2019 \n", + "33 CF América 7500000.0 08/02/2019 \n", + "36 CF América 6000000.0 11/01/2019 \n", + "40 CF América 5000000.0 08/02/2019 \n", + "45 CF América 5000000.0 08/02/2019 \n", + "47 CF América 4500000.0 08/02/2019 \n", + "51 CF América 4000000.0 08/02/2019 \n", + "53 Deportivo Guadalajara 4000000.0 08/02/2019 \n", + "55 Deportivo Guadalajara 4000000.0 08/02/2019 \n", + "60 Deportivo Guadalajara 3500000.0 08/02/2019 \n", + "66 CF América 4000000.0 08/02/2019 \n", + "71 CF América 3500000.0 08/02/2019 \n", + "105 CF América 2500000.0 08/02/2019 \n", + "107 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "122 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "124 CF América 12000000.0 15/12/2018 \n", + "130 CF América 2500000.0 08/02/2019 \n", + "132 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "147 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "149 CF América 12000000.0 15/12/2018 \n", + "155 CF América 2500000.0 08/02/2019 \n", + "157 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "172 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "174 CF América 12000000.0 15/12/2018 \n", + ".. ... ... ... \n", + "372 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "374 CF América 12000000.0 15/12/2018 \n", + "380 CF América 2500000.0 08/02/2019 \n", + "382 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "397 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "399 CF América 12000000.0 15/12/2018 \n", + "405 CF América 2500000.0 08/02/2019 \n", + "407 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "422 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "424 CF América 12000000.0 15/12/2018 \n", + "430 CF América 2500000.0 08/02/2019 \n", + "432 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "447 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "449 CF América 12000000.0 15/12/2018 \n", + "455 CF América 2500000.0 08/02/2019 \n", + "457 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "472 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "474 CF América 12000000.0 15/12/2018 \n", + "480 CF América 2500000.0 08/02/2019 \n", + "482 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "497 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "499 CF América 12000000.0 15/12/2018 \n", + "505 CF América 2500000.0 08/02/2019 \n", + "507 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "522 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "524 CF América 12000000.0 15/12/2018 \n", + "530 CF América 2500000.0 08/02/2019 \n", + "532 Deportivo Guadalajara 2500000.0 08/02/2019 \n", + "547 Deportivo Guadalajara 2300000.0 08/02/2019 \n", + "549 CF América 12000000.0 15/12/2018 \n", + "\n", + " Valor de mercado Diferencial valor de Mercado Posición Simple Precio \\\n", + "3 10000000.0 1.000000 2 3 \n", + "8 7500000.0 1.000000 2 3 \n", + "11 6000000.0 1.000000 3 3 \n", + "15 5000000.0 1.000000 3 3 \n", + "20 5000000.0 1.000000 1 3 \n", + "22 4500000.0 1.000000 1 3 \n", + "28 10000000.0 1.000000 2 3 \n", + "33 7500000.0 1.000000 2 3 \n", + "36 6000000.0 1.000000 3 3 \n", + "40 5000000.0 1.000000 3 3 \n", + "45 5000000.0 1.000000 1 3 \n", + "47 4500000.0 1.000000 1 3 \n", + "51 4000000.0 1.000000 3 3 \n", + "53 4000000.0 1.000000 3 3 \n", + "55 4000000.0 1.000000 3 3 \n", + "60 3500000.0 1.000000 3 2 \n", + "66 3500000.0 0.875000 3 2 \n", + "71 3500000.0 1.000000 3 2 \n", + "105 2500000.0 1.000000 1 1 \n", + "107 2500000.0 1.000000 1 1 \n", + "122 2300000.0 1.000000 1 1 \n", + "124 2000000.0 0.166667 1 1 \n", + "130 2500000.0 1.000000 1 1 \n", + "132 2500000.0 1.000000 1 1 \n", + "147 2300000.0 1.000000 1 1 \n", + "149 2000000.0 0.166667 1 1 \n", + "155 2500000.0 1.000000 1 1 \n", + "157 2500000.0 1.000000 1 1 \n", + "172 2300000.0 1.000000 1 1 \n", + "174 2000000.0 0.166667 1 1 \n", + ".. ... ... ... ... \n", + "372 2300000.0 1.000000 1 1 \n", + "374 2000000.0 0.166667 1 1 \n", + "380 2500000.0 1.000000 1 1 \n", + "382 2500000.0 1.000000 1 1 \n", + "397 2300000.0 1.000000 1 1 \n", + "399 2000000.0 0.166667 1 1 \n", + "405 2500000.0 1.000000 1 1 \n", + "407 2500000.0 1.000000 1 1 \n", + "422 2300000.0 1.000000 1 1 \n", + "424 2000000.0 0.166667 1 1 \n", + "430 2500000.0 1.000000 1 1 \n", + "432 2500000.0 1.000000 1 1 \n", + "447 2300000.0 1.000000 1 1 \n", + "449 2000000.0 0.166667 1 1 \n", + "455 2500000.0 1.000000 1 1 \n", + "457 2500000.0 1.000000 1 1 \n", + "472 2300000.0 1.000000 1 1 \n", + "474 2000000.0 0.166667 1 1 \n", + "480 2500000.0 1.000000 1 1 \n", + "482 2500000.0 1.000000 1 1 \n", + "497 2300000.0 1.000000 1 1 \n", + "499 2000000.0 0.166667 1 1 \n", + "505 2500000.0 1.000000 1 1 \n", + "507 2500000.0 1.000000 1 1 \n", + "522 2300000.0 1.000000 1 1 \n", + "524 2000000.0 0.166667 1 1 \n", + "530 2500000.0 1.000000 1 1 \n", + "532 2500000.0 1.000000 1 1 \n", + "547 2300000.0 1.000000 1 1 \n", + "549 2000000.0 0.166667 1 1 \n", + "\n", + " local \n", + "3 0 \n", + "8 0 \n", + "11 0 \n", + "15 0 \n", + "20 0 \n", + "22 0 \n", + "28 0 \n", + "33 0 \n", + "36 0 \n", + "40 0 \n", + "45 0 \n", + "47 0 \n", + "51 0 \n", + "53 1 \n", + "55 1 \n", + "60 1 \n", + "66 0 \n", + "71 0 \n", + "105 0 \n", + "107 1 \n", + "122 1 \n", + "124 1 \n", + "130 0 \n", + "132 1 \n", + "147 1 \n", + "149 1 \n", + "155 0 \n", + "157 1 \n", + "172 1 \n", + "174 1 \n", + ".. ... \n", + "372 1 \n", + "374 1 \n", + "380 0 \n", + "382 1 \n", + "397 1 \n", + "399 1 \n", + "405 0 \n", + "407 1 \n", + "422 1 \n", + "424 1 \n", + "430 0 \n", + "432 1 \n", + "447 1 \n", + "449 1 \n", + "455 0 \n", + "457 1 \n", + "472 1 \n", + "474 1 \n", + "480 0 \n", + "482 1 \n", + "497 1 \n", + "499 1 \n", + "505 0 \n", + "507 1 \n", + "522 1 \n", + "524 1 \n", + "530 0 \n", + "532 1 \n", + "547 1 \n", + "549 1 \n", + "\n", + "[90 rows x 14 columns]" + ] + }, + "execution_count": 180, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "equipos = ['CF América','Deportivo Guadalajara']\n", + "data_filter = transfermkt[transfermkt.Club.isin(equipos)]\n", + "data_filter" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.barplot(x=\"Posición\", y=\"Valor de mercado\", hue=\"Club\", data=data_filter)\n", + "ax.set_xticklabels(ax.get_xticklabels(),rotation=90);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hacer un loop para graficar los scatter plots que compartan eje x en una misma gráfica. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hacer un FacetGrid que muestre en subplots la distribución de la edad en relación con su nacionalidad (extranjero o no). \n", + "\n", + "Asimismo, uno que muestre la distribución de la edad en relación con su posición." + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "edad = sns.FacetGrid(transfermkt, col=\"local\")\n", + "edad.map(plt.hist, 'Edad')" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "posicion = sns.FacetGrid(transfermkt, col=\"Posición Simple\")\n", + "posicion.map(plt.hist, 'Edad')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Notas Adicionales\n", + "\n", + "De momento, con estos df no podremos hacer gráficas que funcionen como series de tiempo, pues todos los valores son estáticos.\n", + "Una mejora futura es ilustrar el comportamiento de ciertas variables (valor de mercado, xG por temporada, pases por partido) de cierto tipo de jugadores (jugadores destacados o de interés especial) a lo largo del tiempo.\n", + "\n", + "Creación de índices: índice de qué tan desigual es una liga." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/transfermkt_ligamx_top100.csv b/transfermkt_ligamx_top100.csv new file mode 100644 index 0000000..6a2929f --- /dev/null +++ b/transfermkt_ligamx_top100.csv @@ -0,0 +1,551 @@ +index,#,Name,Posición,Nac.,Edad,Club,Valor más alto de carrera,Última revisión,Valor de mercado,Diferencial valor de Mercado +0,1,Maximiliano Meza,Medio centro ofensivo,Argentina,26,CF Monterrey,14000000.0,08/02/2019,14000000.0,1.0 +1,2,Rodolfo Pizarro,Medio centro ofensivo,México,25,CF Monterrey,10000000.0,08/02/2019,10000000.0,1.0 +2,3,Carlos Salcedo,Defensa central,México,25,Tigres UANL,10000000.0,08/02/2019,10000000.0,1.0 +3,4,Guido Rodríguez,Pivote,Argentina,25,CF América,10000000.0,08/02/2019,10000000.0,1.0 +4,5,Vincent Janssen,Delantero centro,Países Bajos,25,CF Monterrey,14000000.0,13/06/2019,8000000.0,0.5714285714285714 +5,6,Guido Pizarro,Pivote,Argentina,29,Tigres UANL,15000000.0,08/02/2019,7500000.0,0.5 +6,7,Orbelín Pineda,Mediocentro,México,23,CD Cruz Azul,7500000.0,08/02/2019,7500000.0,1.0 +7,8,Víctor Guzmán,Medio centro ofensivo,México,24,CF Pachuca,7500000.0,08/02/2019,7500000.0,1.0 +8,9,Mateus Uribe,Mediocentro,Colombia,28,CF América,7500000.0,08/02/2019,7500000.0,1.0 +9,10,Jonathan González,Pivote,México,20,CF Monterrey,6500000.0,08/02/2019,6500000.0,1.0 +10,11,Guillermo Fernández,Medio centro ofensivo,Argentina,27,CD Cruz Azul,6000000.0,18/12/2018,6000000.0,1.0 +11,12,Nicolás Castillo,Delantero centro,Chile,26,CF América,6000000.0,11/01/2019,6000000.0,1.0 +12,13,Rogelio Funes Mori,Mori Delantero centro,Argentina,28,CF Monterrey,6000000.0,08/02/2019,6000000.0,1.0 +13,14,Roberto Alvarado,Medio centro ofensivo,México,20,CD Cruz Azul,5000000.0,08/02/2019,5000000.0,1.0 +14,15,Víctor Dávila,Delantero centro,Chile,21,CF Pachuca,5000000.0,08/02/2019,5000000.0,1.0 +15,16,Roger Martínez,Delantero centro,Colombia,25,CF América,5000000.0,08/02/2019,5000000.0,1.0 +16,17,Jesús Gallardo,Extremo izquierdo,México,24,CF Monterrey,5000000.0,08/02/2019,5000000.0,1.0 +17,18,César Montes,Defensa central,México,22,CF Monterrey,5000000.0,08/02/2019,5000000.0,1.0 +18,19,Javier Aquino,Extremo izquierdo,México,29,Tigres UANL,5000000.0,08/02/2019,5000000.0,1.0 +19,20,Julio Furch,Delantero centro,Argentina,29,Santos Laguna,5000000.0,08/02/2019,5000000.0,1.0 +20,21,Bruno Valdez,Defensa central,Paraguay,26,CF América,5000000.0,08/02/2019,5000000.0,1.0 +21,22,Rafael Carioca,Pivote,Brasil,30,Tigres UANL,6000000.0,08/02/2019,4500000.0,0.75 +22,23,Agustín Marchesín,Portero,Argentina,31,CF América,4500000.0,08/02/2019,4500000.0,1.0 +23,24,Eduardo Vargas,Delantero centro,Chile,29,Tigres UANL,11000000.0,08/02/2019,4500000.0,0.4090909090909091 +24,25,Enner Valencia,Delantero centro,Ecuador,29,Tigres UANL,11000000.0,08/02/2019,4500000.0,0.4090909090909091 +0,1,Maximiliano Meza,Medio centro ofensivo,Argentina,26,CF Monterrey,14000000.0,08/02/2019,14000000.0,1.0 +1,2,Rodolfo Pizarro,Medio centro ofensivo,México,25,CF Monterrey,10000000.0,08/02/2019,10000000.0,1.0 +2,3,Carlos Salcedo,Defensa central,México,25,Tigres UANL,10000000.0,08/02/2019,10000000.0,1.0 +3,4,Guido Rodríguez,Pivote,Argentina,25,CF América,10000000.0,08/02/2019,10000000.0,1.0 +4,5,Vincent Janssen,Delantero centro,Países Bajos,25,CF Monterrey,14000000.0,13/06/2019,8000000.0,0.5714285714285714 +5,6,Guido Pizarro,Pivote,Argentina,29,Tigres UANL,15000000.0,08/02/2019,7500000.0,0.5 +6,7,Orbelín Pineda,Mediocentro,México,23,CD Cruz Azul,7500000.0,08/02/2019,7500000.0,1.0 +7,8,Víctor Guzmán,Medio centro ofensivo,México,24,CF Pachuca,7500000.0,08/02/2019,7500000.0,1.0 +8,9,Mateus Uribe,Mediocentro,Colombia,28,CF América,7500000.0,08/02/2019,7500000.0,1.0 +9,10,Jonathan González,Pivote,México,20,CF Monterrey,6500000.0,08/02/2019,6500000.0,1.0 +10,11,Guillermo Fernández,Medio centro ofensivo,Argentina,27,CD Cruz Azul,6000000.0,18/12/2018,6000000.0,1.0 +11,12,Nicolás Castillo,Delantero centro,Chile,26,CF América,6000000.0,11/01/2019,6000000.0,1.0 +12,13,Rogelio Funes Mori,Mori Delantero centro,Argentina,28,CF Monterrey,6000000.0,08/02/2019,6000000.0,1.0 +13,14,Roberto Alvarado,Medio centro ofensivo,México,20,CD Cruz Azul,5000000.0,08/02/2019,5000000.0,1.0 +14,15,Víctor Dávila,Delantero centro,Chile,21,CF Pachuca,5000000.0,08/02/2019,5000000.0,1.0 +15,16,Roger Martínez,Delantero centro,Colombia,25,CF América,5000000.0,08/02/2019,5000000.0,1.0 +16,17,Jesús Gallardo,Extremo izquierdo,México,24,CF Monterrey,5000000.0,08/02/2019,5000000.0,1.0 +17,18,César Montes,Defensa central,México,22,CF Monterrey,5000000.0,08/02/2019,5000000.0,1.0 +18,19,Javier Aquino,Extremo izquierdo,México,29,Tigres UANL,5000000.0,08/02/2019,5000000.0,1.0 +19,20,Julio Furch,Delantero centro,Argentina,29,Santos Laguna,5000000.0,08/02/2019,5000000.0,1.0 +20,21,Bruno Valdez,Defensa central,Paraguay,26,CF América,5000000.0,08/02/2019,5000000.0,1.0 +21,22,Rafael Carioca,Pivote,Brasil,30,Tigres UANL,6000000.0,08/02/2019,4500000.0,0.75 +22,23,Agustín Marchesín,Portero,Argentina,31,CF América,4500000.0,08/02/2019,4500000.0,1.0 +23,24,Eduardo Vargas,Delantero centro,Chile,29,Tigres UANL,11000000.0,08/02/2019,4500000.0,0.4090909090909091 +24,25,Enner Valencia,Delantero centro,Ecuador,29,Tigres UANL,11000000.0,08/02/2019,4500000.0,0.4090909090909091 +0,26,Diego Valdés,Medio centro ofensivo,Chile,25,Santos Laguna,4500000.0,08/02/2019,4500000.0,1.0 +1,27,Nicolás Benedetti,Medio centro ofensivo,Colombia,22,CF América,4000000.0,08/02/2019,4000000.0,1.0 +2,28,Emanuel Gigliotti,Delantero centro,Argentina,32,Deportivo Toluca,4200000.0,08/02/2019,4000000.0,0.9523809523809523 +3,29,Alexis Vega,Delantero centro,México,21,Deportivo Guadalajara,4000000.0,08/02/2019,4000000.0,1.0 +4,30,Marcel Ruiz,Medio centro ofensivo,México,18,Querétaro FC,4000000.0,08/02/2019,4000000.0,1.0 +5,31,Alan Pulido,Delantero centro,México,28,Deportivo Guadalajara,4000000.0,08/02/2019,4000000.0,1.0 +6,32,Lucas Zelarayán,Medio centro ofensivo,Argentina,27,Tigres UANL,6000000.0,08/02/2019,4000000.0,0.6666666666666666 +7,33,Javier Correa,Delantero centro,Argentina,26,Atlas Guadalajara,4000000.0,08/02/2019,4000000.0,1.0 +8,34,Carlos González,Delantero centro,Paraguay,26,UNAM Pumas,4000000.0,08/02/2019,4000000.0,1.0 +9,35,Julián Quiñones,Extremo derecho,Colombia,22,Tigres UANL,4000000.0,08/02/2019,4000000.0,1.0 +10,36,Isaac Brizuela,Extremo derecho,México,28,Deportivo Guadalajara,3500000.0,08/02/2019,3500000.0,1.0 +11,37,Luis Quiñones,Extremo izquierdo,Colombia,28,Tigres UANL,3500000.0,08/02/2019,3500000.0,1.0 +12,38,Brian Lozano,Extremo izquierdo,Uruguay,25,Santos Laguna,3500000.0,08/02/2019,3500000.0,1.0 +13,39,Elías Hernández,Extremo derecho,México,31,CD Cruz Azul,3500000.0,08/02/2019,3500000.0,1.0 +14,40,Dorlan Pabón,Extremo derecho,Colombia,31,CF Monterrey,8000000.0,08/02/2019,3500000.0,0.4375 +15,41,André-Pierre Gignac,Delantero centro,Francia,33,Tigres UANL,15000000.0,08/02/2019,3500000.0,0.23333333333333334 +16,42,Andrés Ibargüen,Extremo izquierdo,Colombia,27,CF América,4000000.0,08/02/2019,3500000.0,0.875 +17,43,Jonathan Rodríguez,Delantero centro,Uruguay,26,CD Cruz Azul,3500000.0,08/02/2019,3500000.0,1.0 +18,44,Jorge Hernández,Pivote,México,30,CF Pachuca,3500000.0,08/02/2019,3500000.0,1.0 +19,45,Ricardo Centurión,Extremo izquierdo,Argentina,26,Atlético de San Luis,5000000.0,18/12/2018,3500000.0,0.7 +20,46,Stefan Medina,Lateral derecho,Colombia,27,CF Monterrey,3500000.0,08/02/2019,3500000.0,1.0 +21,47,Renato Ibarra,Extremo derecho,Ecuador,28,CF América,3500000.0,08/02/2019,3500000.0,1.0 +22,48,Brayan Garnica,Extremo derecho,México,23,Santos Laguna,3500000.0,08/02/2019,3500000.0,1.0 +23,49,Juan Escobar,Defensa central,Paraguay,24,CD Cruz Azul,3500000.0,14/06/2019,3500000.0,1.0 +24,50,Jesús Dueñas,Pivote,México,30,Tigres UANL,4000000.0,08/02/2019,3500000.0,0.875 +0,51,Avilés Hurtado,Extremo izquierdo,Colombia,32,CF Monterrey,4000000.0,08/02/2019,3000000.0,0.75 +1,52,Hugo Nervo,Defensa central,Argentina,28,Atlas Guadalajara,4200000.0,08/02/2019,3000000.0,0.7142857142857143 +2,53,Miguel Layún,Lateral derecho,México,31,CF Monterrey,10000000.0,08/02/2019,3000000.0,0.3 +3,54,Milton Caraglio,Delantero centro,Argentina,30,CD Cruz Azul,3000000.0,08/02/2019,3000000.0,1.0 +4,55,Rafael Baca,Pivote,México,29,CD Cruz Azul,3000000.0,08/02/2019,3000000.0,1.0 +5,56,Jürgen Damm,Extremo derecho,México,26,Tigres UANL,4000000.0,08/02/2019,3000000.0,0.75 +6,57,Jesús Angulo,Lateral izquierdo,México,21,Atlas Guadalajara,3000000.0,08/02/2019,3000000.0,1.0 +7,58,Dória,central,Brasil,24,Santos Laguna,8000000.0,08/02/2019,3000000.0,0.375 +8,59,Lucas Cavallini,Delantero centro,Canadá,26,Puebla FC,3000000.0,08/02/2019,3000000.0,1.0 +9,60,Franco Jara,Delantero centro,Argentina,31,CF Pachuca,5500000.0,08/02/2019,3000000.0,0.5454545454545454 +10,61,Camilo Sanvezzo,Delantero centro,Brasil,31,Club Tijuana,3000000.0,08/02/2019,3000000.0,1.0 +11,62,José Abella,Lateral derecho,México,25,Santos Laguna,3000000.0,08/02/2019,3000000.0,1.0 +12,63,Celso Ortiz,Pivote,Paraguay,30,CF Monterrey,3000000.0,08/02/2019,3000000.0,1.0 +13,64,Stephen Eustáquio,Pivote,Canadá,22,CD Cruz Azul,3000000.0,11/01/2019,3000000.0,1.0 +14,65,Érick Aguirre,Extremo izquierdo,México,22,CF Pachuca,3000000.0,08/02/2019,3000000.0,1.0 +15,66,Felipe Mora,Delantero centro,Chile,25,UNAM Pumas,3000000.0,08/02/2019,3000000.0,1.0 +16,67,Yoshimar Yotún,Mediocentro,Perú,29,CD Cruz Azul,3000000.0,08/02/2019,3000000.0,1.0 +17,68,Edwin Cardona,Medio centro ofensivo,Colombia,26,CF Pachuca,6000000.0,08/02/2019,3000000.0,0.5 +18,69,Martín Rodríguez,Extremo izquierdo,Chile,24,UNAM Pumas,3000000.0,08/02/2019,3000000.0,1.0 +19,70,Edgar Méndez,Extremo derecho,España,29,CD Cruz Azul,3000000.0,08/02/2019,3000000.0,1.0 +20,71,Leonardo Ramos,Delantero centro,Argentina,29,Club León FC,3000000.0,08/02/2019,3000000.0,1.0 +21,72,Jonathan Urretaviscaya,Extremo derecho,Uruguay,29,CF Monterrey,3500000.0,08/02/2019,2800000.0,0.8 +22,73,Luis Rodríguez,Lateral derecho,México,28,Tigres UANL,2800000.0,08/02/2019,2800000.0,1.0 +23,74,José Juan Vázquez,Vázquez Pivote,México,31,Santos Laguna,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +24,75,Leonardo Ulloa,Delantero centro,Argentina,33,CF Pachuca,8500000.0,08/02/2019,2500000.0,0.29411764705882354 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 +0,76,Alejandro Chumacero,Mediocentro,Bolivia,28,Puebla FC,2500000.0,08/02/2019,2500000.0,1.0 +1,77,Ayrton Preciado,Extremo izquierdo,Ecuador,25,Santos Laguna,2500000.0,08/02/2019,2500000.0,1.0 +2,78,Nahuel Guzmán,Portero,Argentina,33,Tigres UANL,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +3,79,Luis Reyes,Lateral izquierdo,México,28,Atlético de San Luis,2500000.0,08/02/2019,2500000.0,1.0 +4,80,Juan Iturbe,Extremo derecho,Paraguay,26,UNAM Pumas,20000000.0,08/02/2019,2500000.0,0.125 +5,81,Emanuel Aguilera,Defensa central,Argentina,30,CF América,2500000.0,08/02/2019,2500000.0,1.0 +6,82,José Macías,Delantero centro,México,19,Club León FC,2500000.0,23/05/2019,2500000.0,1.0 +7,83,Raúl Gudiño,Portero,México,23,Deportivo Guadalajara,2500000.0,08/02/2019,2500000.0,1.0 +8,84,Víctor Malcorra,Interior izquierdo,Argentina,32,UNAM Pumas,3000000.0,08/02/2019,2500000.0,0.8333333333333334 +9,85,Javier Salas,Pivote,México,25,CD Cruz Azul,2500000.0,08/02/2019,2500000.0,1.0 +10,86,Óscar Murillo,Defensa central,Colombia,31,CF Pachuca,2500000.0,08/02/2019,2500000.0,1.0 +11,87,Joel Campbell,Extremo derecho,Costa Rica,27,Club León FC,8000000.0,08/02/2019,2500000.0,0.3125 +12,88,Antonio Ríos,Pivote,México,30,Deportivo Toluca,2500000.0,08/02/2019,2500000.0,1.0 +13,89,Ángel Zaldívar,Delantero centro,México,25,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +14,90,Carlos Rodríguez,Mediocentro,México,22,CF Monterrey,2500000.0,08/02/2019,2500000.0,1.0 +15,91,Miler Bolaños,Medio centro ofensivo,Ecuador,29,Club Tijuana,4000000.0,08/02/2019,2500000.0,0.625 +16,92,Leonel Miranda,Pivote,Argentina,25,Club Tijuana,2500000.0,18/12/2018,2500000.0,1.0 +17,93,Rodolfo Cota,Portero,México,32,Club León FC,2800000.0,08/02/2019,2300000.0,0.8214285714285714 +18,94,Ángelo Sagal,Delantero centro,Chile,26,FC Juárez,2300000.0,08/02/2019,2300000.0,1.0 +19,95,Jonathan Orozco,Portero,México,33,Santos Laguna,3000000.0,08/02/2019,2300000.0,0.7666666666666667 +20,96,Jaime Gómez,Pivote,México,26,Querétaro FC,2300000.0,08/02/2019,2300000.0,1.0 +21,97,Ismael Sosa,Extremo derecho,Argentina,32,Club León FC,7500000.0,08/02/2019,2300000.0,0.30666666666666664 +22,98,José van Rankin,Rankin Lateral derecho,México,26,Deportivo Guadalajara,2300000.0,08/02/2019,2300000.0,1.0 +23,99,Felipe Pardo,Extremo derecho,Colombia,28,Deportivo Toluca,7500000.0,08/02/2019,2000000.0,0.26666666666666666 +24,100,Giovani dos Santos,Santos Mediapunta,México,30,CF América,12000000.0,15/12/2018,2000000.0,0.16666666666666666 diff --git a/wyscout_ligamx.csv b/wyscout_ligamx.csv new file mode 100644 index 0000000..c49e44f --- /dev/null +++ b/wyscout_ligamx.csv @@ -0,0 +1,661 @@ +index,age,birth_country_code,birth_country_name,birth_date,birth_day,contract_expires,current_team_color,current_team_logo,current_team_name,domestic_competition_name,foot,full_name,goals,goals_tagged,height,id,image,market_value,minutes_on_field,name,on_loan,passport_country_codes,passport_country_names,positions,primary_position,primary_position_percent,secondary_position,secondary_position_percent,third_position,third_position_percent,total_matches,weight,xg_shot +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1267,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,39,,0,,0,20,77,1.57 +2,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1405,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,16,77,0.49 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2454,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,11,,0,30,64,4.8 +4,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4217,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,40,LDMF,23,DMF,18,44,80,3.4 +5,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2822,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,29,RDMF,24,LCMF,15,34,71,6.36 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,13,13,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3060,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF']",RCMF3,50,RCMF,14,,0,35,78,10.18 +7,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3479,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'DMF', 'LCMF']",LDMF,22,DMF,20,LCMF,19,38,79,1.42 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2385,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,30,64,2.12 +10,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +11,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +12,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2314,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,32,81,11.83 +13,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1236,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,15,74,5.37 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,9,G. Fernández,False,['ARG'],['Argentina'],['RCMF'],RCMF,100,,0,,0,1,74,0.0 +16,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1724,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,60,RCB3,28,LCB3,11,25,70,1.06 +17,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,2928,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,34,LW,26,LAMF,15,42,76,3.74 +18,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3473,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,65,LCB,16,CB,11,39,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2584,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,74,AMF,18,,0,34,76,9.34 +21,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +22,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,19,19,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3058,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,11.17 +23,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3437,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,21,LW,19,RCMF3,11,42,70,3.4 +24,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1835,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,47,AMF,26,LWF,11,32,73,5.57 +25,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +26,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1796,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,52,CF,21,LCMF,14,33,77,9.41 +27,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3388,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,30,RDMF,22,LCMF,17,39,74,1.4 +28,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,5,5,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2421,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,50,AMF,25,,0,33,71,6.01 +29,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4250,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,44,85,0.0 diff --git a/wyscout_ligamx_final.csv b/wyscout_ligamx_final.csv new file mode 100644 index 0000000..8bbba37 --- /dev/null +++ b/wyscout_ligamx_final.csv @@ -0,0 +1,661 @@ +index,age,birth_country_code,birth_country_name,birth_date,birth_day,contract_expires,current_team_color,current_team_logo,current_team_name,domestic_competition_name,foot,full_name,goals,goals_tagged,height,id,image,market_value,minutes_on_field,name,on_loan,passport_country_codes,passport_country_names,positions,primary_position,primary_position_percent,secondary_position,secondary_position_percent,third_position,third_position_percent,total_matches,weight,xg_shot +0,19,MEX,Mexico,2000-06-09,2000-06-09,2024-06-30,14ad58,https://cdn5.wyscout.com/photos/team/public/45_120x120.png,Real Betis,Primera División,left,Diego Lainez Leyva,5,5,167,476557,https://cdn5.wyscout.com/photos/players/public/g476557_100x130.png,14000000,972,D. Lainez,False,['MEX'],['Mexico'],"['LW', 'RW', 'AMF']",LW,35,RW,31,AMF,16,15,58,1.37 +1,26,ARG,Argentina,1992-12-15,1992-12-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Maximiliano Eduardo Meza,2,2,180,234890,https://cdn5.wyscout.com/photos/players/public/g234890_100x130.png,14000000,1362,M. Meza,False,['ARG'],['Argentina'],['AMF'],AMF,37,,0,,0,21,77,1.73 +2,25,ARG,Argentina,1994-04-12,1994-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Guido Rodríguez,8,8,185,365587,https://cdn5.wyscout.com/photos/players/public/g365587_100x130.png,10000000,4315,G. Rodríguez,False,['ARG'],['Argentina'],"['LCMF', 'LDMF', 'DMF']",LCMF,39,LDMF,24,DMF,19,45,80,3.42 +3,25,MEX,Mexico,1994-02-15,1994-02-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rodolfo Gilbert Pizarro Thomas,6,6,173,253936,https://cdn5.wyscout.com/photos/players/public/g253936_100x130.png,10000000,2549,R. Pizarro,False,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,50,LW,10,,0,31,64,4.8 +4,25,MEX,Mexico,1993-09-29,1993-09-29,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Carlos Joel Salcedo Hernández,1,1,188,286705,https://cdn5.wyscout.com/photos/players/public/g286705_100x130.png,10000000,1429,C. Salcedo,False,['MEX'],['Mexico'],"['LCB', 'CB']",LCB,73,CB,13,,0,17,77,0.49 +5,23,MEX,Mexico,1996-03-24,1996-03-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Orbelín Pineda Alvarado,3,3,169,289460,https://cdn5.wyscout.com/photos/players/public/g289460_100x130.png,7500000,2394,O. Pineda,False,['MEX'],['Mexico'],"['LWF', 'RCMF', 'RDMF']",LWF,17,RCMF,16,RDMF,12,31,64,2.13 +6,24,MEX,Mexico,1995-02-03,1995-02-03,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Víctor Alfonso Guzmán Guzmán,14,14,175,393431,https://cdn5.wyscout.com/photos/players/public/g393431_100x130.png,7500000,3155,V. Guzmán,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF', 'LCMF']",RCMF3,49,RCMF,14,LCMF,10,36,78,10.21 +7,28,COL,Colombia,1991-03-21,1991-03-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Mateus Uribe Villa,4,4,182,227289,https://cdn5.wyscout.com/photos/players/public/81703_100x130.png,7500000,2920,A. Uribe,False,['COL'],['Colombia'],"['RCMF', 'RDMF', 'LCMF']",RCMF,28,RDMF,25,LCMF,16,35,71,6.36 +8,21,MEX,Mexico,1997-10-24,1997-10-24,2024-06-30,ff0000,https://cdn5.wyscout.com/photos/team/public/139_120x120.png,Ajax,Eredivisie,right,Edson Omar Álvarez Velázquez,3,3,185,454119,https://cdn5.wyscout.com/photos/players/public/g454119_100x130.png,7500000,2869,E. Álvarez,False,['MEX'],['Mexico'],"['RCB', 'RCMF', 'RDMF']",RCB,42,RCMF,21,RDMF,10,33,73,1.71 +9,29,ARG,Argentina,1990-02-26,1990-02-26,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Guido Hernán Pizarro,2,2,186,103881,https://cdn5.wyscout.com/photos/players/public/33696_100x130.png,7500000,3580,G. Pizarro,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LDMF', 'LCMF', 'DMF']",LDMF,21,LCMF,20,DMF,20,39,79,1.42 +10,24,MEX,Mexico,1995-06-15,1995-06-15,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/140_120x120.png,PSV,Eredivisie,left,Érick Gabriel Gutiérrez Galaviz,2,2,181,315849,https://cdn5.wyscout.com/photos/players/public/g315849_100x130.png,6500000,470,É. Gutiérrez,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,72,LCMF,17,,0,5,74,0.64 +11,20,USA,USA,1999-04-13,1999-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Alexander González Mendoza,1,1,175,474558,https://cdn5.wyscout.com/photos/players/public/g474558_100x130.png,6500000,1636,J. Gónzalez,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCMF', 'RDMF', 'LCMF']",RCMF,21,RDMF,21,LCMF,17,23,66,1.03 +12,26,CHL,Chile,1993-02-14,1993-02-14,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Ignacio Castillo Mora,7,7,179,176830,https://cdn5.wyscout.com/photos/players/public/68303_100x130.png,6000000,1334,N. Castillo,False,['CHL'],['Chile'],['CF'],CF,100,,0,,0,16,74,5.46 +13,27,ARG,Argentina,1991-10-11,1991-10-11,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Matías Fernández,0,0,176,232122,https://cdn5.wyscout.com/photos/players/public/80015_100x130.png,6000000,42,G. Fernández,False,['ARG'],['Argentina'],"['RDMF', 'RCMF']",RDMF,77,RCMF,22,,0,2,74,0.0 +14,24,ARG,Argentina,1994-09-26,1994-09-26,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3466_120x120.png,Portland Timbers,MLS,right,Brian Leonel Fernández,15,15,172,245199,https://cdn5.wyscout.com/photos/players/public/g245199_100x130.png,6000000,2294,B. Fernández,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,35,RW,34,,0,29,74,10.23 +15,28,ARG,Argentina,1991-03-05,1991-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Rogelio Gabriel Funes Mori,17,17,190,110288,https://cdn5.wyscout.com/photos/players/public/45978_100x130.png,6000000,2409,R. Funes Mori,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,81,11.95 +16,29,MEX,Mexico,1990-02-11,1990-02-11,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Javier Ignacio Aquino Carmona,6,6,168,43657,https://cdn5.wyscout.com/photos/players/public/55745_100x130.png,5000000,2409,J. Aquino,False,['MEX'],['Mexico'],"['LAMF', 'LW']",LAMF,44,LW,32,,0,31,59,4.37 +17,20,MEX,Mexico,1998-09-07,1998-09-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Roberto Carlos Alvarado Hernández,4,4,176,315852,https://cdn5.wyscout.com/photos/players/public/g315852_100x130.png,5000000,3531,R. Alvarado,False,['MEX'],['Mexico'],"['AMF', 'LW', 'RCMF3']",AMF,23,LW,18,RCMF3,10,43,70,3.75 +18,21,CHL,Chile,1997-11-04,1997-11-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Víctor Alejandro Dávila Zavala,6,6,170,342525,https://cdn5.wyscout.com/photos/players/public/g342525_100x130.png,5000000,1719,V. Dávila,False,['CHL'],['Chile'],"['CF', 'LWF']",CF,56,LWF,10,,0,24,66,7.13 +19,26,PRY,Paraguay,1992-10-06,1992-10-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Bruno Amílcar Valdez,10,10,183,198877,https://cdn5.wyscout.com/photos/players/public/g198877_100x130.png,5000000,3571,B. Valdez,False,['PRY'],['Paraguay'],"['RCB', 'LCB', 'CB']",RCB,66,LCB,16,CB,10,40,79,6.22 +20,25,COL,Colombia,1994-06-23,1994-06-23,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Roger Beyker Martínez Tobinson,10,10,180,300190,https://cdn5.wyscout.com/photos/players/public/g300190_100x130.png,5000000,2660,R. Martínez,False,['COL'],['Colombia'],"['CF', 'AMF']",CF,72,AMF,17,,0,35,76,9.34 +21,24,MEX,Mexico,1994-08-15,1994-08-15,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Jesús Daniel Gallardo Vasconcelos,3,3,176,352919,https://cdn5.wyscout.com/photos/players/public/g352919_100x130.png,5000000,3012,J. Gallardo,False,['MEX'],['Mexico'],"['LB', 'LW', 'LAMF']",LB,35,LW,26,LAMF,14,43,76,3.76 +22,22,MEX,Mexico,1997-02-24,1997-02-24,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,César Jasib Montes Castro,2,2,191,411239,https://cdn5.wyscout.com/photos/players/public/g411239_100x130.png,5000000,1755,C. Montes,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB3']",RCB,59,RCB3,29,LCB3,11,26,70,1.06 +23,30,ARG,Argentina,1989-07-29,1989-07-29,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Julio César Furch,18,18,187,130289,https://cdn5.wyscout.com/photos/players/public/56175_100x130.png,5000000,3059,J. Furch,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,33,88,10.76 +24,29,ARG,Argentina,1990-06-03,1990-06-03,2023-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/100_120x120.png,Boca Juniors,Superliga,right,Iván José Marcone,0,0,184,66412,https://cdn5.wyscout.com/photos/players/public/30480_100x130.png,4500000,2095,I. Marcone,False,['ARG'],['Argentina'],"['LCMF', 'DMF', 'LDMF']",LCMF,33,DMF,24,LDMF,15,23,90,0.18 +25,31,ARG,Argentina,1988-03-16,1988-03-16,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Agustín Federico Marchesín,0,0,188,14242,https://cdn5.wyscout.com/photos/players/public/27187_100x130.png,4500000,4348,A. Marchesín,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,45,85,0.0 +26,25,CHL,Chile,1994-01-30,1994-01-30,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Alfonso Valdés Contreras,4,4,178,235018,https://cdn5.wyscout.com/photos/players/public/g235018_100x130.png,4500000,2342,D. Valdés,False,['CHL'],['Chile'],"['LCMF', 'AMF']",LCMF,51,AMF,22,,0,33,71,5.12 +27,29,CHL,Chile,1989-11-20,1989-11-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Jesús Vargas Rojas,11,11,174,21913,https://cdn5.wyscout.com/photos/players/public/23679_100x130.png,4500000,1824,E. Vargas,False,['CHL'],['Chile'],"['AMF', 'CF', 'LCMF']",AMF,51,CF,20,LCMF,13,34,77,9.41 +28,30,BRA,Brazil,1989-06-18,1989-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Rafael De Souza Pereira,2,2,179,33519,https://cdn5.wyscout.com/photos/players/public/6844_100x130.png,4500000,3489,Rafael Carioca,False,['BRA'],['Brazil'],"['RCMF', 'RDMF', 'LCMF']",RCMF,32,RDMF,21,LCMF,16,40,74,1.4 +29,29,ECU,Ecuador,1989-11-04,1989-11-04,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Enner Remberto Valencia Lastra,5,5,177,113400,https://cdn5.wyscout.com/photos/players/public/50097_100x130.png,4500000,1866,E. Valencia,False,['ECU'],['Ecuador'],"['CF', 'AMF', 'LWF']",CF,46,AMF,25,LWF,11,33,73,5.59 +0,27,ARG,Argentina,1992-06-20,1992-06-20,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Lucas Manuel Zelarayán,4,4,172,233182,https://cdn5.wyscout.com/photos/players/public/g233182_100x130.png,4000000,1309,L. Zelarayán,False,['ARG'],['Argentina'],"['AMF', 'LCMF']",AMF,45,LCMF,17,,0,22,73,1.52 +1,22,COL,Colombia,1997-03-24,1997-03-24,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Julián Andrés Quiñones Quiñones,6,6,177,431497,https://cdn5.wyscout.com/photos/players/public/g431497_100x130.png,4000000,1527,J. Quiñones,False,['COL'],['Colombia'],"['RW', 'RAMF', 'CF']",RW,37,RAMF,32,CF,10,25,76,8.58 +2,22,COL,Colombia,1997-04-25,1997-04-25,2022-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Nicolás Benedetti Roa,1,1,177,407873,https://cdn5.wyscout.com/photos/players/public/g407873_100x130.png,4000000,551,N. Benedetti,False,['COL'],['Colombia'],['AMF'],AMF,56,,0,,0,10,70,1.1 +3,18,MEX,Mexico,2000-10-26,2000-10-26,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Marcel Alejandro Ruiz Suárez,2,2,179,-87201,https://cdn5.wyscout.com/photos/players/public/g-87201_100x130.png,4000000,1849,M. Ruiz,False,['MEX'],['Mexico'],"['LCMF', 'LCMF3', 'AMF']",LCMF,44,LCMF3,20,AMF,15,27,65,2.89 +4,26,ARG,Argentina,1992-10-23,1992-10-23,2021-06-30,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Marcelo Javier Correa,4,4,187,100707,https://cdn5.wyscout.com/photos/players/public/52395_100x130.png,4000000,1531,J. Correa,False,['ARG'],['Argentina'],['CF'],CF,91,,0,,0,18,85,5.86 +5,32,ARG,Argentina,1987-05-20,1987-05-20,2021-12-30,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Emmanuel Gigliotti,3,3,183,17324,https://cdn5.wyscout.com/photos/players/public/26313_100x130.png,4000000,1254,E. Gigliotti,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,16,81,5.15 +6,28,MEX,Mexico,1991-03-08,1991-03-08,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Alan Pulido Izaguirre,8,8,177,70149,https://cdn5.wyscout.com/photos/players/public/49663_100x130.png,4000000,2362,A. Pulido,False,['MEX'],['Mexico'],['CF'],CF,89,,0,,0,29,76,8.48 +7,21,MEX,Mexico,1997-11-25,1997-11-25,2020-05-31,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Ernesto Alexis Vega Rojas,10,10,173,422002,https://cdn5.wyscout.com/photos/players/public/g422002_100x130.png,4000000,2671,A. Vega,False,['MEX'],['Mexico'],['CF'],CF,69,,0,,0,35,77,7.08 +8,26,PRY,Paraguay,1993-02-04,1993-02-04,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Carlos Gabriel Gonzalez Espínola,15,15,183,302505,https://cdn5.wyscout.com/photos/players/public/g302505_100x130.png,4000000,3266,C. González,False,['PRY'],['Paraguay'],['CF'],CF,96,,0,,0,36,81,10.14 +9,21,ARG,Argentina,1998-07-04,1998-07-04,2021-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Nahuel Lautaro Bustos,0,0,176,442053,https://cdn5.wyscout.com/photos/players/public/g442053_100x130.png,3500000,70,N. Bustos,True,['ARG'],['Argentina'],"['CF', 'RAMF', 'LAMF']",CF,39,RAMF,23,LAMF,19,4,74,0.04 +10,30,MEX,Mexico,1989-03-16,1989-03-16,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Jesús Alberto Dueñas Manzo,1,1,177,42180,https://cdn5.wyscout.com/photos/players/public/55741_100x130.png,3500000,3090,J. Dueñas,False,['MEX'],['Mexico'],"['LB', 'RCMF', 'LWB']",LB,49,RCMF,12,LWB,10,38,70,1.11 +11,29,ARG,Argentina,1990-02-18,1990-02-18,2020-06-30,000040,https://cdn5.wyscout.com/photos/team/public/684_120x120.png,New England,MLS,right,Gustavo Leonardo Bou,10,10,179,52758,https://cdn5.wyscout.com/photos/players/public/21849_100x130.png,3500000,1380,G. Bou,False,['ARG'],['Argentina'],"['CF', 'AMF']",CF,51,AMF,42,,0,16,77,7.29 +12,26,COL,Colombia,1993-02-18,1993-02-18,2024-06-30,008000,https://cdn5.wyscout.com/photos/team/public/159_120x120.png,Sporting CP,Primeira Liga,left,Cristian Alexis Borja González,0,0,180,394462,https://cdn5.wyscout.com/photos/players/public/g394462_100x130.png,3500000,1206,C. Borja,False,['COL'],['Colombia'],['LB'],LB,97,,0,,0,16,66,0.09 +13,31,MEX,Mexico,1988-04-29,1988-04-29,2021-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Elías Hernán Hernández Jacuinde,8,8,170,20664,https://cdn5.wyscout.com/photos/players/public/24353_100x130.png,3500000,2448,Elías Hernández,False,['MEX'],['Mexico'],"['RW', 'LW', 'LAMF']",RW,28,LW,25,LAMF,21,30,65,5.3 +14,30,MEX,Mexico,1989-06-10,1989-06-10,2020-05-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Jorge Daniel Hernández Govea,0,0,170,69435,https://cdn5.wyscout.com/photos/players/public/31349_100x130.png,3500000,3448,J. Hernández,False,['MEX'],['Mexico'],"['DMF', 'RCMF']",DMF,68,RCMF,13,,0,37,80,0.26 +15,28,ECU,Ecuador,1991-01-20,1991-01-20,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Alex Renato Ibarra Mina,3,3,175,84884,https://cdn5.wyscout.com/photos/players/public/63405_100x130.png,3500000,3001,A. Ibarra,False,['ECU'],['Ecuador'],"['RW', 'RAMF']",RW,54,RAMF,35,,0,39,69,2.76 +16,27,COL,Colombia,1992-05-07,1992-05-07,2021-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Andrés Felipe Ibargüen García,4,4,168,186118,https://cdn5.wyscout.com/photos/players/public/g186118_100x130.png,3500000,2322,A. Ibargüen,False,['COL'],['Colombia'],"['LW', 'LAMF']",LW,42,LAMF,36,,0,32,63,4.64 +17,26,URY,Uruguay,1993-07-06,1993-07-06,2022-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Jonathan Javier Rodríguez Portillo,10,10,181,304964,https://cdn5.wyscout.com/photos/players/public/g304964_100x130.png,3500000,2620,J. Rodríguez,False,['URY'],['Uruguay'],"['CF', 'LW']",CF,59,LW,11,,0,37,76,7.82 +18,31,COL,Colombia,1988-01-24,1988-01-24,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Dorlan Mauricio Pabón Ríos,6,6,174,66694,https://cdn5.wyscout.com/photos/players/public/41480_100x130.png,3500000,3104,D. Pabón,False,['COL'],['Colombia'],"['RAMF', 'RW', 'CF']",RAMF,44,RW,33,CF,11,40,75,5.37 +19,27,COL,Colombia,1992-06-14,1992-06-14,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jhon Stefan Medina Ramírez,2,2,180,102841,https://cdn5.wyscout.com/photos/players/public/43661_100x130.png,3500000,2869,S. Medina,False,['COL'],['Colombia'],"['RB', 'RCB']",RB,44,RCB,26,,0,33,71,1.07 +20,26,ARG,Argentina,1993-01-19,1993-01-19,2021-12-31,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Adrián Ricardo Centurión,0,0,174,248168,https://cdn5.wyscout.com/photos/players/public/g248168_100x130.png,3500000,90,R. Centurión,True,['ARG'],['Argentina'],"['RWF', 'LW']",RWF,77,LW,22,,0,2,74,0.03 +21,25,URY,Uruguay,1994-02-23,1994-02-23,2021-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Brian Avelino Lozano Aparicio,3,3,166,368519,https://cdn5.wyscout.com/photos/players/public/g368519_100x130.png,3500000,2927,B. Lozano,False,['URY'],['Uruguay'],"['LW', 'RW', 'AMF']",LW,43,RW,28,AMF,11,36,63,4.69 +22,23,MEX,Mexico,1996-05-27,1996-05-27,2020-01-01,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Brayan Eduardo Garnica Cortéz,0,0,167,422205,https://cdn5.wyscout.com/photos/players/public/g422205_100x130.png,3500000,1230,B. Garnica,False,['MEX'],['Mexico'],['RW'],RW,62,,0,,0,23,58,0.44 +23,34,FRA,France,1985-05-12,1985-05-12,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,André-Pierre Gignac,22,22,187,3125,https://cdn5.wyscout.com/photos/players/public/4694_100x130.png,3500000,3535,A. Gignac,False,['FRA'],['France'],['CF'],CF,98,,0,,0,37,84,21.13 +24,28,MEX,Mexico,1990-08-28,1990-08-28,2022-12-31,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Isaác Brizuela Muñoz,4,4,173,44245,https://cdn5.wyscout.com/photos/players/public/40321_100x130.png,3500000,3129,I. Brizuela,False,['MEX'],['Mexico'],"['RW', 'RAMF', 'LW']",RW,51,RAMF,15,LW,13,34,67,2.76 +25,28,COL,Colombia,1991-06-26,1991-06-26,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,left,Luis Enrique Quiñónes,5,5,178,227485,https://cdn5.wyscout.com/photos/players/public/82023_100x130.png,3500000,3089,L. Quiñónes,False,['COL'],['Colombia'],"['LW', 'RAMF', 'RW']",LW,34,RAMF,18,RW,16,38,69,6.45 +26,22,CAN,Canada,1996-12-21,1996-12-21,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Stephen Antunes Eustáquio,0,0,178,405471,https://cdn5.wyscout.com/photos/players/public/g405471_100x130.png,3000000,39,Stephen Eustáquio,False,"['CAN', 'PRT']","['Canada', 'Portugal']",['DMF'],DMF,100,,0,,0,1,66,0.0 +27,26,ARG,Argentina,1993-06-21,1993-06-21,2020-12-31,0000FF,https://cdn5.wyscout.com/photos/team/public/132_120x120.png,Racing Club,Superliga,right,Walter Iván Montoya,0,0,172,285547,https://cdn5.wyscout.com/photos/players/public/g285547_100x130.png,3000000,108,W. Montoya,True,['ARG'],['Argentina'],"['RCMF', 'AMF', 'RCMF3']",RCMF,44,AMF,23,RCMF3,12,5,72,0.0 +28,24,PRY,Paraguay,1994-08-11,1994-08-11,2023-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/101_120x120.png,Independiente,Superliga,right,Cecilio Andrés Domínguez Ruiz,2,2,179,218958,https://cdn5.wyscout.com/photos/players/public/g218958_100x130.png,3000000,968,C. Domínguez,False,['PRY'],['Paraguay'],"['LW', 'LCMF3', 'LAMF']",LW,42,LCMF3,21,LAMF,18,19,70,4.24 +29,26,CAN,Canada,1992-12-28,1992-12-28,2022-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,left,Lucas Daniel Cavallini,11,11,185,181355,https://cdn5.wyscout.com/photos/players/public/84219_100x130.png,3000000,3069,L. Cavallini,False,"['CAN', 'ARG']","['Canada', 'Argentina']",['CF'],CF,98,,0,,0,32,85,11.76 +0,30,ARG,Argentina,1988-12-01,1988-12-01,2021-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Milton Joel Caraglio,16,16,187,15205,https://cdn5.wyscout.com/photos/players/public/2155_100x130.png,3000000,2453,M. Caraglio,False,"['ARG', 'ITA']","['Argentina', 'Italy']",['CF'],CF,99,,0,,0,36,86,14.8 +1,28,ESP,Spain,1991-04-30,1991-04-30,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Edgar Antonio Méndez Ortega,4,4,187,103368,https://cdn5.wyscout.com/photos/players/public/g103368_100x130.png,3000000,2870,Edgar Méndez,False,['ESP'],['Spain'],"['RW', 'RAMF', 'RWF']",RW,30,RAMF,24,RWF,21,40,80,4.54 +2,29,MEX,Mexico,1989-09-11,1989-09-11,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Rafael Baca Miranda,1,1,170,195463,https://cdn5.wyscout.com/photos/players/public/67285_100x130.png,3000000,2613,R. Baca,False,['MEX'],['Mexico'],"['RCMF', 'DMF', 'RDMF']",RCMF,38,DMF,13,RDMF,12,33,70,0.33 +3,29,ARG,Argentina,1989-08-21,1989-08-21,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Leonardo Javier Ramos,17,17,186,211082,https://cdn5.wyscout.com/photos/players/public/g211082_100x130.png,3000000,2106,L. Ramos,False,['ARG'],['Argentina'],['CF'],CF,98,,0,,0,25,83,8.42 +4,24,CHL,Chile,1994-08-05,1994-08-05,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Martín Vladimir Rodríguez Torrejón,3,3,172,190520,https://cdn5.wyscout.com/photos/players/public/70105_100x130.png,3000000,2240,M. Rodríguez,False,['CHL'],['Chile'],['LW'],LW,67,,0,,0,35,65,1.97 +5,31,ARG,Argentina,1988-07-15,1988-07-15,2020-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Franco Daniel Jara,18,18,181,33530,https://cdn5.wyscout.com/photos/players/public/27197_100x130.png,3000000,2898,F. Jara,False,['ARG'],['Argentina'],['CF'],CF,97,,0,,0,34,76,16.32 +6,31,BRA,Brazil,1988-07-21,1988-07-21,2019-12-31,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Camilo Da Silva Sanvezzo,13,13,170,92194,https://cdn5.wyscout.com/photos/players/public/66941_100x130.png,3000000,2936,Camilo Sanvezzo,False,"['BRA', 'CAN']","['Brazil', 'Canada']",['CF'],CF,94,,0,,0,34,75,12.82 +7,28,BRA,Brazil,1990-12-19,1990-12-19,2022-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/243_120x120.png,São Paulo,Serie A,right,Tiago Luis Volpi,0,0,189,113642,https://cdn5.wyscout.com/photos/players/public/52342_100x130.png,3000000,1704,Tiago Volpi,True,['BRA'],['Brazil'],['GK'],GK,100,,0,,0,18,84,0.0 +8,27,ARG,Argentina,1992-01-20,1992-01-20,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/1100_120x120.png,Talleres Córdoba,Superliga,right,Sebastián Alberto Palacios,0,0,163,247901,https://cdn5.wyscout.com/photos/players/public/g247901_100x130.png,3000000,651,S. Palacios,True,['ARG'],['Argentina'],"['RWF', 'LWF', 'RW']",RWF,44,LWF,24,RW,15,11,71,0.94 +9,22,MEX,Mexico,1997-02-23,1997-02-23,2021-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Erick Germain Aguirre Tafolla,0,0,172,289389,https://cdn5.wyscout.com/photos/players/public/g289389_100x130.png,3000000,1711,E. Aguirre,False,['MEX'],['Mexico'],"['LW', 'LWF', 'LCMF3']",LW,22,LWF,20,LCMF3,16,29,65,1.34 +10,29,PER,Peru,1990-04-07,1990-04-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Víctor Yoshimar Yotún Flores,1,1,171,31571,https://cdn5.wyscout.com/photos/players/public/9920_100x130.png,3000000,1390,Y. Yotún,False,['PER'],['Peru'],"['LCMF3', 'LDMF', 'DMF']",LCMF3,36,LDMF,24,DMF,16,18,72,0.85 +11,26,COL,Colombia,1992-12-08,1992-12-08,2020-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Edwin Andrés Cardona Bedoya,6,6,188,74083,https://cdn5.wyscout.com/photos/players/public/35173_100x130.png,3000000,1776,E. Cardona,False,['COL'],['Colombia'],['AMF'],AMF,65,,0,,0,21,84,3.95 +12,28,ARG,Argentina,1991-01-06,1991-01-06,2021-06-30,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Hugo Martín Nervo,1,1,183,76410,https://cdn5.wyscout.com/photos/players/public/36514_100x130.png,3000000,3421,H. Nervo,False,['ARG'],['Argentina'],['RCB'],RCB,98,,0,,0,36,84,0.69 +13,21,MEX,Mexico,1998-01-30,1998-01-30,2021-06-30,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,left,Jesús Alberto Angulo Uriarte,0,0,175,472505,https://cdn5.wyscout.com/photos/players/public/g472505_100x130.png,3000000,1896,J. Angulo,True,['MEX'],['Mexico'],['LB'],LB,99,,0,,0,22,73,0.07 +14,30,PRY,Paraguay,1989-01-26,1989-01-26,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Celso Fabián Ortiz Gamarra,1,1,175,72283,https://cdn5.wyscout.com/photos/players/public/25089_100x130.png,3000000,2747,C. Ortiz,False,['PRY'],['Paraguay'],"['LDMF', 'DMF', 'LCMF']",LDMF,38,DMF,32,LCMF,27,34,70,0.47 +15,31,MEX,Mexico,1988-06-25,1988-06-25,2021-12-31,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Miguel Arturo Layún Prado,0,0,180,86684,https://cdn5.wyscout.com/photos/players/public/14858_100x130.png,3000000,1185,M. Layún,False,"['MEX', 'ESP']","['Mexico', 'Spain']",['RB'],RB,86,,0,,0,13,76,0.56 +16,32,COL,Colombia,1987-04-20,1987-04-20,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Avilés Hurtado Herrera,4,4,171,130569,https://cdn5.wyscout.com/photos/players/public/58089_100x130.png,3000000,2386,A. Hurtado,False,"['COL', 'MEX']","['Colombia', 'Mexico']","['LAMF', 'AMF', 'CF']",LAMF,38,AMF,24,CF,13,37,65,3.22 +17,24,BRA,Brazil,1994-11-08,1994-11-08,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,left,Matheus Dória Macedo,3,3,189,227884,https://cdn5.wyscout.com/photos/players/public/78127_100x130.png,3000000,3107,Dória,False,['BRA'],['Brazil'],['LCB'],LCB,98,,0,,0,33,82,2.63 +18,25,MEX,Mexico,1994-02-10,1994-02-10,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,José Javier Abella Fanjul,0,0,175,238676,https://cdn5.wyscout.com/photos/players/public/g238676_100x130.png,3000000,3006,J. Abella,False,['MEX'],['Mexico'],['RB'],RB,98,,0,,0,32,72,0.47 +19,26,MEX,Mexico,1992-11-07,1992-11-07,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Jürgen Damm Rascón,0,0,185,235399,https://cdn5.wyscout.com/photos/players/public/g235399_100x130.png,3000000,1127,J. Damm,False,"['MEX', 'DEU']","['Mexico', 'Germany']","['LW', 'RW', 'RAMF']",LW,30,RW,23,RAMF,20,22,79,0.91 +20,26,CHL,Chile,1993-08-02,1993-08-02,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Felipe Andrés Mora Aliaga,12,12,170,173734,https://cdn5.wyscout.com/photos/players/public/65085_100x130.png,3000000,2819,F. Mora,False,['CHL'],['Chile'],['CF'],CF,91,,0,,0,36,78,13.72 +21,29,URY,Uruguay,1990-03-19,1990-03-19,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Jonathan Matías Urretaviscaya da Luz,0,0,174,72487,https://cdn5.wyscout.com/photos/players/public/18145_100x130.png,2800000,298,J. Urretaviscaya,False,"['URY', 'ESP']","['Uruguay', 'Spain']","['RW', 'RAMF', 'LW']",RW,48,RAMF,35,LW,10,7,69,0.04 +22,28,MEX,Mexico,1991-01-21,1991-01-21,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Luis Alfonso Rodríguez Alanís,3,3,175,67176,https://cdn5.wyscout.com/photos/players/public/50546_100x130.png,2800000,3943,L. Rodríguez,False,['MEX'],['Mexico'],"['RB', 'RWB']",RB,76,RWB,18,,0,42,73,1.27 +23,25,ECU,Ecuador,1994-07-17,1994-07-17,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Eduar Ayrton Preciado Garcia,2,2,182,209558,https://cdn5.wyscout.com/photos/players/public/82664_100x130.png,2500000,1301,A. Preciado,False,['ECU'],['Ecuador'],"['LW', 'LAMF']",LW,66,LAMF,14,,0,26,70,2.5 +24,28,BOL,Bolivia,1991-04-22,1991-04-22,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,left,Alejandro Saúl Chumacero Bracamonte,2,2,163,24988,https://cdn5.wyscout.com/photos/players/public/31710_100x130.png,2500000,2213,A. Chumacero,False,['BOL'],['Bolivia'],"['RCMF3', 'LCMF3', 'RW']",RCMF3,28,LCMF3,16,RW,16,30,61,0.95 +25,30,MEX,Mexico,1988-10-24,1988-10-24,,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Antonio Ríos Martínez,2,2,171,44155,https://cdn5.wyscout.com/photos/players/public/35690_100x130.png,2500000,2719,A. Ríos,False,['MEX'],['Mexico'],"['RCMF', 'DMF']",RCMF,47,DMF,33,,0,32,73,1.97 +26,25,MEX,Mexico,1993-08-20,1993-08-20,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Javier Alván Salas Salazar,0,0,183,227486,https://cdn5.wyscout.com/photos/players/public/g227486_100x130.png,2500000,1741,J. Salas,False,['MEX'],['Mexico'],"['LCMF', 'DMF', 'RCMF']",LCMF,28,DMF,26,RCMF,14,24,73,0.32 +27,27,CRI,Costa Rica,1992-06-26,1992-06-26,2021-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,left,Joel Nathaniel Campbell Samuels,4,4,178,102896,https://cdn5.wyscout.com/photos/players/public/43759_100x130.png,2500000,1597,J. Campbell,True,['CRI'],['Costa Rica'],['CF'],CF,79,,0,,0,21,71,4.16 +28,30,ARG,Argentina,1989-06-11,1989-06-11,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Víctor Emanuel Aguilera,7,7,188,134970,https://cdn5.wyscout.com/photos/players/public/55796_100x130.png,2500000,3480,V. Aguilera,False,['ARG'],['Argentina'],"['LCB', 'LCB3']",LCB,83,LCB3,12,,0,38,76,3.36 +29,19,MEX,Mexico,1999-09-22,1999-09-22,,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,José Juan Macías Guzmán,11,9,176,490846,https://cdn5.wyscout.com/photos/players/public/g490846_100x130.png,2500000,1458,J. Macías,True,['MEX'],['Mexico'],['CF'],CF,97,,0,,0,21,74,6.51 +0,31,COL,Colombia,1988-04-18,1988-04-18,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Oscar Fabián Murillo Murillo,0,0,184,74076,https://cdn5.wyscout.com/photos/players/public/24978_100x130.png,2500000,3076,O. Murillo,False,['COL'],['Colombia'],"['LCB', 'LCB3']",LCB,79,LCB3,14,,0,33,82,1.06 +1,29,ECU,Ecuador,1990-06-01,1990-06-01,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Miler Alejandro Bolaños Reascos,9,9,172,42159,https://cdn5.wyscout.com/photos/players/public/32507_100x130.png,2500000,2945,M. Bolaños,False,['ECU'],['Ecuador'],"['CF', 'RW', 'RAMF']",CF,32,RW,21,RAMF,18,34,64,8.6 +2,25,ARG,Argentina,1994-01-07,1994-01-07,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Leonel Ariel Miranda,0,0,173,282135,https://cdn5.wyscout.com/photos/players/public/g282135_100x130.png,2500000,192,L. Miranda,True,['ARG'],['Argentina'],"['RCMF', 'RCMF3']",RCMF,88,RCMF3,11,,0,2,70,0.01 +3,33,ARG,Argentina,1986-07-26,1986-07-26,,0946e7,https://cdn5.wyscout.com/photos/team/public/326_120x120.png,Leicester City,Premier League,right,José Leonardo Ulloa,8,8,185,58861,https://cdn5.wyscout.com/photos/players/public/2351_100x130.png,2500000,1357,L. Ulloa,False,['ARG'],['Argentina'],['CF'],CF,94,,0,,0,27,89,4.91 +4,28,MEX,Mexico,1991-04-03,1991-04-03,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,left,Luis Ricardo Reyes Moreno,0,0,181,281938,https://cdn5.wyscout.com/photos/players/public/g281938_100x130.png,2500000,1423,L. Reyes,False,['MEX'],['Mexico'],"['LB', 'LCB3', 'LB5']",LB,63,LCB3,13,LB5,11,21,66,0.12 +5,25,MEX,Mexico,1994-02-08,1994-02-08,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Ángel Zaldívar Caviedes,7,7,174,294696,https://cdn5.wyscout.com/photos/players/public/g294696_100x130.png,2500000,1680,Á. Zaldívar,True,['MEX'],['Mexico'],['CF'],CF,79,,0,,0,31,68,8.53 +6,22,MEX,Mexico,1997-01-03,1997-01-03,2023-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Carlos Alberto Rodríguez Gómez,1,1,176,450219,https://cdn5.wyscout.com/photos/players/public/g450219_100x130.png,2500000,2200,C. Rodríguez,False,['MEX'],['Mexico'],"['RCMF', 'RDMF']",RCMF,45,RDMF,41,,0,28,66,1.08 +7,31,MEX,Mexico,1988-03-14,1988-03-14,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,José Juan Vázquez Gómez,1,1,166,224323,https://cdn5.wyscout.com/photos/players/public/80291_100x130.png,2500000,3029,J. Vázquez,False,['MEX'],['Mexico'],"['RCMF', 'LCMF']",RCMF,41,LCMF,38,,0,34,64,0.13 +8,32,ARG,Argentina,1986-08-10,1986-08-10,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Nahuel Ignacio Guzmán,0,0,191,48239,https://cdn5.wyscout.com/photos/players/public/26188_100x130.png,2500000,4143,N. Guzmán,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,43,96,0.0 +9,23,MEX,Mexico,1996-04-22,1996-04-22,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Raúl Manolo Gudiño Vega,0,0,195,289442,https://cdn5.wyscout.com/photos/players/public/g289442_100x130.png,2500000,2588,R. Gudiño,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,27,84,0.0 +10,32,ARG,Argentina,1987-07-24,1987-07-24,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,left,Víctor Ignacio Malcorra,2,2,170,57019,https://cdn5.wyscout.com/photos/players/public/26142_100x130.png,2500000,3490,I. Malcorra,False,['ARG'],['Argentina'],"['LCMF', 'LW', 'LB']",LCMF,50,LW,20,LB,13,39,74,3.6 +11,26,ARG,Argentina,1993-06-04,1993-06-04,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,both,Juan Manuel Iturbe Arévalo,4,4,172,169093,https://cdn5.wyscout.com/photos/players/public/56167_100x130.png,2500000,1190,J. Iturbe,False,"['ARG', 'PRY']","['Argentina', 'Paraguay']","['LW', 'RW', 'CF']",LW,34,RW,17,CF,17,31,73,1.87 +12,32,ARG,Argentina,1987-01-18,1987-01-18,2020-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Víctor Ismael Sosa,2,2,179,19621,https://cdn5.wyscout.com/photos/players/public/2073_100x130.png,2300000,1161,I. Sosa,False,['ARG'],['Argentina'],"['RW', 'RAMF', 'CF']",RW,23,RAMF,23,CF,21,23,73,2.15 +13,32,MEX,Mexico,1987-07-03,1987-07-03,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Rodolfo Cota Robles,0,0,188,20663,https://cdn5.wyscout.com/photos/players/public/7297_100x130.png,2300000,3523,R. Cota,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,37,84,0.0 +14,26,MEX,Mexico,1993-07-17,1993-07-17,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Jaime Gómez Valencia,1,1,175,267304,https://cdn5.wyscout.com/photos/players/public/g267304_100x130.png,2300000,2855,J. Gómez,False,['MEX'],['Mexico'],"['RCMF', 'RB', 'RCMF3']",RCMF,29,RB,24,RCMF3,24,35,70,1.8 +15,26,CHL,Chile,1993-04-18,1993-04-18,2020-05-30,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Ángelo Nicolás Sagal Tapia,4,4,179,193772,https://cdn5.wyscout.com/photos/players/public/76898_100x130.png,2300000,1641,Á. Sagal,False,['CHL'],['Chile'],"['CF', 'RWF', 'RW']",CF,30,RWF,17,RW,13,30,77,4.09 +16,26,MEX,Mexico,1993-05-14,1993-05-14,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,José Carlos Van Rankin Galland,1,1,179,234614,https://cdn5.wyscout.com/photos/players/public/g234614_100x130.png,2300000,3162,J. Van Rankin,False,"['MEX', 'NLD']","['Mexico', 'Netherlands']","['RB', 'RB5']",RB,77,RB5,14,,0,33,71,2.1 +17,29,URY,Uruguay,1989-09-04,1989-09-04,2021-06-30,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Diego Martín Rodríguez Berrini,0,0,170,91610,https://cdn5.wyscout.com/photos/players/public/35037_100x130.png,2000000,3097,D. Rodríguez,False,"['URY', 'ITA']","['Uruguay', 'Italy']","['LCMF', 'DMF', 'RCMF']",LCMF,33,DMF,25,RCMF,19,35,76,0.18 +18,23,PRY,Paraguay,1996-07-26,1996-07-26,2022-12-31,0000FF,https://cdn5.wyscout.com/photos/team/public/106_120x120.png,San Lorenzo,Superliga,right,Adam Bareiro,1,1,184,395013,https://cdn5.wyscout.com/photos/players/public/g395013_100x130.png,2000000,364,A. Bareiro,True,['PRY'],['Paraguay'],['CF'],CF,100,,0,,0,7,84,1.02 +19,31,ARG,Argentina,1988-07-08,1988-07-08,2020-06-30,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,left,Santiago García,1,1,191,120690,https://cdn5.wyscout.com/photos/players/public/30352_100x130.png,2000000,2047,S. García,False,"['ARG', 'ESP']","['Argentina', 'Spain']","['LB', 'LCB', 'LCB3']",LB,47,LCB,21,LCB3,12,23,88,1.85 +20,31,COL,Colombia,1988-07-11,1988-07-11,,000000,https://cdn5.wyscout.com/photos/team/public/508_120x120.png,Libertad,Division Profesional,right,Alexander Mejía Sabalsa,0,0,178,22688,https://cdn5.wyscout.com/photos/players/public/24986_100x130.png,2000000,1024,A. Mejía,False,['COL'],['Colombia'],"['RDMF', 'RCMF']",RDMF,52,RCMF,25,,0,14,79,0.0 +21,32,PRY,Paraguay,1987-04-02,1987-04-02,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Pablo César Aguilar Benítez,4,4,180,14275,https://cdn5.wyscout.com/photos/players/public/2273_100x130.png,2000000,3736,Pablo Aguilar,False,"['PRY', 'MEX']","['Paraguay', 'Mexico']",['RCB'],RCB,95,,0,,0,40,80,3.27 +22,32,URY,Uruguay,1987-04-14,1987-04-14,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Martín Cauteruccio Rodríguez,5,5,179,91601,https://cdn5.wyscout.com/photos/players/public/24041_100x130.png,2000000,1826,M. Cauteruccio,False,"['URY', 'ITA']","['Uruguay', 'Italy']",['CF'],CF,91,,0,,0,38,76,4.81 +23,25,CHL,Chile,1994-03-07,1994-03-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Igor Lichnovsky Osorio,1,1,186,181112,https://cdn5.wyscout.com/photos/players/public/66728_100x130.png,2000000,2759,I. Lichnovsky,False,"['CHL', 'AUT']","['Chile', 'Austria']",['LCB'],LCB,77,,0,,0,36,79,1.69 +24,30,MEX,Mexico,1989-05-11,1989-05-11,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,left,Giovani dos Santos Ramírez,0,0,175,19112,https://cdn5.wyscout.com/photos/players/public/3246_100x130.png,2000000,23,G. dos Santos,False,['MEX'],['Mexico'],"['LW', 'AMF']",LW,60,AMF,39,,0,1,74,0.0 +25,31,ECU,Ecuador,1988-01-21,1988-01-21,2019-12-31,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,left,Ángel Israel Mena Delgado,14,13,168,23168,https://cdn5.wyscout.com/photos/players/public/12814_100x130.png,2000000,2286,Á. Mena,False,['ECU'],['Ecuador'],"['RW', 'RAMF', 'CF']",RW,55,RAMF,18,CF,13,34,67,6.97 +26,30,MEX,Mexico,1989-04-18,1989-04-18,,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Fernando Navarro Morán,2,2,165,45638,https://cdn5.wyscout.com/photos/players/public/24267_100x130.png,2000000,3576,F. Navarro,False,['MEX'],['Mexico'],['RB'],RB,93,,0,,0,39,62,2.31 +27,29,COL,Colombia,1990-02-20,1990-02-20,,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Andrés Felipe Mosquera Guardia,2,2,182,74136,https://cdn5.wyscout.com/photos/players/public/24889_100x130.png,2000000,3231,A. Mosquera,False,['COL'],['Colombia'],['RCB'],RCB,92,,0,,0,34,74,2.94 +28,29,COL,Colombia,1990-02-02,1990-02-02,2021-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,William José Tesillo Gutiérrez,2,2,184,125048,https://cdn5.wyscout.com/photos/players/public/50617_100x130.png,2000000,3633,W. Tesillo,False,['COL'],['Colombia'],"['LB', 'LCB']",LB,52,LCB,43,,0,39,78,2.35 +29,24,COL,Colombia,1995-04-04,1995-04-04,2021-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Yairo Yesid Moreno Berrío,2,2,176,328765,https://cdn5.wyscout.com/photos/players/public/g328765_100x130.png,2000000,1643,Y. Moreno,False,['COL'],['Colombia'],"['LAMF', 'LW']",LAMF,45,LW,41,,0,32,70,4.13 +0,21,MEX,Mexico,1997-12-10,1997-12-10,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Jorge Eduardo Sánchez Ramos,1,1,175,440449,https://cdn5.wyscout.com/photos/players/public/g440449_100x130.png,2000000,3095,J. Sánchez,False,['MEX'],['Mexico'],"['LB', 'RB']",LB,76,RB,14,,0,36,66,0.29 +1,33,ARG,Argentina,1986-05-15,1986-05-15,2019-12-31,FF6477,https://cdn5.wyscout.com/photos/team/public/836_120x120.png,Junior,Primera A,right,Matías Ariel Fernández Fernández,3,3,178,10444,https://cdn5.wyscout.com/photos/players/public/3273_100x130.png,2000000,1064,M. Fernández,True,"['ARG', 'CHL']","['Argentina', 'Chile']","['LCMF', 'AMF', 'LCMF3']",LCMF,39,AMF,20,LCMF3,17,16,72,1.34 +2,32,CHL,Chile,1986-12-30,1986-12-30,2021-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/132_120x120.png,Racing Club,Superliga,right,Marcelo Alfonso Díaz Rojas,0,0,167,21754,https://cdn5.wyscout.com/photos/players/public/23427_100x130.png,2000000,14,M. Díaz,False,['CHL'],['Chile'],['DMF'],DMF,100,,0,,0,1,68,0.06 +3,30,ESP,Spain,1989-05-01,1989-05-01,,,,,,right,Alejandro Arribas Garrido,0,0,182,111167,https://cdn5.wyscout.com/photos/players/public/48367_100x130.png,2000000,1957,A. Arribas,False,['ESP'],['Spain'],"['RCB', 'LCB']",RCB,74,LCB,16,,0,22,76,0.36 +4,25,MEX,Mexico,1994-01-27,1994-01-27,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Fernando Rubén González Pineda,2,2,175,285825,https://cdn5.wyscout.com/photos/players/public/g285825_100x130.png,2000000,3108,R. González,False,['MEX'],['Mexico'],"['RCMF', 'DMF']",RCMF,49,DMF,25,,0,35,71,0.46 +5,29,MEX,Mexico,1989-08-25,1989-08-25,2020-01-30,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Hiram Ricardo Mier Alanis,1,1,182,63620,https://cdn5.wyscout.com/photos/players/public/55557_100x130.png,2000000,3438,H. Mier,False,['MEX'],['Mexico'],"['RCB', 'LCB']",RCB,63,LCB,29,,0,36,73,1.25 +6,33,CHL,Chile,1986-04-09,1986-04-09,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/467_120x120.png,Universidad Católica,Primera División,right,Edson Raúl Puch Cortés,1,1,168,73463,https://cdn5.wyscout.com/photos/players/public/33774_100x130.png,2000000,524,E. Puch,True,['CHL'],['Chile'],"['LW', 'LWF', 'LAMF']",LW,49,LWF,24,LAMF,16,8,73,1.43 +7,27,MEX,Mexico,1991-10-17,1991-10-17,2020-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Javier Güemez López,1,1,174,136082,https://cdn5.wyscout.com/photos/players/public/g136082_100x130.png,2000000,2422,J. Güemez,False,['MEX'],['Mexico'],"['DMF', 'LCMF', 'RCMF']",DMF,57,LCMF,21,RCMF,12,31,77,0.4 +8,29,MEX,Mexico,1989-12-28,1989-12-28,2020-05-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Emmanuel García Vaca,0,0,170,136179,https://cdn5.wyscout.com/photos/players/public/81344_100x130.png,2000000,2725,E. García,False,['MEX'],['Mexico'],['LB'],LB,86,,0,,0,32,64,0.45 +9,29,PER,Peru,1990-04-23,1990-04-23,,,,,,left,Pedro David Gallese Quiróz,0,0,189,23411,https://cdn5.wyscout.com/photos/players/public/27174_100x130.png,2000000,1229,P. Gallese,False,['PER'],['Peru'],['GK'],GK,100,,0,,0,13,77,0.0 +10,27,URY,Uruguay,1992-04-10,1992-04-10,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,José Ignacio Rivero Segade,1,1,166,247438,https://cdn5.wyscout.com/photos/players/public/g247438_100x130.png,2000000,3088,J. Rivero,False,['URY'],['Uruguay'],"['RCMF', 'RW', 'RB']",RCMF,23,RW,21,RB,18,35,60,2.29 +11,28,COL,Colombia,1990-08-17,1990-08-17,2022-06-30,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Édgar Felipe Pardo Castro,3,3,178,22419,https://cdn5.wyscout.com/photos/players/public/24783_100x130.png,2000000,957,F. Pardo,False,['COL'],['Colombia'],"['RW', 'CF']",RW,46,CF,32,,0,12,84,3.72 +12,30,ARG,Argentina,1989-03-26,1989-03-26,2020-12-31,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,left,Federico Andrés Mancuello,2,2,178,69072,https://cdn5.wyscout.com/photos/players/public/33641_100x130.png,2000000,1167,F. Mancuello,False,"['ARG', 'ITA']","['Argentina', 'Italy']","['LCMF3', 'LCMF']",LCMF3,67,LCMF,18,,0,14,75,1.61 +13,31,COL,Colombia,1988-01-23,1988-01-23,2021-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Jonathan Copete Valencia,1,1,187,92926,https://cdn5.wyscout.com/photos/players/public/59356_100x130.png,2000000,85,J. Copete,True,"['COL', 'VEN']","['Colombia', 'Venezuela']","['LW', 'RW']",LW,58,RW,41,,0,2,78,0.59 +14,30,USA,USA,1988-10-11,1988-10-11,,FF0000,https://cdn5.wyscout.com/photos/team/public/686_120x120.png,Toronto,MLS,right,Omar Alejandro González,2,2,196,73686,https://cdn5.wyscout.com/photos/players/public/35920_100x130.png,2000000,2478,Omar González,False,"['USA', 'MEX']","['USA', 'Mexico']","['RCB', 'LCB']",RCB,61,LCB,37,,0,26,95,1.45 +15,26,MEX,Mexico,1992-11-18,1992-11-18,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Henry Josué Martín Mex,6,6,170,302119,https://cdn5.wyscout.com/photos/players/public/g302119_100x130.png,2000000,1912,H. Martín,False,['MEX'],['Mexico'],['CF'],CF,83,,0,,0,33,68,5.56 +16,25,MEX,Mexico,1994-05-19,1994-05-19,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Carlos Alberto Guzmán Fonseca,1,1,178,193390,https://cdn5.wyscout.com/photos/players/public/70508_100x130.png,2000000,1959,C. Guzmán,False,['MEX'],['Mexico'],['RB'],RB,81,,0,,0,21,71,0.28 +17,32,ARG,Argentina,1987-05-05,1987-05-05,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Leonel Ezequiel Vangioni,2,2,178,14286,https://cdn5.wyscout.com/photos/players/public/2098_100x130.png,2000000,2793,L. Vangioni,False,"['ARG', 'ITA']","['Argentina', 'Italy']","['LB', 'LWB', 'LB5']",LB,72,LWB,12,LB5,10,34,73,2.45 +18,27,URY,Uruguay,1992-01-24,1992-01-24,2022-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Raúl Octavio Rivero Falero,0,0,188,275663,https://cdn5.wyscout.com/photos/players/public/g275663_100x130.png,2000000,534,O. Rivero,False,"['URY', 'ESP']","['Uruguay', 'Spain']",['CF'],CF,100,,0,,0,8,89,1.98 +19,32,MEX,Mexico,1987-03-31,1987-03-31,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Hugo Ayala Castro,0,0,183,14615,https://cdn5.wyscout.com/photos/players/public/8173_100x130.png,2000000,3610,H. Ayala,False,['MEX'],['Mexico'],"['RCB', 'RCB3']",RCB,77,RCB3,21,,0,38,72,0.69 +20,31,MEX,Mexico,1988-01-16,1988-01-16,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,left,Jorge Emmanuel Torres Nilo,1,1,176,14619,https://cdn5.wyscout.com/photos/players/public/24273_100x130.png,2000000,1785,J. Torres,False,['MEX'],['Mexico'],"['LCB', 'LB', 'LCB3']",LCB,50,LB,32,LCB3,12,24,69,0.56 +21,31,MEX,Mexico,1988-03-29,1988-03-29,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Jesús Antonio Molina Granados,0,0,186,17982,https://cdn5.wyscout.com/photos/players/public/24434_100x130.png,2000000,2171,J. Molina,False,['MEX'],['Mexico'],"['RCMF', 'DMF', 'RCB3']",RCMF,42,DMF,18,RCB3,15,29,77,1.07 +22,24,MEX,Mexico,1994-09-17,1994-09-17,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,left,Javier Eduardo López Ramírez,2,2,164,285827,https://cdn5.wyscout.com/photos/players/public/g285827_100x130.png,2000000,1297,J. López,False,['MEX'],['Mexico'],"['AMF', 'RW', 'RAMF']",AMF,34,RW,22,RAMF,17,19,63,1.93 +23,22,MEX,Mexico,1997-04-05,1997-04-05,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Alan Mozo Rodríguez,1,1,175,395142,https://cdn5.wyscout.com/photos/players/public/g395142_100x130.png,2000000,3279,A. Mozo,False,['MEX'],['Mexico'],['RB'],RB,93,,0,,0,35,71,0.99 +24,30,COL,Colombia,1989-01-27,1989-01-27,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Ayron Del Valle Rodríguez,2,2,175,22507,https://cdn5.wyscout.com/photos/players/public/24896_100x130.png,1900000,567,A. Del Valle,False,['COL'],['Colombia'],"['CF', 'RW']",CF,59,RW,20,,0,11,67,2.35 +25,27,ARG,Argentina,1991-11-30,1991-11-30,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Juan Martín Lucero,0,0,179,179945,https://cdn5.wyscout.com/photos/players/public/69749_100x130.png,1800000,1024,J. Lucero,False,['ARG'],['Argentina'],['CF'],CF,93,,0,,0,16,63,2.25 +26,21,PRY,Paraguay,1998-02-13,1998-02-13,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Carlos Sebastián Ferreira Vidal,7,7,180,398628,https://cdn5.wyscout.com/photos/players/public/g398628_100x130.png,1800000,1353,S. Ferreira,False,['PRY'],['Paraguay'],['CF'],CF,99,,0,,0,25,76,7.15 +27,24,MEX,Mexico,1994-09-05,1994-09-05,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Arturo Alfonso González González,0,0,170,193402,https://cdn5.wyscout.com/photos/players/public/70513_100x130.png,1800000,88,A. González,False,['MEX'],['Mexico'],"['LCMF', 'CF', 'LDMF']",LCMF,62,CF,18,LDMF,18,2,70,0.0 +28,29,COL,Colombia,1989-11-02,1989-11-02,2021-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,left,Brayan Alexis Angulo León,2,2,174,16920,https://cdn5.wyscout.com/photos/players/public/5823_100x130.png,1800000,2470,B. Angulo,False,"['COL', 'ESP']","['Colombia', 'Spain']","['LB', 'LB5', 'LWB']",LB,56,LB5,25,LWB,15,27,71,1.56 +29,31,MEX,Mexico,1988-05-09,1988-05-09,,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Rodrigo Salinas Dorantes,3,3,179,55722,https://cdn5.wyscout.com/photos/players/public/24396_100x130.png,1800000,3196,R. Salinas,False,['MEX'],['Mexico'],"['RB', 'RB5', 'RWB']",RB,76,RB5,13,RWB,10,34,74,1.94 +0,30,ARG,Argentina,1988-12-31,1988-12-31,2020-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Enrique Luis Triverio,5,5,184,63606,https://cdn5.wyscout.com/photos/players/public/73468_100x130.png,1800000,1241,E. Triverio,False,['ARG'],['Argentina'],['CF'],CF,87,,0,,0,20,78,5.79 +1,27,ARG,Argentina,1992-02-23,1992-02-23,,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Alexis Pedro Canelo,7,7,180,212311,https://cdn5.wyscout.com/photos/players/public/g212311_100x130.png,1800000,1197,A. Canelo,False,['ARG'],['Argentina'],"['CF', 'LW']",CF,49,LW,34,,0,19,83,6.18 +2,31,MEX,Mexico,1988-06-14,1988-06-14,2020-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Adrián Alexei Aldrete Rodríguez,1,1,177,14513,https://cdn5.wyscout.com/photos/players/public/24345_100x130.png,1800000,3766,A. Aldrete,False,['MEX'],['Mexico'],['LB'],LB,96,,0,,0,41,74,0.92 +3,31,MEX,Mexico,1987-11-08,1987-11-08,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Julio César Domínguez Juárez,1,1,175,15238,https://cdn5.wyscout.com/photos/players/public/11052_100x130.png,1800000,3918,Julio Domínguez,False,['MEX'],['Mexico'],"['RB', 'LCB']",RB,45,LCB,44,,0,42,73,0.5 +4,33,MEX,Mexico,1986-05-15,1986-05-15,2021-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,left,Luis Arturo Montes Jiménez,7,7,165,14358,https://cdn5.wyscout.com/photos/players/public/7312_100x130.png,1800000,3819,L. Montes,False,['MEX'],['Mexico'],"['LCMF', 'AMF', 'RCMF']",LCMF,36,AMF,29,RCMF,15,41,67,6.51 +5,27,ARG,Argentina,1992-07-06,1992-07-06,2020-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Daniel Alberto Villalba Barrios,2,2,158,72465,https://cdn5.wyscout.com/photos/players/public/33400_100x130.png,1800000,2454,D. Villalba,False,['ARG'],['Argentina'],"['RW', 'LW', 'AMF']",RW,34,LW,15,AMF,12,32,50,4.66 +6,26,MEX,Mexico,1992-11-06,1992-11-06,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Aldo Paul Rocha González,0,0,166,255329,https://cdn5.wyscout.com/photos/players/public/g255329_100x130.png,1800000,3088,A. Rocha,False,['MEX'],['Mexico'],"['LCMF', 'DMF', 'RCMF']",LCMF,42,DMF,22,RCMF,18,33,70,0.73 +7,27,COL,Colombia,1992-06-17,1992-06-17,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,both,Fabián Andrés Castillo Sánchez,4,4,173,102848,https://cdn5.wyscout.com/photos/players/public/43663_100x130.png,1800000,1641,F. Castillo,False,['COL'],['Colombia'],"['LW', 'LAMF']",LW,54,LAMF,15,,0,25,68,4.78 +8,28,ARG,Argentina,1990-10-23,1990-10-23,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Julián Alberto Velázquez,0,0,184,104659,https://cdn5.wyscout.com/photos/players/public/44824_100x130.png,1800000,3157,J. Velázquez,False,['ARG'],['Argentina'],['RCB'],RCB,93,,0,,0,33,80,0.9 +9,31,ARG,Argentina,1988-04-02,1988-04-02,2020-06-30,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Cristian Matías Menéndez,6,6,185,73707,https://cdn5.wyscout.com/photos/players/public/25628_100x130.png,1800000,2442,C. Menéndez,False,['ARG'],['Argentina'],['CF'],CF,99,,0,,0,29,81,7.16 +10,33,MEX,Mexico,1986-03-06,1986-03-06,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Paul Nicolás Aguilar Rojas,1,1,180,14350,https://cdn5.wyscout.com/photos/players/public/7299_100x130.png,1800000,3824,P. Aguilar,False,['MEX'],['Mexico'],['RB'],RB,82,,0,,0,40,66,1.55 +11,28,CHL,Chile,1991-06-13,1991-06-13,2021-06-30,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Lorenzo Enrique Reyes Vicencio,0,0,176,74268,https://cdn5.wyscout.com/photos/players/public/35098_100x130.png,1800000,1697,L. Reyes,False,['CHL'],['Chile'],['DMF'],DMF,78,,0,,0,20,76,0.32 +12,30,COL,Colombia,1989-02-23,1989-02-23,,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Andrés Felipe Andrade Torres,2,2,178,89543,https://cdn5.wyscout.com/photos/players/public/48452_100x130.png,1800000,1310,A. Andrade,False,"['COL', 'MEX']","['Colombia', 'Mexico']","['LW', 'AMF', 'LCMF3']",LW,35,AMF,17,LCMF3,15,19,73,2.83 +13,24,GHA,Ghana,1995-02-11,1995-02-11,2021-05-31,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Clifford Aboagye,1,1,163,299726,https://cdn5.wyscout.com/photos/players/public/g299726_100x130.png,1800000,1536,C. Aboagye,True,['GHA'],['Ghana'],"['LCMF', 'DMF', 'LW']",LCMF,41,DMF,15,LW,10,28,57,1.0 +14,23,MEX,Mexico,1995-11-05,1995-11-05,2022-12-31,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Walter Gael Sandoval Contreras,2,2,168,249670,https://cdn5.wyscout.com/photos/players/public/g249670_100x130.png,1800000,1325,W. Sandoval,False,['MEX'],['Mexico'],"['LW', 'LAMF', 'AMF']",LW,39,LAMF,24,AMF,17,23,70,1.81 +15,28,MEX,Mexico,1991-08-04,1991-08-04,2022-12-31,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Dieter Daniel Villalpando Pérez,2,2,172,327533,https://cdn5.wyscout.com/photos/players/public/g327533_100x130.png,1800000,1925,D. Villalpando,False,['MEX'],['Mexico'],"['RCMF', 'LCMF', 'RCMF3']",RCMF,31,LCMF,29,RCMF3,17,26,67,1.4 +16,32,MEX,Mexico,1987-06-21,1987-06-21,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Pablo Edson Barrera Acosta,5,5,174,15174,https://cdn5.wyscout.com/photos/players/public/24540_100x130.png,1800000,3015,P. Barrera,False,['MEX'],['Mexico'],['RW'],RW,79,,0,,0,37,75,3.82 +17,29,MEX,Mexico,1990-08-01,1990-08-01,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Hugo Alfonso González Durán,0,0,183,176343,https://cdn5.wyscout.com/photos/players/public/55737_100x130.png,1800000,3344,H. González,True,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,35,82,0.0 +18,28,MEX,Mexico,1991-07-20,1991-07-20,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Juan Pablo Vigón Cham,5,5,168,252823,https://cdn5.wyscout.com/photos/players/public/g252823_100x130.png,1800000,2641,J. Vigón,False,['MEX'],['Mexico'],"['LCMF', 'RCMF']",LCMF,43,RCMF,19,,0,30,71,6.29 +19,27,MEX,Mexico,1992-02-03,1992-02-03,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Luis Fernando Quintana Vega,3,3,180,253953,https://cdn5.wyscout.com/photos/players/public/g253953_100x130.png,1800000,2786,L. Quintana,False,['MEX'],['Mexico'],['LCB'],LCB,85,,0,,0,33,76,2.02 +20,34,ARG,Argentina,1985-05-22,1985-05-22,2020-12-30,000000,https://cdn5.wyscout.com/photos/team/public/248_120x120.png,Corinthians,Serie A,right,Mauro Boselli,6,6,180,13884,https://cdn5.wyscout.com/photos/players/public/1961_100x130.png,1750000,1445,M. Boselli,False,"['ARG', 'MEX']","['Argentina', 'Mexico']",['CF'],CF,99,,0,,0,16,75,7.16 +21,28,URY,Uruguay,1991-01-08,1991-01-08,,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Camilo Sebastián Mayada Mesa,0,0,174,91623,https://cdn5.wyscout.com/photos/players/public/43010_100x130.png,1750000,191,C. Mayada,False,['URY'],['Uruguay'],"['RW', 'RCMF3']",RW,63,RCMF3,36,,0,2,75,0.01 +22,29,PRY,Paraguay,1990-06-30,1990-06-30,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Darío Lezcano Mendoza,0,0,178,47090,https://cdn5.wyscout.com/photos/players/public/67545_100x130.png,1750000,94,D. Lezcano,False,['PRY'],['Paraguay'],['CF'],CF,100,,0,,0,1,79,0.09 +23,26,COL,Colombia,1993-03-06,1993-03-06,2021-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,both,Andrés Jair Rentería Morelo,1,1,179,229041,https://cdn5.wyscout.com/photos/players/public/g229041_100x130.png,1500000,274,A. Rentería,False,['COL'],['Colombia'],"['LW', 'LAMF', 'CF']",LW,40,LAMF,24,CF,18,9,82,0.52 +24,27,COL,Colombia,1991-08-29,1991-08-29,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Francisco Javier Meza Palma,0,0,184,176055,https://cdn5.wyscout.com/photos/players/public/68252_100x130.png,1500000,1645,F. Meza,False,['COL'],['Colombia'],"['LCB', 'CB', 'RCB']",LCB,43,CB,20,RCB,17,20,73,1.07 +25,23,MEX,Mexico,1996-06-17,1996-06-17,,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,José Iván Rodríguez Rebollar,0,0,169,471465,https://cdn5.wyscout.com/photos/players/public/g471465_100x130.png,1500000,2806,J. Rodríguez,False,['MEX'],['Mexico'],"['RCMF', 'LDMF', 'LCMF']",RCMF,38,LDMF,22,LCMF,17,33,62,0.9 +26,29,CHL,Chile,1990-02-27,1990-02-27,,000000,https://cdn5.wyscout.com/photos/team/public/467_120x120.png,Universidad Católica,Primera División,left,Juan Francisco Cornejo Palma,0,0,175,178447,https://cdn5.wyscout.com/photos/players/public/73749_100x130.png,1500000,891,J. Cornejo,True,['CHL'],['Chile'],['LB'],LB,93,,0,,0,10,78,0.23 +27,34,ARG,Argentina,1985-07-29,1985-07-29,2020-12-31,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Jonathan Ramón Maidana,0,0,185,13867,https://cdn5.wyscout.com/photos/players/public/1945_100x130.png,1500000,875,J. Maidana,False,"['ARG', 'ITA']","['Argentina', 'Italy']","['RCB', 'CB']",RCB,55,CB,38,,0,10,80,0.86 +28,31,ARG,Argentina,1988-02-09,1988-02-09,2021-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/132_120x120.png,Racing Club,Superliga,right,Diego Hernán González,1,1,180,17808,https://cdn5.wyscout.com/photos/players/public/66476_100x130.png,1500000,1623,D. González,False,['ARG'],['Argentina'],"['LCMF', 'RCMF', 'AMF']",LCMF,31,RCMF,26,AMF,16,24,80,1.81 +29,24,PER,Peru,1994-09-23,1994-09-23,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/551_120x120.png,Alianza Lima,Primera División,right,Wilder José Cartagena Mendoza,0,0,179,180979,https://cdn5.wyscout.com/photos/players/public/45353_100x130.png,1500000,926,W. Cartagena,False,['PER'],['Peru'],"['LCMF', 'RCMF', 'LDMF']",LCMF,33,RCMF,26,LDMF,23,12,72,0.22 +0,25,MEX,Mexico,1993-08-30,1993-08-30,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Carlos Ernesto Cisneros Barajas,0,0,177,284262,https://cdn5.wyscout.com/photos/players/public/g284262_100x130.png,1500000,456,C. Cisneros,False,['MEX'],['Mexico'],['LW'],LW,98,,0,,0,8,66,0.8 +1,24,PER,Peru,1994-09-23,1994-09-23,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/551_120x120.png,Alianza Lima,Primera División,right,Wilder José Cartagena Mendoza,0,0,179,180979,https://cdn5.wyscout.com/photos/players/public/45353_100x130.png,1500000,926,W. Cartagena,False,['PER'],['Peru'],"['LCMF', 'RCMF', 'LDMF']",LCMF,33,RCMF,26,LDMF,23,12,72,0.22 +2,32,BRA,Brazil,1986-11-20,1986-11-20,,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,left,William Fernando da Silva,4,4,175,9297,https://cdn5.wyscout.com/photos/players/public/7011_100x130.png,1500000,2058,William da Silva,False,"['BRA', 'MEX']","['Brazil', 'Mexico']","['LCMF', 'DMF']",LCMF,58,DMF,17,,0,27,75,2.18 +3,36,MEX,Mexico,1982-09-18,1982-09-18,,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Alfredo Talavera Díaz,0,0,188,15128,https://cdn5.wyscout.com/photos/players/public/7325_100x130.png,1500000,2870,A. Talavera,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,30,82,0.0 +4,31,MEX,Mexico,1987-11-18,1987-11-18,,000000,https://cdn5.wyscout.com/photos/team/public/3253_120x120.png,Dorados,Ascenso MX,right,José Daniel Octavio Guerrero Rodríguez,0,0,174,60640,https://cdn5.wyscout.com/photos/players/public/24265_100x130.png,1500000,924,J. Guerrero,False,['MEX'],['Mexico'],"['LCMF', 'DMF', 'LDMF']",LCMF,35,DMF,34,LDMF,15,17,68,0.02 +5,29,MEX,Mexico,1990-02-03,1990-02-03,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Luis Ángel Mendoza Escamilla,3,3,172,118901,https://cdn5.wyscout.com/photos/players/public/51897_100x130.png,1500000,2091,L. Mendoza,False,['MEX'],['Mexico'],"['RW', 'RCMF']",RW,49,RCMF,11,,0,32,75,3.8 +6,33,MEX,Mexico,1986-07-10,1986-07-10,2019-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Edwin William Hernández Herrera,0,0,166,44168,https://cdn5.wyscout.com/photos/players/public/24289_100x130.png,1500000,1368,E. Hernández,False,['MEX'],['Mexico'],"['LB', 'LB5']",LB,83,LB5,14,,0,17,68,0.05 +7,33,MEX,Mexico,1986-07-07,1986-07-07,2020-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,left,Jair Pereira Rodríguez,1,1,184,71684,https://cdn5.wyscout.com/photos/players/public/72441_100x130.png,1500000,2905,J. Pereira,False,['MEX'],['Mexico'],"['RCB', 'CB']",RCB,75,CB,15,,0,32,78,1.64 +8,29,MEX,Mexico,1990-05-29,1990-05-29,2021-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,José Antonio Madueña López,1,1,172,120236,https://cdn5.wyscout.com/photos/players/public/70891_100x130.png,1500000,1826,J. Madueña,False,['MEX'],['Mexico'],['RB'],RB,94,,0,,0,26,66,0.43 +9,24,PER,Peru,1995-04-13,1995-04-13,2021-06-30,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,left,Pedro Jesús Aquino Sánchez,2,2,175,180962,https://cdn5.wyscout.com/photos/players/public/66573_100x130.png,1500000,956,P. Aquino,False,['PER'],['Peru'],"['RDMF', 'LDMF', 'RCMF']",RDMF,35,LDMF,30,RCMF,16,15,72,1.26 +10,25,MEX,Mexico,1994-05-24,1994-05-24,,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Leonel López González,0,0,174,303025,https://cdn5.wyscout.com/photos/players/public/g303025_100x130.png,1500000,499,L. López,False,['MEX'],['Mexico'],"['LDMF', 'RCMF', 'LCMF']",LDMF,32,RCMF,23,LCMF,19,11,65,0.35 +11,25,MEX,Mexico,1993-09-28,1993-09-28,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,left,Alan Omar Mendoza López,3,3,176,233606,https://cdn5.wyscout.com/photos/players/public/g233606_100x130.png,1500000,1631,A. Mendoza,False,['MEX'],['Mexico'],"['LB', 'LCB']",LB,73,LCB,22,,0,22,75,1.36 +12,32,PRY,Paraguay,1986-08-24,1986-08-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,left,Miguel Ángel Ramón Samudio,1,1,175,23736,https://cdn5.wyscout.com/photos/players/public/8159_100x130.png,1500000,1615,M. Samudio,False,['PRY'],['Paraguay'],"['LB', 'LB5']",LB,77,LB5,14,,0,19,76,0.63 +13,32,MEX,Mexico,1987-07-31,1987-07-31,2020-05-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Alfonso Blanco Antúnez,0,0,182,63609,https://cdn5.wyscout.com/photos/players/public/31350_100x130.png,1500000,3131,A. Blanco,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,33,91,0.0 +14,25,COL,Colombia,1994-06-19,1994-06-19,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Jaine Steven Barreiro Solis,2,2,189,180730,https://cdn5.wyscout.com/photos/players/public/66712_100x130.png,1500000,2200,S. Barreiro,False,['COL'],['Colombia'],['RCB'],RCB,93,,0,,0,25,79,1.92 +15,29,MEX,Mexico,1989-09-26,1989-09-26,2019-12-31,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Jesús Antonio Isijara Rodríguez,5,5,180,89719,https://cdn5.wyscout.com/photos/players/public/35634_100x130.png,1500000,2462,J. Isijara,False,['MEX'],['Mexico'],['RW'],RW,71,,0,,0,29,76,3.37 +16,26,URY,Uruguay,1993-03-31,1993-03-31,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Facundo Barceló Viera,2,2,183,285125,https://cdn5.wyscout.com/photos/players/public/g285125_100x130.png,1500000,994,F. Barceló,False,['URY'],['Uruguay'],['CF'],CF,99,,0,,0,14,76,2.66 +17,22,CHL,Chile,1996-12-04,1996-12-04,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,left,Sebastián Ignacio Vegas Orellana,4,4,184,290522,https://cdn5.wyscout.com/photos/players/public/76819_100x130.png,1500000,2505,S. Vegas,False,['CHL'],['Chile'],"['LCB', 'LB']",LCB,50,LB,43,,0,27,80,1.73 +18,28,CHL,Chile,1991-01-31,1991-01-31,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Bryan Paul Carrasco Santos,5,5,172,96445,https://cdn5.wyscout.com/photos/players/public/49359_100x130.png,1500000,2198,B. Carrasco,False,['CHL'],['Chile'],"['RW', 'RAMF', 'RB']",RW,42,RAMF,25,RB,23,31,70,4.21 +19,27,URY,Uruguay,1992-04-12,1992-04-12,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Adrián Nicolás Luna Retamar,1,1,169,103093,https://cdn5.wyscout.com/photos/players/public/36988_100x130.png,1500000,2122,A. Luna,False,['URY'],['Uruguay'],"['LW', 'RW', 'AMF']",LW,36,RW,16,AMF,13,28,60,1.75 +20,25,CHL,Chile,1994-05-16,1994-05-16,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Bryan Martín Rabello Mella,1,1,167,145188,https://cdn5.wyscout.com/photos/players/public/56669_100x130.png,1500000,2800,B. Rabello,False,['CHL'],['Chile'],"['LCMF', 'AMF', 'LCMF3']",LCMF,23,AMF,20,LCMF3,20,32,70,2.38 +21,32,MEX,Mexico,1986-09-14,1986-09-14,2020-05-31,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,left,Luis Fernando Fuentes Vargas,2,2,172,42042,https://cdn5.wyscout.com/photos/players/public/35623_100x130.png,1500000,3341,L. Fuentes,False,['MEX'],['Mexico'],['LB'],LB,95,,0,,0,37,64,0.86 +22,30,MEX,Mexico,1988-10-28,1988-10-28,2020-07-30,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Omar Israel Mendoza Martín,0,0,173,44244,https://cdn5.wyscout.com/photos/players/public/82234_100x130.png,1500000,2598,O. Mendoza,False,['MEX'],['Mexico'],['RB'],RB,94,,0,,0,29,71,0.54 +23,25,MEX,Mexico,1993-12-25,1993-12-25,2020-09-01,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Manuel Gibran Lajud Bojalil,0,0,188,255520,https://cdn5.wyscout.com/photos/players/public/g255520_100x130.png,1500000,3439,M. Lajud,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,36,85,0.0 +24,29,ARG,Argentina,1989-10-18,1989-10-18,,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Omar Fernando Tobio,2,2,190,35360,https://cdn5.wyscout.com/photos/players/public/27191_100x130.png,1500000,2199,F. Tobio,False,"['ARG', 'ITA']","['Argentina', 'Italy']","['LCB', 'RCB3', 'RCB']",LCB,59,RCB3,18,RCB,18,26,85,1.23 +25,33,ARG,Argentina,1985-10-14,1985-10-14,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Gustavo Daniel Cabral Cáceres,0,0,182,15074,https://cdn5.wyscout.com/photos/players/public/2022_100x130.png,1500000,194,G. Cabral,False,"['ARG', 'ESP']","['Argentina', 'Spain']","['RCB', 'CB']",RCB,89,CB,10,,0,2,81,0.0 +26,26,MEX,Mexico,1993-02-23,1993-02-23,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Raúl López Gómez,1,1,185,281897,https://cdn5.wyscout.com/photos/players/public/g281897_100x130.png,1500000,2313,R. López,False,['MEX'],['Mexico'],"['RB', 'RB5']",RB,78,RB5,11,,0,27,74,0.59 +27,21,MEX,Mexico,1997-09-28,1997-09-28,2022-06-30,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Sebastián Jurado Roca,0,0,185,449816,https://cdn5.wyscout.com/photos/players/public/g449816_100x130.png,1500000,1902,S. Jurado,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,20,80,0.0 +28,30,COL,Colombia,1989-04-26,1989-04-26,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Leiton Jiménez Romero,0,0,181,74139,https://cdn5.wyscout.com/photos/players/public/35168_100x130.png,1500000,2024,L. Jiménez,False,['COL'],['Colombia'],['LCB'],LCB,100,,0,,0,23,78,1.85 +29,31,ARG,Argentina,1988-04-12,1988-04-12,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,left,Ricardo Gabriel Álvarez,0,0,188,80361,https://cdn5.wyscout.com/photos/players/public/27192_100x130.png,1500000,587,R. Álvarez,False,"['ARG', 'ITA']","['Argentina', 'Italy']","['AMF', 'RW']",AMF,52,RW,33,,0,13,84,0.47 +0,33,PRY,Paraguay,1986-04-08,1986-04-08,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Osvaldo David Martínez Arce,5,5,167,27960,https://cdn5.wyscout.com/photos/players/public/8155_100x130.png,1500000,3138,O. Martínez,False,['PRY'],['Paraguay'],['RCMF'],RCMF,73,,0,,0,35,67,5.42 +1,32,URY,Uruguay,1986-08-19,1986-08-19,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Carlos Sebastián Sosa Silva,0,0,184,57212,https://cdn5.wyscout.com/photos/players/public/23951_100x130.png,1500000,2758,S. Sosa,False,['URY'],['Uruguay'],['GK'],GK,100,,0,,0,29,77,0.0 +2,25,MEX,Mexico,1994-07-24,1994-07-24,,0000FF,https://cdn5.wyscout.com/photos/team/public/697_120x120.png,SJ Earthquakes,MLS,right,Carlos Eduardo Fierro Guerrero,0,0,175,193400,https://cdn5.wyscout.com/photos/players/public/70515_100x130.png,1500000,1243,C. Fierro,False,['MEX'],['Mexico'],"['RW', 'RAMF']",RW,63,RAMF,27,,0,20,69,1.05 +3,35,ARG,Argentina,1984-02-18,1984-02-18,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Marcelo Alberto Barovero,0,0,182,16985,https://cdn5.wyscout.com/photos/players/public/2161_100x130.png,1500000,3870,M. Barovero,False,"['ARG', 'ITA']","['Argentina', 'Italy']",['GK'],GK,100,,0,,0,41,74,0.0 +4,33,ARG,Argentina,1986-02-04,1986-02-04,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Nicolás Gabriel Sánchez,11,11,187,17816,https://cdn5.wyscout.com/photos/players/public/2028_100x130.png,1500000,3631,N. Sánchez,False,"['ARG', 'ESP']","['Argentina', 'Spain']","['LCB', 'RCB', 'CB']",LCB,41,RCB,34,CB,22,39,82,9.3 +5,24,URY,Uruguay,1994-11-27,1994-11-27,2021-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Fernando Gorriarán Fontes,0,0,168,303660,https://cdn5.wyscout.com/photos/players/public/g303660_100x130.png,1500000,179,F. Gorriarán,False,['URY'],['Uruguay'],['LCMF'],LCMF,100,,0,,0,2,69,0.4 +6,30,MEX,Mexico,1989-03-18,1989-03-18,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,left,Oswaldo Alanís Pantoja,0,0,183,60335,https://cdn5.wyscout.com/photos/players/public/42097_100x130.png,1500000,197,O. Alanís,False,['MEX'],['Mexico'],"['LCB3', 'LCB']",LCB3,51,LCB,48,,0,2,82,0.17 +7,30,USA,USA,1989-04-12,1989-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,left,Miguel Ángel Ponce Briseño,0,0,174,68163,https://cdn5.wyscout.com/photos/players/public/52709_100x130.png,1500000,1621,M. Ponce,False,"['USA', 'MEX']","['USA', 'Mexico']","['LB', 'LB5']",LB,76,LB5,23,,0,20,75,0.58 +8,27,MEX,Mexico,1992-07-04,1992-07-04,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,José Antonio Rodríguez Romero,0,0,186,102608,https://cdn5.wyscout.com/photos/players/public/43720_100x130.png,1500000,3128,A. Rodríguez,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,33,85,0.0 +9,29,MEX,Mexico,1990-02-09,1990-02-09,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Alfredo Saldívar Medina,0,0,183,112155,https://cdn5.wyscout.com/photos/players/public/38907_100x130.png,1500000,3693,A. Saldívar,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,39,78,0.0 +10,26,USA,USA,1992-08-16,1992-08-16,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Ventura Alvarado Aispuro,0,0,181,248233,https://cdn5.wyscout.com/photos/players/public/g248233_100x130.png,1500000,3105,V. Alvarado,False,"['USA', 'MEX']","['USA', 'Mexico']",['LCB'],LCB,89,,0,,0,33,76,0.72 +11,23,MEX,Mexico,1996-01-13,1996-01-13,2020-05-31,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Alexis Francisco Peña López,0,0,188,415143,https://cdn5.wyscout.com/photos/players/public/g415143_100x130.png,1500000,3214,A. Peña,False,['MEX'],['Mexico'],"['RCB', 'RCB3', 'LCB']",RCB,69,RCB3,13,LCB,10,34,77,1.27 +12,22,MEX,Mexico,1997-05-24,1997-05-24,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,left,Cristian Yonathan Calderón Del Real,5,5,177,426887,https://cdn5.wyscout.com/photos/players/public/g426887_100x130.png,1500000,3121,C. Calderón,False,['MEX'],['Mexico'],['LB'],LB,90,,0,,0,34,68,2.91 +13,27,ARG,Argentina,1991-10-04,1991-10-04,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Lucas Martín Villafáñez,0,0,171,64646,https://cdn5.wyscout.com/photos/players/public/31237_100x130.png,1300000,22,L. Villafáñez,False,"['ARG', 'PRY']","['Argentina', 'Paraguay']",['CF'],CF,100,,0,,0,1,65,0.76 +14,28,URY,Uruguay,1990-09-02,1990-09-02,2021-06-30,0080ff,https://cdn5.wyscout.com/photos/team/public/541_120x120.png,Sporting Cristal,Primera División,right,Cristian Martín Palacios Ferreira,0,0,173,95677,https://cdn5.wyscout.com/photos/players/public/41835_100x130.png,1250000,313,C. Palacios,True,['URY'],['Uruguay'],['CF'],CF,91,,0,,0,8,73,0.7 +15,30,COL,Colombia,1989-03-09,1989-03-09,2021-12-31,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,left,Camilo Andrés Vargas Gil,0,0,185,22456,https://cdn5.wyscout.com/photos/players/public/24998_100x130.png,1250000,191,C. Vargas,False,['COL'],['Colombia'],['GK'],GK,100,,0,,0,2,80,0.0 +16,28,ARG,Argentina,1991-03-08,1991-03-08,2021-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Rodrigo Francisco Jesús Rey,0,0,188,169059,https://cdn5.wyscout.com/photos/players/public/g169059_100x130.png,1250000,194,R. Rey,True,"['ARG', 'ITA']","['Argentina', 'Italy']",['GK'],GK,100,,0,,0,2,76,0.0 +17,27,MEX,Mexico,1991-11-07,1991-11-07,2021-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,right,Alonso René Zamora Barrera,0,0,173,55600,https://cdn5.wyscout.com/photos/players/public/49678_100x130.png,1200000,760,A. Zamora,False,['MEX'],['Mexico'],"['RCB3', 'RCB']",RCB3,60,RCB,25,,0,8,73,0.1 +18,30,URY,Uruguay,1989-03-01,1989-03-01,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/879_120x120.png,Barcelona,Primera A,right,Robert Fabián Herrera Rosas,0,0,187,76862,https://cdn5.wyscout.com/photos/players/public/35038_100x130.png,1200000,0,R. Herrera,True,['URY'],['Uruguay'],[],,0,,0,,0,0,82,0.0 +19,32,FRA,France,1987-05-07,1987-05-07,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Jérémy Ménez,0,0,181,1516,https://cdn5.wyscout.com/photos/players/public/4427_100x130.png,1200000,127,J. Ménez,False,['FRA'],['France'],"['AMF', 'LCMF3']",AMF,71,LCMF3,28,,0,4,78,0.09 +20,24,PRY,Paraguay,1995-06-21,1995-06-21,,0000FF,https://cdn5.wyscout.com/photos/team/public/938_120x120.png,Everton,Primera División,right,Walter Rodrigo González Sosa,4,4,175,347355,https://cdn5.wyscout.com/photos/players/public/g347355_100x130.png,1200000,522,W. González,True,['PRY'],['Paraguay'],"['CF', 'AMF']",CF,60,AMF,12,,0,16,79,3.34 +21,28,MEX,Mexico,1991-02-15,1991-02-15,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Ángel Baltazar Sepúlveda Sánchez,3,3,180,148935,https://cdn5.wyscout.com/photos/players/public/58618_100x130.png,1200000,1683,A. Sepúlveda,False,['MEX'],['Mexico'],"['LW', 'CF']",LW,59,CF,13,,0,25,75,3.54 +22,24,URY,Uruguay,1995-01-22,1995-01-22,2022-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/939_120x120.png,O'Higgins,Primera División,right,Facundo Ismael Castro Souto,2,2,176,334621,https://cdn5.wyscout.com/photos/players/public/g334621_100x130.png,1200000,1006,F. Castro,False,['URY'],['Uruguay'],"['RW', 'LW']",RW,57,LW,22,,0,24,66,1.38 +23,30,URY,Uruguay,1988-11-26,1988-11-26,2019-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,left,Matías Britos Cardoso,0,0,170,24239,https://cdn5.wyscout.com/photos/players/public/24106_100x130.png,1200000,916,M. Britos,False,"['URY', 'MEX']","['Uruguay', 'Mexico']","['CF', 'LW', 'RW']",CF,40,LW,23,RW,14,15,65,0.87 +24,32,ARG,Argentina,1987-02-23,1987-02-23,2020-12-31,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,left,Diego Luis Braghieri,1,1,186,15188,https://cdn5.wyscout.com/photos/players/public/2134_100x130.png,1200000,1917,D. Braghieri,False,"['ARG', 'ITA']","['Argentina', 'Italy']",['LCB'],LCB,93,,0,,0,20,80,0.68 +25,23,MEX,Mexico,1996-01-15,1996-01-15,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Luis Gerardo Chávez Magallón,0,0,175,333472,https://cdn5.wyscout.com/photos/players/public/g333472_100x130.png,1200000,921,L. Chávez,False,['MEX'],['Mexico'],"['LCMF', 'AMF', 'LCMF3']",LCMF,29,AMF,17,LCMF3,12,23,70,0.7 +26,34,ECU,Ecuador,1985-03-24,1985-03-24,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Gabriel Eduardo Achilier Zurita,1,1,180,22999,https://cdn5.wyscout.com/photos/players/public/32510_100x130.png,1200000,2695,G. Achilier,False,['ECU'],['Ecuador'],['RCB'],RCB,95,,0,,0,30,83,1.75 +27,30,MEX,Mexico,1989-04-03,1989-04-03,,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Carlos Felipe Rodríguez Rangel,0,0,183,41988,https://cdn5.wyscout.com/photos/players/public/31362_100x130.png,1200000,191,C. Rodríguez,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,2,82,0.0 +28,35,MEX,Mexico,1984-01-12,1984-01-12,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Oribe Peralta Morones,5,5,179,15234,https://cdn5.wyscout.com/photos/players/public/11040_100x130.png,1200000,1849,O. Peralta,False,['MEX'],['Mexico'],"['CF', 'AMF']",CF,70,AMF,25,,0,29,74,5.63 +29,26,MEX,Mexico,1993-02-14,1993-02-14,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Michael Pérez Ortiz,1,1,170,273239,https://cdn5.wyscout.com/photos/players/public/g273239_100x130.png,1200000,1029,M. Pérez,False,['MEX'],['Mexico'],"['RCMF', 'DMF', 'LDMF']",RCMF,29,DMF,27,LDMF,21,14,71,0.32 +0,28,VEN,Venezuela,1991-03-19,1991-03-19,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,left,Yohandry José Orozco Cujía,1,1,164,24593,https://cdn5.wyscout.com/photos/players/public/7469_100x130.png,1100000,223,Y. Orozco,False,"['VEN', 'LIB']","['Venezuela', 'Lebanon']","['RW', 'LAMF', 'RAMF']",RW,47,LAMF,26,RAMF,21,5,73,0.64 +1,29,BRA,Brazil,1990-02-20,1990-02-20,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,left,Fabrício Silva Dornellas,0,0,186,68186,https://cdn5.wyscout.com/photos/players/public/30622_100x130.png,1000000,754,Fabrício,False,['BRA'],['Brazil'],"['LCB', 'LCB3']",LCB,62,LCB3,33,,0,10,82,0.0 +2,21,MEX,Mexico,1998-01-07,1998-01-07,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Pablo César López Martínez,3,3,168,417764,https://cdn5.wyscout.com/photos/players/public/g417764_100x130.png,1000000,1394,P. López,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF']",LCMF3,58,LCMF,27,,0,22,61,1.74 +3,32,MEX,Mexico,1987-07-21,1987-07-21,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,right,Jesús Eduardo Zavala Castañeda,0,0,190,15310,https://cdn5.wyscout.com/photos/players/public/42048_100x130.png,1000000,1613,J. Zavala,False,['MEX'],['Mexico'],"['DMF', 'RCMF', 'LCMF']",DMF,42,RCMF,31,LCMF,15,17,85,0.6 +4,34,MEX,Mexico,1985-04-16,1985-04-16,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,left,Carlos Gerardo Rodríguez Serrano,0,0,182,20194,https://cdn5.wyscout.com/photos/players/public/7313_100x130.png,1000000,191,G. Rodríguez,False,['MEX'],['Mexico'],"['LCB3', 'LB5']",LCB3,57,LB5,31,,0,2,70,0.0 +5,26,COL,Colombia,1993-02-11,1993-02-11,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,right,Omar Andrés Fernández Frasica,0,0,166,170752,https://cdn5.wyscout.com/photos/players/public/g170752_100x130.png,1000000,1851,O. Fernández,False,['COL'],['Colombia'],"['LW', 'LCMF3', 'AMF']",LW,32,LCMF3,22,AMF,11,25,60,1.18 +6,35,MEX,Mexico,1984-05-15,1984-05-15,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Juan Carlos Valenzuela Hernández,0,0,177,14613,https://cdn5.wyscout.com/photos/players/public/24508_100x130.png,1000000,1235,J. Valenzuela,False,['MEX'],['Mexico'],"['LCB', 'RCB', 'CB']",LCB,59,RCB,27,CB,11,21,77,0.0 +7,26,PRY,Paraguay,1993-01-07,1993-01-07,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Jorge Luis Rojas Meza,0,0,182,173072,https://cdn5.wyscout.com/photos/players/public/66141_100x130.png,1000000,87,J. Rojas,True,['PRY'],['Paraguay'],"['RW', 'RWF']",RW,79,RWF,20,,0,3,69,0.24 +8,22,MEX,Mexico,1996-09-10,1996-09-10,,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,left,Osvaldo Rodríguez del Portal,0,0,175,289465,https://cdn5.wyscout.com/photos/players/public/g289465_100x130.png,1000000,585,O. Rodríguez,False,['MEX'],['Mexico'],['LB'],LB,97,,0,,0,7,73,0.0 +9,34,ARG,Argentina,1985-05-09,1985-05-09,,000000,https://cdn5.wyscout.com/photos/team/public/108_120x120.png,Rosario Central,Superliga,right,Diego Martín Novaretti,0,0,194,95761,https://cdn5.wyscout.com/photos/players/public/18370_100x130.png,1000000,1626,D. Novaretti,False,"['ARG', 'ITA']","['Argentina', 'Italy']","['RCB', 'CB', 'LCB']",RCB,56,CB,23,LCB,17,18,86,0.22 +10,29,MEX,Mexico,1989-09-15,1989-09-15,,FF0000,https://cdn5.wyscout.com/photos/team/public/3254_120x120.png,Correcaminos UAT,Ascenso MX,right,Rodolfo Vilchis Cruz,1,1,167,78515,https://cdn5.wyscout.com/photos/players/public/52708_100x130.png,1000000,895,R. Vilchis,False,['MEX'],['Mexico'],"['LW', 'RW']",LW,51,RW,24,,0,20,55,2.14 +11,27,PER,Peru,1992-01-10,1992-01-10,2019-12-31,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Anderson Santamaría Bardales,2,2,183,149552,https://cdn5.wyscout.com/photos/players/public/68469_100x130.png,1000000,1962,A. Santamaría,False,['PER'],['Peru'],"['RCB', 'RCB3']",RCB,70,RCB3,15,,0,21,82,1.03 +12,26,COL,Colombia,1993-03-29,1993-03-29,,000000,https://cdn5.wyscout.com/photos/team/public/879_120x120.png,Barcelona,Primera A,right,Sebastián Pérez Cardona,0,0,175,175803,https://cdn5.wyscout.com/photos/players/public/67315_100x130.png,1000000,0,S. Pérez,False,['COL'],['Colombia'],[],,0,,0,,0,0,72,0.0 +13,35,ARG,Argentina,1984-04-03,1984-04-03,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,José María Basanta,0,0,188,13920,https://cdn5.wyscout.com/photos/players/public/1995_100x130.png,1000000,1509,J. Basanta,False,"['ARG', 'MEX']","['Argentina', 'Mexico']","['LCB', 'LCB3']",LCB,75,LCB3,19,,0,18,78,0.2 +14,27,ECU,Ecuador,1992-05-11,1992-05-11,2021-12-31,000000,https://cdn5.wyscout.com/photos/team/public/528_120x120.png,LDU Quito,Primera A,right,Luis Alberto Caicedo Medina,0,0,180,165966,https://cdn5.wyscout.com/photos/players/public/63406_100x130.png,1000000,1483,L. Caicedo,False,['ECU'],['Ecuador'],"['RCB', 'LCB']",RCB,65,LCB,22,,0,17,83,0.09 +15,26,ARG,Argentina,1993-01-14,1993-01-14,2021-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/158_120x120.png,Benfica,Primeira Liga,right,Oscar Junior Benítez,0,0,183,182080,https://cdn5.wyscout.com/photos/players/public/g182080_100x130.png,1000000,0,O. Benítez,False,['ARG'],['Argentina'],[],,0,,0,,0,0,80,0.0 +16,34,ARG,Argentina,1985-01-17,1985-01-17,,000000,https://cdn5.wyscout.com/photos/team/public/554_120x120.png,Nacional,Supercopa,left,Pablo César Barrientos,2,2,175,5951,https://cdn5.wyscout.com/photos/players/public/17088_100x130.png,1000000,1335,P. Barrientos,False,['ARG'],['Argentina'],"['AMF', 'CF', 'LCMF']",AMF,39,CF,33,LCMF,16,18,70,1.92 +17,30,MEX,Mexico,1989-07-20,1989-07-20,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Javier Cortés Granados,0,0,170,42052,https://cdn5.wyscout.com/photos/players/public/24542_100x130.png,1000000,40,J. Cortés,False,['MEX'],['Mexico'],"['RW', 'RDMF']",RW,87,RDMF,10,,0,3,77,0.0 +18,28,BRA,Brazil,1991-07-05,1991-07-05,,008000,https://cdn5.wyscout.com/photos/team/public/2375_120x120.png,Chapecoense,Catarinense 1,right,Everaldo Stum,0,0,181,225224,https://cdn5.wyscout.com/photos/players/public/48110_100x130.png,1000000,499,Everaldo,True,['BRA'],['Brazil'],"['CF', 'RW']",CF,63,RW,32,,0,12,81,0.78 +19,28,ARG,Argentina,1991-07-20,1991-07-20,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/109_120x120.png,Newell's Old Boys,Superliga,right,Cristian Manuel Insaurralde,1,1,178,252989,https://cdn5.wyscout.com/photos/players/public/g252989_100x130.png,1000000,176,C. Insaurralde,False,['ARG'],['Argentina'],"['LW', 'CF', 'AMF']",LW,61,CF,15,AMF,10,6,78,0.34 +20,20,MEX,Mexico,1998-11-16,1998-11-16,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Vladimir Eduardo Loroña Aguilar,2,2,180,-76001,https://cdn5.wyscout.com/photos/players/public/g-76001_100x130.png,1000000,2528,V. Loroña,False,['MEX'],['Mexico'],"['RB', 'RB5', 'RWB']",RB,58,RB5,21,RWB,16,28,75,1.39 +21,35,ARG,Argentina,1984-01-01,1984-01-01,2020-12-31,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,left,Rubens Omar Óscar Sambueza,4,4,175,21447,https://cdn5.wyscout.com/photos/players/public/23207_100x130.png,1000000,1774,R. Sambueza,False,['ARG'],['Argentina'],"['RW', 'AMF']",RW,29,AMF,18,,0,24,74,3.06 +22,25,URY,Uruguay,1993-11-23,1993-11-23,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,right,Christian Alejandro Tabó Hornos,5,5,174,244250,https://cdn5.wyscout.com/photos/players/public/g244250_100x130.png,1000000,1400,C. Tabó,False,['URY'],['Uruguay'],"['LW', 'CF', 'LWF']",LW,22,CF,21,LWF,15,22,70,2.38 +23,38,MEX,Mexico,1981-01-26,1981-01-26,2020-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,José de Jesús Corona Rodríguez,0,0,183,412,https://cdn5.wyscout.com/photos/players/public/24478_100x130.png,1000000,4042,José Corona,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,42,84,0.0 +24,26,MEX,Mexico,1993-02-21,1993-02-21,,FF0000,https://cdn5.wyscout.com/photos/team/public/g28451_120x120.png,Mineros de Zacatecas,Ascenso MX,left,Hedgardo Marín Arroyo,2,2,183,281899,https://cdn5.wyscout.com/photos/players/public/g281899_100x130.png,1000000,1454,H. Marín,False,['MEX'],['Mexico'],"['LCB', 'LCB3']",LCB,66,LCB3,32,,0,18,80,1.25 +25,30,MEX,Mexico,1989-03-20,1989-03-20,,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,William Paul Yarbrough Story,0,0,187,224324,https://cdn5.wyscout.com/photos/players/public/g224324_100x130.png,1000000,380,W. Yarbrough,False,"['MEX', 'USA']","['Mexico', 'USA']",['GK'],GK,100,,0,,0,4,73,0.0 +26,26,CHL,Chile,1993-03-16,1993-03-16,,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Jean David Meneses Villarroel,4,4,163,229736,https://cdn5.wyscout.com/photos/players/public/82907_100x130.png,1000000,2191,J. Meneses,False,['CHL'],['Chile'],"['LW', 'LAMF']",LW,59,LAMF,18,,0,30,64,3.46 +27,30,MEX,Mexico,1989-04-03,1989-04-03,,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Miguel Ángel Herrera Equihua,0,0,183,253127,https://cdn5.wyscout.com/photos/players/public/g253127_100x130.png,1000000,1828,M. Herrera,False,['MEX'],['Mexico'],"['LCB', 'RCB']",LCB,62,RCB,32,,0,26,81,0.46 +28,20,MEX,Mexico,1999-02-14,1999-02-14,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,left,Carlos Alonso Vargas Tenorio,0,0,176,472041,https://cdn5.wyscout.com/photos/players/public/g472041_100x130.png,1000000,438,C. Vargas,False,['MEX'],['Mexico'],"['LB', 'LCB']",LB,63,LCB,35,,0,10,76,0.31 +29,20,MEX,Mexico,1999-06-13,1999-06-13,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Francisco Antonio Figueroa Díaz,0,0,169,438602,https://cdn5.wyscout.com/photos/players/public/g438602_100x130.png,1000000,413,F. Figueroa,False,['MEX'],['Mexico'],"['RW', 'LW', 'RWF']",RW,47,LW,25,RWF,16,13,52,0.75 +0,27,CHL,Chile,1991-12-03,1991-12-03,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,left,Luis Felipe Gallegos Leiva,1,1,173,129282,https://cdn5.wyscout.com/photos/players/public/55460_100x130.png,1000000,2273,F. Gallegos,False,['CHL'],['Chile'],"['LCMF', 'LB']",LCMF,64,LB,13,,0,28,73,1.36 +1,28,MEX,Mexico,1991-07-14,1991-07-14,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Martín Barragán Negrete,1,1,175,281940,https://cdn5.wyscout.com/photos/players/public/g281940_100x130.png,1000000,904,M. Barragán,False,['MEX'],['Mexico'],['CF'],CF,97,,0,,0,19,72,4.2 +2,20,MEX,Mexico,1999-06-13,1999-06-13,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Francisco Antonio Figueroa Díaz,0,0,169,438602,https://cdn5.wyscout.com/photos/players/public/g438602_100x130.png,1000000,413,F. Figueroa,False,['MEX'],['Mexico'],"['RW', 'LW', 'RWF']",RW,47,LW,25,RWF,16,13,52,0.75 +3,24,MEX,Mexico,1995-05-06,1995-05-06,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Luis Francisco Romo Barrón,1,1,182,456554,https://cdn5.wyscout.com/photos/players/public/g456554_100x130.png,1000000,2740,L. Romo,False,['MEX'],['Mexico'],"['LCB', 'RCB3', 'DMF']",LCB,58,RCB3,12,DMF,12,30,84,0.91 +4,30,MEX,Mexico,1988-08-20,1988-08-20,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Mario Humberto Osuna Pereznuñez,2,2,176,88099,https://cdn5.wyscout.com/photos/players/public/g88099_100x130.png,1000000,1707,M. Osuna,False,['MEX'],['Mexico'],"['RB', 'LCMF']",RB,69,LCMF,15,,0,20,76,2.1 +5,27,ECU,Ecuador,1992-02-21,1992-02-21,2020-12-31,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,left,Faberth Manuel Balda Rodríguez,0,0,173,154682,https://cdn5.wyscout.com/photos/players/public/g154682_100x130.png,1000000,0,Manu Balda,False,"['ECU', 'ESP']","['Ecuador', 'Spain']",[],,0,,0,,0,0,0,0.0 +6,25,PER,Peru,1994-05-14,1994-05-14,2022-06-30,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,left,Édison Michael Flores Peralta,5,5,170,180974,https://cdn5.wyscout.com/photos/players/public/45358_100x130.png,1000000,1990,É. Flores,False,['PER'],['Peru'],"['LW', 'CF']",LW,33,CF,32,,0,26,70,3.73 +7,30,MEX,Mexico,1988-09-24,1988-09-24,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Jesús Arturo Paganoni Peña,0,0,169,14629,https://cdn5.wyscout.com/photos/players/public/8188_100x130.png,1000000,2705,J. Paganoni,False,"['MEX', 'ITA']","['Mexico', 'Italy']","['RB', 'LB']",RB,73,LB,12,,0,31,65,0.09 +8,32,MEX,Mexico,1987-06-17,1987-06-17,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,left,Osmar Mares Martínez,0,0,169,15215,https://cdn5.wyscout.com/photos/players/public/11024_100x130.png,1000000,1331,O. Mares,False,['MEX'],['Mexico'],"['LB', 'LCB3']",LB,88,LCB3,11,,0,18,68,0.05 +9,33,USA,USA,1986-02-07,1986-02-07,,000000,https://cdn5.wyscout.com/photos/team/public/g18413_120x120.png,Orange County Blues,USL Championship,right,Michael Orozco Fiscal,1,1,180,48638,https://cdn5.wyscout.com/photos/players/public/24414_100x130.png,1000000,2574,M. Orozco,False,"['USA', 'MEX']","['USA', 'Mexico']",['RCB'],RCB,90,,0,,0,28,76,2.12 +10,34,ESP,Spain,1985-07-16,1985-07-16,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,both,Abraham González Casanova,0,0,175,62793,https://cdn5.wyscout.com/photos/players/public/19128_100x130.png,1000000,3170,Abraham,False,['ESP'],['Spain'],"['DMF', 'LCMF', 'LDMF']",DMF,52,LCMF,26,LDMF,12,34,79,0.89 +11,21,MEX,Mexico,1998-01-07,1998-01-07,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,José Joaquín Esquivel Martínez,0,0,177,350143,https://cdn5.wyscout.com/photos/players/public/g350143_100x130.png,1000000,1972,J. Esquivel,False,['MEX'],['Mexico'],"['RCMF', 'RCMF3', 'RDMF']",RCMF,46,RCMF3,28,RDMF,19,32,76,1.04 +12,24,HND,Honduras,1995-06-17,1995-06-17,,000000,https://cdn5.wyscout.com/photos/team/public/1324_120x120.png,Olimpia,Liga Nacional,right,Michaell Anthony Chirinos Cortez,6,6,165,354849,https://cdn5.wyscout.com/photos/players/public/g354849_100x130.png,1000000,2718,M. Chirinos,False,['HND'],['Honduras'],"['RW', 'LW', 'LWF']",RW,39,LW,16,LWF,14,32,66,5.25 +13,21,MEX,Mexico,1997-09-24,1997-09-24,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,left,Aldo Jafid Cruz Sánchez,0,0,173,503138,https://cdn5.wyscout.com/photos/players/public/g503138_100x130.png,1000000,3115,A. Cruz,False,['MEX'],['Mexico'],['LB'],LB,100,,0,,0,33,62,0.15 +14,29,MEX,Mexico,1990-07-18,1990-07-18,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,George Ulises Corral Ang,0,0,174,41891,https://cdn5.wyscout.com/photos/players/public/31335_100x130.png,1000000,2548,G. Corral,False,['MEX'],['Mexico'],"['RB', 'RB5']",RB,81,RB5,12,,0,28,65,0.71 +15,26,MEX,Mexico,1993-01-19,1993-01-19,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Erick Estéfano Torres Padilla,1,1,183,164806,https://cdn5.wyscout.com/photos/players/public/60774_100x130.png,1000000,682,E. Torres,False,['MEX'],['Mexico'],['CF'],CF,98,,0,,0,12,78,2.5 +16,22,COL,Colombia,1997-04-28,1997-04-28,2023-05-03,008000,https://cdn5.wyscout.com/photos/team/public/955_120x120.png,Deportivo Cali,Primera A,right,Kevin Alexander Balanta Lucumí,0,0,179,290485,https://cdn5.wyscout.com/photos/players/public/g290485_100x130.png,1000000,259,K. Balanta,False,['COL'],['Colombia'],"['LCMF', 'DMF', 'LDMF']",LCMF,61,DMF,23,LDMF,15,4,73,0.08 +17,25,COL,Colombia,1994-03-25,1994-03-25,2020-01-31,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,left,Alexis Rafael Pérez Fontanilla,1,1,183,291259,https://cdn5.wyscout.com/photos/players/public/g291259_100x130.png,1000000,2125,A. Pérez,False,['COL'],['Colombia'],"['LCB', 'LB', 'LCB3']",LCB,40,LB,40,LCB3,18,23,80,0.68 +18,22,ECU,Ecuador,1997-04-23,1997-04-23,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Jordan Steeven Sierra Flores,1,1,165,354183,https://cdn5.wyscout.com/photos/players/public/g354183_100x130.png,1000000,2281,J. Sierra,True,['ECU'],['Ecuador'],"['RCMF', 'LCMF', 'AMF']",RCMF,39,LCMF,13,AMF,11,26,60,1.19 +19,29,MEX,Mexico,1990-02-03,1990-02-03,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,left,Carlos Alberto Gutiérrez Armas,0,0,166,41569,https://cdn5.wyscout.com/photos/players/public/35653_100x130.png,1000000,1061,C. Gutiérrez,False,['MEX'],['Mexico'],"['LB', 'LB5']",LB,69,LB5,22,,0,13,69,0.02 +20,32,COL,Colombia,1987-05-17,1987-05-17,2019-12-31,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Jefferson Andrés Duque Montoya,6,6,183,22554,https://cdn5.wyscout.com/photos/players/public/24960_100x130.png,1000000,1502,J. Duque,False,['COL'],['Colombia'],['CF'],CF,98,,0,,0,23,80,4.97 +21,29,USA,USA,1990-07-09,1990-07-09,,000000,https://cdn5.wyscout.com/photos/team/public/691_120x120.png,LA Galaxy,MLS,right,Joe Benny Corona Crespín,0,0,180,125158,https://cdn5.wyscout.com/photos/players/public/70889_100x130.png,1000000,565,J. Corona,False,['USA'],['USA'],"['RCMF', 'RCMF3']",RCMF,69,RCMF3,19,,0,12,72,0.12 +22,22,MEX,Mexico,1997-05-01,1997-05-01,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,José Santiago Hernández García,0,0,183,431840,https://cdn5.wyscout.com/photos/players/public/g431840_100x130.png,1000000,2941,J. Hernández,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,31,75,0.0 +23,22,MEX,Mexico,1997-02-20,1997-02-20,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Ismael Govea Solorzano,0,0,176,494292,https://cdn5.wyscout.com/photos/players/public/g494292_100x130.png,1000000,1970,I. Govea,False,['MEX'],['Mexico'],['RB'],RB,99,,0,,0,26,68,0.48 +24,33,MEX,Mexico,1986-04-18,1986-04-18,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,left,Efraín Velarde Calvillo,0,0,173,15158,https://cdn5.wyscout.com/photos/players/public/24538_100x130.png,1000000,1756,E. Velarde,False,['MEX'],['Mexico'],['LB'],LB,95,,0,,0,21,69,0.03 +25,29,PER,Peru,1990-07-02,1990-07-02,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Irven Beybe Ávila Acero,2,2,170,24109,https://cdn5.wyscout.com/photos/players/public/9729_100x130.png,1000000,872,I. Ávila,False,['PER'],['Peru'],['CF'],CF,98,,0,,0,16,70,1.67 +26,34,URY,Uruguay,1984-11-25,1984-11-25,2020-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/107_120x120.png,Tigre,,right,Gerardo Alcoba Rebollo,0,0,183,57165,https://cdn5.wyscout.com/photos/players/public/10743_100x130.png,1000000,30,G. Alcoba,False,['URY'],['Uruguay'],['CB'],CB,100,,0,,0,2,82,0.09 +27,28,MEX,Mexico,1991-05-30,1991-05-30,2021-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Diego Eduardo De Buen Juárez,0,0,177,78279,https://cdn5.wyscout.com/photos/players/public/38775_100x130.png,1000000,22,D. De Buen,False,['MEX'],['Mexico'],"['LCMF3', 'RCMF']",LCMF3,57,RCMF,42,,0,2,74,0.0 +28,28,MEX,Mexico,1991-04-28,1991-04-28,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Miguel Ángel Sansores Sánchez,8,8,174,115518,https://cdn5.wyscout.com/photos/players/public/51647_100x130.png,1000000,1842,M. Sansores,False,['MEX'],['Mexico'],['CF'],CF,93,,0,,0,26,70,5.04 +29,24,PER,Peru,1995-02-13,1995-02-13,2019-12-31,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Ray Anderson Sandoval Baylón,2,2,171,328475,https://cdn5.wyscout.com/photos/players/public/g328475_100x130.png,1000000,1096,R. Sandoval,False,['PER'],['Peru'],"['LW', 'RW', 'LAMF']",LW,31,RW,28,LAMF,26,16,72,3.17 +0,31,MEX,Mexico,1988-01-05,1988-01-05,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,left,Mario Humberto De Luna Saucedo,0,0,179,41587,https://cdn5.wyscout.com/photos/players/public/7326_100x130.png,1000000,266,M. De Luna,False,['MEX'],['Mexico'],['LCB'],LCB,71,,0,,0,6,81,0.21 +1,24,ARG,Argentina,1994-08-23,1994-08-23,2020-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Nicolás Alejandro Ibáñez,0,0,180,402222,https://cdn5.wyscout.com/photos/players/public/g402222_100x130.png,1000000,166,N. Ibáñez,True,['ARG'],['Argentina'],"['CF', 'LWF']",CF,57,LWF,42,,0,2,70,0.71 +2,32,MEX,Mexico,1987-03-01,1987-03-01,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Flavio De Jesús Santos Carrillo,0,0,175,41570,https://cdn5.wyscout.com/photos/players/public/8198_100x130.png,1000000,105,F. Santos,False,['MEX'],['Mexico'],"['CF', 'LCMF', 'LW']",CF,60,LCMF,25,LW,13,2,68,0.13 +3,29,MEX,Mexico,1990-06-08,1990-06-08,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Hugo Isaac Rodríguez De La O,0,0,184,41576,https://cdn5.wyscout.com/photos/players/public/53536_100x130.png,1000000,940,H. Rodríguez,False,['MEX'],['Mexico'],"['LCB', 'RCB', 'RCB3']",LCB,38,RCB,34,RCB3,17,16,79,0.37 +4,31,MEX,Mexico,1988-02-26,1988-02-26,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Alberto Joshimar Acosta Alvarado,1,1,170,42178,https://cdn5.wyscout.com/photos/players/public/55740_100x130.png,1000000,896,A. Acosta,True,['MEX'],['Mexico'],"['RB', 'RW', 'LB']",RB,61,RW,22,LB,10,11,71,0.67 +5,28,MEX,Mexico,1991-02-01,1991-02-01,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Carlos Emilio Orrantía Treviño,2,2,176,111499,https://cdn5.wyscout.com/photos/players/public/38771_100x130.png,1000000,914,C. Orrantía,False,['MEX'],['Mexico'],"['RW', 'RB']",RW,53,RB,43,,0,21,63,0.94 +6,24,ECU,Ecuador,1995-02-05,1995-02-05,2021-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Eryc Leonel Castillo Arroyo,2,2,175,279622,https://cdn5.wyscout.com/photos/players/public/g279622_100x130.png,1000000,1235,E. Castillo,True,['ECU'],['Ecuador'],"['CF', 'RW', 'LW']",CF,30,RW,24,LW,18,25,79,2.09 +7,20,MEX,Mexico,1998-09-07,1998-09-07,2023-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,left,Gerardo Daniel Arteaga Zamora,0,0,173,460125,https://cdn5.wyscout.com/photos/players/public/g460125_100x130.png,1000000,1876,G. Arteaga,False,['MEX'],['Mexico'],['LB'],LB,89,,0,,0,30,61,0.52 +8,29,MEX,Mexico,1989-09-07,1989-09-07,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,left,David Cabrera Pujol,0,0,180,57499,https://cdn5.wyscout.com/photos/players/public/24530_100x130.png,1000000,1175,D. Cabrera,False,['MEX'],['Mexico'],"['LCMF', 'RCMF', 'LCMF3']",LCMF,43,RCMF,20,LCMF3,10,27,75,0.43 +9,25,ARG,Argentina,1994-02-18,1994-02-18,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Nicolás Omar Freire,0,0,186,288433,https://cdn5.wyscout.com/photos/players/public/g288433_100x130.png,1000000,95,N. Freire,False,['ARG'],['Argentina'],['LCB'],LCB,100,,0,,0,1,80,0.01 +10,23,MEX,Mexico,1996-03-11,1996-03-11,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Andrés Iniestra Vázquez Mellado,1,1,177,450251,https://cdn5.wyscout.com/photos/players/public/g450251_100x130.png,1000000,2658,A. Iniestra,False,['MEX'],['Mexico'],"['RCMF', 'DMF']",RCMF,54,DMF,20,,0,30,79,0.37 +11,22,COL,Colombia,1997-01-18,1997-01-18,,000000,https://cdn5.wyscout.com/photos/team/public/g37198_120x120.png,Watford U23,Professional Development League,left,Jorge Andrés Segura Portocarrero,0,0,188,400521,https://cdn5.wyscout.com/photos/players/public/g400521_100x130.png,900000,829,J. Segura,False,['COL'],['Colombia'],['LCB'],LCB,96,,0,,0,10,80,0.06 +12,24,COL,Colombia,1995-04-08,1995-04-08,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Jeison Steven Lucumí Mina,0,0,177,248231,https://cdn5.wyscout.com/photos/players/public/g248231_100x130.png,900000,21,S. Lucumí,True,['COL'],['Colombia'],['LW'],LW,100,,0,,0,1,63,0.0 +13,29,MEX,Mexico,1990-05-13,1990-05-13,,FF0000,https://cdn5.wyscout.com/photos/team/public/g28451_120x120.png,Mineros de Zacatecas,Ascenso MX,left,Heriberto Olvera Hernández,0,0,175,327529,https://cdn5.wyscout.com/photos/players/public/g327529_100x130.png,800000,241,H. Olvera,False,['MEX'],['Mexico'],['LB'],LB,100,,0,,0,3,69,0.26 +14,30,MEX,Mexico,1989-03-22,1989-03-22,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,right,Néstor Vicente Vidrio Serrano,0,0,183,41560,https://cdn5.wyscout.com/photos/players/public/8180_100x130.png,800000,1740,N. Vidrio,False,['MEX'],['Mexico'],"['RCB', 'RCB3']",RCB,54,RCB3,22,,0,18,78,0.11 +15,26,BRA,Brazil,1992-08-06,1992-08-06,2019-12-31,008000,https://cdn5.wyscout.com/photos/team/public/2375_120x120.png,Chapecoense,Catarinense 1,right,Augusto César dos Santos Moreira,0,0,178,166614,https://cdn5.wyscout.com/photos/players/public/59788_100x130.png,800000,0,Augusto,False,['BRA'],['Brazil'],[],,0,,0,,0,0,69,0.0 +16,26,MEX,Mexico,1993-02-10,1993-02-10,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Luis Guillermo Madrigal Gutiérrez,3,3,191,102623,https://cdn5.wyscout.com/photos/players/public/43726_100x130.png,800000,1112,L. Madrigal,True,['MEX'],['Mexico'],['CF'],CF,98,,0,,0,25,90,4.06 +17,21,MEX,Mexico,1998-02-07,1998-02-07,2020-05-31,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,left,Alejandro Zendejas Saavedra,0,0,165,363115,https://cdn5.wyscout.com/photos/players/public/g363115_100x130.png,800000,215,A. Zendejas,False,['MEX'],['Mexico'],"['LW', 'LWF', 'LCMF3']",LW,60,LWF,21,LCMF3,15,4,66,0.02 +18,33,MEX,Mexico,1986-02-05,1986-02-05,,,,,,right,Gerardo Flores Zúñiga,1,1,181,15298,https://cdn5.wyscout.com/photos/players/public/8175_100x130.png,800000,280,G. Flores,False,['MEX'],['Mexico'],['RB'],RB,97,,0,,0,4,74,0.24 +19,26,MEX,Mexico,1992-11-30,1992-11-30,,,,,,right,Amaury Gabriel Escoto Ruiz,0,0,180,188489,https://cdn5.wyscout.com/photos/players/public/69010_100x130.png,800000,199,A. Escoto,False,['MEX'],['Mexico'],['CF'],CF,100,,0,,0,7,70,0.78 +20,27,MEX,Mexico,1991-09-27,1991-09-27,,0000FF,https://cdn5.wyscout.com/photos/team/public/907_120x120.png,Atlante,Ascenso MX,,Irving Mauro Zurita García,0,0,175,253124,https://cdn5.wyscout.com/photos/players/public/g253124_100x130.png,800000,1194,I. Zurita,False,['MEX'],['Mexico'],['LB'],LB,100,,0,,0,13,75,0.13 +21,28,HND,Honduras,1990-09-09,1990-09-09,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/3289_120x120.png,Lobos BUAP,,right,Félix Joan Crisanto Velásquez,0,0,175,186120,https://cdn5.wyscout.com/photos/players/public/g186120_100x130.png,800000,2097,F. Crisanto,False,['HND'],['Honduras'],['RB'],RB,100,,0,,0,24,69,0.02 +22,31,COL,Colombia,1988-03-05,1988-03-05,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/1095_120x120.png,Aldosivi,Superliga,right,Hernán Darío Burbano,0,0,168,169811,https://cdn5.wyscout.com/photos/players/public/67742_100x130.png,800000,741,H. Burbano,False,"['COL', 'MEX']","['Colombia', 'Mexico']",['LW'],LW,93,,0,,0,12,63,0.51 +23,31,USA,USA,1987-10-29,1987-10-29,,,,,,left,José Francisco Torres Mezzell,0,0,175,14359,https://cdn5.wyscout.com/photos/players/public/7315_100x130.png,800000,527,J. Torres,False,"['USA', 'MEX']","['USA', 'Mexico']","['LCMF3', 'LCMF']",LCMF3,74,LCMF,25,,0,9,71,0.1 +24,34,CHL,Chile,1984-08-10,1984-08-10,2020-06-30,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Osvaldo Alexis González Sepúlveda,2,2,182,21727,https://cdn5.wyscout.com/photos/players/public/23428_100x130.png,800000,2475,O. González,False,['CHL'],['Chile'],['RCB'],RCB,72,,0,,0,27,78,1.85 +25,31,MEX,Mexico,1988-01-19,1988-01-19,2021-06-30,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,right,Francisco Javier Acuña Víctor,1,1,167,42179,https://cdn5.wyscout.com/photos/players/public/32302_100x130.png,800000,871,F. Acuña,False,['MEX'],['Mexico'],"['RW', 'CF', 'RWF']",RW,22,CF,21,RWF,20,19,61,1.04 +26,33,MEX,Mexico,1985-10-08,1985-10-08,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,left,Daniel Arreola Argüello,4,4,181,44004,https://cdn5.wyscout.com/photos/players/public/24262_100x130.png,800000,2597,D. Arreola,False,['MEX'],['Mexico'],"['LCB', 'LCB3']",LCB,52,LCB3,46,,0,29,73,2.71 +27,33,HND,Honduras,1985-11-28,1985-11-28,,,,,,right,Brayan Antonio Beckeles,0,0,186,43811,https://cdn5.wyscout.com/photos/players/public/70021_100x130.png,800000,1855,B. Beckeles,False,['HND'],['Honduras'],"['RB', 'RB5']",RB,86,RB5,10,,0,24,80,0.23 +28,20,CHL,Chile,1999-04-07,1999-04-07,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Marcelo Ivan Allende Bravo,0,0,168,425341,https://cdn5.wyscout.com/photos/players/public/g425341_100x130.png,800000,484,M. Allende,False,['CHL'],['Chile'],"['RW', 'LW', 'LAMF']",RW,30,LW,23,LAMF,23,8,60,0.56 +29,32,MEX,Mexico,1987-02-22,1987-02-22,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,José Joaquín Martínez Valadez,0,0,174,17180,https://cdn5.wyscout.com/photos/players/public/24242_100x130.png,800000,1435,J. Martínez,False,['MEX'],['Mexico'],['RB'],RB,93,,0,,0,17,66,0.01 +0,29,MEX,Mexico,1990-06-03,1990-06-03,2020-05-31,000000,https://cdn5.wyscout.com/photos/team/public/g23674_120x120.png,Club Atlético Zacatepec,Ascenso MX,left,Erbín Alejandro Trejo Macías,0,0,170,85653,https://cdn5.wyscout.com/photos/players/public/42096_100x130.png,800000,576,E. Trejo,False,['MEX'],['Mexico'],"['LCMF3', 'LCMF', 'AMF']",LCMF3,34,LCMF,21,AMF,15,18,67,0.11 +1,28,COL,Colombia,1991-03-23,1991-03-23,,0000FF,https://cdn5.wyscout.com/photos/team/public/466_120x120.png,Millonarios,Primera A,right,Juan David Pérez Benítez,0,0,178,229044,https://cdn5.wyscout.com/photos/players/public/g229044_100x130.png,800000,151,J. Pérez,True,['COL'],['Colombia'],"['LW', 'RW']",LW,79,RW,12,,0,4,75,0.15 +2,27,VEN,Venezuela,1992-04-09,1992-04-09,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Fernando Luis Aristeguieta de Luca,0,0,187,90005,https://cdn5.wyscout.com/photos/players/public/42563_100x130.png,800000,144,F. Aristeguieta,False,['VEN'],['Venezuela'],['CF'],CF,100,,0,,0,2,82,0.81 +3,24,MEX,Mexico,1995-05-11,1995-05-11,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Diego Chávez Collins,5,5,182,306482,https://cdn5.wyscout.com/photos/players/public/g306482_100x130.png,800000,2032,D. Chávez,False,['MEX'],['Mexico'],"['CF', 'AMF', 'LAMF']",CF,29,AMF,25,LAMF,17,33,70,5.11 +4,26,MEX,Mexico,1993-01-22,1993-01-22,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,left,Jesús Alonso Escoboza Lugo,1,1,169,196708,https://cdn5.wyscout.com/photos/players/public/72271_100x130.png,800000,192,J. Escoboza,False,['MEX'],['Mexico'],"['LB5', 'LW', 'RW']",LB5,45,LW,27,RW,21,2,70,0.29 +5,21,CIV,Côte d'Ivoire,1998-04-01,1998-04-01,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Aké Arnaud Loba,3,3,180,485791,https://cdn5.wyscout.com/photos/players/public/g485791_100x130.png,800000,1151,A. Loba,False,['CIV'],"[""Côte d'Ivoire""]",['CF'],CF,81,,0,,0,19,78,5.01 +6,26,URY,Uruguay,1992-08-16,1992-08-16,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Sebastián Javier Rodríguez Iriarte,0,0,181,103083,https://cdn5.wyscout.com/photos/players/public/36984_100x130.png,800000,1392,S. Rodríguez,False,['URY'],['Uruguay'],"['LCMF', 'LCMF3', 'LDMF']",LCMF,43,LCMF3,18,LDMF,17,16,76,0.67 +7,20,MEX,Mexico,1998-11-13,1998-11-13,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,left,Ulises Israel Cardona Carrillo,1,1,177,506221,https://cdn5.wyscout.com/photos/players/public/g506221_100x130.png,800000,1139,U. Cardona,False,['MEX'],['Mexico'],"['LW', 'LAMF', 'RW']",LW,31,LAMF,17,RW,13,17,67,0.6 +8,23,MEX,Mexico,1996-02-24,1996-02-24,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Jorge Alfredo Valadéz Callente,0,0,179,372593,https://cdn5.wyscout.com/photos/players/public/g372593_100x130.png,800000,1212,J. Valadéz,False,['MEX'],['Mexico'],"['LCB', 'RCB']",LCB,59,RCB,37,,0,16,76,0.0 +9,19,MEX,Mexico,1999-08-04,1999-08-04,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Roberto Ismael Meraz Bernal,0,0,179,460118,https://cdn5.wyscout.com/photos/players/public/g460118_100x130.png,800000,795,R. Meraz,False,['MEX'],['Mexico'],"['LCMF', 'RW', 'RCMF']",LCMF,36,RW,21,RCMF,10,17,78,0.35 +10,27,MEX,Mexico,1991-11-12,1991-11-12,2020-05-31,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Fernando Madrigal González,0,0,176,302129,https://cdn5.wyscout.com/photos/players/public/g302129_100x130.png,800000,0,F. Madrigal,False,['MEX'],['Mexico'],[],,0,,0,,0,0,70,0.0 +11,32,URY,Uruguay,1987-02-07,1987-02-07,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,left,Jonathan Leonardo Lacerda Araújo,0,0,190,24235,https://cdn5.wyscout.com/photos/players/public/24146_100x130.png,800000,130,J. Lacerda,False,['URY'],['Uruguay'],['LCB'],LCB,100,,0,,0,2,80,0.24 +12,29,MEX,Mexico,1989-08-13,1989-08-13,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Israel Sabdi Jiménez Nañez,0,0,174,55741,https://cdn5.wyscout.com/photos/players/public/24432_100x130.png,800000,356,I. Jiménez,False,['MEX'],['Mexico'],"['RB', 'RWB', 'LCMF']",RB,40,RWB,23,LCMF,22,5,66,0.02 +13,22,ECU,Ecuador,1997-01-11,1997-01-11,2023-12-31,000000,https://cdn5.wyscout.com/photos/team/public/879_120x120.png,Barcelona,Primera A,right,Felix Eduardo Torres Caicedo,0,0,187,445270,https://cdn5.wyscout.com/photos/players/public/g445270_100x130.png,800000,0,F. Torres,False,['ECU'],['Ecuador'],[],,0,,0,,0,0,0,0.0 +14,25,MEX,Mexico,1994-02-05,1994-02-05,,000000,https://cdn5.wyscout.com/photos/team/public/g5104_120x120.png,Coras,,right,Antonio Briseño Vázquez,1,1,185,193392,https://cdn5.wyscout.com/photos/players/public/70509_100x130.png,800000,101,A. Briseño,False,['MEX'],['Mexico'],['CB'],CB,100,,0,,0,1,75,0.08 +15,31,MEX,Mexico,1988-07-25,1988-07-25,2020-05-31,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Eduardo Herrera Aguirre,3,3,188,43996,https://cdn5.wyscout.com/photos/players/public/72266_100x130.png,800000,1258,E. Herrera,False,['MEX'],['Mexico'],['CF'],CF,99,,0,,0,20,85,4.64 +16,25,MEX,Mexico,1994-02-21,1994-02-21,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Kevin Rafael Escamilla Moreno,1,1,177,193395,https://cdn5.wyscout.com/photos/players/public/70511_100x130.png,800000,1657,K. Escamilla,False,['MEX'],['Mexico'],"['RCMF', 'LCMF', 'DMF']",RCMF,57,LCMF,19,DMF,10,26,78,0.82 +17,23,ARG,Argentina,1995-10-27,1995-10-27,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,left,Rodrigo Nicolás Contreras,3,3,184,278492,https://cdn5.wyscout.com/photos/players/public/g278492_100x130.png,800000,933,R. Contreras,False,['ARG'],['Argentina'],['CF'],CF,88,,0,,0,17,84,2.05 +18,25,MEX,Mexico,1994-07-22,1994-07-22,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Daniel Álvarez López,2,2,176,355323,https://cdn5.wyscout.com/photos/players/public/g355323_100x130.png,800000,1004,D. Álvarez,False,['MEX'],['Mexico'],"['LW', 'RW', 'RAMF']",LW,34,RW,33,RAMF,11,16,74,1.15 +19,22,MEX,Mexico,1997-02-20,1997-02-20,2020-05-31,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,left,Jesús Ricardo Angulo Uriarte,1,1,170,432466,https://cdn5.wyscout.com/photos/players/public/g432466_100x130.png,800000,1401,J. Angulo,False,['MEX'],['Mexico'],"['LW', 'LAMF']",LW,47,LAMF,33,,0,27,59,2.9 +20,30,MEX,Mexico,1988-10-13,1988-10-13,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Enrique Pérez Herrera,0,0,178,41994,https://cdn5.wyscout.com/photos/players/public/35636_100x130.png,700000,274,E. Pérez,False,['MEX'],['Mexico'],"['RCB', 'RB']",RCB,62,RB,34,,0,4,79,0.0 +21,27,COL,Colombia,1992-01-18,1992-01-18,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,left,Jefferson Eulises Murillo Aguilar,0,0,171,175875,https://cdn5.wyscout.com/photos/players/public/69404_100x130.png,700000,1222,J. Murillo,False,['COL'],['Colombia'],"['LB', 'LW', 'LAMF']",LB,42,LW,27,LAMF,20,18,66,0.9 +22,34,COL,Colombia,1985-07-18,1985-07-18,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,right,Christian Camilo Marrugo Rodríguez,0,0,177,22707,https://cdn5.wyscout.com/photos/players/public/25038_100x130.png,700000,34,C. Marrugo,False,['COL'],['Colombia'],['LCMF3'],LCMF3,100,,0,,0,1,75,0.0 +23,27,MEX,Mexico,1992-03-26,1992-03-26,,000000,https://cdn5.wyscout.com/photos/team/public/3435_120x120.png,Venados,Ascenso MX,left,Carlos Gael Acosta Zavala,1,1,165,253577,https://cdn5.wyscout.com/photos/players/public/g253577_100x130.png,700000,760,G. Acosta,False,['MEX'],['Mexico'],"['LW', 'LWF', 'RWF']",LW,44,LWF,15,RWF,12,15,64,0.76 +24,22,COL,Colombia,1996-09-20,1996-09-20,2021-06-30,4da6ff,https://cdn5.wyscout.com/photos/team/public/23_120x120.png,Manchester City,Premier League,right,Marlos Moreno Durán,1,1,173,290500,https://cdn5.wyscout.com/photos/players/public/g290500_100x130.png,700000,508,M. Moreno,False,['COL'],['Colombia'],"['RW', 'LW', 'RAMF']",RW,46,LW,28,RAMF,16,11,66,1.76 +25,32,MEX,Mexico,1987-03-27,1987-03-27,,,,,,right,Alejandro Castro Flores,0,0,176,58796,https://cdn5.wyscout.com/photos/players/public/11050_100x130.png,700000,0,A. Castro,False,['MEX'],['Mexico'],[],,0,,0,,0,0,67,0.0 +26,26,MEX,Mexico,1993-01-04,1993-01-04,,000000,https://cdn5.wyscout.com/photos/team/public/g23674_120x120.png,Club Atlético Zacatepec,Ascenso MX,left,Emmanuel Giovani Hernández Neri,0,0,173,252985,https://cdn5.wyscout.com/photos/players/public/g252985_100x130.png,700000,0,G. Hernández,True,['MEX'],['Mexico'],[],,0,,0,,0,0,73,0.0 +27,29,COL,Colombia,1989-11-30,1989-11-30,2020-01-31,0000FF,https://cdn5.wyscout.com/photos/team/public/3448_120x120.png,Avispa Fukuoka,J2 League,right,Félix Andrés Micolta Micolta,1,1,179,22645,https://cdn5.wyscout.com/photos/players/public/24620_100x130.png,700000,375,F. Micolta,True,['COL'],['Colombia'],"['RAMF', 'RW', 'LWF']",RAMF,26,RW,25,LWF,11,6,72,0.33 +28,22,BRA,Brazil,1997-05-26,1997-05-26,,000000,https://cdn5.wyscout.com/photos/team/public/3289_120x120.png,Lobos BUAP,,left,Yago César da Silva,3,3,185,441514,https://cdn5.wyscout.com/photos/players/public/g441514_100x130.png,700000,910,Yago César,False,['BRA'],['Brazil'],"['RWF', 'RW', 'RAMF']",RWF,44,RW,42,RAMF,13,21,74,0.98 +29,35,URY,Uruguay,1984-04-06,1984-04-06,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,left,Nicolás Vikonis Moreau,0,0,187,57186,https://cdn5.wyscout.com/photos/players/public/24097_100x130.png,700000,2882,N. Vikonis,False,"['URY', 'LTU']","['Uruguay', 'Lithuania']",['GK'],GK,100,,0,,0,31,79,0.0 +0,23,MEX,Mexico,1996-06-30,1996-06-30,2020-07-31,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,left,Jordi Cortizo de la Piedra,0,0,172,441592,https://cdn5.wyscout.com/photos/players/public/g441592_100x130.png,700000,738,J. Cortizo,False,['MEX'],['Mexico'],"['LW', 'RW']",LW,49,RW,14,,0,21,69,0.4 +1,26,MEX,Mexico,1993-06-05,1993-06-05,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,left,Cándido Saúl Ramírez Montes,0,0,172,219633,https://cdn5.wyscout.com/photos/players/public/78579_100x130.png,700000,369,C. Ramírez,True,['MEX'],['Mexico'],"['LW', 'LAMF']",LW,72,LAMF,18,,0,9,67,0.26 +2,32,MEX,Mexico,1987-03-27,1987-03-27,,,,,,right,Alejandro Castro Flores,0,0,176,58796,https://cdn5.wyscout.com/photos/players/public/11050_100x130.png,700000,0,A. Castro,False,['MEX'],['Mexico'],[],,0,,0,,0,0,67,0.0 +3,26,MEX,Mexico,1993-01-04,1993-01-04,,000000,https://cdn5.wyscout.com/photos/team/public/g23674_120x120.png,Club Atlético Zacatepec,Ascenso MX,left,Emmanuel Giovani Hernández Neri,0,0,173,252985,https://cdn5.wyscout.com/photos/players/public/g252985_100x130.png,700000,0,G. Hernández,True,['MEX'],['Mexico'],[],,0,,0,,0,0,73,0.0 +4,32,MEX,Mexico,1987-05-10,1987-05-10,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Rodrigo López Álvarez,0,0,172,6917,https://cdn5.wyscout.com/photos/players/public/67302_100x130.png,700000,441,R. López,False,"['MEX', 'USA']","['Mexico', 'USA']","['AMF', 'LCMF', 'LDMF']",AMF,22,LCMF,21,LDMF,15,7,67,0.48 +5,32,XEN,England,1986-08-26,1986-08-26,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Colin Kazim-Richards,8,8,186,4558,https://cdn5.wyscout.com/photos/players/public/7505_100x130.png,700000,1830,C. Kazim-Richards,False,"['XEN', 'TUR']","['England', 'Turkey']",['CF'],CF,82,,0,,0,25,81,7.46 +6,32,MEX,Mexico,1987-05-25,1987-05-25,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,José Hibert Alberto Ruiz Vázquez,2,2,180,69116,https://cdn5.wyscout.com/photos/players/public/24304_100x130.png,700000,1202,J. Ruiz,False,['MEX'],['Mexico'],"['LCMF', 'RCMF', 'RDMF']",LCMF,34,RCMF,33,RDMF,13,20,76,1.75 +7,37,CHL,Chile,1981-11-03,1981-11-03,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Rodrigo Javier Millar Carvajal,1,1,180,57853,https://cdn5.wyscout.com/photos/players/public/23442_100x130.png,700000,2314,R. Millar,False,"['CHL', 'MEX']","['Chile', 'Mexico']","['RCMF', 'RDMF']",RCMF,58,RDMF,10,,0,32,78,0.93 +8,32,ARG,Argentina,1986-10-14,1986-10-14,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Emanuel Sebastián Loeschbor,0,0,182,116415,https://cdn5.wyscout.com/photos/players/public/26241_100x130.png,700000,1237,E. Loeschbor,False,"['ARG', 'MEX']","['Argentina', 'Mexico']",['LCB'],LCB,87,,0,,0,13,74,0.4 +9,29,ARG,Argentina,1990-07-04,1990-07-04,,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Joaquín Laso,0,0,187,297707,https://cdn5.wyscout.com/photos/players/public/g297707_100x130.png,700000,95,J. Laso,False,['ARG'],['Argentina'],"['RCB', 'RCB3']",RCB,73,RCB3,26,,0,1,75,0.03 +10,28,PRY,Paraguay,1991-04-17,1991-04-17,2020-06-30,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Víctor Gustavo Velázquez Ramos,0,0,180,236422,https://cdn5.wyscout.com/photos/players/public/76681_100x130.png,700000,487,V. Velázquez,False,['PRY'],['Paraguay'],"['RCB', 'RB']",RCB,73,RB,23,,0,6,76,0.03 +11,21,MEX,Mexico,1998-01-17,1998-01-17,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Alan Jhosué Cervantes Marín del Campo,1,1,174,417751,https://cdn5.wyscout.com/photos/players/public/g417751_100x130.png,700000,707,A. Cervantes,False,['MEX'],['Mexico'],"['RCMF', 'LCMF3', 'RCMF3']",RCMF,33,LCMF3,23,RCMF3,16,10,65,0.49 +12,30,MEX,Mexico,1989-03-15,1989-03-15,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Luis Ernesto Pérez Martínez,1,1,175,97935,https://cdn5.wyscout.com/photos/players/public/30720_100x130.png,700000,366,L. Pérez,False,['MEX'],['Mexico'],"['RCMF', 'RW', 'RDMF']",RCMF,24,RW,22,RDMF,20,8,75,0.55 +13,26,CHL,Chile,1993-03-05,1993-03-05,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Juan Antonio Delgado Baeza,0,0,177,174302,https://cdn5.wyscout.com/photos/players/public/68695_100x130.png,700000,141,J. Delgado,False,['CHL'],['Chile'],['RW'],RW,90,,0,,0,2,72,0.0 +14,29,ARG,Argentina,1990-01-31,1990-01-31,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Rodrigo Javier Noya García,0,0,197,198512,https://cdn5.wyscout.com/photos/players/public/81347_100x130.png,700000,1118,R. Noya,False,['ARG'],['Argentina'],"['RCB', 'RDMF']",RCB,74,RDMF,10,,0,14,86,0.47 +15,24,MEX,Mexico,1994-11-19,1994-11-19,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Ricardo Chávez Soto,0,0,175,333276,https://cdn5.wyscout.com/photos/players/public/g333276_100x130.png,700000,190,R. Chávez,False,['MEX'],['Mexico'],"['RB', 'RCMF']",RB,62,RCMF,37,,0,2,68,0.01 +16,23,MEX,Mexico,1995-09-29,1995-09-29,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Pablo Jáquez Isunza,0,0,181,372675,https://cdn5.wyscout.com/photos/players/public/g372675_100x130.png,700000,1860,P. Jaquez,False,['MEX'],['Mexico'],['RCB'],RCB,94,,0,,0,22,75,0.5 +17,24,ECU,Ecuador,1994-09-24,1994-09-24,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Romario Andrés Ibarra Mina,0,0,174,282877,https://cdn5.wyscout.com/photos/players/public/g282877_100x130.png,675000,118,R. Ibarra,True,['ECU'],['Ecuador'],"['RW', 'RWB']",RW,83,RWB,16,,0,2,73,0.39 +18,27,BRA,Brazil,1992-02-17,1992-02-17,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Luis Otávio Bonilha de Oliveira,0,0,175,186317,https://cdn5.wyscout.com/photos/players/public/68551_100x130.png,600000,273,Nenê Bonilha,False,['BRA'],['Brazil'],"['LDMF', 'LCMF', 'LCMF3']",LDMF,37,LCMF,17,LCMF3,13,6,69,0.25 +19,23,MEX,Mexico,1996-05-06,1996-05-06,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Santiago Tercero Méndez,0,0,182,471425,https://cdn5.wyscout.com/photos/players/public/g471425_100x130.png,600000,74,E. Tercero,False,['MEX'],['Mexico'],"['RB', 'RB5', 'RCMF']",RB,62,RB5,25,RCMF,11,3,69,0.09 +20,31,MEX,Mexico,1987-08-29,1987-08-29,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,right,Rodolfo Salinas Ortiz,0,0,175,14594,https://cdn5.wyscout.com/photos/players/public/24426_100x130.png,600000,95,R. Salinas,False,['MEX'],['Mexico'],['RCMF3'],RCMF3,100,,0,,0,1,75,0.0 +21,25,MEX,Mexico,1994-06-16,1994-06-16,,000000,https://cdn5.wyscout.com/photos/team/public/g23674_120x120.png,Club Atlético Zacatepec,Ascenso MX,right,Alfonso Emilio Sánchez Castillo,0,0,188,355131,https://cdn5.wyscout.com/photos/players/public/g355131_100x130.png,600000,0,A. Sánchez,True,['MEX'],['Mexico'],[],,0,,0,,0,0,76,0.0 +22,30,MEX,Mexico,1989-03-23,1989-03-23,,008000,https://cdn5.wyscout.com/photos/team/public/g24935_120x120.png,Alebrijes de Oaxaca,Ascenso MX,right,César Eduardo Cercado Luna,0,0,169,41924,https://cdn5.wyscout.com/photos/players/public/63941_100x130.png,600000,3,C. Cercado,False,['MEX'],['Mexico'],['RCB'],RCB,100,,0,,0,1,70,0.0 +23,23,COL,Colombia,1995-08-16,1995-08-16,,FF0000,https://cdn5.wyscout.com/photos/team/public/914_120x120.png,Medellín,Primera A,left,Deinner Alexander Quiñónez Quiñónez,1,1,171,283632,https://cdn5.wyscout.com/photos/players/public/g283632_100x130.png,600000,383,D. Quiñónez,False,['COL'],['Colombia'],"['AMF', 'RAMF', 'CF']",AMF,34,RAMF,14,CF,12,17,73,0.79 +24,22,MEX,Mexico,1997-05-29,1997-05-29,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,left,Manuel Alejandro Mayorga Almaráz,0,0,177,474018,https://cdn5.wyscout.com/photos/players/public/g474018_100x130.png,600000,1426,A. Mayorga,False,['MEX'],['Mexico'],['LB'],LB,98,,0,,0,15,69,0.25 +25,23,ECU,Ecuador,1995-10-10,1995-10-10,,0000ff,https://cdn5.wyscout.com/photos/team/public/663_120x120.png,Emelec,Primera A,right,Gabriel Jhon Cortéz Casierra,0,0,178,180790,https://cdn5.wyscout.com/photos/players/public/g180790_100x130.png,600000,99,G. Cortéz,False,['ECU'],['Ecuador'],"['AMF', 'LCMF3', 'CF']",AMF,48,LCMF3,17,CF,17,6,70,0.19 +26,28,MEX,Mexico,1991-02-10,1991-02-10,,000000,https://cdn5.wyscout.com/photos/team/public/3253_120x120.png,Dorados,Ascenso MX,right,Adolfo Domínguez Gerardo,0,0,183,234519,https://cdn5.wyscout.com/photos/players/public/g234519_100x130.png,600000,244,A. Domínguez,False,['MEX'],['Mexico'],"['RDMF', 'RCMF', 'RCB3']",RDMF,29,RCMF,23,RCB3,19,11,73,0.11 +27,22,MEX,Mexico,1997-01-20,1997-01-20,,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,José de Jesús Godínez Navarro,0,0,183,482745,https://cdn5.wyscout.com/photos/players/public/g482745_100x130.png,600000,641,J. Godínez,True,['MEX'],['Mexico'],['CF'],CF,95,,0,,0,16,79,1.07 +28,22,MEX,Mexico,1997-06-12,1997-06-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,left,Francisco Sebastián Córdova Reyes,3,3,172,449340,https://cdn5.wyscout.com/photos/players/public/g449340_100x130.png,600000,907,S. Córdova,False,['MEX'],['Mexico'],"['LW', 'RAMF', 'LCMF']",LW,24,RAMF,14,LCMF,12,20,62,1.36 +29,24,MEX,Mexico,1995-06-14,1995-06-14,2019-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Aldo Misael Arellano Miranda,0,0,174,475861,https://cdn5.wyscout.com/photos/players/public/g475861_100x130.png,600000,188,A. Arellano,False,['MEX'],['Mexico'],"['DMF', 'RCMF']",DMF,65,RCMF,34,,0,3,64,0.05 +0,24,MEX,Mexico,1995-06-14,1995-06-14,2019-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Aldo Misael Arellano Miranda,0,0,174,475861,https://cdn5.wyscout.com/photos/players/public/g475861_100x130.png,600000,188,A. Arellano,False,['MEX'],['Mexico'],"['DMF', 'RCMF']",DMF,65,RCMF,34,,0,3,64,0.05 +1,22,MEX,Mexico,1996-10-17,1996-10-17,2022-06-30,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Edgar Zaldivar Valverde,0,0,175,438406,https://cdn5.wyscout.com/photos/players/public/g438406_100x130.png,600000,1261,E. Zaldivar,False,['MEX'],['Mexico'],"['RB', 'DMF']",RB,55,DMF,26,,0,16,73,0.05 +2,30,MEX,Mexico,1988-09-18,1988-09-18,2020-05-31,000000,https://cdn5.wyscout.com/photos/team/public/g5109_120x120.png,Tampico Madero,Ascenso MX,left,Diego Rafael Jiménez Hernández,1,1,176,65405,https://cdn5.wyscout.com/photos/players/public/35644_100x130.png,600000,197,D. Jiménez,False,['MEX'],['Mexico'],"['CF', 'AMF']",CF,75,AMF,24,,0,9,74,0.59 +3,27,MEX,Mexico,1991-08-22,1991-08-22,,000000,https://cdn5.wyscout.com/photos/team/public/g23677_120x120.png,Loros Universidad,Ascenso MX,right,Luis Ernesto Olascoaga Reyes,0,0,163,121286,https://cdn5.wyscout.com/photos/players/public/51895_100x130.png,600000,592,L. Olascoaga,False,['MEX'],['Mexico'],['RB'],RB,96,,0,,0,10,55,0.07 +4,24,CHL,Chile,1995-03-22,1995-03-22,,008040,https://cdn5.wyscout.com/photos/team/public/919_120x120.png,Audax Italiano,Primera División,right,Joe Axel Abrigo Navarro,1,1,169,228985,https://cdn5.wyscout.com/photos/players/public/33784_100x130.png,600000,538,J. Abrigo,False,['CHL'],['Chile'],"['CF', 'AMF']",CF,52,AMF,27,,0,15,58,0.39 +5,23,MEX,Mexico,1996-05-09,1996-05-09,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,left,Mauro Alberto Laínez Leyva,4,4,171,393434,https://cdn5.wyscout.com/photos/players/public/g393434_100x130.png,600000,1415,M. Laínez,False,['MEX'],['Mexico'],"['LW', 'LWF']",LW,69,LWF,11,,0,26,66,0.87 +6,31,ARG,Argentina,1987-10-15,1987-10-15,2019-12-31,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,left,Ariel Gerardo Nahuelpán Osten,5,5,190,52285,https://cdn5.wyscout.com/photos/players/public/23734_100x130.png,600000,1400,A. Nahuelpán,False,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,17,87,3.41 +7,33,URY,Uruguay,1986-04-08,1986-04-08,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,left,Washington Fernando Camacho Martínez,2,2,177,57145,https://cdn5.wyscout.com/photos/players/public/23943_100x130.png,600000,173,W. Camacho,False,['URY'],['Uruguay'],"['LW', 'LCMF3']",LW,87,LCMF3,12,,0,2,70,1.21 +8,26,MEX,Mexico,1992-12-31,1992-12-31,,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Luis Manuel García Palomera,0,0,183,257153,https://cdn5.wyscout.com/photos/players/public/g257153_100x130.png,600000,583,L. García,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,7,84,0.0 +9,28,ARG,Argentina,1990-10-16,1990-10-16,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,left,Gabriel Alejandro Hachen,0,0,165,220639,https://cdn5.wyscout.com/photos/players/public/g220639_100x130.png,600000,58,G. Hachen,False,['ARG'],['Argentina'],"['CF', 'LW']",CF,53,LW,46,,0,2,65,0.27 +10,28,BRA,Brazil,1991-04-10,1991-04-10,2020-05-31,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Elson José Dias Júnior,0,0,190,283160,https://cdn5.wyscout.com/photos/players/public/g283160_100x130.png,600000,190,Elsinho,False,['BRA'],['Brazil'],"['LCMF', 'RCMF']",LCMF,76,RCMF,23,,0,2,76,0.07 +11,23,MEX,Mexico,1996-01-25,1996-01-25,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Ulises Rivas Gilio,0,0,177,289463,https://cdn5.wyscout.com/photos/players/public/g289463_100x130.png,600000,826,U. Rivas,False,['MEX'],['Mexico'],"['RCMF', 'LCMF']",RCMF,55,LCMF,37,,0,13,72,0.25 +12,21,ARG,Argentina,1997-12-01,1997-12-01,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,left,Maximiliano Salas,0,0,173,432685,https://cdn5.wyscout.com/photos/players/public/g432685_100x130.png,550000,111,M. Salas,False,['ARG'],['Argentina'],"['CF', 'RW']",CF,73,RW,26,,0,2,83,0.77 +13,22,MEX,Mexico,1997-01-09,1997-01-09,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,left,Miguel Ángel Tapias Dávila,1,1,179,435617,https://cdn5.wyscout.com/photos/players/public/g435617_100x130.png,500000,928,M. Tapias,False,['MEX'],['Mexico'],"['CB', 'LCB', 'LB']",CB,37,LCB,29,LB,28,12,71,0.78 +14,24,MEX,Mexico,1994-08-09,1994-08-09,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,left,Jorge Jonathan Espericueta Escamilla,1,1,178,193397,https://cdn5.wyscout.com/photos/players/public/70512_100x130.png,500000,365,J. Espericueta,False,['MEX'],['Mexico'],"['RCMF3', 'RCMF', 'RDMF']",RCMF3,32,RCMF,25,RDMF,16,8,77,0.13 +15,23,USA,USA,1996-03-01,1996-03-01,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Rubio Rubin,0,0,185,289555,https://cdn5.wyscout.com/photos/players/public/g289555_100x130.png,500000,155,R. Rubin,False,['USA'],['USA'],"['LW', 'RW', 'RAMF']",LW,66,RW,15,RAMF,11,6,80,0.2 +16,24,MEX,Mexico,1995-01-13,1995-01-13,,000000,https://cdn5.wyscout.com/photos/team/public/4433_120x120.png,Celaya,Ascenso MX,right,Diego Andrés Cruz Esparza,0,0,169,402273,https://cdn5.wyscout.com/photos/players/public/g402273_100x130.png,500000,655,D. Cruz,False,['MEX'],['Mexico'],"['LB', 'RB5', 'LWB']",LB,37,RB5,23,LWB,17,8,58,0.36 +17,22,MEX,Mexico,1997-03-03,1997-03-03,,000000,https://cdn5.wyscout.com/photos/team/public/g5109_120x120.png,Tampico Madero,Ascenso MX,,Ronaldo De Jesús Prieto Ramírez,0,0,170,-88411,https://cdn5.wyscout.com/photos/players/public/g-88411_100x130.png,500000,665,R. Prieto,True,['MEX'],['Mexico'],"['AMF', 'LW']",AMF,39,LW,32,,0,14,61,1.38 +18,18,MEX,Mexico,2001-05-23,2001-05-23,,000000,https://cdn5.wyscout.com/photos/team/public/g26261_120x120.png,Atlas U20,U20 League,,Jonathan Ozziel Herrera Morales,0,0,179,-87407,https://cdn5.wyscout.com/photos/players/public/g-87407_100x130.png,500000,40,J. Herrera,False,['MEX'],['Mexico'],"['LWF', 'RW']",LWF,56,RW,43,,0,2,63,0.02 +19,22,CHL,Chile,1996-09-15,1996-09-15,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Bryan Andrés Carvallo Utreras,0,0,165,290622,https://cdn5.wyscout.com/photos/players/public/76853_100x130.png,500000,43,B. Carvallo,False,['CHL'],['Chile'],"['LW', 'RW']",LW,51,RW,48,,0,2,61,0.0 +20,31,ECU,Ecuador,1988-07-28,1988-07-28,,000000,https://cdn5.wyscout.com/photos/team/public/3253_120x120.png,Dorados,Ascenso MX,right,Vinicio César Angulo Pata,2,2,185,97541,https://cdn5.wyscout.com/photos/players/public/35245_100x130.png,500000,504,V. Angulo,False,['ECU'],['Ecuador'],['CF'],CF,90,,0,,0,11,76,1.79 +21,25,BRA,Brazil,1994-07-26,1994-07-26,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Lucas Da Silva Xavier,0,0,173,334497,https://cdn5.wyscout.com/photos/players/public/g334497_100x130.png,500000,96,Lucas Xavier,False,['BRA'],['Brazil'],['LW'],LW,100,,0,,0,1,75,0.17 +22,22,MEX,Mexico,1997-05-12,1997-05-12,,FF0000,https://cdn5.wyscout.com/photos/team/public/g28451_120x120.png,Mineros de Zacatecas,Ascenso MX,right,Héctor Alejandro Mascorro López,0,0,169,394158,https://cdn5.wyscout.com/photos/players/public/g394158_100x130.png,500000,228,H. Mascorro,False,['MEX'],['Mexico'],"['RW', 'LW', 'RAMF']",RW,34,LW,30,RAMF,21,7,68,0.06 +23,20,COL,Colombia,1998-11-05,1998-11-05,,FF0000,https://cdn5.wyscout.com/photos/team/public/g28451_120x120.png,Mineros de Zacatecas,Ascenso MX,right,Juan José Calero Sierra,0,0,184,394625,https://cdn5.wyscout.com/photos/players/public/g394625_100x130.png,500000,375,J. Calero,False,"['COL', 'MEX']","['Colombia', 'Mexico']","['RAMF', 'AMF', 'CF']",RAMF,33,AMF,22,CF,22,10,79,0.42 +24,34,ARG,Argentina,1985-03-25,1985-03-25,2021-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/106_120x120.png,San Lorenzo,Superliga,right,Nicolás Gastón Navarro,0,0,191,13775,https://cdn5.wyscout.com/photos/players/public/128_100x130.png,500000,662,N. Navarro,False,['ARG'],['Argentina'],['GK'],GK,100,,0,,0,7,87,0.0 +25,20,MEX,Mexico,1999-06-18,1999-06-18,,000000,https://cdn5.wyscout.com/photos/team/public/g36646_120x120.png,Necaxa U20,U20 League,,José Fernando Plascencia Castro,0,0,173,-71485,https://cdn5.wyscout.com/photos/players/public/g-71485_100x130.png,500000,291,J. Plascencia,False,['MEX'],['Mexico'],"['RCMF', 'LCMF', 'DMF']",RCMF,50,LCMF,31,DMF,12,4,75,0.05 +26,35,ARG,Argentina,1984-01-19,1984-01-19,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Nicolás Martín Pareja,0,0,181,4589,https://cdn5.wyscout.com/photos/players/public/7883_100x130.png,500000,164,N. Pareja,False,"['ARG', 'ITA']","['Argentina', 'Italy']",['RCB'],RCB,100,,0,,0,3,74,0.0 +27,25,USA,USA,1994-03-22,1994-03-22,,000000,https://cdn5.wyscout.com/photos/team/public/g-8083_120x120.png,Los Angeles FC,MLS,right,Alejandro Eugenio Guido Pérez,0,0,180,172786,https://cdn5.wyscout.com/photos/players/public/70603_100x130.png,500000,29,A. Guido,False,"['USA', 'MEX']","['USA', 'Mexico']","['AMF', 'LCMF', 'LCMF3']",AMF,49,LCMF,38,LCMF3,12,2,74,0.0 +28,27,MEX,Mexico,1992-01-07,1992-01-07,,000000,https://cdn5.wyscout.com/photos/team/public/g23674_120x120.png,Club Atlético Zacatepec,Ascenso MX,right,Juan Miguel Basulto Medina,0,0,185,102614,https://cdn5.wyscout.com/photos/players/public/g102614_100x130.png,500000,1017,J. Basulto,False,['MEX'],['Mexico'],"['RCB3', 'LCB', 'LCMF']",RCB3,30,LCB,18,LCMF,13,13,71,0.88 +29,22,MEX,Mexico,1997-01-08,1997-01-08,2022-12-31,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Ronaldo Cisneros Morell,2,2,181,360963,https://cdn5.wyscout.com/photos/players/public/g360963_100x130.png,500000,382,R. Cisneros,False,['MEX'],['Mexico'],"['LW', 'CF']",LW,75,CF,18,,0,11,70,1.87 +0,25,USA,USA,1994-03-22,1994-03-22,,000000,https://cdn5.wyscout.com/photos/team/public/g-8083_120x120.png,Los Angeles FC,MLS,right,Alejandro Eugenio Guido Pérez,0,0,180,172786,https://cdn5.wyscout.com/photos/players/public/70603_100x130.png,500000,29,A. Guido,False,"['USA', 'MEX']","['USA', 'Mexico']","['AMF', 'LCMF', 'LCMF3']",AMF,49,LCMF,38,LCMF3,12,2,74,0.0 +1,30,MEX,Mexico,1988-10-12,1988-10-12,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Óscar Francisco Jiménez Fabela,0,0,182,71879,https://cdn5.wyscout.com/photos/players/public/g71879_100x130.png,500000,0,Ó. Jiménez,False,['MEX'],['Mexico'],[],,0,,0,,0,0,80,0.0 +2,27,MEX,Mexico,1991-11-04,1991-11-04,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,left,Édson Ulises Rivera Vargas,1,1,181,181342,https://cdn5.wyscout.com/photos/players/public/56224_100x130.png,500000,96,É. Rivera,False,['MEX'],['Mexico'],"['LDMF', 'LCMF', 'AMF']",LDMF,46,LCMF,35,AMF,17,2,72,0.24 +3,19,MEX,Mexico,2000-07-05,2000-07-05,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Ían Jairo Misael Torres Ramírez,2,2,168,447959,https://cdn5.wyscout.com/photos/players/public/g447959_100x130.png,500000,1258,J. Torres,False,['MEX'],['Mexico'],"['RW', 'LW', 'RB']",RW,25,LW,18,RB,12,20,71,1.69 +4,21,COL,Colombia,1998-01-01,1998-01-01,,,,,,right,Edwin Steven Cetré Angulo,0,0,170,398782,https://cdn5.wyscout.com/photos/players/public/g398782_100x130.png,500000,63,E. Cetré,False,['COL'],['Colombia'],"['LW', 'CF']",LW,49,CF,43,,0,4,74,0.09 +5,19,MEX,Mexico,1999-09-27,1999-09-27,,,,,,,José De Jesús Padilla Ángeles,0,0,176,491830,https://cdn5.wyscout.com/photos/players/public/g491830_100x130.png,500000,59,J. Padilla,False,['MEX'],['Mexico'],['LCMF3'],LCMF3,92,,0,,0,2,63,0.0 +6,31,MEX,Mexico,1988-08-01,1988-08-01,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Lampros Kontogiannis Gómez,0,0,182,41895,https://cdn5.wyscout.com/photos/players/public/24241_100x130.png,500000,1120,L. Kontogiannis,False,"['MEX', 'GRC']","['Mexico', 'Greece']","['RCB', 'RCB3']",RCB,68,RCB3,28,,0,12,80,0.09 +7,29,PER,Peru,1990-05-06,1990-05-06,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,left,Iván Diego Santillán Atoche,1,1,177,76416,https://cdn5.wyscout.com/photos/players/public/35224_100x130.png,500000,280,I. Santillán,False,['PER'],['Peru'],"['LB', 'LW']",LB,48,LW,36,,0,4,70,0.39 +8,21,MEX,Mexico,1997-08-15,1997-08-15,,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,left,Adrián Mora Barraza,2,2,190,-49623,https://cdn5.wyscout.com/photos/players/public/g-49623_100x130.png,500000,1429,A. Mora,False,['MEX'],['Mexico'],"['LCB', 'LCB3']",LCB,61,LCB3,35,,0,18,81,1.0 +9,33,MEX,Mexico,1986-01-14,1986-01-14,,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Richard Ruíz Toledo,0,0,176,41727,https://cdn5.wyscout.com/photos/players/public/70895_100x130.png,500000,697,R. Ruíz,True,['MEX'],['Mexico'],"['LWB', 'LB', 'LB5']",LWB,39,LB,21,LB5,21,10,65,0.36 +10,28,MEX,Mexico,1990-09-25,1990-09-25,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Guillermo Allison Revuelta,0,0,191,120868,https://cdn5.wyscout.com/photos/players/public/55746_100x130.png,500000,93,G. Allison,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,1,90,0.0 +11,21,MEX,Mexico,1998-02-02,1998-02-02,,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Luis Donaldo Hernández González,0,0,182,433951,https://cdn5.wyscout.com/photos/players/public/g433951_100x130.png,500000,779,Luis Hernández,False,['MEX'],['Mexico'],"['RCB', 'RB', 'LCB']",RCB,72,RB,12,LCB,11,10,75,0.0 +12,27,URY,Uruguay,1992-03-18,1992-03-18,,000000,https://cdn5.wyscout.com/photos/team/public/2667_120x120.png,Melbourne City,A-League,right,Marcelo Javier Cabrera Rivero,0,0,168,91737,https://cdn5.wyscout.com/photos/players/public/52572_100x130.png,500000,76,J. Cabrera,False,['URY'],['Uruguay'],"['RW', 'RAMF']",RW,64,RAMF,18,,0,5,65,0.02 +13,37,MEX,Mexico,1981-10-20,1981-10-20,,,,,,left,Francisco Javier Rodríguez Pinedo,1,1,191,420,https://cdn5.wyscout.com/photos/players/public/7335_100x130.png,500000,3115,F. Rodríguez,False,['MEX'],['Mexico'],"['LCB', 'RCB']",LCB,83,RCB,16,,0,33,90,1.13 +14,32,MEX,Mexico,1987-04-29,1987-04-29,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Luis Antonio Martínez Jiménez,0,0,173,14542,https://cdn5.wyscout.com/photos/players/public/14859_100x130.png,500000,618,L. Martínez,False,['MEX'],['Mexico'],"['RDMF', 'RCMF', 'LDMF']",RDMF,34,RCMF,29,LDMF,24,11,85,0.0 +15,34,MEX,Mexico,1984-10-18,1984-10-18,,,,,,left,José Arturo Rivas Mortera,0,0,187,14557,https://cdn5.wyscout.com/photos/players/public/24435_100x130.png,500000,1135,J. Rivas,False,['MEX'],['Mexico'],['LCB'],LCB,100,,0,,0,12,78,0.5 +16,37,MEX,Mexico,1982-04-10,1982-04-10,,000000,https://cdn5.wyscout.com/photos/team/public/g23698_120x120.png,UAEM Potros,Ascenso MX,right,Carlos Esquivel Silva,0,0,172,14667,https://cdn5.wyscout.com/photos/players/public/24475_100x130.png,500000,519,C. Esquivel,False,['MEX'],['Mexico'],"['RW', 'RAMF']",RW,37,RAMF,15,,0,14,68,0.3 +17,30,MEX,Mexico,1988-08-22,1988-08-22,,FF0000,https://cdn5.wyscout.com/photos/team/public/3254_120x120.png,Correcaminos UAT,Ascenso MX,right,Omar Alejandro Tejeda López,0,0,174,42100,https://cdn5.wyscout.com/photos/players/public/56178_100x130.png,500000,290,O. Tejeda,False,['MEX'],['Mexico'],"['RW', 'LAMF', 'RAMF']",RW,55,LAMF,20,RAMF,18,5,78,0.71 +18,32,ARG,Argentina,1987-07-03,1987-07-03,,008000,https://cdn5.wyscout.com/photos/team/public/1094_120x120.png,Ferro Carril Oeste,Prim B Nacional,right,Guido Leonardo Milán,0,0,194,51327,https://cdn5.wyscout.com/photos/players/public/56673_100x130.png,500000,46,G. Milán,False,['ARG'],['Argentina'],['RCB'],RCB,100,,0,,0,1,93,0.0 +19,32,ARG,Argentina,1986-11-21,1986-11-21,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Gastón Adrián Lezcano,4,4,168,199630,https://cdn5.wyscout.com/photos/players/public/73678_100x130.png,500000,1399,G. Lezcano,False,['ARG'],['Argentina'],"['RW', 'LW', 'CF']",RW,31,LW,22,CF,15,21,67,2.19 +20,27,MEX,Mexico,1991-12-21,1991-12-21,2020-05-31,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Juan David Castro Ruiz,0,0,165,236748,https://cdn5.wyscout.com/photos/players/public/g236748_100x130.png,500000,26,J. Castro,False,['MEX'],['Mexico'],['LW'],LW,100,,0,,0,1,69,0.0 +21,25,MEX,Mexico,1993-09-15,1993-09-15,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Luis Alberto Cárdenas López,0,0,183,302286,https://cdn5.wyscout.com/photos/players/public/g302286_100x130.png,500000,142,L. Cárdenas,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,2,84,0.0 +22,33,MEX,Mexico,1986-01-15,1986-01-15,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Edy Germán Brambila Rosales,0,0,171,14357,https://cdn5.wyscout.com/photos/players/public/7317_100x130.png,500000,74,E. Brambila,False,['MEX'],['Mexico'],"['LW', 'RCMF']",LW,71,RCMF,28,,0,2,66,0.0 +23,31,MEX,Mexico,1988-04-26,1988-04-26,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Manuel Viniegra García,0,0,179,14563,https://cdn5.wyscout.com/photos/players/public/24448_100x130.png,500000,0,M. Viniegra,True,['MEX'],['Mexico'],[],,0,,0,,0,0,79,0.0 +24,33,MEX,Mexico,1986-05-31,1986-05-31,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Enrique Eduardo Palos Reyes,0,0,190,42169,https://cdn5.wyscout.com/photos/players/public/24429_100x130.png,500000,0,E. Palos,False,['MEX'],['Mexico'],[],,0,,0,,0,0,82,0.0 +25,31,MEX,Mexico,1988-07-26,1988-07-26,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Elio Castro Guadarrama,0,0,188,63710,https://cdn5.wyscout.com/photos/players/public/g63710_100x130.png,500000,156,E. Castro,False,['MEX'],['Mexico'],"['RCB', 'LCB']",RCB,71,LCB,28,,0,2,85,0.0 +26,27,MEX,Mexico,1992-02-27,1992-02-27,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,left,Jairo Daniel González Fajardo,0,0,169,102612,https://cdn5.wyscout.com/photos/players/public/g102612_100x130.png,500000,0,J. González,False,['MEX'],['Mexico'],[],,0,,0,,0,0,76,0.0 +27,23,COL,Colombia,1996-06-27,1996-06-27,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,left,Jeison Andrés Angulo Trujillo,0,0,182,290459,https://cdn5.wyscout.com/photos/players/public/76646_100x130.png,500000,685,J. Angulo,False,['COL'],['Colombia'],['LB'],LB,100,,0,,0,9,74,0.01 +28,23,ECU,Ecuador,1996-05-09,1996-05-09,,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,left,Aníbal Hernán Chalá Ayoví,0,0,178,300994,https://cdn5.wyscout.com/photos/players/public/g300994_100x130.png,450000,189,A. Chalá,False,['ECU'],['Ecuador'],"['LB', 'LB5']",LB,62,LB5,34,,0,2,71,0.03 +29,29,ARG,Argentina,1989-12-07,1989-12-07,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Mauro Daniel Quiroga,0,0,191,65987,https://cdn5.wyscout.com/photos/players/public/57184_100x130.png,450000,168,M. Quiroga,False,['ARG'],['Argentina'],['CF'],CF,98,,0,,0,2,87,0.11 +0,34,MEX,Mexico,1985-04-17,1985-04-17,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Luis Miguel Noriega Orozco,0,0,172,15328,https://cdn5.wyscout.com/photos/players/public/24392_100x130.png,400000,681,L. Noriega,False,['MEX'],['Mexico'],"['RCMF', 'RCMF3', 'LCMF']",RCMF,32,RCMF3,23,LCMF,19,13,68,0.49 +1,28,MEX,Mexico,1991-04-23,1991-04-23,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,left,Julio José González Vela-Alvizu,0,0,182,65996,https://cdn5.wyscout.com/photos/players/public/57421_100x130.png,400000,0,J. González,False,['MEX'],['Mexico'],[],,0,,0,,0,0,83,0.0 +2,29,CRI,Costa Rica,1990-04-02,1990-04-02,2021-12-31,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Leonel Moreira Ledezma,0,0,179,104803,https://cdn5.wyscout.com/photos/players/public/66754_100x130.png,400000,0,L. Moreira,True,['CRI'],['Costa Rica'],[],,0,,0,,0,0,74,0.0 +3,36,URY,Uruguay,1983-01-05,1983-01-05,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,left,José Ignacio Pallas Martinez,0,0,187,41826,https://cdn5.wyscout.com/photos/players/public/49460_100x130.png,400000,1286,I. Pallas,False,['URY'],['Uruguay'],['CB'],CB,97,,0,,0,18,88,0.68 +4,24,MEX,Mexico,1995-05-26,1995-05-26,2020-09-01,000000,https://cdn5.wyscout.com/photos/team/public/3253_120x120.png,Dorados,Ascenso MX,right,Hiram Eduardo Muñoz Cantú,0,0,175,449819,https://cdn5.wyscout.com/photos/players/public/g449819_100x130.png,400000,77,H. Muñoz,False,['MEX'],['Mexico'],"['RCB', 'RB']",RCB,85,RB,14,,0,3,80,0.0 +5,26,MEX,Mexico,1993-04-14,1993-04-14,,000000,https://cdn5.wyscout.com/photos/team/public/4433_120x120.png,Celaya,Ascenso MX,right,Martín Eduardo Zúñiga Barria,0,0,183,179960,https://cdn5.wyscout.com/photos/players/public/g179960_100x130.png,400000,36,M. Zúñiga,True,['MEX'],['Mexico'],"['CF', 'LCMF3']",CF,83,LCMF3,16,,0,5,79,0.0 +6,29,MEX,Mexico,1990-03-14,1990-03-14,,000000,https://cdn5.wyscout.com/photos/team/public/g5109_120x120.png,Tampico Madero,Ascenso MX,right,Miguel Jiménez Ponce,0,0,182,126611,https://cdn5.wyscout.com/photos/players/public/g126611_100x130.png,400000,576,M. Jiménez,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,6,79,0.0 +7,23,MEX,Mexico,1996-03-31,1996-03-31,,000000,https://cdn5.wyscout.com/photos/team/public/g5109_120x120.png,Tampico Madero,Ascenso MX,right,Gaddi Axel Aguirre Ledesma,0,0,182,432522,https://cdn5.wyscout.com/photos/players/public/g432522_100x130.png,400000,234,G. Aguirre,True,['MEX'],['Mexico'],"['RCB', 'LCB', 'RB']",RCB,39,LCB,39,RB,20,3,76,0.0 +8,35,MEX,Mexico,1984-07-08,1984-07-08,,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Juan Ignacio González Ibarra,0,0,184,25838,https://cdn5.wyscout.com/photos/players/public/24484_100x130.png,400000,23,J. González,False,['MEX'],['Mexico'],"['CF', 'AMF']",CF,55,AMF,44,,0,1,84,0.09 +9,23,CHL,Chile,1996-07-26,1996-07-26,2019-12-31,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Dilan Patricio Zúñiga Espinoza Valenzuela,0,0,170,245740,https://cdn5.wyscout.com/photos/players/public/g245740_100x130.png,400000,283,Dilan Zúñiga,True,['CHL'],['Chile'],"['LB', 'RB']",LB,58,RB,39,,0,3,73,0.05 +10,27,MEX,Mexico,1991-11-24,1991-11-24,2020-07-30,000000,https://cdn5.wyscout.com/photos/team/public/3435_120x120.png,Venados,Ascenso MX,right,Héctor Acosta Quintero,0,0,178,120704,https://cdn5.wyscout.com/photos/players/public/55757_100x130.png,400000,0,H. Acosta,False,['MEX'],['Mexico'],[],,0,,0,,0,0,77,0.0 +11,20,MEX,Mexico,1998-10-22,1998-10-22,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,left,Johan Felipe Vásquez Ibarra,1,1,182,490114,https://cdn5.wyscout.com/photos/players/public/g490114_100x130.png,400000,698,J. Vásquez,True,['MEX'],['Mexico'],"['LCB', 'LCB3', 'CB']",LCB,49,LCB3,35,CB,12,11,72,0.83 +12,22,USA,USA,1997-02-22,1997-02-22,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,left,Jonathan Suárez Cortes,0,0,178,-69518,https://cdn5.wyscout.com/photos/players/public/g-69518_100x130.png,400000,283,J. Suárez,False,"['USA', 'MEX']","['USA', 'Mexico']","['LCMF3', 'LW']",LCMF3,51,LW,26,,0,8,68,0.23 +13,33,MEX,Mexico,1985-09-05,1985-09-05,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Gerardo Daniel Ruiz Barragán,0,0,188,14466,https://cdn5.wyscout.com/photos/players/public/31337_100x130.png,400000,0,G. Ruiz,True,['MEX'],['Mexico'],[],,0,,0,,0,0,81,0.0 +14,27,MEX,Mexico,1992-05-27,1992-05-27,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Ricardo Israel Peña Franco,0,0,170,198592,https://cdn5.wyscout.com/photos/players/public/83069_100x130.png,400000,530,R. Peña,False,['MEX'],['Mexico'],"['LB', 'RB', 'RB5']",LB,39,RB,21,RB5,10,6,64,0.0 +15,27,MEX,Mexico,1992-03-21,1992-03-21,,FF0000,https://cdn5.wyscout.com/photos/team/public/3254_120x120.png,Correcaminos UAT,Ascenso MX,right,Claudio Ernesto González Muñóz,0,0,175,281813,https://cdn5.wyscout.com/photos/players/public/g281813_100x130.png,400000,88,C. González,False,['MEX'],['Mexico'],"['CF', 'AMF']",CF,80,AMF,20,,0,4,70,0.19 +16,25,MEX,Mexico,1994-04-07,1994-04-07,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Carlos Octavio Villanueva López,0,0,186,252987,https://cdn5.wyscout.com/photos/players/public/g252987_100x130.png,400000,250,C. Villanueva,False,['MEX'],['Mexico'],"['RB', 'LB']",RB,84,LB,15,,0,4,79,0.02 +17,20,MEX,Mexico,1998-08-03,1998-08-03,2021-06-30,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Eduardo Daniel Aguirre Lara,0,0,172,417749,https://cdn5.wyscout.com/photos/players/public/g417749_100x130.png,400000,38,E. Aguirre,False,['MEX'],['Mexico'],"['CF', 'LCMF']",CF,81,LCMF,12,,0,4,70,0.02 +18,26,MEX,Mexico,1992-12-02,1992-12-02,,0000FF,https://cdn5.wyscout.com/photos/team/public/907_120x120.png,Atlante,Ascenso MX,left,Carlos Andrés Calvo Beristaín,0,0,191,253125,https://cdn5.wyscout.com/photos/players/public/g253125_100x130.png,400000,0,C. Calvo,False,['MEX'],['Mexico'],[],,0,,0,,0,0,86,0.0 +19,39,MEX,Mexico,1980-04-02,1980-04-02,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Carlos Arnoldo Salcido Flores,0,0,170,2396,https://cdn5.wyscout.com/photos/players/public/3731_100x130.png,400000,1502,C. Salcido,False,['MEX'],['Mexico'],"['DMF', 'RCMF', 'RDMF']",DMF,30,RCMF,24,RDMF,12,18,62,0.24 +20,28,ARG,Argentina,1990-11-21,1990-11-21,2021-12-31,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Ramiro González Hernández,0,0,182,234365,https://cdn5.wyscout.com/photos/players/public/g234365_100x130.png,400000,1227,R. González,False,"['ARG', 'CHL']","['Argentina', 'Chile']","['LCB', 'RCB']",LCB,84,RCB,14,,0,15,79,0.59 +21,36,MEX,Mexico,1982-08-27,1982-08-27,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Edgar Adolfo Hernández Tellez,0,0,185,135049,https://cdn5.wyscout.com/photos/players/public/18613_100x130.png,400000,201,E. Hernández,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,2,82,0.0 +22,24,MEX,Mexico,1994-12-22,1994-12-22,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,left,Areli Betsiel Hernández Huerta,0,0,173,253616,https://cdn5.wyscout.com/photos/players/public/g253616_100x130.png,400000,345,A. Hernández,False,['MEX'],['Mexico'],['LB'],LB,100,,0,,0,4,72,0.02 +23,25,MEX,Mexico,1994-07-30,1994-07-30,2020-05-31,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Jordan Jesús Silva Díaz,0,0,190,305947,https://cdn5.wyscout.com/photos/players/public/g305947_100x130.png,400000,25,J. Silva,False,['MEX'],['Mexico'],['LCB'],LCB,100,,0,,0,1,78,0.0 +24,22,PER,Peru,1996-12-28,1996-12-28,,,,,,right,Luiz Humberto da Silva Silva,1,1,181,290705,https://cdn5.wyscout.com/photos/players/public/77115_100x130.png,400000,630,L. da Silva,False,['PER'],['Peru'],"['CF', 'LW']",CF,59,LW,30,,0,11,69,0.82 +25,36,MEX,Mexico,1982-10-15,1982-10-15,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Edgar Melitón Hernández Cabrera,0,0,182,111493,https://cdn5.wyscout.com/photos/players/public/24456_100x130.png,400000,95,E. Hernández,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,1,82,0.0 +26,24,PRY,Paraguay,1995-07-11,1995-07-11,2020-07-07,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Juan Marcelo Escobar Chena,0,0,177,330483,https://cdn5.wyscout.com/photos/players/public/g330483_100x130.png,400000,189,J. Escobar,False,['PRY'],['Paraguay'],"['RB', 'LCB']",RB,62,LCB,32,,0,2,78,0.0 +27,26,MEX,Mexico,1992-09-21,1992-09-21,,0000FF,https://cdn5.wyscout.com/photos/team/public/g1494_120x120.png,Universidad Guadalajara,Ascenso MX,right,Rodrigo Godínez Orozco,0,0,181,253612,https://cdn5.wyscout.com/photos/players/public/g253612_100x130.png,400000,0,R. Godínez,False,['MEX'],['Mexico'],[],,0,,0,,0,0,68,0.0 +28,35,MEX,Mexico,1983-09-04,1983-09-04,,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Leobardo López García,0,0,177,14345,https://cdn5.wyscout.com/photos/players/public/7302_100x130.png,400000,841,L. López,False,['MEX'],['Mexico'],['RCB'],RCB,97,,0,,0,10,74,0.28 +29,26,MEX,Mexico,1993-02-14,1993-02-14,,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Jorge Alberto Sánchez López,0,0,170,202935,https://cdn5.wyscout.com/photos/players/public/g202935_100x130.png,400000,191,J. Sánchez,False,['MEX'],['Mexico'],"['LCMF', 'LCMF3', 'RCMF']",LCMF,50,LCMF3,36,RCMF,13,2,55,0.03 +0,26,ARG,Argentina,1992-08-19,1992-08-19,,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Matías Ezequiel Catalán,1,1,182,244819,https://cdn5.wyscout.com/photos/players/public/g244819_100x130.png,400000,191,M. Catalán,False,"['ARG', 'CHL']","['Argentina', 'Chile']","['RB', 'RB5']",RB,86,RB5,13,,0,2,79,0.21 +1,23,MEX,Mexico,1996-01-19,1996-01-19,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Edson Antonio Gutiérrez Moreno,0,0,176,282512,https://cdn5.wyscout.com/photos/players/public/g282512_100x130.png,400000,882,E. Gutiérrez,False,['MEX'],['Mexico'],"['RB', 'RWB']",RB,65,RWB,25,,0,12,67,0.07 +2,30,ARG,Argentina,1989-03-31,1989-03-31,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Mauro Raúl Fernández,0,0,175,58218,https://cdn5.wyscout.com/photos/players/public/72707_100x130.png,400000,190,M. Fernández,True,"['ARG', 'ESP']","['Argentina', 'Spain']",['RW'],RW,100,,0,,0,2,74,0.0 +3,28,MEX,Mexico,1990-11-26,1990-11-26,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,left,Eder Nicolás Borelli Cap,0,0,167,123955,https://cdn5.wyscout.com/photos/players/public/56375_100x130.png,400000,96,E. Borelli,False,"['MEX', 'ARG']","['Mexico', 'Argentina']",['LB'],LB,100,,0,,0,1,64,0.0 +4,23,MEX,Mexico,1996-04-19,1996-04-19,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,right,Carlos Acevedo López,0,0,182,445480,https://cdn5.wyscout.com/photos/players/public/g445480_100x130.png,400000,349,C. Acevedo,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,4,68,0.0 +5,20,MEX,Mexico,1998-08-21,1998-08-21,2020-07-31,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Jair Alberto Díaz Vázquez,0,0,181,476865,https://cdn5.wyscout.com/photos/players/public/g476865_100x130.png,400000,839,J. Díaz,False,['MEX'],['Mexico'],"['LB', 'LCB3', 'LWB']",LB,67,LCB3,12,LWB,11,10,81,0.13 +6,31,MEX,Mexico,1987-09-03,1987-09-03,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Miguel Ángel Fraga Licona,0,0,184,14500,https://cdn5.wyscout.com/photos/players/public/24338_100x130.png,400000,0,M. Fraga,False,['MEX'],['Mexico'],[],,0,,0,,0,0,83,0.0 +7,38,MEX,Mexico,1981-03-15,1981-03-15,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Yosgart Ernesto Gutiérrez Serna,0,0,189,15237,https://cdn5.wyscout.com/photos/players/public/11045_100x130.png,400000,187,Y. Gutiérrez,True,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,2,86,0.0 +8,29,ARG,Argentina,1990-03-21,1990-03-21,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Fernando Nicolás Meza,0,0,176,67823,https://cdn5.wyscout.com/photos/players/public/30211_100x130.png,400000,1486,F. Meza,False,['ARG'],['Argentina'],"['RB', 'LCB', 'LCMF']",RB,51,LCB,18,LCMF,11,16,74,0.59 +9,24,ECU,Ecuador,1995-01-28,1995-01-28,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,left,Kevin Bryan Mercado Mina,0,0,170,180797,https://cdn5.wyscout.com/photos/players/public/g180797_100x130.png,400000,409,K. Mercado,False,['ECU'],['Ecuador'],"['LW', 'LWB']",LW,73,LWB,17,,0,9,69,0.74 +10,20,MEX,Mexico,1999-05-28,1999-05-28,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,Brian Eduardo Figueroa Flores,0,0,177,489034,https://cdn5.wyscout.com/photos/players/public/g489034_100x130.png,400000,556,B. Figueroa,False,['MEX'],['Mexico'],"['LW', 'CF', 'RW']",LW,30,CF,15,RW,14,13,73,0.51 +11,30,CHL,Chile,1988-11-17,1988-11-17,,000000,https://cdn5.wyscout.com/photos/team/public/4079_120x120.png,Coquimbo Unido,Primera División,right,Esteban Andrés Carvajal Tapia,0,0,172,111837,https://cdn5.wyscout.com/photos/players/public/49425_100x130.png,350000,466,E. Carvajal,False,['CHL'],['Chile'],"['DMF', 'RCMF']",DMF,73,RCMF,15,,0,6,70,0.0 +12,32,MEX,Mexico,1986-09-22,1986-09-22,2019-12-31,FF0000,https://cdn5.wyscout.com/photos/team/public/726_120x120.png,Jaro,Ykkönen,right,Luis Enrique Robles Ramírez,1,1,170,14618,https://cdn5.wyscout.com/photos/players/public/8179_100x130.png,350000,625,L. Robles,False,['MEX'],['Mexico'],"['DMF', 'LCMF', 'RCMF']",DMF,45,LCMF,21,RCMF,17,7,70,0.74 +13,29,MEX,Mexico,1990-03-29,1990-03-29,2020-06-30,FF0000,https://cdn5.wyscout.com/photos/team/public/g9959_120x120.png,Tychy 71,I Liga,right,Carlos Alberto Peña Rodríguez,0,0,178,126405,https://cdn5.wyscout.com/photos/players/public/56502_100x130.png,350000,278,C. Peña,False,['MEX'],['Mexico'],"['AMF', 'RDMF']",AMF,59,RDMF,16,,0,5,75,0.84 +14,26,URY,Uruguay,1992-12-03,1992-12-03,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Joaquín Noy González,0,0,186,322887,https://cdn5.wyscout.com/photos/players/public/g322887_100x130.png,350000,142,J. Noy,True,['URY'],['Uruguay'],"['RCMF', 'LCMF']",RCMF,87,LCMF,12,,0,2,75,0.0 +15,25,USA,USA,1993-08-16,1993-08-16,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,,Bernabé Magaña Cisneros,0,0,186,253960,https://cdn5.wyscout.com/photos/players/public/g253960_100x130.png,300000,0,B. Magaña,False,"['USA', 'MEX']","['USA', 'Mexico']",[],,0,,0,,0,0,87,0.0 +16,24,MEX,Mexico,1995-04-12,1995-04-12,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,left,Rodrigo Armando González Cárdenas,0,0,184,320961,https://cdn5.wyscout.com/photos/players/public/g320961_100x130.png,300000,22,R. González,False,['MEX'],['Mexico'],['LCB'],LCB,100,,0,,0,1,75,0.0 +17,20,MEX,Mexico,1999-01-22,1999-01-22,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,right,Daniel Lajud Martínez,1,1,176,-71583,https://cdn5.wyscout.com/photos/players/public/g-71583_100x130.png,300000,144,D. Lajud,True,['MEX'],['Mexico'],"['RW', 'LW', 'LAMF']",RW,37,LW,27,LAMF,24,4,63,0.2 +18,21,BRA,Brazil,1997-08-29,1997-08-29,,0000FF,https://cdn5.wyscout.com/photos/team/public/g25018_120x120.png,Cimarrones de Sonora,Ascenso MX,right,Pedro Augusto Goulart Da Rosa,0,0,181,-71508,https://cdn5.wyscout.com/photos/players/public/g-71508_100x130.png,300000,186,Pedro Goulart,False,"['BRA', 'MEX']","['Brazil', 'Mexico']",['CF'],CF,100,,0,,0,5,76,0.32 +19,22,MEX,Mexico,1996-12-19,1996-12-19,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,right,Alan Jesús Acosta Montañez,0,0,175,411016,https://cdn5.wyscout.com/photos/players/public/g411016_100x130.png,300000,340,A. Acosta,False,['MEX'],['Mexico'],"['RW', 'RCMF3', 'RAMF']",RW,40,RCMF3,17,RAMF,17,7,78,0.1 +20,21,MEX,Mexico,1998-05-04,1998-05-04,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,left,Salvador Reyes Chávez,0,0,175,417766,https://cdn5.wyscout.com/photos/players/public/g417766_100x130.png,300000,71,S. Reyes,False,['MEX'],['Mexico'],"['LW', 'LAMF']",LW,79,LAMF,20,,0,2,71,0.03 +21,24,MEX,Mexico,1995-04-08,1995-04-08,,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Diego Iván Pineda Juárez,0,0,178,286126,https://cdn5.wyscout.com/photos/players/public/g286126_100x130.png,300000,0,D. Pineda,False,['MEX'],['Mexico'],[],,0,,0,,0,0,77,0.0 +22,21,MEX,Mexico,1998-05-01,1998-05-01,,000000,https://cdn5.wyscout.com/photos/team/public/g5109_120x120.png,Tampico Madero,Ascenso MX,right,José Andrés Ávila De Santiago,0,0,177,472569,https://cdn5.wyscout.com/photos/players/public/g472569_100x130.png,300000,69,J. Ávila,True,['MEX'],['Mexico'],"['LW', 'RWF', 'LWF']",LW,42,RWF,32,LWF,12,4,65,0.24 +23,19,CUB,Cuba,2000-06-02,2000-06-02,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,left,Pedro Pablo Campos Olavarría,0,0,171,475880,https://cdn5.wyscout.com/photos/players/public/g475880_100x130.png,300000,32,P. Campos,False,"['CUB', 'CHL']","['Cuba', 'Chile']",['LW'],LW,99,,0,,0,3,61,0.0 +24,22,MEX,Mexico,1996-08-13,1996-08-13,,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Iván Fernando Ochoa Chávez,0,0,182,289458,https://cdn5.wyscout.com/photos/players/public/g289458_100x130.png,300000,51,I. Ochoa,False,['MEX'],['Mexico'],"['RCMF3', 'LCMF']",RCMF3,75,LCMF,19,,0,3,70,0.0 +25,22,MEX,Mexico,1996-10-12,1996-10-12,,FF0000,https://cdn5.wyscout.com/photos/team/public/3254_120x120.png,Correcaminos UAT,Ascenso MX,right,Cristian Alejandro Torres Frausto,0,0,181,336347,https://cdn5.wyscout.com/photos/players/public/g336347_100x130.png,300000,0,C. Torres,False,['MEX'],['Mexico'],[],,0,,0,,0,0,78,0.0 +26,20,MEX,Mexico,1999-02-28,1999-02-28,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Eric David Cantú Guerrero,0,0,171,-75944,https://cdn5.wyscout.com/photos/players/public/g-75944_100x130.png,300000,944,E. Cantú,False,['MEX'],['Mexico'],"['LCMF', 'RB', 'LDMF']",LCMF,25,RB,24,LDMF,15,13,60,0.21 +27,25,MEX,Mexico,1993-08-25,1993-08-25,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Luis Alberto López López,0,0,188,252810,https://cdn5.wyscout.com/photos/players/public/g252810_100x130.png,300000,0,L. López,False,['MEX'],['Mexico'],[],,0,,0,,0,0,81,0.0 +28,26,MEX,Mexico,1993-06-15,1993-06-15,,000000,https://cdn5.wyscout.com/photos/team/public/g23674_120x120.png,Club Atlético Zacatepec,Ascenso MX,left,José Antonio Alfaro Vázquez,0,0,188,437544,https://cdn5.wyscout.com/photos/players/public/g437544_100x130.png,300000,83,José Alfaro,True,"['MEX', 'USA']","['Mexico', 'USA']",['LB'],LB,100,,0,,0,1,86,0.04 +29,18,MEX,Mexico,2001-02-10,2001-02-10,,000000,https://cdn5.wyscout.com/photos/team/public/g36646_120x120.png,Necaxa U20,U20 League,right,Ricardo Saúl Monreal Morales,0,0,176,490031,https://cdn5.wyscout.com/photos/players/public/g490031_100x130.png,300000,121,R. Monreal,False,['MEX'],['Mexico'],"['LWF', 'RW']",LWF,88,RW,11,,0,2,62,0.12 +0,27,MEX,Mexico,1992-01-20,1992-01-20,,000000,https://cdn5.wyscout.com/photos/team/public/3289_120x120.png,Lobos BUAP,,left,Jorge Alejandro Zárate Careaga,0,0,167,120135,https://cdn5.wyscout.com/photos/players/public/53609_100x130.png,300000,0,J. Zárate,False,['MEX'],['Mexico'],[],,0,,0,,0,0,64,0.0 +1,32,MEX,Mexico,1987-05-04,1987-05-04,,008000,https://cdn5.wyscout.com/photos/team/public/g24935_120x120.png,Alebrijes de Oaxaca,Ascenso MX,right,José Francisco Canales García,0,0,184,41557,https://cdn5.wyscout.com/photos/players/public/35650_100x130.png,300000,92,F. Canales,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,1,75,0.0 +2,21,MEX,Mexico,1998-05-04,1998-05-04,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,left,Salvador Reyes Chávez,0,0,175,417766,https://cdn5.wyscout.com/photos/players/public/g417766_100x130.png,300000,71,S. Reyes,False,['MEX'],['Mexico'],"['LW', 'LAMF']",LW,79,LAMF,20,,0,2,71,0.03 +3,20,MEX,Mexico,1999-02-28,1999-02-28,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Eric David Cantú Guerrero,0,0,171,-75944,https://cdn5.wyscout.com/photos/players/public/g-75944_100x130.png,300000,944,E. Cantú,False,['MEX'],['Mexico'],"['LCMF', 'RB', 'LDMF']",LCMF,25,RB,24,LDMF,15,13,60,0.21 +4,35,ARG,Argentina,1984-05-06,1984-05-06,,ff0000,https://cdn5.wyscout.com/photos/team/public/485_120x120.png,Cerro Porteño,Division Profesional,right,Juan Pablo Carrizo,0,0,187,10372,https://cdn5.wyscout.com/photos/players/public/2020_100x130.png,300000,0,J. Carrizo,False,['ARG'],['Argentina'],[],,0,,0,,0,0,89,0.0 +5,23,MEX,Mexico,1996-01-27,1996-01-27,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Alejandro Díaz Liceága,0,0,175,289414,https://cdn5.wyscout.com/photos/players/public/g289414_100x130.png,300000,394,A. Díaz,False,['MEX'],['Mexico'],"['CF', 'AMF', 'LWF']",CF,70,AMF,12,LWF,11,11,66,0.44 +6,20,MEX,Mexico,1998-09-10,1998-09-10,,008000,https://cdn5.wyscout.com/photos/team/public/g24935_120x120.png,Alebrijes de Oaxaca,Ascenso MX,left,Antonio Santos Sánchez Saavedra,0,0,181,438410,https://cdn5.wyscout.com/photos/players/public/g438410_100x130.png,300000,0,A. Sánchez,True,['MEX'],['Mexico'],[],,0,,0,,0,0,72,0.0 +7,21,MEX,Mexico,1998-06-30,1998-06-30,,000000,https://cdn5.wyscout.com/photos/team/public/g9832_120x120.png,Tudelano,Segunda B,left,Edson Enrique Torres Ulloa,0,0,165,450220,https://cdn5.wyscout.com/photos/players/public/g450220_100x130.png,300000,116,E. Torres,True,['MEX'],['Mexico'],"['RWF', 'RW', 'LW']",RWF,24,RW,17,LW,15,9,55,0.03 +8,20,MEX,Mexico,1999-02-22,1999-02-22,,000000,https://cdn5.wyscout.com/photos/team/public/g26260_120x120.png,Pachuca U20,U20 League,,Efraín Orona Zavala,0,0,181,473521,https://cdn5.wyscout.com/photos/players/public/g473521_100x130.png,300000,61,E. Orona,False,['MEX'],['Mexico'],"['LCB', 'RDMF']",LCB,73,RDMF,26,,0,2,68,0.0 +9,20,MEX,Mexico,1999-02-04,1999-02-04,,000000,https://cdn5.wyscout.com/photos/team/public/g26262_120x120.png,Guadalajara U20,U20 League,,Gilberto Sepúlveda López,0,0,180,-50024,https://cdn5.wyscout.com/photos/players/public/g-50024_100x130.png,300000,0,G. Sepúlveda,False,['MEX'],['Mexico'],[],,0,,0,,0,0,79,0.0 +10,22,MEX,Mexico,1997-04-10,1997-04-10,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,,Antonio De Jesús López Amenábar,0,0,172,-88385,https://cdn5.wyscout.com/photos/players/public/g-88385_100x130.png,300000,343,A. López,False,['MEX'],['Mexico'],"['LWB', 'LB', 'LAMF']",LWB,31,LB,19,LAMF,17,16,66,0.2 +11,21,MEX,Mexico,1998-07-27,1998-07-27,,008000,https://cdn5.wyscout.com/photos/team/public/3282_120x120.png,León,Liga MX,right,Jorge Roberto Díaz Price,0,0,176,-71487,https://cdn5.wyscout.com/photos/players/public/g-71487_100x130.png,300000,236,J. Díaz,False,['MEX'],['Mexico'],"['RAMF', 'RW', 'LW']",RAMF,37,RW,23,LW,10,10,65,0.73 +12,22,USA,USA,1996-11-27,1996-11-27,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Fernando David Arce Juárez,0,0,184,333471,https://cdn5.wyscout.com/photos/players/public/g333471_100x130.png,300000,12,F. Arce,False,"['USA', 'MEX']","['USA', 'Mexico']",['LCMF'],LCMF,100,,0,,0,1,77,0.0 +13,27,MEX,Mexico,1992-07-29,1992-07-29,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Gil Esaul Alcalá Barba,0,0,179,394205,https://cdn5.wyscout.com/photos/players/public/g394205_100x130.png,300000,1144,G. Alcalá,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,12,74,0.0 +14,19,MEX,Mexico,1999-09-09,1999-09-09,2020-07-30,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Antonio Nava Cid,1,1,169,472040,https://cdn5.wyscout.com/photos/players/public/g472040_100x130.png,300000,333,A. Nava,False,['MEX'],['Mexico'],"['RW', 'RWF']",RW,79,RWF,14,,0,7,67,0.73 +15,28,MEX,Mexico,1991-07-03,1991-07-03,,,,,,right,Hugo Cid Sánchez,0,0,183,187277,https://cdn5.wyscout.com/photos/players/public/g187277_100x130.png,300000,0,H. Cid,False,['MEX'],['Mexico'],[],,0,,0,,0,0,72,0.0 +16,19,MEX,Mexico,1999-10-27,1999-10-27,2020-05-31,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,right,Josué Misael Domínguez González,0,0,159,451682,https://cdn5.wyscout.com/photos/players/public/g451682_100x130.png,300000,170,Josué Domínguez,False,['MEX'],['Mexico'],"['AMF', 'LCMF3', 'CF']",AMF,30,LCMF3,29,CF,19,7,55,0.04 +17,36,MEX,Mexico,1983-05-12,1983-05-12,,,,,,right,Francisco Javier Torres Zamores,0,0,171,15227,https://cdn5.wyscout.com/photos/players/public/11027_100x130.png,300000,35,F. Torres,False,['MEX'],['Mexico'],"['RCMF', 'RDMF', 'LCMF']",RCMF,36,RDMF,29,LCMF,26,4,70,0.18 +18,34,MEX,Mexico,1985-02-01,1985-02-01,,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Noé Maya Vilchis,0,0,174,52682,https://cdn5.wyscout.com/photos/players/public/28153_100x130.png,300000,175,N. Maya,False,['MEX'],['Mexico'],"['RCMF', 'DMF', 'LCMF']",RCMF,45,DMF,39,LCMF,14,2,76,0.0 +19,29,MEX,Mexico,1990-05-12,1990-05-12,2020-06-30,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,left,Dionicio Manuel Escalante Moreno,0,0,180,86647,https://cdn5.wyscout.com/photos/players/public/55360_100x130.png,300000,191,D. Escalante,False,['MEX'],['Mexico'],"['LB', 'LB5']",LB,86,LB5,13,,0,2,83,0.0 +20,25,ESP,Spain,1994-02-04,1994-02-04,,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,left,Unai Bilbao Arteta,0,0,192,185512,https://cdn5.wyscout.com/photos/players/public/g185512_100x130.png,300000,191,Unai Bilbao,False,['ESP'],['Spain'],"['LCB', 'CB']",LCB,86,CB,13,,0,2,80,0.07 +21,27,MEX,Mexico,1991-12-19,1991-12-19,,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Roberto Alejandro Salcedo Reynoso,0,0,184,231371,https://cdn5.wyscout.com/photos/players/public/83340_100x130.png,300000,0,R. Salcedo,False,['MEX'],['Mexico'],[],,0,,0,,0,0,78,0.0 +22,22,MEX,Mexico,1996-08-26,1996-08-26,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Raúl Damián Torres Rodríguez,0,0,172,490843,https://cdn5.wyscout.com/photos/players/public/g490843_100x130.png,300000,144,R. Torres,False,['MEX'],['Mexico'],"['RCMF3', 'RWF', 'RW']",RCMF3,31,RWF,24,RW,23,2,58,0.0 +23,21,MEX,Mexico,1998-01-09,1998-01-09,2020-07-01,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Juan José Sánchez Purata,0,0,187,503141,https://cdn5.wyscout.com/photos/players/public/g503141_100x130.png,300000,215,J. Sánchez,False,['MEX'],['Mexico'],"['RCB3', 'RCB']",RCB3,70,RCB,21,,0,4,78,0.25 +24,32,MEX,Mexico,1987-06-18,1987-06-18,,,,,,right,Omar Arellano Riverón,0,0,174,14361,https://cdn5.wyscout.com/photos/players/public/7337_100x130.png,250000,20,O. Arellano,False,['MEX'],['Mexico'],['RW'],RW,100,,0,,0,2,70,0.0 +25,24,MEX,Mexico,1995-04-07,1995-04-07,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,right,José Alberto Castillo Ramírez,0,0,187,494091,https://cdn5.wyscout.com/photos/players/public/g494091_100x130.png,200000,0,J. Castillo,False,['MEX'],['Mexico'],[],,0,,0,,0,0,84,0.0 +26,46,MEX,Mexico,1973-02-01,1973-02-01,,0000ff,https://cdn5.wyscout.com/photos/team/public/463_120x120.png,Pachuca,Liga MX,right,Óscar Pérez Rojas,0,0,172,15235,https://cdn5.wyscout.com/photos/players/public/11046_100x130.png,200000,190,Ó. Pérez,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,2,76,0.0 +27,26,MEX,Mexico,1992-12-16,1992-12-16,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,right,Eduardo Fernández López,0,0,191,233116,https://cdn5.wyscout.com/photos/players/public/83384_100x130.png,200000,0,E. Fernandez,False,"['MEX', 'USA']","['Mexico', 'USA']",[],,0,,0,,0,0,77,0.0 +28,24,MEX,Mexico,1995-05-20,1995-05-20,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,,David Aymerich Barroso,0,0,174,-89599,https://cdn5.wyscout.com/photos/players/public/g-89599_100x130.png,200000,0,D. Aymerich Barroso,False,['MEX'],['Mexico'],[],,0,,0,,0,0,74,0.0 +29,26,MEX,Mexico,1993-05-21,1993-05-21,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,left,Jesús Iván Rodríguez Trujillo,0,0,184,235469,https://cdn5.wyscout.com/photos/players/public/g235469_100x130.png,200000,284,Jesús Rodríguez,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,4,78,0.0 +0,21,BOL,Bolivia,1997-11-15,1997-11-15,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,right,Luis Fernando Haquin,0,0,180,446444,https://cdn5.wyscout.com/photos/players/public/g446444_100x130.png,200000,399,L. Haquin,False,['BOL'],['Bolivia'],"['RCB3', 'RCB']",RCB3,55,RCB,43,,0,7,76,0.04 +1,20,MEX,Mexico,1999-04-03,1999-04-03,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Luis Armando Martínez Aguilar,0,0,176,-66811,https://cdn5.wyscout.com/photos/players/public/g-66811_100x130.png,200000,338,L. Martínez,False,['MEX'],['Mexico'],['RB'],RB,100,,0,,0,5,77,0.0 +2,19,MEX,Mexico,2000-04-04,2000-04-04,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Luis Javier Gamíz Ávila,0,0,172,479905,https://cdn5.wyscout.com/photos/players/public/g479905_100x130.png,200000,7,L. Gamíz,False,['MEX'],['Mexico'],['LCMF'],LCMF,100,,0,,0,1,68,0.0 +3,20,MEX,Mexico,1999-02-05,1999-02-05,2024-07-01,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,,Carlos Gutiérrez Estefa,0,0,174,-88412,https://cdn5.wyscout.com/photos/players/public/g-88412_100x130.png,200000,0,C. Gutiérrez,False,['MEX'],['Mexico'],[],,0,,0,,0,0,64,0.0 +4,19,MEX,Mexico,1999-08-13,1999-08-13,,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,,Diego Hernández Jiménez,0,0,173,-87216,https://cdn5.wyscout.com/photos/players/public/g-87216_100x130.png,200000,13,D. Hernández,True,['MEX'],['Mexico'],['LAMF'],LAMF,100,,0,,0,1,80,0.0 +5,21,MEX,Mexico,1998-03-18,1998-03-18,,000000,https://cdn5.wyscout.com/photos/team/public/4433_120x120.png,Celaya,Ascenso MX,left,Ricardo Marín Sánchez,0,0,181,417750,https://cdn5.wyscout.com/photos/players/public/g417750_100x130.png,200000,35,R. Marín,True,['MEX'],['Mexico'],['CF'],CF,100,,0,,0,2,71,0.0 +6,22,MEX,Mexico,1997-01-23,1997-01-23,,000000,https://cdn5.wyscout.com/photos/team/public/g5109_120x120.png,Tampico Madero,Ascenso MX,right,Edyairth Alberto Ortega Alatorre,0,0,176,-72285,https://cdn5.wyscout.com/photos/players/public/g-72285_100x130.png,200000,167,E. Ortega,True,['MEX'],['Mexico'],"['RCMF', 'RW', 'RAMF']",RCMF,46,RW,42,RAMF,10,4,61,0.0 +7,21,MEX,Mexico,1998-03-01,1998-03-01,,000000,https://cdn5.wyscout.com/photos/team/public/g5109_120x120.png,Tampico Madero,Ascenso MX,left,Edson Aldair García Martínez,0,0,183,476560,https://cdn5.wyscout.com/photos/players/public/g476560_100x130.png,200000,998,E. García,True,['MEX'],['Mexico'],"['LCB', 'CB', 'LCB3']",LCB,68,CB,16,LCB3,11,12,84,0.11 +8,25,ARG,Argentina,1994-02-25,1994-02-25,,000000,https://cdn5.wyscout.com/photos/team/public/3253_120x120.png,Dorados,Ascenso MX,left,Gustavo Damián Canto,0,0,183,290030,https://cdn5.wyscout.com/photos/players/public/g290030_100x130.png,200000,836,G. Canto,False,['ARG'],['Argentina'],['LCB'],LCB,94,,0,,0,11,80,0.28 +9,20,MEX,Mexico,1999-06-15,1999-06-15,2020-06-30,000000,https://cdn5.wyscout.com/photos/team/public/g23674_120x120.png,Club Atlético Zacatepec,Ascenso MX,left,Oswaldo Jesus Leon Montoya,0,0,188,-86119,https://cdn5.wyscout.com/photos/players/public/g-86119_100x130.png,200000,0,O. León,False,['MEX'],['Mexico'],[],,0,,0,,0,0,88,0.0 +10,25,PER,Peru,1994-04-05,1994-04-05,2021-06-30,000000,https://cdn5.wyscout.com/photos/team/public/g23674_120x120.png,Club Atlético Zacatepec,Ascenso MX,right,Alejandro Cristoph Duarte Preuss,0,0,183,180905,https://cdn5.wyscout.com/photos/players/public/45350_100x130.png,200000,92,A. Duarte,False,['PER'],['Peru'],['GK'],GK,100,,0,,0,1,79,0.0 +11,21,MEX,Mexico,1998-03-05,1998-03-05,,000000,https://cdn5.wyscout.com/photos/team/public/g23674_120x120.png,Club Atlético Zacatepec,Ascenso MX,right,Daniel Alejandro Zamora Hernández,0,0,186,503139,https://cdn5.wyscout.com/photos/players/public/g503139_100x130.png,200000,0,D. Zamora,False,['MEX'],['Mexico'],[],,0,,0,,0,0,78,0.0 +12,19,MEX,Mexico,2000-01-27,2000-01-27,,000000,https://cdn5.wyscout.com/photos/team/public/g36646_120x120.png,Necaxa U20,U20 League,right,Ángel David Alonzo Meneses,0,0,185,-71486,https://cdn5.wyscout.com/photos/players/public/g-71486_100x130.png,200000,0,Á. Alonzo,False,['MEX'],['Mexico'],[],,0,,0,,0,0,72,0.0 +13,25,MEX,Mexico,1994-02-04,1994-02-04,,000000,https://cdn5.wyscout.com/photos/team/public/g23677_120x120.png,Loros Universidad,Ascenso MX,right,Alejandro Jair Peláez Correa,0,0,185,397322,https://cdn5.wyscout.com/photos/players/public/g397322_100x130.png,200000,0,J. Peláez,True,['MEX'],['Mexico'],[],,0,,0,,0,0,80,0.0 +14,24,MEX,Mexico,1995-03-17,1995-03-17,,000000,https://cdn5.wyscout.com/photos/team/public/g24706_120x120.png,Necaxa II,,right,Jesús Zaid Veyna Montes,0,0,175,403437,https://cdn5.wyscout.com/photos/players/public/g403437_100x130.png,200000,93,J. Veyna,False,['MEX'],['Mexico'],['RCB'],RCB,100,,0,,0,1,65,0.0 +15,21,MEX,Mexico,1998-02-26,1998-02-26,,000000,https://cdn5.wyscout.com/photos/team/public/3253_120x120.png,Dorados,Ascenso MX,right,Cristian Osvaldo González Bautista,0,0,170,417758,https://cdn5.wyscout.com/photos/players/public/g417758_100x130.png,200000,285,Osvaldo González,False,['MEX'],['Mexico'],"['RB', 'RCB']",RB,67,RCB,32,,0,3,65,0.01 +16,22,MEX,Mexico,1997-03-02,1997-03-02,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Luis Ángel Malagón Velázquez,0,0,179,433097,https://cdn5.wyscout.com/photos/players/public/g433097_100x130.png,200000,481,A. Malagón,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,5,77,0.0 +17,21,MEX,Mexico,1998-05-25,1998-05-25,,008000,https://cdn5.wyscout.com/photos/team/public/3291_120x120.png,Cafetaleros de Chiapas,Ascenso MX,left,Jhory Misael Celaya Guerra,0,0,168,491273,https://cdn5.wyscout.com/photos/players/public/g491273_100x130.png,200000,0,J. Celaya,True,['MEX'],['Mexico'],[],,0,,0,,0,0,62,0.0 +18,27,MEX,Mexico,1991-11-25,1991-11-25,,FF0000,https://cdn5.wyscout.com/photos/team/public/434_120x120.png,Panionios,Super League,right,Pedro Arce Latapí,0,0,175,285104,https://cdn5.wyscout.com/photos/players/public/g285104_100x130.png,200000,0,P. Arce,False,['MEX'],['Mexico'],[],,0,,0,,0,0,68,0.0 +19,23,MEX,Mexico,1996-05-23,1996-05-23,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,,Antonio Ignacio Torres Carrillo,0,0,189,319465,https://cdn5.wyscout.com/photos/players/public/g319465_100x130.png,200000,0,A. Torres,False,['MEX'],['Mexico'],[],,0,,0,,0,0,83,0.0 +20,21,MEX,Mexico,1998-04-12,1998-04-12,2020-07-31,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,,Joel Raymundo García Chacón,0,0,185,417756,https://cdn5.wyscout.com/photos/players/public/g417756_100x130.png,200000,0,J. García,False,['MEX'],['Mexico'],[],,0,,0,,0,0,72,0.0 +21,26,MEX,Mexico,1993-04-28,1993-04-28,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Eduardo Pérez Reyes,0,0,178,306496,https://cdn5.wyscout.com/photos/players/public/g306496_100x130.png,200000,58,E. Pérez,False,['MEX'],['Mexico'],['CF'],CF,100,,0,,0,1,72,0.05 +22,22,ARG,Argentina,1997-07-16,1997-07-16,,0000FF,https://cdn5.wyscout.com/photos/team/public/g25018_120x120.png,Cimarrones de Sonora,Ascenso MX,left,Pablo Leandro Gómez,0,0,166,474711,https://cdn5.wyscout.com/photos/players/public/g474711_100x130.png,200000,96,P. Gómez,False,['ARG'],['Argentina'],"['LW', 'RW']",LW,53,RW,46,,0,4,60,0.16 +23,22,MEX,Mexico,1997-06-17,1997-06-17,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,left,Ricardo Daniel Gutiérrez Hernández,0,0,181,-72642,https://cdn5.wyscout.com/photos/players/public/g-72642_100x130.png,200000,0,R. Gutiérrez,False,['MEX'],['Mexico'],[],,0,,0,,0,0,77,0.0 +24,20,MEX,Mexico,1999-03-09,1999-03-09,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Mario Alejandro Trejo Castro,0,0,181,-66799,https://cdn5.wyscout.com/photos/players/public/g-66799_100x130.png,200000,27,M. Trejo,False,['MEX'],['Mexico'],"['RB', 'LCB3']",RB,59,LCB3,40,,0,1,71,0.01 +25,40,MEX,Mexico,1979-07-21,1979-07-21,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Luis Ernesto Michel Vergara,0,0,182,10079,https://cdn5.wyscout.com/photos/players/public/7324_100x130.png,200000,0,L. Michel,False,['MEX'],['Mexico'],[],,0,,0,,0,0,76,0.0 +26,31,MEX,Mexico,1988-01-06,1988-01-06,,0000ff,https://cdn5.wyscout.com/photos/team/public/1648_120x120.png,Querétaro,Liga MX,right,Javier Darío Romo Barrón,0,0,184,41585,https://cdn5.wyscout.com/photos/players/public/63943_100x130.png,200000,0,J. Romo,False,['MEX'],['Mexico'],[],,0,,0,,0,0,81,0.0 +27,26,MEX,Mexico,1993-04-10,1993-04-10,,000000,https://cdn5.wyscout.com/photos/team/public/4433_120x120.png,Celaya,Ascenso MX,left,Luis Alberto Lozoya Mendoza,0,0,174,350365,https://cdn5.wyscout.com/photos/players/public/g350365_100x130.png,200000,0,A. Lozoya,False,['MEX'],['Mexico'],[],,0,,0,,0,0,71,0.0 +28,21,MEX,Mexico,1997-08-19,1997-08-19,2020-05-31,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,,Alan Medina Camacho,3,3,182,492467,https://cdn5.wyscout.com/photos/players/public/g492467_100x130.png,200000,909,A. Medina,False,['MEX'],['Mexico'],['RCMF3'],RCMF3,67,,0,,0,15,74,1.81 +29,36,MEX,Mexico,1982-12-14,1982-12-14,,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Edmundo Iván Vázquez Mellado Pérez,0,0,182,15265,https://cdn5.wyscout.com/photos/players/public/31366_100x130.png,200000,190,E. Vázquez Mellado,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,2,80,0.0 +0,33,BRA,Brazil,1985-09-03,1985-09-03,2020-05-31,008f00,https://cdn5.wyscout.com/photos/team/public/g33716_120x120.png,FC Juárez,Liga MX,right,Leandro Carrijo Silva,0,0,186,115272,https://cdn5.wyscout.com/photos/players/public/g115272_100x130.png,200000,0,Leandro Carrijo,False,['BRA'],['Brazil'],[],,0,,0,,0,0,87,0.0 +1,19,MEX,Mexico,2000-06-02,2000-06-02,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,,Idekel Albertoz Domínguez Rodríguez,0,0,171,-72291,https://cdn5.wyscout.com/photos/players/public/g-72291_100x130.png,200000,708,I. Domínguez,False,['MEX'],['Mexico'],"['LB', 'RB']",LB,86,RB,13,,0,8,64,0.03 +2,20,ARG,Argentina,1998-11-13,1998-11-13,,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Germán Berterame,0,0,178,398821,https://cdn5.wyscout.com/photos/players/public/g398821_100x130.png,150000,11,Germán Berterame,True,['ARG'],['Argentina'],['CF'],CF,100,,0,,0,1,65,0.0 +3,21,MEX,Mexico,1997-09-28,1997-09-28,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,,Adolfo Enrique Hernández Sotelo,0,0,183,-71587,https://cdn5.wyscout.com/photos/players/public/g-71587_100x130.png,100000,59,A. Hernández,False,['MEX'],['Mexico'],['CF'],CF,100,,0,,0,3,81,0.02 +4,21,ECU,Ecuador,1998-04-21,1998-04-21,2019-12-31,ff0000,https://cdn5.wyscout.com/photos/team/public/682_120x120.png,Veracruz,Liga MX,right,Yeison Guerrero Perea,0,0,167,425843,https://cdn5.wyscout.com/photos/players/public/g425843_100x130.png,100000,23,Y. Guerrero,False,['ECU'],['Ecuador'],['LAMF'],LAMF,100,,0,,0,1,66,0.0 +5,21,MEX,Mexico,1997-12-10,1997-12-10,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,,Josué Emmanuel Reyes Santacruz,0,0,180,-78688,https://cdn5.wyscout.com/photos/players/public/g-78688_100x130.png,100000,0,J. Reyes,False,['MEX'],['Mexico'],[],,0,,0,,0,0,77,0.0 +6,19,MEX,Mexico,2000-02-26,2000-02-26,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,left,Alexis Hazael Gutiérrez Torres,0,0,173,479899,https://cdn5.wyscout.com/photos/players/public/g479899_100x130.png,100000,9,A. Gutiérrez,False,['MEX'],['Mexico'],['LCMF'],LCMF,100,,0,,0,1,74,0.0 +7,17,MEX,Mexico,2002-01-22,2002-01-22,,0000ff,https://cdn5.wyscout.com/photos/team/public/590_120x120.png,Cruz Azul,Liga MX,,Jorge Luis García Rivas,0,0,0,499200,https://cdn5.wyscout.com/photos/players/public/g499200_100x130.png,100000,7,J. García,False,['MEX'],['Mexico'],"['RDMF', 'RCMF']",RDMF,58,RCMF,41,,0,1,0,0.0 +8,21,MEX,Mexico,1998-07-16,1998-07-16,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,left,Francisco Eduardo Venegas Moreno,2,2,173,417772,https://cdn5.wyscout.com/photos/players/public/g417772_100x130.png,100000,688,F. Venegas,False,['MEX'],['Mexico'],"['LB', 'LWB']",LB,71,LWB,28,,0,8,58,0.65 +9,22,MEX,Mexico,1997-02-16,1997-02-16,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,,Santiago Noé Ramírez Acosta,0,0,180,-90945,https://cdn5.wyscout.com/photos/players/public/g-90945_100x130.png,100000,0,S. Ramírez Acosta,False,['MEX'],['Mexico'],[],,0,,0,,0,0,79,0.0 +10,25,MEX,Mexico,1994-02-04,1994-02-04,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,,Santiago Gabriel Ormeño Zayas,0,0,186,-88610,https://cdn5.wyscout.com/photos/players/public/g-88610_100x130.png,100000,56,S. Ormeño Zayas,False,['MEX'],['Mexico'],"['AMF', 'RCMF']",AMF,68,RCMF,31,,0,3,82,0.0 +11,19,MEX,Mexico,2000-03-14,2000-03-14,,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Daniel Guadalupe López Valdez,1,1,168,479904,https://cdn5.wyscout.com/photos/players/public/g479904_100x130.png,100000,96,D. López,False,['MEX'],['Mexico'],"['CF', 'LAMF']",CF,78,LAMF,21,,0,5,65,0.16 +12,18,MEX,Mexico,2000-11-18,2000-11-18,2021-05-31,ff0000,https://cdn5.wyscout.com/photos/team/public/3288_120x120.png,Tijuana,Liga MX,right,Carlos Alberto Higuera de los Ríos,0,0,182,519688,https://cdn5.wyscout.com/photos/players/public/g519688_100x130.png,100000,95,C. Higuera,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,1,77,0.0 +13,21,MEX,Mexico,1998-03-30,1998-03-30,2020-07-31,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,right,Claudio Zamudio Godínez,0,0,170,417773,https://cdn5.wyscout.com/photos/players/public/g417773_100x130.png,100000,0,C. Zamudio,False,['MEX'],['Mexico'],[],,0,,0,,0,0,66,0.0 +14,23,MEX,Mexico,1996-06-22,1996-06-22,,ff0000,https://cdn5.wyscout.com/photos/team/public/874_120x120.png,Toluca,Liga MX,right,Ramón Pasquel Colin,0,0,181,422001,https://cdn5.wyscout.com/photos/players/public/g422001_100x130.png,100000,0,R. Pasquel,False,['MEX'],['Mexico'],[],,0,,0,,0,0,76,0.0 +15,20,MEX,Mexico,1999-05-09,1999-05-09,2020-12-31,0000FF,https://cdn5.wyscout.com/photos/team/public/907_120x120.png,Atlante,Ascenso MX,right,Bryan Alexis Reyes Domínguez,0,0,166,-87742,https://cdn5.wyscout.com/photos/players/public/g-87742_100x130.png,100000,0,B. Reyes,False,['MEX'],['Mexico'],[],,0,,0,,0,0,64,0.0 +16,37,ESP,Spain,1982-02-02,1982-02-02,,0000FF,https://cdn5.wyscout.com/photos/team/public/g24936_120x120.png,Atlético de San Luis,Liga MX,right,Pedro Mario Álvarez Abrante,0,0,178,4555,https://cdn5.wyscout.com/photos/players/public/3392_100x130.png,100000,70,Mario,False,['ESP'],['Spain'],['RCB'],RCB,100,,0,,0,1,75,0.0 +17,20,MEX,Mexico,1998-09-14,1998-09-14,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,,José Antonio Cobián Ruíz,0,0,176,472555,https://cdn5.wyscout.com/photos/players/public/g472555_100x130.png,100000,45,J. Cobián,False,['MEX'],['Mexico'],['LAMF'],LAMF,100,,0,,0,1,69,0.0 +18,18,CHL,Chile,2000-12-28,2000-12-28,,000000,https://cdn5.wyscout.com/photos/team/public/683_120x120.png,Necaxa,Liga MX,right,Martín Alonso Lara Collao,0,0,172,475876,https://cdn5.wyscout.com/photos/players/public/g475876_100x130.png,100000,0,M. Lara,False,['CHL'],['Chile'],[],,0,,0,,0,0,65,0.0 +19,23,MEX,Mexico,1996-01-12,1996-01-12,,000000,https://cdn5.wyscout.com/photos/team/public/591_120x120.png,Monterrey,Liga MX,right,Edson Alan Reséndez Sánchez,0,0,181,289461,https://cdn5.wyscout.com/photos/players/public/g289461_100x130.png,100000,97,E. Reséndez,False,['MEX'],['Mexico'],['GK'],GK,100,,0,,0,1,82,0.0 +20,22,MEX,Mexico,1997-06-13,1997-06-13,,000000,https://cdn5.wyscout.com/photos/team/public/g23674_120x120.png,Club Atlético Zacatepec,Ascenso MX,,César Giovanni Estrada Vázquez,0,0,183,-81545,https://cdn5.wyscout.com/photos/players/public/g-81545_100x130.png,100000,0,C. Estrada,True,['MEX'],['Mexico'],[],,0,,0,,0,0,74,0.0 +21,21,MEX,Mexico,1998-01-17,1998-01-17,2022-07-31,000000,https://cdn5.wyscout.com/photos/team/public/g23674_120x120.png,Club Atlético Zacatepec,Ascenso MX,right,Iván Jared Moreno Füguemann,0,0,167,-78671,https://cdn5.wyscout.com/photos/players/public/g-78671_100x130.png,100000,12,I. Moreno,True,['MEX'],['Mexico'],['RAMF'],RAMF,100,,0,,0,1,61,0.0 +22,21,USA,USA,1998-04-24,1998-04-24,,000000,https://cdn5.wyscout.com/photos/team/public/g18413_120x120.png,Orange County Blues,USL Championship,left,Edson Eduardo Alvarado Torres,0,0,180,-89609,https://cdn5.wyscout.com/photos/players/public/g-89609_100x130.png,100000,95,E. Alvarado,False,"['USA', 'MEX']","['USA', 'Mexico']",['CF'],CF,100,,0,,0,1,71,0.79 +23,21,MEX,Mexico,1998-03-16,1998-03-16,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,left,Jonathan Estrada Barajas,0,0,182,479537,https://cdn5.wyscout.com/photos/players/public/g479537_100x130.png,100000,0,J. Estrada,False,['MEX'],['Mexico'],[],,0,,0,,0,0,75,0.0 +24,19,HND,Honduras,1999-09-09,1999-09-09,,000000,https://cdn5.wyscout.com/photos/team/public/g32868_120x120.png,Real Monarchs,USL Championship,right,Cristian Neptali Cálix Alvarado,0,0,165,468401,https://cdn5.wyscout.com/photos/players/public/g468401_100x130.png,100000,0,C. Cálix,True,['HND'],['Honduras'],[],,0,,0,,0,0,60,0.0 +25,21,MEX,Mexico,1997-09-09,1997-09-09,,,,,,right,Fernando González Delfín,0,0,166,409212,https://cdn5.wyscout.com/photos/players/public/g409212_100x130.png,100000,23,F. González,False,['MEX'],['Mexico'],"['AMF', 'LWB']",AMF,64,LWB,35,,0,2,60,0.0 +26,20,MEX,Mexico,1999-05-08,1999-05-08,,008000,https://cdn5.wyscout.com/photos/team/public/589_120x120.png,Santos Laguna,Liga MX,,Adrián Lozano Magallanes,1,1,0,-86647,https://cdn5.wyscout.com/photos/players/public/g-86647_100x130.png,100000,157,A. Lozano,False,['MEX'],['Mexico'],"['CF', 'RW']",CF,58,RW,35,,0,2,0,0.23 +27,20,MEX,Mexico,1998-11-19,1998-11-19,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,left,José de Jesus González Muñoz,0,0,183,-94557,https://cdn5.wyscout.com/photos/players/public/g-94557_100x130.png,100000,0,Tepa González,False,['MEX'],['Mexico'],[],,0,,0,,0,0,82,0.0 +28,24,MEX,Mexico,1995-04-13,1995-04-13,,000000,https://cdn5.wyscout.com/photos/team/public/925_120x120.png,Tigres UANL,Liga MX,left,Miguel René Ortega Rodríguez,0,0,193,448605,https://cdn5.wyscout.com/photos/players/public/g448605_100x130.png,100000,0,M. Ortega,False,['MEX'],['Mexico'],[],,0,,0,,0,0,74,0.0 +29,21,MEX,Mexico,1997-09-08,1997-09-08,,000000,https://cdn5.wyscout.com/photos/team/public/873_120x120.png,Pumas UNAM,Liga MX,,Bryan Mendoza Cruz,0,0,171,-120887,https://cdn5.wyscout.com/photos/players/public/g-120887_100x130.png,0,6,B. Mendoza,False,['MEX'],['Mexico'],['CF'],CF,100,,0,,0,1,72,0.0 +0,20,MEX,Mexico,1998-10-22,1998-10-22,,0000ff,https://cdn5.wyscout.com/photos/team/public/911_120x120.png,Puebla,Liga MX,,Diego Abella Calleja,0,0,182,-67765,https://cdn5.wyscout.com/photos/players/public/g-67765_100x130.png,0,191,D. Abella,False,['MEX'],['Mexico'],"['LW', 'LWF', 'CF']",LW,38,LWF,32,CF,29,6,75,0.4 +1,20,CHL,Chile,1999-02-14,1999-02-14,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,left,Ariel Alfonso Uribe Lepe,0,0,175,503587,https://cdn5.wyscout.com/photos/players/public/g503587_100x130.png,0,29,A. Uribe,False,['CHL'],['Chile'],['AMF'],AMF,100,,0,,0,1,70,0.03 +2,20,MEX,Mexico,1999-05-28,1999-05-28,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,,Paolo Medina Etienne,0,0,174,506033,https://cdn5.wyscout.com/photos/players/public/g506033_100x130.png,0,0,P. Medina,False,"['MEX', 'ESP']","['Mexico', 'Spain']",[],,0,,0,,0,0,68,0.0 +3,20,MEX,Mexico,1999-01-29,1999-01-29,,000000,https://cdn5.wyscout.com/photos/team/public/g26253_120x120.png,Querétaro U20,U20 League,,Álvaro Verda Dávalos,0,0,0,-87208,https://cdn5.wyscout.com/photos/players/public/g-87208_100x130.png,0,0,Á. Verda,False,['MEX'],['Mexico'],[],,0,,0,,0,0,0,0.0 +4,20,MEX,Mexico,1998-11-10,1998-11-10,,000000,https://cdn5.wyscout.com/photos/team/public/g26258_120x120.png,Veracruz U20,U20 League,,César Aldair Landa Capistrán,0,0,183,-90351,https://cdn5.wyscout.com/photos/players/public/g-90351_100x130.png,0,50,C. Landa,False,['MEX'],['Mexico'],"['LW', 'LCMF']",LW,70,LCMF,29,,0,2,80,0.0 +5,19,MEX,Mexico,2000-02-12,2000-02-12,,000000,https://cdn5.wyscout.com/photos/team/public/g26258_120x120.png,Veracruz U20,U20 League,,Raymundo de Jesús Fulgencio Román,0,0,0,-88435,https://cdn5.wyscout.com/photos/players/public/g-88435_100x130.png,0,0,Raymundo Fulgencio,False,['MEX'],['Mexico'],[],,0,,0,,0,0,0,0.0 +6,19,MEX,Mexico,2000-02-09,2000-02-09,,008000,https://cdn5.wyscout.com/photos/team/public/g24935_120x120.png,Alebrijes de Oaxaca,Ascenso MX,,Eduardo Pastrana Reyes,0,0,175,-88431,https://cdn5.wyscout.com/photos/players/public/g-88431_100x130.png,0,51,E. Pastrana,False,['MEX'],['Mexico'],"['LAMF', 'LW', 'DMF']",LAMF,54,LW,26,DMF,19,1,68,0.1 +7,21,MEX,Mexico,1998-03-17,1998-03-17,,000000,https://cdn5.wyscout.com/photos/team/public/g26258_120x120.png,Veracruz U20,U20 League,,Duilio Guillermo Tejeda Hernández,0,0,180,469381,https://cdn5.wyscout.com/photos/players/public/g469381_100x130.png,0,23,D. Tejeda,False,['MEX'],['Mexico'],['RW'],RW,100,,0,,0,1,65,0.17 +8,18,MEX,Mexico,2001-01-01,2001-01-01,,000000,https://cdn5.wyscout.com/photos/team/public/g26261_120x120.png,Atlas U20,U20 League,,Rodolfo Irán Rivera Reyes,0,0,179,-87427,https://cdn5.wyscout.com/photos/players/public/g-87427_100x130.png,0,7,R. Rivera,False,['MEX'],['Mexico'],['CF'],CF,100,,0,,0,1,68,0.0 +9,19,MEX,Mexico,1999-12-02,1999-12-02,,000000,https://cdn5.wyscout.com/photos/team/public/g26261_120x120.png,Atlas U20,U20 League,,Christopher Brayan Trejo Morantes,0,0,0,-73668,https://cdn5.wyscout.com/photos/players/public/g-73668_100x130.png,0,56,C. Trejo,False,['MEX'],['Mexico'],"['CF', 'AMF']",CF,64,AMF,35,,0,4,0,0.18 +10,19,MEX,Mexico,1999-08-24,1999-08-24,,000000,https://cdn5.wyscout.com/photos/team/public/g21588_120x120.png,Club América U20,U20 League,,Arturo Sánchez Silva,0,0,182,-87037,https://cdn5.wyscout.com/photos/players/public/g-87037_100x130.png,0,0,A. Sánchez,False,['MEX'],['Mexico'],[],,0,,0,,0,0,74,0.0 +11,19,MEX,Mexico,1999-08-25,1999-08-25,,000000,https://cdn5.wyscout.com/photos/team/public/g21588_120x120.png,Club América U20,U20 League,,José Ángel López López,0,0,175,-87033,https://cdn5.wyscout.com/photos/players/public/g-87033_100x130.png,0,0,J. Lopez,False,['MEX'],['Mexico'],[],,0,,0,,0,0,70,0.0 +12,19,MEX,Mexico,2000-07-31,2000-07-31,,000000,https://cdn5.wyscout.com/photos/team/public/g21588_120x120.png,Club América U20,U20 League,,Jesús Ignacio Quintero Solano,0,0,170,-86131,https://cdn5.wyscout.com/photos/players/public/g-86131_100x130.png,0,0,J. Quintero,False,['MEX'],['Mexico'],[],,0,,0,,0,0,59,0.0 +13,23,MEX,Mexico,1996-07-16,1996-07-16,,000000,https://cdn5.wyscout.com/photos/team/public/g34018_120x120.png,Pumas UNAM Premier,,left,José Carlos Robles Mejía,0,0,174,289464,https://cdn5.wyscout.com/photos/players/public/g289464_100x130.png,0,0,J. Robles,False,['MEX'],['Mexico'],[],,0,,0,,0,0,62,0.0 +14,20,MEX,Mexico,1998-09-23,1998-09-23,,FF0000,https://cdn5.wyscout.com/photos/team/public/g28451_120x120.png,Mineros de Zacatecas,Ascenso MX,,Omar Mireles Jaime,0,0,178,-89519,https://cdn5.wyscout.com/photos/players/public/g-89519_100x130.png,0,177,O. Mireles,False,['MEX'],['Mexico'],['RB'],RB,94,,0,,0,4,68,0.0 +15,18,MEX,Mexico,2000-10-03,2000-10-03,,000000,https://cdn5.wyscout.com/photos/team/public/g26257_120x120.png,Monterrey U20,U20 League,,Jaziel Ismael Martínez Huerta,0,0,0,-90443,https://cdn5.wyscout.com/photos/players/public/g-90443_100x130.png,0,0,J. Martínez,False,['MEX'],['Mexico'],[],,0,,0,,0,0,0,0.0 +16,18,MEX,Mexico,2001-01-26,2001-01-26,,000000,https://cdn5.wyscout.com/photos/team/public/g26257_120x120.png,Monterrey U20,U20 League,,Neder Kaleth Hernández Medina,0,0,0,-86676,https://cdn5.wyscout.com/photos/players/public/g-86676_100x130.png,0,0,N. Hernández,False,['MEX'],['Mexico'],[],,0,,0,,0,0,0,0.0 +17,19,MEX,Mexico,2000-05-03,2000-05-03,,000000,https://cdn5.wyscout.com/photos/team/public/g26257_120x120.png,Monterrey U20,U20 League,,Luis Gustavo Sánchez Saucedo,0,0,0,-86672,https://cdn5.wyscout.com/photos/players/public/g-86672_100x130.png,0,0,L. Sánchez,False,['MEX'],['Mexico'],[],,0,,0,,0,0,0,0.0 +18,19,MEX,Mexico,2000-07-26,2000-07-26,,000000,https://cdn5.wyscout.com/photos/team/public/g26257_120x120.png,Monterrey U20,U20 League,right,Axel Said Grijalva Soto,0,0,178,-85821,https://cdn5.wyscout.com/photos/players/public/g-85821_100x130.png,0,96,A. Grijalva,False,['MEX'],['Mexico'],"['RCB3', 'RCB']",RCB3,67,RCB,32,,0,1,55,0.0 +19,20,MEX,Mexico,1999-02-22,1999-02-22,,000000,https://cdn5.wyscout.com/photos/team/public/g26257_120x120.png,Monterrey U20,U20 League,,Juan José Machado Siqueiros,0,0,0,-71584,https://cdn5.wyscout.com/photos/players/public/g-71584_100x130.png,0,0,J. Machado,False,['MEX'],['Mexico'],[],,0,,0,,0,0,0,0.0 +20,20,MEX,Mexico,1999-07-20,1999-07-20,,000000,https://cdn5.wyscout.com/photos/team/public/g26257_120x120.png,Monterrey U20,U20 League,left,Daniel Alexis Parra Durán,0,0,175,451149,https://cdn5.wyscout.com/photos/players/public/g451149_100x130.png,0,74,D. Parra,False,['MEX'],['Mexico'],"['LWB', 'LB5']",LWB,60,LB5,39,,0,1,66,0.0 +21,19,MEX,Mexico,2000-01-10,2000-01-10,,000000,https://cdn5.wyscout.com/photos/team/public/g26257_120x120.png,Monterrey U20,U20 League,right,Sergio Villarreal Lozano,0,0,176,479916,https://cdn5.wyscout.com/photos/players/public/g479916_100x130.png,0,0,S. Villarreal,False,['MEX'],['Mexico'],[],,0,,0,,0,0,56,0.0 +22,19,MEX,Mexico,2000-03-15,2000-03-15,,000000,https://cdn5.wyscout.com/photos/team/public/g26257_120x120.png,Monterrey U20,U20 League,right,José Alfonso Alvarado Pérez,0,0,166,481638,https://cdn5.wyscout.com/photos/players/public/g481638_100x130.png,0,15,J. Alvarado,False,['MEX'],['Mexico'],['CF'],CF,100,,0,,0,1,54,0.28 +23,18,USA,USA,2000-08-11,2000-08-11,2020-12-31,000000,https://cdn5.wyscout.com/photos/team/public/g26257_120x120.png,Monterrey U20,U20 League,,Jacobo Reyes Murillo,0,0,174,486252,https://cdn5.wyscout.com/photos/players/public/g486252_100x130.png,0,0,J. Reyes,False,"['USA', 'MEX']","['USA', 'Mexico']",[],,0,,0,,0,0,70,0.0 +24,20,MEX,Mexico,1999-03-10,1999-03-10,,000000,https://cdn5.wyscout.com/photos/team/public/g26251_120x120.png,Toluca U20,U20 League,,Diego Armando Gallegos Hernández,0,0,173,-90943,https://cdn5.wyscout.com/photos/players/public/g-90943_100x130.png,0,0,D. Gallegos,False,['MEX'],['Mexico'],[],,0,,0,,0,0,52,0.0 +25,19,MEX,Mexico,2000-07-01,2000-07-01,,000000,https://cdn5.wyscout.com/photos/team/public/g26251_120x120.png,Toluca U20,U20 League,,Iván Emmanuel Acero Rodríguez,0,0,179,-87196,https://cdn5.wyscout.com/photos/players/public/g-87196_100x130.png,0,126,I. Acero,False,['MEX'],['Mexico'],['RCMF'],RCMF,90,,0,,0,4,68,0.0 +26,18,MEX,Mexico,2001-01-28,2001-01-28,,000000,https://cdn5.wyscout.com/photos/team/public/g26251_120x120.png,Toluca U20,U20 League,,Eduardo García Barrón,0,0,173,-67762,https://cdn5.wyscout.com/photos/players/public/g-67762_100x130.png,0,0,E. García,False,['MEX'],['Mexico'],[],,0,,0,,0,0,64,0.0 +27,18,MEX,Mexico,2000-11-21,2000-11-21,,000000,https://cdn5.wyscout.com/photos/team/public/g36646_120x120.png,Necaxa U20,U20 League,,Jair Omar Cortés Álvarez,0,0,183,-89030,https://cdn5.wyscout.com/photos/players/public/g-89030_100x130.png,0,23,J. Cortés,False,['MEX'],['Mexico'],['RCMF3'],RCMF3,100,,0,,0,1,72,0.0 +28,20,MEX,Mexico,1999-03-24,1999-03-24,,000000,https://cdn5.wyscout.com/photos/team/public/g36646_120x120.png,Necaxa U20,U20 League,,César Adrián Aguirre Puebla,0,0,177,-72085,https://cdn5.wyscout.com/photos/players/public/g-72085_100x130.png,0,57,C. Aguirre,False,['MEX'],['Mexico'],['RW'],RW,100,,0,,0,2,73,0.0 +29,26,MEX,Mexico,1993-03-08,1993-03-08,,000000,https://cdn5.wyscout.com/photos/team/public/g24706_120x120.png,Necaxa II,,left,Pedro Francisco Esquivel Montoya,0,0,174,320537,https://cdn5.wyscout.com/photos/players/public/g320537_100x130.png,0,0,P. Esquivel,False,['MEX'],['Mexico'],[],,0,,0,,0,0,67,0.0 +0,21,MEX,Mexico,1998-01-20,1998-01-20,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,,Eleuterio Jiménez Contreras,0,0,174,-123094,https://cdn5.wyscout.com/photos/players/public/g-123094_100x130.png,0,12,E. Jiménez,False,['MEX'],['Mexico'],['CF'],CF,100,,0,,0,1,70,0.0 +1,21,MEX,Mexico,1998-03-05,1998-03-05,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Brayton Josué Vázquez Vélez,0,0,175,417771,https://cdn5.wyscout.com/photos/players/public/g417771_100x130.png,0,0,B. Vázquez,False,['MEX'],['Mexico'],[],,0,,0,,0,0,68,0.0 +2,20,CHL,Chile,1999-02-14,1999-02-14,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,left,Ariel Alfonso Uribe Lepe,0,0,175,503587,https://cdn5.wyscout.com/photos/players/public/g503587_100x130.png,0,29,A. Uribe,False,['CHL'],['Chile'],['AMF'],AMF,100,,0,,0,1,70,0.03 +3,20,MEX,Mexico,1999-05-28,1999-05-28,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,,Paolo Medina Etienne,0,0,174,506033,https://cdn5.wyscout.com/photos/players/public/g506033_100x130.png,0,0,P. Medina,False,"['MEX', 'ESP']","['Mexico', 'Spain']",[],,0,,0,,0,0,68,0.0 +4,20,MEX,Mexico,1999-04-21,1999-04-21,,000000,https://cdn5.wyscout.com/photos/team/public/g23674_120x120.png,Club Atlético Zacatepec,Ascenso MX,,José Guadalupe Hernández Clemente,0,0,173,-87022,https://cdn5.wyscout.com/photos/players/public/g-87022_100x130.png,0,172,J. Hernández,False,['MEX'],['Mexico'],['LW'],LW,90,,0,,0,4,69,0.01 +5,19,MEX,Mexico,2000-05-19,2000-05-19,,000000,https://cdn5.wyscout.com/photos/team/public/462_120x120.png,América,Liga MX,right,Óscar Haret Ortega Gatica,0,0,188,479901,https://cdn5.wyscout.com/photos/players/public/g479901_100x130.png,0,0,Ó. Ortega,False,['MEX'],['Mexico'],[],,0,,0,,0,0,77,0.0 +6,19,MEX,Mexico,2000-02-22,2000-02-22,,000000,https://cdn5.wyscout.com/photos/team/public/g26252_120x120.png,Monarcas Morelia U20,U20 League,,Axel Cruz García Barrera,0,0,169,-87192,https://cdn5.wyscout.com/photos/players/public/g-87192_100x130.png,0,0,A. Garcia,False,['MEX'],['Mexico'],[],,0,,0,,0,0,63,0.0 +7,20,MEX,Mexico,1999-04-04,1999-04-04,,000000,https://cdn5.wyscout.com/photos/team/public/g26259_120x120.png,Puebla U20,U20 League,,Aldhair Fernando Molina Fabián,0,0,174,-111329,https://cdn5.wyscout.com/photos/players/public/g-111329_100x130.png,0,183,A. Molina,False,['MEX'],['Mexico'],"['LB5', 'LWB']",LB5,65,LWB,22,,0,3,60,0.0 +8,21,MEX,Mexico,1998-04-04,1998-04-04,,000000,https://cdn5.wyscout.com/photos/team/public/g26264_120x120.png,Pumas UNAM U20,U20 League,right,Diego Alejandro Rosales Islas,0,0,171,-87231,https://cdn5.wyscout.com/photos/players/public/g-87231_100x130.png,0,378,D. Rosales,False,['MEX'],['Mexico'],"['RB', 'LB']",RB,69,LB,20,,0,4,66,0.06 +9,22,MEX,Mexico,1997-07-16,1997-07-16,,000000,https://cdn5.wyscout.com/photos/team/public/g34018_120x120.png,Pumas UNAM Premier,,,Diego Jonathan Rodríguez Miranda,0,0,0,-71585,https://cdn5.wyscout.com/photos/players/public/g-71585_100x130.png,0,4,D. Rodríguez,False,['MEX'],['Mexico'],['LCB'],LCB,100,,0,,0,1,0,0.0 +10,21,MEX,Mexico,1998-05-18,1998-05-18,,0000FF,https://cdn5.wyscout.com/photos/team/public/g25018_120x120.png,Cimarrones de Sonora,Ascenso MX,,Martín Rodríguez Rivera,0,0,173,417767,https://cdn5.wyscout.com/photos/players/public/g417767_100x130.png,0,0,M. Rodríguez,False,['MEX'],['Mexico'],[],,0,,0,,0,0,59,0.0 +11,19,USA,USA,2000-04-11,2000-04-11,,0000FF,https://cdn5.wyscout.com/photos/team/public/g25018_120x120.png,Cimarrones de Sonora,Ascenso MX,right,Jesús Andrés Pérez Álvarez,1,1,164,479907,https://cdn5.wyscout.com/photos/players/public/g479907_100x130.png,0,286,A. Pérez,False,"['USA', 'MEX']","['USA', 'Mexico']","['LB', 'LCB']",LB,66,LCB,28,,0,3,56,1.06 +12,18,MEX,Mexico,2001-05-30,2001-05-30,,000000,https://cdn5.wyscout.com/photos/team/public/g26260_120x120.png,Pachuca U20,U20 League,,Raúl Iram Castillo González,0,0,177,-87481,https://cdn5.wyscout.com/photos/players/public/g-87481_100x130.png,0,49,R. Castillo,False,['MEX'],['Mexico'],"['RCMF3', 'RW']",RCMF3,61,RW,38,,0,2,74,0.06 +13,17,MEX,Mexico,2002-01-05,2002-01-05,,000000,https://cdn5.wyscout.com/photos/team/public/g26611_120x120.png,Veracruz U17,U17 League,,Martín David Barra Nava,0,0,167,-88453,https://cdn5.wyscout.com/photos/players/public/g-88453_100x130.png,0,0,M. Barra Nava,False,['MEX'],['Mexico'],[],,0,,0,,0,0,60,0.0 +14,18,MEX,Mexico,2001-01-03,2001-01-03,,000000,https://cdn5.wyscout.com/photos/team/public/g26611_120x120.png,Veracruz U17,U17 League,,Alan Fabrizio Ruiz Preza,0,0,176,-88451,https://cdn5.wyscout.com/photos/players/public/g-88451_100x130.png,0,6,A. Ruiz Preza,False,['MEX'],['Mexico'],"['RCMF3', 'LCMF']",RCMF3,72,LCMF,27,,0,2,70,0.0 +15,19,MEX,Mexico,2000-02-14,2000-02-14,,000000,https://cdn5.wyscout.com/photos/team/public/g26249_120x120.png,León U20,U20 League,,Carlos Eduardo Guerrero Zavala,0,0,166,481636,https://cdn5.wyscout.com/photos/players/public/g481636_100x130.png,0,235,C. Guerrero,False,['MEX'],['Mexico'],"['RDMF', 'RCMF', 'LCMF']",RDMF,39,RCMF,39,LCMF,19,8,64,0.04 +16,31,ARG,Argentina,1988-04-21,1988-04-21,,0000FF,https://cdn5.wyscout.com/photos/team/public/938_120x120.png,Everton,Primera División,right,Maximiliano Iván Ceratto,1,1,171,73203,https://cdn5.wyscout.com/photos/players/public/56503_100x130.png,0,678,M. Ceratto,False,['ARG'],['Argentina'],"['RAMF', 'RW']",RAMF,60,RW,26,,0,11,69,0.83 +17,20,MEX,Mexico,1999-03-07,1999-03-07,,000000,https://cdn5.wyscout.com/photos/team/public/g26262_120x120.png,Guadalajara U20,U20 League,,Leopoldo Alberto Cortes Mora,0,0,163,-50048,https://cdn5.wyscout.com/photos/players/public/g-50048_100x130.png,0,0,L. Cortes Mora,False,['MEX'],['Mexico'],[],,0,,0,,0,0,58,0.0 +18,21,MEX,Mexico,1998-05-08,1998-05-08,,000000,https://cdn5.wyscout.com/photos/team/public/464_120x120.png,Guadalajara,Liga MX,right,Fernando Beltrán Cruz,0,0,164,490845,https://cdn5.wyscout.com/photos/players/public/g490845_100x130.png,0,1241,F. Beltrán,False,['MEX'],['Mexico'],['LCMF'],LCMF,62,,0,,0,19,66,0.31 +19,18,MEX,Mexico,2001-03-30,2001-03-30,,000000,https://cdn5.wyscout.com/photos/team/public/g26249_120x120.png,León U20,U20 League,,Either Domin Jiménez Rodríguez,0,0,0,-111443,https://cdn5.wyscout.com/photos/players/public/g-111443_100x130.png,0,10,Either Jiménez,False,['MEX'],['Mexico'],['AMF'],AMF,100,,0,,0,1,0,0.0 +20,19,MEX,Mexico,2000-04-08,2000-04-08,,000000,https://cdn5.wyscout.com/photos/team/public/913_120x120.png,Morelia,Liga MX,,Eduardo Del Ángel Reséndiz,0,0,174,-87195,https://cdn5.wyscout.com/photos/players/public/g-87195_100x130.png,0,0,E. Del Ángel,False,['MEX'],['Mexico'],[],,0,,0,,0,0,68,0.0 +21,21,MEX,Mexico,1998-02-06,1998-02-06,,,,,,,Daniel Aguilar Muñoz,0,0,0,-87091,https://cdn5.wyscout.com/photos/players/public/g-87091_100x130.png,0,206,D. Aguilar,False,['MEX'],['Mexico'],"['LB', 'LB5']",LB,81,LB5,16,,0,4,0,0.01 +22,19,MEX,Mexico,2000-05-23,2000-05-23,,000000,https://cdn5.wyscout.com/photos/team/public/g26261_120x120.png,Atlas U20,U20 League,,Israel Reyes Romero,0,0,0,-87062,https://cdn5.wyscout.com/photos/players/public/g-87062_100x130.png,0,0,I. Reyes,False,['MEX'],['Mexico'],[],,0,,0,,0,0,0,0.0 +23,22,MEX,Mexico,1996-09-25,1996-09-25,,ff0000,https://cdn5.wyscout.com/photos/team/public/526_120x120.png,Atlas,Liga MX,right,Diego Armando Barbosa Zaragoza,0,0,173,431754,https://cdn5.wyscout.com/photos/players/public/g431754_100x130.png,0,191,D. Barbosa,False,['MEX'],['Mexico'],['RB'],RB,100,,0,,0,2,71,0.15 +24,22,MEX,Mexico,1996-10-06,1996-10-06,,,,,,,Abel Alejandro Aguirre Zavala,0,0,0,-116945,https://cdn5.wyscout.com/photos/players/public/g-116945_100x130.png,0,0,A. Aguirre Zavala,False,['MEX'],['Mexico'],[],,0,,0,,0,0,0,0.0 +25,18,MEX,Mexico,2001-06-11,2001-06-11,,,,,,,Alan Neftaly Reyes Martínez,0,0,178,-87388,https://cdn5.wyscout.com/photos/players/public/g-87388_100x130.png,0,0,A. Reyes,False,['MEX'],['Mexico'],[],,0,,0,,0,0,69,0.0 +26,20,MEX,Mexico,1998-08-05,1998-08-05,,,,,,,Josué Israel Sánchez González,0,0,0,-87081,https://cdn5.wyscout.com/photos/players/public/g-87081_100x130.png,0,0,J. Sánchez,False,['MEX'],['Mexico'],[],,0,,0,,0,0,0,0.0 +27,20,MEX,Mexico,1998-09-05,1998-09-05,,,,,,,Jose Juan Guillen Rangel,0,0,171,-86132,https://cdn5.wyscout.com/photos/players/public/g-86132_100x130.png,0,12,José Guillén,False,['MEX'],['Mexico'],['RCMF'],RCMF,100,,0,,0,1,69,0.0 +28,21,MEX,Mexico,1998-06-18,1998-06-18,,FF0000,https://cdn5.wyscout.com/photos/team/public/g28451_120x120.png,Mineros de Zacatecas,Ascenso MX,,Denilson Aldair Villa Gaytán,0,0,170,-76480,https://cdn5.wyscout.com/photos/players/public/g-76480_100x130.png,0,0,D. Villa,True,['MEX'],['Mexico'],[],,0,,0,,0,0,0,0.0 +29,25,MEX,Mexico,1994-03-07,1994-03-07,,,,,,,Luis Alejandro Chávez Díaz de León,0,0,178,-75383,https://cdn5.wyscout.com/photos/players/public/g-75383_100x130.png,0,0,L. Chávez,False,['MEX'],['Mexico'],[],,0,,0,,0,0,70,0.0